{"id":20725,"date":"2018-04-17T11:36:31","date_gmt":"2018-04-17T02:36:31","guid":{"rendered":"https:\/\/www.creationline.com\/?p=20725"},"modified":"2018-04-17T11:36:31","modified_gmt":"2018-04-17T02:36:31","slug":"docker%e3%80%81jupyter-notebook%e3%80%81vcs%e3%81%a7%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%81%ae%e3%83%81%e3%83%bc%e3%83%a0%e9%96%8b%e7%99%ba","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/dataanalytics\/20725","title":{"rendered":"Docker\u3001Jupyter Notebook\u3001VCS\u30c4\u30fc\u30eb\u3067\u6a5f\u68b0\u5b66\u7fd2\u306e\u30c1\u30fc\u30e0\u958b\u767a"},"content":{"rendered":"<p>\u3053\u3093\u306b\u3061\u306f\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6731\u3067\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u30c7\u30fc\u30bf\u5206\u6790\u30c1\u30fc\u30e0\u304c\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9032\u3081\u308b\u306b\u3042\u305f\u308a\u884c\u3063\u3066\u3044\u308b\u30c1\u30fc\u30e0\u958b\u767a\u65b9\u6cd5\u306b\u3064\u3044\u3066\u304a\u8a71\u3092\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u8996\u70b9\u3067\u306f\u306a\u304f\u3001\u6280\u8853\u7684\u306a\u8996\u70b9\u304b\u3089\u5171\u6709\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>Jupyter Notebook\u4f7f\u7528\u3092\u524d\u63d0\u6761\u4ef6\u306b\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001Jupyter Notebook\u3092\u4f7f\u308f\u306a\u3044\u65b9\u3082\u8efd\u304f\u304a\u8aad\u307f\u9802\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2>\u7d71\u5408\u958b\u767a\u74b0\u5883\uff08IDE\uff09\u3092\u69cb\u7bc9\u3059\u308b\uff08Docker\u306e\u5c0e\u5165\uff09<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2018\/03\/ml-team-dev_01.png\" alt=\"\" width=\"217\" height=\"199\" class=\"alignnone size-full wp-image-20734\" \/><\/p>\n<p>Docker\u306f\u30b3\u30f3\u30c6\u30ca\u578b\u306e\u4eee\u60f3\u5316\u74b0\u5883\u3092\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\uff08\u30b3\u30f3\u30c6\u30ca\uff09\u306e\u8d77\u52d5\u304c\u65e9\u304f\u3001\u52d5\u4f5c\u304cVM\u3088\u308a\u8efd\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u6027\u80fd\u306f\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306e\u6027\u80fd\u3068\u307b\u307c\u540c\u3058\u3067\u3059\u3002<br \/>\nDocker\u306b\u306fEnterprise\u7248\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u6a5f\u80fd\u7684\u306b\u306f\u5341\u5206\u306eCommunity\u7248\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<br \/>\nDocker\u3092\u5c0e\u5165\u3059\u308b\u7406\u7531\u3067\u3059\u304c\u3001\u30c1\u30fc\u30e0\u3067\u958b\u767a\u3092\u884c\u3044\u307e\u3059\u306e\u3067\u3001\u5404\u30c4\u30fc\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u7d71\u4e00\u3059\u308b\u306e\u304c\u5fc5\u9808\u3067\u3059\u3002\u4e9b\u7d30\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u9055\u3044\u3067\u3082\u52d5\u304d\u304c\u9055\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3001Docker\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u5404\u30e1\u30f3\u30d0\u30fc\u306e\u958b\u767a\u74b0\u5883\u3092\u7d71\u4e00\u3057\u3001\u65b0\u30e1\u30f3\u30d0\u30fc\u306e\u74b0\u5883\u3092\u901f\u3084\u304b\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<br \/>\n\uff08Java\u958b\u767a\u306e\u5834\u5408\u3001\u7d71\u5408\u958b\u767a\u74b0\u5883\u3067\u3042\u308bEclipse\u3092\u4f7f\u3046\u306e\u304c\u540c\u3058\u7406\u7531\u3067\u3059\u3002Eclipse\u3068\u540c\u3058\u304fstylesheet\u3001format\u306e\u5b9a\u7fa9\u304c\u3067\u304d\u308c\u3070\u3055\u3089\u306b\u826f\u3044\u3067\u3059\u304c\u3001\u500b\u4eba\u7684\u306bemacs\u3067\u6574\u5f62\u3092\u3084\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u30c1\u30fc\u30e0\u958b\u767a\u306b\u306f\u3042\u3093\u307e\u308a\u304a\u52e7\u3081\u3067\u304d\u307e\u305b\u3093\uff09<\/p>\n<p>\u901a\u5e38\u3001Docker\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u4f7f\u3046\u306b\u306fDocker\u30a4\u30e1\u30fc\u30b8\u304c\u5fc5\u8981\u3067\u3059\u3002\u4eca\u56de\u4f7f\u3044\u305f\u3044\u74b0\u5883\u306f\u65e2\u5b58\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3082\u4f7f\u7528\u3067\u304d\u308b\u306e\u3067\u3059\u304c\u3001\u79c1\u306e\u307b\u3046\u304cpython\u3092\u958b\u767a\u8a00\u8a9e\u3067\u3001spark\u3067\u4e26\u5217\u51e6\u7406\u3082\u884c\u3063\u305f\u308a\u3057\u307e\u3059\u306e\u3067\u3001jupyter\/pyspark-notebook\u30a4\u30e1\u30fc\u30b8\u3092\u5229\u7528\u3057\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u4ee5\u4e0b\u304c\u305d\u306e\u6642\u306eDockerfile\u3067\u3059\u3002<\/p>\n<pre>\nFROM jupyter\/pyspark-notebook\nLABEL MAINTAINER \"Jiajun Zhu\"\n\nUSER $NB_USER\n\nRUN pip install spark-sklearn\n# Install Keras\nRUN conda install --yes 'tensorflow=1.3*'\nRUN conda install --yes 'keras=2.0*'\n# Use the latest version of hyperopts (python 3.5 compatibility)\nRUN pip install https:\/\/github.com\/hyperopt\/hyperopt\/archive\/master.zip\n# Elephas for distributed keras\nRUN pip install elephas\n\nRUN mkdir ~\/workspace\n<\/pre>\n<p>jupyter\u306eDocker\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7528\u9014\u306b\u5fdc\u3058\u3066Jupyter Notebook\u30a4\u30e1\u30fc\u30b8\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u81ea\u5206\u306b\u5408\u3046Docker\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3048\u3070\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u4ee5\u4e0bjupyter\/scipy-notebook\u3092\u5229\u7528\u3057\u3066Jupyter Notebook\u306e\u7d71\u5408\u958b\u767a\u74b0\u5883\u3092\u8efd\u304f\u69cb\u7bc9\u51fa\u6765\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>Docker CE\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/li>\n<\/ul>\n<pre>apt-get install docker-ce<\/pre>\n<ul>\n<li>\u30a4\u30e1\u30fc\u30b8\u306epull<\/li>\n<\/ul>\n<pre>docker pull jupyter\/scipy-notebook<\/pre>\n<ul>\n<li>\u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5<\/li>\n<\/ul>\n<pre>docker run --name=scipy-notebook -it jupyter\/scipy-notebook<\/pre>\n<p>Docker\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u5f8c\u306b\u30b3\u30f3\u30c6\u30ca\u5185\u306bJupyter Notebook\u306e\u30b5\u30fc\u30d0\u304c\u8d77\u52d5\u6e08\u307f\u306a\u306e\u3067\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u5f93\u3063\u3066Jupyter Notebook\u3092\u958b\u304d\u307e\u3059\u3002<\/p>\n<h2>Jupyter Notebook\u306e\u66f8\u304d\u65b9<\/h2>\n<p>Jupyter Notebook\u304c\u6a5f\u68b0\u5b66\u7fd2\u306e\u5b9a\u756a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u4f46\u3057\u3001\u30c1\u30fc\u30e0\u898f\u6a21\u304c\u5927\u304d\u304f\u306a\u308a\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u5c65\u6b74\u306e\u78ba\u8a8d\u7b49\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306e\u8981\u4ef6\u304c\u51fa\u3066\u304f\u308b\u5834\u5408\u306fJupyter Notebook\u306e\u7ba1\u7406\u304c\u9762\u5012\u306a\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306fVCS\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u3053\u3068\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002VCS\u306fVersion Control System\u306e\u7565\u79f0\u3067\u3001\u73fe\u5728\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308bSVN\u3001Git\u7b49\u304cVCS\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n<h3>Jupyter Notebook\u7ba1\u7406\u306e\u554f\u984c\u70b9<\/h3>\n<p>\u4e00\u822c\u7684\u306b\u306f Jupyter Notebook \u306e\u7ba1\u7406\u306b\u306f\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u81ea\u5206\u306b\u306f\u3042\u3093\u307e\u308a\u6e80\u8db3\u3067\u304d\u306a\u3044\u3067\u3059\u3002<\/p>\n<p>\uff11\u3001Jupyter Notebook\u3092\u305d\u306e\u307e\u307eVCS\u30c4\u30fc\u30eb\u3067\u7ba1\u7406\u3059\u308b<br \/>\n\u554f\u984c\u70b9\uff1aJupyter Notebook\u304cJSON\u5f62\u5f0f\u306e\u305f\u3081\u3001VCS\u30c4\u30fc\u30eb\u304b\u3089\u5c65\u6b74\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001JSON\u306e\u6bd4\u8f03\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001readability\uff08\u53ef\u8aad\u6027\uff09\u304c\u306a\u3044\u3068\u8a00\u3063\u3066\u3082\u3044\u3044\u3067\u3059\u3002<\/p>\n<p>\uff12\u3001Jupyter Notebook\u3092python\u5f62\u5f0f\u306b\u5909\u63db\u3057\u3066\u304b\u3089VCS\u30c4\u30fc\u30eb\u3067\u7ba1\u7406\u3059\u308b<br \/>\n\u554f\u984c\u70b9\uff1apython\u306e\u30d5\u30a1\u30a4\u30eb\u306a\u306e\u3067\u3001\uff11\u306e\u554f\u984c\u304c\u89e3\u6c7a\u3067\u304d\u307e\u3059\u304c\u3001\u958b\u767a\u304cJupyter Notebook\u4e0a\u3067\u884c\u3046\u305f\u3081\u3001\u6bce\u56de\u5909\u63db\u306e\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\uff13\u3001Jupyter Notebook\u3092Google Drive\u7b49\u306b\u7f6e\u304f<br \/>\n\u554f\u984c\u70b9\uff1agoogle\u306ecolaboratory\u304cGoogle Drive\u4e0a\u3067Jupyter Notebook\u3092\u52d5\u304b\u3059\u306e\u3067\u3001\u4f7f\u3044\u65b9\u3068\u3057\u3066\u306f\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u3054\u5b58\u3058\u306e\u901a\u308a\u3001Google Drive\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u6a5f\u80fd\u304c\u3068\u3066\u3082VCS\u30c4\u30fc\u30eb\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002<\/p>\n<p>\u3053\u306e\u554f\u984c\u306b\u95a2\u3057\u3066\u306f\u6a5f\u68b0\u5b66\u7fd2\u304c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3068\u9055\u3063\u3066\u305d\u3093\u306a\u306b\u30bd\u30fc\u30b9\u306e\u5c65\u6b74\u3092\u8ffd\u6c42\u3057\u306a\u3044\u306e\u3067\u3001\u30bd\u30fc\u30b9\u304c\u91cd\u8907\u3057\u3066\u3082\u3001\u65b0\u3057\u3044Notebook\u3092\u3069\u3093\u3069\u3093\u4f5c\u308c\u3070\u826f\u3044\u306e\u3067\u3001\u56f0\u3089\u306a\u3044\u30c1\u30fc\u30e0\u3082\u3044\u307e\u3059\u304c\u3001\u81ea\u5206\u3068\u3057\u3066\u306f\u3001\u3057\u3063\u304b\u308a\u30bd\u30fc\u30b9\u3092\u5171\u901a\u5316\u3057\u305f\u4e0a\u3067\u3001\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<p>Jupyter Notebook\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306e\u554f\u984c\u70b9\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3067\u4f7f\u308f\u308c\u308bMVC Design Pattern\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002<\/p>\n<p>Jupyter Notebook\u304b\u3089Model\uff08M\uff09\u3001View\uff08V\uff09\u3068Controller\uff08C\uff09\u3092\u5206\u96e2\u3057\u307e\u3059\u304c\u3001\u30bd\u30fc\u30b9\u3092\u5206\u96e2\u3059\u308b\u3068\u3001\u6298\u89d2Jupyter Notebook\u306b\u30bb\u30eb\u304c\u3042\u308a\u3001\u51e6\u7406\u30d5\u30ed\u30fc\u3092\u8a18\u8ff0\u3067\u304d\u308b\u7d20\u6674\u3089\u3057\u3044\u6a5f\u80fd\u304c\u3042\u308b\u306e\u306b\u4f7f\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u306e\u3067\u3001 \u51e6\u7406\u30d5\u30ed\u30fc\u306e\u307f\u3092Jupyter Notebook\u306b\u6b8b\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\uff08View\uff09\u304c\u5b58\u5728\u3057\u306a\u3044\u306e\u3067\u3001Jupyter Notebook\u304cView\uff08V\uff09\u3067\u3042\u308a\u3001\u51e6\u7406\u30d5\u30ed\u30fc\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306eController\uff08C\uff09\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u4e0b\u56f3\u306e\u3088\u3046\u306b\u3001model_module.py\u304cModel\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2018\/03\/ml-team-dev_02.png\" alt=\"\" class=\"alignnone size-medium wp-image-20736\" \/><\/p>\n<p>\u307e\u305f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ed\u30fc\u4e0a\u3001\u524d\u51e6\u7406\u3068\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u547c\u3073\u51fa\u3057\u3001\u4ea4\u5dee\u691c\u8a3c\u7b49\u69d8\u3005\u306a\u51e6\u7406\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u57fa\u672cPDCA\u306e\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3057\u306a\u304c\u3089\u3084\u3063\u3066\u884c\u304d\u307e\u3059\u306e\u3067\u3001PDCA\u306e\u4eee\u8aac\u691c\u8a3c\u306e\u305f\u3081\u524d\u51e6\u7406\u304c\u4e00\u756a\u5909\u66f4\u3055\u308c\u308b\u90e8\u5206\u3068\u601d\u3044\u307e\u3059\u3002\u524d\u51e6\u7406\u3092model_module\u306b\u95a2\u6570\u5316\u3057\u3001\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u547c\u3073\u51fa\u3057\u3001\u4ea4\u5dee\u691c\u8a3c\u7b49PDCA\u30b5\u30a4\u30af\u30eb\u306b\u5f71\u97ff\u3055\u308c\u306a\u3044\u90e8\u5206\u3092\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3057\u3001\u5b8c\u5168\u306bJupyter 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