{"id":45997,"date":"2023-04-23T20:06:37","date_gmt":"2022-12-02T14:28:44","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45997-2\/"},"modified":"2024-04-30T00:57:14","modified_gmt":"2024-04-29T16:57:14","slug":"45997-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45997-2\/","title":{"rendered":""},"content":{"rendered":"

\u306f\u3058\u3081\u306b<\/h1>\n

\u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u4e0a\u3067jupyter lab\u3092\u4f7f\u304a\u3046\u3068\u3057\u3066\u3082\u74b0\u5883\u69cb\u7bc9\u304c\u3081\u3093\u3069\u304f\u3055\u3044\u3001\u3080\u305a\u304b\u3057\u3044
\n\u3053\u306e\u3088\u3046\u306a\u65b9\u306b\u3001\u624b\u5143\u306ePC\u3067\u30b5\u30fc\u30d0\u30fc\u4e0a\u306ejupyter lab\u3092\u30b5\u30af\u30c3\u3068\u4f7f\u3046\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3059\uff01\u7279\u306b\u7814\u7a76\u5ba4\u914d\u5c5e\u3055\u308c\u305f\u5b66\u751f\u306a\u3069\u521d\u5fc3\u8005\u306e\u65b9\u306e\u52a9\u3051\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\uff01<\/p>\n

\n

\u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u4e0a\u306bDocker\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u8aac\u660e\u3057\u307e\u3059\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u65b9\u306f\u3068\u308a\u3042\u3048\u305a\u305d\u306e\u307e\u307e\u8a2d\u5b9a\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044<\/p>\n<\/div>\n

\"image.png\"<\/div>\n

1. \u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u3078\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c7\u30a3\u30f3\u30b0<\/h1>\n

\u30ed\u30fc\u30ab\u30eb\u306e\u30dd\u30fc\u30c88000\u3068\u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u306e9000\u306b\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c7\u30a3\u30f3\u30b0\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u30dd\u30fc\u30c8\u756a\u53f7\u306f\u81ea\u7531\u306b\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\uff09
\n\u3053\u3053\u3067\u306fremote\u3068\u3044\u3046\u30b5\u30fc\u30d0\u30fc\u306b\u63a5\u7d9a\u3057\u3066\u3044\u307e\u3059<\/p>\n

ssh -L<\/span> 8000:localhost:9000 remote # \u30aa\u30d7\u30b7\u30e7\u30f3\u3067 -L Port(local):localhost:Port(remote)\u3092\u8ffd\u52a0\u3057\u3066\u3044\u308b<\/span>\r\n<\/code><\/pre>\n
\n
\u30d7\u30ed\u30ad\u30b7\u30b8\u30e3\u30f3\u30d7\u3059\u308b\u65b9\u6cd5\u304c\u308f\u304b\u3089\u306a\u3044\u65b9\u306e\u305f\u3081\u306b\u3001\u6700\u5f8c\u306e\u88dc\u8db3\u306b~\/.ssh\/config\u306e\u8a2d\u5b9a\u4f8b\u3092\u66f8\u3044\u3066\u3044\u308b\u306e\u3067\u3001\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n<\/div>\n
2. Dockerfile\u306e\u4f5c\u6210<\/h1>\n
\u4ee5\u4e0b\u306bjupyter lab\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308bDockerfile\u3092\u793a\u3057\u307e\u3059\uff01Poetry\u3068\u3044\u3046Python\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u4f75\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u77e5\u3089\u306a\u3044\u65b9\u306f\u3068\u308a\u3042\u3048\u305a\u4ee5\u4e0b\u306eDockerfile\u3068\u540c\u3058\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u4ee5\u4e0b\u306epyproject.toml\u3068\u3044\u3046\u30d5\u30a1\u30a4\u30eb\u3092\u914d\u7f6e\u3057\u3066\u304f\u3060\u3055\u3044\uff08\u3053\u306e\u5834\u5408\u7279\u306b\u30b5\u30fc\u30d0\u30fc\u4e0a\u306bPoetry\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\uff09<\/p>\n
[tool.poetry]<\/span>\r\nname<\/span> =<\/span> \"lab-env\"<\/span>\r\nversion<\/span> =<\/span> \"0.1.0\"<\/span>\r\ndescription<\/span> =<\/span> \"\"<\/span>\r\nauthors<\/span> =<\/span> [<\/span>\"Your Name <you@example.com>\"<\/span>]<\/span>\r\nreadme<\/span> =<\/span> \"README.md\"<\/span>\r\n\r\n[tool.poetry.dependencies]<\/span>\r\npython<\/span> =<\/span> \"><\/span>=<\/span>3.10<\/span>,<\/span><<\/span>3.13<\/span>\"<\/span>\r\njupyterlab<\/span> =<\/span> \"^4.0.7\"<\/span>\r\npandas<\/span> =<\/span> \"^2.1.1\"<\/span>\r\nnumpy<\/span> =<\/span> \"^1.26.1\"<\/span>\r\npandarallel<\/span> =<\/span> \"^1.6.5\"<\/span>\r\n\r\n\r\n[build-system]<\/span>\r\nrequires<\/span> =<\/span> [<\/span>\"poetry-core\"<\/span>]<\/span>\r\nbuild-backend<\/span> =<\/span> \"poetry.core.masonry.api\"<\/span>\r\n<\/code><\/pre>\n
FROM<\/span> python:3.10.13-bookworm<\/span>\r\n\r\nWORKDIR<\/span> \/app<\/span>\r\nENV<\/span> PATH \/root\/.local\/bin:$PATH<\/span>\r\n\r\nRUN <\/span>apt-get update &&<\/span> apt-get install<\/span> --no-install-recommends<\/span> -y<\/span> \\\r\n<\/span>    git \\\r\n<\/span>    wget \\\r\n<\/span>    curl \\\r\n<\/span>    nano \\\r\n<\/span>    less \\\r\n<\/span>    screen \\\r\n<\/span>    tmux\r\n\r\nRUN <\/span>curl -sSL<\/span> https:\/\/install.python-poetry.org | python3 -\r\nRUN <\/span>pip3 install<\/span> --upgrade<\/span> pip\r\nRUN <\/span>mkdir<\/span> -p<\/span> \/app\/src\/DATA\r\nCOPY<\/span> . \/app<\/span>\r\n\r\nRUN <\/span>pip3 install<\/span> --upgrade<\/span> pip \\\r\n<\/span>    &&<\/span> pip3 install <\/span>poetry \\\r\n<\/span>    &&<\/span> poetry config virtualenvs.create false<\/span>\r\n\r\nRUN <\/span>poetry install<\/span>\r\nCMD<\/span> [ \"bash\" ]<\/span>\r\n<\/code><\/pre>\n
Poetry\u4fbf\u5229\u306a\u306e\u3067\u304a\u3059\u3059\u3081\u3057\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u4e0d\u8981\u306a\u5834\u5408Dockerfile\u306epoetry\u95a2\u9023\u306e\u7b87\u6240\u3092\u6d88\u3059\u3068\u4e0a\u624b\u304f\u3044\u304f\u3068\u601d\u3044\u307e\u3059<\/p>\n
\n
\u65b0\u305f\u306b\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u8ffd\u52a0\u3059\u308b\u5834\u5408\u306fjupyter lab\u4e0a\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5165\u529b\u3059\u308b\u3068\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\uff08\u4f8b\uff1ascikit-learn\u3092\u8ffd\u52a0\u3057\u305f\u3044\u5834\u5408\uff09
\n!poetry add scikit-learn
\n!poetry install<\/p>\n<\/div>\n
3. Dockerfile\u3092\u30d3\u30eb\u30c9 & \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5<\/h1>\n
\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067docker\u30a4\u30e1\u30fc\u30b8\u3092\u4f5c\u6210\u3057\u307e\u3059\uff01<\/p>\n
docker image build -t<\/span> lab\/env:1 .<\/span>\r\n<\/code><\/pre>\n
\u6b21\u306b\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067docker\u30b3\u30f3\u30c6\u30ca\u306b\u5165\u308a\u307e\u3059\uff08remote\u306e\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u30b3\u30f3\u30c6\u30ca\u5185\u306e\u30dd\u30fc\u30c8\u756a\u53f7\u306b\u63a5\u7d9a\u3057\u3066\u3044\u308b\uff09<\/p>\n
docker run -it<\/span> -v<\/span> ${<\/span>PWD<\/span>}<\/span>:\/app -p<\/span> 9000:9999 --name<\/span> lab-env lab\/env:1\r\n<\/code><\/pre>\n
\n
Dockerfile\u3001pyproject.toml\u304c\u914d\u7f6e\u3055\u308c\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002
\n\u307e\u305f\u3001\u4e0a\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092docker\u30b3\u30f3\u30c6\u30ca\u306e\/app\u306b\u7e4b\u3044\u3067\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u52a0\u5de5\u3057\u305f\u3044\u30c7\u30fc\u30bf\u304c\u3042\u308b\u5834\u5408\u3001\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u914d\u7f6e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n
4. jupyter lab\u3092\u8d77\u52d5<\/h1>\n
\u30b3\u30f3\u30c6\u30ca\u5185\u3067jupyter lab\u3092\u8d77\u52d5\u3057\u307e\u3057\u3087\u3046\uff01\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u8d77\u52d5\u3067\u304d\u307e\u3059\u3002<\/p>\n
root@hoge:\/app# jupyter lab --allow-root<\/span> --ip<\/span>=<\/span>*<\/span> --port<\/span> 9999\r\n<\/code><\/pre>\n
\u8d77\u52d5\u5f8c\u30bf\u30fc\u30df\u30ca\u30eb\u4e0a\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306aURL\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001?token=\u4ee5\u964d\u3092\u30b3\u30d4\u30fc\u3057\u3068\u304d\u307e\u3059\u3002<\/p>\n
http:\/\/localhost:9999\/lab?token=<\/span>e61d3f****************<\/span>\r\n<\/code><\/pre>\n
\u6700\u5f8c\u306b\u624b\u5143\u306ePC\u3067http:\/\/localhost:8000\/lab \u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3057\u3087\u3046\u3002\u30dd\u30fc\u30c8\u756a\u53f7\u306b\u3054\u6ce8\u610f\u3092\uff01token\u304c\u6c42\u3081\u3089\u308c\u305f\u3089\u3001\u5148\u7a0b\u30b3\u30d4\u30fc\u3057\u305ftoken\u3092\u6253\u3061\u8fbc\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n
\u3053\u308c\u3067\u624b\u5143\u306ePC\u3067\u30ea\u30e2\u30fc\u30c8\u4e0a\u306ejupyter lab\u3092\u5229\u7528\u3067\u304d\u308b\u306f\u305a\u3067\u3059\u3002\u304a\u75b2\u308c\u69d8\u3067\u3057\u305f<\/p>\n
\n
\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u63c3\u3048\u3066\u304a\u304f\u3068\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u4e0a\u306b\u8868\u793a\u3055\u308c\u305fURL\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u305d\u306e\u307e\u307ejupyter lab\u3092\u8d77\u52d5\u3067\u304d\u308b\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059<\/p>\n<\/div>\n
5. \u307e\u3068\u3081<\/h1>\n
\u4eca\u56de\u306f\u30b5\u30fc\u30d0\u30fc\u4e0a\u306ejuptyer lab\u3092\u624b\u5143\u3067\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3044\u305f\u3057\u307e\u3057\u305f\uff01Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u7c21\u5358\u306b\u74b0\u5883\u69cb\u7bc9\u3067\u304d\u308b\u3068\u3053\u308d\u304c\u4fbf\u5229\u3067\u3059\u306d
\n\u3069\u306a\u305f\u304b\u306e\u52a9\u3051\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059<\/p>\n
\u88dc\u8db3. ~\/.ssh\/config\u8a2d\u5b9a<\/h1>\n
\u30d7\u30ed\u30ad\u30b7\u30b8\u30e3\u30f3\u30d7\u3057\u3066\u30b5\u30fc\u30d0\u30fc\u306b\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u4e00\u4f8b\u3067\u3059\u3002step\u304c\u8e0f\u307f\u53f0\u30b5\u30fc\u30d0\u30fc\u3001remote\u304c\u8a08\u7b97\u7528\u306e\u30b5\u30fc\u30d0\u30fc\u3067\u3059\u3002<\/p>\n
Host step\r\n  HostName 100.100.1.1 \uff08\u8e0f\u307f\u53f0\u306eIP\u30a2\u30c9\u30ec\u30b9 or *<\/span>.jp\u306a\u3069\u306e\u540d\u524d\uff09\r\n  User hoge\u3000\uff08\u30e6\u30fc\u30b6\u30fc\u306e\u540d\u524d\uff09\r\n  Port 100\u3000\uff08\u30dd\u30fc\u30c8\u6307\u5b9a\u304c\u3042\u308b\u5834\u5408\uff09\r\n  IdentityFile ~\/.ssh\/hoge.key \uff08\u9375\u3078\u306ePATH\uff09\r\n  ForwardAgent yes\r\n  <\/span>IdentitiesOnly yes\r\n  <\/span>PasswordAuthentication no\r\n  AddKeysToAgent yes\r\n\r\n<\/span>Host remote\r\n  HostName 100.100.1.2 \uff08jupyter\u4f7f\u3046\u30b5\u30fc\u30d0\u30fc\u306eIP\u30a2\u30c9\u30ec\u30b9 or *<\/span>.jp\u306a\u3069\u306e\u540d\u524d\uff09\r\n  User hoge\u3000\uff08\u30e6\u30fc\u30b6\u30fc\u306e\u540d\u524d\uff09\r\n  ProxyCommand ssh -W<\/span> %h:%p step\u3000\uff08\u8e0f\u307f\u53f0\u30b5\u30fc\u30d0\u30fc\u8a2d\u5b9a\uff09\r\n  IdentityFile ~\/.ssh\/hoge.key\u3000\uff08\u9375\u3078\u306ePATH\uff09\r\n  ServerAliveInterval 60\r\n  AddKeysToAgent yes<\/span>\r\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"
\u306f\u3058\u3081\u306b \u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u4e0a\u3067jupyter lab\u3092\u4f7f\u304a\u3046\u3068\u3057\u3066\u3082\u74b0\u5883\u69cb\u7bc9\u304c\u3081\u3093\u3069\u304f\u3055\u3044\u3001\u3080\u305a\u304b\u3057\u3044 \u3053\u306e\u3088 […]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45997","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\/45997-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b \u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u4e0a\u3067jupyter lab\u3092\u4f7f\u304a\u3046\u3068\u3057\u3066\u3082\u74b0\u5883\u69cb\u7bc9\u304c\u3081\u3093\u3069\u304f\u3055\u3044\u3001\u3080\u305a\u304b\u3057\u3044 \u3053\u306e\u3088 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/45997-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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