{"id":38881,"date":"2025-02-25T03:01:00","date_gmt":"2025-02-24T19:01:00","guid":{"rendered":"https:\/\/17aitech.com\/?p=38881"},"modified":"2025-02-25T03:01:00","modified_gmt":"2025-02-24T19:01:00","slug":"%e5%bc%80%e6%ba%90%e8%b5%9b%e9%81%93%e5%a4%aa%e6%8c%a4%e4%ba%86%ef%bc%81%e6%9c%88%e4%b9%8b%e6%9a%97%e9%9d%a2%e5%bc%80%e6%ba%90%e6%96%b0%e7%89%88muon%e4%bc%98%e5%8c%96%e5%99%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38881","title":{"rendered":"\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-24-6\" target=\"_blank\">\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"34\" data-source-title=\"\" data-type=\"2\" data-url=\"\"><p>\u7701\u4e00\u534a\u7b97\u529b\u8dd1\u51fa2\u500d\u6548\u679c\uff0c\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u4f18\u5316\u5668Muon\uff0c\u540c\u9884\u7b97\u4e0b\u5168\u9762\u9886\u5148\u3002<\/p><\/blockquote>\n<section><\/section>\n<section>\u6708\u4e4b\u6697\u9762\u548c DeepSeek \u8fd9\u6b21\u53c8\u300c\u649e\u8f66\u300d\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u4e0a\u6b21\u662f\u8bba\u6587\uff0c\u4e24\u5bb6\u51e0\u4e4e\u524d\u540e\u811a\u653e\u51fa\u6539\u8fdb\u7248\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u53ef\u53c2\u8003<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955611&amp;idx=1&amp;sn=82f6c12ee7d283d7c7bbd36f5de46587&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300a\u649e\u8f66 DeepSeek NSA\uff0cKimi \u6768\u690d\u9e9f\u7f72\u540d\u7684\u65b0\u6ce8\u610f\u529b\u67b6\u6784 MoBA \u53d1\u5e03\uff0c\u4ee3\u7801\u4e5f\u516c\u5f00\u300b<\/a>\u3001<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650955528&amp;idx=1&amp;sn=2565b3c9d66d2d30c1238831ee9e1e32&amp;scene=21#wechat_redirect\" target=\"_blank\">\u300a\u521a\u521a\uff01DeepSeek \u6881\u6587\u950b\u4eb2\u81ea\u6302\u540d\uff0c\u516c\u5f00\u65b0\u6ce8\u610f\u529b\u67b6\u6784 NSA\u300b<\/a>\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u6b21\u662f\u5f00\u6e90\u3002<\/section>\n<section><\/section>\n<section>\u4e0a\u5468\u4e94\uff0cDeepSeek \u521a\u521a\u5b98\u5ba3\u8fd9\u5468\u8981\u8fde\u7eed\u5f00\u6e90 5 \u4e2a\u4ee3\u7801\u5e93\uff0c\u5374\u88ab\u6708\u4e4b\u6697\u9762\u6df1\u591c\u622a\u80e1\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u6628\u5929\uff0c\u6708\u4e4b\u6697\u9762\u62a2\u5148\u4e00\u6b65\u5f00\u6e90\u4e86\u6539\u8fdb\u7248 Muon \u4f18\u5316\u5668\uff0c\u6bd4 AdamW \u4f18\u5316\u5668\u8ba1\u7b97\u6548\u7387\u63d0\u5347\u4e86 2 \u500d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png\"><\/a><\/section>\n<section>\u56e2\u961f\u4eba\u5458\u8868\u793a\uff0c\u539f\u59cb Muon \u4f18\u5316\u5668\u5728\u8bad\u7ec3\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5176\u5728\u6269\u5c55\u5230\u66f4\u5927\u6a21\u578b\u65b9\u9762\u7684\u53ef\u884c\u6027\u5c1a\u672a\u5f97\u5230\u8bc1\u660e\u3002\u56e0\u6b64\uff0c\u56e2\u961f\u4eba\u5458\u786e\u5b9a\u4e86\u4e24\u79cd\u5bf9\u6269\u5c55 Muon \u81f3\u5173\u91cd\u8981\u7684\u6280\u672f\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u6dfb\u52a0\u6743\u91cd\u8870\u51cf\uff1a\u5bf9\u6269\u5c55\u5230\u66f4\u5927\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002<\/strong><\/section>\n<\/li>\n<li>\n<section><strong>\u4e00\u81f4\u7684 RMS \u66f4\u65b0\uff1a\u5728\u6a21\u578b\u66f4\u65b0\u4e0a\u6267\u884c\u4e00\u81f4\u7684\u5747\u65b9\u6839\u3002<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u4e9b\u6280\u672f\u4f7f\u5f97 Muon \u80fd\u591f\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u76f4\u63a5\u4f7f\u7528\uff0c\u800c\u65e0\u9700\u8c03\u6574\u8d85\u53c2\u6570\u3002Scaling law \u5b9e\u9a8c\u8868\u660e\uff0c\u4e0e\u8ba1\u7b97\u6700\u4f18\u8bad\u7ec3\u7684 AdamW \u76f8\u6bd4\uff0cMuon \u7684\u8ba1\u7b97\u6548\u7387\u63d0\u5347\u4e86 2 \u500d\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e9b\u6539\u8fdb\uff0c\u6708\u4e4b\u6697\u9762\u63a8\u51fa\u4e86 Moonlight\uff0c\u8fd9\u662f\u4e00\u4e2a 3B\/16B \u53c2\u6570\u7684 Mixture-of-Expert\uff08MoE\uff09\u6a21\u578b\uff0c\u4f7f\u7528 Muon \u8fdb\u884c\u4e86 5.7 \u4e07\u4ebf tokens \u7684\u8bad\u7ec3\u3002\u8be5\u6a21\u578b\u5237\u65b0\u4e86\u5f53\u524d\u7684\u300c\u5e15\u7d2f\u6258\u524d\u6cbf\u300d\uff0c\u6362\u53e5\u8bdd\u8bf4\uff0c\u5728\u76f8\u540c\u7684\u8bad\u7ec3\u9884\u7b97\u4e0b\uff0c\u6ca1\u6709\u5176\u4ed6\u6a21\u578b\u80fd\u5728\u6240\u6709\u6027\u80fd\u6307\u6807\u4e0a\u540c\u65f6\u8d85\u8d8a\u5b83\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u4e4b\u524d\u7684\u6a21\u578b\u76f8\u6bd4\uff0cMoonlight \u4e5f\u4ee5\u66f4\u5c11\u7684\u8bad\u7ec3 FLOPs \u83b7\u5f97\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8be5\u7814\u7a76\u8fdb\u884c\u4e86 Scaling law \u7814\u7a76\uff0c\u5c06 Muon \u4e0e\u5f3a\u5927\u7684 AdamW \u57fa\u7ebf\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u7ed3\u679c\u5c55\u793a\u4e86 Muon \u7684\u5353\u8d8a\u6027\u80fd\u3002Muon \u5b9e\u73b0\u4e86\u4e0e AdamW \u8bad\u7ec3\u76f8\u5f53\u7684\u6027\u80fd\uff0c\u540c\u65f6\u4ec5\u9700\u8981\u5927\u7ea6 52% \u7684\u8bad\u7ec3 FLOP\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c436fdcf5026c514ac873483f57d7c64.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c436fdcf5026c514ac873483f57d7c64.png\"><\/a><\/section>\n<section>\u6708\u4e4b\u6697\u9762\u4e0d\u4f46\u5f00\u6e90\u4e86\u5185\u5b58\u4f18\u5316\u4e14\u901a\u4fe1\u9ad8\u6548\u7684 Muon \u5b9e\u73b0\u4ee3\u7801\uff0c\u5e76\u4e14\u8fd8\u53d1\u5e03\u4e86\u9884\u8bad\u7ec3\u3001\u6307\u4ee4\u8c03\u4f18\u4ee5\u53ca\u4e2d\u95f4\u68c0\u67e5\u70b9\uff0c\u4ee5\u652f\u6301\u672a\u6765\u7684\u7814\u7a76\u3002<\/section>\n<section><\/section>\n<section>\u8bba\u6587\u300a MUON IS SCALABLE FOR LLM TRAINING \u300b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d0e1cfd6d9d018e362d8521b6b8278c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d0e1cfd6d9d018e362d8521b6b8278c9.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/github.com\/MoonshotAI\/Moonlight\/blob\/master\/Moonlight.pdf<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/MoonshotAI\/Moonlight<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\u5730\u5740\uff1ahttps:\/\/huggingface.co\/moonshotai\/Moonlight-16B-A3B<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u7814\u7a76\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6269\u5c55 Muon\u00a0<\/strong><\/section>\n<section><\/section>\n<section>Muon \u4f18\u5316\u5668\u4e3a OpenAI \u7814\u7a76\u8005 Keller Jordan \u7b49\u4eba\u5728 2024 \u5e74\u63d0\u51fa\u7684\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u8868\u660e\u5728\u5c0f\u89c4\u6a21\u8bad\u7ec3\u4e2d Muon \u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e AdamW\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u6708\u4e4b\u6697\u9762\u53d1\u73b0\uff0c\u5f53\u5c06\u5176\u6269\u5c55\u5230\u8bad\u7ec3\u66f4\u5927\u6a21\u578b\u5e76\u4f7f\u7528\u66f4\u591a token \u65f6\uff0c\u6a21\u578b\u6027\u80fd\u63d0\u5347\u9010\u6e10\u51cf\u5f31\u3002\u4ed6\u4eec\u89c2\u5bdf\u5230\uff0c\u6743\u91cd\u548c\u5c42\u8f93\u51fa\u7684 RMS \u503c\u6301\u7eed\u589e\u957f\uff0c\u6700\u7ec8\u8d85\u51fa\u4e86 bf16 \u7684\u9ad8\u7cbe\u5ea6\u8303\u56f4\uff0c\u8fd9\u53ef\u80fd\u4f1a\u635f\u5bb3\u6a21\u578b\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6708\u4e4b\u6697\u9762\u5728 Muon \u4e2d\u5f15\u5165\u4e86\u6807\u51c6\u7684 AdamW\uff08Loshchilov \u7b49\u4eba\uff0c2019\uff09\u6743\u91cd\u8870\u51cf\u673a\u5236\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63a2\u7a76\u8fd9\u4e00\u673a\u5236\uff0c\u7814\u7a76\u8005\u5bf9 Muon \u8fdb\u884c\u4e86\u6709\u65e0\u6743\u91cd\u8870\u51cf\u7684\u5b9e\u9a8c\uff0c\u4ed6\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5305\u542b 800M \u53c2\u6570\u548c 100B token\uff08\u7ea6\u4e3a\u6700\u4f18\u8bad\u7ec3 token \u91cf\u7684 5 \u500d\uff09\u7684\u6a21\u578b\u3002\u56fe 2 \u5c55\u793a\u4e86\u4f7f\u7528 AdamW\u3001\u65e0\u6743\u91cd\u8870\u51cf\u7684\u539f\u59cb Muon \u4ee5\u53ca\u5e26\u6743\u91cd\u8870\u51cf\u7684 Muon \u8bad\u7ec3\u7684\u6a21\u578b\u7684\u9a8c\u8bc1\u635f\u5931\u66f2\u7ebf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ff733e709f1241504091b35d5ff82478.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ff733e709f1241504091b35d5ff82478.png\"><\/a><\/section>\n<section>\u7ed3\u679c\u663e\u793a\uff0c\u867d\u7136\u539f\u59cb Muon \u5728\u521d\u671f\u6536\u655b\u901f\u5ea6\u66f4\u5feb\uff0c\u4f46\u4e00\u4e9b\u6a21\u578b\u6743\u91cd\u968f\u65f6\u95f4\u7684\u63a8\u79fb\u589e\u957f\u8fc7\u5927\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u957f\u671f\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u52a0\u5165\u6743\u91cd\u8870\u51cf\u540e\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898 \u2014\u2014 \u7ed3\u679c\u8868\u660e\uff0c\u5e26\u6743\u91cd\u8870\u51cf\u7684 Muon \u4f18\u4e8e\u539f\u59cb Muon \u548c AdamW\uff0c\u83b7\u5f97\u4e86\u66f4\u4f4e\u7684\u9a8c\u8bc1\u635f\u5931\u3002\u516c\u5f0f 3 \u4e3a\u8868\u8fbe\u5f0f\uff0c\u5176\u4e2d \u03bb \u4e3a\u6743\u91cd\u8870\u51cf\u6bd4\u7387\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c9d9e683b498dcaf50081d6c41efc165.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c9d9e683b498dcaf50081d6c41efc165.png\"><\/a><\/section>\n<section>\u4e00\u81f4\u7684 RMS \u66f4\u65b0\u3002\u7814\u7a76\u8005\u53d1\u73b0 Adam \u548c AdamW \u7684\u4e00\u4e2a\u91cd\u8981\u7279\u6027\u662f\uff0c\u5b83\u4eec\u5c06\u66f4\u65b0\u7684 RMS \u7ef4\u6301\u5728 1 \u5de6\u53f3\u3002\u7136\u800c\uff0c\u6708\u4e4b\u6697\u9762\u53d1\u73b0 Muon \u66f4\u65b0 RMS \u4f1a\u6839\u636e\u53c2\u6570\u77e9\u9635\u5f62\u72b6\u7684\u53d8\u5316\u800c\u53d8\u5316\uff0c\u5177\u4f53\u5982\u4e0b\u5f15\u7406 1 \u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-197d14ba75fb3f95fffda3d79aa91ec7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-197d14ba75fb3f95fffda3d79aa91ec7.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u5728\u4e0d\u540c\u5f62\u72b6\u77e9\u9635\u4e4b\u95f4\u4fdd\u6301\u4e00\u81f4\u7684 RMS \u66f4\u65b0\uff0c\u8be5\u7814\u7a76\u901a\u8fc7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6eb93ebab2fb860d158169b2425ba998.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6eb93ebab2fb860d158169b2425ba998.png\"><\/a>\u6765\u6269\u5c55 Muon \u77e9\u9635\u66f4\u65b0\uff0c\u4ece\u800c\u62b5\u6d88\u5f15\u7406 1 \u4e2d\u63d0\u5230\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7814\u7a76\u8005\u901a\u5e38\u5c06 AdamW \u4e0e Muon \u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u5904\u7406\u975e\u77e9\u9635\u53c2\u6570\u3002\u672c\u6587\u5e0c\u671b\u4f18\u5316\u5668\u8d85\u53c2\u6570\uff08\u5b66\u4e60\u7387 \u03b7\u3001\u6743\u91cd\u8870\u51cf \u03bb\uff09\u80fd\u591f\u5728\u77e9\u9635\u53c2\u6570\u548c\u975e\u77e9\u9635\u53c2\u6570\u4e4b\u95f4\u5171\u4eab\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\u4ed6\u4eec\u63d0\u51fa\u5c06 Muon \u66f4\u65b0\u7684 RMS \u8c03\u6574\u5230\u4e0e AdamW \u76f8\u4f3c\u7684\u8303\u56f4\u3002\u4ed6\u4eec\u901a\u8fc7\u4ee5\u4e0b\u8c03\u6574\u5c06 Muon \u66f4\u65b0 RMS \u7f29\u653e\u81f3\u8fd9\u4e00\u8303\u56f4\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-42e712ff55378e11301898d0c82fce09.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-42e712ff55378e11301898d0c82fce09.png\"><\/a><\/section>\n<section><strong>\u5206\u5e03\u5f0f Muon<\/strong><\/section>\n<section><\/section>\n<section>\u6708\u4e4b\u6697\u9762\u56e2\u961f\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e ZeRO-1 \u7684\u5206\u5e03\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u79f0\u4e3a\u5206\u5e03\u5f0f Muon\uff08Distributed Muon\uff09\u3002\u5206\u5e03\u5f0f Muon \u9075\u5faa ZeRO-1 \u5728\u6570\u636e\u5e76\u884c\uff08DP\uff09\u4e0a\u5bf9\u4f18\u5316\u5668\u72b6\u6001\u8fdb\u884c\u5212\u5206\uff0c\u5e76\u4e0e\u666e\u901a\u7684 ZeRO-1 AdamW \u4f18\u5316\u5668\u76f8\u6bd4\u5f15\u5165\u4e86\u4e24\u4e2a\u989d\u5916\u7684\u64cd\u4f5c\uff0c\u7b97\u6cd5 1 \u63cf\u8ff0\u4e86\u5206\u5e03\u5f0f Muon \u7684\u5b9e\u73b0\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6dfc84e26a0807119f13e457fe84c801.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6dfc84e26a0807119f13e457fe84c801.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section><strong>RMS \u7684\u4e00\u81f4\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u4f7f\u6240\u6709\u77e9\u9635\u53c2\u6570\u66f4\u65b0\u7684 RMS \u503c\u4e0e AdamW \u7684 RMS \u4fdd\u6301\u4e00\u81f4\uff0c\u7814\u7a76\u56e2\u961f\u5c1d\u8bd5\u4e86\u4e24\u79cd\u65b9\u6cd5\u6765\u63a7\u5236\u53c2\u6570\u66f4\u65b0\u7684 RMS\uff0c\u5e76\u5c06\u5176\u4e0e\u53ea\u7528\u4e86 AdamW \u7684\u57fa\u7ebf\u7684 RMS \u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u5927\u89c4\u6a21\u8bad\u7ec3\u6a21\u578b\u65f6\uff0c\u4f1a\u51fa\u73b0\u5404\u79cd\u610f\u6599\u4e4b\u5916\u7684\u60c5\u51b5\uff0c\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u6d4b\u8bd5\u4e86 Muon \u5bf9\u8bad\u7ec3\u65e9\u671f\u9636\u6bb5\u7684\u5f71\u54cd\u3002\u5f53\u77e9\u9635\u7ef4\u5ea6\u5dee\u5f02\u589e\u5927\u65f6\uff0c\u66f4\u65b0 RMS \u4e0d\u4e00\u81f4\u7684\u95ee\u9898\u4f1a\u66f4\u52a0\u660e\u663e\u3002\u8be5\u56e2\u961f\u5bf9\u6a21\u578b\u67b6\u6784\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u7528\u6807\u51c6\u7684 2 \u5c42 MLP \u66ff\u6362\u4e86 Swiglu MLP\uff0c\u5e76\u5c06\u5176\u77e9\u9635\u53c2\u6570\u7684\u5f62\u72b6\u4ece [H, 2.6H] \u6539\u4e3a [H, 4H]\u3002<\/section>\n<section><\/section>\n<section>\u56e2\u961f\u8bc4\u4f30\u4e86\u6a21\u578b\u7684\u635f\u5931\uff0c\u5e76\u76d1\u63a7\u4e86\u5173\u952e\u53c2\u6570\u7684 RMS\uff0c\u5c24\u5176\u662f\u5f62\u72b6\u4e3a [H, H] \u7684\u6ce8\u610f\u529b\u67e5\u8be2\u6743\u91cd\u548c\u5f62\u72b6\u4e3a [H, 4H] \u7684 MLP \u6743\u91cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b9c0168219279bd65212d6455b6ec968.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b9c0168219279bd65212d6455b6ec968.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff08\u89c1\u8868 1\uff09\uff0cUpdate Norm \u548c Adjusted LR \u5747\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\uff0c\u4e14 Adjusted LR \u7684\u8ba1\u7b97\u6210\u672c\u66f4\u4f4e\uff0c\u56e0\u6b64\u88ab\u9009\u7528\u4e8e\u540e\u7eed\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<section><strong>Muon \u7684 Scaling Law<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u4e0e AdamW \u516c\u5e73\u6bd4\u8f83\uff0c\u8be5\u56e2\u961f\u5728\u4e00\u7cfb\u5217\u57fa\u4e8e Llama \u67b6\u6784\u7684\u6a21\u578b\u4e0a\u5bf9 Muon \u8fdb\u884c\u4e86\u62d3\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e Muon\uff0c\u7531\u4e8e\u5176 RMS \u4e0e AdamW \u5339\u914d\uff0c\u56e2\u961f\u76f4\u63a5\u590d\u7528\u4e86 AdamW \u7684\u8d85\u53c2\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b5554bef1525aac91c4c7b43ed55acba.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b5554bef1525aac91c4c7b43ed55acba.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-aa4275af0d87f5853f5bb35fc345a731.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-aa4275af0d87f5853f5bb35fc345a731.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u62df\u5408\u7684 Scaling Law \u66f2\u7ebf\u8868\u660e\uff0c\u5728\u8ba1\u7b97\u6700\u4f18\u8bbe\u7f6e\u4e0b\uff0cMuon \u4ec5\u9700\u7ea6 52% \u7684\u8bad\u7ec3 FLOPs \u5373\u53ef\u8fbe\u5230\u4e0e AdamW \u76f8\u5f53\u7684\u6027\u80fd\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bf4\u660e\u4e86 Muon \u5728\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u9ad8\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u4f7f\u7528 Muon \u8fdb\u884c\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bc4\u4f30 Muon \u5728\u6a21\u578b\u67b6\u6784\u4e2d\u7684\u8868\u73b0\uff0c\u8be5\u56e2\u961f\u4f7f\u7528 DeepSeek-V3-Small \u67b6\u6784\u4ece\u5934\u5f00\u59cb\u9884\u8bad\u7ec3\u4e86 Moonlight \u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>Moonlight \u6a21\u578b\u603b\u5171\u8fdb\u884c\u4e86 5.7 \u4e07\u4ebf tokens \u7684\u8bad\u7ec3\uff0c\u4f46\u5728\u8bad\u7ec3\u5230 1.2 \u4e07\u4ebf tokens \u7684\u9636\u6bb5\uff0c\u56e2\u961f\u5c06\u5176\u4e0e DeepSeek-V3-Small\uff08\u4f7f\u7528 1.33T tokens \u8bad\u7ec3\u7684 2.4B\/16B \u53c2\u6570 MoE \u6a21\u578b\uff09\u548c Moonlight-A\uff08\u4e0e Moonlight \u8bbe\u7f6e\u76f8\u540c\uff0c\u4f46\u4f7f\u7528 AdamW \u4f18\u5316\u5668\uff09\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u5982\u8868 4 \u6240\u793a\uff0cMoonlight \u5728\u8bed\u8a00\u3001\u6570\u5b66\u548c\u7f16\u7801\u7b49\u4efb\u52a1\u4e0a\u90fd\u663e\u8457\u4f18\u4e8e Moonlight-A\uff0c\u8bc1\u660e\u4e86 Muon \u7684\u6269\u5c55\u4f18\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1a9a216e594c90186bfb60f6f9dde8ea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1a9a216e594c90186bfb60f6f9dde8ea.png\"><\/a><\/section>\n<section>\u5728\u5b8c\u6574\u8bad\u7ec3\u540e\uff0cMoonlight \u4e0e\u7c7b\u4f3c\u89c4\u6a21\u7684\u5f00\u6e90\u6a21\u578b\uff08\u5982 LLAMA3-3B\u3001Qwen2.5-3B \u548c Deepseek-v2-Lite\uff09\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002\u7ed3\u679c\u663e\u793a\uff0cMoonlight \u5728\u6027\u80fd\u4e0a\u4f18\u4e8e\u4f7f\u7528\u76f8\u540c\u6570\u91cf tokens \u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u4e0e\u66f4\u5927\u53c2\u6570\u89c4\u6a21\u6a21\u578b\u76f8\u6bd4\uff0c\u4e5f\u8f83\u6709\u7ade\u4e89\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c72f11073580a69cd7e85a02fb1316be.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c72f11073580a69cd7e85a02fb1316be.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u53d1\u73b0\uff0cMuon \u53ef\u4ee5\u8ba9\u6a21\u578b\u7684\u6743\u91cd\u66f4\u65b0\u66f4\u300c\u591a\u6837\u5316\u300d\uff0c\u5c24\u5176\u5728 MoE \u6a21\u578b\u4e2d\u8868\u73b0\u7a81\u51fa\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ef27ae3aabc60f840ff789be7d363a3b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ef27ae3aabc60f840ff789be7d363a3b.png\"><\/a><\/section>\n<section>\u5728\u5fae\u8c03\u9636\u6bb5\uff0c\u5728\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u9636\u6bb5\u90fd\u4f7f\u7528 Muon\uff0c\u6a21\u578b\u8868\u73b0\u4f1a\u6bd4\u7528 AdamW \u7684\u7ec4\u5408\u66f4\u597d\uff0c\u4f46\u5982\u679c\u5fae\u8c03\u548c\u9884\u8bad\u7ec3\u7684\u4f18\u5316\u5668\u4e0d\u4e00\u81f4\uff0c\u4f18\u52bf\u5c31\u4e0d\u660e\u663e\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d96d8395a7a711e801335fc51d61b3e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6d96d8395a7a711e801335fc51d61b3e.png\"><\/a><\/section>\n<section>\u66f4\u591a\u7ec6\u8282\uff0c\u8bf7\u53c2\u9605\u8bba\u6587\u539f\u6587\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/github.com\/MoonshotAI\/Moonlight?tab=readme-ov-file<\/em><\/sup><\/section>\n<section><sup><em>https:\/\/github.com\/MoonshotAI\/Moonlight\/blob\/master\/Moonlight.pdf<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/x.com\/Kimi_Moonshot\/status\/1893379158472044623<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-24-6\" target=\"_blank\">\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68,81],"class_list":["post-38881","post","type-post","status-publish","format-standard","hentry","category-news","tag-68","tag-81"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668 - \u4e00\u8d77AI\u6280\u672f<\/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:\/\/17aitech.com\/?p=38881\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=38881\",\"url\":\"https:\/\/17aitech.com\/?p=38881\",\"name\":\"\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=38881#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=38881#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png\",\"datePublished\":\"2025-02-24T19:01:00+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=38881#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=38881\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=38881#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=38881#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=38881","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38881","url":"https:\/\/17aitech.com\/?p=38881","name":"\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38881#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38881#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png","datePublished":"2025-02-24T19:01:00+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38881#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38881"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38881#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7a5496834fdfa714a32a44409c0ff671.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38881#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5f00\u6e90\u8d5b\u9053\u592a\u6324\u4e86\uff01\u6708\u4e4b\u6697\u9762\u5f00\u6e90\u65b0\u7248Muon\u4f18\u5316\u5668"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38881","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38881"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38881\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38881"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38881"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38881"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}