{"id":6420,"date":"2025-03-17T04:20:00","date_gmt":"2025-03-16T19:20:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6420"},"modified":"2025-03-17T04:20:00","modified_gmt":"2025-03-16T19:20:00","slug":"every-flop-counts-scaling-a-300b-mixture-of-experts-ling-llm-without-premium-gpus","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6420","title":{"rendered":"Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs&nbsp;<\/strong>[96.7]<br>2\u3064\u306e\u7570\u306a\u308b\u5927\u304d\u3055\u306eMoE\u5927\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u63d0\u793a\u3059\u308b\u3002 Ling-Lite\u306f168\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3068275\u5104\u306e\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3061\u3001Ling-Plus\u306f2900\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3068288\u5104\u306e\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3063\u3066\u3044\u308b\u3002 \u672c\u7a3f\u3067\u306f,(1)\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u306e\u6700\u9069\u5316,(2)\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7570\u5e38\u51e6\u7406\u306e\u6d17\u7df4,(3)\u30e2\u30c7\u30eb\u8a55\u4fa1\u52b9\u7387\u306e\u5411\u4e0a\u306e\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u624b\u6cd5\u3092\u63d0\u6848\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2503.05139v1\">\u8ad6\u6587<\/a>&nbsp;&nbsp;<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2503.05139v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>&nbsp; &nbsp;(Fri, 07 Mar 2025 04:43:39 GMT)<\/li>\n\n\n\n<li>Ling Team, AI@Ant Group\u306b\u3088\u308bLLM\u3002\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u512a\u308c\u308b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u65b9\u91dd\u304c\u7279\u5fb4\u7684\u3067\u7570\u306a\u308b\u69cb\u6210\u306e\u30af\u30e9\u30b9\u30bf\u304c\u8907\u6570\u3042\u308b\u72b6\u6cc1\u3092\u60f3\u5b9a\u3057\u305f\u30ec\u30b7\u30d4\u306b\u306a\u3063\u3066\u3044\u308b\u3002\u5927\u898f\u6a21\u69cb\u6210\u306eLing Plus\u3092\u542b\u3081\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/huggingface.co\/inclusionAI\">inclusionAI (inclusionAI)<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[223],"class_list":["post-6420","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6420","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6420"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6420\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6420"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6420"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6420"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}