{"id":46592,"date":"2023-05-26T13:40:02","date_gmt":"2023-01-19T19:20:10","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46592-2\/"},"modified":"2024-04-30T06:02:51","modified_gmt":"2024-04-29T22:02:51","slug":"46592-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46592-2\/","title":{"rendered":""},"content":{"rendered":"

\u6982\u8981<\/h1>\n

docker\u306b\u3088\u3063\u3066keras\u306egpu\u304a\u3088\u3073jupyterlab\u74b0\u5883\u69cb\u7bc9\u3092\u3059\u308b\u3002
\ndocker\u304c\u3069\u3046\u3044\u3046\u3082\u306e\u304b\u3001docker\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u7b49\u306f\u7701\u7565\u3059\u308b\u3002
\n\u307e\u305f\u3064\u3044\u3067\u306bport forwarding\u306b\u3064\u3044\u3066\u8efd\u304f\u89e3\u8aac\u3059\u308b\u3002<\/p>\n

\u30a4\u30e1\u30fc\u30b8\u306epull<\/h2>\n

tensorflow\u306edockerhub\u306b\u3066\u30bf\u30b0\u304clatest gpu\u306eimage\u3092pull\u3059\u308b\u3002
\n\u30bf\u30b0\u304clatest\u306e\u307f\u3060\u3068cuda\u304c\u4f7f\u3048\u306a\u3044\u3002
\n\u3084\u308b\u3053\u3068\u306f\u4ee5\u4e0b\u306e\u901a\u308a<\/p>\n

$ sudo docker pull tensorflow\/tensorflow:latest-gpu\r\n<\/code><\/pre>\n
\u30a4\u30e1\u30fc\u30b8\u306e\u78ba\u8a8d<\/h2>\n
$ sudo docker images\r\nREPOSITORY                        TAG                 IMAGE ID            CREATED             SIZE\r\ntensorflow\/tensorflow             latest-gpu          20fd065e3887        7 weeks ago         3.15GB\r\n<\/code><\/pre>\n
\u5fc5\u8981\u305d\u3046\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3068jupyter\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n
\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb<\/h3>\n
\u4eca\u56deimport\u3059\u308b\u306e\u306f<\/p>\n
    \n
  • \n
      matplotlib<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \n
      • \n
          cv2 (opencv-python)<\/ul>\n<\/li>\n<\/ul>\n
           <\/p>\n
            \n
          • \n
              keras<\/ul>\n<\/li>\n<\/ul>\n
               <\/p>\n
                jupyter lab<\/ul>\n
                \u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u524d\u306bdocker\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u30a4\u30e1\u30fc\u30b8\u304b\u3089\u4f5c\u6210\u3057\u3066\u304a\u304f\u3002\u74b0\u5883\u69cb\u7bc9\u306e\u969b\u306froot\u3067\u5165\u308b\u3002<\/p>\n
                $ sudo docker run -it tensorflow\/tensorflow:latest-gpu\r\n<\/code><\/pre>\n
                pip\u3068apt\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8<\/h3>\n
                # pip install --upgrade pip\r\n# apt-get update -y\r\n<\/code><\/pre>\n
                opencv\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u305f\u3081\u306e\u6e96\u5099<\/h3>\n
                \u4ee5\u4e0b\u3092\u53c2\u7167\u3057\u305f
                \nDocker\u3067python\u306eTensorFlow\u3068OpenCV\u306e\u5b9f\u884c\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b<\/p>\n
                # apt-get install -y libopencv-dev\r\n<\/code><\/pre>\n
                \u7d50\u69cb\u6642\u9593\u304c\u304b\u304b\u308b\u3002<\/p>\n
                \u5fc5\u8981\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h3>\n
                # pip install matplotlib opencv-python keras\r\n# pip install jupyterlab\r\n<\/code><\/pre>\n
                \u30e2\u30b8\u30e5\u30fc\u30eb\u304cimport\u3067\u304d\u308b\u304b\u30c6\u30b9\u30c8<\/h3>\n
                # python\r\nPython 3.6.9 (default, Jul 17 2020, 12:50:27)\r\n[GCC 8.4.0] on linux\r\nType \"help\", \"copyright\", \"credits\" or \"license\" for more information.\r\n>>> import matplotlib\r\n>>> import numpy\r\n>>> import cv2\r\n>>> import keras\r\n2020-09-20 01:02:34.313977: I tensorflow\/stream_executor\/platform\/default\/dso_loader.cc:48] Successfully opened dynamic library libcudart.so.10.1\r\n>>> import tensorflow\r\n<\/code><\/pre>\n
                \u5927\u4e08\u592b\u305d\u3046\u3060\u3002
                \nCtrl + d\u3067\u5bfe\u8a71\u30e2\u30fc\u30c9\u3092\u629c\u3051\u3089\u308c\u308b\u3002
                \njupyterlab\u3082\u3053\u308c\u306b\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u3066\u3044\u308b\u306e\u3060\u304c\u3001\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u306fport forwarding\u3092\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3002\u8a73\u3057\u3044\u5b9f\u884c\u624b\u9806\u3092\u78ba\u304b\u3081\u305f\u304b\u3063\u305f\u3089\u6700\u5f8c\u307e\u3067\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u307b\u3057\u3044\u3002<\/p>\n
                \u30a4\u30e1\u30fc\u30b8\u306e\u30b3\u30df\u30c3\u30c8<\/h2>\n
                jupyter lab \u306e\u30c6\u30b9\u30c8\u306e\u524d\u306b\u4e00\u65e6\u30b3\u30f3\u30c6\u30ca\u3092\u30a4\u30e1\u30fc\u30b8\u306bcommit\u3059\u308b\u3002\u3064\u307e\u308a\u8272\u3005\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u73fe\u5728\u306e\u72b6\u6cc1\u3092\u30bb\u30fc\u30d6\u3059\u308b\u3002
                \nCtrl+p,Ctrl+q\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u7a3c\u50cd\u3055\u305b\u305f\u307e\u307e\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u629c\u3051\u308b\u3002<\/p>\n
                \u73fe\u5728\u7a3c\u50cd\u4e2d\u306e\u30b3\u30f3\u30c6\u30ca\u306e\u78ba\u8a8d<\/h3>\n
                $ sudo docker ps -n=-1\r\nCONTAINER ID        IMAGE                              COMMAND                  CREATED             STATUS              PORTS                  NAMES\r\na24503258ede        tensorflow\/tensorflow:latest-gpu   \"\/bin\/bash\"              24 minutes ago      Up 24 minutes                              romantic_gauss\r\n<\/code><\/pre>\n
                \u30b3\u30f3\u30c6\u30ca\u306e\u30b3\u30df\u30c3\u30c8<\/h3>\n
                $ sudo docker commit a24503258ede keras-jupyter\r\n<\/code><\/pre>\n
                sudo docker commit (\u30b3\u30f3\u30c6\u30caID) (\u3064\u3051\u305f\u3044\u30a4\u30e1\u30fc\u30b8\u306e\u540d\u524d) \u306e\u3088\u3046\u306b\u3059\u308b\u3002\u4ee5\u964d\u4eca\u307e\u3067\u4f5c\u3063\u305f\u3082\u306e\u306fkeras-jupyter\u3068\u3044\u3046\u540d\u524d\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3059\u308c\u3070\u5148\u7a0b\u306e\u30b3\u30f3\u30c6\u30ca\u304c\u51fa\u6765\u4e0a\u304c\u308b\u3002<\/p>\n
                \u30b3\u30f3\u30c6\u30ca\u306e\u505c\u6b62<\/h3>\n
                \u5148\u7a0b\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u4e00\u65e6\u6b62\u3081\u308b\u3002<\/p>\n
                $ sudo docker stop a245\r\n$ sudo docker ps -n=-1\r\nCONTAINER ID        IMAGE               COMMAND                  CREATED             STATUS              PORTS                  NAMES\r\n<\/code><\/pre>\n
                \u30b3\u30f3\u30c6\u30caID\u306f\u6700\u521d4\u6587\u5b57\u304f\u3089\u3044\u3067\u53cd\u5fdc\u3057\u3066\u304f\u308c\u308b\u3002<\/p>\n
                port forwarding\u306b\u3064\u3044\u3066<\/h2>\n
                \u3053\u308c\u304b\u3089jupyterlab\u306e\u52d5\u4f5c\u78ba\u8a8d\u3092\u884c\u3046\u306e\u3060\u304c\u3001\u3064\u3044\u3067\u306bport forwarding\u306b\u3064\u3044\u3066\u8efd\u304f\u8aac\u660e\u3059\u308b\u3002<\/p>\n
                port forwarding(\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c7\u30a3\u30f3\u30b0)\u3068\u306f<\/h3>\n
                \u73fe\u5728\u79c1\u306f\u4ee5\u4e0b\u306e\u56f3\u306e\u3088\u3046\u306b\u79c1\u81ea\u8eab\u306e\u30d1\u30bd\u30b3\u30f3\u304b\u3089\u30b5\u30fc\u30d0\u306bssh\u63a5\u7d9a\u3057\u3001\u305d\u306e\u4e0a\u3067docker\u3092\u8d70\u3089\u305b\u3066\u3001\u66f4\u306b\u305d\u306e\u4e0a\u3067jupyterlab\u3092\u8d77\u52d5\u3055\u305b\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u3002
                \n\u3057\u304b\u3057jupyterlab\u306f\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u6271\u3046\u3082\u306e\u306e\u305f\u3081ssh\u63a5\u7d9a\u3068\u306f\u5225\u306b\u3082\u3046\u4e00\u3064jupyterlab\u307e\u3067\u306e\u63a5\u7d9a\u7d4c\u8def\u3092\u4f5c\u6210\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3002<\/p>\n
                \"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
                \"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8<\/div>\n
                \u305f\u3060\u4eca\u56de\u306f\u89e3\u8aac\u306e\u305f\u3081\u306b\u3059\u3079\u3066\u30dd\u30fc\u30c8\u756a\u53f7\u3092\u5909\u3048\u3066\u3044\u308b\u304c\u3001\u9593\u9055\u3048\u306a\u3044\u3088\u3046\u3059\u3079\u3066\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ef\u30fc\u30c9\u3059\u308b\u30dd\u30fc\u30c8\u306f8888\u306a\u3069\u306b\u7d71\u4e00\u3059\u308b\u3068\u826f\u3044\u3060\u308d\u3046\u3002
                \n\u305d\u308c\u3067\u306f\u5177\u4f53\u7684\u306bjupyterlab\u306e\u30c6\u30b9\u30c8\u3092\u901a\u3057\u3066\u30dd\u30fc\u30c8\u30d5\u30a9\u30a2\u30c7\u30a3\u30f3\u30b0\u304c\u3067\u304d\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u3066\u3044\u3053\u3046\u3002<\/p>\n
                jupyterlab\u3078\u306eport forwarding<\/h2>\n
                ssh\u3067\u306eport forward<\/h3>\n
                \u307e\u305a\u30ed\u30fc\u30ab\u30eb\u304b\u3089ssh\u3067\u30b5\u30fc\u30d0\u306b\u63a5\u7d9a\u3059\u308b\u3002<\/p>\n
                $ ssh user@x.x.x.x -L 8800:x.x.x.x:8880\r\n<\/code><\/pre>\n
                -L {\u30ed\u30fc\u30ab\u30eb\u306e\u30dd\u30fc\u30c8\u756a\u53f7}:{\u30b5\u30fc\u30d0\u306eip}:{\u30b5\u30fc\u30d0\u3067\u3064\u306a\u304e\u305f\u3044\u30dd\u30fc\u30c8\u756a\u53f7} \u306e\u3088\u3046\u306b\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u308b\u3002<\/p>\n
                docker\u3067\u306eport forward<\/h3>\n
                -p 8880:8888\u3092\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u8ffd\u52a0\u3059\u308b\u3002
                \n\u3053\u308c\u306b\u3088\u308a\u30b5\u30fc\u30d0\u304b\u3089docker\u306b\u30a2\u30af\u30bb\u30b9\u3057\u305f\u969b\u306b\u30b5\u30fc\u30d0\u306e\u30dd\u30fc\u30c88880\u756a\u304cdocker\u306e8888\u756a\u306b\u3064\u306a\u304c\u308b\u3002<\/p>\n
                $ sudo docker run -it -p 8880:8888 keras-jupyter\r\n<\/code><\/pre>\n
                \u3053\u308c\u306b\u3088\u308a\u30ed\u30fc\u30ab\u30eb\u306e8800\u756a\u306fdocker\u306e8888\u756a\u306b\u3064\u306a\u304c\u3063\u305f\u3002<\/p>\n
                jupyterlab\u306e\u8d77\u52d5<\/h3>\n
                \u6b21\u306b\u30b3\u30f3\u30c6\u30ca\u4e0a\u3067jupyterlab\u3092\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u8d77\u52d5\u3059\u308b\u3002<\/p>\n
                # jupyter lab --port 8888 --ip=* --allow-root\r\n<\/code><\/pre>\n
                \u4ee5\u4e0b\u30b3\u30de\u30f3\u30c9\u306e\u89e3\u8aac<\/p>\n
                  \n
                • \n
                    \u307e\u305adocker\u306eport8888\u756a\u304c\u30ed\u30fc\u30ab\u30eb\u3068\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u305f\u3081jupyter\u306eport\u30928888\u3068\u3059\u308b\u3002(–port 8888)<\/ul>\n<\/li>\n<\/ul>\n
                     <\/p>\n
                      \n
                    • \n
                        jupyter\u3092\u305d\u306e\u307e\u307e\u8d77\u52d5\u3059\u308b\u3068ip\u304c\u308f\u304b\u3089\u305a\u63a5\u7d9a\u3067\u304d\u306a\u3044\u305f\u3081docker\u74b0\u5883\u3068\u30a2\u30c9\u30db\u30c3\u30af\u306b\u3064\u306a\u3050\u3002(–ip=*)<\/ul>\n<\/li>\n<\/ul>\n
                         <\/p>\n
                          \u6700\u5f8c\u306b\u73fe\u5728docker\u306froot\u3067\u8d77\u52d5\u3057\u3066\u308b\u305f\u3081\u30eb\u30fc\u30c8\u3067\u306e\u63a5\u7d9a\u3092\u8a31\u53ef\u3059\u308b\u3002(–allow-root)<\/ul>\n
                          \u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u306ehttp:\/\/127.0.0.1:8888\/?token=614f6e5d410a1c459baa691ee28fdd0e2593c4644189a09e`\u3092\u30b3\u30d4\u30fc\u3002<\/p>\n
                          \r\n[<\/span>W 02:52:43.023 LabApp] WARNING: The notebook server is listening on all IP addresses and not using encryption. This is not recommended.\r\n[<\/span>I 02:52:43.028 LabApp] JupyterLab extension loaded from \/usr\/local\/lib\/python3.6\/dist-packages\/jupyterlab\r\n[<\/span>I 02:52:43.028 LabApp] JupyterLab application directory is \/usr\/local\/share\/jupyter\/lab\r\n[<\/span>I 02:52:43.030 LabApp] Serving notebooks from local <\/span>directory: \/\r\n[<\/span>I 02:52:43.030 LabApp] Jupyter Notebook 6.1.4 is running at:\r\n[<\/span>I 02:52:43.030 LabApp] http:\/\/0829a84d25eb:8888\/?token=<\/span>614f6e5d410a1c459baa691ee28fdd0e2593c4644189a09e\r\n[<\/span>I 02:52:43.030 LabApp]  or http:\/\/127.0.0.1:8888\/?token=<\/span>614f6e5d410a1c459baa691ee28fdd0e2593c4644189a09e\r\n[<\/span>I 02:52:43.030 LabApp] Use Control-C to stop this server and shut down all kernels (<\/span>twice to skip confirmation)<\/span>.<\/span>\r\n<\/code><\/pre>\n
                          jupyter\u3078\u306e\u63a5\u7d9a<\/h3>\n
                          \u5148\u7a0b\u306eurl\u306e\u4e00\u90e8\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5909\u66f4\u3057\u3001\u30ed\u30fc\u30ab\u30eb\u306e\u30d6\u30e9\u30a6\u30b6\u306b\u8cbc\u308a\u4ed8\u3051\u308b\u3002<\/p>\n
                          http:\/\/localhost:8800\/?token=614f6e5d410a1c459baa691ee28fdd0e2593c4644189a09e\r\n<\/code><\/pre>\n
                          \u3053\u308c\u3067\u30b5\u30fc\u30d0\u3067\u5b9f\u884c\u4e2d\u306ejupyter\u306b\u30dd\u30fc\u30c8\u30d5\u30a9\u30a2\u30c7\u30a3\u30f3\u30b0\u306b\u3088\u3063\u3066\u63a5\u7d9a\u3067\u304d\u308b\u3002<\/p>\n
                          \u4f59\u8ac7<\/h2>\n
                          \u5b9f\u969bdocker\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u306f\u30e6\u30fc\u30b6\u30fc\u3092docker\u3068server\u3067\u30d0\u30a4\u30f3\u30c9\u3059\u308b\u306a\u3069\u3053\u3053\u3067\u306f\u8a73\u3057\u304f\u89e3\u8aac\u3057\u306a\u3044\u304c\u4ee5\u4e0b\u306e\u3088\u3046\u306bdocker run \u30b3\u30de\u30f3\u30c9\u3092alias\u306b\u767b\u9332\u3057\u3066\u4f7f\u3046\u3068\u3088\u3044\u3060\u308d\u3046\u3002<\/p>\n
                          \r\nalias <\/span>docker-run-keras =<\/span> 'sudo docker run -v \/etc\/group:\/etc\/group:ro -v \/etc\/passwd:\/etc\/passwd:ro -v $HOME:$HOME -u $(id -u $USER):$(id -g $USER) -it --gpus 2 -p 8888:8888 --shm-size 30g keras-jupyter\r\n<\/span><\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"
                          \u6982\u8981 docker\u306b\u3088\u3063\u3066keras\u306egpu\u304a\u3088\u3073jupyterlab\u74b0\u5883\u69cb\u7bc9\u3092\u3059\u308b\u3002 docker\u304c\u3069\u3046\u3044\u3046 […]<\/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-46592","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\/46592-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u6982\u8981 docker\u306b\u3088\u3063\u3066keras\u306egpu\u304a\u3088\u3073jupyterlab\u74b0\u5883\u69cb\u7bc9\u3092\u3059\u308b\u3002 docker\u304c\u3069\u3046\u3044\u3046 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46592-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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