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src=\"https:\/\/n.sinaimg.cn\/spider20250223\/395\/w660h535\/20250223\/ec59-a302766a85f893ea9e13e1967c6c8845.jpg\" \/><\/div><p>\u5728\u6b64\u57fa\u7840\u4e4b\u4e0a\uff0c\u4f5c\u8005\u4ee5DeepSeek-V3-Small\u67b6\u6784\u4f5c\u4e3a\u57fa\u7840\uff0c\u7528\u6539\u8fdb\u7684Muon\u8bad\u7ec3\u4e86<span>Moonlight<\/span>\u6a21\u578b\u3002<\/p><p>Moonlight\u662f\u4e00\u4e2aMoE\u6a21\u578b\uff0c\u5177\u670915.29B\u7684\u603b\u53c2\u6570\u548c2.24B\u6fc0\u6d3b\u53c2\u6570\uff0c\u8bad\u7ec3token\u91cf\u4e3a5.7T\u3002<\/p><p>\u4e0e\u76f8\u540c\u89c4\u6a21\u548c\u6570\u636e\u91cf\u7684\u6a21\u578b\u76f8\u6bd4\uff0cMoonlight\u5728\u82f1\u8bed\u7406\u89e3\u4e0e\u63a8\u7406\uff08MMLU\u3001TriviaQA\u3001BBH\uff09\u3001\u4ee3\u7801\u751f\u6210\uff08HumanEval\u3001MBPP\uff09\u3001\u6570\u5b66\u63a8\u7406\uff08GSM8K\u3001MATH\u3001CMATH\uff09\u3001\u4e2d\u6587\u7406\u89e3\uff08C-Eval\u3001CMMLU\uff09\u7b49\u5404\u7c7b\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u660e\u663e\u66f4\u597d\u7684\u6027\u80fd\u3002<\/p><p>\u5373\u4f7f\u4e0e\u4f7f\u7528\u66f4\u5927\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u7a20\u5bc6\u6a21\u578b\u76f8\u6bd4\uff0cMoonlight\u4e5f\u5c55\u73b0\u4e86\u6781\u5f3a\u7684\u7ade\u4e89\u529b\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"11\" src=\"https:\/\/n.sinaimg.cn\/spider20250223\/75\/w660h215\/20250223\/272b-ea4340b8dfa61c18358495240786a217.jpg\" \/><\/div><p>\u4e0e\u591a\u4e2a\u77e5\u540d\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u6bd4\u8868\u660e\uff0cMoonlight<span>\u5728\u6027\u80fd-\u8bad\u7ec3\u9884\u7b97\u5e73\u9762\u4e0a\u63a8\u8fdb\u4e86\u5e15\u7d2f\u6258\u524d\u6cbf<\/span>\uff08Pareto Frontier\uff09\u3002<\/p><p>\uff08\u6ce8\uff1a\u5e15\u7d2f\u6258\u524d\u6cbf\u662f\u4e00\u4e2a\u7ecf\u6d4e\u5b66\u548c\u7ba1\u7406\u5b66\u4e2d\u7684\u6982\u5ff5\uff0c\u63cf\u8ff0\u7684\u662f\u5728\u591a\u76ee\u6807\u51b3\u7b56\u95ee\u9898\u4e2d\u6240\u6709\u53ef\u80fd\u7684\u6700\u4f18\u89e3\u7684\u96c6\u5408\uff0c\u8fd9\u4e9b\u89e3\u5728\u591a\u4e2a\u76ee\u6807\u4e4b\u95f4\u53d6\u5f97\u4e86\u6700\u4f73\u5e73\u8861\u3002\u5728\u5e15\u7d2f\u6258\u524d\u6cbf\u4e0a\u7684\u6bcf\u4e00\u4e2a\u70b9\uff0c\u90fd\u610f\u5473\u7740\u4e00\u4e2a\u76ee\u6807\u7684\u6539\u5584\u5fc5\u7136\u4ee5\u727a\u7272\u53e6\u4e00\u4e2a\u76ee\u6807\u4e3a\u4ee3\u4ef7\uff0c\u56e0\u6b64\u5b83\u4ee3\u8868\u4e86\u5728\u591a\u4e2a\u76ee\u6807\u4e4b\u95f4\u5b9e\u73b0\u7684\u6700\u4f73\u6743\u8861\u3002\uff09<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"12\" src=\"https:\/\/n.sinaimg.cn\/spider20250223\/76\/w660h216\/20250223\/dcb6-76dcf63eeb2fdb54cab50df8b665b366.jpg\" \/><\/div><p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5206\u6790Muon\u66f4\u65b0\u77e9\u9635\u53c2\u6570\u7684\u5185\u5728\u673a\u5236\uff0c\u4f5c\u8005\u5bf9\u6bd4\u4e86Muon\u548cAdamW\u8bad\u7ec3\u5f97\u5230\u7684\u6a21\u578b\u5728\u4e0d\u540c\u8bad\u7ec3\u9636\u6bb5\u7684\u53c2\u6570\u77e9\u9635\u5947\u5f02\u503c\u8c31\u3002<\/p><p>\u7ed3\u679c\u53d1\u73b0\uff0cMuon\u4f18\u5316\u7684\u77e9\u9635\u5728\u5404\u5c42\u5404\u7c7b\u53c2\u6570\u4e0a\uff0c\u603b\u662f\u6bd4AdamW\u6709\u66f4\u9ad8\u7684\u5947\u5f02\u503c\u71b5\u3002\u8fd9\u4ece\u7ecf\u9a8c\u4e0a\u9a8c\u8bc1\u4e86Muon\u901a\u8fc7\u6b63\u4ea4\u5316\u6765\u5b66\u4e60\u66f4\u591a\u6837\u5316\u8868\u793a\u7684\u76f4\u89c9\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"13\" src=\"https:\/\/n.sinaimg.cn\/spider20250223\/36\/w660h176\/20250223\/1784-b9ed74bfc88146eab7e24676c2dea1c2.jpg\" \/><\/div><p>\u6700\u540e\uff0c\u5728Moonlight\u6a21\u578b\u7684\u57fa\u7840\u4e0a\uff0c\u4f5c\u8005\u8fd8\u63a2\u7d22\u4e86Muon\u5728\u6307\u5bfc\u5fae\u8c03\u9636\u6bb5\u7684\u6548\u679c\uff0c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u9636\u6bb5\u5747\u4f7f\u7528Muon\u7684\u6548\u679c\u662f\u6700\u4f73\u7684\u3002<\/p><div class=\"img_wrapper\"><img decoding=\"async\" id=\"14\" src=\"https:\/\/n.sinaimg.cn\/spider20250223\/50\/w660h190\/20250223\/5f77-778487eb4c75d036aa5cee7b368bf097.jpg\" \/><\/div><p>\u6280\u672f\u62a5\u544a\uff1a<\/p><p>https:\/\/github.com\/MoonshotAI\/Moonlight\/blob\/master\/Moonlight.pdf<\/p><p>Code\uff1a<\/p><p>https:\/\/github.com\/MoonshotAI\/Moonlight<\/p><p>Moonlight\u6a21\u578b\uff1a<\/p><p>https:\/\/huggingface.co\/moonshotai\/Moonlight-16B-A3B<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u514b\u96f7\u897f \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":3455,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3453","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3453","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=3453"}],"version-history":[{"count":7,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3453\/revisions"}],"predecessor-version":[{"id":3461,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/3453\/revisions\/3461"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/3455"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=3453"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=3453"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=3453"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}