{"id":7768,"date":"2024-08-22T13:45:48","date_gmt":"2024-08-22T04:45:48","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=7768"},"modified":"2024-09-11T18:55:26","modified_gmt":"2024-09-11T09:55:26","slug":"cyberagentlm3","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/cyberagentlm3.html","title":{"rendered":"\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u65e5\u672c\u8a9eLLM\u300cCyberAgentLM3\u300d\u306e\u4f7f\u3044\u65b9\uff01"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">CyberAgentLM3\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u958b\u767a\u3057\u305f225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u65e5\u672c\u8a9e\u306b\u7279\u5316\u3057\u305fLLM\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u65e5\u672c\u8a9e\u306eLLM\u306b\u304a\u3044\u3066\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u6027\u80fd\u3092\u6301\u3061\u3001\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001CyberAgentLM3\u306e\u6027\u80fd\u304b\u3089\u5546\u7528\u5229\u7528\u3001\u4f7f\u3044\u65b9\u307e\u3067\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CyberAgentLM3\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\/08\/dekyu_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9015\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/dekyu_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/dekyu_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">CyberAgentLM3\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u958b\u767a\u3057\u305f225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u65e5\u672c\u8a9e\u306b\u7279\u5316\u3057\u305fLLM\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>2024\u5e747\u6708\u6642\u70b9\u3067\u3001\u65e5\u672c\u8a9e\u306eLLM\u306b\u304a\u3044\u3066\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u6027\u80fd\u3092\u6301\u3061\u3001Meta\u793e\u306e\u300cMeta-Llama-3-70B-Instruct\u300d\u3068\u540c\u7b49\u306e\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>CyberAgentLM3\u306f\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067\u3001Apache License 2.0\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\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>CyberAgentLM3\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9eLLM<\/li>\n\n\n\n<li>\u65e5\u672c\u8a9eLLM\u3067\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u3067\u3001Meta\u793e\u306e\u300cMeta-Llama-3-70B-Instruct\u300d\u3068\u540c\u7b49\u306e\u6027\u80fd<\/li>\n\n\n\n<li>\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067Apache License 2.0\u3067\u63d0\u4f9b<\/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=\"4507\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">1\u6642\u959350\u5186\u304b\u3089\u4f7f\u3048\u308bGPU\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\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e1\u6642\u959350\u5186\u304b\u3089\u5229\u7528\u3067\u304d\u307e\u3059\u3002\r\n\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001GPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u4f7f\u3048\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3057\u3066\u3044\u308b\u3068\u304d\u306e\u307f\u306e\u8ab2\u91d1\u3067\u3001\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\r\n<\/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\">CyberAgentLM3\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\/08\/leaf_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9137\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/leaf_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/leaf_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">CyberAgentLM3\u306f\u3001225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u3082\u3064\u30e2\u30c7\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u65e2\u306b\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u65bd\u3055\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u306b\u306a\u308b\u305f\u3081\u3001\u4eba\u9593\u306b\u3088\u308b\u6307\u793a\u306b\u5bfe\u3057\u3066ChatGPT\u306e\u3088\u3046\u306a\u5fdc\u7b54\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular min_width10_\"><table><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30ebID<\/th><th>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/th><th>\u6307\u793a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><th>\u516c\u958b<\/th><\/tr><\/thead><tbody><tr><td>cyberagent\/calm3-22b-chat<\/td><td>225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>\u6e08\u307f<\/td><td>HuggingFace<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">CyberAgentLM3\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\/08\/noizefft_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9121\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/noizefft_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/noizefft_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>CyberAgentLM3\u306e\u6027\u80fd\u306f\u3001\u65e5\u672c\u8a9e\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308b\u300c<a href=\"https:\/\/wandb.ai\/wandb-japan\/llm-leaderboard3\/reports\/Nejumi-LLM-3--Vmlldzo3OTg2NjM2?accessToken=wpnwc9whr96pxm40dfe4k3xq513f9jc4yhj7q6pnvj4jtayoefbc77qhzbsrztgz\">Nejumi LLM \u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c93<\/a>\u300d\u306b\u304a\u3044\u3066\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c\u304c\u516c\u8868\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u56f3\u306f\u3001Nejumi \u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c93\u306b\u304a\u3051\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u5404\u30bf\u30b9\u30af\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u3092\u30e2\u30c7\u30eb\u3054\u3068\u306b\u6bd4\u8f03\u3057\u305f\u30b0\u30e9\u30d5\u3067\u3059\u3002<\/p>\n\n\n\n<p>CyberAgentLM3\uff08calm3-22b-chat\uff09\u306f\u3001<span class=\"swl-format-2\">700\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064Meta\u793e\u306e\u300cMeta-Llama-3-70B-Instruct\u300d\u3068\u540c\u7b49\u306e\u6027\u80fd<\/span>\u3092\u793a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cybercalm3_graph.jpg\" alt=\"\u30d9\u30f3\u30c1\u30de\u30fc\u30af\" class=\"wp-image-9251\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cybercalm3_graph.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cybercalm3_graph-300x113.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cybercalm3_graph-768x288.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1ahttps:\/\/wandb.ai\/wandb-japan\/llm-leaderboard3\/reports\/Nejumi-LLM-3&#8211;Vmlldzo3OTg2NjM2?accessToken=wpnwc9whr96pxm40dfe4k3xq513f9jc4yhj7q6pnvj4jtayoefbc77qhzbsrztgz)<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_good\">225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306eCyberAgentLM3\u304c\u3001700\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30e2\u30c7\u30eb\u306b\u5339\u6575\u3057\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u8a08\u7b97\u30b3\u30b9\u30d1\u304c\u3044\u3044\u30e2\u30c7\u30eb\u3068\u3044\u3046\u3053\u3068\u304c\u5206\u304b\u308a\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>\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u306b\u3064\u3044\u3066<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">Nejumi \u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\uff13<\/span><\/p>\n\n\n\n<p>Nejumi \u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u306f\u3001LLM\u306e\u65e5\u672c\u8a9e\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u3001\u8a00\u8a9e\u7406\u89e3\u80fd\u529b\u3001\u5fdc\u7528\u80fd\u529b\u3001\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u89b3\u70b9\u304b\u3089\u30e2\u30c7\u30eb\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u60c5\u5831\u62bd\u51fa\u3001\u63a8\u8ad6\u3001\u77e5\u8b58\u30fb\u8cea\u554f\u5fdc\u7b54\u3001\u502b\u7406\u3001\u30d0\u30a4\u30a2\u30b9\u3001\u771f\u5b9f\u6027\u306a\u3069\u306e\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u80fd\u529b\u304c\u6e2c\u5b9a\u3055\u308c\u307e\u3059<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">CyberAgentLM3\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\/07\/lakeartifcial_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6948\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/lakeartifcial_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/lakeartifcial_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">CyberAgentLM3\u306f\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067\u3001Apache License 2.0\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Hugging Face\u4e0a\u3067\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u8ab0\u3067\u3082\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\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>Apache License 2.0<\/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\u8a31\u53ef\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6539\u5909\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30b3\u30fc\u30c9\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\u8868\u793a\uff1a\u5143\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\u5229\u7528\u8005\u306b\u7279\u8a31\u4f7f\u7528\u6a29\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p>\u8a73\u7d30\u306f<a href=\"https:\/\/licenses.opensource.jp\/Apache-2.0\/Apache-2.0.html\">\u300cApache License\u300d<\/a>\u306e\u30da\u30fc\u30b8\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CyberAgentLM3(calm3-22b-chat)\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\/08\/souden_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9059\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/souden_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/souden_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u3053\u304b\u3089CyberAgentLM3(calm3-22b-chat)\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\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\u3066CyberAgentLM3\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span><\/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<\/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 calm3_inference\ncd calm3_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 --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 bitsandbytes\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  calm3_inference:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: calm3_inference\n    runtime: nvidia\n    container_name: calm3_inference\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/calm3_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<\/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\">CyberAgentLM3\uff08calm3-22b-chat\uff09\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\u3067calm3-22b-chat\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, TextStreamer<\/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>calm3-22b-chat\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 = \"cyberagent\/calm3-22b-chat\"\n\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_id,\n    torch_dtype=\"auto\",\n    device_map=\"auto\",\n)\n\ntokenizer = AutoTokenizer.from_pretrained(model_id)\n\nstreamer = TextStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)<\/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>&#8220;cyberagent\/calm3-22b-chat&#8221; : \u30e2\u30c7\u30eb\u306e\u30bf\u30a4\u30d7\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AutoModelForCausalLM.from_pretrained()\uff1a\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>AutoTokenizer.from_pretrained()\uff1a\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u30e2\u30c7\u30ebID<\/td><td>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/td><td>\u91cf\u5b50\u5316<\/td><td>GPU\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf<\/td><\/tr><tr><td>cyberagent\/calm3-22b-chat<\/td><td>225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>\u306a\u3057<\/td><td>45GB<\/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\">CyberAgentLM3(calm3-22b-chat)\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\/08\/tansan_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9056\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/tansan_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/tansan_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">CyberAgentLM3(calm3-22b-chat)\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\uff081\uff09<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u70ad\u9178\u6c34\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u309210\u500b\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\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>DEFAULT_SYSTEM_PROMPT = \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"\ntext = \"\u70ad\u9178\u6c34\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u309210\u500b\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"\n\nmessages = &#091;\n    {\"role\": \"system\", \"content\": DEFAULT_SYSTEM_PROMPT},\n    {\"role\": \"user\", \"content\": text},\n]\n\ninput_ids = tokenizer.apply_chat_template(\n    messages,\n    add_generation_prompt=True,\n    return_tensors=\"pt\",\n).to(model.device)\n\noutput_ids = model.generate(\n    input_ids,\n    max_new_tokens=512,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n    streamer=streamer,\n)<\/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>\u70ad\u9178\u6c34\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u309210\u500b\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/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>\u3082\u3061\u308d\u3093\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u70ad\u9178\u6c34\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u309210\u500b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<br>\u300c\u30b7\u30e5\u30ef\u30c3\u3068\u723d\u5feb\u3001\u4e00\u53e3\u3067\u30ea\u30d5\u30ec\u30c3\u30b7\u30e5\u300d<br>\u300c\u70ad\u9178\u306e\u6ce1\u3067\u5e83\u304c\u308b\u3001\u65b0\u3057\u3044\u723d\u5feb\u611f\u300d<br>\u300c\u306e\u3069\u3054\u3057\u723d\u3084\u304b\u3001\u30d5\u30ec\u30c3\u30b7\u30e5\u306a\u3072\u3068\u3068\u304d\u300d<br>\u300c\u6bce\u65e5\u306e\u30ea\u30d5\u30ec\u30c3\u30b7\u30e5\u3001\u70ad\u9178\u6c34\u3067\u624b\u8efd\u306b\u300d<br>\u300c\u5f3e\u3051\u308b\u6ce1\u304c\u3001\u5fc3\u3068\u4f53\u3092\u30ea\u30d5\u30ec\u30c3\u30b7\u30e5\u300d<br>\u300c\u30af\u30ea\u30a2\u306a\u723d\u5feb\u611f\u3001\u70ad\u9178\u6c34\u306e\u65b0\u7fd2\u6163\u300d<br>\u300c\u81ea\u7136\u306e\u6075\u307f\u3001\u723d\u5feb\u306a\u70ad\u9178\u6c34\u300d<br>\u300c\u4e00\u53e3\u98f2\u3081\u3070\u3001\u590f\u304c\u59cb\u307e\u308b\u300d<br>\u300c\u70ad\u9178\u306e\u529b\u3067\u3001\u5143\u6c17\u3092\u30c1\u30e3\u30fc\u30b8\u300d<br>\u300c\u70ad\u9178\u6c34\u3001\u98f2\u3080\u305f\u3073\u306b\u611f\u3058\u308b\u723d\u5feb\u611f\u300d<br>\u3053\u308c\u3089\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u306f\u3001\u70ad\u9178\u6c34\u306e\u723d\u5feb\u3055\u3084\u30ea\u30d5\u30ec\u30c3\u30b7\u30e5\u52b9\u679c\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002<\/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\">\u3044\u3044\u611f\u3058\u306e\u30ad\u30e3\u30c3\u30c1\u30b3\u30d4\u30fc\u3092\u63d0\u4f9b\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54\uff082\uff09<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u5e83\u544a\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306b\u304a\u3044\u3066\u8981\u70b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\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>DEFAULT_SYSTEM_PROMPT = \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"\ntext = \"\u5e83\u544a\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306b\u304a\u3044\u3066\u8981\u70b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"\n\nmessages = &#091;\n    {\"role\": \"system\", \"content\": DEFAULT_SYSTEM_PROMPT},\n    {\"role\": \"user\", \"content\": text},\n]\n\ninput_ids = tokenizer.apply_chat_template(\n    messages,\n    add_generation_prompt=True,\n    return_tensors=\"pt\",\n).to(model.device)\n\noutput_ids = model.generate(\n    input_ids,\n    max_new_tokens=512,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n    streamer=streamer,\n)<\/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>\u5e83\u544a\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306b\u304a\u3044\u3066\u8981\u70b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/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>\u5e83\u544a\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u8981\u70b9\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306b\u4e3b\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u307e\u3068\u3081\u307e\u3059\u3002<br><br>1. \u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306e\u7406\u89e3:<br>&nbsp;&nbsp;&nbsp;&#8211; \u5e83\u544a\u306f\u8ab0\u306b\u5411\u3051\u3066\u4f5c\u3089\u308c\u3066\u3044\u308b\u306e\u304b\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u5e74\u9f62\u3001\u6027\u5225\u3001\u8208\u5473\u3001\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u306a\u3069\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306e\u7279\u6027\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002<br><br>2. \u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u4e00\u8cab\u6027:<br>&nbsp;&nbsp;&nbsp;&#8211; \u5e83\u544a\u304c\u4f1d\u3048\u305f\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u660e\u78ba\u3067\u4e00\u8cab\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4e3b\u8981\u306a\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u4e00\u3064\u306b\u7d5e\u308a\u3001\u305d\u308c\u3092\u5f37\u8abf\u3059\u308b\u3053\u3068\u3067\u3001\u8996\u8074\u8005\u306b\u3068\u3063\u3066\u5206\u304b\u308a\u3084\u3059\u304f\u3001\u8a18\u61b6\u306b\u6b8b\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br><br>3. \u30d3\u30b8\u30e5\u30a2\u30eb\u3068\u30c7\u30b6\u30a4\u30f3:<br>&nbsp;&nbsp;&nbsp;&#8211; \u8996\u899a\u7684\u306a\u8981\u7d20\u306f\u5e83\u544a\u306e\u5370\u8c61\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u8272\u5f69\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u3001\u30d5\u30a9\u30f3\u30c8\u3001\u753b\u50cf\u306a\u3069\u306e\u8996\u899a\u7684\u8981\u7d20\u3092\u52b9\u679c\u7684\u306b\u4f7f\u3044\u3001\u30d6\u30e9\u30f3\u30c9\u30a4\u30e1\u30fc\u30b8\u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u5f37\u8abf\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<br><br>4. \u611f\u60c5\u306b\u8a34\u3048\u308b:<br>&nbsp;&nbsp;&nbsp;&#8211; \u8996\u8074\u8005\u306b\u611f\u60c5\u7684\u306a\u53cd\u5fdc\u3092\u5f15\u304d\u8d77\u3053\u3059\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u611f\u52d5\u3001\u559c\u3073\u3001\u9a5a\u304d\u3001\u5171\u611f\u306a\u3069\u3001\u8996\u8074\u8005\u304c\u611f\u3058\u308b\u611f\u60c5\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3001\u5e83\u544a\u306e\u52b9\u679c\u3092\u9ad8\u3081\u307e\u3059\u3002<br><br>5. \u7c21\u6f54\u3055\u3068\u660e\u78ba\u3055:<br>&nbsp;&nbsp;&nbsp;&#8211; \u30e1\u30c3\u30bb\u30fc\u30b8\u3084\u30d3\u30b8\u30e5\u30a2\u30eb\u304c\u7c21\u6f54\u3067\u660e\u78ba\u3067\u3042\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u8907\u96d1\u306a\u5185\u5bb9\u3084\u904e\u5270\u306a\u60c5\u5831\u306f\u907f\u3051\u3001\u8996\u8074\u8005\u304c\u4e00\u76ee\u3067\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<br><br>6. \u30d6\u30e9\u30f3\u30c9\u306e\u4e00\u8cab\u6027:<br>&nbsp;&nbsp;&nbsp;&#8211; \u5e83\u544a\u304c\u30d6\u30e9\u30f3\u30c9\u306e\u4e00\u8cab\u6027\u3092\u4fdd\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30d6\u30e9\u30f3\u30c9\u306e\u30c8\u30fc\u30f3\u3001\u30b9\u30bf\u30a4\u30eb\u3001\u4fa1\u5024\u89b3\u304c\u5e83\u544a\u306b\u53cd\u6620\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3001\u8996\u8074\u8005\u306f\u30d6\u30e9\u30f3\u30c9\u306b\u5bfe\u3059\u308b\u4fe1\u983c\u611f\u3092\u6301\u3061\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br><br>7. \u884c\u52d5\u559a\u8d77\uff08Call to Action, CTA\uff09:<br>&nbsp;&nbsp;&nbsp;&#8211; \u5e83\u544a\u304c\u8996\u8074\u8005\u306b\u5bfe\u3057\u3066\u5177\u4f53\u7684\u306a\u884c\u52d5\u3092\u4fc3\u3059\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u8cfc\u5165\u3001\u554f\u3044\u5408\u308f\u305b\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3078\u306e\u8a2a\u554f\u306a\u3069\u3001\u5177\u4f53\u7684\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u660e\u78ba\u306b\u793a\u3059\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<br><br>8. \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6e2c\u5b9a\u3068\u6539\u5584:<br>&nbsp;&nbsp;&nbsp;&#8211; \u5e83\u544a\u306e\u52b9\u679c\u3092\u6e2c\u5b9a\u3057\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6539\u5584\u3092\u7d9a\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30af\u30ea\u30c3\u30af\u7387\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3001\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u306a\u3069\u306eKPI\u3092\u8a2d\u5b9a\u3057\u3001\u5b9a\u671f\u7684\u306b\u8a55\u4fa1\u30fb\u6539\u5584\u3092\u884c\u3044\u307e\u3059\u3002<br><br>\u3053\u308c\u3089\u306e\u8981\u70b9\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u679c\u7684\u306a\u5e83\u544a\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br><\/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\">\u7db2\u7f85\u6027\u306e\u3042\u308b\u56de\u7b54\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u306e\u8cea\u554f\u5fdc\u7b54<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300cPyTorch\u3067\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\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>DEFAULT_SYSTEM_PROMPT = \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"\ntext = \"Pytorch\u3067\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"\n\nmessages = &#091;\n    {\"role\": \"system\", \"content\": DEFAULT_SYSTEM_PROMPT},\n    {\"role\": \"user\", \"content\": text},\n]\n\ninput_ids = tokenizer.apply_chat_template(\n    messages,\n    add_generation_prompt=True,\n    return_tensors=\"pt\",\n).to(model.device)\n\noutput_ids = model.generate(\n    input_ids,\n    max_new_tokens=512,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n    streamer=streamer,\n)<\/code><\/pre>\n\n\n\n<p class=\"is-style-balloon_box\">PyTorch\u3067\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>PyTorch\u3067\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u306f\u3001\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30c1\u5358\u4f4d\u3067\u52b9\u7387\u7684\u306b\u8aad\u307f\u8fbc\u3080\u305f\u3081\u306e\u30af\u30e9\u30b9\u3067\u3001`torch.utils.data.DataLoader`\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u57fa\u672c\u7684\u306a\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u306e\u5b9f\u88c5\u624b\u9806\u3092\u793a\u3057\u307e\u3059\u3002\n\n1. \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099:\n   \u307e\u305a\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001`torch.utils.data.Dataset`\u30af\u30e9\u30b9\u3092\u7d99\u627f\u3057\u305f\u30ab\u30b9\u30bf\u30e0\u30af\u30e9\u30b9\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u3053\u306e\u30af\u30e9\u30b9\u306f\u3001`__len__`\u30e1\u30bd\u30c3\u30c9\u3068`__getitem__`\u30e1\u30bd\u30c3\u30c9\u3092\u5b9f\u88c5\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n   ```python\n   import torch\n\n   class MyDataset(torch.utils.data.Dataset):\n       def __init__(self, data, labels):\n           self.data = data\n           self.labels = labels\n\n       def __len__(self):\n           return len(self.data)\n\n       def __getitem__(self, idx):\n           sample = self.data&#091;idx]\n           label = self.labels&#091;idx]\n           return sample, label\n   ```\n\n2. \u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u306e\u6e96\u5099:\n   \u6b21\u306b\u3001\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u3092\u6e96\u5099\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u4f8b\u3068\u3057\u3066\u30e9\u30f3\u30c0\u30e0\u306a\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u3092\u751f\u6210\u3057\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5fdc\u3058\u3066\u9069\u5b9c\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n   ```python\n   import numpy as np\n\n   # \u30e9\u30f3\u30c0\u30e0\u306a\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u3092\u751f\u6210\n   data = np.random.randn(100, 3)  # 100\u30b5\u30f3\u30d7\u30eb\u30013\u6b21\u5143\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u30c7\u30fc\u30bf\n   labels = np.random.randint(0, 2, 100)  # 0\u307e\u305f\u306f1\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u30e9\u30d9\u30eb\n   ```\n\n3. \u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u306e\u4f5c\u6210:\n   \u6e96\u5099\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u306e\u5f15\u6570\uff08\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3001\u30b7\u30e3\u30c3\u30d5\u30eb\u3001\u30c7\u30d0\u30a4\u30b9\u306a\u3069\uff09\u3092\u6307\u5b9a\u3057\u3066\u3001`DataLoader`\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\n\n   ```python\n   batch_size = 16\n   shuffle = True\n   device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n\n   dataset = MyDataset(data, labels)\n   dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size, shuffle=shuffle, num_workers=2, pin_memory=True)\n   ```\n\n4. \u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u306e\u4f7f\u7528:\n   \u30c7\u30fc\u30bf\u30ed\u30fc\u30c0\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30d0\u30c3\u30c1\u3054\u3068\u306b\u53d6\u5f97\u3057\u3001\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3057\u307e\u3059\u3002\n\n   ```python\n   for batch_data, batch_labels in dataloader:\n       batch_data, batch_labels = batch_data<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_good\">\u30c8\u30fc\u30af\u30f3\u6570\u306e\u4e0a\u9650\u3067\u9014\u4e2d\u307e\u3067\u306e\u751f\u6210\u306b\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u8cea\u554f\u306b\u5bfe\u3057\u3066\u9069\u5207\u306a\u56de\u7b54\u304c\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n\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>CyberAgentLM3\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u958b\u767a\u3057\u305f225\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u65e5\u672c\u8a9e\u306b\u7279\u5316\u3057\u305fLLM\u3067\u3059\u3002 \u65e5\u672c\u8a9e\u306eLLM\u306b\u304a\u3044\u3066\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u6027\u80fd\u3092\u6301\u3061\u3001\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001CyberAgentLM3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9245,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-7768","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\/7768","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=7768"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/7768\/revisions"}],"predecessor-version":[{"id":11296,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/7768\/revisions\/11296"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/9245"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=7768"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=7768"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=7768"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}