{"id":46594,"date":"2023-09-01T21:57:58","date_gmt":"2023-07-18T11:03:04","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/"},"modified":"2024-04-30T21:09:24","modified_gmt":"2024-04-30T13:09:24","slug":"46594-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/","title":{"rendered":""},"content":{"rendered":"

JupyterNotebook\u3092\u8907\u6570\u30e6\u30fc\u30b6\u30fc\u3067\u4f7f\u3046<\/h1>\n

Jupyter Notebook\u306e\u74b0\u5883\u3092\u7acb\u3066\u305f\u3060\u3051\u3067\u306f\u3001\u8907\u6570\u30e6\u30fc\u30b6\u30fc\u3067\u540c\u6642\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u306a\u306e\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u7ba1\u7406\u6a5f\u80fd\u3092\u8ffd\u52a0\u3059\u308b\u300cJupyterHub\u300d\u3092\u7528\u3044\u3066\u3001Jupyter Notebook\u3092\u4f7f\u7528\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308a\u307e\u3059\u3002
\nJupyterHub\uff1ahttps:\/\/jupyterhub.readthedocs.io\/en\/stable\/<\/p>\n

\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092Anaconda\u3067\u884c\u3046\u3053\u3068\u3092\u8aac\u660e\u3057\u3066\u3044\u308b\u8a18\u4e8b\u304c\u591a\u3044\u306e\u3067\u3001Anaconda\u306e\u4ee3\u308f\u308a\u306bpip\u3067\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u307e\u3068\u3081\u307e\u3057\u305f\u3002
\nJupyter Notebook\u306f\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u304a\u6301\u3061\u3067\u3042\u308c\u3070\u3001Google Colaboratory\u3092\u4f7f\u3046\u3053\u3068\u304c\u3068\u3066\u3082\u7c21\u5358\u3067\u3059\u304c\u3001Google\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u8077\u5834\u3067\u4f7f\u7528\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u4e0d\u8981\u3067\u7121\u6599\u3067\u4f7f\u3048\u308bIBM Cloud\u30e9\u30a4\u30c8\u30a2\u30ab\u30a6\u30f3\u30c8\u306eWatson Studio\u304c\u3042\u308a\u307e\u3059\u3002\u4ed6\u306b\u3082Amazon EMR\u306a\u3069\u3082….\u3002
\nGoogle\u3084IBM Cloud\u306a\u3069\u3092\u4f7f\u7528\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3042\u308b\u3044\u306f\u3001\u5c02\u6709\u578b\u306e\u30b7\u30f3\u30b0\u30eb\u30c6\u30ca\u30f3\u30c8\u30b5\u30fc\u30d0\u30fc\u3092IBM Cloud IaaS\u306a\u3069\u3067\u78ba\u4fdd\u3057\u3001\u3053\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306bJupyterHub\u3068Jupyter Notebook\u306b\u3088\u308b\u5b9f\u884c\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n

\u60f3\u5b9a\u74b0\u5883<\/h1>\n

Virtual Box\u4e0a\u306b\u3001Ubuntu 16.04 Server\u74b0\u5883\u3092\u7528\u610f\u3057\u307e\u3057\u305f\u3002
\nUbuntu 16.04 Server:http:\/\/releases.ubuntu.com\/16.04\/
\n\u30db\u30b9\u30c8\u30aa\u30f3\u30ea\u30fc\u30a2\u30c0\u30d7\u30bf\u3092\u8ffd\u52a0\u3057\u3001IP\u30a2\u30c9\u30ec\u30b9\u3068\u3057\u3066\u300c192.168.56.10\u300d\u3092\u5272\u308a\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5272\u5f53CPU\u306f1\u3064\u3067\u3001\u30e1\u30e2\u30ea\u306f2GB\u3067\u3059\u3002IBM Cloud\u3084IDCF\u30af\u30e9\u30a6\u30c9\u3067\u4eee\u60f3\u30b5\u30fc\u30d0\u30fc\u3092\u7528\u610f\u3059\u308b\u5834\u5408\u3082\u3001\u5c0f\u3055\u304f\u59cb\u3081\u308b\u306e\u3067\u3001\u30e1\u30e2\u30ea2GB\u3042\u308c\u3070\u826f\u3044\u3067\u3057\u3087\u3046\u3002
\n\u307e\u305f\u3001\u300cuser\u300d\u3068\u3044\u3046\u540d\u79f0\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u4f5c\u6210\u6e08\u307f\u306e\u72b6\u614b\u3067\u3059\u3002\u3053\u306e\u300cuser\u300d\u3068\u3044\u3046\u30e6\u30fc\u30b6\u30fc\u306f\u3001JupyterHub\u306e\u7ba1\u7406\u8005\u3068\u3057\u307e\u3059\u3002<\/p>\n

\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u4f5c\u6210<\/h1>\n

\/opt \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u4ee5\u4e0b\u306b\u3001jupyter\u3068\u3044\u3046\u540d\u79f0\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3001\u4f5c\u696d\u3057\u307e\u3059\u3002<\/p>\n

sudo mkdir -p \/opt\/jupyter\r\ncd \/opt\/jupyter\r\n<\/code><\/pre>\n
\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30b9\u30af\u30ea\u30d7\u30c8<\/h1>\n
JupyterHub\u3068Jupyter\u3000Notebook\u306e\u4e21\u65b9\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u4e0b\u8a18\u304c\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u3059\u3002<\/p>\n
#!\/bin\/bash\r\nsudo apt-get update -y && sudo apt-get upgrade -y\r\nsudo apt-get update -y && sudo apt-get upgrade -y\r\nsudo apt-get install -y build-essential python3-dev python3-setuptools libfreetype6-dev\r\nsudo ln -s \/usr\/include\/freetype2\/ft2build.h \/usr\/include\/\r\nsudo easy_install3 pip\r\nsudo pip install numpy scipy matplotlib seaborn scikit-learn pandas psycopg2 ipython-sql pymysql\r\ncurl -sL https:\/\/deb.nodesource.com\/setup_8.x | sudo -E bash -\r\nsudo apt-get install -y nodejs\r\nsudo python3 -m pip install jupyterhub\r\nsudo npm install -g configurable-http-proxy\r\nsudo python3 -m pip install notebook\r\nsudo jupyterhub --generate-config\r\necho \"Installed JupyterHub\"\r\n<\/code><\/pre>\n
\u9069\u5f53\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u3001\u300cjupyterhub-install.sh\u300d\u3092\u4f5c\u6210\u3057\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u30b3\u30d4\u30fc&\u30da\u30fc\u30b9\u30c8\u3057\u3001\u4fdd\u5b58\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001nano\u30a8\u30c7\u30a3\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001Ctrl+x\u30ad\u30fc\u3092\u62bc\u3057\u3001y\u30ad\u30fc\u3067\u4fdd\u5b58\u3067\u3059\u3002<\/p>\n
sudo nano jupyterhub-install.sh\r\n<\/code><\/pre>\n
\u524d\u8ff0\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u30b3\u30d4\u30fc&\u30da\u30fc\u30b9\u30c8\u3002jupyterhub-install.sh\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n
sudo chmod a+x jupyterhub-install.sh\r\n.\/jupyterhub-install.sh\r\n<\/code><\/pre>\n
Ubuntu Server\u306b\u30e6\u30fc\u30b6\u30fc\u8ffd\u52a0<\/h1>\n
JupyterHub\u3092\u5229\u7528\u3059\u308b\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a8d\u8a3c\u3067\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5148\u306eLinux\u74b0\u5883(\u3053\u3053\u3067\u306fUbuntu Server)\u306e\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n
sudo adduser user1\r\nsudo adduser user2\r\n<\/code><\/pre>\n
JupyterHub\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u7de8\u96c6<\/h1>\n
\/opt\/jupyter\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u306e\u300cjupyterhub_config.py\u300d\u3092\u7de8\u96c6\u3057\u307e\u3059\u3002<\/p>\n
sudo nano \/opt\/jupyter\/jupyterhub_config.py\r\n\r\nJupyterHub\u306e\u7ba1\u7406\u8005\u306b\u3064\u3044\u3066\u8a18\u8ff0\u3057\u307e\u3059\u3002\r\n#c.JupyterHub.admin_users = set() \u306e\u76f4\u4e0b\u306b\u3001\r\nc.JupyterHub.admin_users = {'user'}\r\n\u3092\u8ffd\u8a18\u3002\r\n\r\nJupyterHub\u306e\u4e00\u822c\u30e6\u30fc\u30b6\u30fc\u3068\u3057\u3066\u3001user1\u3068user2\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002\r\n#c.Authenticator.whitelist = set() \u306e\u76f4\u4e0b\u306b\u3001\r\nc.Authenticator.whitelist = {'user1', 'user2'}\r\n\u3092\u8ffd\u8a18\u3002\r\n\r\n#c.JupyterHub.hub_ip = '127.0.0.1' \u306e\u76f4\u4e0b\u306b\u3001\r\nc.JupyterHub.hub_ip = '0.0.0.0'\r\n\u3092\u8ffd\u8a18\u3002\r\n<\/code><\/pre>\n
JupyterHub\u306e\u8d77\u52d5<\/h1>\n
sudo jupyterhub \/opt\/jupyter\/jupyterhub_config.py &\r\n<\/code><\/pre>\n
JupyterHub\u306b\u30ed\u30b0\u30a4\u30f3<\/h1>\n
Web\u30d6\u30e9\u30a6\u30b6\u3067\u3001http:\/\/\u5272\u5f53IP\u30a2\u30c9\u30ec\u30b9:8000 \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u4e0b\u8a18\u306e\u30e6\u30fc\u30b6\u30fc\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u3001Notebook\u3092\u4f5c\u6210\u3001\u5b9f\u884c\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n
    \n
  • \n
      \u7ba1\u7406\u8005\uff1auser<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \u4e00\u822c\u30e6\u30fc\u30b6\u30fc\uff1auser1, user2<\/ul>\n
        Notebook\u306e\u52d5\u4f5c\u78ba\u8a8d<\/h2>\n
        \"image.png\"<\/div>\n
        \"image.png\"<\/div>\n","protected":false},"excerpt":{"rendered":"
        JupyterNotebook\u3092\u8907\u6570\u30e6\u30fc\u30b6\u30fc\u3067\u4f7f\u3046 Jupyter Notebook\u306e\u74b0\u5883\u3092\u7acb\u3066\u305f\u3060\u3051\u3067\u306f\u3001\u8907 […]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46594","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n- 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\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"JupyterNotebook\u3092\u8907\u6570\u30e6\u30fc\u30b6\u30fc\u3067\u4f7f\u3046 Jupyter Notebook\u306e\u74b0\u5883\u3092\u7acb\u3066\u305f\u3060\u3051\u3067\u306f\u3001\u8907 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-18T11:03:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-30T13:09:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d656837434c4406d06f33\/28-0.png\" \/>\n<meta name=\"author\" content=\"\u6e05, \u5b87\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u6e05, \u5b87\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/\",\"name\":\"- Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-07-18T11:03:04+00:00\",\"dateModified\":\"2024-04-30T13:09:24+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/1a6ecd3d914d22a5ac32791ffc1fbd8e\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/46594-2\/\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - 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