{"id":10341,"date":"2024-09-18T12:32:39","date_gmt":"2024-09-18T03:32:39","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=10341"},"modified":"2024-09-23T14:14:23","modified_gmt":"2024-09-23T05:14:23","slug":"llama31finetune","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/llama31finetune.html","title":{"rendered":"Llama3.1\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff01Unsloth\u3067GPU\u30e1\u30e2\u30ea\u524a\u6e1b\uff01"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">\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<\/span><\/p>\n\n\n\n<p>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\u30cb\u30f3\u30b0\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\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>Llama3.1\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>Llama3.1\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3057\u3066\u3001\u672a\u5bfe\u5fdc\u306e\u30bf\u30b9\u30af\u306b\u9069\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/li>\n\n\n\n<li>Unsloth\u3068QLoRA\u306b\u3088\u308aGPU\u30e1\u30e2\u30ea\u3092\u524a\u6e1b\u3057\u3066\u3001\u9ad8\u901f\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3059\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Unsloth\u3067Llama3.1\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08QLoRA\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\/kuma4_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9980\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma4_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma4_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Unsloth\u3068\u306f<\/h3>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Unsloth\u3092\u4f7f\u3063\u3066\u3001Llama3.1\u306e\u30e2\u30c7\u30eb\u306bQLoRA\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Unsloth\u306f\u3001GPU\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\u30cb\u30f3\u30b0\u304c\u3067\u304d\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>Hugging Face\u306eSFTTrainer\u3068\u3082\u4e92\u63db\u6027\u304c\u3042\u308a\u3001\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5b9f\u88c5\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>\u7528\u8a9e\u306e\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">QLoRA<\/span><br>QLoRA\u306f\u3001LoRA\u3068\u91cf\u5b50\u5316\uff08Quantization\uff09\u306e\uff12\u3064\u306e\u8981\u7d20\u3092\u3082\u3064\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p>LoRA\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f4e\u30e9\u30f3\u30af\u884c\u5217\u3067\u8fd1\u4f3c\u3059\u308b\u3053\u3068\u3067\u3001\u66f4\u65b0\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3057\u8a08\u7b97\u91cf\u3092\u524a\u6e1b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u91cf\u5b50\u5316\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u4e0b\u3052\u308b\u4ee3\u308f\u308a\u306b\u3001GPU\u30e1\u30e2\u30ea\u3092\u5927\u5e45\u306b\u7bc0\u7d04\u3059\u308b\u6280\u8853\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">Llama3.1\u306e\u4f7f\u3044\u65b9\u3084\u6027\u80fd\u30fb\u5546\u7528\u5229\u7528\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\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\/llama31toha-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\/llama31toha.html\">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<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">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&#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\">\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u306fHugging Face\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300cfujiki\/llm-japanese-dataset_wikinews\u300d\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u30bf\u30a4\u30c8\u30eb\u3092\u3064\u3051\u308b\u30bf\u30b9\u30af\u7528\u306e\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30014,000\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -external\" data-type=\"type3\" 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:\/\/cdn-thumbnails.huggingface.co\/social-thumbnails\/datasets\/fn-aka-mur\/llm-japanese-dataset_wikinews.png\" 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:\/\/huggingface.co\/datasets\/fujiki\/llm-japanese-dataset_wikinews\" target=\"_blank\" rel=\"noopener noreferrer\">fn-aka-mur\/llm-japanese-dataset_wikinews \u00b7 Datasets at Hugging Face<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">We\u2019re on a journey to advance and democratize artificial intelligence through open source and open science.<\/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=\"4540\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">50\uff05\u5b89\u3044\u696d\u754c\u6700\u5b89\u7d1aGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">AWS\u3068\u6bd4\u3079\u306650%\u4ee5\u4e0a\u5b89\u3044\u6599\u91d1\u3067\u3001\u9ad8\u901fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002\r\n\u9762\u5012\u306a\u8a2d\u5b9a\u306f\u4e0d\u8981\u3001\u308f\u305a\u304b3\u5206\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7acb\u3061\u4e0a\u3052\u304c\u53ef\u80fd\u3067\u3059\u3002\r\n\u30bf\u30b9\u30af\u306b\u5fdc\u3058\u3066\u6700\u9069\u306aGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8b\u524d\u6e96\u5099<\/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\/train14_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9754\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/train14_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/train14_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u5fc5\u8981\u306a\u30b9\u30da\u30c3\u30af\u30fb\u5b9f\u884c\u74b0\u5883<\/h3>\n\n\n\n<p>Llama3.1\u306eQLoRA\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u5927\u5bb9\u91cf\u306eGPU\u30e1\u30e2\u30ea\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span class=\"swl-format-2\">GPU\u30e1\u30e2\u30ea80GB\u3092\u642d\u8f09\u3057\u305fNVIDIA A100 80GB\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5b9f\u884c\u74b0\u5883\u306e\u8a73\u7d30\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\uff1aUbuntu22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u3001\u5fc5\u8981\u306aGPU\u30e1\u30e2\u30ea\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Llama3.1 70B\u306e\u30e2\u30c7\u30eb\u306bQLoRA\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3059\u308b\u305f\u3081\u3001HuggingFace\u306e\u8a18\u4e8b\u306b\u3088\u308b\u3068<span class=\"swl-format-2\">48GB\u7a0b\u5ea6\u306eGPU\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u3068\u3055\u308c\u307e\u3059\u3002\uff08\u3053\u306e\u8a18\u4e8b\u3067\u306e\u5b9f\u6e2c\u3067\u306f66GB\u7a0b\u5ea6\u306eGPU\u30e1\u30e2\u30ea\u3092\u6d88\u8cbb\u3057\u3066\u3044\u307e\u3057\u305f\u3002\uff09<\/span><\/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<h3 class=\"wp-block-heading\">Llama3.1\u306e\u30e2\u30c7\u30eb\u5229\u7528\u7533\u8acb<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Llama3.1\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u306b\u3042\u305f\u3063\u3066\u3001\u5229\u7528\u7533\u8acb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u5229\u7528\u7533\u8acb\u306e\u65b9\u6cd5\u3092\u7d39\u4ecb\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\/llama31toha-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\/llama31toha.html\">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<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">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&#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\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/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\/solar_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9058\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/solar_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/solar_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066Llama3.1\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/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>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\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_unsloth\ncd llama31_unsloth\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>\u6b21\u306e\u8a18\u8ff0\u3092\u30b3\u30d4\u30fc\u3057\u3066Dockerfile\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># \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,HuggingFaceHub,WandB\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter \\\n    jupyterlab \\\n    huggingface_hub&#091;cli] \\\n    wandb\n\n# PyTorch,Triton\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install torch==2.2.0 torchvision==0.17.0 torchaudio==2.2.0 triton --index-url https:\/\/download.pytorch.org\/whl\/cu121\n\n# Wheel\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install wheel\n\n#Unsloth\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \nRUN \/app\/.venv\/bin\/pip install \"unsloth&#091;cu121-ampere-torch220] @ git+https:\/\/github.com\/unslothai\/unsloth.git\"\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\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04<\/span><\/p>\n\n\n\n<p>CUDA12.1\u306e\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<p><span class=\"swl-format-2\">RUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install torch==2.2.0 torchvision==0.17.0 torchaudio==2.2.0 triton &#8211;index-url https:\/\/download.pytorch.org\/whl\/cu121<\/span><\/p>\n\n\n\n<p>PyTorch\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002PyTorch\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306fCUDA12.1\u306b\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install &#8220;unsloth[cu121-ampere-torch220] @ git+https:\/\/github.com\/unslothai\/unsloth.git&#8221;<\/span><\/p>\n\n\n\n<p>unsloth\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001CUDA12.1\u3068PyTorch2.2.0\u306b\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">Unsloth\u306b\u306f\u3001\u7d30\u304b\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u8a73\u7d30\u306fGithub\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -external\" data-type=\"type3\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">GitHub<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/opengraph.githubassets.com\/0ad0e90f1290620e5e9a8393a2aef3bf15abe59a2c7d355bb82ce0bc0119e672\/unslothai\/unsloth\" 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:\/\/github.com\/unslothai\/unsloth?tab=readme-ov-file#pip-installation\" target=\"_blank\" rel=\"noopener noreferrer\">GitHub &#8211; unslothai\/unsloth: Unsloth Studio is a web UI for training and running open models like Gem&#8230;<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Unsloth Studio is a web UI for training and running open models like Gemma 4, Qwen3.5, DeepSeek, gpt-oss locally. &#8211; unslothai\/unsloth<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/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><span class=\"swl-format-2\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u3063\u3066Docker\u30b3\u30f3\u30c6\u30ca\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\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>\u6b21\u306e\u8a18\u8ff0\u3092\u30b3\u30d4\u30fc\u3057\u3066docker-compose.yml\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_unsloth:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: llama31_unsloth\n    runtime: nvidia\n    container_name: llama31_unsloth\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/unsloth\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><span class=\"swl-format-2\">Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/span><\/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>Docker\u306e\u8d77\u52d5\u5f8c\u306b<span class=\"swl-format-2\">\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b<\/span>\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<h2 class=\"wp-block-heading\">Llama3.1\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5<\/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\/chusyo_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9042\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/chusyo_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/chusyo_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u4e0a\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u3092\u4f7f\u3063\u3066\u3001Llama3.1\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u88c5\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Jupyter Lab\u306e\u30b3\u30fc\u30c9\u30bb\u30eb\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/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><span class=\"swl-format-2\">\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from unsloth import FastLanguageModel, is_bfloat16_supported\nfrom unsloth.chat_templates import get_chat_template\nimport torch\nfrom datasets import load_dataset\nfrom trl import SFTTrainer\nfrom transformers import TrainingArguments, AutoTokenizer\nfrom peft import AutoPeftModelForCausalLM\nfrom huggingface_hub import login\nimport wandb<\/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\">\u5916\u90e8\u9023\u643a\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306b\u3001HuggingFace\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>token = \"*************\"\nlogin(token)<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">token = &#8220;*************&#8221;\u306b\u306f\u3001HuggingFace\u3067\u767a\u884c\u3057\u305f\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>HuggingFace\u3067\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u767a\u884c\u3059\u308b\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/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><span class=\"swl-format-2\">\u5b66\u7fd2\u30ed\u30b0\u306e\u7ba1\u7406\u3092\u3059\u308b\u305f\u3081\u306b\u3001WandB\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/span>\uff08WandB\u3092\u4f7f\u7528\u3057\u306a\u3044\u5834\u5408\u306f\u7701\u7565\u3057\u3066\u304f\u3060\u3055\u3044\u3002\uff09<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>API_KEY = \"*************\"\nwandb.login(key=API_KEY)<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">API_KEY = &#8220;*************&#8221;\u306b\u306f\u3001Wandb\u3067\u767a\u884c\u3057\u305fAPI\u30ad\u30fc\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Wandb\u3067API\u30ad\u30fc\u3092\u767a\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandbtsukaikata_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\/wandbstartup.html\">WandB\u306e\u4f7f\u3044\u65b9\uff01\u30ed\u30b0\u30a4\u30f3\u65b9\u6cd5\u304b\u3089API\u30ad\u30fc\u767a\u884c\u3001\u30ed\u30b0\u53d6\u5f97\u307e\u3067\u7d39\u4ecb<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">WandB\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ed\u30b0\u7ba1\u7406\u306b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002 WandB\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u30ed\u30b0\u53ce\u96c6\u3084\u30b0\u30e9\u30d5\u8868\u793a\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001WandB\u306e\u30a2\u30ab&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/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><span class=\"swl-format-2\">\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>max_seq_length = 2048\ndtype = torch.bfloat16\nload_in_4bit = True<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u3057\u3066\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>model, tokenizer = FastLanguageModel.from_pretrained(\n    model_name = \"unsloth\/Meta-Llama-3.1-70B-bnb-4bit\",\n    max_seq_length = max_seq_length,\n    dtype = dtype,\n    load_in_4bit = load_in_4bit,\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\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">max_seq_length<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306b\u4f9b\u7d66\u3059\u308b\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u306e\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">torch.bfloat16<\/span><\/p>\n\n\n\n<p>Bfloat16\u306f\u3001FP32\u3068\u540c\u3058\u6570\u5024\u7bc4\u56f2\u3092\u6301\u3061\u306a\u304c\u3089\u3001GPU\u30e1\u30e2\u30ea\u3092\u7bc0\u7d04\u3067\u304d\u3001\u8a08\u7b97\u901f\u5ea6\u3082\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">load_in_4bit<\/span><\/p>\n\n\n\n<p>4bit\u91cf\u5b50\u5316\u306e\u6307\u5b9a\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u4e0b\u3052\u3066\u3001GPU\u30e1\u30e2\u30ea\u306e\u7bc0\u7d04\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">FastLanguageModel.from_pretrained<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u3080\u8a2d\u5b9a\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">unsloth\/llama-3-70b-bnb-4bit<\/span><\/p>\n\n\n\n<p>llama3.1 70B\u306e4bit\u91cf\u5b50\u5316\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-icon_info\">\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u6642\u70b9\u3067GPU\u30e1\u30e2\u30ea\u3092\u6d88\u8cbb\u3057\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\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b<span class=\"swl-format-2\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>dataset = load_dataset(\"fujiki\/llm-japanese-dataset_wikinews\", split=\"train\")<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5909\u63db\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>prompt_template = \"\"\"\n### Instruction:\n{} \n\n### Input:\n{} \n\n### Output:\n{}\"\"\"<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3059\u308b\u524d\u306e\u30e2\u30c7\u30eb\u3067\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u30c6\u30b9\u30c8\u3092\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>sample = dataset&#091;0]\ninstruction = sample&#091;\"instruction\"]\ninput_text = sample&#091;\"input\"]\noutput = \"\"\n\nFastLanguageModel.for_inference(model) \n\ninputs = tokenizer(\n    &#091;\n        prompt_template.format(instruction, input_text, output)\n    ], return_tensors = \"pt\").to(\"cuda\")\n\n\nterminators = &#091;\n    tokenizer.eos_token_id,\n    tokenizer.convert_tokens_to_ids(\"&lt;|eot_id|>\")\n]\n\noutputs = model.generate(\n    **inputs, \n    max_new_tokens = 128,\n    use_cache = True,\n    eos_token_id=terminators,\n    temperature=0.6,\n    top_p=0.9\n)\ndecoded_outputs = tokenizer.batch_decode(outputs,skip_special_tokens=True)\nprint(decoded_outputs&#091;0])<\/code><\/pre>\n\n\n\n<p class=\"is-style-balloon_box\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u524d\u306e\u5fdc\u7b54\u7d50\u679c<\/p>\n\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>### Instruction: \u6b21\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u30bf\u30a4\u30c8\u30eb\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002 <br><br>### Input: \u53f0\u6e7e\u306e\u81ea\u7531\u6642\u5831\u306b\u3088\u308b\u3068\u30013\u65e5\u3001\u9673\u6c34\u6241\u7dcf\u7d71\u592b\u4eba\u306e\u5449\u6dd1\u73cd\u6c0f\u3068\u99ac\u6c38\u6210\u5143\u7dcf\u7d71\u5e9c\u526f\u79d8\u66f8\u9577\u3001\u6797\u5fb3\u8a13\u7dcf\u7d71\u5e9c\u79d8\u66f8\u3089\u304c\u56fd\u52d9\u6a5f\u5bc6\u8cbb\u306e\u6d41\u7528\u5bb9\u7591\u3067\u3001\u53f0\u5317\u5730\u65b9\u691c\u5bdf\u9662\u306b\u3088\u308a\u8d77\u8a34\u3055\u308c\u305f\u3002\u53f0\u5317\u5730\u691c\u306f\u3001\u7dcf\u7d71\u592b\u4eba\u3092\u4e3b\u72af\u3001\u7dcf\u7d71\u5e9c\u79d8\u66f8\u3067\u3042\u3063\u305f\u99ac\u6c0f\u3001\u6797\u6c0f\u306e\u4e21\u540d\u304c\u5171\u72af\u3068\u8a8d\u5b9a\u3057\u305f\u3002\u8aad\u58f2\u65b0\u805e\u306b\u3088\u308c\u3070\u3001\u5449\u6c0f\u306f2002\u5e747\u6708\u304b\u30892006\u5e743\u6708\u307e\u3067\u306e\u9593\u306b\u3001\u6a5f\u5bc6\u8cbb1,480\u4e07\u53f0\u6e7e\u30c9\u30eb\uff08\u65e5\u672c\u5186\u3067\u7d045,300\u4e07\u5186\uff09\u3092\u6a2a\u9818\u3057\u3001\u6307\u8f2a\u306e\u8cfc\u5165\u306a\u3069\u79c1\u7684\u306a\u76ee\u7684\u306b\u6d41\u7528\u3057\u305f\u7591\u3044\u304c\u6301\u305f\u308c\u3066\u3044\u308b\u3002\u53f0\u5317\u5730\u691c\u306f\u9673\u7dcf\u7d71\u672c\u4eba\u3082\u6587\u66f8\u3092\u507d\u9020\u3059\u308b\u306a\u3069\u3057\u3066\u95a2\u4e0e\u3057\u305f\u3068\u8a8d\u5b9a\u3057\u3066\u3044\u308b\u304c\u3001\u5728\u4efb\u4e2d\u306e\u7dcf\u7d71\u3067\u3042\u308b\u305f\u3081\u3001\u8d77\u8a34\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u3001\u4e0e\u515a\u306e\u6c11\u9032\u515a\u306f\u5449\u7dcf\u7d71\u592b\u4eba\u306e\u8d77\u8a34\u306b\u3064\u3044\u3066\u4e2d\u592e\u8a55\u8b70\u4f1a\u3067\u5be9\u8b70\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u9673\u7dcf\u7d71\u306b\u5bfe\u3057\u3066\u56fd\u6c11\u306e\u524d\u3067\u8aac\u660e\u3059\u308b\u3088\u3046\u8981\u6c42\u3057\u305f\u3002\u81ea\u7531\u6642\u5831\u306b\u3088\u308c\u3070\u3001\u91ce\u515a\u306e\u4e2d\u56fd\u56fd\u6c11\u515a\u3068\u89aa\u6c11\u515a\u306f48\u6642\u9593\u4ee5\u5185\u306b\u9673\u7dcf\u7d71\u304c\u8f9e\u4efb\u3059\u308b\u4e8b\u3092\u6c42\u3081\u305f\u3002\u3082\u3057\u305d\u308c\u304c\u53d7\u3051\u5165\u308c\u3089\u308c\u306a\u3051\u308c\u30703\u56de\u76ee\u306e\u7dcf\u7d71\u7f77\u514d\u6848\u3092\u7acb\u6cd5\u9662\u3067\u52d5\u8b70\u3059\u308b\u65b9\u91dd\u3067\u3042\u308b\u3002\u307e\u305f\u6c11\u9032\u515a\u3068\u653f\u6cbb\u7684\u4e3b\u5f35\u304c\u8fd1\u3044\u53f0\u6e7e\u56e3\u7d50\u806f\u76df\u3082\u3001\u4eca\u56de\u306e\u7f77\u514d\u6848\u306b\u8cdb\u6210\u3059\u308b\u610f\u5411\u3067\u3042\u308b\u3002\u53f0\u6e7e\u56e3\u7d50\u806f\u76df\u306e\u7cbe\u795e\u7684\u6307\u5c0e\u8005\u3067\u3042\u308b\u674e\u767b\u8f1d\u30fb\u524d\u7dcf\u7d71\u3082\u300112\u67089\u65e5\u306b\u4e88\u5b9a\u3055\u308c\u3066\u3044\u308b\u53f0\u5317\u30fb\u9ad8\u96c4\u4e21\u76f4\u8f44\u5e02\u306e\u5e02\u9577\u30fb\u5e02\u8b70\u4f1a\u8b70\u54e1\u9078\u6319\u306b\u304a\u3044\u3066\u6c11\u9032\u515a\u5019\u88dc\u3092\u652f\u63f4\u3057\u306a\u3044\u3068\u8ff0\u3079\u3066\u3044\u308b\u3002\u4e00\u65b9\u3001\u897f\u65e5\u672c\u65b0\u805e\u306b\u3088\u308c\u3070\u3001\u9673\u7dcf\u7d71\u306f5\u65e5\u591c\u3001\u30c6\u30ec\u30d3\u3067\u3001\u300c\u79c1\u7684\u6d41\u7528\u306f\u306a\u304f\u3001\u6a2a\u9818\u3067\u306f\u306a\u3044\u300d\u3068\u8ff0\u3079\u3001\u5bb9\u7591\u3092\u5426\u5b9a\u3057\u305f\u3002\u307e\u305f\u3001\u300c\u4e00\u5be9\u3067\u6709\u7f6a\u5224\u6c7a\u306a\u3089\u3070\u7dcf\u7d71\u3092\u8f9e\u4efb\u3059\u308b\u300d\u3068\u8ff0\u3079\u305f\u3002 <br><br>### Output: \u53f0\u6e7e\u306e\u81ea\u7531\u6642\u5831\u306b\u3088\u308b\u3068\u30013\u65e5\u3001\u9673\u6c34\u6241\u7dcf\u7d71\u592b\u4eba\u306e\u5449\u6dd1\u73cd\u6c0f\u3068\u99ac\u6c38\u6210\u5143\u7dcf\u7d71\u5e9c\u526f\u79d8\u66f8\u9577\u3001\u6797\u5fb3\u8a13\u7dcf\u7d71\u5e9c\u79d8\u66f8\u3089\u304c\u56fd\u52d9\u6a5f\u5bc6\u8cbb\u306e\u6d41\u7528\u5bb9\u7591\u3067\u3001\u53f0\u5317\u5730\u65b9\u691c\u5bdf\u9662\u306b\u3088\u308a\u8d77\u8a34\u3055\u308c\u305f\u3002\u53f0\u5317\u5730\u691c\u306f\u3001\u7dcf\u7d71\u592b\u4eba\u3092\u4e3b\u72af\u3001\u7dcf\u7d71\u5e9c\u79d8\u66f8\u3067\u3042\u3063\u305f\u99ac\u6c0f\u3001\u6797\u6c0f\u306e\u4e21\u540d\u304c\u5171\u72af\u3068\u8a8d\u5b9a\u3057\u305f\u3002\u8aad\u58f2\u65b0\u805e\u306b\u3088\u308c\u3070\u3001\u5449\u6c0f\u306f2002\u5e747\u6708\u304b\u30892006\u5e743\u6708<\/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_info\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u524d\u306f\u3001\u30cb\u30e5\u30fc\u30b9\u30bf\u30a4\u30c8\u30eb\u304c\u751f\u6210\u3067\u304d\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\uff01<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089<span class=\"swl-format-2\">\u300cinstruction\uff08\u6307\u793a\uff09\u300d\u3068\u300cinput(\u5165\u529b)\u300d\u300coutput\uff08\u51fa\u529b\uff09\u300d\u3092\u62bd\u51fa\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u5909\u63db<\/span>\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>EOS_TOKEN = tokenizer.eos_token\ndef formatting_prompts_func(examples):\n    instructions = examples&#091;\"instruction\"]\n    inputs = examples&#091;\"input\"]\n    outputs      = examples&#091;\"output\"]\n    texts = &#091;]\n    for instruction, input_text, output in zip(instructions, inputs, outputs):\n        text = prompt_template.format(instruction, input_text, output) + EOS_TOKEN\n        texts.append(text)\n    return { \"text\" : texts, }\npass\n\ndataset = dataset.map(formatting_prompts_func, batched = True,)\nprint(dataset&#091;0]&#091;\"text\"])<\/code><\/pre>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_point\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>EOS_TOKEN\u3092\u6307\u5b9a\u3057\u306a\u3044\u3068\u30a8\u30f3\u30c9\u30ec\u30b9\u306b\u30c8\u30fc\u30af\u30f3\u304c\u751f\u6210\u3055\u308c\u308b\u306e\u3067\u3001\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u524d\u306b\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u5909\u63db\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5909\u63db\u5f8c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4f8b<\/span><\/div><div class=\"cap_box_content\">\n<p>###Instruction:<\/p>\n\n\n\n<p>\u6b21\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u30bf\u30a4\u30c8\u30eb\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002&nbsp;<\/p>\n\n\n\n<p>###Input:<\/p>\n\n\n\n<p>\u53f0\u6e7e\u306e\u81ea\u7531\u6642\u5831\u306b\u3088\u308b\u3068\u30013\u65e5\u3001\u9673\u6c34\u6241\u7dcf\u7d71\u592b\u4eba\u306e\u5449\u6dd1\u73cd\u6c0f\u3068\u99ac\u6c38\u6210\u5143\u7dcf\u7d71\u5e9c\u526f\u79d8\u66f8\u9577\u3001\u6797\u5fb3\u8a13\u7dcf\u7d71\u5e9c\u79d8\u66f8\u3089\u304c\u56fd\u52d9\u6a5f\u5bc6\u8cbb\u306e\u6d41\u7528\u5bb9\u7591\u3067\u3001\u53f0\u5317\u5730\u65b9\u691c\u5bdf\u9662\u306b\u3088\u308a\u8d77\u8a34\u3055\u308c\u305f\u3002\u53f0\u5317\u5730\u691c\u306f\u3001\u7dcf\u7d71\u592b\u4eba\u3092\u4e3b\u72af\u3001\u7dcf\u7d71\u5e9c\u79d8\u66f8\u3067\u3042\u3063\u305f\u99ac\u6c0f\u3001\u6797\u6c0f\u306e\u4e21\u540d\u304c\u5171\u72af\u3068\u8a8d\u5b9a\u3057\u305f\u3002\u8aad\u58f2\u65b0\u805e\u306b\u3088\u308c\u3070\u3001\u5449\u6c0f\u306f2002\u5e747\u6708\u304b\u30892006\u5e743\u6708\u307e\u3067\u306e\u9593\u306b\u3001\u6a5f\u5bc6\u8cbb1,480\u4e07\u53f0\u6e7e\u30c9\u30eb\uff08\u65e5\u672c\u5186\u3067\u7d045,300\u4e07\u5186\uff09\u3092\u6a2a\u9818\u3057\u3001\u6307\u8f2a\u306e\u8cfc\u5165\u306a\u3069\u79c1\u7684\u306a\u76ee\u7684\u306b\u6d41\u7528\u3057\u305f\u7591\u3044\u304c\u6301\u305f\u308c\u3066\u3044\u308b\u3002\u53f0\u5317\u5730\u691c\u306f\u9673\u7dcf\u7d71\u672c\u4eba\u3082\u6587\u66f8\u3092\u507d\u9020\u3059\u308b\u306a\u3069\u3057\u3066\u95a2\u4e0e\u3057\u305f\u3068\u8a8d\u5b9a\u3057\u3066\u3044\u308b\u304c\u3001\u5728\u4efb\u4e2d\u306e\u7dcf\u7d71\u3067\u3042\u308b\u305f\u3081\u3001\u8d77\u8a34\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066\u3001\u4e0e\u515a\u306e\u6c11\u9032\u515a\u306f\u5449\u7dcf\u7d71\u592b\u4eba\u306e\u8d77\u8a34\u306b\u3064\u3044\u3066\u4e2d\u592e\u8a55\u8b70\u4f1a\u3067\u5be9\u8b70\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u9673\u7dcf\u7d71\u306b\u5bfe\u3057\u3066\u56fd\u6c11\u306e\u524d\u3067\u8aac\u660e\u3059\u308b\u3088\u3046\u8981\u6c42\u3057\u305f\u3002\u81ea\u7531\u6642\u5831\u306b\u3088\u308c\u3070\u3001\u91ce\u515a\u306e\u4e2d\u56fd\u56fd\u6c11\u515a\u3068\u89aa\u6c11\u515a\u306f48\u6642\u9593\u4ee5\u5185\u306b\u9673\u7dcf\u7d71\u304c\u8f9e\u4efb\u3059\u308b\u4e8b\u3092\u6c42\u3081\u305f\u3002\u3082\u3057\u305d\u308c\u304c\u53d7\u3051\u5165\u308c\u3089\u308c\u306a\u3051\u308c\u30703\u56de\u76ee\u306e\u7dcf\u7d71\u7f77\u514d\u6848\u3092\u7acb\u6cd5\u9662\u3067\u52d5\u8b70\u3059\u308b\u65b9\u91dd\u3067\u3042\u308b\u3002\u307e\u305f\u6c11\u9032\u515a\u3068\u653f\u6cbb\u7684\u4e3b\u5f35\u304c\u8fd1\u3044\u53f0\u6e7e\u56e3\u7d50\u806f\u76df\u3082\u3001\u4eca\u56de\u306e\u7f77\u514d\u6848\u306b\u8cdb\u6210\u3059\u308b\u610f\u5411\u3067\u3042\u308b\u3002\u53f0\u6e7e\u56e3\u7d50\u806f\u76df\u306e\u7cbe\u795e\u7684\u6307\u5c0e\u8005\u3067\u3042\u308b\u674e\u767b\u8f1d\u30fb\u524d\u7dcf\u7d71\u3082\u300112\u67089\u65e5\u306b\u4e88\u5b9a\u3055\u308c\u3066\u3044\u308b\u53f0\u5317\u30fb\u9ad8\u96c4\u4e21\u76f4\u8f44\u5e02\u306e\u5e02\u9577\u30fb\u5e02\u8b70\u4f1a\u8b70\u54e1\u9078\u6319\u306b\u304a\u3044\u3066\u6c11\u9032\u515a\u5019\u88dc\u3092\u652f\u63f4\u3057\u306a\u3044\u3068\u8ff0\u3079\u3066\u3044\u308b\u3002\u4e00\u65b9\u3001\u897f\u65e5\u672c\u65b0\u805e\u306b\u3088\u308c\u3070\u3001\u9673\u7dcf\u7d71\u306f5\u65e5\u591c\u3001\u30c6\u30ec\u30d3\u3067\u3001\u300c\u79c1\u7684\u6d41\u7528\u306f\u306a\u304f\u3001\u6a2a\u9818\u3067\u306f\u306a\u3044\u300d\u3068\u8ff0\u3079\u3001\u5bb9\u7591\u3092\u5426\u5b9a\u3057\u305f\u3002\u307e\u305f\u3001\u300c\u4e00\u5be9\u3067\u6709\u7f6a\u5224\u6c7a\u306a\u3089\u3070\u7dcf\u7d71\u3092\u8f9e\u4efb\u3059\u308b\u300d\u3068\u8ff0\u3079\u305f\u3002&nbsp;<\/p>\n\n\n\n<p>###Output:<\/p>\n\n\n\n<p>\u53f0\u5317\u5730\u65b9\u691c\u5bdf\u9662\u3001\u5433\u6dd1\u73cd\u7dcf\u7d71\u592b\u4eba\u3089\u3092\u8d77\u8a34\u2014\u56fd\u52d9\u6a5f\u5bc6\u8cbb\u306e\u6d41\u7528\u5bb9\u7591&lt;|end_of_text|&gt;<\/p>\n<\/div><\/div>\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\">LoRA\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>LoRA\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>model = FastLanguageModel.get_peft_model(\n    model, \n    target_modules = &#091;\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\"gate_proj\", \"up_proj\", \"down_proj\",],\n    r = 8,    \n    lora_alpha = 16,\n    lora_dropout = 0, \n    bias = \"none\",\n    use_gradient_checkpointing = \"unsloth\",\n    random_state = 3407,\n    max_seq_length = max_seq_length,\n    use_rslora = False,\n    loftq_config = None,\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\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\"><strong>target_modules = [&#8220;q_proj&#8221;<\/strong>,&#8230;<\/span><\/p>\n\n\n\n<p>LoRA\u3092\u9069\u7528\u3059\u308b\u5bfe\u8c61\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u306e\u5c64\uff08Target modules\uff09\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u7dda\u5f62\u5c64\u306bLoRA\u3092\u5bfe\u8c61\u306b\u3059\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u9069\u5fdc\u54c1\u8cea\u304c\u5411\u4e0a\u3059\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">r=8<\/span><\/p>\n\n\n\n<p>r\u306f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u904e\u7a0b\u3067\u5b66\u7fd2\u3055\u308c\u308b\u4f4e\u30e9\u30f3\u30af\u884c\u5217\u306e\u30b5\u30a4\u30ba\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>r\u3092\u5927\u304d\u304f\u3059\u308b\u3068\u30e2\u30c7\u30eb\u306e\u9069\u5fdc\u54c1\u8cea\u304c\u5411\u4e0a\u3059\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5fc5\u305a\u3057\u3082\u76f4\u7dda\u7684\u306a\u95a2\u4fc2\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>r\u304c\u5927\u304d\u304f\u306a\u308b\u3068\u66f4\u65b0\u3055\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u5897\u3048\u308b\u305f\u3081\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">lora_alpha:16<\/span><\/p>\n\n\n\n<p>LoRa\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306eAlpha\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u3001\u5b66\u7fd2\u3057\u305f\u91cd\u307f\u3092\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u591a\u304f\u306e\u6587\u732e\u3067\u306f\u3001Alpha\u3092\u8abf\u6574\u53ef\u80fd\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u3057\u3066\u6271\u3063\u3066\u304a\u3089\u305a\u3001Alpha\u309216\u306b\u56fa\u5b9a\u3057\u3066\u307e\u3059\u3002<\/p>\n<\/div><\/div>\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\">\u5b66\u7fd2\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u5b66\u7fd2\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>training_arguments = TrainingArguments(\n        bf16 = True,\n        group_by_length=True,\n        per_device_train_batch_size = 16,\n        gradient_accumulation_steps = 4,\n        num_train_epochs=3,\n        warmup_steps = 100,\n        max_steps = 50,\n        learning_rate = 2e-4,\n        logging_steps = 1,\n        output_dir = \"outputs\",\n        optim = \"adamw_8bit\",\n        report_to=\"wandb\" \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\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">group_by_length=True<\/span><\/p>\n\n\n\n<p>\u540c\u3058\u9577\u3055\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u307e\u3068\u3081\u3066\u30d0\u30c3\u30c1\u5316\u3057\u3066\u3001\u30e1\u30e2\u30ea\u3092\u7bc0\u7d04\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">per_device_train_batch_size<\/span><\/p>\n\n\n\n<p>\u4e00\u5ea6\u306b\u51e6\u7406\u3059\u308b\u30d0\u30c3\u30c1\u306e\u30b5\u30a4\u30ba\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002GPU\u30e1\u30e2\u30ea\u304c\u4e0d\u8db3\u3059\u308b\u5834\u5408\u306f\u3001\u5024\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">gradient_accumulation_steps<\/span><\/p>\n\n\n\n<p>\u52fe\u914d\u7d2f\u7a4d\u3002\u3053\u306e\u5024\u3092\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u3067\u3001\u64ec\u4f3c\u7684\u306b\u30df\u30cb\u30d0\u30c3\u30c1\u306e\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">report_to=&#8221;wandb&#8221;<\/span><\/p>\n\n\n\n<p>WandB\u306b\u30ed\u30b0\u3092\u51fa\u529b\u3057\u307e\u3059\u3002WandB\u3092\u4f7f\u7528\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">SFTTrainer\u306e\u8a2d\u5b9a\u3001\u5b66\u7fd2\u306e\u5b9f\u884c<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">SFTTrainer\u3092\u4f7f\u3063\u3066\u6559\u5e2b\u3042\u308a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Supervised Fine-tuning\uff09\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>trainer = SFTTrainer(\n    model = model,\n    train_dataset = dataset,\n    dataset_text_field = \"text\",\n    max_seq_length = max_seq_length,\n    tokenizer = tokenizer,\n    args = training_arguments,\n)\n\nwandb.init(project=\"llama31_unsloth\")\ntrainer.train()\nmodel.save_pretrained(\"llama31_unsloth\/new_model\")\ntokenizer.save_pretrained(\"llama31_unsloth\/new_model\")<\/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\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">SFTTrainer(&#8230;<\/span><\/p>\n\n\n\n<p>\u4e8b\u524d\u306b\u8a2d\u5b9a\u3057\u305f\u30e2\u30c7\u30eb\u3084\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001LoRA\u30d1\u30e9\u30e1\u30fc\u30bf\u3001\u5b66\u7fd2\u30d1\u30e9\u30e1\u30fc\u30bf\u7b49\u3092SFTTrainer\u306b\u6e21\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">wandb.init(&#8230;<\/span><\/p>\n\n\n\n<p>WandB\u306e\u8a18\u9332\u3092\u958b\u59cb\u3057\u307e\u3059\u3002WandB\u3068\u9023\u643a\u3057\u306a\u3044\u5834\u5408\u306f\u30b3\u30e1\u30f3\u30c8\u30a2\u30a6\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\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\">\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p>WandB\u306b\u8a18\u9332\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5b9f\u884c\u4e2d\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Loss\uff08\u640d\u5931\uff09\u306f\u6700\u521d\u306e20\u30b9\u30c6\u30c3\u30d7\u3042\u305f\u308a\u304b\u3089\u6e1b\u5c11\u3057\u3001\u305d\u306e\u5f8c\u306f\u7de9\u3084\u304b\u306b\u5c0f\u3055\u304f\u306a\u308a\u53ce\u675f\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"334\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune-2.jpg\" alt=\"loss\" class=\"wp-image-10375\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune-2.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune-2-300x125.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune-2-768x321.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1ahttps:\/\/wandb.ai\/\uff09<\/figcaption><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">GPU\u30e1\u30e2\u30ea\u306f\u300183\uff05(64GB)\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"331\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune.jpg\" alt=\"GPU\u30e1\u30e2\u30ea\u4f7f\u7528\u7387\" class=\"wp-image-10376\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune-300x124.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/llama31_finetune-768x318.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1ahttps:\/\/wandb.ai\/\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"is-style-icon_announce\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\uff11\u6642\u9593\u307b\u3069\u304b\u304b\u308a\u307e\u3057\u305f\uff01<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30eb\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\/uma_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9148\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/uma_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/uma_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30eb\u3067\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3092\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>torch.cuda.empty_cache()\n\nload_model, load_tokenizer = FastLanguageModel.from_pretrained(\n        model_name = \"llama31_unsloth\/new_model\",\n        max_seq_length = max_seq_length,\n        dtype = dtype,\n        load_in_4bit = load_in_4bit,\n    )\nFastLanguageModel.for_inference(load_model) <\/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\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">torch.cuda.empty_cache()<\/span><\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u4f7f\u7528\u3057\u3066\u3044\u305fGPU\u30e1\u30e2\u30ea\u3092\u30ea\u30bb\u30c3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">FastLanguageModel.from_pretrained(&#8230;<\/span><\/p>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">&#8220;\u6b21\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u30bf\u30a4\u30c8\u30eb\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002&#8221;\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>instruction = \"\u6b21\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u30bf\u30a4\u30c8\u30eb\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002\" \ninput_text = \"\"\"\n\u3010\u30b7\u30ea\u30b3\u30f3\u30d0\u30ec\u30fc\u6642\u4e8b\u3011\u7c73\u534a\u5c0e\u4f53\u5927\u624b\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u304c28\u65e5\u767a\u8868\u3057\u305f2024\u5e745\uff5e7\u6708\u671f\u6c7a\u7b97\u306f\u3001\u58f2\u4e0a\u9ad8\u304c\u524d\u5e74\u540c\u671f\u6bd42\uff0e2\u500d\u306e300\u5104\u30c9\u30eb\uff08\u7d044\u51463400\u5104\u5186\uff09\u3001\u7d14\u5229\u76ca\u304c2\uff0e7\u500d\u306e165\u51049900\u4e07\u30c9\u30eb\u3060\u3063\u305f\u3002\n\u3010\u3072\u3068\u76ee\u3067\u308f\u304b\u308b\u3011\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u306e\u56db\u534a\u671f\u696d\u7e3e\u63a8\u79fb\n\u3044\u305a\u308c\u3082\u56db\u534a\u671f\u30d9\u30fc\u30b9\u306e\u904e\u53bb\u6700\u9ad8\u3092\u66f4\u65b0\u3002\u751f\u6210AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u5411\u3051\u534a\u5c0e\u4f53\u306e\u9700\u8981\u304c\u5f15\u304d\u7d9a\u304d\u65fa\u76db\u3060\u3063\u305f\u3002\nAI\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u90e8\u9580\u306e\u58f2\u4e0a\u9ad8\u304c2\uff0e5\u500d\u306e263\u5104\u30c9\u30eb\u3002\u58f2\u4e0a\u9ad8\u5168\u4f53\u306e87\uff05\u3092\u7a3c\u3044\u3060\u3002\u30b2\u30fc\u30e0\u90e8\u9580\u306f16\uff05\u5897\u53ce\u3002\n\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u306f\u3001\u751f\u6210AI\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u6700\u9069\u3068\u3055\u308c\u5727\u5012\u7684\u306a\u30b7\u30a7\u30a2\u3092\u8a87\u308b\u753b\u50cf\u51e6\u7406\u534a\u5c0e\u4f53\uff08GPU\uff09\u3092\u6b66\u5668\u306b\u30015\u56db\u534a\u671f\u9023\u7d9a\u3067\u58f2\u4e0a\u9ad8\u3001\u7d14\u5229\u76ca\u306e\u8a18\u9332\u3092\u5857\u308a\u66ff\u3048\u3066\u3044\u308b\u3002\u5897\u53ce\u7387\u3053\u305d2\uff5e4\u6708\u671f\uff083\uff0e6\u500d\uff09\u304b\u3089\u7e2e\u5c0f\u3057\u305f\u304c\u3001\u7c73\u30e1\u30c7\u30a3\u30a2\u306b\u3088\u308b\u3068\u3001\u58f2\u4e0a\u9ad8\u306f\u5e02\u5834\u4e88\u60f3\u3092\u8d85\u3048\u305f\u3002\n\u30d5\u30a2\u30f3\u6700\u9ad8\u7d4c\u55b6\u8cac\u4efb\u8005\uff08CEO\uff09\u306f\u58f0\u660e\u3067\u3001\u300c\u751f\u6210AI\u306f\u5168\u7523\u696d\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u300d\u3068\u8ff0\u3079\u305f\u3002\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3092\u6700\u65b0\u92ed\u306b\u3057\u3088\u3046\u3068\u3059\u308b\u52d5\u304d\u304c\u6d3b\u767a\u3067\u3001\u8a18\u9332\u7684\u306a\u53ce\u76ca\u306b\u306a\u3063\u305f\u3068\u8aac\u660e\u3057\u305f\u3002\n8\uff5e10\u6708\u671f\u306e\u58f2\u4e0a\u9ad8\u306f325\u5104\u30c9\u30eb\u524d\u5f8c\u3068\u4e88\u60f3\u3002\u30d5\u30a2\u30f3\u6c0f\u306f\u96fb\u8a71\u4f1a\u898b\u3067\u3001\u4eca\u5f8c\u6295\u5165\u3059\u308b\u534a\u5c0e\u4f53\u300c\u30d6\u30e9\u30c3\u30af\u30a6\u30a7\u30eb\u300d\u306b\u3064\u3044\u3066\u300c\u3068\u3066\u3064\u3082\u306a\u3044\u9700\u8981\u304c\u3042\u308b\u300d\u3068\u8a9e\u308a\u3001\u5148\u884c\u304d\u306b\u3082\u5f37\u6c17\u3060\u3063\u305f\u3002\u3000\n\"\"\"\noutput = \"\"\n\ninputs = load_tokenizer(\n    &#091;prompt_template.format(instruction, input_text, output)], \n    return_tensors = \"pt\").to(\"cuda\")\n\noutputs = load_model.generate(\n    **inputs, \n    max_new_tokens = 128,\n    use_cache = True,\n    temperature=0.6,\n    top_p=0.9\n)\ndecoded_outputs = load_tokenizer.batch_decode(outputs,skip_special_tokens=True)\nprint(decoded_outputs&#091;0])<\/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>### Instruction:<br>\u6b21\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306b\u30bf\u30a4\u30c8\u30eb\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002<br><br>### Input:<br>\u3010\u30b7\u30ea\u30b3\u30f3\u30d0\u30ec\u30fc\u6642\u4e8b\u3011\u7c73\u534a\u5c0e\u4f53\u5927\u624b\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u304c28\u65e5\u767a\u8868\u3057\u305f2024\u5e745\uff5e7\u6708\u671f\u6c7a\u7b97\u306f\u3001\u58f2\u4e0a\u9ad8\u304c\u524d\u5e74\u540c\u671f\u6bd42\uff0e2\u500d\u306e300\u5104\u30c9\u30eb\uff08\u7d044\u51463400\u5104\u5186\uff09\u3001\u7d14\u5229\u76ca\u304c2\uff0e7\u500d\u306e165\u51049900\u4e07\u30c9\u30eb\u3060\u3063\u305f\u3002<br>\u3010\u3072\u3068\u76ee\u3067\u308f\u304b\u308b\u3011\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u306e\u56db\u534a\u671f\u696d\u7e3e\u63a8\u79fb<br>\u3044\u305a\u308c\u3082\u56db\u534a\u671f\u30d9\u30fc\u30b9\u306e\u904e\u53bb\u6700\u9ad8\u3092\u66f4\u65b0\u3002\u751f\u6210AI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u5411\u3051\u534a\u5c0e\u4f53\u306e\u9700\u8981\u304c\u5f15\u304d\u7d9a\u304d\u65fa\u76db\u3060\u3063\u305f\u3002<br>AI\u3092\u542b\u3080\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u90e8\u9580\u306e\u58f2\u4e0a\u9ad8\u304c2\uff0e5\u500d\u306e263\u5104\u30c9\u30eb\u3002\u58f2\u4e0a\u9ad8\u5168\u4f53\u306e87\uff05\u3092\u7a3c\u3044\u3060\u3002\u30b2\u30fc\u30e0\u90e8\u9580\u306f16\uff05\u5897\u53ce\u3002<br>\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u306f\u3001\u751f\u6210AI\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u6700\u9069\u3068\u3055\u308c\u5727\u5012\u7684\u306a\u30b7\u30a7\u30a2\u3092\u8a87\u308b\u753b\u50cf\u51e6\u7406\u534a\u5c0e\u4f53\uff08GPU\uff09\u3092\u6b66\u5668\u306b\u30015\u56db\u534a\u671f\u9023\u7d9a\u3067\u58f2\u4e0a\u9ad8\u3001\u7d14\u5229\u76ca\u306e\u8a18\u9332\u3092\u5857\u308a\u66ff\u3048\u3066\u3044\u308b\u3002\u5897\u53ce\u7387\u3053\u305d2\uff5e4\u6708\u671f\uff083\uff0e6\u500d\uff09\u304b\u3089\u7e2e\u5c0f\u3057\u305f\u304c\u3001\u7c73\u30e1\u30c7\u30a3\u30a2\u306b\u3088\u308b\u3068\u3001\u58f2\u4e0a\u9ad8\u306f\u5e02\u5834\u4e88\u60f3\u3092\u8d85\u3048\u305f\u3002<br>\u30d5\u30a2\u30f3\u6700\u9ad8\u7d4c\u55b6\u8cac\u4efb\u8005\uff08CEO\uff09\u306f\u58f0\u660e\u3067\u3001\u300c\u751f\u6210AI\u306f\u5168\u7523\u696d\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3059\u300d\u3068\u8ff0\u3079\u305f\u3002\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3092\u6700\u65b0\u92ed\u306b\u3057\u3088\u3046\u3068\u3059\u308b\u52d5\u304d\u304c\u6d3b\u767a\u3067\u3001\u8a18\u9332\u7684\u306a\u53ce\u76ca\u306b\u306a\u3063\u305f\u3068\u8aac\u660e\u3057\u305f\u3002<br>8\uff5e10\u6708\u671f\u306e\u58f2\u4e0a\u9ad8\u306f325\u5104\u30c9\u30eb\u524d\u5f8c\u3068\u4e88\u60f3\u3002\u30d5\u30a2\u30f3\u6c0f\u306f\u96fb\u8a71\u4f1a\u898b\u3067\u3001\u4eca\u5f8c\u6295\u5165\u3059\u308b\u534a\u5c0e\u4f53\u300c\u30d6\u30e9\u30c3\u30af\u30a6\u30a7\u30eb\u300d\u306b\u3064\u3044\u3066\u300c\u3068\u3066\u3064\u3082\u306a\u3044\u9700\u8981\u304c\u3042\u308b\u300d\u3068\u8a9e\u308a\u3001\u5148\u884c\u304d\u306b\u3082\u5f37\u6c17\u3060\u3063\u305f\u3002\u3000<\/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>Output:<br>\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\u3001\u58f2\u4e0a\u9ad8\u30fb\u7d14\u5229\u76ca\u3068\u3082\u904e\u53bb\u6700\u9ad8\u3092\u66f4\u65b0<\/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\">\u5b9f\u969b\u306e\u30cb\u30e5\u30fc\u30b9\u30bf\u30a4\u30c8\u30eb\u306b\u8fd1\u3044\u30bf\u30a4\u30c8\u30eb\u304c\u751f\u6210\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\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\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<\/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>\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\u30cb\u30f3\u30b0\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":10380,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-10341","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\/10341","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=10341"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/10341\/revisions"}],"predecessor-version":[{"id":11964,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/10341\/revisions\/11964"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/10380"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=10341"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=10341"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=10341"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}