{"id":46368,"date":"2023-06-11T01:03:26","date_gmt":"2022-11-24T16:37:19","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46368-2\/"},"modified":"2024-04-30T08:16:21","modified_gmt":"2024-04-30T00:16:21","slug":"46368-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46368-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u3050\u3050\u308a\u306a\u304c\u3089\u898b\u69d8\u898b\u771f\u4f3c\u3067docker\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<h1>\u76ee\u7684<\/h1>\n<p>PyTorch\u306b\u3088\u308b\u767a\u5c55\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u3067\u304d\u308b\u74b0\u5883\u3092\u4f5c\u308b<br \/>\n\u3084\u308b\u306a\u3089JupyterLab\u3092\u4f7f\u3044\u305f\u3044<br \/>\nDocker\u3067\u306e\u30b3\u30f3\u30c6\u30ca\u5316\u3082\u3084\u3063\u3066\u307f\u305f\u3044<\/p>\n<h1>\u7d50\u679c<\/h1>\n<p>\u521d\u3081\u306fjupyter\u306edocker-stacks\u306e\u30d9\u30fc\u30b9\u3092\u66f8\u304d\u63db\u3048\u305f\u308a\u3057\u3066\u8a66\u884c\u932f\u8aa4\u3057\u3066\u307e\u3057\u305f\u304c\u3001\u516c\u5f0f\u306epytorch\/pytorch\u3092\u30d9\u30fc\u30b9\u306bjupyterlab\u306a\u3069\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3067\u76ee\u7684\u306e\u3082\u306e\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h1>\u74b0\u5883<\/h1>\n<p>Docker\u3084nvidia-container-toolkit\u306f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u3068\u3057\u307e\u3059\u3002<br \/>\n&#8211; GPU: GTX1080<br \/>\n&#8211; OS: Ubuntu 18.04.3 LTS<br \/>\n&#8211; Nvidia driver: 440.48.02 CUDA Version: 10.2<br \/>\n&#8211; Docker: 19.03.5<\/p>\n<h1>\u624b\u9806<\/h1>\n<h2>\u9069\u5f53\u306a\u4f5c\u696d\u7528\u30d5\u30a9\u30eb\u30c0\u3092\u4f5c\u6210\u3057\u79fb\u52d5<\/h2>\n<pre class=\"post-pre\"><code>$ mkdir pytorch-lab[\u306a\u3093\u3067\u3082\u826f\u3044]\r\n$ cd pytorch-lab\r\n<\/code><\/pre>\n<h2>Dockerfile\u3092\u4f5c\u6210<\/h2>\n<pre class=\"post-pre\"><code>$ vim Dockerfile\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"k\">FROM<\/span><span class=\"s\"> pytorch\/pytorch:latest<\/span>\r\n\r\n<span class=\"c\"># Install required libraries<\/span>\r\n<span class=\"k\">RUN <\/span>conda config <span class=\"nt\">--add<\/span> channels pytorch <span class=\"se\">\\\r\n<\/span> <span class=\"o\">&amp;&amp;<\/span> conda config <span class=\"nt\">--append<\/span> channels conda-forge <span class=\"se\">\\\r\n<\/span> <span class=\"o\">&amp;&amp;<\/span> conda update <span class=\"nt\">--all<\/span> <span class=\"nt\">--yes<\/span> <span class=\"nt\">--quiet<\/span> <span class=\"se\">\\\r\n<\/span> <span class=\"o\">&amp;&amp;<\/span> conda <span class=\"nb\">install<\/span> <span class=\"nt\">--yes<\/span> <span class=\"nt\">--quiet<\/span> <span class=\"se\">\\\r\n<\/span>    ipywidgets <span class=\"se\">\\\r\n<\/span>    jupyterlab <span class=\"se\">\\\r\n<\/span>    matplotlib <span class=\"se\">\\\r\n<\/span>    nodejs <span class=\"se\">\\\r\n<\/span>    opencv <span class=\"se\">\\\r\n<\/span>    pandas <span class=\"se\">\\\r\n<\/span>    scikit-learn <span class=\"se\">\\\r\n<\/span>    seaborn <span class=\"se\">\\\r\n<\/span>    sympy <span class=\"se\">\\\r\n<\/span> <span class=\"o\">&amp;&amp;<\/span> conda clean <span class=\"nt\">--all<\/span> <span class=\"nt\">-f<\/span> <span class=\"nt\">-y<\/span>\r\n\r\n<span class=\"c\"># Install jupyter extensions<\/span>\r\n<span class=\"k\">RUN <\/span>jupyter nbextension <span class=\"nb\">enable<\/span> <span class=\"nt\">--py<\/span> <span class=\"nt\">--sys-prefix<\/span> widgetsnbextension <span class=\"se\">\\\r\n<\/span> <span class=\"o\">&amp;&amp;<\/span> jupyter labextension <span class=\"nb\">install<\/span> @jupyter-widgets\/jupyterlab-manager\r\n\r\n<span class=\"k\">COPY<\/span><span class=\"s\"> jupyter_notebook_config.py \/root\/.jupyter\/<\/span>\r\n\r\n<\/code><\/pre>\n<p>\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u306f<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">base image\u3068\u3057\u3066pytorch\/pytorch\u3092\u4f7f\u7528\u3002<\/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\">\u305d\u306e\u307e\u307econda update\u3092\u884c\u3046\u3068pytorch\u304c\u30c0\u30a6\u30f3\u30b0\u30ec\u30fc\u30c9\u3055\u308c\u3066\u3057\u307e\u3046\u306e\u3067\u3001conda config &#8211;add channels pytorch\u3067pytorch\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u9ad8\u512a\u5148\u5ea6\u3067\u8ffd\u52a0\u3002<\/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\">conda\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3060\u3051\u3060\u3068\u8db3\u308a\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u306e\u3067conda config &#8211;append channels conda-forge\u3067conda-forge\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f4e\u512a\u5148\u5ea6\u3067\u767b\u9332\u3002<\/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\">\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/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\">jupyterlab\u3067tqdm\u3067\u306e\u9032\u6357\u30d0\u30fc\u8868\u793a\u304c\u884c\u3048\u308b\u3088\u3046\u306bjupyterlab\u306e\u62e1\u5f35\u6a5f\u80fd\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u5f8c\u8ff0\u3059\u308bjupyter\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u30b3\u30d4\u30fc\u3002<\/ul>\n<h2>jupyter\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3002<\/h2>\n<p>Dockerfile\u3068\u540c\u3058\u5834\u6240\u306bjupyter_notebook_config.py\u3092\u4f5c\u6210\u3002<\/p>\n<p>\u79c1\u306f\u8a66\u884c\u932f\u8aa4\u3057\u3066\u3044\u305f\u969b\u306b\u4f7f\u7528\u3057\u305fjupyter\/docker-stacks\/base-notebook\/jupyter_notebook_config.py\u3092\u30b3\u30d4\u30fc\u3057\u3066\u8a2d\u5b9a\u3092\u66f8\u304d\u52a0\u3048\u3066\u3044\u307e\u3059\u3002<br \/>\n\u8ffd\u52a0\u3057\u305f\u8a2d\u5b9a\u306f<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">c.NotebookApp.allow_root = True : root\u3067\u306e\u8d77\u52d5\u3092\u8a31\u53ef<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">c.NotebookApp.password = &#8216;\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u30cf\u30c3\u30b7\u30e5\u5024&#8217; : \u30ed\u30b0\u30a4\u30f3\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u8a2d\u5b9a<\/ul>\n<p>\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u30cf\u30c3\u30b7\u30e5\u5024\u306f\u30ed\u30fc\u30ab\u30eb\u306epython\u306bipython\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308c\u3070\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"err\">$<\/span> <span class=\"n\">ipython<\/span>\r\n\r\n<span class=\"n\">In<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">]:<\/span> <span class=\"kn\">from<\/span> <span class=\"nn\">IPython.lib<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">passwd<\/span>\r\n<span class=\"n\">In<\/span> <span class=\"p\">[<\/span><span class=\"mi\">2<\/span><span class=\"p\">]:<\/span> <span class=\"n\">passwd<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u8a2d\u5b9a\u3057\u3066\u8868\u793a\u3055\u308c\u308b&#8217;sha1:~&#8217;\u3092\u30b3\u30d4\u30fc\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">c<\/span><span class=\"p\">.<\/span>NotebookApp<span class=\"p\">.<\/span>allow_root <span class=\"p\">=<\/span> True\r\n<span class=\"k\">c<\/span><span class=\"p\">.<\/span>NotebookApp<span class=\"p\">.<\/span>password <span class=\"p\">=<\/span> <span class=\"s1\">'sha1:~'<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u308c\u3089\u3092c.NotebookApp.open_browser = False\u306e\u5f8c\u308d\u3042\u305f\u308a\u306b\u6253\u3061\u8fbc\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>image\u306e\u30d3\u30eb\u30c9<\/h2>\n<p>\u4e0a\u8a18\u306eDockerfile\u304a\u3088\u3073Jupiter_notebook_config\u306e\u3042\u308b\u30d5\u30a9\u30eb\u30c0\u3067\u30d3\u30eb\u30c9\u3092\u884c\u3044\u307e\u3059\u3002<br \/>\npytorch-lab\u306e\u3068\u3053\u308d\u306f\u308f\u304b\u308a\u3084\u3059\u3044\u4efb\u610f\u306e\u540d\u524d\u3092\u3064\u3051\u3066\u304f\u3060\u3055\u3044\u3002<br \/>\n\u521d\u56de\u306f\u30d9\u30fc\u30b9\u306epytorch\/pytorch\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304c\u884c\u308f\u308c\u308b\u306e\u3067\u3057\u3070\u3089\u304f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker build -t pytorch-lab .\/\r\n<\/code><\/pre>\n<p>docker images\u3067\u4f5c\u6210\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u305f\u3089\u6210\u529f\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker images\r\nREPOSITORY              TAG                      IMAGE ID            CREATED             SIZE\r\npytorch-lab             latest                   bd952fdf9b43        12 seconds ago      6.15GB\r\npytorch\/pytorch         latest                   37b81722dadc        9 days ago          4.16GB\r\n<\/code><\/pre>\n<h2>\u8d77\u52d5\u65b9\u6cd5<\/h2>\n<p>\/home\/[\u30e6\u30fc\u30b6\u30fc\u540d]\/ML\/\u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u3068\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker run -d --rm --gpus all -v ~\/ML:\/workspace -p 8888:8888 --name pytorch pytorch-lab jupyter lab\r\n<\/code><\/pre>\n<p>\u30aa\u30d7\u30b7\u30e7\u30f3<br \/>\n-d \u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u5b9f\u884c<br \/>\n&#8211;rm \u30b3\u30f3\u30c6\u30ca\u7d42\u4e86\u6642\u306b\u30b3\u30f3\u30c6\u30ca\u3092\u524a\u9664<br \/>\n&#8211;gpus all \u30b3\u30f3\u30c6\u30ca\u3067GPU\u3092\u4f7f\u7528\u53ef\u80fd\u306b\u3059\u308b<br \/>\n-v ~\/ML:\/workspace \u30ed\u30fc\u30ab\u30eb\u306e~\/ML\u3092\u30b3\u30f3\u30c6\u30ca\u306e\/workspace\u306b\u30de\u30a6\u30f3\u30c8\u3057\u3066\u4f5c\u6210\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\u4fdd\u5b58\u3055\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u3002<br \/>\n-p 8888:8888 \u30ed\u30fc\u30ab\u30eb\u306e\u30dd\u30fc\u30c88888\u3078\u306e\u63a5\u7d9a\u3092\u30b3\u30f3\u30c6\u30ca\u306e8888(jupyterlab)\u3078\u9001\u308b\u3002<br \/>\n&#8211;name pytorch \u30b3\u30f3\u30c6\u30ca\u306b\u4efb\u610f\u306e\u540d\u524d\u3092\u3064\u3051\u308b\u3002<\/p>\n<h2>\u4f7f\u3044\u65b9<\/h2>\n<p>\u30d6\u30e9\u30a6\u30b6\u304b\u3089http:\/\/localhost:8888\/\u306b\u63a5\u7d9a\u3001\u30ed\u30b0\u30a4\u30f3\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u8a2d\u5b9a\u3057\u305f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u30ed\u30b0\u30a4\u30f3\u3059\u308b\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d648e37434c4406d04bb6\/35-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2020-01-26 2.53.24.png\" \/><\/div>\n<h1>\u554f\u984c\u70b9<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">pytorch\u306e\u30a4\u30e1\u30fc\u30b8\u3082\u30e9\u30a4\u30d6\u30e9\u30ea\u3082\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u6307\u5b9a\u305b\u305a\u30d3\u30eb\u30c9\u306e\u5ea6\u306b\u6700\u65b0\u306e\u3082\u306e\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u308b\u306e\u3067\u3001\u4eca\u5f8c\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u6b21\u7b2c\u3067\u306f\u4f5c\u3063\u305f\u30a4\u30e1\u30fc\u30b8\u304c\u3046\u307e\u304f\u52d5\u4f5c\u3057\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/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\">root\u3067jupyterlab\u3092\u8d77\u52d5\u3059\u308b\u306e\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7684\u306b\u3069\u3046\u306a\u3093\u3060\u308d\u3046(SSH\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c9\u3092\u524d\u63d0\u306b\u306f\u3057\u3066\u3044\u308b)\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">tqdm\u306e\u8868\u793a\u306f\u3046\u307e\u304f\u3044\u304f\u304c\u3001torch vision.datasets.MNIST\u306a\u3069\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u6642\u306e\u9032\u6357\u30d0\u30fc\u306f\u6b63\u5e38\u306b\u8868\u793a\u3055\u308c\u306a\u3044\u3002<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u3050\u3050\u308a\u306a\u304c\u3089\u898b\u69d8\u898b\u771f\u4f3c\u3067docker\u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u305f\u3002 \u76ee\u7684 PyTorch\u306b\u3088\u308b\u767a\u5c55\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u304c\u3067\u304d [&hellip;]<\/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-46368","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>- 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\/46368-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" 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