{"id":6109,"date":"2024-07-02T11:53:24","date_gmt":"2024-07-02T02:53:24","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=6109"},"modified":"2024-09-11T18:59:21","modified_gmt":"2024-09-11T09:59:21","slug":"sarashinatoha","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/sarashinatoha.html","title":{"rendered":"\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u65e5\u672c\u8a9eLLM\u300cSarashina\u300d\u306e\u4f7f\u3044\u65b9\u3092\u89e3\u8aac\uff01"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">Sarashina\u306f\u3001\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u5b50\u4f1a\u793e\u306eSB Intuitions\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>70\u5104\u30fb130\u5104\u30fb650\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8907\u6570\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3057\u3001\u3044\u305a\u308c\u3082\u7121\u6599\u3067\u5546\u7528\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Sarashina\u306e\u6027\u80fd\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Sarashina\u3068\u306f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/whitehowse_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5510\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/whitehowse_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/whitehowse_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Sarashina(\u30b5\u30e9\u30b7\u30ca)\u306f\u3001\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u5b50\u4f1a\u793e\u306eSB Intuitions\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>Sarashina\u306f\u3001\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u30921\u5146\u30c8\u30fc\u30af\u30f3\u3082\u5b66\u7fd2\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u306fMeta\u304c\u958b\u767a\u3057\u305fLlama2\u306e\u65e5\u672c\u8a9e\u5b66\u7fd2\u91cf\u306e\u6570\u767e\u500d\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u3056\u3063\u304f\u308a\u8a00\u3046\u3068<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM<\/li>\n\n\n\n<li>70\u5104\u30fb130\u5104\u30fb650\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8907\u6570\u30e2\u30c7\u30eb\u3092\u516c\u958b<\/li>\n\n\n\n<li>\u7121\u6599\u3067\u5546\u7528\u5229\u7528\u3082\u53ef\u80fd<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4485\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4540\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">50\uff05\u5b89\u3044\u696d\u754c\u6700\u5b89\u7d1aGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">AWS\u3068\u6bd4\u3079\u306650%\u4ee5\u4e0a\u5b89\u3044\u6599\u91d1\u3067\u3001\u9ad8\u901fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002\r\n\u9762\u5012\u306a\u8a2d\u5b9a\u306f\u4e0d\u8981\u3001\u308f\u305a\u304b3\u5206\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7acb\u3061\u4e0a\u3052\u304c\u53ef\u80fd\u3067\u3059\u3002\r\n\u30bf\u30b9\u30af\u306b\u5fdc\u3058\u3066\u6700\u9069\u306aGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Sarashina\u306e\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/groove_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6108\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/groove_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/groove_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>Sarashina\u306e\u30e2\u30c7\u30eb\u306b\u306f\u8907\u6570\u306e\u7a2e\u985e\u304c\u3042\u308a\u3001<span class=\"swl-format-2\">\u300c\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u300d\u3068\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba\u300d<\/span>\u3067\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table min_width30_ is-style-regular\"><table><tbody><tr><td>\u30e2\u30c7\u30ebID<\/td><td>\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/td><\/tr><tr><td>sbintuitions\/sarashina1-7b<\/td><td>Sarashina1<\/td><td>70\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><\/tr><tr><td>sbintuitions\/sarashina1-13b<\/td><td>Sarashina1<\/td><td>130\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><\/tr><tr><td>sbintuitions\/sarashina1-65b<\/td><td>Sarashina1<\/td><td>650\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><\/tr><tr><td>sbintuitions\/sarashina2-7b<\/td><td>Sarashina2<\/td><td>70\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><\/tr><tr><td>sbintuitions\/sarashina2-13b<\/td><td>Sarashina2<\/td><td>130\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Sarashina1\u306f\u65e5\u672c\u8a9e\u306e\u307f\u3092\u5b66\u7fd2\u3057\u3066\u3044\u307e\u3059\u304c\u3001Sarashina2\u306f\u65e5\u672c\u8a9e\u306b\u52a0\u3048\u3066\u82f1\u8a9e\u3068\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b3\u30fc\u30c9\u3082\u5b66\u7fd2\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>Sarashina1\u30fb2\u306e\u9055\u3044<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">Sarashina1<\/span><br>\u3000\u5b66\u7fd2\u30c7\u30fc\u30bf: \u65e5\u672c\u8a9e<br>\u3000\u5b66\u7fd2\u30c8\u30fc\u30af\u30f3\u6570: 1\u5146\u30c8\u30fc\u30af\u30f3<br>\u3000\u8a9e\u5f59\u30b5\u30a4\u30ba: 51,200<br>\u3000\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3: GPT-NeoX<\/p>\n\n\n\n<p><br><span class=\"swl-format-2\">Sarashina2<\/span><br>\u3000\u5b66\u7fd2\u30c7\u30fc\u30bf: \u65e5\u672c\u8a9e\u3001\u82f1\u8a9e\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b3\u30fc\u30c9\uff08\u65e5\u672c\u8a9e5\uff1a\u82f1\u8a9e4\uff1a\u30b3\u30fc\u30c91\u306e\u5272\u5408\uff09<br>\u3000\u5b66\u7fd2\u30c8\u30fc\u30af\u30f3\u6570: 2.1\u5146\u30c8\u30fc\u30af\u30f3<br>\u3000\u8a9e\u5f59\u30b5\u30a4\u30ba: 102,400<br>\u3000\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3: Llama2<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Sarashina\u306e\u6027\u80fd<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/colorfultile_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6002\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/colorfultile_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/colorfultile_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u65e5\u672c\u8a9e\u8a55\u4fa1\u306b\u304a\u3044\u3066\u6a19\u6e96\u7684\u306a5\u3064\u306e\u8a55\u4fa1\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u6bd4\u8f03\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Sarashina2\u306f\u540c\u7a0b\u5ea6\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u9ad8\u3044\u6027\u80fd\u3092\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"617\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sarashina_1.jpg\" alt=\"\u65e5\u672c\u8a9e\u306e\u8a55\u4fa1\u6bd4\u8f03\" class=\"wp-image-6641\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sarashina_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sarashina_1-300x231.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sarashina_1-768x592.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178:https:\/\/www.sbintuitions.co.jp\/news\/press\/20240614_01\/)<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_announce\">Sarashina1-65B\u306fSwallow-70B\u306b\u306f\u60dc\u3057\u304f\u3082\u53ca\u3073\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u5b66\u7fd2\u4e2d\u306eSarashina2-70B\u306e\u516c\u958b\u306b\u671f\u5f85\u3057\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\uff15\u3064\u306e\u8a55\u4fa1\u30bb\u30c3\u30c8<\/span><\/div><div class=\"cap_box_content\">\n<p>JCommonsenseQA\uff08\u591a\u80a2\u9078\u629e\u5f0f\u8cea\u554f\u5fdc\u7b54\uff09<\/p>\n\n\n\n<p>JEMHopQA\uff08\u81ea\u7531\u8a18\u8ff0\u5f0f\u8cea\u554f\u5fdc\u7b54\uff09<\/p>\n\n\n\n<p>NIILC-QA\uff08\u81ea\u7531\u8a18\u8ff0\u5f0f\u8cea\u554f\u5fdc\u7b54\uff09<\/p>\n\n\n\n<p>JSQuAD\uff08\u6a5f\u68b0\u8aad\u89e3\uff09<\/p>\n\n\n\n<p>AI\u738b\uff08\u81ea\u7531\u8a18\u8ff0\u5f0f\u8cea\u554f\u5fdc\u7b54\uff09<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Sarashina\u306e\u5546\u7528\u5229\u7528\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/mabletexture_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5507\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/mabletexture_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/mabletexture_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Sarashina\u306f\u3001Hugging Face\u306b\u304a\u3044\u3066MIT\u30e9\u30a4\u30bb\u30f3\u30b9\u3092\u3082\u3068\u306b\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u7121\u6599\u3067\u5546\u7528\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>MIT\u30e9\u30a4\u30bb\u30f3\u30b9\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u914d\u5e03\u306b\u4f7f\u7528\u3055\u308c\u308b\u975e\u5e38\u306b\u5bdb\u5bb9\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30bb\u30f3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>MIT\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u8981\u70b9<\/span><\/div><div class=\"cap_box_content\">\n<p>\u5546\u7528\u5229\u7528\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30b3\u30fc\u30c9\u3092\u5546\u7528\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u5b8c\u5168\u306b\u8a31\u53ef\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6539\u5909\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u81ea\u7531\u306b\u4fee\u6b63\u3057\u305f\u308a\u6539\u5909\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u914d\u5e03\uff1a\u4fee\u6b63\u3057\u305f\u308a\u5909\u66f4\u3057\u305f\u308a\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u81ea\u7531\u306b\u914d\u5e03\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8457\u4f5c\u6a29\u306e\u8868\u793a\uff1a\u518d\u914d\u5e03\u6642\u306b\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u8457\u4f5c\u6a29\u8868\u793a\u3068\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u9805\u3092\u542b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u8a31\u5229\u7528\uff1a\u7279\u8a31\u5229\u7528\u306b\u95a2\u3059\u308b\u660e\u793a\u7684\u306a\u898f\u5b9a\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Sarashina\u306e\u4f7f\u3044\u65b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/bardlake_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6097\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/bardlake_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/bardlake_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u3053\u304b\u3089Sarashina\u3092\u4f7f\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u751f\u6210(\u63a8\u8ad6)\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Sarashina\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sarashinafinetune-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/sarashinafinetune.html\">Sarashina\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3010\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u65e5\u672c\u8a9eLLM\u3011<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Sarashina(\u30b5\u30e9\u30b7\u30ca)\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 Sarashina\u306f\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u5b50\u4f1a\u793e\u306eSB Intuitions\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM\u3067\u3059\u3002 Sarashina&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u884c\u74b0\u5883<\/h3>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100 80GB<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\uff1a80GB<\/li>\n\n\n\n<li>OS \uff1aUbuntu 22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066Sarashina\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span>\u3002<\/p>\n\n\n\n<p>Docker\u306e\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ubuntudocker-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ubuntudocker.html\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e0d\u4e00\u81f4\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u983b\u767a\u3057\u307e\u3059\u3002 Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Dockerfile\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u30b3\u30f3\u30c6\u30ca\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">CUDA\u3001PyTorch\u3001Transformers\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u4f9d\u5b58\u95a2\u4fc2\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u8d77\u304d\u3084\u3059\u3044<\/span>\u306e\u3067\u3001\u52d5\u4f5c\u691c\u8a3c\u6e08\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>CUDA\uff1a12.1<\/li>\n\n\n\n<li>Python\uff1a3.10<\/li>\n\n\n\n<li>PyTorch\uff1a2.2.2<\/li>\n\n\n\n<li>transformers\uff1a4.41.2<\/li>\n\n\n\n<li>accelerate<\/li>\n\n\n\n<li>triton<\/li>\n\n\n\n<li>sentencepiece<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir sarashina_inference\ncd sarashina_inference\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" &gt;&gt; \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# PyTorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install torch==2.2.2 torchvision==0.17.2 torchaudio==2.2.2 triton --index-url https:\/\/download.pytorch.org\/whl\/cu121\n\n# Transformer\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install transformers==4.41.2 accelerate sentencepiece protobuf\n\n# \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5\u6642\u306bbash\u3092\u5b9f\u884c\nCMD &#091;\"\/bin\/bash\"]<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>docker-compose.yml\u3067Docker\u30b3\u30f3\u30c6\u30ca\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>docker-compose.yml\u306eYAML\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano docker-compose.yml<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001YAML\u30d5\u30a1\u30a4\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>services:\n  sarashina_inference:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: sarashina_inference\n    runtime: nvidia\n    container_name: sarashina_inference\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/sarashina_inference\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    command: &gt;\n      bash -c '\/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Docker\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>Docker\u306e\u8d77\u52d5\u5f8c\u306b\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b\u3059\u308b\u3068\u3001Jupyter Lab\u3092\u30d6\u30e9\u30a6\u30b6\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>localhost:8888<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Sarashina\u306e\u5b9f\u88c5<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067Sarashina\u306e\u5b9f\u88c5\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/div><div class=\"swell-block-step__body\">\n<p>Jupyter Lab\u306e\u30b3\u30fc\u30c9\u30bb\u30eb\u306b\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import torch\nimport transformers\nfrom transformers import AutoModelForCausalLM, AutoTokenizer, pipeline<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>Sarashina\u306e\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>model_id = \"sbintuitions\/sarashina2-13b\"\n\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_id,\n    torch_dtype=torch.bfloat16,\n    device_map=\"auto\"\n)\n\ntokenizer = AutoTokenizer.from_pretrained(\n    model_id\n)\n\npipeline = transformers.pipeline(\n    \"text-generation\",\n    model=model,\n    tokenizer=tokenizer\n)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">&#8220;sbintuitions\/sarashina2-13b&#8221; <\/span><\/p>\n\n\n\n<p>Sarashina\u306e\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">AutoModelForCausalLM.from_pretrained()<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">AutoTokenizer.from_pretrained()<\/span><\/p>\n\n\n\n<p>\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">transformers.pipeline()<\/span> <\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u305f\u3081\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td data-has-cell-bg=\"1\" data-text-color=\"black\"><span class=\"swl-cell-bg has-swl-gray-background-color\" data-text-color=\"black\" aria-hidden=\"true\">&nbsp;<\/span>\u30e2\u30c7\u30ebID<\/td><td data-has-cell-bg=\"1\" data-text-color=\"black\"><span class=\"swl-cell-bg has-swl-gray-background-color\" data-text-color=\"black\" aria-hidden=\"true\">&nbsp;<\/span>\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/td><td data-has-cell-bg=\"1\" data-text-color=\"black\"><span class=\"swl-cell-bg has-swl-gray-background-color\" data-text-color=\"black\" aria-hidden=\"true\">&nbsp;<\/span>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/td><td data-has-cell-bg=\"1\" data-text-color=\"black\"><span class=\"swl-cell-bg has-swl-gray-background-color\" data-text-color=\"black\" aria-hidden=\"true\">&nbsp;<\/span>GPU\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf<\/td><\/tr><tr><td>sbintuitions\/sarashina1-7b<\/td><td>Sarashina1<\/td><td>70\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>16GB<\/td><\/tr><tr><td>sbintuitions\/sarashina1-13b<\/td><td>Sarashina1<\/td><td>130\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>29B<\/td><\/tr><tr><td>sbintuitions\/sarashina1-65b<\/td><td>Sarashina1<\/td><td>650\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>130GB<\/td><\/tr><tr><td>sbintuitions\/sarashina2-7b<\/td><td>Sarashina2<\/td><td>70\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>16GB<\/td><\/tr><tr><td>sbintuitions\/sarashina2-13b<\/td><td>Sarashina2<\/td><td>130\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>29GB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"is-style-icon_info\">\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u969b\u306bGPU\u30e1\u30e2\u30ea\u3092\u6d88\u8cbb\u3057\u307e\u3059\u306e\u3067\u3001\u4f59\u88d5\u3092\u6301\u3063\u305fGPU\u30e1\u30e2\u30ea\u3092\u3054\u7528\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Sarashina\u3067\u30c6\u30ad\u30b9\u30c8\u751f\u6210<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/beachmountain_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5733\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/beachmountain_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/beachmountain_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Sarashina\u3092\u4f7f\u3063\u3066\u3001\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54\u3092\u8a66\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u9999\u5ddd\u770c\u306e\u3054\u5f53\u5730\u30b0\u30eb\u30e1\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u65e5\u672c\u8a9e\u3067\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>prompt = \"\u9999\u5ddd\u770c\u306e\u3054\u5f53\u5730\u30b0\u30eb\u30e1\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\"\n\noutput = pipeline(\n    prompt,\n    max_length=256,\n    truncation=True,\n    do_sample=True,\n    pad_token_id=tokenizer.pad_token_id,\n    num_return_sequences=3,\n)\n\nprint(output&#091;0]&#091;'generated_text'])<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u9999\u5ddd\u770c\u306e\u3054\u5f53\u5730\u30b0\u30eb\u30e1\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u9999\u5ddd\u770c\u306e\u3054\u5f53\u5730\u30b0\u30eb\u30e1\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<br>A \u3046\u3069\u3093\u3068\u9aa8\u4ed8\u9ce5<br>\u3046\u3069\u3093\u3068\u9aa8\u4ed8\u9ce5 \u3046\u3069\u3093\u5c4b\u304c1\u3064\u30842\u3064\u3058\u3083\u306a\u3044\u3067\u3059\u672c\u5f53\u306b\u591a\u304f\u3066\u8ff7\u3044\u307e\u3059! \u8b83\u5c90\u3046\u3069\u3093\u306a\u306e\u3067\u5b89\u3044\u306e\u3082\u9b45\u529b\u3067\u3059\u306d\u3002 \u9ad8\u677e\u306f\u3001\u3046\u3069\u3093\u30de\u30c3\u30d7\u3068\u304b\u898b\u308b\u3068\u3046\u3069\u3093\u5c4b\u306e\u6fc0\u6226\u5730\u3067\u3059\u3002<br>\u9aa8\u4ed8\u9ce5\u3082\u3001\u9999\u5ddd\u767a\u7965\u306e\u3054\u5f53\u5730\u30b0\u30eb\u30e1\u3067\u3001\u4e38\u4e80\u3068\u304b\u306e\u30ed\u30fc\u30ab\u30eb\u30b0\u30eb\u30e1\u304b\u3068\u601d\u3044\u304d\u3084\u3001 \u4eca\u306f\u9999\u5ddd\u306e\u8272\u3005\u306a\u5834\u6240\u306b\u5e97\u304c\u51fa\u3066\u3066\u3001 \u9999\u5ddd\u306e\u53cb\u9054\u306b\u3001\u9aa8\u4ed8\u9ce5\u77e5\u3089\u306a\u3044\u3063\u3066\u8a00\u3063\u305f\u3089\u3001\u300e\u9999\u5ddd\u51fa\u8eab\u3067\u3059\u3063\u3051\uff1f\u300f\u3063\u3066\u805e\u304b\u308c\u307e\u3057\u305f\u7b11<br>A \u9999\u5ddd\u770c\u306f\u3046\u3069\u3093\u770c\u3068\u8a00\u308f\u308c\u308b\u3060\u3051\u3042\u308a\u3001\u3046\u3069\u3093\u306f\u6709\u540d\u3067\u3059\u304c\u3001\u9aa8\u4ed8\u9d8f\u8089\u6599\u7406\u3082\u6709\u540d\u3067\u3059\u3002<br>\u9999\u5ddd\u770c\u306e\u9d8f\u6599\u7406\u5c02\u9580\u5e97\u300c\u4e00\u9db4(\u3044\u3063\u304b\u304f)\u300d\u3067\u98df\u3079\u3089\u308c\u307e\u3059\u3002<br>A \u3046\u3069\u3093\u3067\u3059\u3002\u9999\u5ddd\u770c\u6c11\u307f\u3093\u306a\u304c\u8b83\u5c90\u306a\u306e\u3067\u306f\uff1f\u3068\u601d\u3044\u307e\u3059\u3002<br>\u3061\u306a\u307f\u306b\u79c1\u306e\u77e5\u4eba\u306e\u9999\u5ddd\u770c\u6c11\u306f\u3055\u306c\u304d\u5e02\u3068\u9ad8\u677e\u5e02\u306e\u65b9\u304c\u591a\u3044\u306e\u3067\u3001\u4ed6\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002<br>A \u9999\u5ddd\u3068\u8a00\u3048\u3070\u3001\u3046\u3069\u3093\u4ee5\u5916\u306b\u306a\u3044\u3067\u3057\u3087\u3046\u3002\u9aa8\u4ed8\u304d\u9ce5\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u9999\u5ddd\u751f\u307e\u308c\u9999\u5ddd\u80b2\u3061\u306e\u79c1\u3067\u3082\u98df\u3079\u305f\u3053\u3068\u3042\u308a\u307e\u305b\u3093\u3002<br>A \u3055\u306c\u304d\u3046\u3069\u3093\u3067\u3059\u3002<br>A \u3084\u306f\u308a\u3046\u3069\u3093\u304c\u3044\u3061\u3070\u3093\u6709\u540d\u3067\u3059\u304c\u3001\u5c0f\u8c46\u5cf6\u306e\u305d\u3046\u3081\u3093\uff08\u5c0f\u8c46\u5cf6\u624b\u5ef6\u305d\u3046\u3081\u3093\uff09\u3082\u304a\u3059\u3059\u3081\u3067\u3059\u3088\uff01<br>A \u3082\u3061\u308d\u3093\u3001\u3055\u306c\u304d\u3046\u3069\u3093\u3067\u3059\u3002<br>\u300c\u3055\u306c\u304d\u3046\u3069\u3093\u300d\u3068\u540d\u306e\u3064\u304f\u5e97\u306f\u5168\u56fd\u306b\u3042\u308a\u307e\u3059\u3002<br>\u3046\u3069\u3093<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u4e00\u9db4\uff08\u3044\u3063\u304b\u304f\uff09\u306e\u9aa8\u4ed8\u9ce5\u306f\u3001\u672c\u5f53\u306b\u7f8e\u5473\u3057\u3044\u3067\u3059\uff01<\/p>\n\n\n\n<p class=\"is-style-icon_info\">Sarashina\u306e\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3063\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u4eba\u9593\u306e\u610f\u56f3\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u60f3\u5b9a\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002ChatGPT\u306e\u3088\u3046\u306a\u5f62\u5f0f\u306e\u5fdc\u7b54\u3092\u3059\u308b\u306b\u306f\u3001\u5225\u9014\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Sarashina\u306e\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u65b9\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sarashinafinetune-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/sarashinafinetune.html\">Sarashina\u3092\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3010\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u65e5\u672c\u8a9eLLM\u3011<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Sarashina(\u30b5\u30e9\u30b7\u30ca)\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 Sarashina\u306f\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u5b50\u4f1a\u793e\u306eSB Intuitions\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM\u3067\u3059\u3002 Sarashina&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"index_id8\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<strong><span class=\"swl-format-2\">\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/span><\/strong><\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"283\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-4552\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-300x106.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-768x272.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-format-1\"><span class=\"swl-marker mark_yellow\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306eGPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button red_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Sarashina\u306f\u3001\u30bd\u30d5\u30c8\u30d0\u30f3\u30af\u306e\u5b50\u4f1a\u793e\u306eSB Intuitions\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM\u3067\u3059\u3002 70\u5104\u30fb130\u5104\u30fb650\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8907\u6570\u30e2\u30c7\u30eb\u3092\u516c\u958b\u3057\u3001\u3044\u305a\u308c\u3082\u7121\u6599\u3067\u5546\u7528\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Sara [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6707,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-6109","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machinelearning"],"_links":{"self":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/6109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/comments?post=6109"}],"version-history":[{"count":2,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/6109\/revisions"}],"predecessor-version":[{"id":11304,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/6109\/revisions\/11304"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/6707"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=6109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=6109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=6109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}