{"id":5661,"date":"2024-07-18T13:42:31","date_gmt":"2024-07-18T04:42:31","guid":{"rendered":"https:\/\/majisemi.com\/topics\/?p=5661"},"modified":"2024-10-07T14:05:52","modified_gmt":"2024-10-07T05:05:52","slug":"%e3%80%90oss%e6%83%85%e5%a0%b1%e3%80%91llm%e3%83%88%e3%83%ac%e3%83%bc%e3%83%8b%e3%83%b3%e3%82%b0%e7%94%a8%e3%83%a9%e3%82%a4%e3%83%96%e3%83%a9%e3%83%aa%e3%80%8c-gpt-neox-%e3%80%8d%f0%9f%93%9a","status":"publish","type":"post","link":"https:\/\/majisemi.com\/topics\/oss\/5661\/","title":{"rendered":"\u3010OSS\u60c5\u5831\u3011LLM\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u30e9\u30a4\u30d6\u30e9\u30ea\u300c GPT-NeoX \u300d\ud83d\udcda"},"content":{"rendered":"<div class=\"divCustom\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u30b3\u30f3\u30c6\u30f3\u30c4<\/p>\n<span 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href=\"https:\/\/majisemi.com\/topics\/oss\/5661\/#%E5%A4%A7%E8%A6%8F%E6%A8%A1%E8%A8%80%E8%AA%9E%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E3%83%88%E3%83%AC%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E4%BA%8B%E4%BE%8B\" >\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e8b\u4f8b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/majisemi.com\/topics\/oss\/5661\/#%E7%A0%94%E7%A9%B6%E5%88%86%E9%87%8E%E3%81%B8%E3%81%AE%E5%BF%9C%E7%94%A8\" >\u7814\u7a76\u5206\u91ce\u3078\u306e\u5fdc\u7528<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/majisemi.com\/topics\/oss\/5661\/#%E3%80%90%E3%81%8A%E7%9F%A5%E3%82%89%E3%81%9B%E3%80%91%E3%80%8C%E3%83%9E%E3%82%B8%E3%82%BB%E3%83%9F%E3%80%8D%E3%81%AE%E3%81%94%E7%B4%B9%E4%BB%8B\" 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\/>\nGPU\u4e0a\u3067\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e<br \/>\n\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>\u300c\u6570\u5341\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064LLM\u300d\u3092<br \/>\n\u52b9\u7387\u7684\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001<br \/>\nNVIDIA\u306e\u30e2\u30c7\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30d9\u30fc\u30b9\u306b\u3001<br \/>\n\u72ec\u81ea\u306e\u6700\u9069\u5316\u3082\u52a0\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u30aa\u30fc\u30c8\u30ec\u30b0\u30ec\u30c3\u30b7\u30d6\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3092\u96c6\u7d04\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u5927\u898f\u6a21\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u7814\u7a76\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E9%96%8B%E7%99%BA%E5%85%83%E3%80%8CEleutherAI%E3%80%8D\"><\/span>\u958b\u767a\u5143\u300cEleutherAI\u300d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">EleutherAI\u306e\u6982\u8981<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300cEleutherAI\u300d\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>EleutherAI\u306f\u3001<br \/>\n\u975e\u55b6\u5229\u306eAI\u7814\u7a76\u6a5f\u95a2\u3067\u3042\u308a\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3068\u30a2\u30e9\u30a4\u30f3\u30e1\u30f3\u30c8\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>2020\u5e747\u6708\u306b\u8a2d\u7acb\u3055\u308c\u3001<br \/>\n\u305d\u306e\u5f8c\u3001<br \/>\n\u5927\u898f\u6a21\u306a\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u3001<br \/>\n\u4e3b\u8981\u306a\u975e\u55b6\u5229\u7814\u7a76\u6a5f\u95a2\u3078\u3068\u6210\u9577\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><a class=\"linkCustom\" href=\"https:\/\/www.eleuther.ai\/about\" target=\"_blank\" rel=\"noopener noreferrer\">\u2192eleuther.ai\u3000\u2192about<\/a><\/p>\n<h3 class=\"h3Custom\">\u6d3b\u52d5\u5185\u5bb9\u3068\u7d44\u7e54\u69cb\u6210<\/h3>\n<p>EleutherAI\u306e\u6d3b\u52d5\u306f\u3001<br \/>\n\u4e3b\u306b\u516c\u958bDiscord\u30b5\u30fc\u30d0\u3092\u901a\u3058\u3066\u884c\u308f\u308c\u3066\u304a\u308a\u3001<br \/>\nAI\u5206\u91ce\u306e\u7814\u7a76\u306b\u3064\u3044\u3066\u8b70\u8ad6\u3057\u305f\u308a\u3001<br \/>\n\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u8abf\u6574\u306a\u3069\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>EleutherAI\u306f\u3001<br \/>\n\u30aa\u30fc\u30d7\u30f3\u3067\u5354\u529b\u7684\u306a\u7814\u7a76\u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001<br \/>\n\u300c\u5f93\u696d\u54e1\u300d\u300c\u30dc\u30e9\u30f3\u30c6\u30a3\u30a2\u300d\u300c\u4ed6\u306e\u6a5f\u95a2\u306e\u5354\u529b\u8005\u300d\u306e\u533a\u5225\u306f<br \/>\n\u53b3\u5bc6\u306b\u306f\u8a2d\u3051\u3089\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<h3 class=\"h3Custom\">\u7814\u7a76\u306e\u7126\u70b9<\/h3>\n<p>EleutherAI\u306f\u3001<br \/>\n\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u3068\u8abf\u6574\u300d\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f<br \/>\n\u975e\u55b6\u5229\u306eAI\u7814\u7a76\u6a5f\u95a2\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u6a5f\u95a2\u306f\u3001<br \/>\n\u300c\u6700\u5148\u7aefAI\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3078\u306e\u30a2\u30af\u30bb\u30b9\u300d\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u3001<br \/>\n\u300c\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30ea\u30ea\u30fc\u30b9\u300d\u3084\u3001<br \/>\n\u300c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u304a\u3051\u308b\u30aa\u30fc\u30d7\u30f3\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u898f\u7bc4\u306e\u4fc3\u9032\u300d\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u4e3b\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/h3>\n<p>\u591a\u304f\u306e\u30e2\u30c7\u30eb\u3084\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3057\u3001<br \/>\n\u300cAI\u306e\u89e3\u91c8\u53ef\u80fd\u6027\u300d\u300cAI\u502b\u7406\u300d\u300c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c0\u30a4\u30ca\u30df\u30af\u30b9\u300d\u306a\u3069\u306b\u95a2\u3059\u308b<br \/>\n\u7814\u7a76\u3092\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30fbGPT-NeoX<br \/>\n\u30fbPythia<br \/>\n\u30fbPolyglot-Ko<br \/>\n\u30fbtrlX<br \/>\n\u30fbLM Evaluation Harness\u3000\u306a\u3069<\/p>\n<p>EleutherAI\u306f\u3001<br \/>\n\u300cAlignment MineTest\u300d\u3084\u300cEliciting Latent Knowledge\u300d\u306a\u3069\u306e<br \/>\n\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u901a\u3058\u3066\u3001<br \/>\n\u300cAI\u30b7\u30b9\u30c6\u30e0\u306e\u6319\u52d5\u3068\u4eba\u9593\u306e\u4fa1\u5024\u89b3\u306e\u6574\u5408\u6027\u3092\u56f3\u308b\u300d\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%82%AA%E3%83%95%E3%82%A3%E3%82%B7%E3%83%A3%E3%83%AB%E3%82%B5%E3%82%A4%E3%83%88\"><\/span>\u30aa\u30d5\u30a3\u30b7\u30e3\u30eb\u30b5\u30a4\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a class=\"linkCustom\" href=\"https:\/\/www.eleuther.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u2192eleuther.ai<\/a><\/p>\n<h3 class=\"h3Custom\">\u30ea\u30dd\u30b8\u30c8\u30ea\u30b5\u30a4\u30c8<\/h3>\n<p><a class=\"linkCustom\" href=\"https:\/\/github.com\/EleutherAI\/gpt-neox\" target=\"_blank\" rel=\"noopener noreferrer\">\u2192github.com\u3000\u2192EleutherAI\u3000\u2192gpt-neox<\/a><\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%88%A9%E7%94%A8%E3%82%B3%E3%82%B9%E3%83%88\"><\/span>\u5229\u7528\u30b3\u30b9\u30c8<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/h3>\n<p>GPT-NeoX\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308b\u305f\u3081\u3001<br \/>\n\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8<\/h3>\n<p>\u3057\u304b\u3057\u3001<br \/>\nGPT-NeoX\u306f\u3001<br \/>\n\u300c\u6570\u5341\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d\u3092<br \/>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b\u305f\u3081\u3001<br \/>\n\u305d\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u3001<br \/>\n\u4e00\u822c\u7684\u306b\u300c\u5927\u898f\u6a21\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u300d\u3068\u300c\u305d\u308c\u306b\u4f34\u3046\u30b3\u30b9\u30c8\u300d\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u5b9f\u884c\u5b9f\u7e3e<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u3084\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3067\u5b9f\u884c\u3055\u308c\u305f\u5b9f\u7e3e\u304c\u3042\u308a\u307e\u3059\u304c\u3001<br \/>\n\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u5229\u7528\u306b\u306f\u3001<br \/>\n\u4e00\u822c\u7684\u306b\u9ad8\u984d\u306a\u8cbb\u7528\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%82%AA%E3%83%BC%E3%83%97%E3%83%B3%E3%82%BD%E3%83%BC%E3%82%B9%E3%83%A9%E3%82%A4%E3%82%BB%E3%83%B3%E3%82%B9\"><\/span>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30bb\u30f3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u7a2e\u985e<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300cApache License, Version 2.0\u300d\u306e\u4e0b\u3067<br \/>\n\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GPT-NeoX\u306e\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001<br \/>\n\u300c\u4f7f\u7528\u300d\u300c\u5909\u66f4\u300d\u300c\u914d\u5e03\u300d\u300c\u5546\u7528\u5229\u7528\u300d\u3067\u304d\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">NVIDIA\u306e\u30b3\u30fc\u30c9\u3068\u8457\u4f5c\u6a29\u8868\u793a<\/h3>\n<p>GPT-NeoX\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u306f\u3001<br \/>\n\u300cNVIDIA\u306b\u3088\u3063\u3066\u66f8\u304b\u308c\u305fApache License, Version 2.0\u300d\u306e\u4e0b\u3067<br \/>\n\u30e9\u30a4\u30bb\u30f3\u30b9\u3055\u308c\u3066\u3044\u308b\u30b3\u30fc\u30c9\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>NVIDIA\u306b\u3088\u3063\u3066\u66f8\u304b\u308c\u305f\u30b3\u30fc\u30c9\u306e\u5909\u66f4\u70b9\u306f\u3059\u3079\u3066\u3001<br \/>\nNVIDIA\u306e\u8457\u4f5c\u6a29\u8868\u793a\u3092\u4fdd\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u30d8\u30c3\u30c0\u30fc\u3092\u542b\u307e\u306a\u3044\u30d5\u30a1\u30a4\u30eb\u306f\u3059\u3079\u3066\u3001<br \/>\nEleutherAI\u306e\u72ec\u5360\u7684\u306a\u8457\u4f5c\u7269\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u3059\u3079\u3066\u306e\u6d3e\u751f\u7269\u306f\u3001<br \/>\nApache\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u6761\u9805\u306b\u57fa\u3065\u304d\u3001<br \/>\n\u3053\u308c\u3089\u306e\u30d8\u30c3\u30c0\u30fc\u3092\u4fdd\u6301\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"GPT-NeoX%E3%81%AE%E3%80%8C%E7%89%B9%E5%BE%B4%E3%80%8D\"><\/span>GPT-NeoX\u306e\u300c\u7279\u5fb4\u300d<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E8%A6%8F%E6%A8%A1%E3%83%88%E3%83%AC%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%AE%E7%A0%94%E7%A9%B6%E3%82%92%E5%8A%A0%E9%80%9F\"><\/span>\u5927\u898f\u6a21\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u7814\u7a76\u3092\u52a0\u901f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300c\u6570\u5341\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d(LLM)\u3092\u3001<br \/>\nGPU\u3092\u7528\u3044\u3066\u52b9\u7387\u7684\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>NVIDIA\u306e\u300cMegatron Language Model\u300d\u3068\u300cDeepSpeed\u300d\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001<br \/>\n\u5927\u898f\u6a21\u306a\u81ea\u5df1\u56de\u5e30\u578b\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u3092\u96c6\u7d04\u3057\u3001<br \/>\n\u5927\u898f\u6a21\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u7814\u7a76\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%88%B6%E9%99%90%E4%BA%8B%E9%A0%85\"><\/span>\u5236\u9650\u4e8b\u9805<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u300c\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u30cb\u30fc\u30ba\u300d\u306b\u306f\u4e0d\u5411\u304d<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u30cb\u30fc\u30ba\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e00\u822c\u7684\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u306b\u306f\u3001<br \/>\n\u300cHugging Face Transformers\u30e9\u30a4\u30d6\u30e9\u30ea\u300d\u306e\u4f7f\u7528\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001<br \/>\n\u63a8\u8ad6\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001<br \/>\nGPT-NeoX\u30e2\u30c7\u30eb\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306e\u4e92\u63db\u6027<\/h3>\n<p>GPT-NeoX\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001<br \/>\n\u305d\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306f\u3001<br \/>\n\u4ed6\u306e\u6df1\u5c64\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u305d\u306e\u307e\u307e\u4e92\u63db\u6027\u304c\u3042\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u300cHugging Face Transformers\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u300d\u306b\u5909\u63db\u3059\u308b\u6a5f\u80fd\u3092<br \/>\n\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30fb\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u30ed\u30fc\u30c9\u3057\u3066\u5171\u6709\u3067\u304d\u308b<br \/>\n\u30fb\u4ed6\u306e\u3055\u307e\u3056\u307e\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3055\u3089\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u308b<\/p>\n<h3 class=\"h3Custom\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u69cb\u6210\u306e\u5236\u9650<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300cAliBi positional embeddings\u300d\u306a\u3069\u306e<br \/>\n\u3055\u307e\u3056\u307e\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u69cb\u6210\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001<br \/>\n\u3053\u308c\u3089\u306e\u69cb\u6210\u306e\u3059\u3079\u3066\u304c\u3001<br \/>\n\u300cHugging Face Transformers\u5185\u306e\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u69cb\u6210\u300d\u306b<br \/>\n\u660e\u78ba\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E5%85%88%E7%AB%AF%E3%82%A2%E3%83%BC%E3%82%AD%E3%83%86%E3%82%AF%E3%83%81%E3%83%A3\"><\/span>\u6700\u5148\u7aef\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u6700\u5148\u7aef\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u52b9\u7387\u300d\u3068\u300c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u300d\u3092<br \/>\n\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u56de\u8ee2\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u300cRoPE\u300d(Rotary Positional Embeddings)<\/h3>\n<p>\u56de\u8ee2\u4f4d\u7f6e\u57cb\u3081\u8fbc\u307f\u306b\u3088\u308a\u3001<br \/>\n\u4f4d\u7f6e\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044\u304c\u5411\u4e0a\u3057\u3001<br \/>\n\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5f37\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u4f4d\u7f6e\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u6280\u6cd5\u300cAlibi Positional Embeddings\u300d<\/h3>\n<p>\u9069\u5fdc\u7684\u306a\u4f4d\u7f6e\u57cb\u3081\u8fbc\u307f\u306b\u3088\u308a\u3001<br \/>\n\u3055\u307e\u3056\u307e\u306a\u30b7\u30fc\u30b1\u30f3\u30b9\u9577\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u4e26\u5217\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30ec\u30a4\u30e4\u30fc<\/h3>\n<p>\u4e26\u5217\u51e6\u7406\u306b\u3088\u308a\u3001<br \/>\n\u300c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u901f\u5ea6\u300d\u3068\u300c\u30e2\u30c7\u30eb\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u300d\u304c<br \/>\n\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u9ad8\u901f\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u6a5f\u69cb\u300cFlash Attention\u300d<\/h3>\n<p>\u7279\u5b9a\u306eGPU\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3(Ampere GPU\u306a\u3069)\u3067\u306f\u3001<br \/>\nFlash-Attention\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u5f93\u6765\u306eAttention\u6a5f\u69cb\u306b\u6bd4\u3079\u3066\u5927\u5e45\u306a\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a08\u7b97\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u30e1\u30e2\u30ea\u5e2f\u57df\u5e45\u306e\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u3057\u3001<br \/>\n\u8a08\u7b97\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%93%E3%83%AA%E3%83%86%E3%82%A3\"><\/span>\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u5e83\u304f\u666e\u53ca\u3057\u3066\u3044\u308b\u300cMegatron-DeepSpeed\u30e9\u30a4\u30d6\u30e9\u30ea\u300d\u3068<br \/>\n\u540c\u3058\u6a5f\u80fd\u3084\u6280\u8853\u306e\u591a\u304f\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001<br \/>\n\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001<br \/>\n\u65b0\u3057\u3044\u6700\u9069\u5316\u304c\u65bd\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u4e8b\u524d\u5b9a\u7fa9\u69cb\u6210<\/h3>\n<p>\u4eba\u6c17\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5411\u3051\u306b\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u69cb\u6210\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30fbPythia<br \/>\n\u30fbPaLM<br \/>\n\u30fbFalcon<br \/>\n\u30fbLLaMA 1\uff062\u3000\u306a\u3069<\/p>\n<h3 class=\"h3Custom\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u63a5\u7d9a<\/h3>\n<p>\u5404\u7a2e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u5bb9\u6613\u306b\u63a5\u7d9a\u3067\u304d\u307e\u3059\u3002<br \/>\n\u30fbHugging Face\u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc<br \/>\n\u30fbTransformers\u30e9\u30a4\u30d6\u30e9\u30ea<br \/>\n\u30fbWandB\u306b\u3088\u308b\u30ed\u30ae\u30f3\u30b0<br \/>\n\u30fb\u8a00\u8a9e\u30e2\u30c7\u30eb\u8a55\u4fa1\u30cf\u30fc\u30cd\u30b9\u306b\u3088\u308b\u8a55\u4fa1\u3000\u306a\u3069<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%A9%E3%83%93%E3%83%AA%E3%83%86%E3%82%A3\"><\/span>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30b5\u30dd\u30fc\u30c8<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\nDeepSpeed\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001<br \/>\n\u300cZeRO\u300d\u3084\u300c3D\u4e26\u5217\u51e6\u7406\u300d\u306b\u3088\u308b<br \/>\n\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8907\u6570\u306eGPU\u3084\u30ce\u30fc\u30c9\u306b\u308f\u305f\u3063\u3066\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u305f\u3081\u3001<br \/>\n\u975e\u5e38\u306b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u300cMoE\u300d(Mixture of Experts)\u306e\u30b5\u30dd\u30fc\u30c8<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\nDeepSpeed\u306e\u4e26\u5217\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cMoE\u300d(Mixture of Experts)\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>MoE\u306f\u3001<br \/>\n\u8907\u6570\u306e\u300c\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30e2\u30c7\u30eb\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001<br \/>\n\u30e2\u30c7\u30eb\u306e\u5bb9\u91cf\u3068\u80fd\u529b\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>2\u3064\u306e\u7570\u306a\u308bMoE\u5b9f\u88c5\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<br \/>\n\u30fbMegablocks<br \/>\n\u30fbDeepSpeed<\/p>\n<p>\u3069\u3061\u3089\u306e\u5b9f\u88c5\u3082\u3001<br \/>\n\u300c\u30c6\u30f3\u30bd\u30eb-\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8-\u30c7\u30fc\u30bf\u4e26\u5217\u51e6\u7406\u300d\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001<br \/>\n\u300c\u30c8\u30fc\u30af\u30f3\u524a\u9664\u300d\u3068\u300c\u30c9\u30ed\u30c3\u30d7\u30ec\u30b9\u300d\u3092\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%8A%B9%E7%8E%87%E6%80%A7\"><\/span>\u52b9\u7387\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">bfloat16\u306e\u30b5\u30dd\u30fc\u30c8<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u30c7\u30fc\u30bf\u578b\u300cbf16\u300d(bfloat16)\u3092\u5b8c\u5168\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001<br \/>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u9ad8\u901f\u5316\u3068\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u306e\u524a\u6e1b\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300cbf16\u300d\u306f\u3001<br \/>\n\u300cFP32\u300d\u3088\u308a\u3082\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u304c\u5c11\u306a\u304f\u3001<br \/>\n\u9ad8\u901f\u306a\u8a08\u7b97\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u6700\u9069\u5316\u5b9f\u88c5<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u5b9f\u88c5\u300d\u3092<br \/>\n\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3068\u901a\u4fe1\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306e<br \/>\n\u3055\u307e\u3056\u307e\u306a\u6700\u9069\u5316\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E6%9F%94%E8%BB%9F%E6%80%A7\"><\/span>\u67d4\u8edf\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u591a\u69d8\u306a\u30b7\u30b9\u30c6\u30e0\u3084\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u30b5\u30dd\u30fc\u30c8<\/h3>\n<p>\u3055\u307e\u3056\u307e\u306a\u30b7\u30b9\u30c6\u30e0\u3084\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30fbSlurm<br \/>\n\u30fbMPI<br \/>\n\u30fbIBM Job Step Manager\u3092\u4ecb\u3057\u305f\u8d77\u52d5\u3000\u306a\u3069<\/p>\n<p>\u591a\u304f\u306e\u5927\u898f\u6a21\u904b\u7528\u5b9f\u7e3e\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u30fbAWS<br \/>\n\u30fbCoreWeave<br \/>\n\u30fb\u30aa\u30fc\u30af\u30ea\u30c3\u30b8\u56fd\u7acb\u7814\u7a76\u6240\u306e\u300cSummit\u300d\u3084\u300cFrontier\u300d<br \/>\n\u30fb\u592a\u5e73\u6d0b\u5cb8\u5317\u897f\u90e8\u56fd\u7acb\u7814\u7a76\u6240<br \/>\n\u30fb\u30a2\u30eb\u30b4\u30f3\u30cc\u56fd\u7acb\u7814\u7a76\u6240\u306e\u300cPolaris\u300d<br \/>\n\u30fbLUMI\u3000\u306a\u3069<\/p>\n<h3 class=\"h3Custom\">\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u306e\u5229\u7528<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>JSONL\u5f62\u5f0f\u3067\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u3001<br \/>\nHugging Face\u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001<br \/>\n\u8aad\u307f\u8fbc\u307f\u53ef\u80fd\u306a\u30dc\u30ad\u30e3\u30d6\u30d5\u30a1\u30a4\u30eb\u3068\u30de\u30fc\u30b8\u30d5\u30a1\u30a4\u30eb\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"GPT-NeoX%E3%81%AE%E3%80%8C%E6%A9%9F%E8%83%BD%E3%80%8D\"><\/span>GPT-NeoX\u306e\u300c\u6a5f\u80fd\u300d<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%88%86%E6%95%A3%E3%83%88%E3%83%AC%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E6%A9%9F%E8%83%BD\"><\/span>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u6982\u8981<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\u3001<br \/>\n\u300c\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd\u300d\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f\u3001<br \/>\n\u8907\u6570\u306eGPU\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9\u306b\u3001<br \/>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u8ca0\u8377\u3092\u5206\u6563\u3055\u305b\u308b\u3053\u3068\u3067\u3001<br \/>\n\u5de8\u5927\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u73fe\u5b9f\u7684\u306a\u6642\u9593\u3067\u884c\u3046\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u300cZeRO\u300d(Zero Redundancy Optimizer)<\/h3>\n<p>\u300cZeRO\u300d\u306f\u3001<br \/>\nGPU\u30e1\u30e2\u30ea\u306b\u6700\u9069\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5206\u6563\u3057\u3066\u683c\u7d0d\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001<br \/>\n\u3088\u308a\u591a\u304f\u306eGPU\u3092\u7528\u3044\u3066\u3001<br \/>\n\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">3D\u4e26\u5217\u5316<\/h3>\n<p>\uff13\u3064\u306e\u4e26\u5217\u5316\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001<br \/>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<br \/>\n\u30fb\u30e2\u30c7\u30eb\u4e26\u5217\u5316\u3000\uff1a\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8907\u6570\u306eGPU\u306b\u5206\u5272<br \/>\n\u30fb\u30c7\u30fc\u30bf\u4e26\u5217\u5316\u3000\uff1a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306eGPU\u306b\u5206\u5272<br \/>\n\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4e26\u5217\u5316\u3000\uff1a\u30e2\u30c7\u30eb\u306e\u5c64\u3092\u8907\u6570\u306eGPU\u306b\u5206\u5272<\/p>\n<h3 class=\"h3Custom\">DeepSpeed\u3068Megatron\u306e\u7d71\u5408<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300cDeepSpeed\u300d\u3084\u300cMegatron\u300d\u306a\u3069\u306e\u3001<br \/>\n\u65e2\u5b58\u306e\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001<br \/>\n\u591a\u69d8\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u74b0\u5883\u3067<br \/>\n\u52b9\u7387\u7684\u306a\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E4%BA%8B%E5%89%8D%E5%AE%9A%E7%BE%A9%E8%A8%AD%E5%AE%9A%E6%A9%9F%E8%83%BD\"><\/span>\u4e8b\u524d\u5b9a\u7fa9\u8a2d\u5b9a\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u69cb\u6210\u3092\u7c21\u7d20\u5316<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300c\u4e8b\u524d\u5b9a\u7fa9\u8a2d\u5b9a\u6a5f\u80fd\u300d\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001<br \/>\n\u4e00\u822c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u69cb\u6210\u3092\u7c21\u7d20\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e8b\u524d\u5b9a\u7fa9\u8a2d\u5b9a\u6a5f\u80fd\u306f\u3001<br \/>\n\u521d\u5fc3\u8005\u3084\u3001<br \/>\n\u8a2d\u5b9a\u306b\u6642\u9593\u3092\u304b\u3051\u305f\u304f\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066<br \/>\n\u975e\u5e38\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n<p>\u8907\u96d1\u306a\u8a2d\u5b9a\u3092\u7c21\u7565\u5316\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u6642\u9593\u3068\u52b4\u529b\u3092\u5927\u5e45\u306b\u7bc0\u7d04\u3057\u3001<br \/>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30d7\u30ed\u30bb\u30b9\u3092\u8fc5\u901f\u306b\u958b\u59cb\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h3>\n<p>\u4e8b\u524d\u5b9a\u7fa9\u8a2d\u5b9a\u6a5f\u80fd\u3067\u306f\u3001<br \/>\n\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4eba\u6c17\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u69cb\u6210\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30fb\u300cPythia\u300d<br \/>\n\u30fb\u300cPaLM\u300d<br \/>\n\u30fb\u300cFalcon\u300d<br \/>\n\u30fb\u300cLLaMA 1\u300d\u304a\u3088\u3073\u300cLLaMA 2\u300d\u3000\u306a\u3069<\/p>\n<h3 class=\"h3Custom\">\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6a5f\u80fd<\/h3>\n<p>\u30e6\u30fc\u30b6\u30fc\u306f\u3001<br \/>\n\u4e8b\u524d\u5b9a\u7fa9\u8a2d\u5b9a\u3092\u3001<br \/>\n\u81ea\u8eab\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001<br \/>\n\u30e6\u30fc\u30b6\u30fc\u306f\u8907\u96d1\u306a\u8a2d\u5b9a\u3092\u30bc\u30ed\u304b\u3089\u884c\u3046\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001<br \/>\n\u8fc5\u901f\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%82%AB%E3%83%AA%E3%82%AD%E3%83%A5%E3%83%A9%E3%83%A0%E3%83%A9%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E6%A9%9F%E8%83%BD\"><\/span>\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u30e9\u30fc\u30cb\u30f3\u30b0\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001<br \/>\n\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u6a5f\u80fd\u3067\u3059\u3002<\/p>\n<p>\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u3001<br \/>\n\u4eba\u9593\u304c\u5b66\u7fd2\u3059\u308b\u3088\u3046\u306b\u3001<br \/>\n\u300c\u7c21\u5358\u306a\u8ab2\u984c\u300d\u304b\u3089\u300c\u96e3\u3057\u3044\u8ab2\u984c\u300d\u3078\u3068\u5f90\u3005\u306b\u5b66\u7fd2\u3092\u9032\u3081\u308b\u3053\u3068\u3067\u3001<br \/>\n\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u52b9\u7387\u3092\u9ad8\u3081\u308b\u30c6\u30af\u30cb\u30c3\u30af\u3067\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%82%A8%E3%82%B3%E3%82%B7%E3%82%B9%E3%83%86%E3%83%A0%E7%B5%B1%E5%90%88%E6%A9%9F%E8%83%BD\"><\/span>\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u4f7f\u3044\u3084\u3059\u3055\u3068\u7814\u7a76\u306e\u4fc3\u9032\u3092\u76ee\u6307\u3057\u3001<br \/>\n\u4ed6\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3084\u30c4\u30fc\u30eb\u3068\u3001<br \/>\n\u5bb9\u6613\u306b\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u300cHugging Face Transformers\u300d\u3068\u306e\u7d71\u5408<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\nHugging Face\u306e\u300ctokenizers\u30e9\u30a4\u30d6\u30e9\u30ea\u300d\u3092\u4f7f\u7528\u3057\u3066\u3001<br \/>\n\u30c6\u30ad\u30b9\u30c8\u3092\u300c\u30e2\u30c7\u30eb\u304c\u7406\u89e3\u3067\u304d\u308b\u6570\u5024\u8868\u73fe\u300d\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u4e92\u63db\u6027\u306e\u3042\u308b\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\nTransformers\u304c\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u69d8\u3005\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3078\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u300cWandB\u300d(Weights and Biases)\u3068\u306e\u7d71\u5408<\/h3>\n<p>\u300cWandB\u300d\u306f\u3001<br \/>\n\u300c\u6a5f\u68b0\u5b66\u7fd2\u5b9f\u9a13\u306e\u8ffd\u8de1\u3068\u53ef\u8996\u5316\u300d\u3092\u884c\u3046\u305f\u3081\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300cwandb_group\u300d\u3084\u300cwandb_team\u300d\u306a\u3069\u306e\u8a2d\u5b9a\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001<br \/>\n\u300cWandB\u3092\u4f7f\u3063\u305f\u5b9f\u9a13\u306e\u8a18\u9332\u300d\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u300c\u8a00\u8a9e\u30e2\u30c7\u30eb\u8a55\u4fa1\u30cf\u30fc\u30cd\u30b9\u300d\u3068\u306e\u7d71\u5408<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u8a00\u8a9e\u30e2\u30c7\u30eb\u8a55\u4fa1\u30cf\u30fc\u30cd\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001<br \/>\n\u3055\u307e\u3056\u307e\u306a\u300c\u30c0\u30a6\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u8a55\u4fa1\u300d\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p>\u7570\u306a\u308b\u30e2\u30c7\u30eb\u3084\u5b66\u7fd2\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001<br \/>\n\u5ba2\u89b3\u7684\u306b\u6bd4\u8f03\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"GPT-NeoX%E3%81%AE%E3%80%8C%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95%E3%80%8D\"><\/span>GPT-NeoX\u306e\u300c\u4f7f\u7528\u65b9\u6cd5\u300d<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A0%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB%E3%81%A8%E8%A8%AD%E5%AE%9A\"><\/span>\u2460\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u8a2d\u5b9a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n<p>\u300cPython 3.8\u300d\u306e\u74b0\u5883\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\n\u300c\u9069\u5207\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u306ePyTorch 1.8\u4ee5\u964d\u300d\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<p>GPT-NeoX\u304c\u4f9d\u5b58\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4e00\u90e8\u306f\u3001<br \/>\n\u300cPython 3.10+\u300d\u3068\u4e92\u63db\u6027\u304c\u306a\u3044\u305f\u3081\u3001<br \/>\n\u300cPython 3.8\u300d\u306e\u4f7f\u7528\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">DeeperSpeed\u306b\u95a2\u3059\u308b\u6ce8\u610f\u70b9<\/h3>\n<p>\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306f\u3001<br \/>\nDeepSpeed\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u3044\u304f\u3064\u304b\u306e\u5909\u66f4\u3092\u52a0\u3048\u305f\u30d5\u30a9\u30fc\u30af\u3067\u3042\u308b<br \/>\n\u300cDeeperSpeed\u300d\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300cAnaconda\u300d\u300c\u4eee\u60f3\u30de\u30b7\u30f3\u300d\u300c\u305d\u306e\u4ed6\u306e\u74b0\u5883\u300d\u306e\u5206\u96e2\u304c<br \/>\n\u5f37\u304f\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">Fused Kernels<\/h3>\n<p>JIT fused-kernel\u30b3\u30f3\u30d1\u30a4\u30eb\u306b\u3088\u308a\u3001<br \/>\n\u300cAMD GPU\u300d(MI100\u3001MI250X)\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u300cFused kernels\u300d\u306f\u3001<br \/>\n\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30d3\u30eb\u30c9\u304a\u3088\u3073\u30ed\u30fc\u30c9\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u56fa\u6709\u306e\u30b3\u30fc\u30c9\u3092\u5909\u66f4\u305b\u305a\u306b\u3001<br \/>\n\u300cAMD\u300d\u300cNVIDIA\u300d\u306a\u3069\u306e\u3001<br \/>\n\u3055\u307e\u3056\u307e\u306aGPU\u30d9\u30f3\u30c0\u30fc\u306e\u69cb\u7bc9\u30d7\u30ed\u30bb\u30b9\u304c\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">Flash Attention<\/h3>\n<p>Flash-Attention\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001<br \/>\n\u8ffd\u52a0\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001<br \/>\n\u69cb\u6210\u3067\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u30bf\u30a4\u30d7\u3092\u9069\u5207\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001<br \/>\n\u300cAmpere GPU\u300d(A100\u306a\u3069)\u3092\u542b\u3080\u7279\u5b9a\u306eGPU\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3001<br \/>\n\u901a\u5e38\u306e\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3088\u308a\u3082\u5927\u5e45\u306a\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">Multi-Node Launching<\/h3>\n<p>\u300cNeoX\u300d\u3068\u300cDeep(er)Speed\u300d\u306f\u3001<br \/>\n\u8907\u6570\u306e\u7570\u306a\u308b\u30ce\u30fc\u30c9\u3067\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001<br \/>\n\u3055\u307e\u3056\u307e\u306a\u30e9\u30f3\u30c1\u30e3\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001<br \/>\n\u30de\u30eb\u30c1\u30ce\u30fc\u30c9\u30b8\u30e7\u30d6\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u30c7\u30d5\u30a9\u30eb\u30c8\u30e9\u30f3\u30c1\u30e3\u30fc\u300cpdsh\u300d<\/h3>\n<p>\u300cpdsh\u300d\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30e9\u30f3\u30c1\u30e3\u30fc\u3067\u3042\u308a\u3001<br \/>\n\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3067\u8a2d\u5b9a\u3059\u308b\u3060\u3051\u3067\u3001<br \/>\n\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u300cMPI\u300d(Message Passing Interface)\u30e9\u30a4\u30d6\u30e9\u30ea<\/h3>\n<p>MPI\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001<br \/>\n\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306bdeepspeed_mpi\u30d5\u30e9\u30b0\u3092\u6e21\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u30b3\u30f3\u30c6\u30ca\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/h3>\n<p>NeoX\u3092\u30b3\u30f3\u30c6\u30ca\u5185\u3067\u5b9f\u884c\u3059\u308b\u5834\u5408\u306f\u3001<br \/>\n\u300cDockerfile\u300d\u3068\u300cdocker-compose\u69cb\u6210\u300d\u3082<br \/>\n\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A1%E6%A7%8B%E6%88%90\"><\/span>\u2461\u69cb\u6210<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001<br \/>\nYAML\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3067\u5b9a\u7fa9\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>configs\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u306f\u3001<br \/>\n\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3068\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3092\u793a\u3059.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f8b\u304c\u3044\u304f\u3064\u304b\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A2%E3%83%87%E3%83%BC%E3%82%BF%E3%82%BB%E3%83%83%E3%83%88%E3%81%AE%E6%BA%96%E5%82%99\"><\/span>\u2462\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u5b9a\u7fa9\u6e08\u307f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3>\n<p>\u300cprepare_data.py\u300d\u30a8\u30f3\u30c8\u30ea\u30dd\u30a4\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001<br \/>\n\u300cPile\u306e\u307b\u3068\u3093\u3069\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u300d\u3084\u300cPile\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bb\u30c3\u30c8\u81ea\u4f53\u300d\u306a\u3069\u3001<br \/>\n\u4e8b\u524d\u306b\u69cb\u6210\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u306e\u4f7f\u7528<\/h3>\n<p>\u72ec\u81ea\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3059\u308b\u305f\u3081\u306b\u306f\u3001<br \/>\n1\u3064\u306e\u5927\u304d\u306ajsonl\u5f62\u5f0f\u306e\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3001<br \/>\n\u8f9e\u66f8\u30ea\u30b9\u30c8\u5185\u306e\u5404\u30a2\u30a4\u30c6\u30e0\u3092\u5225\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c6\u30ad\u30b9\u30c8\u306f\u3001<br \/>\n1\u3064\u306eJSON\u30ad\u30fc\u306e\u4e0b\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4ed6\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u88dc\u52a9\u30c7\u30fc\u30bf\u306f\u4f7f\u7528\u3055\u308c\u307e\u305b\u3093\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A3%E3%83%88%E3%83%AC%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E3%81%A8%E5%BE%AE%E8%AA%BF%E6%95%B4\"><\/span>\u2463\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u5fae\u8abf\u6574<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001<br \/>\nDeepSpeed\u306e\u30e9\u30f3\u30c1\u30e3\u30fc\u306e\u30e9\u30c3\u30d1\u30fc\u300cdeepy.py\u300d\u3092\u4f7f\u7528\u3057\u3066<br \/>\n\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u4e00\u822c\u7684\u306a\u4f7f\u7528\u30d1\u30bf\u30fc\u30f3<\/h3>\n<p>\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u884c\u6642\u306b\u3001<br \/>\n\u4efb\u610f\u306e\u6570\u306e\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3092\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u69cb\u6210\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u306e\u4f7f\u7528<\/h3>\n<p>\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u69cb\u6210\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u6e21\u3059\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3059\u3079\u3066\u306e\u69cb\u6210\u304c\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u3042\u308a\u3001<br \/>\n\u305d\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u30d1\u30b9\u306b\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306e\u5206\u5272<\/h3>\n<p>1\u3064\u306e\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3067\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u5b9a\u7fa9\u3057\u3001<br \/>\n\u5225\u306e\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3067\u30c7\u30fc\u30bf\u30d1\u30b9\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u5b9a\u7fa9\u3059\u308b\u3068\u3001<br \/>\n\u52b9\u7387\u7684\u306b\u69cb\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u5fae\u8abf\u6574\u306e\u5b9f\u884c<\/h3>\n<p>\u5fae\u8abf\u6574\u3082\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u540c\u69d8\u306e\u624b\u9806\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308b\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306b\u52a0\u3048\u3066\u3001<br \/>\n\u5fae\u8abf\u6574\u7528\u306e\u8ffd\u52a0\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u542b\u3080\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3092\u6e21\u3059\u3053\u3068\u3067\u3001<br \/>\n\u5fae\u8abf\u6574\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A4%E6%8E%A8%E8%AB%96\"><\/span>\u2464\u63a8\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">Hugging Face Transformers\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u4f7f\u7528<\/h3>\n<p>\u63a8\u8ad6\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u300cHugging Face Transformers\u30e9\u30a4\u30d6\u30e9\u30ea\u300d\u3092\u4ecb\u3057\u3066\u3001<br \/>\n\u300cGPT-NeoX\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u300d\u3092<br \/>\n\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u25a0\u4e3b\u306a\u624b\u9806<br \/>\n1.Transformers\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\n2.\u30e2\u30c7\u30eb\u306e\u30ed\u30fc\u30c9<br \/>\n3.\u30c6\u30ad\u30b9\u30c8\u751f\u6210<\/p>\n<h3 class=\"h3Custom\">\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u751f\u6210\u30bf\u30a4\u30d7<\/h3>\n<p>\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304b\u3089\u306e\u751f\u6210\u306b\u306f\u3001<br \/>\n\u6b21\u306e3\u3064\u306e\u30bf\u30a4\u30d7\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>1.\u7121\u6761\u4ef6\u751f\u6210<br \/>\n2.\u6761\u4ef6\u4ed8\u304d\u751f\u6210\u3000\uff1a\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307e\u308c\u305f\u5165\u529b\u306b\u57fa\u3065\u304f<br \/>\n3.\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u751f\u6210\u3000\uff1a\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4ecb\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3068\u8a00\u8a9e\u30e2\u30c7\u30eb\u9593\u3067\u8907\u6570\u56de\u306e\u3084\u308a\u53d6\u308a\u3092\u53ef\u80fd\u306b\u3059\u308b<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A5%E8%A9%95%E4%BE%A1\"><\/span>\u2465\u8a55\u4fa1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u8a00\u8a9e\u30e2\u30c7\u30eb\u8a55\u4fa1\u30cf\u30fc\u30cd\u30b9\u3092\u901a\u3058\u3066\u3001<br \/>\n\u30c0\u30a6\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0\u30bf\u30b9\u30af\u306e\u8a55\u4fa1\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u8a55\u4fa1\u30bf\u30b9\u30af\u306e\u4f8b<\/h3>\n<p>\u30fb\u8aad\u89e3\u529b\u3068\u6587\u8108\u306b\u57fa\u3065\u304f\u4e88\u6e2c\u8a55\u4fa1\u300cLAMBADA\u300d<br \/>\n\u30fb\u5e38\u8b58\u7684\u306a\u63a8\u8ad6\u80fd\u529b\u8a55\u4fa1\u300cHellaSwag\u300d<br \/>\n\u30fb\u7269\u7406\u7684\u306a\u5e38\u8b58\u8a55\u4fa1\u300cPIQA\u300d<br \/>\n\u30fb\u79d1\u5b66\u7684\u306a\u8cea\u554f\u5fdc\u7b54\u8a55\u4fa1\u300cSciQ\u300d<\/p>\n<h3 class=\"h3Custom\">\u8a55\u4fa1\u7d50\u679c\u306e\u89e3\u6790<\/h3>\n<p>\u8a55\u4fa1\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001<br \/>\n\u7d50\u679c\u306f\u6307\u5b9a\u3057\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001<br \/>\n\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a73\u7d30\u306b\u5206\u6790\u3057\u3001<br \/>\n\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u306e\u6709\u52b9\u6027\u3092\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A6%E7%9B%A3%E8%A6%96\"><\/span>\u2466\u76e3\u8996<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30ed\u30fc\u30ab\u30eb\u30ed\u30b0\u4fdd\u5b58\u6a5f\u80fd\u306b\u52a0\u3048\u3066\u3001<br \/>\n\u4e00\u822c\u7684\u306a\u300c\u5b9f\u9a13\u76e3\u8996\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300d\u306e\u7d44\u307f\u8fbc\u307f\u30b5\u30dd\u30fc\u30c8\u304c<br \/>\n\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30fb\u6a5f\u68b0\u5b66\u7fd2\u958b\u767a\u8005\u5411\u3051\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u300cWeights and Biases\u300d<br \/>\n\u30fbTensorFlow\u4ed8\u968f\u306e\u30a6\u30a7\u30d6\u30d9\u30fc\u30b9\u30c4\u30fc\u30eb\u300cTensorBoard\u300d<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E2%91%A7%E3%83%97%E3%83%AD%E3%83%95%E3%82%A1%E3%82%A4%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>\u2467\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30fbNVIDIA\u306e\u958b\u767a\u8005\u5411\u3051\u7d71\u5408\u6027\u80fd\u89e3\u6790\u30c4\u30fc\u30eb\u300cNsight Systems\u300d<br \/>\n\u30fbPyTorch\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5206\u6790\u30c4\u30fc\u30eb\u300cPyTorch Profiler\u300d<br \/>\n\u30fbPyTorch\u30e1\u30e2\u30ea\u30fc\u4f7f\u7528\u72b6\u6cc1\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u300cPyTorch Memory Profiling\u300d<\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"GPT-NeoX%E3%81%AE%E3%80%8C%E3%83%A6%E3%83%BC%E3%82%B9%E3%82%B1%E3%83%BC%E3%82%B9%E3%80%8D\"><\/span>GPT-NeoX\u306e\u300c\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u300d<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%82%BF%E3%83%BC%E3%82%B2%E3%83%83%E3%83%88%E3%83%A6%E3%83%BC%E3%82%B6%E3%83%BC\"><\/span>\u30bf\u30fc\u30b2\u30c3\u30c8\u30e6\u30fc\u30b6\u30fc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u9ad8\u5ea6\u306a\u6280\u8853\u3092\u6301\u3064\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u3092<br \/>\n\u30bf\u30fc\u30b2\u30c3\u30c8\u30e6\u30fc\u30b6\u30fc\u3068\u3057\u3066\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GPT-NeoX\u306e\u5229\u7528\u306b\u306f\u3001<br \/>\n\u300c\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u300d\u300c\u6df1\u5c64\u5b66\u7fd2\u300d\u300c\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u300d\u306a\u3069\u306b\u95a2\u3059\u308b<br \/>\n\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)\u306e\u7814\u7a76\u8005<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\nNLP\u306e\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001<br \/>\n\u6700\u5148\u7aef\u306e\u6027\u80fd\u3092\u6301\u3064\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u3001<br \/>\nNLP\u306e\u7814\u7a76\u8005\u306b\u3068\u3063\u3066\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30fb\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u7814\u7a76<br \/>\n\u30fb\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3000\u306a\u3069<\/p>\n<h3 class=\"h3Custom\">\u4eba\u5de5\u77e5\u80fd(AI)\u306e\u7814\u7a76\u8005<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u80fd\u529b\u3068\u9650\u754c\u3092\u63a2\u6c42\u3059\u308bAI\u7814\u7a76\u8005\u306b\u3068\u3063\u3066\u3001<br \/>\n\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u63a8\u8ad6\u80fd\u529b\u300d\u300c\u77e5\u8b58\u7372\u5f97\u300d\u300c\u5e38\u8b58\u63a8\u8ad6\u300d\u306a\u3069\u306e<br \/>\n\u5206\u91ce\u7814\u7a76\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u8a08\u7b97\u6a5f\u79d1\u5b66\u306e\u7814\u7a76\u8005<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300c\u5927\u898f\u6a21\u306a\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u300d\u3084<br \/>\n\u300c\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u306e\u7814\u7a76\u300d\u306b\u3082\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n<p>\u8a08\u7b97\u6a5f\u79d1\u5b66\u306e\u7814\u7a76\u8005\u306f\u3001<br \/>\nGPT-NeoX\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u3067\u3001<br \/>\n\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u4e26\u5217\u5316\u3084\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u77e5\u898b\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"h3Custom\">\u7523\u696d\u754c\u306e\u7814\u7a76\u958b\u767a\u90e8\u9580<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u5b66\u8853\u754c\u3060\u3051\u3067\u306a\u304f\u3001<br \/>\n\u7523\u696d\u754c\u306e\u7814\u7a76\u958b\u767a\u90e8\u9580\u306b\u3068\u3063\u3066\u3082\u6709\u7528\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<p>\u30fb\u88fd\u54c1\u958b\u767a\u306e\u305f\u3081\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0<br \/>\n\u30fb\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306e\u6027\u80fd\u5411\u4e0a\u3000\u306a\u3069<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%88%A9%E7%94%A8%E4%BE%8B\"><\/span>\u5229\u7528\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u591a\u304f\u306e\u300c\u5b66\u8853\u6a5f\u95a2\u300d\u300c\u4f01\u696d\u300d\u300c\u653f\u5e9c\u6a5f\u95a2\u306e\u7814\u7a76\u5ba4\u300d\u3067\u3001<br \/>\n\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30fb\u30aa\u30fc\u30af\u30ea\u30c3\u30b8\u56fd\u7acb\u7814\u7a76\u6240<br \/>\n\u30fbCarperAI<br \/>\n\u30fbStability AI<br \/>\n\u30fbTogether.ai<br \/>\n\u30fb\u30ab\u30fc\u30cd\u30ae\u30fc\u30e1\u30ed\u30f3\u5927\u5b66<br \/>\n\u30fb\u6771\u4eac\u5927\u5b66\u3000\u306a\u3069<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E8%A6%8F%E6%A8%A1%E8%A8%80%E8%AA%9E%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AE%E3%83%88%E3%83%AC%E3%83%BC%E3%83%8B%E3%83%B3%E3%82%B0%E4%BA%8B%E4%BE%8B\"><\/span>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e8b\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/h3>\n<p>\u30fbEleutherAI\u300cGPT-NeoX-20B\u300d<br \/>\n\u30fbEleutherAI\u300cPythia\u300d(70M\u304b\u308913B\u307e\u3067)<br \/>\n\u30fbEleutherAI\u300cLLeMMA\u300d(34B)<br \/>\n\u30fbCarperAI\u300cFIM-NeoX-1.3B\u300d<br \/>\n\u30fbStabilityAI\u300cStableLM\u300d(3B\u304a\u3088\u30737B)<\/p>\n<h3 class=\"h3Custom\">\u591a\u8a00\u8a9e\u8a00\u8a9e\u30e2\u30c7\u30eb<\/h3>\n<p>\u30fbEleutherAI\u300cPolyglot-Ko\u300d<br \/>\n\u30fbStability AI\u300cJapanese Stable LM\u300d<\/p>\n<h3 class=\"h3Custom\">\u30b3\u30fc\u30c9\u30e2\u30c7\u30eb<\/h3>\n<p>\u30fbCarnegie Mellon University\u300cPolyCoder\u300d\u300cCAT-LM\u300d<br \/>\n\u30fbStabilityAI\u300cStableCode\u300d\u300cStableCode-Completion-Alpha\u300d<\/p>\n<h3 class=\"h3Custom\">\u79d1\u5b66\u5411\u3051AI<\/h3>\n<p>\u30fbOak Ridge National Lab\u300cFORGE\u300d<br \/>\n\u30fbOak Ridge National Lab\uff0bEleutherAI\u300c\u7269\u8cea\u79d1\u5b66\u5206\u91ce\u306e\u30e2\u30c7\u30eb\u300d<br \/>\n\u30fbPacific Northwest National Lab\u300cMolJet\u300d<\/p>\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E7%A0%94%E7%A9%B6%E5%88%86%E9%87%8E%E3%81%B8%E3%81%AE%E5%BF%9C%E7%94%A8\"><\/span>\u7814\u7a76\u5206\u91ce\u3078\u306e\u5fdc\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 class=\"h3Custom\">\u81ea\u7136\u8a00\u8a9e\u51e6\u7406(NLP)<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u8a55\u4fa1\u306e\u305f\u3081\u306e\u4e3b\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u3001<br \/>\nNLP\u306e\u7814\u7a76\u3092\u5927\u304d\u304f\u524d\u9032\u3055\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30fb\u6587\u7ae0\u751f\u6210<br \/>\n\u30fb\u6a5f\u68b0\u7ffb\u8a33<br \/>\n\u30fb\u8cea\u7591\u5fdc\u7b54<br \/>\n\u30fb\u6587\u7ae0\u8981\u7d04<br \/>\n\u30fb\u611f\u60c5\u5206\u6790<\/p>\n<h3 class=\"h3Custom\">\u6570\u5b66<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u6570\u5b66\u306b\u304a\u3051\u308b\u300c\u5b9a\u7406\u8a3c\u660e\u300d\u3084\u300c\u554f\u984c\u89e3\u6c7a\u300d\u306a\u3069\u306e<br \/>\n\u9ad8\u5ea6\u306a\u63a8\u8ad6\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3059\u308b\u7814\u7a76\u306b\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u25a0LLeMMA<br \/>\n\u30fbGPT-NeoX\u3092\u30d9\u30fc\u30b9\u306b\u6570\u5b66\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u8ffd\u52a0\u5b66\u7fd2\u3055\u305b\u305f\u30e2\u30c7\u30eb<br \/>\n\u30fb\u6570\u5b66\u306e\u554f\u984c\u3092\u7406\u89e3\u3057\u89e3\u7b54\u751f\u6210<\/p>\n<p>\u25a0ProofNet<br \/>\n\u30fbGPT-NeoX\u3092\u7528\u3044\u3066\u300c\u6570\u5b66\u5b9a\u7406\u306e\u81ea\u52d5\u8a3c\u660e\u300d\u3092\u76ee\u6307\u3059\u7814\u7a76\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/p>\n<h3 class=\"h3Custom\">\u5316\u5b66<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300c\u5206\u5b50\u8a2d\u8a08\u300d\u3084\u300c\u7279\u6027\u4e88\u6e2c\u300d\u306a\u3069\u306e<br \/>\n\u5316\u5b66\u5206\u91ce\u306e\u8ab2\u984c\u89e3\u6c7a\u306b\u3082\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u25a0MolJet<br \/>\n\u30fbGPT-NeoX\u3092\u7528\u3044\u3066\u5206\u5b50\u69cb\u9020\u3068\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u3092\u95a2\u9023\u4ed8\u3051\u308b<br \/>\n\u30fb\u65b0\u3057\u3044\u5206\u5b50\u306e\u8a2d\u8a08\u3092\u652f\u63f4\u3059\u308b\u30e2\u30c7\u30eb<\/p>\n<h3 class=\"h3Custom\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u300c\u30b3\u30fc\u30c9\u751f\u6210\u300d\u3084\u300c\u30d0\u30b0\u4fee\u6b63\u300d\u306a\u3069\u306e<br \/>\n\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306e\u81ea\u52d5\u5316\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30fbPolyCoder<br \/>\n\u30fbStableCode<\/p>\n<h3 class=\"h3Custom\">\u793e\u4f1a\u79d1\u5b66<\/h3>\n<p>GPT-NeoX\u306f\u3001<br \/>\n\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u5206\u6790\u3092\u901a\u3057\u3066\u3001<br \/>\n\u793e\u4f1a\u73fe\u8c61\u306e\u7406\u89e3\u3084\u4e88\u6e2c\u3092\u884c\u3046\u793e\u4f1a\u79d1\u5b66\u306e\u7814\u7a76\u306b\u3082\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GPT-NeoX\u3092\u7528\u3044\u305f\u7814\u7a76\u3067\u306f\u3001<br \/>\n\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3001<br \/>\n\u4eba\u9593\u306e\u8a8d\u77e5\u30d0\u30a4\u30a2\u30b9\u3092\u5b66\u7fd2\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h1 class=\"h1Custom\"><span class=\"ez-toc-section\" id=\"%E3%80%90%E3%81%8A%E7%9F%A5%E3%82%89%E3%81%9B%E3%80%91%E3%80%8C%E3%83%9E%E3%82%B8%E3%82%BB%E3%83%9F%E3%80%8D%E3%81%AE%E3%81%94%E7%B4%B9%E4%BB%8B\"><\/span>\u3010\u304a\u77e5\u3089\u305b\u3011\u300c\u30de\u30b8\u30bb\u30df\u300d\u306e\u3054\u7d39\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h1>\r\n<p>\u300c\u30de\u30b8\u30bb\u30df\u300d\u3067\u306f\u3001\u65e5\u3005\u3001\u591a\u304f\u306eIT\u95a2\u9023\u30bb\u30df\u30ca\u30fc\u3092\u958b\u50ac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u591a\u304f\u306e\u30bb\u30df\u30ca\u30fc\u306e\u4e2d\u304b\u3089\u300c\u3054\u81ea\u8eab\u306e\u30b9\u30ad\u30eb\u3084\u30d3\u30b8\u30cd\u30b9\u3092\u5f37\u5316\u3067\u304d\u308b\u30bb\u30df\u30ca\u30fc\u300d\u3092\u898b\u3064\u3051\u3066\u3001<br>\r\n\u305c\u3072\uff11\u5ea6\u3001\u3054\u53c2\u52a0\u304f\u3060\u3055\u3044\u3002<\/p>\r\n<div><a href=\"https:\/\/majisemi.com\/\" target=\"_blank\"><img decoding=\"async\" class=\"imgCustom lazyload\" data-src=\"https:\/\/majisemi.com\/topics\/______import\/2023\/02\/majisemi_Twitterheader.jpg\" alt=\"\u30de\u30b8\u30bb\u30df\u306e\u30a4\u30e1\u30fc\u30b8\u30ed\u30b4\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1920px; --smush-placeholder-aspect-ratio: 1920\/640;\"><\/a><\/div>\r\n<h2 class=\"h2Custom\"><span class=\"ez-toc-section\" id=\"%E3%83%9E%E3%82%B8%E3%82%BB%E3%83%9F%E9%96%A2%E9%80%A3%E3%83%97%E3%83%A9%E3%83%83%E3%83%88%E3%83%95%E3%82%A9%E3%83%BC%E3%83%A0\"><\/span>\u30de\u30b8\u30bb\u30df\u95a2\u9023\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<table 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