{"id":12890,"date":"2024-12-24T19:00:21","date_gmt":"2024-12-24T10:00:21","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=12890"},"modified":"2024-12-24T19:00:21","modified_gmt":"2024-12-24T10:00:21","slug":"datagemma","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/datagemma.html","title":{"rendered":"DataGemma\u306e\u4f7f\u3044\u65b9\uff01RIG\u3068RAG\u3067\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">DataGemma \u306f\u3001Google\u304c\u958b\u767a\u3057\u305fLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u306e\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001DataGemma\u306e\u6982\u8981\u304b\u3089\u5546\u7528\u5229\u7528\u3001\u4f7f\u3044\u65b9\u307e\u3067\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u3056\u3063\u304f\u308a\u8a00\u3046\u3068<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>DataGemma \u306f\u3001Google\u304c\u958b\u767a\u3057\u305fLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u306e\u305f\u3081\u306e\u6280\u8853<\/li>\n\n\n\n<li>Apache License 2.0\u3067\u63d0\u4f9b\u3055\u308c\u3001\u7121\u6599\u3067\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd<\/li>\n\n\n\n<li>DataGemma\u306eRIG\u30e2\u30c7\u30eb\u3001RAG\u30e2\u30c7\u30eb\u306e\u4f7f\u3044\u65b9\u3092\u89e3\u8aac<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">DataGemma\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\/10\/11_anime_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-12388\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/11_anime_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/11_anime_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">DataGemma \u306f\u3001Google\u304c\u958b\u767a\u3057\u305fLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u306e\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>DataGemma\u306f\u3001Data Commons\u304b\u3089\u4fe1\u983c\u3067\u304d\u308b\u7d71\u8a08\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001RIG\u3068RAG\u3092\u7528\u3044\u3066\u3001LLM\u306e\u51fa\u529b\u304c\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5185\u5bb9\u306b\u306a\u308b\u3088\u3046\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\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\">DataGemma\u306e\u30e2\u30c7\u30eb\uff08RAG\u30fbRIG\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\/09\/8_midashi_0921.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-11815\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/8_midashi_0921.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/8_midashi_0921-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">DataGemma\u306fRIG\u30e2\u30c7\u30eb\u3068RAG\u30e2\u30c7\u30eb\u3092\u3001\u305d\u308c\u305e\u308c<a href=\"https:\/\/huggingface.co\/collections\/google\/datagemma-release-66df7636084d2b150a4e6643\">HuggingFace<\/a>\u3067\u516c\u958b\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular min_width10_\"><table><thead style=\"--thead-color--bg:var(--color_gray);--thead-color--txt:var(--swl-text_color--black)\"><tr><th>\u30e2\u30c7\u30ebID<\/th><th>\u30d1\u30e9\u30e1\u30fc\u30bf\u30b5\u30a4\u30ba<\/th><th>\u7279\u5fb4<\/th><th>GPU\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf<\/th><\/tr><\/thead><tbody><tr><td>google\/datagemma-rig-27b-it<\/td><td>270\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>RIG\u30e2\u30c7\u30eb<\/td><td>20GB\uff08BF16\u30014bit\u91cf\u5b50\u5316\uff09<\/td><\/tr><tr><td>google\/datagemma-rag-27b-it<\/td><td>270\u5104\u30d1\u30e9\u30e1\u30fc\u30bf<\/td><td>RAG\u30e2\u30c7\u30eb<\/td><td>20GB\uff08BF16\u30014bit\u91cf\u5b50\u5316\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>RIG\u306f\u3001Data Commons\u306e\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u3092\u53c2\u7167\u3057\u3001<span class=\"swl-format-2\">DataGemma\u30e2\u30c7\u30eb\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u4e8b\u5b9f\u78ba\u8a8d\u3092\u884c\u3046<\/span>\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001LLM\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u4ee5\u5916\u306e\u95a2\u9023\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u3080\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<span class=\"swl-format-2\">\u751f\u6210\u306e\u524d\u6bb5\u968e\u3067Data Commons\u304b\u3089\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u3080<\/span>\u3053\u3068\u3067\u3001\u3088\u308a\u5e83\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">DataGemma\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\/kuma60_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10036\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma60_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma60_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>DataGemma\u306f\u3001Gemma\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\uff08Apache License 2.0\uff09\u306b\u57fa\u3065\u3044\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5546\u7528\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u304c\u3001\u73fe\u6642\u70b9\u3067\u306f\u4e3b\u306b\u7814\u7a76\u3084\u5b66\u8853\u76ee\u7684\u3067\u306e\u5229\u7528\u304c\u63a8\u5968\u3055\u308c\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>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:\/\/ai.google.dev\/gemma\/terms\" data-type=\"link\" data-id=\"https:\/\/ai.google.dev\/gemma\/terms\">Gemma\u306e\u5229\u7528\u898f\u7d04<\/a>\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">DataGemma\u306e\u5229\u7528\u7533\u8acb<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cat20_midashi-1.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9919\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cat20_midashi-1.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/cat20_midashi-1-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">DataGemma\u306e\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u306b\u306f\u3001\u4e8b\u524d\u306b\u5229\u7528\u7533\u8acb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u3053\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5229\u7528\u7533\u8acb\u306e\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">HuggingFace\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\"><a href=\"https:\/\/huggingface.co\/google\/datagemma-rig-27b-it\">HuggingFace\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001\u300cAcknowledge license\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"390\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma1.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-12943\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma1-300x146.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma1-768x374.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178:https:\/\/huggingface.co\/google\/datagemma-rig-27b-it)<\/figcaption><\/figure>\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\">HuggingFace\u306e\u9023\u7d61\u5148\u60c5\u5831\u306e\u30a2\u30af\u30bb\u30b9\u8a31\u53ef<\/div><div class=\"swell-block-step__body\">\n<p>Kaggle\u304b\u3089HuggingFace\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u9023\u7d61\u5148\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3092\u8a31\u53ef\u3057\u305f\u3046\u3048\u3067\u3001<span class=\"swl-format-2\">[Authorize]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"495\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma2.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-12944\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma2.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma2-300x186.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma2-768x475.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178:https:\/\/huggingface.co\/google\/datagemma-rig-27b-it)<\/figcaption><\/figure>\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\">Gemma\u30e2\u30c7\u30eb\u3078\u306e\u30a2\u30af\u30bb\u30b9\u7533\u8acb<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092\u5165\u529b\u3057\u3001[I accept the terms and conditions(Reauired)*]\u306b\u30c1\u30a7\u30c3\u30af\u3092\u3044\u308c\u3066\u3001[Accept]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"460\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma3.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-12942\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma3.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma3-300x173.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma3-768x442.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178:https:\/\/huggingface.co\/google\/datagemma-rig-27b-it)<\/figcaption><\/figure>\n\n\n\n\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"237\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma4.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-12945\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma4.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma4-300x89.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma4-768x228.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178:https:\/\/huggingface.co\/google\/datagemma-rig-27b-it)<\/figcaption><\/figure>\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\">\u5229\u7528\u7533\u8acb\u306e\u5b8c\u4e86<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">Gemma\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u306b\u3001[Gated model You have been granted access to this model]\u3068\u8868\u793a\u3055\u308c\u305f\u3089\u3001\u5229\u7528\u7533\u8acb\u304c\u5b8c\u4e86\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"408\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma5.jpg\" alt=\"\u5229\u7528\u7533\u8acb\" class=\"wp-image-12941\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma5.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma5-300x153.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/capture_datagemma5-768x392.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178:https:\/\/huggingface.co\/google\/datagemma-rig-27b-it)<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">DataGemma\u306e\u74b0\u5883\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/ishi_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9130\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/ishi_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/ishi_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u3053\u304b\u3089DataGemma\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u884c\u74b0\u5883<\/h3>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100 80GB<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\uff1a80GB<\/li>\n\n\n\n<li>OS \uff1aUbuntu 22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066Gemma2\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\uff1a4.45.0<\/li>\n\n\n\n<li>accelerate<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir datagemma\ncd datagemma\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" &gt;&gt; \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# PyTorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install torch==2.2.2 torchvision==0.17.2 torchaudio==2.2.2 --index-url https:\/\/download.pytorch.org\/whl\/cu121\n\n# Transformer\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install transformers==4.45.0 accelerate bitsandbytes\n\n# DataGemma\u95a2\u9023\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install -q git+https:\/\/github.com\/datacommonsorg\/llm-tools\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  datagemma:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: datagemma\n    runtime: nvidia\n    container_name: datagemma\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/datagemma\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    command: &gt;\n      bash -c '\/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Docker\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>Docker\u306e\u8d77\u52d5\u5f8c\u306b\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b\u3059\u308b\u3068\u3001Jupyter Lab\u3092\u30d6\u30e9\u30a6\u30b6\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>localhost:8888<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">DataGemma RIG\u306e\u5b9f\u88c5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gold_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9075\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gold_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/gold_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\u3067DataGemma RIG\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\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import os\nimport data_gemma as dg\n\nos.environ&#091;\"DC_API_KEY\"] = \"***********************************\"\nos.environ&#091;\"HF_TOKEN\"] = \"***********************************\"\n\ndc = dg.DataCommons(api_key=os.environ&#091;\"DC_API_KEY\"])\nhf_token = os.environ&#091;\"HF_TOKEN\"]<\/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\">os.environ[&#8220;DC_API_KEY&#8221;]<\/span><\/p>\n\n\n\n<p> Data Commons\u306eAPI\u30ad\u30fc\u3092\u74b0\u5883\u5909\u6570\u3068\u3057\u3066\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;HF_TOKEN&#8221;]<\/span><\/p>\n\n\n\n<p>Hugging Face\u306eAPI\u30c8\u30fc\u30af\u30f3\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001Hugging Face\u306e\u30e2\u30c7\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div><\/div>\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><\/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\">DataGemma RIG\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">DataGemma\u306eRIG\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>import torch\n\nfrom transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig\n\nnf4_config = BitsAndBytesConfig(\n   load_in_4bit=True,\n   bnb_4bit_quant_type=\"nf4\",\n   bnb_4bit_compute_dtype=torch.bfloat16\n)\n\nmodel_name = 'google\/datagemma-rig-27b-it'\ntokenizer = AutoTokenizer.from_pretrained(model_name, token=hf_token)\ndatagemma_model = AutoModelForCausalLM.from_pretrained(model_name,\n                                             device_map=\"auto\",\n                                             quantization_config=nf4_config,\n                                             torch_dtype=torch.bfloat16,\n                                             token=hf_token)\n\ndatagemma_model_wrapper = dg.HFBasic(datagemma_model, tokenizer)<\/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\">nf4_config = BitsAndBytesConfig(&#8230;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>BitsAndBytesConfig<\/code> \u30af\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u3001\u30e2\u30c7\u30eb\u30924\u30d3\u30c3\u30c8\u306e\u7cbe\u5ea6\u3067\u91cf\u5b50\u5316\u3059\u308b\u8a2d\u5b9a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u91cf\u5b50\u5316\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u3057\u3001\u3088\u308a\u5c11\u306a\u3044\u30ea\u30bd\u30fc\u30b9\u3067\u306e\u5b9f\u884c\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>bnb_4bit_compute_dtype=torch.bfloat16<\/code>\uff1a\u8a08\u7b97\u306e\u969b\u306b\u4f7f\u308f\u308c\u308b\u30c7\u30fc\u30bf\u578b\u3092bfloat16\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>load_in_4bit=True<\/code>\uff1a\u30e2\u30c7\u30eb\u30924\u30d3\u30c3\u30c8\u7cbe\u5ea6\u3067\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>bnb_4bit_quant_type=\"nf4\"<\/code>\uff1anf4\u3068\u3044\u3046\u91cf\u5b50\u5316\u5f62\u5f0f\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">model_name = &#8216;google\/datagemma-rig-27b-it&#8217;<\/span><\/p>\n\n\n\n<p>DataGemma\u306eRIG\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">tokenizer = AutoTokenizer.from_pretrained(model_name, token=hf_token)<\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305fmodel_name\u306b\u5bfe\u5fdc\u3059\u308b\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">datagemma_model = AutoModelForCausalLM.from_pretrained(&#8230;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>AutoModelForCausalLM<\/code>\u30af\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u6307\u5b9a\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>token=hf_token<\/code>\uff1aHugging Face\u306eAPI\u30c8\u30fc\u30af\u30f3\u3092\u6307\u5b9a\u3057\u3066\u3001\u9069\u5207\u306a\u8a8d\u8a3c\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>device_map=\"auto\"<\/code>\uff1a\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u6700\u9069\u306a\u30c7\u30d0\u30a4\u30b9\uff08CPU\u307e\u305f\u306fGPU\uff09\u306b\u914d\u7f6e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>quantization_config=nf4_config<\/code>\uff1a4\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u306e\u8a2d\u5b9a\u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>torch_dtype=torch.bfloat16<\/code>\uff1a\u8a08\u7b97\u306e\u969b\u306e\u30c7\u30fc\u30bf\u578b\u3092bfloat16\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">datagemma_model_wrapper = dg.HFBasic(datagemma_model, tokenizer)<\/span><\/p>\n\n\n\n<p><code>HFBasic<\/code>\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306ewrapper\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u76f4\u63a5\u7684\u306b\u30e2\u30c7\u30eb\u3084\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u6271\u3046\u5fc5\u8981\u304c\u306a\u304f\u3001\u7c21\u5358\u306b\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\u3084\u30e2\u30c7\u30eb\u5b9f\u884c\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\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\">DataGemma RIG\u3067\u8cea\u554f\u56de\u7b54<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">DataGemma\u306eRIG\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u8cea\u554f\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from IPython.display import Markdown\nimport textwrap\n\ndef display_chat(prompt, text):\n  formatted_prompt = \"&lt;font size='+1' color='brown'&gt;User:&lt;blockquote&gt;\" + prompt + \"&lt;\/blockquote&gt;&lt;\/font&gt;\"\n  text = text.replace('\u2022', '  *')\n  text = textwrap.indent(text, '&gt; ', predicate=lambda _: True)\n  formatted_text = \"&lt;font size='+1' color='teal'&gt;AI:\\n\\n\" + text + \"\\n&lt;\/font&gt;\"\n  return Markdown(formatted_prompt+formatted_text)\n\ndef to_markdown(text):\n  text = text.replace('\u2022', '  *')\n  return Markdown(textwrap.indent(text, '&gt; ', predicate=lambda _: True))\n\nQUERY = \"What is the population of Japan\"\nans = dg.RIGFlow(llm=datagemma_model_wrapper, data_fetcher=dc, verbose=False).query(query=QUERY)\nMarkdown(textwrap.indent(ans.answer(), '&gt; ', predicate=lambda _: True))\n\ndisplay_chat(QUERY, ans.answer())<\/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\">def display_chat(prompt, text)&#8230;<\/span><\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u3001\u305d\u308c\u306b\u5bfe\u3059\u308bLLM\u306e\u56de\u7b54\u3092\u898b\u3084\u3059\u3044\u5f62\u5f0f\u3067\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>formatted_prompt<\/code>\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f<code>prompt<\/code>\u3092\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3066\u3001Markdown\u5f62\u5f0f\u3067\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>text.replace('\u2022', ' *')<\/code>\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u7b87\u6761\u66f8\u304d\u8a18\u53f7\u300c\u2022\u300d\u3092Markdown\u306e\u30ea\u30b9\u30c8\u8a18\u53f7\u300c*\u300d\u306b\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>textwrap.indent(text, '&gt; ', predicate=lambda _: True)<\/code>\u3067\u3001LLM\u304b\u3089\u306e\u56de\u7b54\u3092Markdown\u306e\u5f15\u7528\u5f62\u5f0f\uff08\u300c&gt;\u300d\uff09\u3067\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>formatted_text<\/code>\u3067\u306f\u3001AI\u306e\u56de\u7b54\u3092\u30c6\u30a3\u30fc\u30eb\u30ab\u30e9\u30fc\u3067\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>Markdown<\/code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068LLM\u306e\u56de\u7b54\u3092\u7d50\u5408\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">def to_markdown(text)&#8230;<\/span><\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u3092Markdown\u5f62\u5f0f\u3067\u5f15\u7528\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u4e2d\u306e\u300c\u2022\u300d\u3092\u300c*\u300d\u306b\u7f6e\u304d\u63db\u3048\u3001\u3059\u3079\u3066\u306e\u884c\u3092\u5f15\u7528\u5f62\u5f0f\u3067\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u304b\u3089Markdown\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">QUERY = &#8220;What is the population of Japan&#8221;<\/span><\/p>\n\n\n\n<p>QUERY\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u5185\u5bb9\u304c\u5165\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ans = dg.RIGFlow(llm=datagemma_model_wrapper, data_fetcher=dc, verbose=False).query(query=QUERY)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>dg.RIGFlow<\/code>\uff1aDataGemma\u30e2\u30c7\u30eb\u306eRIG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f7f\u3063\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002<code>llm=datagemma_model_wrapper<\/code>:LLM\u306b\u306f\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u305fWrapper\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>data_fetcher=dc<\/code>\uff1aData Commons\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>verbose=False<\/code>\uff1a\u8a73\u7d30\u306a\u30ed\u30b0\u51fa\u529b\u3092\u7121\u52b9\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>query(query=QUERY)<\/code>\uff1a\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3092\u4f7f\u3063\u3066DataGemma\u30e2\u30c7\u30eb\u306b\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6307\u5b9a\u3057\u305fmodel_name\u306b\u5bfe\u5fdc\u3059\u308b\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Markdown(textwrap.indent(ans.answer(), &#8216;&gt; &#8216;, predicate=lambda _: True))<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>ans.answer()<\/code>\u3067\u53d6\u5f97\u3057\u305f\u56de\u7b54\u3092Markdown\u5f62\u5f0f\u3067\u5f15\u7528\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">display_chat(QUERY, ans.answer())<\/span><\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3068\u3001DataGemma\u30e2\u30c7\u30eb\u304b\u3089\u306e\u56de\u7b54\u3092\u6e21\u3057\u3066\u3001\u7d50\u679c\u3092\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3001\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">LLM\u306e\u56de\u7b54<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>... calling HF Pipeline API \"What is the population of Japan...\"\n... calling DC with \"what is the population of Japan?\"\n\nUser:\nWhat is the population of Japan\nAI:\nJapan has a population of around &#091;DC#1(125124989 &#091;1] || 125 million)] people.\n\nIt's important to note that this number is shrinking due to a low birth rate and limited immigration.\n\nFOOTNOTES\n&#091;1] - Per datacatalog.worldbank.org, value was 125124989 in 2022. See more at https:\/\/datacommons.org\/explore#q=what%20is%20the%20population%20of%20Japan%3F&amp;mode=toolformer_rig<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_good\">\u88cf\u4ed8\u3051\u306e\u3042\u308b\u56de\u7b54\u304c\u5f97\u3089\u308c\u3066\u3044\u307e\u3059\uff01<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">DataGemma RAG\u306e\u5b9f\u88c5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/landscape2_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9074\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/landscape2_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/landscape2_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Jupyter Lab\u4e0a\u3067DataGemma RAG\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\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import os\nimport data_gemma as dg\n\nos.environ&#091;\"DC_API_KEY\"] = \"****************************\"\nos.environ&#091;\"HF_TOKEN\"] = \"****************************\"\nos.environ&#091;\"GEMINI_API_KEY\"] = \"****************************\"\n\ndc = dg.DataCommons(api_key=os.environ&#091;\"DC_API_KEY\"])\nhf_token = os.environ&#091;\"HF_TOKEN\"]\ngemini_api_key = os.environ&#091;\"GEMINI_API_KEY\"]<\/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\">os.environ[&#8220;DC_API_KEY&#8221;]<\/span><\/p>\n\n\n\n<p> Data Commons\u306eAPI\u30ad\u30fc\u3092\u74b0\u5883\u5909\u6570\u3068\u3057\u3066\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;HF_TOKEN&#8221;]<\/span><\/p>\n\n\n\n<p>Hugging Face\u306eAPI\u30c8\u30fc\u30af\u30f3\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001Hugging Face\u306e\u30e2\u30c7\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">os.environ[&#8220;GEMINI_API_KEY&#8221;]<\/span><\/p>\n\n\n\n<p>Google Gemini\u30e2\u30c7\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306eAPI\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\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><\/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\">DataGemma RAG\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">DataGemma\u306eRAG\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>import torch\nfrom transformers import AutoTokenizer, AutoModelForCausalLM, BitsAndBytesConfig\n\ngemini_model = dg.GoogleAIStudio(model='gemini-1.5-pro', api_keys=&#091;gemini_api_key])\n\nnf4_config = BitsAndBytesConfig(\n   load_in_4bit=True,\n   bnb_4bit_quant_type=\"nf4\",\n   bnb_4bit_compute_dtype=torch.bfloat16\n)\n\nmodel_name = 'google\/datagemma-rag-27b-it'\ntokenizer = AutoTokenizer.from_pretrained(model_name, token=hf_token)\ndatagemma_model = AutoModelForCausalLM.from_pretrained(model_name,\n                                             device_map=\"auto\",\n                                             quantization_config=nf4_config,\n                                             torch_dtype=torch.bfloat16,\n                                             token=hf_token)\n\ndatagemma_model_wrapper = dg.HFBasic(datagemma_model, tokenizer)<\/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\">gemini_model = dg.GoogleAIStudio(model=&#8217;gemini-1.5-pro&#8217;, api_keys=[gemini_api_key])<\/span><\/p>\n\n\n\n<p>gemini-1.5-pro\u306e\u30e2\u30c7\u30eb\u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">nf4_config = BitsAndBytesConfig(&#8230;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>BitsAndBytesConfig<\/code> \u30af\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u3001\u30e2\u30c7\u30eb\u30924\u30d3\u30c3\u30c8\u306e\u7cbe\u5ea6\u3067\u91cf\u5b50\u5316\u3059\u308b\u8a2d\u5b9a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u91cf\u5b50\u5316\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u3057\u3001\u3088\u308a\u5c11\u306a\u3044\u30ea\u30bd\u30fc\u30b9\u3067\u306e\u5b9f\u884c\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>bnb_4bit_compute_dtype=torch.bfloat16<\/code>\uff1a\u8a08\u7b97\u306e\u969b\u306b\u4f7f\u308f\u308c\u308b\u30c7\u30fc\u30bf\u578b\u3092bfloat16\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>load_in_4bit=True<\/code>\uff1a\u30e2\u30c7\u30eb\u30924\u30d3\u30c3\u30c8\u7cbe\u5ea6\u3067\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>bnb_4bit_quant_type=\"nf4\"<\/code>\uff1anf4\u3068\u3044\u3046\u91cf\u5b50\u5316\u5f62\u5f0f\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">model_name = &#8216;google\/datagemma-rag-27b-it&#8217;<\/span><\/p>\n\n\n\n<p>DataGemma\u306eRAG\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">tokenizer = AutoTokenizer.from_pretrained(model_name, token=hf_token)<\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305fmodel_name\u306b\u5bfe\u5fdc\u3059\u308b\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">datagemma_model = AutoModelForCausalLM.from_pretrained(&#8230;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>AutoModelForCausalLM<\/code>\u30af\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u6307\u5b9a\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>token=hf_token<\/code>\uff1aHugging Face\u306eAPI\u30c8\u30fc\u30af\u30f3\u3092\u6307\u5b9a\u3057\u3066\u3001\u9069\u5207\u306a\u8a8d\u8a3c\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>device_map=\"auto\"<\/code>\uff1a\u30e2\u30c7\u30eb\u3092\u81ea\u52d5\u7684\u306b\u6700\u9069\u306a\u30c7\u30d0\u30a4\u30b9\uff08CPU\u307e\u305f\u306fGPU\uff09\u306b\u914d\u7f6e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>quantization_config=nf4_config<\/code>\uff1a4\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u306e\u8a2d\u5b9a\u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>torch_dtype=torch.bfloat16<\/code>\uff1a\u8a08\u7b97\u306e\u969b\u306e\u30c7\u30fc\u30bf\u578b\u3092bfloat16\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">datagemma_model_wrapper = dg.HFBasic(datagemma_model, tokenizer)<\/span><\/p>\n\n\n\n<p><code>HFBasic<\/code>\u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u3068\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306ewrapper\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u76f4\u63a5\u7684\u306b\u30e2\u30c7\u30eb\u3084\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u6271\u3046\u5fc5\u8981\u304c\u306a\u304f\u3001\u7c21\u5358\u306b\u30c8\u30fc\u30af\u30ca\u30a4\u30ba\u3084\u30e2\u30c7\u30eb\u5b9f\u884c\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\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\">DataGemma RAG\u3067\u8cea\u554f\u56de\u7b54<\/div><div class=\"swell-block-step__body\">\n<p>DataGemma\u306eRAG\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u8cea\u554f\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from IPython.display import Markdown\nimport textwrap\n\ndef display_chat(prompt, text):\n  formatted_prompt = \"&lt;font size='+1' color='brown'&gt;User&lt;blockquote&gt;\" + prompt + \"&lt;\/blockquote&gt;&lt;\/font&gt;\"\n  text = text.replace('\u2022', '  *')\n  text = textwrap.indent(text, '&gt; ', predicate=lambda _: True)\n  formatted_text = \"&lt;font size='+1' color='teal'&gt;AI\\n\\n\" + text + \"\\n&lt;\/font&gt;\"\n  return Markdown(formatted_prompt+formatted_text)\n\ndef to_markdown(text):\n  text = text.replace('\u2022', '  *')\n  return Markdown(textwrap.indent(text, '&gt; ', predicate=lambda _: True))\n\nQUERY = \"Compare the GDP of Japan and India.\"\nans = dg.RAGFlow(llm_question=datagemma_model_wrapper, llm_answer=gemini_model, data_fetcher=dc).query(query=QUERY)\nMarkdown(textwrap.indent(ans.answer(), '&gt; ', predicate=lambda _: True))\n\ndisplay_chat(QUERY, ans.answer())<\/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\">def display_chat(prompt, text)&#8230;<\/span><\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068\u3001\u305d\u308c\u306b\u5bfe\u3059\u308bLLM\u306e\u56de\u7b54\u3092\u898b\u3084\u3059\u3044\u5f62\u5f0f\u3067\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>formatted_prompt<\/code>\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u8cea\u554f<code>prompt<\/code>\u3092\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3066\u3001Markdown\u5f62\u5f0f\u3067\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>text.replace('\u2022', ' *')<\/code>\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u7b87\u6761\u66f8\u304d\u8a18\u53f7\u300c\u2022\u300d\u3092Markdown\u306e\u30ea\u30b9\u30c8\u8a18\u53f7\u300c*\u300d\u306b\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>textwrap.indent(text, '&gt; ', predicate=lambda _: True)<\/code>\u3067\u3001LLM\u304b\u3089\u306e\u56de\u7b54\u3092Markdown\u306e\u5f15\u7528\u5f62\u5f0f\uff08\u300c&gt;\u300d\uff09\u3067\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>formatted_text<\/code>\u3067\u306f\u3001AI\u306e\u56de\u7b54\u3092\u30c6\u30a3\u30fc\u30eb\u30ab\u30e9\u30fc\u3067\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>Markdown<\/code>\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3068LLM\u306e\u56de\u7b54\u3092\u7d50\u5408\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">def to_markdown(text)&#8230;<\/span><\/p>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u3092Markdown\u5f62\u5f0f\u3067\u5f15\u7528\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u8868\u793a\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3067\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u4e2d\u306e\u300c\u2022\u300d\u3092\u300c*\u300d\u306b\u7f6e\u304d\u63db\u3048\u3001\u3059\u3079\u3066\u306e\u884c\u3092\u5f15\u7528\u5f62\u5f0f\u3067\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u304b\u3089Markdown\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">QUERY = &#8220;Compare the GDP of Japan and India.&#8221;<\/span><\/p>\n\n\n\n<p>QUERY\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u5185\u5bb9\u304c\u5165\u529b\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ans = dg.RAGFlow(llm_question=datagemma_model_wrapper, llm_answer=gemini_model, data_fetcher=dc).query(query=QUERY)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>dg.RIGFlow<\/code>\uff1aDataGemma\u30e2\u30c7\u30eb\u306eRIG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f7f\u3063\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002<code>llm=datagemma_model_wrapper<\/code>:\u8cea\u554f\u306e\u95a2\u9023\u6027\u306b\u3064\u3044\u3066\u51e6\u7406\u3092\u3059\u308bLLM\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>llm_answer=gemini_model<\/code>: \u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306eLLM\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>data_fetcher=dc<\/code>\uff1aData Commons\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>verbose=False<\/code>\uff1a\u8a73\u7d30\u306a\u30ed\u30b0\u51fa\u529b\u3092\u7121\u52b9\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>query(query=QUERY)<\/code>\uff1a\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3092\u4f7f\u3063\u3066DataGemma\u30e2\u30c7\u30eb\u306b\u8cea\u554f\u3092\u6295\u3052\u304b\u3051\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6307\u5b9a\u3057\u305fmodel_name\u306b\u5bfe\u5fdc\u3059\u308b\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Markdown(textwrap.indent(ans.answer(), &#8216;&gt; &#8216;, predicate=lambda _: True))<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>ans.answer()<\/code>\u3067\u53d6\u5f97\u3057\u305f\u56de\u7b54\u3092Markdown\u5f62\u5f0f\u3067\u5f15\u7528\u30a4\u30f3\u30c7\u30f3\u30c8\u3057\u3066\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">display_chat(QUERY, ans.answer())<\/span><\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3068\u3001DataGemma\u30e2\u30c7\u30eb\u304b\u3089\u306e\u56de\u7b54\u3092\u6e21\u3057\u3066\u3001\u7d50\u679c\u3092\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u3001\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">LLM\u306e\u56de\u7b54<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>... &#091;RAG] Calling FINETUNED model for DC questions\n... calling HF Pipeline API \"\"\nYour role is that of a Question Generator.  Give...\"\n... &#091;RAG] Making DC Calls\n... calling DC for table with \"What is the GDP of India?\"\n... calling DC for table with \"What is the GDP of Japan?\"\n... &#091;RAG] Calling UNTUNED model for final response\n... calling AIStudio gemini-1.5-pro \"Using statistics from the tables below, respond t...\"\nUser\n\nCompare the GDP of Japan and India.\nAI\nJapan's nominal GDP in 2022 was \n3416645826052.87 &#091;Table 1]. This means that Japan's economy was larger than India's in 2022. Looking back at the historical data, Japan's GDP has consistently been larger than India's since at least 1960 &#091;Table 1], &#091;Table 2].\n\nTABLES\nTable 1: GDP (Nominal Value) in India (unit: USD), according to datacatalog.worldbank.org date | GDP (Nominal Value)\n2022 | 3416645826052.87 2021 | 3150306839142.13 2020 | 2671595405986.86 2019 | 2835606256616.03 2018 | 2702929641707.38 2017 | 2651474262735.28 2016 | 2294796885682.55 2015 | 2103588360066.32 2014 | 2039126479228.11 2013 | 1856721507681.08 2012 | 1827637590787.19 2011 | 1823051829900.81 2010 | 1675615519489.35 2009 | 1341888016984.36 2008 | 1198895139014.62 2007 | 1216736438842.41 2006 | 940259888794.351 2005 | 820381595510.643 2004 | 709148514815.787 2003 | 607699285436.048 2002 | 514937948874.212 2001 | 485441014538.638 2000 | 468394937255.803 1999 | 458820417337.807 1998 | 421351317224.941 1997 | 415867563592.829 1996 | 392896866204.516 1995 | 360281909643.489 1994 | 327275583530.004 1993 | 279295648982.529 1992 | 288208070278.013 1991 | 270105341879.226 1990 | 320979026420.035 1989 | 296042052944.66 1988 | 296589670895.932 1987 | 279033584092.223 1986 | 248985994040.59 1985 | 232511554840.372 1984 | 212157645177.652 1983 | 218262146413.158 1982 | 200715624830.902 1981 | 193491368445.573 1980 | 186325345086.661 1979 | 152991653793.77 1978 | 137300295313.3 1977 | 121486641441.309 1976 | 102717164466.397 1975 | 98472796456.884 1974 | 99525899116.054 1973 | 85515269585.4 1972 | 71463193831.0092 1971 | 67351404351.833 1970 | 62422483054.6667 1969 | 58447995017.3333 1968 | 53085455870.6667 1967 | 50134942204 1966 | 45865462034.2857 1965 | 59554854575.8085 1964 | 56480289940.9899 1963 | 48421923459.1235 1962 | 42161481858.0819 1961 | 39232435784.0358 1960 | 37029883876.1839\n\nTable 2: GDP (Nominal Value) in Japan (unit: USD), according to datacatalog.worldbank.org date | GDP (Nominal Value)\n2022 | 4232173916086.67 2021 | 5005536736792.29 2020 | 5048789595589.43 2019 | 5117993853016.51 2018 | 5040880939324.86 2017 | 4930837369151.42 2016 | 5003677627544.24 2015 | 4444930651964.18 2014 | 4896994405353.29 2013 | 5212328181166.18 2012 | 6272362996105.03 2011 | 6233147172341.35 2010 | 5759071769013.11 2009 | 5289493117993.89 2008 | 5106679115127.3 2007 | 4579750920354.81 2006 | 4601663122649.92 2005 | 4831467035389.8 2004 | 4893116005656.56 2003 | 4519561645253.53 2002 | 4182846045873.61 2001 | 4374711694090.87 2000 | 4968359075956.59 1999 | 4635982224063.88 1998 | 4098362709531.24 1997 | 4492448605638.94 1996 | 4923391533851.63 1995 | 5545563663889.7 1994 | 4998797547740.97 1993 | 4536940479038.25 1992 | 3980702922117.66 1991 | 3648065760648.88 1990 | 3185904656663.85 1989 | 3109455047823.93 1988 | 3125724434400.79 1987 | 2580748422781.09 1986 | 2120083812109.91 1985 | 1427019759717.41 1984 | 1345824500836.76 1983 | 1270859919742.9 1982 | 1158731426905.85 1981 | 1245221410764.15 1980 | 1129377244854.04 1979 | 1077910077676.37 1978 | 1035611588216.59 1977 | 737069290927.712 1976 | 598883902155.605 1975 | 532861438884.724 1974 | 490035789970.299 1973 | 441460582535.921 1972 | 324933841268.585 1971 | 245364056622.363 1970 | 217223652719.444 1969 | 172204199480.889 1968 | 146601072685.511 1967 | 123781880217.6 1966 | 105628070343.111 1965 | 90950278257.7778 1964 | 81749006381.5111 1963 | 69498131797.3333 1962 | 60723018683.7333 1961 | 53508617739.3778 1960 | 44307342950.4<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_good\">RAG\u304c\u5916\u90e8\u30c7\u30fc\u30bf\uff08Data Commons\uff09\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\uff01<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"index_id8\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<strong><span class=\"swl-format-2\">\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/span><\/strong><\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1462\" height=\"508\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-10134\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner.jpg 1462w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-300x104.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-1024x356.jpg 1024w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/h100_banner-768x267.jpg 768w\" sizes=\"(max-width: 1462px) 100vw, 1462px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u9ad8\u6027\u80fdGPU\u300cNVIDIA H200\u300d\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>NVIDIA H200\u306f\u3001\u751f\u6210AI\u30fbLLM\u306e\u8a08\u7b97\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u3067\u4f7f\u3048\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxb&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button red_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxb&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>DataGemma \u306f\u3001Google\u304c\u958b\u767a\u3057\u305fLLM\u306e\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u306e\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001DataGemma\u306e\u6982\u8981\u304b\u3089\u5546\u7528\u5229\u7528\u3001\u4f7f\u3044\u65b9\u307e\u3067\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u3056\u3063\u304f\u308a\u8a00\u3046\u3068 DataGemma\u3068\u306f Dat [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":13004,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-12890","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\/12890","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=12890"}],"version-history":[{"count":4,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/12890\/revisions"}],"predecessor-version":[{"id":16400,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/12890\/revisions\/16400"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/13004"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=12890"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=12890"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=12890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}