{"id":5383,"date":"2024-07-19T14:10:38","date_gmt":"2024-07-19T05:10:38","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=5383"},"modified":"2024-07-23T13:57:58","modified_gmt":"2024-07-23T04:57:58","slug":"llama3sftqlora","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/llama3sftqlora.html","title":{"rendered":"\u3010Llama3\u3011SFTTrainer\u3067\u7c21\u5358\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Hugging Face\u306eSFTTrainer\u3092\u4f7f\u3063\u305fLlama3\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>SFTTrainer\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">SFTTrainer\u3067Llama3\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\/06\/pccat_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5360\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/pccat_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/pccat_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">SFTTrainer\u3068\u306f<\/h3>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001HuggingFace\u306eSFTTrainer\u3092\u4f7f\u3063\u3066\u3001Llama3\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>SFTTrainer\u306f\u3001\u6559\u5e2b\u3042\u308a\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\uff08Supervised Fine-tuning\uff09\u3067\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Transformers\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\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\u306e\u4f7f\u3044\u65b9\u30fb\u6027\u80fd\u30fb\u5546\u7528\u5229\u7528\u3064\u3044\u3066\u306f\u3001\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\/06\/llama3toha-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\/llama3-howto.html\">Llama3\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u304b\u3089\u6027\u80fd\u3001\u5546\u7528\u5229\u7528\u307e\u3067\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Llama3\u306f\u3001Meta\u304c\u958b\u767a\u3057\u305f\u7121\u6599\u3067\u4f7f\u3048\u308b\u9ad8\u6027\u80fdLLM\u3067\u3059\u3002 Llama3 70B\u306e\u6027\u80fd\u306f\u300cGemini1.5Pro\u300d\u3084\u300cClaude3 Sonnet\u300d\u3092\u4e0a\u56de\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Llama3\u306e\u6027&#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\">Unsloth\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\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\/06\/llama3unsloth-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\/llama3unsloth.html\">\u3010Llama3\u3011Unsloth\u3067\u7206\u901f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Unsloth\u3092\u4f7f\u3063\u305fLlama3\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 Unsloth\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&#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\">PyTorch\u306eTorchtune\u3092\u4f7f\u3063\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306f\u3001\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\/06\/llama3torchtune-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\/llama3torchtune.html\">\u3010Llama3\u3011Torchtune\u3067\u7c21\u5358\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001PyTorch\u306eTorchtune\u3092\u4f7f\u3063\u305fLlama3\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 Torchtune\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a&#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\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u300cbbz662bbz\/databricks-dolly-15k-ja-ojousama\u300d\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>15,000\u4ee5\u4e0a\u306e\u6307\u793a\u3068\u5fdc\u7b54\u3067\u69cb\u6210\u3055\u308c\u305f\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u5fdc\u7b54\u304c\u300c\u304a\u5b22\u69d8\u300d\u306e\u53e3\u8abf\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u7279\u5fb4\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/huggingface.co\/datasets\/bbz662bbz\/databricks-dolly-15k-ja-ojousama\n<\/div><\/figure>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4485\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4507\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">1\u6642\u959350\u5186\u304b\u3089\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e1\u6642\u959350\u5186\u304b\u3089\u5229\u7528\u3067\u304d\u307e\u3059\u3002\r\n\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001GPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u4f7f\u3048\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3057\u3066\u3044\u308b\u3068\u304d\u306e\u307f\u306e\u8ab2\u91d1\u3067\u3001\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\r\n<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\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\/06\/rain_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-4603\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/rain_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/rain_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\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<h3 class=\"wp-block-heading\">Llama3\u306e\u30e2\u30c7\u30eb\u5229\u7528\u7533\u8acb<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Llama3\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\/06\/llama3toha-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\/llama3-howto.html\">Llama3\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u304b\u3089\u6027\u80fd\u3001\u5546\u7528\u5229\u7528\u307e\u3067\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Llama3\u306f\u3001Meta\u304c\u958b\u767a\u3057\u305f\u7121\u6599\u3067\u4f7f\u3048\u308b\u9ad8\u6027\u80fdLLM\u3067\u3059\u3002 Llama3 70B\u306e\u6027\u80fd\u306f\u300cGemini1.5Pro\u300d\u3084\u300cClaude3 Sonnet\u300d\u3092\u4e0a\u56de\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Llama3\u306e\u6027&#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\/06\/zeroonedigital_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5361\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/zeroonedigital_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/zeroonedigital_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\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 -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\">EdgeHUB<\/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.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\" target=\"_blank\" rel=\"noopener noreferrer\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5 | EdgeHUB<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u304b\u3089\u3001\u30b3\u30f3\u30c6\u30ca\u304b\u3089GPU\u3092\u4f7f\u3046\u65b9\u6cd5\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002 GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30c9\u30e9\u30a4\u30d0\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8&#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><span class=\"swl-format-2\">Dockerfile\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>CUDA\uff1a12.1<\/li>\n\n\n\n<li>Python\uff1a3.10<\/li>\n\n\n\n<li>PyTorch\uff1a2.2.2<\/li>\n\n\n\n<li>transformers\uff1a4.41.2<\/li>\n\n\n\n<li>bitsandbytes<\/li>\n\n\n\n<li>ninja<\/li>\n\n\n\n<li>packaging<\/li>\n\n\n\n<li>accelerate<\/li>\n\n\n\n<li>datasets<\/li>\n\n\n\n<li>bitsandbytes<\/li>\n\n\n\n<li>evaluate<\/li>\n\n\n\n<li>trl<\/li>\n\n\n\n<li>peft<\/li>\n\n\n\n<li>wheel<\/li>\n\n\n\n<li>flash-attn<\/li>\n\n\n\n<li>JupyterLab<\/li>\n\n\n\n<li>huggingface_hub[cli]<\/li>\n\n\n\n<li>wandb<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-icon_info\">CUDA\u3001PyTorch\u3001Transformer\u7b49\u306f\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u4f9d\u5b58\u95a2\u4fc2\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u8d77\u304d\u3084\u3059\u3044\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<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 llama3_sftqlora\ncd llama3_sftqlora\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\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 \\\n    transformers==4.41.2 \\\n    ninja \\\n    packaging \\\n    accelerate \\\n    datasets \\\n    bitsandbytes \\\n    evaluate \\\n    trl \\\n    peft \\\n    wheel\n\n# Flash attention\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install flash-attn --no-build-isolation\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_announce\">[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><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&nbsp;&nbsp;llama3_sftqlora:\n&nbsp;&nbsp;&nbsp;&nbsp;build:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;context: .\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;dockerfile: Dockerfile\n&nbsp;&nbsp;&nbsp;&nbsp;image: llama3_sftqlora\n&nbsp;&nbsp;&nbsp;&nbsp;runtime: nvidia\n&nbsp;&nbsp;&nbsp;&nbsp;container_name: llama3_sftqlora\n&nbsp;&nbsp;&nbsp;&nbsp;ports:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;- \"8888:8888\"\n&nbsp;&nbsp;&nbsp;&nbsp;volumes:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;- .:\/app\/llama3_sftqlora\n&nbsp;&nbsp;&nbsp;&nbsp;deploy:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;resources:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;reservations:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;devices:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;- driver: nvidia\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;count: 1\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;capabilities: &#091;gpu]\n&nbsp;&nbsp;&nbsp;&nbsp;command: &gt;\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;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_announce\">[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\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\/06\/sunset_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5176\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sunset_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/sunset_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Dokcer\u30b3\u30f3\u30c6\u30ca\u4e0a\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u3092\u4f7f\u3063\u3066\u3001Llama3\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\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>import torch\nfrom torch import cuda, bfloat16\nfrom transformers import (\n    AutoTokenizer,\n    AutoModelForCausalLM,\n    BitsAndBytesConfig,\n    HfArgumentParser,\n    TrainingArguments,\n    pipeline,\n    logging\n)\nfrom datasets import load_dataset\nfrom peft import LoraConfig, PeftModel\nfrom trl import SFTTrainer\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 -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\">EdgeHUB<\/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.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\" target=\"_blank\" rel=\"noopener noreferrer\">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 | EdgeHUB<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001WandB\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002 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&#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\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>bnb_config = BitsAndBytesConfig(\n&nbsp;&nbsp;&nbsp;&nbsp;load_in_4bit=True,\n&nbsp;&nbsp;&nbsp;&nbsp;bnb_4bit_use_double_quant=True,\n&nbsp;&nbsp;&nbsp;&nbsp;bnb_4bit_quant_type=\"nf4\",\n&nbsp;&nbsp;&nbsp;&nbsp;bnb_4bit_compute_dtype=torch.bfloat16\n)\nmodel_id=\"meta-llama\/Meta-Llama-3-8B-Instruct\"\nmodel = AutoModelForCausalLM.from_pretrained(\n&nbsp;&nbsp;&nbsp;&nbsp;model_id,&nbsp;\n&nbsp;&nbsp;&nbsp;&nbsp;trust_remote_code=True,\n&nbsp;&nbsp;&nbsp;&nbsp;token=token,\n&nbsp;&nbsp;&nbsp;&nbsp;quantization_config=bnb_config,\n&nbsp;&nbsp;&nbsp;&nbsp;device_map='auto',\n&nbsp;&nbsp;&nbsp;&nbsp;torch_dtype=torch.bfloat16,\n&nbsp;&nbsp;&nbsp;&nbsp;attn_implementation=\"flash_attention_2\"\n)\ntokenizer = AutoTokenizer.from_pretrained(\n&nbsp;&nbsp;&nbsp;&nbsp;model_id,\n&nbsp;&nbsp;&nbsp;&nbsp;padding_side=\"right\",\n&nbsp;&nbsp;&nbsp;&nbsp;add_eos_token=True\n)\nif tokenizer.pad_token_id is None:\n&nbsp;&nbsp;tokenizer.pad_token_id = tokenizer.eos_token_id<\/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\">BitsAndBytesConfig<\/span><\/p>\n\n\n\n<p>4bit\u91cf\u5b50\u5316\u306e\u5b9a\u7fa9\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\">meta-llama\/Meta-Llama-3-8B-Instruct<\/span><\/p>\n\n\n\n<p>llama3 8B Instruct\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">AutoModelForCausalLM.from_pretrained<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u3080\u8a2d\u5b9a\u3092\u3057\u3066\u3044\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\">attn_implementation<\/span><\/p>\n\n\n\n<p>Transformer\u306e\u51e6\u7406\u3092\u52b9\u7387\u5316\u3057\u3066\u5b66\u7fd2\u3092\u9ad8\u901f\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">AutoTokenizer.from_pretrained<\/span><\/p>\n\n\n\n<p>\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u8aad\u307f\u8fbc\u307f\u8a2d\u5b9a\u3092\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\u3067\u3001GPU\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\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u524d\u306e\u30e2\u30c7\u30eb\u3067\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u30c6\u30b9\u30c8<\/div><div class=\"swell-block-step__body\">\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>messages = &#091;\n&nbsp;&nbsp;&nbsp;&nbsp;{\"role\": \"system\", \"content\": \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"},\n&nbsp;&nbsp;&nbsp;&nbsp;{\"role\": \"user\", \"content\": \"GDP\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\"},\n]\n\ninput_ids = tokenizer.apply_chat_template(\n&nbsp;&nbsp;&nbsp;&nbsp;messages,\n&nbsp;&nbsp;&nbsp;&nbsp;add_generation_prompt=True,\n&nbsp;&nbsp;&nbsp;&nbsp;return_tensors=\"pt\"\n).to(model.device)\n\nterminators = &#091;\n&nbsp;&nbsp;&nbsp;&nbsp;tokenizer.eos_token_id,\n&nbsp;&nbsp;&nbsp;&nbsp;tokenizer.convert_tokens_to_ids(\"&lt;|eot_id|&gt;\")\n]\n\noutputs = model.generate(\n&nbsp;&nbsp;&nbsp;&nbsp;input_ids,\n&nbsp;&nbsp;&nbsp;&nbsp;max_new_tokens=256,\n&nbsp;&nbsp;&nbsp;&nbsp;eos_token_id=terminators,\n&nbsp;&nbsp;&nbsp;&nbsp;do_sample=True,\n&nbsp;&nbsp;&nbsp;&nbsp;temperature=0.6,\n&nbsp;&nbsp;&nbsp;&nbsp;top_p=0.9,\n)\nresponse = outputs&#091;0]&#091;input_ids.shape&#091;-1]:]\n\nprint(tokenizer.decode(response, skip_special_tokens=True))<\/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>GDP\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/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>GDP\uff08Gross Domestic Product\uff09\u306f\u3001\u56fd\u306e\u7d4c\u6e08\u6d3b\u52d5\u306e\u7dcf\u8a08\u3092\u793a\u3059\u6307\u6a19\u3067\u3059\u3002\u56fd\u306eGDP\u306f\u3001\u4e00\u5b9a\u306e\u671f\u9593\uff08\u4f8b\u3048\u30701\u5e74\uff09\u306b\u751f\u3058\u305f\u5168\u3066\u306e\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u751f\u7523\u984d\u3001\u307e\u305f\u8f38\u51fa\u5165\u306e\u5dee\u984d\u3092\u52a0\u7b97\u3057\u3066\u7b97\u51fa\u3055\u308c\u307e\u3059\u3002<br><br>GDP\u306b\u306f\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u8981\u7d20\u304c\u542b\u307e\u308c\u307e\u3059\u3002<br>Consumption\uff08\u6d88\u8cbb\uff09\uff1a\u56fd\u6c11\u304c\u8cfc\u5165\u3057\u305f\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u984d<br>Investment\uff08\u6295\u8cc7\uff09\uff1a\u4f01\u696d\u3084\u653f\u5e9c\u304c\u884c\u3063\u305f\u6295\u8cc7\u306e\u984d<br>Government spending\uff08\u653f\u5e9c\u652f\u51fa\uff09\uff1a\u653f\u5e9c\u304c\u884c\u3063\u305f\u652f\u51fa\u306e\u984d<br>Net exports\uff08\u8f38\u51fa\u5165\u306e\u5dee\u984d\uff09\uff1a\u8f38\u51fa\u984d\u3068\u8f38\u5165\u984d\u306e\u5dee\u984d<br><br>GDP\u306f\u3001\u56fd\u306e\u7d4c\u6e08\u306e\u898f\u6a21\u3084\u6210\u9577\u7387\u3092\u793a\u3059\u6307\u6a19\u3068\u3057\u3066\u3001\u56fd\u969b\u7684\u306b\u6bd4\u8f03\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u307e\u305f\u3001GDP\u3092\u4f7f\u7528\u3057\u3066\u3001\u56fd\u306e\u7d4c\u6e08\u72b6\u6cc1\u3092\u5206\u6790\u3057\u3001\u653f\u7b56\u6c7a\u5b9a\u306b\u5f79\u7acb\u3064\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\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_announce\">\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u524d\u306f\u3001\u65e5\u672c\u8a9e\u306e\u6a19\u6e96\u7684\u306a\u53e3\u8abf\u306b\u306a\u3063\u3066\u3044\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\u300cbbz662bbz\/databricks-dolly-15k-ja-ojousama\u300d\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(\"bbz662bbz\/databricks-dolly-15k-ja-ojousama\", split=\"train\")<\/code><\/pre>\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\u300coutput\uff08\u5fdc\u7b54\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>def formatting_func(example):\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;messages = &#091;\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'role': \"system\",'content': \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"},\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'role': \"user\",'content': example&#091;\"instruction\"]},\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{'role': \"assistant\",'content': example&#091;\"output\"]}\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;]\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;return tokenizer.apply_chat_template(messages, tokenize=False)\n\ndef update_dataset(example):\n&nbsp;&nbsp;&nbsp;&nbsp;example&#091;\"text\"] = formatting_func(example)\n&nbsp;&nbsp;&nbsp;&nbsp;for field in &#091;\"index\", \"category\", \"instruction\", \"input\", \"output\"]:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;example.pop(field, None)\n&nbsp;&nbsp;&nbsp;&nbsp;return example\n\ndataset = dataset.map(update_dataset)\n\nprint(dataset&#091;293]&#091;\"text\"])<\/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>\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>&lt;|begin_of_text|&gt;&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;<br>\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002&lt;|eot_id|&gt;&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;<br>\u77f3\u3051\u3093\u306f\u3069\u3046\u3084\u3063\u3066\u4f5c\u308b\u306e\uff1f&lt;|eot_id|&gt;&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;<\/p>\n\n\n\n<p>\u30ef\u30bf\u30af\u30b7\u601d\u3044\u307e\u3059\u306e\u3001 \u77f3\u3051\u3093\u306f\u3001\u5929\u7136\u307e\u305f\u306f\u30aa\u30fc\u30ac\u30cb\u30c3\u30af\u306e\u30aa\u30a4\u30eb\u3001\u6c34\u9178\u5316\u30ca\u30c8\u30ea\u30a6\u30e0\u3001\u84b8\u7559\u6c34\u3092\u6df7\u305c\u3066\u4f5c\u3089\u308c\u307e\u3059\u308f\u30fc\u3002&nbsp; \u77f3\u3051\u3093\u3092\u4f5c\u308b\u3068\u304d\u306f\u3001\u30aa\u30ea\u30fc\u30d6\u30aa\u30a4\u30eb\u3084\u30b3\u30b3\u30ca\u30c3\u30c4\u30aa\u30a4\u30eb\u306e\u3088\u3046\u306a\u8efd\u3044\u6cb9\u3068\u91cd\u3044\u6cb9\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6df7\u305c\u3001\u6c34\u9178\u5316\u30ca\u30c8\u30ea\u30a6\u30e0\u3068\u84b8\u7559\u6c34\u3068\u6df7\u305c\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u308f\u30fc\u3002&nbsp; \u3053\u306e\u6df7\u5408\u7269\u3092\u3088\u304f\u6df7\u305c\u305f\u5f8c\u3001\u77f3\u3051\u3093\u578b\u306b\u6d41\u3057\u8fbc\u3093\u3067\u4f55\u9031\u9593\u3082\u304b\u3051\u3066\u56fa\u3081\u307e\u3059\u308f\u30fc\u3002&nbsp; \u9e78\u5316\u3068\u547c\u3070\u308c\u308b\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u6c34\u9178\u5316\u30ca\u30c8\u30ea\u30a6\u30e0\u304c\u6df7\u5408\u7269\u304b\u3089\u84b8\u767a\u3059\u308b\u306e\u306b\u304b\u304b\u308b\u6642\u9593\u3067\u3042\u308a\u3001\u77f3\u9e78\u304c\u77f3\u9e78\u578b\u306e\u4e2d\u3067\u786c\u5316\u3059\u308b\u539f\u56e0\u3068\u306a\u308a\u307e\u3059\u308f\u30fc\u3002&nbsp; \u77f3\u9e78\u3092\u4f5c\u308b\u969b\u306b\u3001\u30e9\u30d9\u30f3\u30c0\u30fc\u3084\u30b0\u30ec\u30fc\u30d7\u30d5\u30eb\u30fc\u30c4\u306e\u3088\u3046\u306a\u30a8\u30c3\u30bb\u30f3\u30b7\u30e3\u30eb\u30aa\u30a4\u30eb\u3092\u52a0\u3048\u3066\u3001\u77f3\u9e78\u306b\u826f\u3044\u9999\u308a\u3092\u3064\u3051\u308b\u3068\u3044\u3046\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u308f\u30fc\u3002&nbsp; \u3053\u308c\u306f\u3001\u9e78\u5316\u306e\u524d\u306b\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u308f\u30fc\u3002\u03be\uff9f\u22bf\uff9f)\u03be&lt;|eot_id|&gt;<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-icon_info\">\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u524d\u306b\u306f\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<\/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\">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>peft_config = LoraConfig(\n&nbsp;&nbsp;&nbsp;&nbsp;r=8,\n&nbsp;&nbsp;&nbsp;&nbsp;lora_alpha=16,\n&nbsp;&nbsp;&nbsp;&nbsp;lora_dropout=0.05,\n&nbsp;&nbsp;&nbsp;&nbsp;target_modules = &#091;\"q_proj\", \"k_proj\", \"v_proj\", \"o_proj\",\"gate_proj\", \"up_proj\", \"down_proj\",],\n&nbsp;&nbsp;&nbsp;&nbsp;bias=\"none\",\n&nbsp;&nbsp;&nbsp;&nbsp;task_type=\"CAUSAL_LM\",\n&nbsp;&nbsp;&nbsp;&nbsp;modules_to_save=&#091;\"embed_tokens\"],\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\u306e\u5024\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&nbsp;&nbsp;&nbsp;&nbsp;output_dir=\".\/results\",\n&nbsp;&nbsp;&nbsp;&nbsp;bf16=True,\n&nbsp;&nbsp;&nbsp;&nbsp;per_device_train_batch_size=4,\n&nbsp;&nbsp;&nbsp;&nbsp;gradient_accumulation_steps=16,\n&nbsp;&nbsp;&nbsp;&nbsp;num_train_epochs=3,\n&nbsp;&nbsp;&nbsp;&nbsp;optim=\"adamw_torch_fused\",\n&nbsp;&nbsp;&nbsp;&nbsp;learning_rate=2e-4,&nbsp;\n&nbsp;&nbsp;&nbsp;&nbsp;lr_scheduler_type=\"cosine\",\n&nbsp;&nbsp;&nbsp;&nbsp;weight_decay=0.01,\n&nbsp;&nbsp;&nbsp;&nbsp;warmup_steps=100,\n&nbsp;&nbsp;&nbsp;&nbsp;logging_steps=10,\n&nbsp;&nbsp;&nbsp;&nbsp;group_by_length=True,\n&nbsp;&nbsp;&nbsp; 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\u5c0f\u3055\u304f\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<\/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>new_model=\"llama-3-8b-ft\"\n\ntrainer = SFTTrainer(\n&nbsp;&nbsp;&nbsp;&nbsp;model=model,\n&nbsp;&nbsp;&nbsp;&nbsp;tokenizer=tokenizer,\n&nbsp;&nbsp;&nbsp;&nbsp;train_dataset=dataset,\n&nbsp;&nbsp;&nbsp;&nbsp;dataset_text_field=\"text\",\n&nbsp;&nbsp;&nbsp;&nbsp;peft_config=peft_config,\n&nbsp;&nbsp;&nbsp;&nbsp;args=training_arguments,\n&nbsp;&nbsp;&nbsp;&nbsp;max_seq_length=1024,\n&nbsp;&nbsp;&nbsp;&nbsp;packing=True,\n)\n\nwandb.init(project=\"llama3_sftqlora\")\ntrainer.train()\ntrainer.model.save_pretrained(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\u4fdd\u5b58\u3057\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\u306e60\u30b9\u30c6\u30c3\u30d7\u3067\u6025\u901f\u306b\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=\"396\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_1.jpg\" alt=\"loss\" class=\"wp-image-5849\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_1-300x149.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_1-768x380.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1ahttps:\/\/wandb.ai\/)<\/figcaption><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">GPU\u30e1\u30e2\u30ea\u306f\u3001\u5e38\u306b88%(70GB)\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=\"392\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_2.jpg\" alt=\"GPU\u4f7f\u7528\u7387\" class=\"wp-image-5850\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_2.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_2-300x147.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/llama3sftqlora_2-768x376.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1ahttps:\/\/wandb.ai\/)<\/figcaption><\/figure>\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\/06\/grahpdigital_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5363\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/grahpdigital_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/grahpdigital_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\nft_model = AutoModelForCausalLM.from_pretrained(\n&nbsp;&nbsp;&nbsp;&nbsp;new_model,&nbsp;\n&nbsp;&nbsp;&nbsp;&nbsp;device_map='auto',\n&nbsp;&nbsp;&nbsp;&nbsp;torch_dtype=torch.bfloat16,\n&nbsp;&nbsp;&nbsp;&nbsp;attn_implementation=\"flash_attention_2\"\n)\n\ntokenizer = AutoTokenizer.from_pretrained(\n&nbsp;&nbsp;&nbsp;&nbsp;model_id\n)&nbsp;\n\nif tokenizer.pad_token_id is None:\n&nbsp;&nbsp;tokenizer.pad_token_id = tokenizer.eos_token_id<\/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\">AutoModelForCausalLM.from_pretrained(new_model,&#8230;<\/span><\/p>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u30e2\u30c7\u30eb\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;GDP\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f&#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>messages = &#091;\n&nbsp;&nbsp;&nbsp;&nbsp;{\"role\": \"system\", \"content\": \"\u3042\u306a\u305f\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\"},\n&nbsp;&nbsp;&nbsp;&nbsp;{\"role\": \"user\", \"content\": \"GDP\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f\"},\n]\n\ninput_ids = tokenizer.apply_chat_template(\n&nbsp;&nbsp;&nbsp;&nbsp;messages,\n&nbsp;&nbsp;&nbsp;&nbsp;add_generation_prompt=True,\n&nbsp;&nbsp;&nbsp;&nbsp;return_tensors=\"pt\"\n).to(ft_model.device)\n\nterminators = &#091;\n&nbsp;&nbsp;&nbsp;&nbsp;tokenizer.eos_token_id,\n&nbsp;&nbsp;&nbsp;&nbsp;tokenizer.convert_tokens_to_ids(\"&lt;|eot_id|&gt;\")\n]\n\noutputs = ft_model.generate(\n&nbsp;&nbsp;&nbsp;&nbsp;input_ids,\n&nbsp;&nbsp;&nbsp;&nbsp;max_new_tokens=256,\n&nbsp;&nbsp;&nbsp;&nbsp;eos_token_id=terminators,\n&nbsp;&nbsp;&nbsp;&nbsp;do_sample=True,\n&nbsp;&nbsp;&nbsp;&nbsp;temperature=0.6,\n&nbsp;&nbsp;&nbsp;&nbsp;top_p=0.9,\n)\n\nresponse = outputs&#091;0]&#091;input_ids.shape&#091;-1]:]\nprint(tokenizer.decode(response, skip_special_tokens=True))<\/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>GDP\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/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>\u30ef\u30bf\u30af\u30b7\u601d\u3044\u307e\u3059\u306e\u3001 \u56fd\u6c11\u7dcf\u751f\u7523\uff08GDP\uff09\u306f\u3001\u56fd\u6c11\u306e\u7dcf\u6d88\u8cbb\u3001\u6295\u8cc7\u3001\u8f38\u51fa\u3001\u8f38\u5165\u3092\u5408\u8a08\u3057\u305f\u984d\u306a\u306e\u3067\u3059\u308f\u30fc\u3002<br>GDP\u306f\u3001\u56fd\u6c11\u7d4c\u6e08\u306e\u898f\u6a21\u3092\u6e2c\u308b\u6700\u3082\u4e00\u822c\u7684\u306a\u6307\u6a19\u3067\u3001\u5404\u56fd\u306e\u7d4c\u6e08\u306e\u5927\u304d\u3055\u3092\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u308f\u30fc\u3002<br>GDP\u306f\u30011\u5e74\u9593\u306e\u7d4c\u6e08\u6d3b\u52d5\u3092\u6e2c\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u7d4c\u6e08\u306e\u6210\u9577\u3092\u6e2c\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u308f\u30fc\u3002\u03be\uff9f\u22bf\uff9f)\u03be<\/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\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7279\u5fb4\u3067\u3042\u308b\u300c\u304a\u5b22\u69d8\u306e\u53e3\u8abf\u300d\u304c\u53cd\u6620\u3055\u308c\u3066\u3044\u307e\u3059\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\u3001Hugging Face\u306eSFTTrainer\u3092\u4f7f\u3063\u305fLlama3\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0(QLoRA)\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 SFTTrainer\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u88c5\u304c\u3067\u304d\u307e\u3059\u3002  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5639,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-5383","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\/5383","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=5383"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/5383\/revisions"}],"predecessor-version":[{"id":8082,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/5383\/revisions\/8082"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/5639"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=5383"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=5383"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=5383"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}