{"id":11584,"date":"2024-10-21T19:39:31","date_gmt":"2024-10-21T10:39:31","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=11584"},"modified":"2024-10-21T19:39:32","modified_gmt":"2024-10-21T10:39:32","slug":"tanuki8x8b","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/tanuki8x8b.html","title":{"rendered":"\u6771\u5927\u677e\u5c3e\u7814LLM\u300cTanuki-8x8B\u300d\u306e\u4f7f\u3044\u65b9\u30fb\u6027\u80fd\u30fb\u5546\u7528\u5229\u7528\u3092\u89e3\u8aac\uff01"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">Tanuki-8x8B\u306f\u3001\u6771\u4eac\u5927\u5b66\u677e\u5c3e\u30fb\u5ca9\u6fa4\u7814\u7a76\u5ba4\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u7279\u5316\u306eLLM\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u65e5\u672c\u8a9e\u3067\u306e\u5171\u611f\u7684\u304b\u3064\u81ea\u7136\u306a\u5bfe\u8a71\u3084\u6587\u7ae0\u751f\u6210\u306b\u512a\u308c\u3001GPT-3.5 Turbo\u3068\u540c\u7b49\u306e\u6027\u80fd\u3092\u8a87\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Tanuki-8x8B\u306e\u6027\u80fd\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Tanuki-8x8B\u3068\u306f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma56_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10032\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma56_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma56_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>Tanuki-8x8B\u306f\u3001\u6771\u4eac\u5927\u5b66\u677e\u5c3e\u30fb\u5ca9\u6fa4\u7814\u7a76\u5ba4\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u7279\u5316\u306eLLM\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u65e5\u672c\u8a9e\u3067\u306e\u5171\u611f\u7684\u304b\u3064\u81ea\u7136\u306a\u5bfe\u8a71\u3068\u6587\u7ae0\u751f\u6210\u306b\u512a\u308c\u3001GPT-3.5 Turbo\u3068\u540c\u7b49\u306e\u6027\u80fd\u3092\u8a87\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u30e2\u30c7\u30eb\u306fHugging Face\u3067\u7121\u6599\u3067\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u7814\u7a76\u7528\u9014\u304a\u3088\u3073\u5546\u696d\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\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\">Tanuki-8x8B\u306e\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/spcace_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9104\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/spcace_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/spcace_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>Tanuki\u30b7\u30ea\u30fc\u30ba\u306b\u306f\u3001<span class=\"swl-format-2\">8\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306eDense\u69cb\u9020\u3092\u6301\u3064Tanuki-8B-dpo-v1.0<\/span>\u3068\u3001<\/p>\n\n\n\n<p><span class=\"swl-format-2\">47\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306eMixture of Experts (MoE)\u69cb\u9020\u3092\u63a1\u7528\u3057\u305fTanuki-8x8B-dpo-v1.0<\/span>\u306e2\u3064\u306e\u30e2\u30c7\u30eb\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3069\u3061\u3089\u306e\u30e2\u30c7\u30eb\u3082HuggingFace\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table min_width30_ is-style-regular\"><table><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30ebID<\/th><th>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/th><th>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/th><th>\u516c\u958b<\/th><\/tr><\/thead><tbody><tr><td>weblab-GENIAC\/Tanuki-8B-dpo-v1.0<\/td><td>8\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>Dense<\/td><td>HuggingFace<\/td><\/tr><tr><td>weblab-GENIAC\/Tanuki-8x8B-dpo-v1.0<\/td><td>47\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>Mixture of Experts (MoE)<\/td><td>HuggingFace<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<a href=\"https:\/\/huggingface.co\/weblab-GENIAC\/Tanuki-8B-dpo-v1.0\" 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\">weblab-GENIAC\/Tanuki-8B-dpo-v1.0 \u00b7 Hugging Face<\/span>\n\t\t\t<\/a>\n\t\t<\/div>\n\n<div class=\"swell-block-postLink\">\t\t\t<a href=\"https:\/\/huggingface.co\/weblab-GENIAC\/Tanuki-8x8B-dpo-v1.0\" 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\">weblab-GENIAC\/Tanuki-8x8B-dpo-v1.0 \u00b7 Hugging Face<\/span>\n\t\t\t<\/a>\n\t\t<\/div>\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u9055\u3044<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">Dense\u69cb\u9020<\/span><\/p>\n\n\n\n<p>\u5168\u3066\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5e38\u306b\u6d3b\u7528\u3059\u308b\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u4e00\u8cab\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3001\u6c4e\u7528\u6027\u304c\u9ad8\u3044\u4e00\u65b9\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3082\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002GPT-3\u3084Llama\u306a\u3069\u304cDense\u69cb\u9020\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Mixture of Experts (MoE)\u69cb\u9020<\/span><\/p>\n\n\n\n<p>\u7279\u5b9a\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9078\u629e\u7684\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u8a08\u7b97\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u3082\u52b9\u7387\u7684\u306b\u52d5\u4f5c\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002GPT-4\u3084Mistral\u304cMoE\u69cb\u9020\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Tanuki-8x8B\u306e\u6027\u80fd<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/tubo16_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9777\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/tubo16_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/tubo16_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u65e5\u672c\u8a9e\u6027\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306eJapanese MT-Bench\u3067\u306f\u3001Tanuki-8x8B\u306f\u4ed6\u306e\u56fd\u7523\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u9ad8\u3044\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u7279\u306b\u65e5\u672c\u8a9e\u306e\u5bfe\u8a71\u3084\u4f5c\u6587\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u3001GPT-4o\u3084Claude 3.5\u306a\u3069\u306e\u30c8\u30c3\u30d7\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3082\u905c\u8272\u306e\u306a\u3044\u7d50\u679c\u3092\u793a\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=\"412\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_1.jpg\" alt=\"\" class=\"wp-image-11603\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_1-300x155.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_1-768x396.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/zenn.dev\/matsuolab\/articles\/95fa297ef12a14\uff09<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<p><span class=\"swl-format-2\">Chatbot Arena\u3067\u306e\u8a55\u4fa1\u306b\u304a\u3044\u3066\u3001Tanuki-8x8B\u306f\u56fd\u7523LLM\u306e\u4e2d\u3067\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u8a55\u4fa1\u3092\u7372\u5f97\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n\n\n\n<p>Chatbot Arena\u306f\u3001\u8907\u6570\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5bfe\u6226\u5f62\u5f0f\u3067\u6bd4\u8f03\u3057\u3001\u4eba\u9593\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u57fa\u306b\u5404\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u30e9\u30f3\u30af\u4ed8\u3051\u3059\u308b\u3053\u3068\u3067\u3001\u5b9f\u969b\u306e\u4f7f\u3044\u3084\u3059\u3055\u3084\u5fdc\u7b54\u306e\u8cea\u3092\u8a55\u4fa1\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"787\" height=\"370\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_2.jpg\" alt=\"\u30d9\u30f3\u30c1\u30de\u30fc\u30af\" class=\"wp-image-11606\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_2.jpg 787w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_2-300x141.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/tanuki_2-768x361.jpg 768w\" sizes=\"(max-width: 787px) 100vw, 787px\" \/><figcaption class=\"wp-element-caption\">\uff08\u51fa\u5178\uff1ahttps:\/\/zenn.dev\/matsuolab\/articles\/95fa297ef12a14\uff09<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Tanuki-8x8B\u306e\u5546\u7528\u5229\u7528\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/denkibook_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-8994\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/denkibook_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/denkibook_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Tanuki-8x8B\u306f\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067\u3001Apache License 2.0\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>HuggingFace\u4e0a\u3067\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u8ab0\u3067\u3082\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>Apache License 2.0<\/span><\/div><div class=\"cap_box_content\">\n<p>\u5546\u7528\u5229\u7528\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30b3\u30fc\u30c9\u3092\u5546\u7528\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u8a31\u53ef\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6539\u5909\uff1a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3084\u30b3\u30fc\u30c9\u3092\u81ea\u7531\u306b\u4fee\u6b63\u3057\u305f\u308a\u6539\u5909\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u914d\u5e03\uff1a\u4fee\u6b63\u3057\u305f\u308a\u5909\u66f4\u3057\u305f\u308a\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u81ea\u7531\u306b\u914d\u5e03\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8457\u4f5c\u6a29\u8868\u793a\uff1a\u5143\u306e\u8457\u4f5c\u6a29\u8868\u793a\u3068\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u9805\u3092\u542b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u8a31\u5229\u7528\uff1a\u5229\u7528\u8005\u306b\u7279\u8a31\u4f7f\u7528\u6a29\u304c\u4ed8\u4e0e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p>\u8a73\u7d30\u306f<a href=\"https:\/\/licenses.opensource.jp\/Apache-2.0\/Apache-2.0.html\">\u300cApache License\u300d<\/a>\u306e\u30da\u30fc\u30b8\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Tanuki-8x8B\u306e\u4f7f\u3044\u65b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/colorfulwave2_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-5998\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/colorfulwave2_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/colorfulwave2_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u3053\u304b\u3089Tanuki-8x8B\u3092\u4f7f\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u884c\u74b0\u5883<\/h3>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100 80GB<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\uff1a80GB<\/li>\n\n\n\n<li>OS \uff1aUbuntu 22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066Tanuki-8x8B\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span><\/p>\n\n\n\n<p>Docker\u306e\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ubuntudocker-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ubuntudocker.html\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e0d\u4e00\u81f4\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u983b\u767a\u3057\u307e\u3059\u3002 Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Dockerfile\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u30b3\u30f3\u30c6\u30ca\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">CUDA\u3001PyTorch\u3001Transformers\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u4f9d\u5b58\u95a2\u4fc2\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u8d77\u304d\u3084\u3059\u3044<\/span>\u306e\u3067\u3001\u52d5\u4f5c\u691c\u8a3c\u6e08\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>CUDA\uff1a12.1<\/li>\n\n\n\n<li>Python\uff1a3.10<\/li>\n\n\n\n<li>PyTorch\uff1a2.2.2<\/li>\n\n\n\n<li>transformers\uff1a4.44.0<\/li>\n\n\n\n<li>accelerate<\/li>\n\n\n\n<li>triton<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir tanuki_8x8\ncd tanuki_8x8\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" >> \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# PyTorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install torch==2.2.2 torchvision==0.17.2 torchaudio==2.2.2 --index-url https:\/\/download.pytorch.org\/whl\/cu121\n\n# Transformer\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install transformers==4.44.0 accelerate bitsandbytes 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_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>docker-compose.yml\u3067Docker\u30b3\u30f3\u30c6\u30ca\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>docker-compose.yml\u306eYAML\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano docker-compose.yml<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001YAML\u30d5\u30a1\u30a4\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>services:\n  tanuki_8x8:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: tanuki_8x8\n    runtime: nvidia\n    container_name: tanuki_8x8\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/tanuki_8x8\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    command: >\n      bash -c '\/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Docker\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>Docker\u306e\u8d77\u52d5\u5f8c\u306b\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b\u3059\u308b\u3068\u3001Jupyter Lab\u3092\u30d6\u30e9\u30a6\u30b6\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>localhost:8888<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Tanuki-8x8B\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\/splash_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-4599\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/splash_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/splash_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\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067Tanuki-8x8B\u306e\u5b9f\u88c5\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/div><div class=\"swell-block-step__body\">\n<p>Jupyter Lab\u306e\u30b3\u30fc\u30c9\u30bb\u30eb\u306b\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import torch\nfrom transformers import AutoModelForCausalLM, AutoTokenizer,BitsAndBytesConfig<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>Tanuki-8x8B\u306e\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>model_id = \"weblab-GENIAC\/Tanuki-8x8B-dpo-v1.0\"\n\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_id,\n    device_map=\"auto\",\n    torch_dtype=\"auto\",\n    quantization_config=BitsAndBytesConfig(load_in_4bit=True),\n    trust_remote_code=True\n)\ntokenizer = AutoTokenizer.from_pretrained(model_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\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">model_id = &#8220;weblab-GENIAC\/Tanuki-8x8B-dpo-v1.0&#8221;<\/span> : \u30e2\u30c7\u30eb\u306e\u30bf\u30a4\u30d7\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">AutoModelForCausalLM.from_pretrained()<\/span>\uff1a\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>device_map=\"auto\"<\/code>: \u4f7f\u7528\u3059\u308b\u30c7\u30d0\u30a4\u30b9\u3092\u81ea\u52d5\u9078\u629e\u3057\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001GPU\u304c\u512a\u5148\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>torch_dtype=\"auto\"<\/code>\uff1a\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u578b\u3092\u81ea\u52d5\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>quantization_config=BitsAndBytesConfig(load_in_4bit=True),<\/code>\uff1a4bit\u91cf\u5b50\u5316\u306e\u6307\u5b9a\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">AutoTokenizer.from_pretrained()<\/span>\uff1a\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-table\"><table><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30ebID<\/th><th>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/th><th>GPU\u30e1\u30e2\u30ea<\/th><\/tr><\/thead><tbody><tr><td>weblab-GENIAC\/Tanuki-8x8B-dpo-v1.0<\/td><td>47\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>27GB<\/td><\/tr><\/tbody><\/table><\/figure>\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>\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u969b\u306bGPU\u30e1\u30e2\u30ea\u3092\u6d88\u8cbb\u3059\u308b\u305f\u3081\u3001\u4f59\u88d5\u3092\u6301\u3063\u305fGPU\u30e1\u30e2\u30ea\u3092\u3054\u7528\u610f\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<span class=\"swl-format-2\">BF16\u306e\u6570\u5024\u8868\u73fe\u30684bit\u91cf\u5b50\u5316\u3057\u305f\u5834\u5408\u306eGPU\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf<\/span>\u3092\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Tanuki-8x8B\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\/kuma55_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10031\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma55_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma55_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Tanuki-8x8B\u3092\u4f7f\u3063\u3066\u3001\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54\u3092\u8a66\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u6383\u9664\u304c\u9762\u5012\u3067\u3059\u304c\u3001\u3069\u306e\u3088\u3046\u306a\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3067\u81e8\u3081\u3070\u3088\u3044\u3067\u3059\u304b\u3002\u300d\u3068\u3044\u3046\u8cea\u554f\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    {\"role\": \"system\", \"content\": \"\u4ee5\u4e0b\u306f\u3001\u30bf\u30b9\u30af\u3092\u8aac\u660e\u3059\u308b\u6307\u793a\u3067\u3059\u3002\u8981\u6c42\u3092\u9069\u5207\u306b\u6e80\u305f\u3059\u5fdc\u7b54\u3092\u66f8\u304d\u306a\u3055\u3044\u3002\"},\n    {\"role\": \"user\", \"content\": \"\u6383\u9664\u304c\u9762\u5012\u3067\u3059\u304c\u3001\u3069\u306e\u3088\u3046\u306a\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3067\u81e8\u3081\u3070\u3088\u3044\u3067\u3059\u304b\u3002\"}\n]\n\ninput_ids = tokenizer.apply_chat_template(\n    messages,\n    tokenize=False,\n    add_generation_prompt=True,\n)\n\ntoken_ids = tokenizer.encode(\n    input_ids,\n    add_special_tokens=False,\n    return_tensors=\"pt\"\n)\n\nwith torch.no_grad():\n    output_ids = model.generate(\n        token_ids.to(model.device),\n        max_new_tokens=256,\n        do_sample=True,\n        temperature=0.5\n    )\n\noutput = tokenizer.decode(\n    output_ids.tolist()&#091;0]&#091;token_ids.size(1):], \n    skip_special_tokens=True\n)\nprint(output)<\/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>\u6383\u9664\u304c\u9762\u5012\u3067\u3059\u304c\u3001\u3069\u306e\u3088\u3046\u306a\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3067\u81e8\u3081\u3070\u3088\u3044\u3067\u3059\u304b\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u6383\u9664\u3092\u9762\u5012\u306b\u611f\u3058\u308b\u306e\u306f\u81ea\u7136\u306a\u3053\u3068\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u5c11\u3057\u697d\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u4ee5\u4e0b\u306b\u3044\u304f\u3064\u304b\u306e\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<br><br>\uff11\uff0e\u76ee\u6a19\u8a2d\u5b9a:<br>&#8211; \u77ed\u671f\u7684\u306a\u76ee\u6a19\u3068\u9577\u671f\u7684\u306a\u76ee\u6a19\u3092\u8a2d\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070\u3001\u300c\u4eca\u65e5\u306f\u30ea\u30d3\u30f3\u30b0\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7247\u4ed8\u3051\u308b\u300d\u3084\u300c\u6bce\u9031\u672b\u306b\u30ad\u30c3\u30c1\u30f3\u3092\u6383\u9664\u3059\u308b\u300d\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u76ee\u6a19\u3092\u7acb\u3066\u308b\u3068\u3001\u9054\u6210\u611f\u3092\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<br><br>\uff12\uff0e\u74b0\u5883\u306e\u6539\u5584:<br>&#8211; \u6383\u9664\u3092\u3059\u308b\u3053\u3068\u3067\u90e8\u5c4b\u304c\u304d\u308c\u3044\u306b\u306a\u308a\u3001\u5feb\u9069\u306a\u7a7a\u9593\u304c\u751f\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30e9\u30c3\u30af\u30b9\u3057\u305f\u308a\u96c6\u4e2d\u529b\u3092\u9ad8\u3081\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u7d50\u679c\u7684\u306b\u751f\u6d3b\u306e\u8cea\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<br><br>\uff13\uff0e\u5065\u5eb7\u9762\u3067\u306e\u30e1\u30ea\u30c3\u30c8:<br>&#8211; \u6e05\u6f54\u306a\u74b0\u5883\u306f\u30a2\u30ec\u30eb\u30ae\u30fc\u3084\u611f\u67d3\u75c7\u306e\u4e88\u9632\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6574\u7406\u6574\u9813\u3055\u308c\u305f\u7a7a\u9593\u306f\u30b9\u30c8\u30ec\u30b9\u3092\u8efd\u6e1b\u3057\u3001\u7cbe\u795e\u7684\u306a\u5b89\u5b9a\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<br><br>\uff14\uff0e\u6642\u9593\u7ba1\u7406\u306e\u30b9\u30ad\u30eb\u5411\u4e0a:<br>&#8211; \u6383\u9664\u3092\u7fd2\u6163\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u306a\u6642\u9593\u7ba1\u7406\u306e\u30b9\u30ad\u30eb\u304c\u8eab\u306b\u3064\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u4ed6\u306e\u30bf\u30b9\u30af\u306b\u3082<\/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\">\u5171\u611f\u529b\u304c\u9ad8\u305d\u3046\u3067\u3059\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65e5\u672c\u8a9e\u3067\u306e\u8cea\u554f\u5fdc\u7b54\uff082\uff09<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u4eba\u751f\u6700\u5f8c\u306e\u65e5\u306b\u4f55\u3092\u3057\u305f\u3044\u3067\u3059\u304b\u3002\u300d\u3068\u3044\u3046\u8cea\u554f\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    {\"role\": \"system\", \"content\": \"\u4ee5\u4e0b\u306f\u3001\u30bf\u30b9\u30af\u3092\u8aac\u660e\u3059\u308b\u6307\u793a\u3067\u3059\u3002\u8981\u6c42\u3092\u9069\u5207\u306b\u6e80\u305f\u3059\u5fdc\u7b54\u3092\u66f8\u304d\u306a\u3055\u3044\u3002\"},\n    {\"role\": \"user\", \"content\": \"\u4eba\u751f\u6700\u5f8c\u306e\u65e5\u306b\u4f55\u3092\u3057\u305f\u3044\u3067\u3059\u304b\u3002\"}\n]\n\ninput_ids = tokenizer.apply_chat_template(\n    messages,\n    tokenize=False,\n    add_generation_prompt=True,\n)\n\ntoken_ids = tokenizer.encode(\n    input_ids,\n    add_special_tokens=False,\n    return_tensors=\"pt\"\n)\n\nwith torch.no_grad():\n    output_ids = model.generate(\n        token_ids.to(model.device),\n        max_new_tokens=256,\n        do_sample=True,\n        temperature=0.5\n    )\n\noutput = tokenizer.decode(\n    output_ids.tolist()&#091;0]&#091;token_ids.size(1):], \n    skip_special_tokens=True\n)\nprint(output)<\/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>\u4eba\u751f\u6700\u5f8c\u306e\u65e5\u306b\u4f55\u3092\u3057\u305f\u3044\u3067\u3059\u304b\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u4eba\u751f\u6700\u5f8c\u306e\u65e5\u306b\u4f55\u3092\u3057\u305f\u3044\u304b\u3092\u8003\u3048\u308b\u3053\u3068\u306f\u3001\u975e\u5e38\u306b\u500b\u4eba\u7684\u3067\u6df1\u3044\u30c6\u30fc\u30de\u3067\u3059\u3002\u3053\u306e\u554f\u3044\u306b\u5bfe\u3059\u308b\u7b54\u3048\u306f\u3001\u500b\u3005\u4eba\u306e\u4fa1\u5024\u89b3\u3001\u76ee\u6a19\u3001\u7d4c\u9a13\u3001\u305d\u3057\u3066\u611f\u60c5\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u4e00\u822c\u7684\u306a\u8996\u70b9\u3084\u8981\u7d20\u3092\u8003\u616e\u3057\u305f\u5fdc\u7b54\u3067\u3059\u3002<br><br>1. \u5bb6\u65cf\u3084\u53cb\u4eba\u3068\u306e\u6642\u9593<br>&#8211; \u5927\u5207\u306a\u4eba\u305f\u3061\u3068\u904e\u3054\u3059: \u611b\u3059\u308b\u4eba\u3005\u3068\u4e00\u7dd2\u306b\u904e\u3054\u3057\u3001\u611f\u8b1d\u306e\u6c17\u6301\u3061\u3092\u4f1d\u3048\u308b\u3002<br>&#8211; \u601d\u3044\u51fa\u3092\u5171\u6709\u3059\u308b: \u904e\u53bb\u306e\u601d\u3044\u51fa\u3092\u632f\u308a\u8fd4\u308a\u3001\u7b11\u3044\u5408\u3063\u305f\u308a\u3001\u6d99\u3092\u6d41\u3057\u305f\u308a\u3057\u3066\u7d46\u3092\u6df1\u3081\u308b\u3002<br><br>2. \u81ea\u5df1\u5b9f\u73fe\u3068\u6210\u9577<br>&#8211; \u672a\u5b8c\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53d6\u308a\u7d44\u3080: \u3084\u308a\u6b8b\u3057\u305f\u3053\u3068\u3084\u3001\u9054\u6210\u3057\u305f\u304b\u3063\u305f\u3053\u3068\u306b\u6700\u5f8c\u306e\u6642\u9593\u3092\u6367\u3052\u308b\u3002<br>&#8211; \u5b66\u3073\u7d9a\u3051\u308b: \u77e5\u8b58\u3092\u6df1\u3081\u305f\u308a\u3001\u65b0\u3057\u3044\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u305f\u308a\u3059\u308b\u305f\u3081\u306b\u3001\u4f55\u304b\u3092\u5b66\u3076\u3002<br><br>3. \u81ea\u7136\u3068\u306e\u89e6\u308c\u5408\u3044<br>&#8211; \u7f8e\u3057\u3044\u5834\u6240\u3092\u8a2a\u308c\u308b: \u304a\u6c17\u306b\u5165\u308a\u306e\u5834\u6240\u3084\u3001\u307e\u3060\u8a2a\u308c\u3066\u3044\u306a\u3044\u5834\u6240\u3067\u30ea\u30e9\u30c3\u30af\u30b9\u3059\u308b\u3002<br>&#8211; \u81ea\u7136\u306e\u4e2d\u3067\u7791\u60f3\u3059\u308b:<br><\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u5bc4\u308a\u6dfb\u3046\u306e\u304c\u4e0a\u624b\u305d\u3046\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"index_id8\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<strong><span class=\"swl-format-2\">\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/span><\/strong><\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"283\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-4552\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-300x106.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-768x272.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-format-1\"><span class=\"swl-marker mark_yellow\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306eGPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button red_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Tanuki-8x8B\u306f\u3001\u6771\u4eac\u5927\u5b66\u677e\u5c3e\u30fb\u5ca9\u6fa4\u7814\u7a76\u5ba4\u304c\u958b\u767a\u3057\u305f\u65e5\u672c\u8a9e\u7279\u5316\u306eLLM\u3067\u3059\u3002 \u65e5\u672c\u8a9e\u3067\u306e\u5171\u611f\u7684\u304b\u3064\u81ea\u7136\u306a\u5bfe\u8a71\u3084\u6587\u7ae0\u751f\u6210\u306b\u512a\u308c\u3001GPT-3.5 Turbo\u3068\u540c\u7b49\u306e\u6027\u80fd\u3092\u8a87\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Tanuki-8&#215;8 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":11622,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-11584","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\/11584","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=11584"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/11584\/revisions"}],"predecessor-version":[{"id":12213,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/11584\/revisions\/12213"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/11622"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=11584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=11584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=11584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}