{"id":4286,"date":"2024-06-14T11:30:55","date_gmt":"2024-06-14T02:30:55","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=4286"},"modified":"2024-06-14T11:30:57","modified_gmt":"2024-06-14T02:30:57","slug":"wandbstartup","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/wandbstartup.html","title":{"rendered":"WandB\u306e\u4f7f\u3044\u65b9\uff01\u30ed\u30b0\u30a4\u30f3\u65b9\u6cd5\u304b\u3089API\u30ad\u30fc\u767a\u884c\u3001\u30ed\u30b0\u53d6\u5f97\u307e\u3067\u7d39\u4ecb"},"content":{"rendered":"\n<p>WandB\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ed\u30b0\u7ba1\u7406\u306b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>WandB\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u30ed\u30b0\u53ce\u96c6\u3084\u30b0\u30e9\u30d5\u8868\u793a\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001WandB\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">WandB\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\/06\/abstract_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-4425\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/abstract_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/abstract_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>WandB\uff08Weights&amp;Biases\uff09\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ed\u30b0\u7ba1\u7406\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u7121\u6599\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>WandB\u3092\u4f7f\u3063\u3066\u3001\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30ed\u30b0\u306e\u81ea\u52d5\u53ce\u96c6<\/li>\n\n\n\n<li>\u30ed\u30b0\u306e\u30b0\u30e9\u30d5\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u8868\u793a<\/li>\n\n\n\n<li>\u30ed\u30b0\u3068\u9023\u52d5\u3057\u305f\u30a2\u30e9\u30fc\u30c8\u901a\u77e5\uff08Slack\u307e\u305f\u306f\u30e1\u30fc\u30eb\uff09<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u30fb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>\u30ed\u30b0\u306fWandB\u306e\u30b5\u30a4\u30c8\u304b\u3089\u95b2\u89a7\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"344\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_12.jpg\" alt=\"wandb\u30b0\u30e9\u30d5\u306e\u30a4\u30e1\u30fc\u30b8\" class=\"wp-image-4402\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_12.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_12-300x129.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_12-768x330.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\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\">WandB\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/nightsky_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-4427\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/nightsky_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/nightsky_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>WandB\u3092\u5229\u7528\u3059\u308b\u306b\u306f\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u306e\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\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\">\u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9<\/div><div class=\"swell-block-step__body\">\n<p>WandB\u306e\u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.wandb.jp\n<\/div><\/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\">\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7<\/div><div class=\"swell-block-step__body\">\n<p>\u30d8\u30c3\u30c0\u30fc\u306e\u300c\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"410\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_1.jpg\" alt=\"\u30b5\u30a4\u30f3\u30a2\u30c3\u30d7\" class=\"wp-image-4391\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_1-300x154.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_1-768x394.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n\n\n\n<p>\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3057\u3001\u300cSIGN UP\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"379\" height=\"500\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_2.jpg\" alt=\"\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\" class=\"wp-image-4392\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_2.jpg 379w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_2-227x300.jpg 227w\" sizes=\"(max-width: 379px) 100vw, 379px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n\n\n\n<div class=\"wp-block-columns\">\n<div class=\"wp-block-column\" style=\"flex-basis:100%\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30e1\u30fc\u30eb\u8a8d\u8a3c<\/div><div class=\"swell-block-step__body\">\n<p>\u5165\u529b\u3057\u305f\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306b\u30e1\u30fc\u30eb\u304c\u5c4a\u3044\u305f\u3089\u3001\u300cVerify email\u300d\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u8a8d\u8a3c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"271\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_4.jpg\" alt=\"\u30e1\u30fc\u30eb\u8a8d\u8a3c\" class=\"wp-image-4394\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_4.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_4-300x102.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_4-768x260.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>\u767b\u9332\u3057\u305f\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"606\" height=\"500\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_5.jpg\" alt=\"\u30a2\u30ab\u30a6\u30f3\u30c8\u9078\u629e\" class=\"wp-image-4395\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_5.jpg 606w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_5-300x248.jpg 300w\" sizes=\"(max-width: 606px) 100vw, 606px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/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\">\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u306e\u767b\u9332<\/div><div class=\"swell-block-step__body\">\n<p>\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092\u5165\u529b\u3057\u3066\u3001\u5229\u7528\u898f\u7d04\u30fb\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc\u306b\u540c\u610f\u3057\u3001\u300cContinue\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u3067\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"356\" height=\"500\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_6.jpg\" alt=\"\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u5165\u529b\" class=\"wp-image-4396\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_6.jpg 356w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_6-214x300.jpg 214w\" sizes=\"(max-width: 356px) 100vw, 356px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">API\u30ad\u30fc\u306e\u53d6\u5f97<\/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\/paint_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-4426\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/paint_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/paint_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>WandB\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u901a\u3058\u3066\u3001WandB API\u3068\u9023\u643a\u3057\u3066\u7c21\u5358\u306b\u30ed\u30b0\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5916\u90e8\u74b0\u5883\u304b\u3089<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">WandB\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u969b\u306b\u3001API\u30ad\u30fc\u306e\u8a8d\u8a3c\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u8a8d\u8a3c\u306b\u5fc5\u8981\u306aAPI\u30ad\u30fc\u306e\u53d6\u5f97\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\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\">User settings\u3092\u958b\u304f<\/div><div class=\"swell-block-step__body\">\n<p>WandB\u306e\u30b5\u30a4\u30c8\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u5f8c\u306b\u3001\u30d8\u30c3\u30c0\u30fc\u53f3\u4e0a\u306b\u3042\u308b\u300c\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u300cUser settings\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"247\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_7.jpg\" alt=\"User Settings\" class=\"wp-image-4397\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_7.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_7-300x93.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_7-768x237.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/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\">API\u30ad\u30fc\u3092\u30b3\u30d4\u30fc<\/div><div class=\"swell-block-step__body\">\n<p>\u300cDanger zone\u300d\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u304b\u3089\u300cReveal\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001API\u30ad\u30fc\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"347\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_8.jpg\" alt=\"API\u30ad\u30fc\u306e\u8868\u793a\" class=\"wp-image-4398\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_8.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_8-300x130.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_8-768x333.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n\n\n\n<p>\u8868\u793a\u3055\u308c\u305fAPI\u30ad\u30fc\u3092\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"399\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_9.jpg\" alt=\"API\u30ad\u30fc\u306e\u30b3\u30d4\u30fc\" class=\"wp-image-4399\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_9.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_9-300x150.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_9-768x383.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">WandB\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30fb\u30ed\u30b0\u30a4\u30f3<\/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\/geenart_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-4432\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/geenart_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/geenart_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u304a\u4f7f\u3044\u306e\u74b0\u5883\u306bWandB\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>WandB\u306f<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">Python\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u304a\u4f7f\u3044\u306e\u74b0\u5883\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Jupyter notebook \/ Google Colab\u3092\u304a\u4f7f\u3044\u306e\u5834\u5408<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001wandb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>!pip install wandb<\/code><\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001wandb\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import wandb\nwandb.login()<\/code><\/pre>\n\n\n\n<p>API\u30ad\u30fc\u306e\u5165\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u306e\u3067\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">WandB\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067\u30b3\u30d4\u30fc\u3057\u305fAPI\u30ad\u30fc\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"147\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_10.jpg\" alt=\"API\u30ad\u30fc\u306e\u5165\u529b\" class=\"wp-image-4400\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_10.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_10-300x55.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_10-768x141.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u304a\u4f7f\u3044\u306e\u5834\u5408<\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3001wandb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>pip install wandb<\/code><\/pre>\n\n\n\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001wandb\u3092\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>wandb login<\/code><\/pre>\n\n\n\n<p>API\u30ad\u30fc\u306e\u5165\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u306e\u3067\u3001<strong><span class=\"swl-marker mark_yellow\">WandB\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3067\u30b3\u30d4\u30fc\u3057\u305fAPI\u30ad\u30fc\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">WandB\u306e\u4f7f\u3044\u65b9\uff08\u5b66\u7fd2\u30ed\u30b0\u306e\u8a18\u9332\uff09<\/h2>\n\n\n\n<p>WandB\u3078\u30ed\u30b0\u30a4\u30f3\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u4f7f\u3063\u3066\u3001\u5b66\u7fd2\u30ed\u30b0\u3092\u8a18\u9332\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import wandb\nimport random\n\n#\u30a8\u30dd\u30c3\u30af\u3068\u5b66\u7fd2\u7387\u3092\u6307\u5b9a\nepochs = 30\nlr = 0.01\n\n#\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u3068\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a\nrun = wandb.init(\n&nbsp;&nbsp;&nbsp;&nbsp;project=\"sample-project\",\n&nbsp;&nbsp;&nbsp;&nbsp;config={\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\"learning_rate\": lr,\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\"epochs\": epochs,\n&nbsp;&nbsp;&nbsp;&nbsp;},\n)\n\n# \u30e9\u30f3\u30c0\u30e0\u306a\u5024\u3067\u640d\u5931\u3068\u7cbe\u5ea6\u3092\u64ec\u4f3c\u7684\u306b\u8a08\u7b97\noffset = random.random() \/ 5\nprint(f\"lr: {lr}\")\n\nfor epoch in range(2, epochs):\n&nbsp;&nbsp;&nbsp;&nbsp;acc = 1 - 2**-epoch - random.random() \/ epoch - offset\n&nbsp;&nbsp;&nbsp;&nbsp;loss = 2**-epoch + random.random() \/ epoch + offset\n&nbsp;&nbsp;&nbsp;&nbsp;print(f\"epoch={epoch}, accuracy={acc}, loss={loss}\")\n&nbsp;&nbsp;&nbsp;&nbsp;wandb.log({\"accuracy\": acc, \"loss\": loss})<\/code><\/pre>\n\n\n\n<p>\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001<span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">[View project at:https:\/\/wandb.ai\/xxxx]\u306e\u30ea\u30f3\u30af\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u3053\u306e\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068WandB\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u9077\u79fb\u3057\u3066\u3001\u30ed\u30b0\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"116\" data-id=\"4401\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_11.jpg\" alt=\"wandb\u306e\u30ea\u30f3\u30af\" class=\"wp-image-4401\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_11.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_11-300x44.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_11-768x111.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b0\u306e\u78ba\u8a8d<\/h2>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u300cCharts\u300d\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30ed\u30b0\u304c\u30d5\u30e9\u30d5\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>loss\u3084accuracy, learning rate, epoch\u306a\u3069\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"397\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_13.jpg\" alt=\"\u5b66\u7fd2\u30ed\u30b0\u306e\u30b0\u30e9\u30d5\" class=\"wp-image-4403\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_13.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_13-300x149.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_13-768x381.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><span class=\"swl-format-1\">\u300cSystem\u300d\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u72b6\u6cc1\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>CPU\u3001GPU\u3001\u30b7\u30b9\u30c6\u30e0\u30e1\u30e2\u30ea\u3001\u30c7\u30a3\u30b9\u30af\u306e\u4f7f\u7528\u91cf\/\u4f7f\u7528\u7387\u306a\u3069\u304c\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"269\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_14.jpg\" alt=\"\u30b7\u30b9\u30c6\u30e0\u306e\u30b0\u30e9\u30d5\" class=\"wp-image-4404\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_14.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_14-300x101.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/wandb_14-768x258.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><figcaption class=\"wp-element-caption\">(\u51fa\u5178\uff1awww.wandb.jp)<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<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><\/p>\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>WandB\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ed\u30b0\u7ba1\u7406\u306b\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002 WandB\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u306e\u30ed\u30b0\u53ce\u96c6\u3084\u30b0\u30e9\u30d5\u8868\u793a\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001WandB\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002 W [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4560,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-4286","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\/4286","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=4286"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/4286\/revisions"}],"predecessor-version":[{"id":4631,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/4286\/revisions\/4631"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/4560"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=4286"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=4286"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=4286"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}