{"id":531,"date":"2015-11-27T11:05:19","date_gmt":"2015-11-27T02:05:19","guid":{"rendered":"https:\/\/deeplearning.jp\/?p=531"},"modified":"2015-11-27T11:05:19","modified_gmt":"2015-11-27T02:05:19","slug":"deep-learning%e7%a0%94%e7%a9%b6%e3%81%ae%e3%81%9f%e3%82%81%e3%81%aegpu%e7%92%b0%e5%a2%83%e6%a7%8b%e7%af%89","status":"publish","type":"post","link":"https:\/\/deeplearning.jp\/en\/deep-learning%e7%a0%94%e7%a9%b6%e3%81%ae%e3%81%9f%e3%82%81%e3%81%aegpu%e7%92%b0%e5%a2%83%e6%a7%8b%e7%af%89\/","title":{"rendered":"Deep Learning\u7814\u7a76\u306e\u305f\u3081\u306eGPU\u74b0\u5883\u69cb\u7bc9"},"content":{"rendered":"<p>Torch7\u3084Theano\u3001Caffe\u3068\u3044\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u3068\u306a\u308bCUDA\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066\u57fa\u672c\u7684\u306a\u60c5\u5831\u3068\u3001\u3088\u304f\u3072\u3063\u304b\u304b\u308b\u70b9\u3084\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<p>\u6ce8\u610f\uff1aGPU\u74b0\u5883\u69cb\u7bc9\u306f\u3001\u74b0\u5883\uff08\u30cf\u30fc\u30c9\u69cb\u6210\u7b49\uff09\u306b\u3088\u3063\u3066\u306f\u3001Linux\u306e\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3092\u8981\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Deep Learning\u7814\u7a76\u306b\u304a\u3044\u3066\u3001GPU\u3092\u5229\u7528\u3057\u305f\u8a08\u7b97\u304c\u3067\u304d\u308b\u3053\u3068\u306f\u307b\u307c\u5fc5\u9808\u3060\u3068\u8a00\u3063\u3066\u3082\u904e\u8a00\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001GPU\u3092\u4f7f\u3046\u5834\u5408\u3068\u4f7f\u308f\u306a\u3044\u5834\u5408\u3067\u306f\u6570\u500d\u304b\u3089\uff11\uff10\u500d\u7a0b\u5ea6\u3001\u8a08\u7b97\u6642\u9593\u306b\u5dee\u304c\u3067\u308b\u305f\u3081\u3067\u3059\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u3057\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u591a\u3044Deep Learning\u306e\u7814\u7a76\u306b\u304a\u3044\u3066\u3053\u306e\u5dee\u306f\u81f4\u547d\u7684\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n<p>GPU\u306e\u8a08\u7b97\u74b0\u5883\u3068\u3044\u3063\u3066\u3082\u3001\u3044\u304f\u3064\u304b\u306e\u5b9f\u88c5\u304c\u3042\u308a\u307e\u3059\u3002\u4ee3\u8868\u7684\u306aGPGPU\u7528\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u306f\u3001OpenCL\u3084CUDA\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002Torch7\u3084Pylearn2\u3001Caffe\u3068\u3044\u3063\u305f\u30e1\u30b8\u30e3\u30fc\u306a\u5b9f\u88c5\u3067\u306fCUDA\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001OpenCL\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u9650\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001Deep Learning\u3067\u5229\u7528\u3067\u304d\u308bGPU\u74b0\u5883\u3092\u6574\u3048\u308b\u3068\u3044\u3046\u3053\u3068\u306f\u3001CUDA\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068\u3068\u540c\u7fa9\u306b\u306a\u308b\u5834\u5408\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u3053\u306eCUDA\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u308f\u308a\u3068\u5927\u5909\u306a\u3053\u3068\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u305d\u3082\u305d\u3082CUDA\u3068\u3044\u3046\u306e\u306fNvidia\u793e\u88fd\u306eGPU\u4e0a\u3067\u8a08\u7b97\u51e6\u7406\u3092\u884c\u3046\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u304c\u3001Nvidia\u306eGPU\u306fWindows\u7528\u306e\u30b2\u30fc\u30e0\u3084CAD\u3067\u306e\u5b9f\u7e3e\u306f\u591a\u3044\u3082\u306e\u306e\u3001\u7814\u7a76\u8005\u304c\u3088\u304f\u4f7f\u3046\u74b0\u5883\u3067\u3042\u308bLinux\u4e0a\u3067\u306e\u5229\u7528\u306f\u305d\u308c\u307b\u3069\u30e1\u30b8\u30e3\u30fc\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u81ea\u7136\u3068\u5bfe\u5fdc\u30c9\u30e9\u30a4\u30d0\u306a\u3069\u306e\u5236\u7d04\u304c\u767a\u751f\u3057\u3001\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u975e\u5e38\u306b\u5c02\u9580\u7684\u306a\u77e5\u8b58\u3092\u8981\u3059\u308b\u4f5c\u696d\u304c\u5fc5\u8981\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u3001Torch7\u3084Theano\u3001Caffe\u3068\u3044\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u3068\u306a\u308bCUDA\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066\u57fa\u672c\u7684\u306a\u60c5\u5831\u3068\u3001\u3088\u304f\u3072\u3063\u304b\u304b\u308b\u70b9\u3084\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u6e96\u5099\n<ul>\n<li>Ubuntu14.04 LTS\u3092\u5229\u7528\u3059\u308b<\/li>\n<li>\u6ce8\u610f\uff1aLTS\u306fLong\u00a0Term Support\u306e\u7565\u3067\u3001\u5b89\u5b9a\u7248\u3067\u3059\u3002LTS\u306b\u5408\u308f\u305b\u3066CUDA\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001LTS\u3092\u4f7f\u3046\u306e\u304c\u826f\u3044\u5834\u5408\u304c\u591a\u3044\u3067\u3059<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>CUDA\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\n<ul>\n<li>Uubuntu 14.04\u7528\u306edeb\u30d5\u30a1\u30a4\u30eb\u304brun\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u3046<\/li>\n<li>Readme\u306b\u3057\u305f\u304c\u3063\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/li>\n<li>\u6ce8\u610f\uff1adeb\u30d5\u30a1\u30a4\u30eb\u306f\u5b9f\u884c\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u306b\u3088\u3063\u3066\u306f\u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u306ePGP\u30ad\u30fc\u304c\u7570\u306a\u308b\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/li>\n<li>\u6ce8\u610f\uff1aCUDA\u7528\u306e\u30c9\u30e9\u30a4\u30d0\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u3046\u307e\u304f\u3044\u304f\u5834\u5408\u306f\u826f\u3044\u306e\u3067\u3059\u304c\u3001\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\uff08\u308f\u308a\u3068\u591a\u304f\u306e\u5834\u5408\uff09\u3002\u305d\u306e\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u53c2\u8003\u60c5\u5831\u306eURL\u306a\u3069\u306e\u60c5\u5831\u3092\u53c2\u7167\u306b\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u3088\u304f\u3072\u3063\u304b\u304b\u308b\u70b9\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<br \/>\n\uff11\uff09nouveau\u3068\u306e\u30d0\u30c3\u30c6\u30a3\u30f3\u30b0<br \/>\n\uff12\uff09GRUB<br \/>\n\uff13\uff09CUDA\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5f8c\u306bX Window\u304c\u30af\u30e9\u30c3\u30b7\u30e5\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u52d5\u4f5c\u78ba\u8a8d\n<ul>\n<li>nvidia-smi\u3092\u5b9f\u884c\u3057\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n<li>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\uff08make\uff09\u3057\u3066\u5b9f\u884c\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u8003\u60c5\u5831<br \/>\n<a href=\"http:\/\/tleyden.github.io\/blog\/2014\/10\/25\/cuda-6-dot-5-on-aws-gpu-instance-running-ubuntu-14-dot-04\/\">http:\/\/tleyden.github.io\/blog\/2014\/10\/25\/cuda-6-dot-5-on-aws-gpu-instance-running-ubuntu-14-dot-04\/<\/a><\/li>\n<\/ul>\n<p>CUDA\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u3053\u3068\u3092\u3057\u3063\u304b\u308a\u78ba\u8a8d\u3057\u3066\u304b\u3089Pylearn2\u3001Torch7\u3001Caffe\u3068\u3044\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u306f\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3059\u308b\u3060\u3051\u3067GPU\u304c\u4f7f\u3048\u305f\u308a\u3001\u53c2\u7167\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5c11\u3057\u5909\u66f4\u3059\u308b\u3060\u3051\u3067GPU\u3092\u5229\u7528\u3057\u305f\u9ad8\u901f\u306a\u8a08\u7b97\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u5927\u5909\u4fbf\u5229\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Torch7\u3084Theano\u3001Caffe\u3068\u3044\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u3068\u306a\u308bCUDA\u74b0\u5883\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066\u57fa\u672c\u7684\u306a\u60c5\u5831\u3068\u3001\u3088\u304f\u3072\u3063\u304b\u304b\u308b\u70b9\u3084\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5\u3092\u793a\u3057 <a class=\"read-more\" href=\"https:\/\/deeplearning.jp\/en\/deep-learning%e7%a0%94%e7%a9%b6%e3%81%ae%e3%81%9f%e3%82%81%e3%81%aegpu%e7%92%b0%e5%a2%83%e6%a7%8b%e7%af%89\/\"> more <i class=\"fa fa-arrow-right\" aria-hidden=\"true\"><\/i><\/a><\/p>\n","protected":false},"author":5,"featured_media":4600,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[53,54,56],"tags":[],"class_list":["post-531","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development","category-news","category-research"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.4 - aioseo.com -->\n\t<meta name=\"description\" content=\"Torch7\u3084Theano\u3001Caffe\u3068\u3044\u3063\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092GPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u3068\u306a\u308bCUDA\u74b0\u5883\u306e\u69cb\u7bc9\" 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