{"id":45977,"date":"2023-01-15T19:02:03","date_gmt":"2023-03-08T01:04:22","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45977-2\/"},"modified":"2024-04-29T10:00:55","modified_gmt":"2024-04-29T02:00:55","slug":"45977-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45977-2\/","title":{"rendered":""},"content":{"rendered":"

ssh port forwarding\u3067\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/p>\n

1.GPU\u30b5\u30fc\u30d0\u306e\u4f5c\u6210<\/h1>\n

\u3055\u304f\u3089\u306e\u30af\u30e9\u30a6\u30c9\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d1\u30cd\u30eb\u304b\u3089\u3001\u77f3\u72e9\u7b2c1\u30be\u30fc\u30f3\u3092\u9078\u629e\u3057\u3001\u30b5\u30fc\u30d0\u8ffd\u52a0\u753b\u9762\u3092\u958b\u304d\u307e\u3059\u3002
\n\u30b5\u30fc\u30d0\u30d7\u30e9\u30f3\u306f GPU\u30d7\u30e9\u30f3 \u3092\u9078\u629e\u3001\u30c7\u30a3\u30b9\u30af\u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u306f Ubuntu 22.04.1 LTS \u3092\u9078\u629e\u3057\u307e\u3059\u3002
\n\u30c7\u30a3\u30b9\u30af\u30b5\u30a4\u30ba\u306f 100GB \u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n

\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n

2.GPU\u30c9\u30e9\u30a4\u30d0\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h1>\n

GPU\u30b5\u30fc\u30d0\u304c\u5b8c\u6210\u3057\u305f\u3089\u3001SSH\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n

NVIDIA\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u901a\u308a\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3046\u3002
\nhttps:\/\/docs.nvidia.com\/datacenter\/tesla\/tesla-installation-notes\/index.html<\/p>\n

$<\/span> sudo <\/span>apt-get install <\/span>linux-headers-$(<\/span>uname<\/span> -r<\/span>)<\/span>\r\n$<\/span> distribution<\/span>=<\/span>$(<\/span>.<\/span> \/etc\/os-release;<\/span>echo<\/span> $ID$VERSION_ID<\/span> | sed<\/span> -e<\/span> 's\/\\.\/\/g'<\/span>)<\/span>\r\n$<\/span> wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/repos\/$distribution<\/span>\/x86_64\/cuda-keyring_1.0-1_all.deb\r\n$<\/span> sudo <\/span>dpkg -i<\/span> cuda-keyring_1.0-1_all.deb\r\n$<\/span> sudo <\/span>apt-get update\r\n$<\/span> sudo <\/span>apt-get -y<\/span> install <\/span>cuda-drivers\r\n<\/code><\/pre>\n
\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u7d42\u308f\u3063\u305f\u3089\u518d\u8d77\u52d5\u3092\u884c\u3046\u3002<\/p>\n
2.JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h1>\n
\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3001\u5168\u3066\u5b8c\u4e86\u3057\u305f\u3089ssh\u63a5\u7d9a\u3092\u30ed\u30b0\u30a2\u30a6\u30c8\u3057\u307e\u3059\u3002<\/p>\n
$<\/span> sudo <\/span>apt update\r\n$<\/span> sudo <\/span>apt install <\/span>python3-pip\r\n$<\/span> sudo <\/span>pip install <\/span>jupyterlab\r\n$<\/span> sudo <\/span>pip install <\/span>jupyter_http_over_ws\r\n$<\/span> jupyter serverextension enable<\/span> --py<\/span> jupyter_http_over_ws\r\n<\/code><\/pre>\n
3.Google Colab\u304b\u3089\u3055\u304f\u3089\u306e\u30af\u30e9\u30a6\u30c9\u306eGPU\u30b5\u30fc\u30d0\u306b\u63a5\u7d9a\u3059\u308b<\/h1>\n
ssh port forwarding\u3092\u884c\u3046\u305f\u3081\u306b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067GPU\u30b5\u30fc\u30d0\u306bSSH\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/p>\n
$<\/span> ssh -L<\/span> 8888:localhost:8888 ubuntu@<GPU\u30b5\u30fc\u30d0\u306eIP\u30a2\u30c9\u30ec\u30b9>\r\n<\/code><\/pre>\n
SSH\u63a5\u7d9a\u5f8c\u3001GPU\u30b5\u30fc\u30d0\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057JupyterLab\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n
$<\/span> jupyter notebook --NotebookApp<\/span>.allow_origin=<\/span>'https:\/\/colab.research.google.com'<\/span> --port<\/span>=<\/span>8888 --NotebookApp<\/span>.port_retries=<\/span>0 --ip<\/span>=<\/span>*<\/span>\r\n<\/code><\/pre>\n
\u8d77\u52d5\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002
\n\u51fa\u529b\u4e0b\u90e8\u306e
\nhttp:\/\/127.0.0.1:8888\/?token=************************************************
\n\u3068\u3044\u3046URL\u3092\u30b3\u30d4\u30fc\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n
$<\/span> jupyter notebook --NotebookApp<\/span>.allow_origin=<\/span>'https:\/\/colab.research.google.com'<\/span> --port<\/span>=<\/span>8888 --NotebookApp<\/span>.port_retries=<\/span>0 --ip<\/span>=<\/span>*<\/span>\r\n\r\n  _   _          _      _\r\n | | | |_ __  __| |__ _| |_ ___\r\n | |_| | '_ \\\/ _` \/ _` |  _\/ -_)\r\n  \\___\/| .__\/\\__,_\\__,_|\\__\\___|\r\n       |_|\r\n\r\nRead the migration plan to Notebook 7 to learn about the new features and the actions to take if you are using extensions.\r\n\r\nhttps:\/\/jupyter-notebook.readthedocs.io\/en\/latest\/migrate_to_notebook7.html\r\n\r\nPlease note that updating to Notebook 7 might break some of your extensions.\r\n\r\n[W 10:46:35.440 NotebookApp] WARNING: The notebook server is listening on all IP addresses and not using encryption. This is not recommended.\r\njupyter_http_over_ws extension initialized. Listening on \/http_over_websocket\r\n[W 10:46:36.327 NotebookApp] Loading JupyterLab as a classic notebook (v6) extension.\r\n[C 10:46:36.328 NotebookApp] You must use Jupyter Server v1 to load JupyterLab as notebook extension. You have v2.4.0 installed.\r\n    You can fix this by executing:\r\n        pip install -U \"jupyter-server<2.0.0\"\r\n[I 10:46:36.334 NotebookApp] Serving notebooks from local directory: \/home\/ubuntu\r\n[I 10:46:36.334 NotebookApp] Jupyter Notebook 6.5.3 is running at:\r\n[I 10:46:36.334 NotebookApp] http:\/\/jupyter:8888\/?token=************************************************\r\n[I 10:46:36.334 NotebookApp]  or http:\/\/127.0.0.1:8888\/?token=************************************************\r\n[I 10:46:36.334 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\r\n[W 10:46:36.342 NotebookApp] No web browser found: could not locate runnable browser.\r\n[C 10:46:36.343 NotebookApp]\r\n\r\n    To access the notebook, open this file in a browser:\r\n        file:\/\/\/home\/ubuntu\/.local\/share\/jupyter\/runtime\/nbserver-867-open.html\r\n    Or copy and paste one of these URLs:\r\n        http:\/\/jupyter:8888\/?token=************************************************\r\n     or http:\/\/127.0.0.1:8888\/?token=************************************************\r\n<\/span><\/code><\/pre>\n
\"gpu1.png\"<\/div>\n
\"gpu2.png\"<\/div>\n
\"gpu3.png\"<\/div>\n
\"gpu4.png\"<\/div>\n
!free -h \u3084 !nvidia-smi \u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057GPU\u30b5\u30fc\u30d0\u306b\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002
\n\u4ee5\u4e0a\u3067\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n
\"gpu5.png\"<\/div>\n
\u305d\u306e\u307b\u304b<\/h1>\n
    \n
  • \n
      Jupyter\u74b0\u5883\u306fdocker\u30b3\u30f3\u30c6\u30ca\u306a\u3069\u3067\u7acb\u3061\u4e0a\u3052\u305f\u65b9\u304c\u4fbf\u5229\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u304a\u597d\u307f\u306b\u5fdc\u3058\u3066\u9078\u629e\u304f\u3060\u3055\u3044\u3002<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        GPU\u30b5\u30fc\u30d0\u306b\u4f7f\u3046OS\u3092Ubuntu Desktop\u306b\u3057\u3066RDP\/VNC\u306a\u3069\u3067\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089\u63a5\u7d9a\u3057\u3001\u305d\u3053\u304b\u3089Google Colab\u306b\u63a5\u7d9a\u3059\u308c\u3070\u76f4\u63a5Google Colab\u3068\u63a5\u7d9a\u3067\u304d\u308b\u306e\u3067\u4fbf\u5229\u305d\u3046\u3060\u306a\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/ul>\n","protected":false},"excerpt":{"rendered":"
        ssh port forwarding\u3067\u63a5\u7d9a\u3057\u307e\u3059\u3002 1.GPU\u30b5\u30fc\u30d0\u306e\u4f5c\u6210 \u3055\u304f\u3089\u306e\u30af\u30e9\u30a6\u30c9\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d1 […]<\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45977","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\/45977-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"ssh port forwarding\u3067\u63a5\u7d9a\u3057\u307e\u3059\u3002 1.GPU\u30b5\u30fc\u30d0\u306e\u4f5c\u6210 \u3055\u304f\u3089\u306e\u30af\u30e9\u30a6\u30c9\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d1 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/45977-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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