{"id":45992,"date":"2023-05-04T21:19:51","date_gmt":"2023-10-24T06:54:07","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45992-2\/"},"modified":"2024-04-30T02:38:54","modified_gmt":"2024-04-29T18:38:54","slug":"45992-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45992-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u3084\u308a\u305f\u3044\u3053\u3068<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Deep Learning\u5411\u3051\u306eAIM\u3092\u3001Amazon AWS\u306eEC2\u3067\u52d5\u304b\u3059<\/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\">Proxy\u5185\u304b\u3089\u3082\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3001Jupyter Notebook\u3092Port443\u3067\u52d5\u304b\u3059<\/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\">\u901a\u5e38\u306f\u5b89\u304f\u52d5\u304b\u3057\u3001\u5fc5\u8981\u306a\u3068\u304d\u3060\u3051\u30d1\u30ef\u30d5\u30eb\u306aGPU\u3067\u52d5\u304b\u3059<\/ul>\n<\/li>\n<\/ul>\n<p>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u5909\u66f4\u3057\u305f\u3089Jupyter Notebook\u304c\u81ea\u52d5\u3067\u8d77\u52d5<br \/>\n\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u5909\u66f4\u3057\u3066\u3082IP\u30a2\u30c9\u30ec\u30b9\u304c\u5909\u308f\u306a\u3044<\/p>\n<p>Machine Learning \u3084 Deep Leaning \u3092\u5b66\u7fd2\u3057\u3066\u3044\u308b\u3068\u3001\u81ea\u5206\u306ePC\u3067\u306f\u30d1\u30ef\u30fc\u304c\u8db3\u308a\u306a\u304b\u3063\u305f\u308a\u3001\u8907\u6570\u306e\u74b0\u5883\u3092\u6574\u3048\u308b\u305f\u3081\u306b\u5bb9\u91cf\u304c\u8db3\u308a\u306a\u304f\u306a\u3063\u3066\u304d\u305f\u308a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u6642\u9593\u304c\u304b\u304b\u308b\u51e6\u7406\u3092\u3055\u305b\u3066\u3044\u308b\u6642\u306b\u306f\u3001\u30b3\u30fc\u30d2\u30fc\u3092\u98f2\u307f\u306a\u304c\u3089\u30b5\u30af\u30b5\u30af\u3068Web\u30b5\u30fc\u30d5\u30a3\u30f3\u3057\u3066\u5f85\u3061\u305f\u3044\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067Amazon\u306eAWS\u4e0a\u306bEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3068\u3057\u3066\u74b0\u5883\u3092\u4f5c\u308a\u307e\u3059\u3002Lazy Girl\u306e\u8a18\u4e8b\u3092\u898b\u308b\u3068\u3001\u307e\u3055\u306bDeep Learning\u5411\u3051\u306eAMI\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3002GPU\u3082\u4f7f\u3048\u307e\u3059\u3002<\/p>\n<p>A Lazy Girl&#8217;s Guide to Setting Up Jupyter on EC2 for Deep Learning<\/p>\n<h1>Deep Learning AMI\u3092\u8d77\u52d5<\/h1>\n<p>Lazy Girl\u306e\u8a18\u4e8b\u306b\u5f93\u3063\u3066\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306ePort 8888 \u3067\u304d\u3061\u3093\u3068Jupyter Notebook\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n<p>\uff13\u70b9\u307b\u3069\u88dc\u8db3\uff1a<\/p>\n<p>\u79c1\u306fDeep Learning AMI Ubuntu Version \u3092\u9078\u3093\u3060\u306e\u3067\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30e6\u30fc\u30b6\u540d\u306f ec2-user\u3067\u306f\u306a\u304f ubuntu.<br \/>\n\u306a\u306e\u3067SSH\u3059\u308b\u3068\u304d\u306f<\/p>\n<p>ssh -i ubuntu@ec2-xx-xxx-xx-xxx.eu-west-1.compute.amazonaws.com<\/p>\n<p>\u307e\u305f\u3001<\/p>\n<p>source src\/anaconda3\/bin\/activate root<\/p>\n<p>\u3092\u3059\u308b\u3060\u3051\u3067\u3001<\/p>\n<p>&gt; which jupyter<br \/>\n~\/src\/anaconda3\/bin\/jupyter<\/p>\n<p>\u3068\u306a\u3063\u305f\u306e\u3067\u3001.bash_profile \u306bPATH\u3092\u8ffd\u52a0\u3059\u308b\u304f\u3060\u308a\u306f\u5fc5\u8981\u306a\u304b\u3063\u305f\u3002<\/p>\n<p>Keras\u306f\u3059\u3067\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n<h1>Port 443 \u3067 Jupyter Notebook\u3092\u8d77\u52d5<\/h1>\n<p>Port\u30928888\u304b\u3089\u3001Proxy\u3092\u901a\u904e\u3067\u304d\u308b443\u3078\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<p>nano ~\/.jupyter\/jupyter_notebook_config.py<\/p>\n<p>&gt; c.NotebookApp.port = 443<\/p>\n<p>\u305d\u306e\u307e\u307eubuntu\u30e6\u30fc\u30b6\u3067jupyter notebook\u3092\u8d77\u52d5\u3055\u305b\u3088\u3046\u3068\u3059\u308b\u3068\u3001443\u306e\u3088\u3046\u306a\u4f4e\u3044\u756a\u53f7\u306e\u30dd\u30fc\u30c8\u306f\u30c0\u30e1\u3060\u3068\u6012\u3089\u308c\u308b\u306e\u3067\u3001root\u3067\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p>sudo jupyter notebook &#8211;allow-root<\/p>\n<h1>Port 8888 \u3092 Proxy\u304c\u901a\u904e\u3067\u304d\u308b443\u3078\u30d5\u30a9\u30ef\u30fc\u30c9\u3059\u308b<\/h1>\n<p>Jupyter Notebook\u3092 Port 443\u3067\u8d77\u52d5\u3059\u308b\u306b\u306f root\u30e6\u30fc\u30b6\u3067\u8d77\u52d5\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044\u306e\u3067\u3059\u304c\u3001\u305b\u3063\u304b\u304fubuntu\u30e6\u30fc\u30b6\u3067\u52d5\u304f\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u3066\u3042\u308bGPU\u304c\u3046\u307e\u304f\u52d5\u304b\u306a\u3044\u3088\u3046\u3067\u3059\u3002<\/p>\n<p>\u306a\u306e\u3067ubuntu\u30e6\u30fc\u30b6\u3067Port 8888 \u3067Jupyter Notebook\u3092\u8d77\u52d5\u3055\u305b\u3066\u3001Port 8888 \u3092 443\u3078\u30d5\u30a9\u30ef\u30fc\u30c9\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>sudo iptables -t nat -A PREROUTING -p tcp &#8211;dport 443 -j REDIRECT &#8211;to-ports 8888<\/p>\n<h1>\u81ea\u52d5\u8d77\u52d5\u306e\u8a2d\u5b9a<\/h1>\n<p>\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u5909\u66f4\u3059\u308b\u306b\u306f\u3001\u4e00\u5ea6EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092Stop\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u81ea\u52d5\u7684\u306bJuypter Notebook\u304c\u7acb\u3061\u4e0a\u304c\u308b\u3088\u3046\u306bservice\u3068\u3057\u3066\u767b\u9332\u3057\u3066\u304a\u304f\u3068\u4fbf\u5229\u3067\u3059\u3002<br \/>\n\uff08\u4f1a\u793e\u306eProxy\u304cPort 22\u3092\u901a\u3057\u3066\u304f\u308c\u306a\u3044\u306e\u3067\u3001SSH\u3057\u3066\u624b\u52d5\u3067\u8d77\u52d5\u3055\u305b\u3089\u308c\u306a\u3044\u554f\u984c\u3082\u89e3\u6c7a\uff09<\/p>\n<h2>Service \u3092\u5b9a\u7fa9<\/h2>\n<p>sudo nano \/etc\/systemd\/system\/jupyter.service<\/p>\n<pre class=\"post-pre\"><code>[Unit]\r\nAfter=network.target\r\n\r\n[Service]\r\nUser=ubuntu\r\nExecStart=\/home\/ubuntu\/start_jupyter.sh\r\n\r\n[Install]\r\nWantedBy=default.target\r\n<\/code><\/pre>\n<p>sudo chmod 664 \/etc\/systemd\/system\/jupyter.service<\/p>\n<h2>\u8d77\u52d5\u30b9\u30af\u30ea\u30d7\u30c8<\/h2>\n<p>nano \/home\/ubuntu\/start_jupyter.sh<\/p>\n<pre class=\"post-pre\"><code>#!\/bin\/bash\r\n\r\nsource \/home\/ubuntu\/src\/anaconda3\/bin\/activate root\r\nsudo iptables -t nat -A PREROUTING -p tcp --dport 443 -j REDIRECT --to-ports 8888\r\ncd \/home\/ubuntu\/notebook\r\njupyter notebook\r\n<\/code><\/pre>\n<p>chmod 744 \/home\/ubuntu\/start_jupyter.sh<\/p>\n<h2>GPU\u7528\u306e\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/h2>\n<p>\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089start_jupyter.sh\u3092\u547c\u3073\u51fa\u3057\u305f\u3068\u304d\u306fimport keras\u304c\u3046\u307e\u304f\u3044\u304f\u306e\u3067\u3059\u304c\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u81ea\u52d5\u8d77\u52d5\u3067\u306f\u306a\u305c\u304bimport error\u3068\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u3069\u3046\u3084\u3089\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u74b0\u5883\u5909\u6570LD_LIBRARY_PATH\u3092\u5f15\u304d\u7d99\u304c\u306a\u3044\u6a5f\u80fd\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u3002\u3057\u3087\u3046\u304c\u306a\u3044\u306e\u3067jupyter\u306e\u30b3\u30f3\u30d5\u30a3\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u8aad\u307f\u8fbc\u3080\u6642\u306b\u8a2d\u5b9a\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>nano ~\/.jupyter\/jupyter_notebook_config.py<\/p>\n<pre class=\"post-pre\"><code># Configuration file for jupyter-notebook.\r\nc = get_config()\r\nc.NotebookApp.certfile = u'\/home\/ubuntu\/certs\/mycert.pem'\r\nc.NotebookApp.keyfile = u'\/home\/ubuntu\/certs\/mycert.key'\r\nc.NotebookApp.ip = '*'\r\nc.NotebookApp.open_browser = False\r\nc.NotebookApp.password = u'sha1:xxxxxxxxxxxx'\r\nc.NotebookApp.port = 8888\r\nimport os\r\nos.environ['LD_LIBRARY_PATH'] = '\/home\/ubuntu\/src\/torch\/install\/lib:\/home\/ubuntu\/src\/torch\/install\/lib:\/home\/ubuntu\/src\/cntk\/bindings\/python\/cntk\/libs:\/usr\/local\/cuda\/lib64:\/usr\/local\/lib:\/usr\/lib:\/usr\/local\/cuda\/extras\/CUPTI\/lib64:\/usr\/local\/mpi\/lib:\/home\/ubuntu\/src\/cntk\/bindings\/python\/cntk\/libs:\/usr\/local\/cuda\/lib64:\/usr\/local\/lib:\/usr\/lib:\/usr\/local\/cuda\/extras\/CUPTI\/lib64:\/usr\/local\/mpi\/lib:\u2019\r\n<\/code><\/pre>\n<h2>\u30b5\u30fc\u30d3\u30b9\u3092\u767b\u9332\u3057\u3066\u30b9\u30bf\u30fc\u30c8<\/h2>\n<p>\u304d\u3061\u3093\u3068\u52d5\u3044\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3002<\/p>\n<pre class=\"post-pre\"><code>~$ sudo systemctl enable jupyter.service\r\n~$ sudo systemctl start jupyter.service\r\n~$ sudo systemctl status jupyter.service\r\n<\/code><\/pre>\n<h1>Elastic IP \u3067IP\u3092\u56fa\u5b9a<\/h1>\n<p>EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u518d\u8d77\u52d5\u3059\u308b\u3068\u3001IP\u30a2\u30c9\u30ec\u30b9\u304c\u5909\u308f\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<br \/>\nElastic IP\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u540c\u3058IP\u30a2\u30c9\u30ec\u30b9\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>EC2 Management Console -&gt; Elastic IPs -&gt; Allocate new address<\/p>\n<p>\u306a\u304a\u3001EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092STOP\u3057\u3066\u3044\u308b\u6642\u306b\u306fElastic IP\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528\u6599\u304c\u639b\u304b\u308a\u307e\u3059\u3002(EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306battach\u3055\u308c\u3066\u3044\u308b\u6642\u306b\u306fElastic IP\u30b5\u30fc\u30d3\u30b9\u306e\u90e8\u5206\u306f\u7121\u6599)<\/p>\n<p>N.Virginia\u3067\u306e\u6599\u91d1\u3060\u3068\u3001\u5039\u7d04\u306e\u305f\u3081\u306bEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092STOP\u3057\u3066\u3044\u3066\u3082\u6708\u306b\\$3.6\u639b\u304b\u308a\u307e\u3059\u3002t2.nano\u3092\u305a\u3063\u3068\u52d5\u304b\u3057\u7d9a\u3051\u305f\\$4.18\u3068\u307b\u3068\u3093\u3069\u5909\u308f\u3089\u306a\u3044\u3002\u3067\u3082\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u3001\u4f7f\u308f\u306a\u3044\u6642\u306b\u306fSTOP\u3057\u3066\u3044\u305f\u307b\u3046\u304c\u3044\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<div>\n<div class=\"post-table\">Instance TypeMonthly \\$stopped3.60t2.nano4.18t2.micro8.35<\/div>\n<\/div>\n<h1>\u304a\u307e\u3051 \uff08System Shell Command\uff09<\/h1>\n<p>\u4f1a\u793e\u306eProxy\u306f\u975e\u5e38\u306b\u53b3\u3057\u304f\u3001Port 22\u3092\u901a\u3057\u3066\u304f\u308c\u307e\u305b\u3093\u3002SSH\u3067\u30b5\u30fc\u30d0\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066GitHub\u304b\u3089example\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u308a\u3001\u5fc5\u8981\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u308a\u3057\u305f\u3044\u6642\u306b\u56f0\u308a\u307e\u3059\u3002<\/p>\n<p>\u3067\u3082Jupyter Notebook\u306b\u3055\u3048Web\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308c\u3070\u306a\u3093\u3068\u304b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>Jupyter Notebook\u306ePython prompt\u3067\u306f\u3001!ping www.bbc.co.uk\u306e\u3088\u3046\u306b\u300c!\u300d\u3067\u884c\u3092\u30b9\u30bf\u30fc\u30c8\u3059\u308c\u3070\u30b7\u30b9\u30c6\u30e0\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u304c\u6253\u3066\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d627337434c4406cffe8b\/53-0.png\" alt=\"Screen Shot 2017-10-21 at 10.40.29.png\" \/><\/div>\n<h1>\u6240\u611f<\/h1>\n<p>\u3053\u308c\u3067\u3084\u3063\u3068\u539a\u3044Proxy\u306e\u58c1\u306b\u963b\u307e\u308c\u305f\u4f1a\u793e\u5185\u304b\u3089\u3067\u3082Jupyter Notebook\u3078\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5b66\u7fd2\u3092\u7d9a\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\n\u7c21\u5358\u306b\u5bfe\u51e6\u3067\u304d\u308b\u3068\u601d\u3063\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u610f\u5916\u3068\u30cf\u30de\u30ea\u30dd\u30a4\u30f3\u30c8\u304c\u3044\u304f\u3064\u3082\u3042\u3063\u3066\u96e3\u5100\u3057\u307e\u3057\u305f\u3002\u4f1a\u793e\u3067\u5b66\u3076\u3088\u308a\u3082\u5bb6\u3067\u5b66\u3076\u307b\u3046\u304c\u624b\u8efd\u306b\u3067\u304d\u308b\u4e16\u306e\u4e2d\u3063\u3066\u4e0d\u601d\u8b70\u3067\u3059\u306d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3084\u308a\u305f\u3044\u3053\u3068 Deep Learning\u5411\u3051\u306eAIM\u3092\u3001Amazon AWS\u306eEC2\u3067\u52d5\u304b\u3059 &nbsp; P [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45992","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- 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