{"id":9292,"date":"2024-09-06T19:03:21","date_gmt":"2024-09-06T10:03:21","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=9292"},"modified":"2024-10-19T18:25:09","modified_gmt":"2024-10-19T09:25:09","slug":"llama31toha","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/llama31toha.html","title":{"rendered":"4050\u5104\u306e\u6700\u5f37LLM\u300cLlama 3.1\u300d\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u30fb\u6027\u80fd\u30fb\u5546\u7528\u5229\u7528\u3092\u89e3\u8aac\uff01"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">Llama 3.1\u306f\u3001Meta\u793e\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u306eLLM\u3067\u30014050\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>Llama 3.1\u306f\u3001GPT-4o\u3084Claude 3.5 Sonnet\u306b\u5339\u6575\u3059\u308b\u6027\u80fd\u3092\u6301\u3064\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Llama 3.1\u306e\u6027\u80fd\u304b\u3089\u5546\u7528\u5229\u7528\u3001\u4f7f\u3044\u65b9\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Llama 3.1\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\/07\/galaxycolorful_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6943\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/galaxycolorful_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/07\/galaxycolorful_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u306f\u3001Meta\u793e\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u306eLLM\u3067\u30014050\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>Llama 3.1\u306f\u3001GPT-4o\u3084Claude 3.5 Sonnet\u306b\u5339\u6575\u3059\u308b\u6027\u80fd\u3092\u6301\u3064\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001Meta\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u57fa\u3065\u3044\u3066\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u3001\u5546\u7528\u5229\u7528\u3082\u8a31\u53ef\u3055\u308c\u3066\u3044\u307e\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>Llama 3.1\u306f\u3001Meta\u793e\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u306eLLM\u3067\u30014050\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064<\/li>\n\n\n\n<li>GPT-4o\u3084Claude 3.5 Sonnet\u3068\u540c\u7b49\u4ee5\u4e0a\u306e\u6027\u80fd<\/li>\n\n\n\n<li>Meta\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u57fa\u3065\u3044\u3066\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u3001\u5546\u7528\u5229\u7528\u3082\u8a31\u53ef<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">Llama 3.1\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\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\/09\/llama31fiietune-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\/llama31finetune.html\">Llama3.1\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff01Unsloth\u3067GPU\u30e1\u30e2\u30ea\u524a\u6e1b\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Unsloth\u3092\u4f7f\u3063\u305fLlama3.1\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 Unsloth\u3068QLoRA\u306b\u3088\u308aGPU\u30e1\u30e2\u30ea\u306e\u4f7f\u7528\u91cf\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3066\u3001\u9ad8\u901f\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc&#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=\"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\">Llama 3.1\u306e\u30e2\u30c7\u30eb\uff088B\u300170B\u3001405B\uff09<\/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\/savana_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9036\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/savana_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/savana_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>Llama 3.1\u306e\u30e2\u30c7\u30eb\u306b\u306f\u3001<span class=\"swl-format-2\">80\u5104\u3068700\u5104\u30014050\u5104\u306e\uff13\u3064\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/span>\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u306b<span class=\"swl-format-2\">\u300c\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u300d<\/span>\u3068\u4eba\u9593\u306e\u6307\u793a\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u3059\u308b\u305f\u3081\u306e<span class=\"swl-format-2\">\u300c\u6307\u793a\u5b66\u7fd2\u30e2\u30c7\u30eb\u300d<\/span>\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table min_width30_ is-style-regular\"><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<\/th><th>\u30bf\u30a4\u30d7<\/th><th>\u91cf\u5b50\u5316<\/th><\/tr><\/thead><tbody><tr><td>meta-llama\/Meta-Llama-3.1-8B<\/td><td>80\u5104<\/td><td>\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-8B-Instruct<\/td><td>80\u5104<\/td><td>\u6307\u793a\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-70B<\/td><td>700\u5104<\/td><td>\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-70B-Instruct<\/td><td>700\u5104<\/td><td>\u6307\u793a\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-405B<\/td><td>4050\u5104<\/td><td>\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-405B-Instruct<\/td><td>4050\u5104<\/td><td>\u6307\u793a\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>\u306a\u3057<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-405B-FP8<\/td><td>4050\u5104<\/td><td>\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>FP8\u91cf\u5b50\u5316<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-405B-Instruct-FP8<\/td><td>4050\u5104<\/td><td>\u6307\u793a\u5b66\u7fd2\u30e2\u30c7\u30eb<\/td><td>FP8\u91cf\u5b50\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"is-style-big_icon_point\">Llama 3.1 405B\u306e\u307fFP8\u306e\u30c7\u30fc\u30bf\u578b\u306b\u91cf\u5b50\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Llama 3.1\u306b\u5fc5\u8981\u306aGPU\u30e1\u30e2\u30ea\uff08VRAM\uff09<\/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\/gpu_midashi-4.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9022\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gpu_midashi-4.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gpu_midashi-4-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u306e\u63a8\u8ad6\u306b\u304a\u3051\u308bGPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\u8981\u4ef6\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3084\u4f7f\u7528\u3059\u308b\u6570\u5024\u8868\u73fe\uff08FP16\u3001FP8\u3001INT4\uff09\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u63a8\u8ad6\u306e\u5834\u5408<\/p>\n\n\n\n<figure class=\"wp-block-table min_width30_ is-style-regular\"><table><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba<\/th><th>FP16<\/th><th>FP8<\/th><th>INT4<\/th><\/tr><\/thead><tbody><tr><td>8B<\/td><td>16GB<\/td><td>8GB<\/td><td>4GB<\/td><\/tr><tr><td>70B<\/td><td>140GB<\/td><td>70GB<\/td><td>35GB<\/td><\/tr><tr><td>405B<\/td><td>810GB<\/td><td>405GB<\/td><td>203GB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u306e\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u5834\u5408\u306f\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e\u3067GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\u306e\u8981\u4ef6\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/span>\u6570\u5024\u8868\u73fe\u306fHuggingFace\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001BF16\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u5b66\u7fd2\u306e\u5834\u5408<\/p>\n\n\n\n<figure class=\"wp-block-table min_width30_ is-style-regular\"><table><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba<\/th><th>\u30d5\u30eb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><th>LoRA<\/th><th>Q-LoRA<\/th><\/tr><\/thead><tbody><tr><td>8B<\/td><td>60GB<\/td><td>16GB<\/td><td>6GB<\/td><\/tr><tr><td>70B<\/td><td>500GB<\/td><td>160GB<\/td><td>48GB<\/td><\/tr><tr><td>405B<\/td><td>3.25TB<\/td><td>950GB<\/td><td>250GB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<a href=\"https:\/\/huggingface.co\/blog\/llama31\" class=\"c-blogLink -external\" data-style=\"text\" target=\"_blank\" rel=\"noopener noreferrer\">\n\t\t\t\t<!-- <i class=\"c-blogLink__icon icon-link\" role=\"presentation\"><\/i> -->\n\t\t\t\t<span class=\"c-blogLink__icon\">\n\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"swl-svg-externalLink __svg\" width=\"1em\" height=\"1em\" viewBox=\"0 0 48 48\" role=\"img\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M44 2H30c-1.1 0-2 .9-2 2s.9 2 2 2h9.2L24 21.2c-.8.8-.8 2 0 2.8s2 .8 2.8 0L42 8.8V18c0 1.1.9 2 2 2s2-.9 2-2V4c0-1.1-.9-2-2-2z\" \/><path d=\"M41 27c-1.1 0-2 .9-2 2v10c0 1.1-.9 2-2 2H9c-1.1 0-2-.9-2-2V11c0-1.1.9-2 2-2h10c1.1 0 2-.9 2-2s-.9-2-2-2H9c-3.3 0-6 2.7-6 6v28c0 3.3 2.7 6 6 6h28c3.3 0 6-2.7 6-6V29c0-1.1-.9-2-2-2z\" \/><\/svg>\t\t\t\t<\/span>\n\t\t\t\t<span class=\"c-blogLink__text\">Llama 3.1 &#8211; 405B, 70B &amp; 8B with multilinguality and long context<\/span>\n\t\t\t<\/a>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\">Llama 3.1\u306e\u6027\u80fd<\/h2>\n\n\n\n<p>Llama\uff13.1\u306e\u6027\u80fd\u306b\u3064\u3044\u3066\u3001<span class=\"swl-format-2\">\u300c\u4e3b\u8981\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u300d\u3068\u300c\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1\u300d<\/span>\u306e\u6307\u6a19\u3092\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\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\/kujira_midashi.jpg\" alt=\"\" class=\"wp-image-9113\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kujira_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kujira_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u8981\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1 405B<\/span>\u306f\u3001GPT-4o\u3068Claude 3.5 Sonnet\u3068\u540c\u7b49\u306e\u30b9\u30b3\u30a2\u3092\u8a18\u9332\u3057\u3001\u4e00\u90e8\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u30cf\u30a4\u30b9\u30b3\u30a2\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"554\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha.jpg\" alt=\"\u30d9\u30f3\u30c1\u30de\u30fc\u30af\" class=\"wp-image-9300\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-300x208.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-768x532.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/ai.meta.com\/blog\/meta-llama-3-1\/\uff09<\/figcaption><\/figure>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u7a2e\u76ee<\/span><\/div><div class=\"cap_box_content\">\n<p>\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u7a2e\u76ee\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>General\uff1a\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u7406\u89e3<\/p>\n\n\n\n<p>Code\uff1a\u30b3\u30fc\u30c9\u751f\u6210<\/p>\n\n\n\n<p>Math\uff1a\u6570\u5b66\u7684\u63a8\u8ad6<\/p>\n\n\n\n<p>Reasoning\uff1a\u63a8\u8ad6<\/p>\n\n\n\n<p>Tool use\uff1a\u30c4\u30fc\u30eb\u5229\u7528<\/p>\n\n\n\n<p>Long context\uff1a\u9577\u6587\u51e6\u7406<\/p>\n\n\n\n<p>Multilingual\uff1a\u591a\u8a00\u8a9e\u5bfe\u5fdc<\/p>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1 8B<\/span>\u306f\u3001\u4e3b\u8981\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3001Gemma2\u3068Mistral 7B\u3088\u308a\u9ad8\u3044\u30b9\u30b3\u30a2\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1 70B<\/span>\u306f\u3001Mistral 8x22B\u3068GPT3.5Turbo\u3092\u4e0a\u56de\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"554\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-2.jpg\" alt=\"\u30d9\u30f3\u30c1\u30de\u30fc\u30af\" class=\"wp-image-9302\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-2.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-2-300x208.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-2-768x532.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/ai.meta.com\/blog\/meta-llama-3-1\/\uff09<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1<\/h3>\n\n\n\n<p>Llama 3.1\u306f\u6a19\u6e96\u7684\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u307b\u304b\u3001<span class=\"swl-format-2\">\u5b9f\u969b\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u60f3\u5b9a\u3057\u305f\u4eba\u9593\u306b\u3088\u308b\u6709\u7528\u6027\u306e\u8a55\u4fa1\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u4ed6\u306e\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54\u3068\u6bd4\u8f03\u3057\u3066\u300c\u3069\u3061\u3089\u306e\u7b54\u3048\u306e\u65b9\u304c\u512a\u308c\u3066\u3044\u305f\u304b\u300d\u3092\u4eba\u9593\u304c\u8a55\u4fa1\u3057\u305f\u7d50\u679c\u306f\u4e0b\u56f3\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u56f3\u304b\u3089GPT-4o\u3084Claude 3.5 Sonnet\u3068\u540c\u7b49\u306e\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"425\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-3.jpg\" alt=\"\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1\" class=\"wp-image-9301\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-3.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-3-300x159.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-3-768x408.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/ai.meta.com\/blog\/meta-llama-3-1\/\uff09<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Llama 3.1\u306e\u65e5\u672c\u8a9e\u80fd\u529b\u306f\uff1f<\/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\/desertnight_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-6391\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/desertnight_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/desertnight_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u306e\u30b5\u30dd\u30fc\u30c8\u3059\u308b8\u8a00\u8a9e\u306b\u65e5\u672c\u8a9e\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304b\u3089\u3001\u65e5\u672c\u8a9e\u306e\u5b66\u7fd2\u7387\u306f\u9ad8\u304f\u306a\u3044\u3053\u3068\u304c\u63a8\u6e2c\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Llama 3.1\u3092\u4f7f\u3063\u3066\u65e5\u672c\u8a9e\u751f\u6210\u306e\u30c6\u30b9\u30c8\u3092\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">Llama 3.1\u306b\u65e5\u672c\u8a9e\u3092\u8ffd\u52a0\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u306f\u5225\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\/08\/cyberllama31-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\/cyberagentllama31.html\">\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u65e5\u672c\u8a9eLLM\u300ccyberagent\/Llama-3.1-70B\u300d<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">cyberagent\/Llama-3.1-70B\u306f\u3001\u30b5\u30a4\u30d0\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u516c\u958b\u3057\u305f\u65e5\u672c\u8a9e\u306b\u5f37\u3044LLM\u3067\u3059\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u306fMeta\u304c\u958b\u767a\u3057\u305f\u300cLlama 3.1 70B\u300d\u3092\u30d9\u30fc\u30b9\u306b\u3001\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u5b66\u7fd2&#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\">Llama 3.1\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\/08\/shande_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9140\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/shande_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/shande_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u306f\u300cMETA LLAMA 3.1 COMMUNITY LICENSE\u300d\u306b\u3082\u3068\u3065\u3044\u3066\u3001\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u3001\u5546\u7528\u5229\u7528\u3082\u53ef\u80fd\u3067\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>META LLAMA 3.1 COMMUNITY LICENSE\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\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\u518d\u914d\u5e03\u6642\u306b\u3001\u8457\u4f5c\u6a29\u306e\u8868\u793a\u3084\u5951\u7d04\u66f8\u30b3\u30d4\u30fc\u306e\u63d0\u4f9b\u306a\u3069\u304c\u5fc5\u8981\u306b\u306a\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<p class=\"is-style-icon_info\">\u5546\u7528\u5229\u7528\u306f\u3001\u300c\u6708\u9593\u30a2\u30af\u30c6\u30a3\u30d6\u30e6\u30fc\u30b6\u30fc\u304c7\u5104\u4eba\u4ee5\u4e0b\u3067\u3042\u308c\u3070\u7121\u511f\u3067\u5229\u7528\u3067\u304d\u308b\u300d\u6761\u4ef6\u3064\u304d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u8a73\u7d30\u306f<a href=\"https:\/\/llama.meta.com\/llama3\/license\/\">\u300c<\/a><a href=\"https:\/\/llama.meta.com\/llama3_1\/license\/\">META LLAMA 3.1 COMMUNITY LICENSE<\/a><a href=\"https:\/\/llama.meta.com\/llama3\/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\">Llama 3.1\u306e\u30e2\u30c7\u30eb\u7533\u8acb<\/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\/insea_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9072\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/insea_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/insea_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u306e\u30e2\u30c7\u30eb\u306e\u5229\u7528\u7533\u8acb\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>HuggingFace\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u3001Llama 3.1\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/huggingface.co\/meta-llama\/Meta-Llama-3.1-8B-Instruct\n<\/div><\/figure>\n\n\n\n<p>Llama 3.1\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u3067\u3001<span class=\"swl-format-2\">\u300cExpand to review and access\u300d\u30dc\u30bf\u30f3<\/span>\u3092\u62bc\u3057\u3066\u5c55\u958b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"465\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-4.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-9313\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-4.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-4-300x174.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-4-768x446.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/huggingface.co\/meta-llama\/Meta-Llama-3.1-8B-Instruct\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u30da\u30fc\u30b8\u306e\u4e0b\u306e\u307b\u3046\u306b\u9032\u3080\u3068\u5165\u529b\u30d5\u30a9\u30fc\u30e0\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u300d\u3092\u5165\u529b\u3057\u3001\u300c\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u9805\u306e\u540c\u610f\u6587\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u3001\u300cSubmit\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"441\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-5.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-9314\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-5.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-5-300x165.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-5-768x423.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/huggingface.co\/meta-llama\/Meta-Llama-3.1-8B-Instruct\uff09<\/figcaption><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u300cAccess granted\u300d\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u3067\u627f\u8a8d\u901a\u77e5\u30e1\u30fc\u30eb\u304c\u5c4a\u3044\u305f\u3089\u3001\u30e2\u30c7\u30eb\u306e\u5229\u7528\u627f\u8a8d\u304c\u5b8c\u4e86\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"428\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-6.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-9315\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-6.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-6-300x161.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-6-768x411.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u5229\u7528\u627f\u8a8d\u304c\u5f97\u3089\u308c\u305f\u3089\u3001HuggingFace\u306eLlama 3.1\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u306b\u300cGranted model\u300d\u3068\u8868\u793a\u304c\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"297\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-7.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-9316\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-7.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-7-300x111.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-7-768x285.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/huggingface.co\/meta-llama\/Meta-Llama-3.1-8B-Instruct\uff09<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Llama 3.1\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\/zonsen_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9103\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/zonsen_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/zonsen_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u3053\u304b\u3089Llama 3.1\u3092\u4f7f\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\uff08\u63a8\u8ad6\uff09\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p class=\"is-style-balloon_box\">Ollama\u3092\u4f7f\u3063\u3066ChatGPT\u306e\u3088\u3046\u306a\u753b\u9762\u3067\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3092\u3059\u308b\u65b9\u6cd5\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\/ollamainference-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\/ollamainference.html\">\u3010Ollama-OpenWebUI\u3011\u30ed\u30fc\u30ab\u30ebLLM\u3092ChatGPT\u98a8\u306b\u4f7f\u3046!<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Ollama-OpenWebUI\u306f\u3001ChatGPT\u306e\u3088\u3046\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u30ed\u30fc\u30ab\u30ebLLM\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002 Ollama\u3092\u4f7f\u3048\u3070\u3001DeepSeek-R1\u3084Llama\u306a\u3069\u306e\u4eba\u6c17LLM\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u52d5&#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\u3066Llama 3.1\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\uff1a4.44.0<\/li>\n\n\n\n<li>accelerate<\/li>\n\n\n\n<li>bitsandbytes<\/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 llama31_inference\ncd llama31_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==4.44.0 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  llama31_iference:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: llama31_inference\n    runtime: nvidia\n    container_name: llama31_inference\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/llama31_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\">Llama 3.1\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\u3067Llama 3.1\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 transformers<br>import torch<br>from torch import cuda,bfloat16<\/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\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>Llama 3.1\u306e\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>token = \"******************************\"\n\nmodel_id = \"meta-llama\/Meta-Llama-3.1-8B-Instruct\"\n\npipeline = transformers.pipeline(\n    \"text-generation\",\n    model=model_id,\n    token=token,\n    model_kwargs={\"torch_dtype\": torch.bfloat16},\n    device_map=\"auto\",\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\">token = &#8220;******************************&#8221;<\/span><\/p>\n\n\n\n<p>Hugging Face\u306e\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u5b9a\u7fa9\u3002******\u306b\u5b9f\u969b\u306e\u30c8\u30fc\u30af\u30f3\u5024\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">model_id = &#8220;meta-llama\/Meta-Llama-3.1-8B-Instruct&#8221;<\/span><\/p>\n\n\n\n<p>Llama 3.1\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\">transformers.pipeline()<\/span><\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30bf\u30b9\u30af\u306e\u305f\u3081\u306eTransformer\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>model_kwargs={\"torch_dtype\": torch.bfloat16}<\/code>\u30c7\u30fc\u30bf\u578b\u3092BF16\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u91cf\u5b50\u5316\u3092\u884c\u3046\u5834\u5408\u306f\u5f15\u6570\u306b<code>\"quantization_config\": {\"load_in_4bit\": True}<\/code>\u3092\u52a0\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">Hugging Face\u306e\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u306e\u767a\u884c\u65b9\u6cd5\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\/huggingface-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\/huggingfacetoken.html\">Hugging Face\u306e\u4f7f\u3044\u65b9\uff01\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u4f5c\u6210\u304b\u3089\u30ed\u30b0\u30a4\u30f3\u307e\u3067<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Hugging Face\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4f5c\u308a\u65b9\u3084\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u306e\u30ed\u30b0\u30a4\u30f3\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002 Hugging Face\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u751f\u6210AI\u306b\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8&#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<p class=\"is-style-balloon_box\">\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\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba<\/th><th>FP16<\/th><th>FP8<\/th><th>INT4<\/th><\/tr><\/thead><tbody><tr><td>meta-llama\/Meta-Llama-3.1-8B-Instruct<\/td><td>16GB<\/td><td>8GB<\/td><td>4GB<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-70B-Instruct<\/td><td>140GB<\/td><td>70GB<\/td><td>35GB<\/td><\/tr><tr><td>meta-llama\/Meta-Llama-3.1-405B-Instruct<\/td><td>810GB<\/td><td>405GB<\/td><td>203GB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"is-style-icon_info\">FP8\u306f\u3001NVIDIA H100\u306a\u3069Hopper\u4e16\u4ee3\u306eGPU\u306e\u307f\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u578b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Llama 3.1\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\/pizza_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9090\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/pizza_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/pizza_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Llama 3.1\u3092\u4f7f\u3063\u3066\u3001\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54\u3001\u30b3\u30fc\u30c9\u751f\u6210\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(1)<\/h3>\n\n\n\n<p>\u300c<span class=\"swl-format-2\">\u30e9\u30de\u3068\u30a2\u30eb\u30d1\u30ab\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\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>messages = &#091;\n    {\"role\": \"system\", \"content\": \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\"},\n    {\"role\": \"user\", \"content\":\"\u30e9\u30de\u3068\u30a2\u30eb\u30d1\u30ab\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"},\n]\n\nprompt = pipeline.tokenizer.apply_chat_template(\n        messages, \n        tokenize=False, \n        add_generation_prompt=True\n)\n\nterminators = &#091;\n    pipeline.tokenizer.eos_token_id,\n    pipeline.tokenizer.convert_tokens_to_ids(\"&lt;|eot_id|&gt;\")\n]\n\noutputs = pipeline(\n    prompt,\n    max_new_tokens=512,\n    eos_token_id=terminators,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n)\nprint(outputs&#091;0]&#091;\"generated_text\"]&#091;len(prompt):])<\/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\">messages<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3078\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">pipeline.tokenizer.apply_chat_template<\/span><\/p>\n\n\n\n<p>Llama 3.1\u306e\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u9069\u7528\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">terminators<\/span><\/p>\n\n\n\n<p>\u751f\u6210\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u7d42\u4e86\u3092\u793a\u3059\u30c8\u30fc\u30af\u30f3\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u304c\u306a\u3044\u3068\u5ef6\u3005\u3068\u30c6\u30ad\u30b9\u30c8\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">pipeline<\/span><\/p>\n\n\n\n<p>Transformer\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u884c\u3057\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u51fa\u529b\u3059\u308b\u30c8\u30fc\u30af\u30f3\u6570\u3084\u751f\u6210\u78ba\u7387\u306a\u3069\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div><\/div>\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>\u30e9\u30de\u3068\u30a2\u30eb\u30d1\u30ab\u306e\u9055\u3044\u306b\u3064\u3044\u3066\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>\u30e9\u30de\u3068\u30a2\u30eb\u30d1\u30ab\u306f\u3001\u4e21\u65b9\u3068\u3082\u7f8a\u306e\u4ef2\u9593\u3067\u3042\u308b\u52d5\u7269\u3067\u3059\u3002\u4e21\u8005\u306f\u5357\u7c73\u306e\u30a2\u30f3\u30c7\u30b9\u5c71\u8108\u306b\u751f\u606f\u3059\u308b\u52d5\u7269\u3067\u3059\u304c\u3001\u5f62\u614b\u3084\u6027\u8cea\u3067\u306f\u5c11\u3057\u7570\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br><strong>\u30e9\u30de<\/strong><br>\u30e9\u30de\u306f\u3001\u5bb6\u755c\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u52d5\u7269\u3067\u3001\u4f53\u9ad8\u306f1.7m\u304b\u30891.8m\u3001\u4f53\u91cd\u306f200kg\u304b\u3089300kg\u7a0b\u5ea6\u3067\u3059\u3002\u6bdb\u8272\u306f\u9ed2\u3001\u767d\u3001\u8336\u8272\u3001\u8910\u8272\u306a\u3069\u3001\u591a\u69d8\u306a\u8272\u306e\u500b\u4f53\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u30e9\u30de\u306f\u3001\u5bb6\u755c\u3068\u3057\u3066\u8fb2\u696d\u3084\u4e57\u99ac\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30e9\u30de\u306f\u3001\u98df\u6599\u3084\u4e57\u99ac\u306b\u9069\u3057\u305f\u4f53\u683c\u3092\u6301\u3061\u3001\u304b\u3064\u3001\u6e29\u6696\u306a\u6c17\u5019\u3067\u3082\u751f\u606f\u3067\u304d\u308b\u305f\u3081\u3001\u30e9\u30de\u306f\u5bb6\u755c\u3068\u3057\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<br><strong>\u30a2\u30eb\u30d1\u30ab<\/strong><br>\u30a2\u30eb\u30d1\u30ab\u306f\u3001\u30e9\u30de\u3088\u308a\u3082\u5c0f\u578b\u306e\u52d5\u7269\u3067\u3001\u4f53\u9ad8\u306f1.2m\u304b\u30891.5m\u3001\u4f53\u91cd\u306f80kg\u304b\u3089120kg\u7a0b\u5ea6\u3067\u3059\u3002\u6bdb\u8272\u306f\u767d\u3001\u9ed2\u3001\u8336\u8272\u306a\u3069\u3001\u30e9\u30de\u3068\u540c\u69d8\u306b\u591a\u69d8\u306a\u8272\u306e\u500b\u4f53\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u30a2\u30eb\u30d1\u30ab\u306f\u3001\u9ad8\u5c71\u5730\u5e2f\u306b\u751f\u606f\u3059\u308b\u52d5\u7269\u3067\u3001\u5bd2\u51b7\u306a\u6c17\u5019\u306b\u9069\u5fdc\u3057\u305f\u4f53\u8cea\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u30a2\u30eb\u30d1\u30ab\u306f\u3001\u5bb6\u755c\u3068\u3057\u3066\u306f\u3042\u307e\u308a\u5229\u7528\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u89b3\u5149\u3084\u4fdd\u8b77\u306e\u5bfe\u8c61\u3068\u3057\u3066\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002<br><strong>\u4e3b\u306a\u9055\u3044<\/strong><br>\u30e9\u30de\u3068\u30a2\u30eb\u30d1\u30ab\u306e\u4e3b\u306a\u9055\u3044\u306f\u3001\u4f53\u683c\u3068\u751f\u606f\u5730\u3067\u3059\u3002\u30e9\u30de\u306f\u5bb6\u755c\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u5927\u578b\u306e\u52d5\u7269\u3067\u3001\u6e29\u6696\u306a\u6c17\u5019\u306b\u9069\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3001\u30a2\u30eb\u30d1\u30ab\u306f\u5c0f\u578b\u306e\u52d5\u7269\u3067\u3001\u5bd2\u51b7\u306a\u9ad8\u5c71\u5730\u5e2f\u306b\u751f\u606f\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\">\u82e5\u5e72\u65e5\u672c\u8a9e\u304c\u6c17\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3089\u3057\u3044\u56de\u7b54\u304c\u5f97\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/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\">\u300cCRM\uff08\u9867\u5ba2\u7ba1\u7406\uff09\u30b7\u30b9\u30c6\u30e0\u306eFAQ\u3092\u4f5c\u6210\u304a\u9858\u3044\u3057\u307e\u3059\u3002\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\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>messages = &#091;\n    {\"role\": \"system\", \"content\": \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\"},\n    {\"role\": \"user\", \"content\":\"CRM\uff08\u9867\u5ba2\u7ba1\u7406\uff09\u30b7\u30b9\u30c6\u30e0\u306eFAQ\u3092\u4f5c\u6210\u304a\u9858\u3044\u3057\u307e\u3059\u3002\"},\n]\n\nprompt = pipeline.tokenizer.apply_chat_template(\n        messages, \n        tokenize=False, \n        add_generation_prompt=True\n)\n\nterminators = &#091;\n    pipeline.tokenizer.eos_token_id,\n    pipeline.tokenizer.convert_tokens_to_ids(\"&lt;|eot_id|&gt;\")\n]\n\noutputs = pipeline(\n    prompt,\n    max_new_tokens=512,\n    eos_token_id=terminators,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n)\nprint(outputs&#091;0]&#091;\"generated_text\"]&#091;len(prompt):])<\/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>CRM\uff08\u9867\u5ba2\u7ba1\u7406\uff09\u30b7\u30b9\u30c6\u30e0\u306eFAQ\u3092\u4f5c\u6210\u304a\u9858\u3044\u3057\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<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>CRM\uff08\u9867\u5ba2\u7ba1\u7406\uff09\u30b7\u30b9\u30c6\u30e0\u306eFAQ\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<br><br>**Q1: CRM\u3068\u306f\u4f55\u3067\u3059\u304b?**<br>A1: CRM\uff08\u9867\u5ba2\u7ba1\u7406\uff09\u306f\u3001\u9867\u5ba2\u60c5\u5831\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002\u9867\u5ba2\u60c5\u5831\u3001\u8ca9\u58f2\u3001\u30b5\u30dd\u30fc\u30c8\u3001\u5e02\u5834\u5206\u6790\u306a\u3069\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<br><br>**Q2: CRM\u306e\u76ee\u7684\u306f\u4f55\u3067\u3059\u304b?**<br>A2: CRM\u306e\u4e3b\u306a\u76ee\u7684\u306f\u3001\u9867\u5ba2\u3068\u306e\u95a2\u4fc2\u3092\u5f37\u5316\u3057\u3001\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u3001\u9867\u5ba2\u306e\u8cfc\u5165\u5c65\u6b74\u3084\u8cfc\u5165\u4e88\u5b9a\u60c5\u5831\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br><br>**Q3: CRM\u306e\u6a5f\u80fd\u306f\u4f55\u3067\u3059\u304b?**<br>A3: CRM\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<br>&nbsp;&#8211; \u9867\u5ba2\u60c5\u5831\u306e\u7ba1\u7406<br>&nbsp;&#8211; \u58f2\u4e0a\u7ba1\u7406<br>&nbsp;&#8211; \u30b5\u30dd\u30fc\u30c8\u7ba1\u7406<br>&nbsp;&#8211; \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u7ba1\u7406<br>&nbsp;&#8211; \u5206\u6790\u3068\u30ec\u30dd\u30fc\u30c8<br><br>**Q4: CRM\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b?**<br>A4: CRM\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<br>&nbsp;&#8211; \u9867\u5ba2\u3068\u306e\u95a2\u4fc2\u3092\u5f37\u5316\u3059\u308b<br>&nbsp;&#8211; \u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u3001\u5bfe\u5fdc\u3059\u308b<br>&nbsp;&#8211; \u58f2\u4e0a\u306e\u5897\u52a0<br>&nbsp;&#8211; \u6642\u9593\u306e\u52b9\u7387\u5316<br>&nbsp;&#8211; \u7d44\u7e54\u306e\u7d71\u5408<br><br>**Q5: CRM\u3092\u5c0e\u5165\u3059\u308b\u65b9\u6cd5\u306f\u4f55\u3067\u3059\u304b?**<br>A5: CRM\u3092\u5c0e\u5165\u3059\u308b\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<br>&nbsp;&#8211; CRM\u306e\u9078\u629e<br>&nbsp;&#8211; \u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u5b9a<br>&nbsp;&#8211; \u30c7\u30fc\u30bf\u306e\u79fb\u884c<br>&nbsp;&#8211; \u30b9\u30bf\u30c3\u30d5\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<br>&nbsp;&#8211; \u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528<br><br>**Q6: CRM\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u3067\u3059\u304b?**<br>A6: CRM\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<br>&nbsp;&#8211; \u9867\u5ba2\u3068\u306e\u95a2\u4fc2\u3092\u5f37\u5316\u3059\u308b<br>&nbsp;&#8211; \u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u7406\u89e3\u3057\u3001\u5bfe\u5fdc\u3059\u308b<br>&nbsp;&#8211; \u6642\u9593\u306e\u52b9\u7387\u5316<br>&nbsp;&#8211; \u7d44\u7e54\u306e\u7d71\u5408<br>&nbsp;&#8211; \u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a<br><br>**Q7: CRM\u3092\u4f7f\u7528\u3059\u308b\u30b3\u30b9\u30c8\u306f\u4f55\u3067\u3059\u304b?**<br>A7: CRM\u3092\u4f7f\u7528\u3059\u308b\u30b3\u30b9\u30c8\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u8cfc\u5165\u8cbb\u3084\u6708\u3005\u306e\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u6599\u91d1\u306a\u3069\u306b\u5909\u308f\u308a\u307e\u3059\u3002<br><br>**Q8: CRM\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u3069\u3046\u3067\u3059\u304b?**<br>A8: CRM\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306b<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\">\u5f97\u610f\u3067\u306f\u306a\u3044\u65e5\u672c\u8a9e\u3067\u3082\u3001\u305d\u308c\u3089\u3057\u3044\u56de\u7b54\u304c\u5f97\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u751f\u6210<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300cPytorch\u306e\u640d\u5931\u95a2\u6570\u30923\u3064\u6319\u3052\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u4f7f\u3044\u65b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u8cea\u554f\u3092\u6295\u3052\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>messages = &#091;\n    {\"role\": \"system\", \"content\": \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\"},\n    {\"role\": \"user\", \"content\":\"Pytorch\u306e\u640d\u5931\u95a2\u6570\u30923\u3064\u6319\u3052\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u4f7f\u3044\u65b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"},\n]\n\nprompt = pipeline.tokenizer.apply_chat_template(\n        messages, \n        tokenize=False, \n        add_generation_prompt=True\n)\n\nterminators = &#091;\n    pipeline.tokenizer.eos_token_id,\n    pipeline.tokenizer.convert_tokens_to_ids(\"&lt;|eot_id|&gt;\")\n]\n\noutputs = pipeline(\n    prompt,\n    max_new_tokens=512,\n    eos_token_id=terminators,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n)\nprint(outputs&#091;0]&#091;\"generated_text\"]&#091;len(prompt):])<\/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>Pytorch\u306e\u640d\u5931\u95a2\u6570\u30923\u3064\u6319\u3052\u3066\u3001\u305d\u308c\u305e\u308c\u306e\u4f7f\u3044\u65b9\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\n<p class=\"is-style-balloon_box\">\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>PyTorch\u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u640d\u5931\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4ee5\u4e0b\u306f3\u3064\u306e\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\n\n### 1. \u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee (MSE: Mean Squared Error)\n\n\u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\u306f\u30012\u3064\u306e\u30d9\u30af\u30c8\u30eb\u306e\u5dee\u306e\u4e8c\u4e57\u306e\u5e73\u5747\u3092\u53d6\u308b\u3053\u3068\u3067\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002MSE\u306f\u56de\u5e30\u554f\u984c\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\n\n```python\nimport torch\nimport torch.nn as nn\n\n# \u640d\u5931\u95a2\u6570\u306e\u5b9a\u7fa9\ncriterion = nn.MSELoss()\n\n# \u640d\u5931\u8a08\u7b97\noutput = torch.randn(1, 5)  # \u51fa\u529b\ntarget = torch.randn(1, 5)  # \u76ee\u6a19\nloss = criterion(output, target)\nprint(loss)\n```\n\n### 2. \u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u8aa4\u5dee (Cross Entropy Loss)\n\n\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u8aa4\u5dee\u306f\u3001\u30af\u30e9\u30b9\u30e9\u30d9\u30eb\u5206\u985e\u554f\u984c\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002PyTorch\u3067\u306f\u3001`nn.CrossEntropyLoss()`\u95a2\u6570\u3092\u4f7f\u3063\u3066\u4ea4\u5dee\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u8aa4\u5dee\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002\n\n```python\nimport torch\nimport torch.nn as nn\n\n# \u640d\u5931\u95a2\u6570\u306e\u5b9a\u7fa9\ncriterion = nn.CrossEntropyLoss()\n\n# \u640d\u5931\u8a08\u7b97\noutput = torch.randn(1, 5)  # \u51fa\u529b\ntarget = torch.tensor(&#091;1])  # \u76ee\u6a19\nloss = criterion(output, target)\nprint(loss)\n```\n\n### 3. \u4e8c\u4e57\u8aa4\u5dee (L1 Loss: Mean Absolute Error)\n\n\u4e8c\u4e57\u8aa4\u5dee\u306f\u30012\u3064\u306e\u30d9\u30af\u30c8\u30eb\u306e\u5dee\u306e\u7d76\u5bfe\u5024\u306e\u5e73\u5747\u3092\u53d6\u308b\u3053\u3068\u3067\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002L1\u640d\u5931\u306f\u56de\u5e30\u554f\u984c\u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\n\n```python\nimport torch\nimport torch.nn as nn\n\n# \u640d\u5931\u95a2\u6570\u306e\u5b9a\u7fa9\ncriterion = nn.L1Loss()\n\n# \u640d\u5931\u8a08\u7b97\noutput = torch.randn(1, 5)  # \u51fa\u529b\ntarget = torch.randn(1, 5)  # \u76ee\u6a19\nloss = criterion(output, target)\nprint(loss)\n```\n\n\u3053\u308c\u3089\u306e\u640d\u5931\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u307e\u305aPyTorch\u306e`nn`\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001\u6307\u5b9a\u3057\u305f\u640d\u5931\u95a2\u6570\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6b21\u306b\u3001\u6307\u5b9a\u3055\u308c\u305f\u5165\u529b\u3068\u76ee\u6a19\u306e\u5024\u3092\u6307\u5b9a\u3057\u3066\u3001\u640d\u5931\u95a2\u6570\u306e`forward`\u30e1\u30bd\u30c3\u30c9\u3092<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_good\">\u6b63\u3057\u3044\u5185\u5bb9\u3067\u751f\u6210\u3055\u308c\u307e\u3057\u305f\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=\"1462\" height=\"508\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-10134\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg 1462w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-300x104.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-1024x356.jpg 1024w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-768x267.jpg 768w\" sizes=\"(max-width: 1462px) 100vw, 1462px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u9ad8\u6027\u80fdGPU\u300cNVIDIA H200\u300d\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>NVIDIA H200\u306f\u3001\u751f\u6210AI\u30fbLLM\u306e\u8a08\u7b97\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u3067\u4f7f\u3048\u308b\u305f\u3081\u3001\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_boxb&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_boxb&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>Llama 3.1\u306f\u3001Meta\u793e\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u306eLLM\u3067\u30014050\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002 Llama 3.1\u306f\u3001GPT-4o\u3084Claude 3.5 Sonnet\u306b\u5339\u6575\u3059\u308b\u6027\u80fd\u3092\u6301\u3064\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9343,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-9292","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\/9292","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=9292"}],"version-history":[{"count":2,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/9292\/revisions"}],"predecessor-version":[{"id":12869,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/9292\/revisions\/12869"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/9343"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=9292"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=9292"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=9292"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}