{"id":46425,"date":"2023-06-19T20:44:51","date_gmt":"2023-05-08T23:12:42","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46425-2\/"},"modified":"2024-04-30T09:41:27","modified_gmt":"2024-04-30T01:41:27","slug":"46425-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46425-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u524d\u66f8\u304d<\/h1>\n<p>\u3053\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306fhttp:\/\/geotaru.hatenablog.com\/entry\/2018\/07\/06\/153208 \u306e\u6539\u6b63\u7248\u3067\u3059\u3002<\/p>\n<p>20180803\u73fe\u5728\u3001Ubuntu 18.04\u3067\u306fCUDA9.1\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u304c\u3001\u4e0b\u8a18\u30ea\u30f3\u30af\u306b\u3088\u308b\u3068TensorFlow\u306e\u6700\u65b0\u7248\u306fCUDA 9.0\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002Ubuntu18.04\u306bCUDA 9.0\u3092\u5165\u308c\u308b\u306e\u306f\u306a\u3093\u3060\u304b\u3081\u3093\u3069\u304f\u3055\u305d\u3046&#8230;<\/p>\n<p>TensorFlow\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u5f85\u3068\u3046\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u304c\u3001Docker\u3092\u4f7f\u3063\u3066\u697d\u306b\u74b0\u5883\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3092\u78ba\u7acb\u3057\u305f\u306e\u3067\u5171\u6709\u3057\u307e\u3059\u3002Docker\u306e\u30aa\u30fc\u30d0\u30d8\u30c3\u30c9\u304c\u5c0f\u3055\u3044\u306a\u3089\u3001\u74b0\u5883\u304c\u6c5a\u308c\u306a\u3044\u304b\u3089\u3053\u306e\u65b9\u6cd5\u3092\u7dad\u6301\u3059\u308b\u306e\u304c\u3044\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b?<\/p>\n<h1>Keras on TensorFlow with GPU\u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308b<\/h1>\n<h2>Overview<\/h2>\n<p>\u624b\u9806\u3092\u7c21\u5358\u306b\u8aac\u660e\u3059\u308b\u3068<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">NVIDIA Driver\u3092\u30db\u30b9\u30c8\u30de\u30b7\u30f3\u306eUbuntu\u300018.04\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Docker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">NVIDIA Docker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">GitHub\u307e\u305f\u306fBitbucket\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306bDockerfile\u3092\u7f6e\u304f<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">DockerHub\u3068\u4e0a\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u9023\u643a\u3055\u305b\u308b(Automated Build)<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Dockerfile\u304b\u3089\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u8d77\u52d5<\/ul>\n<h2>Pros\/Cons<\/h2>\n<h3>\u5229\u70b9<\/h3>\n<p>*\u3000\u5b89\u5b9a\u3057\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u306eCUDA\u3092\u4f7f\u3048\u308b<br \/>\n*\u3000\u74b0\u5883\u3092\u6301\u3061\u904b\u3079\u308b<br \/>\n*\u3000CUDA\u3084cudnn\u3092\u30db\u30b9\u30c8\u30de\u30b7\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u624b\u9593\u304c\u7701\u3051\u308b<\/p>\n<h3>\u6b20\u70b9<\/h3>\n<ul class=\"post-ul\">Docker\u306b\u3088\u308b\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306e\u767a\u751f<\/ul>\n<h2>Requirements<\/h2>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Docker 18.06.0-ce<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">NVIDIA Docker<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Ubuntu 18.04<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">NVIDIA Driver 390.48, 390.77\u3067\u52d5\u4f5c\u78ba\u8a8d\u6e08\u307f<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u74b0\u5883: Proxy\u306e\u5f71\u97ff\u4e0b\u306e\u74b0\u5883\u3067\u3042\u308c\u3070Proxy\u306e\u8a2d\u5b9a\u3092\u30db\u30b9\u30c8\u30de\u30b7\u30f3\u306b\u3057\u3066\u304f\u3060\u3055\u3044<\/ul>\n<p>NVIDIA Driver\u306fUbuntu 18.04\u306a\u3089<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>ubuntu-drivers autoinstall\r\n<\/code><\/pre>\n<p>\u3067\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059<\/p>\n<h3>Docker\u30b0\u30eb\u30fc\u30d7\u306b\u30e6\u30fc\u30b6\u3092\u8ffd\u52a0<\/h3>\n<p>Docker\u3092sudo\u306a\u3057\u3067\u4f7f\u3046\u305f\u3081\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c<br \/>\n\u3057\u306a\u304f\u3066\u3082\u826f\u3044\u304c\u3059\u308b\u3068\u697d\u3002<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>gpasswd <span class=\"nt\">-a<\/span> <span class=\"nv\">$USER<\/span> docker\r\n<\/code><\/pre>\n<h2>Quick Start<\/h2>\n<p>\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u3044\u3066\u5b9f\u884c!<br \/>\n\u5b9f\u884c\u3059\u308b\u3068Jupyter Notebook\u304c\u52d5\u3044\u3066\u3044\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"c\">#!\/bin\/bash<\/span>\r\n\r\ndocker run <span class=\"nt\">--runtime<\/span><span class=\"o\">=<\/span>nvidia <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-e<\/span> <span class=\"nv\">NVIDIA_VISIBLE_DEVICES<\/span><span class=\"o\">=<\/span>0 <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">--rm<\/span> <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-p<\/span> 60000:8888 <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-v<\/span> <span class=\"sb\">`<\/span><span class=\"nb\">pwd<\/span><span class=\"sb\">`<\/span>:\/notebooks <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-v<\/span> \/home\/geotaru\/data\/:\/notebooks\/data <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-it<\/span> <span class=\"se\">\\<\/span>\r\n           geotaru\/keras-notebook\r\n<\/code><\/pre>\n<p>token\u3092\u30b3\u30d4\u30fc\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u3092\u958b\u304d\u3001<br \/>\n&#8220;GPU\u30b5\u30fc\u30d0\u306eURL&#8221;:60000\/?token=&#8221;\u4e0a\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u8868\u793a\u3055\u308c\u305ftoken&#8221;<br \/>\n\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308c\u3070\u89aa\u306e\u9854\u3088\u308a\u898b\u305fJupyter Notebook\u304c!!<\/p>\n<h2>\u4e0a\u306e\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u8aac\u660e<\/h2>\n<p>\u82e5\u5e72\u306e\u8a9e\u5f0a\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3067\u3059\u304c\u3001\u3060\u3044\u305f\u3044\u30b3\u30e1\u30f3\u30c8\u306e\u3088\u3046\u306a\u610f\u5473\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"c\">#!\/bin\/bash<\/span>\r\n\r\ndocker run <span class=\"nt\">--runtime<\/span><span class=\"o\">=<\/span>nvidia <span class=\"se\">\\ <\/span> <span class=\"c\"># NVIDIA\u306e\u30c9\u30e9\u30a4\u30d0\u3092\u4f7f\u7528\u3059\u308b<\/span>\r\n           <span class=\"nt\">-e<\/span> <span class=\"nv\">NVIDIA_VISIBLE_DEVICES<\/span><span class=\"o\">=<\/span>0 <span class=\"se\">\\ <\/span> <span class=\"c\"># GPU\u306eID \"0,1\"\u3068\u3084\u308b\u3068GPU\u30922\u672c\u4f7f\u3048\u308b(GPU\u304c2\u672c\u3042\u308c\u3070)<\/span>\r\n           <span class=\"nt\">--rm<\/span> <span class=\"se\">\\ <\/span> <span class=\"c\"># Docker\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092stop\u6642\u306b\u6d88\u3059<\/span>\r\n           <span class=\"nt\">-p<\/span> 60000:8888 <span class=\"se\">\\ <\/span> <span class=\"c\"># \u30db\u30b9\u30c8\u306e60000\u30dd\u30fc\u30c8\u3068Docker\u306e8888\u30dd\u30fc\u30c8\u3092\u7e4b\u3050<\/span>\r\n           <span class=\"nt\">-v<\/span> <span class=\"sb\">`<\/span><span class=\"nb\">pwd<\/span><span class=\"sb\">`<\/span>:\/notebooks <span class=\"se\">\\ <\/span> <span class=\"c\"># \u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092Docker\u306e\u4e2d\u306e\/notebooks\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3068\u3059\u308b<\/span>\r\n           <span class=\"nt\">-v<\/span> \/home\/geotaru\/data\/:\/notebooks\/data <span class=\"se\">\\ <\/span> <span class=\"c\"># \u4e0a\u3068\u540c\u69d8\u306b<\/span>\r\n           <span class=\"nt\">-it<\/span> <span class=\"se\">\\ <\/span> <span class=\"c\"># \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u3059\u308b<\/span>\r\n           geotaru\/keras-notebook  <span class=\"c\"># DockerHub\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3000geotaru\/keras-notebook\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u7528 <\/span>\r\n<\/code><\/pre>\n<h2>Dockerfile<\/h2>\n<p>\u79c1\u306eDocker image\u3092\u4f7f\u7528\u3057\u3066\u3082\u3044\u3044\u3067\u3059\u304c\u3001\u81ea\u5206\u3067\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u305f\u304f\u306a\u308b\u3067\u3057\u3087\u3046\u3002<br \/>\nDockerfile\u3092\u66f8\u304d\u63db\u3048\u308c\u3070\u30ad\u30fc\u30d0\u30a4\u30f3\u30c9\u3092Emacs\u306b\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u4e0a\u306b\u3001\u597d\u304d\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u5165\u308c\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<br \/>\n\u307e\u305a\u3001GitHub\u307e\u305f\u306fBitbucket\u306b\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3066\u305d\u3053\u306b\u4e0b\u8a18\u306e\u3088\u3046\u306aDockerfile\u3092\u7f6e\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">FROM<\/span><span class=\"s\"> nvidia\/cuda:9.0-cudnn7-devel-ubuntu16.04<\/span>\r\n<span class=\"k\">MAINTAINER<\/span><span class=\"s\"> geotaru<\/span>\r\n\r\n<span class=\"c\"># \u4e00\u90e8\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u304d\u306b<\/span>\r\n<span class=\"c\"># \u30b9\u30af\u30ea\u30d7\u30c8\u304c\u6b62\u307e\u3089\u306a\u3044\u3088\u3046\u306b\u4e0b\u8a18\u306e\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3059\u308b<\/span>\r\n<span class=\"k\">ENV<\/span><span class=\"s\"> DEBIAN_FRONTEND=noninteractive<\/span>\r\n\r\n<span class=\"c\"># Python\u3092\u30bd\u30fc\u30b9\u304b\u3089\u30b3\u30f3\u30d1\u30a4\u30eb\u3059\u308b\u306e\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\n<span class=\"k\">RUN <\/span>apt-get update <span class=\"nt\">-y<\/span> <span class=\"o\">&amp;&amp;<\/span> apt-get upgrade <span class=\"nt\">-y<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>apt-get <span class=\"nb\">install<\/span> <span class=\"nt\">-y<\/span> git <span class=\"se\">\\\r\n<\/span>build-essential <span class=\"se\">\\\r\n<\/span>graphviz <span class=\"se\">\\\r\n<\/span>make <span class=\"se\">\\\r\n<\/span>build-essential <span class=\"se\">\\\r\n<\/span>libssl-dev <span class=\"se\">\\\r\n<\/span>zlib1g-dev <span class=\"se\">\\\r\n<\/span>libbz2-dev <span class=\"se\">\\\r\n<\/span>libreadline-dev <span class=\"se\">\\\r\n<\/span>libsqlite3-dev <span class=\"se\">\\\r\n<\/span>wget <span class=\"se\">\\\r\n<\/span>curl <span class=\"se\">\\\r\n<\/span>llvm <span class=\"se\">\\\r\n<\/span>libncurses5-dev <span class=\"se\">\\\r\n<\/span>libncursesw5-dev <span class=\"se\">\\\r\n<\/span>xz-utils <span class=\"se\">\\\r\n<\/span>tk-dev <span class=\"se\">\\\r\n<\/span>libffi-dev\r\n\r\n<span class=\"c\"># Python<\/span>\r\n<span class=\"k\">WORKDIR<\/span><span class=\"s\"> \/opt<\/span>\r\n<span class=\"k\">RUN <\/span>wget https:\/\/www.python.org\/ftp\/python\/3.6.6\/Python-3.6.6.tgz <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span><span class=\"nb\">tar <\/span>xf Python-3.6.6.tgz\r\n\r\n<span class=\"k\">WORKDIR<\/span><span class=\"s\"> \/opt\/Python-3.6.6<\/span>\r\n<span class=\"k\">RUN <\/span>.\/configure <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>make <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>make <span class=\"nb\">install<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span><span class=\"nb\">rm<\/span> \/opt\/Python-3.6.6.tgz\r\n\r\n<span class=\"c\"># \u6b32\u3057\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/span>\r\n<span class=\"k\">RUN <\/span>pip3 <span class=\"nb\">install<\/span> <span class=\"nt\">--upgrade<\/span> pip <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>pip3 <span class=\"nb\">install <\/span>numpy <span class=\"se\">\\\r\n<\/span>scipy <span class=\"se\">\\\r\n<\/span>pandas <span class=\"se\">\\\r\n<\/span>h5py <span class=\"se\">\\\r\n<\/span>scikit-learn <span class=\"se\">\\\r\n<\/span>imbalanced-learn <span class=\"se\">\\\r\n<\/span>nose <span class=\"se\">\\\r\n<\/span>xgboost <span class=\"se\">\\\r\n<\/span>lightgbm <span class=\"se\">\\\r\n<\/span>tensorflow-gpu <span class=\"se\">\\\r\n<\/span>keras <span class=\"se\">\\\r\n<\/span>seaborn <span class=\"se\">\\\r\n<\/span>matplotlib <span class=\"se\">\\\r\n<\/span>plotly <span class=\"se\">\\\r\n<\/span>jupyter <span class=\"se\">\\ <\/span>\r\ntqdm \\\r\ncython \\\r\njupyter_contrib_nbextensions \\\r\npydot \\\r\ngraphviz \\\r\npydot3 \\\r\npydot-ng \\\r\nfolium \\\r\nautopep8 \\\r\nline_profiler \\\r\nmemory_profiler \\\r\nrise\r\n\r\n<span class=\"c\"># Jupyter Notebook\u306eExtension\u306e\u8a2d\u5b9a<\/span>\r\n<span class=\"k\">RUN <\/span>jupyter contrib nbextension <span class=\"nb\">install<\/span> <span class=\"nt\">--user<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>: <span class=\"s2\">\"Jupyter Notebook\u306e\u30ad\u30fc\u30d0\u30a4\u30f3\u30c9\u3092Vim\u98a8\u306b\u8a2d\u5b9a\"<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span><span class=\"nb\">mkdir<\/span> <span class=\"nt\">-p<\/span> <span class=\"si\">$(<\/span>jupyter <span class=\"nt\">--data-dir<\/span><span class=\"si\">)<\/span>\/nbextensions <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span><span class=\"nb\">cd<\/span> <span class=\"si\">$(<\/span>jupyter <span class=\"nt\">--data-dir<\/span><span class=\"si\">)<\/span>\/nbextensions <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>git clone https:\/\/github.com\/lambdalisue\/jupyter-vim-binding vim_binding <span class=\"o\">&amp;&amp;<\/span>  <span class=\"se\">\\\r\n<\/span>jupyter nbextension <span class=\"nb\">enable <\/span>vim_binding\/vim_binding <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>: <span class=\"s2\">\"Jupyter Notebook\u3067\u30d7\u30ec\u30bc\u30f3\u3092\u3059\u308b\u305f\u3081\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\"<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter-nbextension <span class=\"nb\">install <\/span>rise <span class=\"nt\">--py<\/span> <span class=\"nt\">--sys-prefix<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter-nbextension <span class=\"nb\">enable <\/span>rise <span class=\"nt\">--py<\/span> <span class=\"nt\">--sys-prefix<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>: <span class=\"s2\">\"\u30bb\u30eb\u3054\u3068\u306b\u5b9f\u884c\u6642\u9593\u3092\u6e2c\u5b9a\"<\/span> <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter-nbextension <span class=\"nb\">enable <\/span>execute_time\/ExecuteTime  <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter nbextension <span class=\"nb\">enable <\/span>move_selected_cells\/main <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter nbextension <span class=\"nb\">enable <\/span>toggle_all_line_numbers\/main <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter nbextension <span class=\"nb\">enable <\/span>code_prettify\/code_prettify <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\\r\n<\/span>jupyter nbextension <span class=\"nb\">enable <\/span>scratchpad\/main\r\n\r\n<span class=\"k\">WORKDIR<\/span><span class=\"s\"> \/notebooks<\/span>\r\n<span class=\"k\">EXPOSE<\/span><span class=\"s\"> 8888<\/span>\r\n<span class=\"k\">ENTRYPOINT<\/span><span class=\"s\"> [\"jupyter\", \"notebook\", \"--no-browser\", \"--ip=0.0.0.0\", \"--allow-root\"]<\/span>\r\n<\/code><\/pre>\n<h3>\u3053\u306eDockerfile\u306e\u554f\u984c\u70b9<\/h3>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">pip install hoge\u306e\u3068\u3053\u308d\u306f\u672c\u5f53\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u56fa\u5b9a\u3057\u305f\u65b9\u304c\u3088\u3044\u3068\u304a\u3082\u3044\u307e\u3059\u3002\u9762\u5012\u306a\u306e\u3067\u3053\u3053\u3067\u306f\u3084\u3063\u3066\u3044\u307e\u305b\u3093\u304c\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Docker\u30a4\u30e1\u30fc\u30b8\u304c\u5927\u304d\u3044\u306e\u3067\u30d3\u30eb\u30c9\u306b\u3057\u304b\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u524a\u9664\u3057\u305f\u3044&#8230;<\/ul>\n<h2>DockerHub\u3092\u5229\u7528\u3059\u308b<\/h2>\n<p>Proxy\u306e\u5f71\u97ff\u4e0b\u306e\u74b0\u5883\u3067\u306fProxy\u306e\u8a2d\u5b9a\u304c\u5fc5\u8981\u3067\u9762\u5012\u306a\u306e\u3067(\u30b3\u30f3\u30c6\u30ca\u306e\u4e2d\u304b\u3089\u3082\u901a\u4fe1\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b)\u3001DockerHub\u4e0a\u3067\u30d3\u30eb\u30c9\u3059\u308b\u3068\u697d\u3067\u3057\u3087\u3046\u3002Proxy\u306e\u5f71\u97ff\u4e0b\u3067\u306f\u306a\u304f\u3066\u3082\u3001\u30d3\u30eb\u30c9\u304c\u697d\u306b\u306a\u308b\u306e\u3067\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<p>DockerHub\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3001\u30db\u30fc\u30e0\u753b\u9762\u306e\u53f3\u4e0a create -&gt; Create Automated Build\u3067\u3055\u3063\u304d\u4f5c\u6210\u3057\u305f\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u8a73\u3057\u304f\u306fDocker docs\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u30d3\u30eb\u30c9\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<br \/>\n\u3046\u307e\u304f\u8a2d\u5b9a\u3067\u304d\u308c\u3070\u3001GitHub\u3084GitBucket\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u66f4\u65b0\u3055\u308c\u308b\u305f\u3073\u306b\u81ea\u52d5\u3067DockerHub\u4e0a\u3067Docker image\u304c\u30d3\u30eb\u30c9\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>DockerHub\u3092\u3069\u3046\u3057\u3066\u3082\u4f7f\u7528\u3057\u305f\u304f\u306a\u3044\u306a\u3089\u3001\u5bb6\u306a\u3069Proxy\u306e\u306a\u3044\u5834\u6240\u3067Docker image\u3092\u30d3\u30eb\u30c9\u3057\u3066\u30cf\u30fc\u30c9\u30c7\u30a3\u30b9\u30af\u306b\u5165\u308c\u3066\u6301\u3063\u3066\u6765\u308b\u3068\u304b\u3001scp\u3067\u6301\u3063\u3066\u6765\u308b\u3068\u304b\u3059\u308c\u3070\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u30d3\u30eb\u30c9\u3067\u304d\u305f\u3089&#8230;<\/h3>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span>docker pull <span class=\"s2\">\"DockerHub\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\"<\/span>\/<span class=\"s2\">\"\u30ea\u30dd\u30b8\u30c8\u30ea\u540d\"<\/span>\r\n<\/code><\/pre>\n<p>\u3067\u81ea\u5206\u304c\u4f5c\u3063\u305f\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u3002<\/p>\n<p>\u6700\u521d\u306b\u66f8\u3044\u305f\u3088\u3046\u306a\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u66f8\u3044\u3066\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\">#!\/bin\/bash<\/span>\r\n\r\ndocker run <span class=\"nt\">--runtime<\/span><span class=\"o\">=<\/span>nvidia <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-e<\/span> <span class=\"nv\">NVIDIA_VISIBLE_DEVICES<\/span><span class=\"o\">=<\/span>0 <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">--rm<\/span> <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-p<\/span> 60000:8888 <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-v<\/span> <span class=\"sb\">`<\/span><span class=\"nb\">pwd<\/span><span class=\"sb\">`<\/span>:\/notebooks <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-v<\/span> \/home\/geotaru\/data\/:\/notebooks\/data <span class=\"se\">\\<\/span>\r\n           <span class=\"nt\">-it<\/span> <span class=\"se\">\\<\/span>\r\n           geotaru\/keras-notebook\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code>\r\ngeotaru@gpu-server:~\/project\/interactive<span class=\"nv\">$ <\/span><span class=\"nb\">chmod<\/span> +x .\/run.sh  <span class=\"c\"># \u5b9f\u884c\u6a29\u9650\u306e\u4ed8\u4e0e<\/span>\r\ngeotaru@gpu-server:~\/project\/interactive<span class=\"nv\">$ <\/span>.\/run.sh\r\n<span class=\"o\">[<\/span>I 22:24:12.442 NotebookApp] Writing notebook server cookie secret to \/root\/.local\/share\/jupyter\/runtime\/notebook_cookie_secret\r\n<span class=\"o\">[<\/span>I 22:24:12.568 NotebookApp] <span class=\"o\">[<\/span>jupyter_nbextensions_configurator] enabled 0.4.0\r\n<span class=\"o\">[<\/span>I 22:24:12.568 NotebookApp] Serving notebooks from <span class=\"nb\">local <\/span>directory: \/notebooks\r\n<span class=\"o\">[<\/span>I 22:24:12.568 NotebookApp] The Jupyter Notebook is running at:\r\n<span class=\"o\">[<\/span>I 22:24:12.568 NotebookApp] http:\/\/<span class=\"o\">(<\/span>f11eb68ebfa1 or 127.0.0.1<span class=\"o\">)<\/span>:8888\/?token<span class=\"o\">=<\/span>01bdb4d77d7f893f35423007968035149360374a6d30e48d\r\n<span class=\"o\">[<\/span>I 22:24:12.568 NotebookApp] Use Control-C to stop this server and shut down all kernels <span class=\"o\">(<\/span>twice to skip confirmation<span class=\"o\">)<\/span><span class=\"nb\">.<\/span>\r\n<span class=\"o\">[<\/span>C 22:24:12.568 NotebookApp]\r\n\r\n    Copy\/paste this URL into your browser when you connect <span class=\"k\">for <\/span>the first <span class=\"nb\">time<\/span>,\r\n    to login with a token:\r\n        http:\/\/<span class=\"o\">(<\/span>f11eb68ebfa1 or 127.0.0.1<span class=\"o\">)<\/span>:8888\/?token<span class=\"o\">=<\/span>01bdb4d77d7f893f35423007912345649362361b6d30e48d\r\n<\/code><\/pre>\n<p>token\u3092\u30b3\u30d4\u30fc\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u3092\u958b\u304d\u3001<\/p>\n<pre class=\"post-pre\"><code>\"GPU\u30b5\u30fc\u30d0\u306eURL\":60000\/?token=01bdb4d77d7f893f35423007912345649362361b6d30e48d\r\n<\/code><\/pre>\n<p>\u3092URL\u6b04\u306b\u66f8\u3044\u3066\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068Jupyter Notebook\u306e\u753b\u9762\u304c\u3067\u307e\u3059!<\/p>\n<h1>\u307e\u3068\u3081<\/h1>\n<p>NVIDIA Docker\u3068Docker Hub\u3092\u6d3b\u7528\u3057\u3066\u3001Proxy\u74b0\u5883\u4e0b\u3067\u3042\u308d\u3046\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u7c21\u5358\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002<\/p>\n<h1>\u304a\u307e\u3051<\/h1>\n<h2>\u7a3c\u52d5\u4e2d\u306eDocker\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u6b62\u3081\u308b\u65b9\u6cd5<\/h2>\n<pre class=\"post-pre\"><code>$ docker ps -a  # \u3069\u3093\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u3042\u308b\u304b\u78ba\u8a8d\r\nCONTAINER ID        IMAGE                    COMMAND                  CREATED             STATUS              PORTS                     NAMES\r\nf9bf6bfc6e68        geotaru\/keras-notebook   \"jupyter notebook --\u2026\"   10 seconds ago      Up 7 seconds        0.0.0.0:60000-&gt;8888\/tcp   ecstatic_meninsky\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f&#8211;rm\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u5b9f\u884c\u3057\u3066\u3044\u308b\u305f\u3081\u3001stop\u3059\u308b\u3060\u3051\u3067Docker\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u505c\u6b62\u3057\u524a\u9664\u3055\u308c\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span>docker stop ecstatic_meninsky\r\necstatic_meninsky\r\n<span class=\"nv\">$ <\/span>docker ps <span class=\"nt\">-a<\/span>  <span class=\"c\"># \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u306a\u304f\u306a\u3063\u305f\u3053\u3068\u3092\u78ba\u8a8d<\/span>\r\nCONTAINER ID        IMAGE               COMMAND             CREATED             STATUS              PORTS               NAMES\r\n<\/code><\/pre>\n<h2>\u65e2\u5b58\u306eDocker image\u3092\u524a\u9664\u3059\u308b\u65b9\u6cd5<\/h2>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span>docker ps <span class=\"nt\">-a<\/span>\r\n<\/code><\/pre>\n<p>\u3067\u524a\u9664\u3057\u305f\u3044\u30a4\u30e1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u78ba\u8a8d\u3059\u308b\u3002<br \/>\n\u4f7f\u3063\u3066\u3044\u308b\u3082\u306e\u304c\u3042\u3063\u305f\u3089\u3001<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span>docker stop <span class=\"s2\">\"\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u540d\"<\/span>\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">rm<\/span> <span class=\"s2\">\"\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u540d\"<\/span>\r\n<\/code><\/pre>\n<p>\u3068\u3059\u308b\u3002<br \/>\n\u524a\u9664\u3057\u305f\u3044\u30a4\u30e1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u306a\u3051\u308c\u3070<\/p>\n<pre class=\"post-pre\"><code>\r\n<span class=\"nv\">$ <\/span>docker rmi <span class=\"s2\">\"\u30a4\u30e1\u30fc\u30b8\u306e\u540d\u524d\"<\/span>\r\n<\/code><\/pre>\n<p>\u3067\u7834\u68c4\u3067\u304d\u308b<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u66f8\u304d \u3053\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306fhttp:\/\/geotaru.hatenablog.com\/entry\/2018\/0 [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46425","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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