{"id":35107,"date":"2022-12-08T08:58:29","date_gmt":"2022-12-12T17:07:34","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8tensorflow%e7%9a%84docker%ef%bc%88docker%e5%85%a5%e9%97%a8%ef%bc%89%e3%80%82\/"},"modified":"2024-04-29T04:17:56","modified_gmt":"2024-04-28T20:17:56","slug":"%e6%88%91%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8tensorflow%e7%9a%84docker%ef%bc%88docker%e5%85%a5%e9%97%a8%ef%bc%89%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%88%91%e5%b0%9d%e8%af%95%e4%bd%bf%e7%94%a8tensorflow%e7%9a%84docker%ef%bc%88docker%e5%85%a5%e9%97%a8%ef%bc%89%e3%80%82\/","title":{"rendered":"\u6211\u5c1d\u8bd5\u4f7f\u7528TensorFlow\u7684Docker\uff08Docker\u5165\u95e8\uff09"},"content":{"rendered":"<p>\u521d\u6b21\u4f7f\u7528Docker\u65f6\u7684\u5907\u5fd8\u5f55\uff08\u9002\u7528\u4e8e\u521d\u5b66\u8005\uff09\u3002\u7531\u4e8e\u65e0\u6cd5\u76f4\u89c2\u4e86\u89e3Docker Hub\u4e0a\u63d0\u4f9b\u7684Docker\u5185\u5bb9\uff0c\u56e0\u6b64\u4e5f\u8bb0\u5f55\u4e86\u6709\u5173Tensorflow\u7684Docker\u73af\u5883\u7684\u5907\u5fd8\u3002\u5c1d\u8bd5\u4f7f\u7528Tensorflow\u5b98\u65b9\u7f51\u7ad9\u63d0\u4f9b\u7684Docker\u955c\u50cf\u3002\uff08\u622a\u81f32018\/11\/24\uff09<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">2019\/3\/9: Tensorflow 2.0 Alpha\u7248\u5411\u3051\u306b\u66f4\u65b0\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">2021\/2\/21: \u73fe\u72b6\u306eTensorflow 2.0 \u306b\u5408\u308f\u305b\u30661\u7ae0\u3001\uff12\u7ae0\u3092\u66f4\u65b0\u3002Docker\u306eUbuntu\u304c16.04\u304b\u308918.04\u306b\u306a\u308a\uff08May 20 2019\u4ee5\u964d\u306b\u5207\u308a\u66ff\u308f\u3063\u305f\uff09\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306epython\u304c2\u7cfb\u304b\u30893\u7cfb\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/ul>\n<h2>\u884c\u52a8\u73af\u5883<\/h2>\n<p>\u5bbf\u4e3b\u673a\u4f7f\u7528 macOS High Sierra\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>sw_vers\r\nProductName:    Mac OS X\r\nProductVersion: 10.15.7\r\nBuildVersion:   19H114\r\n<\/code><\/pre>\n<h2>1. \u5b89\u88c5 Docker<\/h2>\n<p>\u4eceDocker\u7684\u5b98\u65b9\u7f51\u7ad9\u4e0a\u4e0b\u8f7dDocker.dmg\u6587\u4ef6\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\u9700\u8981\u521b\u5efa\u4e00\u4e2aDocker Store\u7684\u8d26\u6237\uff0c\u56e0\u6b64\u5148\u521b\u5efa\u8d26\u6237\u518d\u8fdb\u884c\u4e0b\u8f7d\u3002\u6253\u5f00dmg\u6587\u4ef6\uff0c\u5c06\u5176\u79fb\u52a8\u5230Application\u6587\u4ef6\u5939\u4e2d\u8fdb\u884c\u5b89\u88c5\u3002\u542f\u52a8Docker.app\u5e94\u7528\u7a0b\u5e8f\u3002\u5728\u83dc\u5355\u680f\u4e2d\u4f1a\u51fa\u73b0\u4e00\u4e2a\u9cb8\u9c7c\u56fe\u6807\uff0c\u8868\u793a\u53ef\u4ee5\u4f7f\u7528docker\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker <span class=\"nt\">-v<\/span>\r\nDocker version 20.10.2, build 2291f61\r\n<\/code><\/pre>\n<p>\uff08\u6ce8\u610f\uff1a\u5185\u5b58\uff09\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5206\u914d\u7684\u5185\u5b58\u4e3a2GB\u3002\u4f7f\u7528Tensorflow\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c2GB\u7684\u5185\u5b58\u662f\u4e0d\u591f\u7684\uff0c\u6240\u4ee5\u53ef\u4ee5\u901a\u8fc7\u83dc\u5355\u680f\u7684\u9cb8\u9c7c\u56fe\u6807\u9009\u62e9\u201c\u9996\u9009\u9879&#8230;\u201d\u2192\u201c\u8d44\u6e90\u201d\u2192\u201c\u9ad8\u7ea7\u201d\u2192\u201c\u5185\u5b58\u201d\u6765\u589e\u52a0\u5206\u914d\u3002\u8fd8\u53ef\u4ee5\u9002\u65f6\u66f4\u6539CPU\u7684\u5206\u914d\u6570\u91cf\u3002<br \/>\n\uff08\u6ce8\u610f\uff1a\u78c1\u76d8\u5927\u5c0f\uff09docker\u4f7f\u7528\u7684\u78c1\u76d8\u7a7a\u95f4\u53ef\u4ee5\u901a\u8fc7\u9009\u62e9\u201c\u9996\u9009\u9879&#8230;\u201d\u2192\u201c\u8d44\u6e90\u201d\u2192\u201c\u78c1\u76d8\u955c\u50cf\u4f4d\u7f6e\u201d\u6765\u8bbe\u7f6e\u4f4d\u7f6e\uff0c\u901a\u8fc7\u9009\u62e9\u201c\u78c1\u76d8\u955c\u50cf\u5927\u5c0f\u201d\u6765\u8bbe\u7f6e\u5927\u5c0f\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u4f1a\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a~\/Library\/Containers\/com.docker.docker\/Data\/vms\/{int}\/data\/Docker.raw\u768460GB\u6587\u4ef6\uff0c\u5e76\u88ab\u4f7f\u7528\u3002<\/p>\n<h2>\u8fd0\u884cTensorflow\u7684docker\u3002<\/h2>\n<h3>2-1. \u542f\u52a8Docker<\/h3>\n<p>\u6839\u636eTensorFlow\u5b98\u65b9\u7f51\u7ad9\u7684\u6307\u5357\u5c1d\u8bd5\u542f\u52a8Docker\u3002\u5728TensorFlow\u7684Docker Hub\u4e0a\u67e5\u770b\uff0c\u53d1\u73b0\u6709\u8bb8\u591a\u4e0d\u540c\u7684\u6807\u7b7e\u53ef\u4f9b\u9009\u62e9\u3002\u7531\u4e8e\u6211\u60f3\u8981\uff08\u4f20\u7edf\u7684\uff09CPU+Jupyter\u7248\u672c\uff0c\u56e0\u6b64\u6211\u9009\u62e9\u4e86latest-jupyter\u6807\u7b7e\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker pull tensorflow\/tensorflow:latest-jupyter <span class=\"c\">#\u6700\u65b0\u30a4\u30e1\u30fc\u30b8(Jupyter\u4ed8\u304d)\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span>\r\n<span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-it<\/span> <span class=\"nt\">-p<\/span> 8081:8888 tensorflow\/tensorflow:latest-jupyter <span class=\"c\"># Start a Jupyter notebook server<\/span>\r\n<\/code><\/pre>\n<p>\u542f\u52a8\u540e\u5c06\u663e\u793a\u5982\u4e0b\u5185\u5bb9\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"o\">[<\/span>I 15:54:34.087 NotebookApp] Writing notebook server cookie secret to \/root\/.local\/share\/jupyter\/runtime\/notebook_cookie_secret\r\njupyter_http_over_ws extension initialized. Listening on \/http_over_websocket\r\n<span class=\"o\">[<\/span>I 15:54:34.268 NotebookApp] Serving notebooks from <span class=\"nb\">local <\/span>directory: \/tf\r\n<span class=\"o\">[<\/span>I 15:54:34.269 NotebookApp] Jupyter Notebook 6.2.0 is running at:\r\n<span class=\"o\">[<\/span>I 15:54:34.269 NotebookApp] http:\/\/2d5f2a274659:8888\/?token<span class=\"o\">=<\/span>3a7bd5d12e8861bb64e008064170ed0648e4197e21feeed7\r\n<span class=\"o\">[<\/span>I 15:54:34.269 NotebookApp]  or http:\/\/127.0.0.1:8888\/?token<span class=\"o\">=<\/span>3a7bd5d12e8861bb64e008064170ed0648e4197e21feeed7\r\n<span class=\"o\">[<\/span>I 15:54:34.269 NotebookApp] Use Control-C to stop this server and shut down all kernels <span class=\"o\">(<\/span>twice to skip confirmation<span class=\"o\">)<\/span><span class=\"nb\">.<\/span>\r\n<span class=\"o\">[<\/span>C 15:54:34.274 NotebookApp] \r\n\r\n    To access the notebook, open this file <span class=\"k\">in <\/span>a browser:\r\n        file:\/\/\/root\/.local\/share\/jupyter\/runtime\/nbserver-1-open.html\r\n    Or copy and <span class=\"nb\">paste <\/span>one of these URLs:\r\n        http:\/\/2d5f2a274659:8888\/?token<span class=\"o\">=<\/span>3a7bd5d12e8861bb64e008064170ed0648e4197e21feeed7\r\n     or http:\/\/127.0.0.1:8888\/?token<span class=\"o\">=<\/span>3a7bd5d12e8861bb64e008064170ed0648e4197e21feeed7\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d20fd37434c4406c210f1\/15-0.png\" alt=\"jupyter.png\" \/><\/div>\n<p>\u5f53\u6211\u67e5\u770bTensorflow\u7684\u7248\u672c\u65f6\uff0c\u53d1\u73b0\u5b83\u662f2.4.1\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">tensorflow<\/span> <span class=\"k\">as<\/span> <span class=\"n\">tf<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">__version__<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h3>\u5728Docker\u7ec8\u7aef\u4e0a\u8fdb\u884c\u64cd\u4f5c.<\/h3>\n<h4>\u786e\u8ba4Docker\u7684\u72b6\u6001\u3002<\/h4>\n<p>\u5728\u542f\u52a8Docker\u65f6\uff0c\u4e00\u4e2a\u7ec8\u7aef\u88ab\u4f7f\u7528\uff08\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0crun\u547d\u4ee4\u5728\u524d\u53f0\u8fd0\u884c\uff09\uff0c\u56e0\u6b64\u9700\u8981\u6253\u5f00\u53e6\u4e00\u4e2a\u7ec8\u7aef\u6765\u68c0\u67e5\u6b63\u5728\u8fd0\u884c\u7684\u5bb9\u5668\u7684\u72b6\u6001\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker ps\r\nCONTAINER ID   IMAGE                                  COMMAND                  CREATED         STATUS         PORTS                    NAMES\r\n2d5f2a274659   tensorflow\/tensorflow:latest-jupyter   <span class=\"s2\">\"bash -c 'source \/et\u2026\"<\/span>   6 minutes ago   Up 6 minutes   0.0.0.0:8081-&gt;8888\/tcp   mystifying_khorana\r\n<\/code><\/pre>\n<p>\u4f7f\u7528\u663e\u793a\u7684\u5bb9\u5668\u540d\u79f0mystifying_khorana\u3002\u5982\u679c\u5728\u9996\u6b21\u8fd0\u884c\u65f6\u6ca1\u6709\u4f7f\u7528&#8211;name\u6307\u5b9a\u540d\u79f0\uff0c\u5219\u4f1a\u81ea\u52a8\u5206\u914d\u540d\u79f0\u3002\u8fd9\u6b21\u5b83\u88ab\u547d\u540d\u4e3amystifying_khorana\u3002<\/p>\n<h4>2-2-2. \u767b\u5f55\u5230Docker\u7ec8\u7aef<\/h4>\n<p>\u4e3a\u4e86\u5728Docker\u4e0a\u8fdb\u884c\u64cd\u4f5c\uff0c\u4f7f\u7528bash\u8fdb\u5165Docker\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> mystifying_khorana bash\r\n<\/code><\/pre>\n<p>\u786e\u8ba4\u64cd\u4f5c\u7cfb\u7edf\u3002Tensorflow\u63d0\u4f9b\u7684docker\u4f7f\u7528\u7684\u64cd\u4f5c\u7cfb\u7edf\u662fUbuntu 18.04\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># cat \/etc\/lsb-release<\/span>\r\n<span class=\"nv\">DISTRIB_ID<\/span><span class=\"o\">=<\/span>Ubuntu\r\n<span class=\"nv\">DISTRIB_RELEASE<\/span><span class=\"o\">=<\/span>18.04\r\n<span class=\"nv\">DISTRIB_CODENAME<\/span><span class=\"o\">=<\/span>bionic\r\n<span class=\"nv\">DISTRIB_DESCRIPTION<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"Ubuntu 18.04.5 LTS\"<\/span>\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u63cf\u8ff0\u662f\u5047\u8bbe\u5728Python3\u4e0a\u8fd0\u884c\u7684\uff0c\u5e76\u4e14\u81eaUbuntu 18.04\u7248\u5f00\u59cb\u5df2\u7ecf\u5f03\u7528\u4e86\u4ee5\u524d\u7684-py3\u9009\u9879\uff08\u6765\u81eaDocker Hub\u7684\u63cf\u8ff0\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># python --version<\/span>\r\nPython 3.6.9\r\n<\/code><\/pre>\n<details>pip list \u7d50\u679c# pip list<br \/>\nPackage Version<br \/>\n&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;- &#8212;&#8212;&#8212;<br \/>\nabsl-py 0.11.0<br \/>\nargon2-cffi 20.1.0<br \/>\nasn1crypto 0.24.0<br \/>\nastunparse 1.6.3<br \/>\nasync-generator 1.10<br \/>\nattrs 20.3.0<br \/>\nbackcall 0.2.0<br \/>\nbleach 3.2.2<br \/>\ncachetools 4.2.0<br \/>\ncertifi 2020.12.5<br \/>\ncffi 1.14.4<br \/>\nchardet 4.0.0<br \/>\ncryptography 2.1.4<br \/>\ncycler 0.10.0<br \/>\ndecorator 4.4.2<br \/>\ndefusedxml 0.6.0<br \/>\nentrypoints 0.3<br \/>\nflatbuffers 1.12<br \/>\ngast 0.3.3<br \/>\ngoogle-auth 1.24.0<br \/>\ngoogle-auth-oauthlib 0.4.2<br \/>\ngoogle-pasta 0.2.0<br \/>\ngrpcio 1.32.0<br \/>\nh5py 2.10.0<br \/>\nidna 2.6<br \/>\nimportlib-metadata 3.4.0<br \/>\nipykernel 5.1.1<br \/>\nipython 7.16.1<br \/>\nipython-genutils 0.2.0<br \/>\nipywidgets 7.6.3<br \/>\njedi 0.18.0<br \/>\nJinja2 2.11.2<br \/>\njsonschema 3.2.0<br \/>\njupyter 1.0.0<br \/>\njupyter-client 6.1.11<br \/>\njupyter-console 6.2.0<br \/>\njupyter-core 4.7.0<br \/>\njupyter-http-over-ws 0.0.8<br \/>\njupyterlab-pygments 0.1.2<br \/>\njupyterlab-widgets 1.0.0<br \/>\nKeras-Preprocessing 1.1.2<br \/>\nkeyring 10.6.0<br \/>\nkeyrings.alt 3.0<br \/>\nkiwisolver 1.3.1<br \/>\nMarkdown 3.3.3<br \/>\nMarkupSafe 1.1.1<br \/>\nmatplotlib 3.3.3<br \/>\nmistune 0.8.4<br \/>\nnbclient 0.5.1<br \/>\nnbconvert 6.0.7<br \/>\nnbformat 4.4.0<br \/>\nnest-asyncio 1.4.3<br \/>\nnotebook 6.2.0<br \/>\nnumpy 1.19.5<br \/>\noauthlib 3.1.0<br \/>\nopt-einsum 3.3.0<br \/>\npackaging 20.8<br \/>\npandocfilters 1.4.3<br \/>\nparso 0.8.1<br \/>\npexpect 4.8.0<br \/>\npickleshare 0.7.5<br \/>\nPillow 8.1.0<br \/>\npip 20.2.4<br \/>\nprometheus-client 0.9.0<br \/>\nprompt-toolkit 3.0.13<br \/>\nprotobuf 3.14.0<br \/>\nptyprocess 0.7.0<br \/>\npyasn1 0.4.8<br \/>\npyasn1-modules 0.2.8<br \/>\npycparser 2.20<br \/>\npycrypto 2.6.1<br \/>\nPygments 2.7.4<br \/>\npygobject 3.26.1<br \/>\npyparsing 2.4.7<br \/>\npyrsistent 0.17.3<br \/>\npython-dateutil 2.8.1<br \/>\npyxdg 0.25<br \/>\npyzmq 21.0.1<br \/>\nqtconsole 5.0.2<br \/>\nQtPy 1.9.0<br \/>\nrequests 2.25.1<br \/>\nrequests-oauthlib 1.3.0<br \/>\nrsa 4.7<br \/>\nSecretStorage 2.3.1<br \/>\nSend2Trash 1.5.0<br \/>\nsetuptools 51.3.3<br \/>\nsix 1.15.0<br \/>\ntensorboard 2.4.1<br \/>\ntensorboard-plugin-wit 1.8.0<br \/>\ntensorflow 2.4.1<br \/>\ntensorflow-estimator 2.4.0<br \/>\ntermcolor 1.1.0<br \/>\nterminado 0.9.2<br \/>\ntestpath 0.4.4<br \/>\ntornado 6.1<br \/>\ntraitlets 4.3.3<br \/>\ntyping-extensions 3.7.4.3<br \/>\nurllib3 1.26.2<br \/>\nwcwidth 0.2.5<br \/>\nwebencodings 0.5.1<br \/>\nWerkzeug 1.0.1<br \/>\nwheel 0.36.2<br \/>\nwidgetsnbextension 3.5.1<br \/>\nwrapt 1.12.1<br \/>\nzipp 3.4.0<\/p>\n<\/details>\n<p>\u7531\u4e8e\u5728\u6b64\u4e4b\u524d\u7684\u6587\u7ae0\u4e2d\uff0c\u5217\u51fa\u4e86 Ubuntu 16.04 \u7248\u672c\u65f6\u7684 apt list \u7ed3\u679c\uff0c\u800c\u5728 Ubuntu 18.04 \u7248\u672c\u4e2d\u5b89\u88c5\u7684\u8f6f\u4ef6\u6570\u91cf\u5927\u5927\u589e\u52a0\uff0c\u5bfc\u81f4\u5217\u8868\u53d8\u5f97\u975e\u5e38\u5e9e\u5927\uff0c\u6240\u4ee5\u7701\u7565\u4e86\u3002<\/p>\n<h5>\u9644\u8a00\uff1a\u4f7f\u7528Docker\u6765\u914d\u7f6eGPU\u8d44\u6e90<\/h5>\n<p>Tensorflow\u306fGPU\u3068\u3068\u3082\u306b\u4f7f\u3046\u3053\u3068\u304c\u591a\u304f\u3001tensorflow\u306edocker\u3067\u306f-gpu\u3092\u8a2d\u5b9a\u3057\u3066docker run\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u305d\u306e\u5834\u5408\u306fnvidia-docker\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002macOS(High Sierra, 10.13.6\u6642\u70b9)\u3067\u306fnVidia\u306eGPU\u304c\u6b63\u5f0f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u3044\u3002Windows\u3067\u306fWindows Insider Program\u306eDev\u30c1\u30e3\u30f3\u30cd\u30eb\u3067\u6700\u65b0\u306eWindows10(2021-02-21\u73fe\u5728\u3001OS Build:21318.1000)\u306b\u3057\u3001Docker\u3067WSL2\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067&#8211;gpus all\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002nvidia-docker\u304c\u4f7f\u3048\u306a\u3044\u3053\u3068\u304b\u3089\u3001\u7d50\u5c40\u3001docker\u306e\u5834\u5408\u306f\u30db\u30b9\u30c8OS\u306bUbuntu\u306a\u3069Linux\u7cfb\u3092\u4f7f\u308f\u306a\u3044\u3068GPU\u304c\u4f7f\u3048\u306a\u3044\u3002macOS\u3084Windows\u4e0a\u3067\u3001CPU\u30d9\u30fc\u30b9\u3067\u306eTensorflow\u3092\u4f7f\u3063\u305f\u52d5\u4f5c\u78ba\u8a8d\u3059\u308b\u7a0b\u5ea6\u3067\u3042\u308c\u3070\u3001docker\u306f\u4fbf\u5229\u304b\u3082\u3057\u308c\u306a\u3044\u3002Tensorflow\u3092GPU\u6709\u52b9\u306b\u3057\u3066\u4f7f\u3046\u5834\u5408\u306f\u3001Windows\u306e\u5834\u5408\u306fGPU\u5bfe\u5fdc\u3055\u308c\u3066\u3044\u308b(Docker\u3067\u306f\u306a\u304f)Native\u306aTensorflow\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002macOS\u306f\u4eca\u306e\u3068\u3053\u308dGPU\u3092\u4f7f\u3063\u305f\u6a5f\u68b0\u5b66\u7fd2\u306b\u306f\u4e0d\u5229\u306a\u5370\u8c61\u3002<br \/>\n2020.06.01\u8ffd\u8a18: Linux\u306e\u5834\u5408\u3001Docker ver.19.03\uff082019-07-22\uff09 \u4ee5\u964d\u3068nvidia-container-toolkit\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001docker run &#8211;gpus all &#8211;rm nvidia\/cuda nvidia-smi\u306e\u3088\u3046\u306b&#8211;gpus\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3001GPU\u304c\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001nvidia-docker\u306f\u4e0d\u8981\u306b\u306a\u3063\u305f\u3088\u3046\u3067\u3059\u3002\u307e\u305f\u3001Singularity\u3092\u4f7f\u3046\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002<br \/>\n2021.02.21\u8ffd\u8a18: Windows\u306e\u5834\u5408\u3001Docker\u3067\u306f\u306a\u304f\u76f4\u63a5Tensorflow\u3092\u4f7f\u3046\u304b\u3001Windows 10 Pro Insider Preview Dev\u30c1\u30e3\u30f3\u30cd\u30eb\u3068WSL2\u3092\u4f7f\u3046\u3068GPU\u3092\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5>macOS\u4e0a\u4f7f\u7528GPU\u7684\u8ba8\u8bba\uff1aIntel\u5e73\u53f0\u7684PlaidML\u4e0eAMD\u5e73\u53f0\u7684ROCm\u3002<\/h5>\n<p>\u5728macOS\u4e0a\uff0c\u652f\u6301\u4f7f\u7528Intel GPU\u4f5c\u4e3a\u96c6\u6210\u56fe\u5f62\u5904\u7406\u5668\uff08iGPU\uff09\u548c\u4f7f\u7528AMD GPU\u4f5c\u4e3a\u79bb\u6563\u56fe\u5f62\u5904\u7406\u5668\uff08dGPU\uff09\uff0c\u56e0\u6b64\u6709\u591a\u79cd\u65b9\u6cd5\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9bGPU\u3002\u5728AMD\u65b9\u9762\uff0c\u652f\u6301\u540d\u4e3aROCm\u7684\u673a\u5236\uff0c\u76f8\u5f53\u4e8enVidia\u7684CUDA\u3002\u7c7b\u4f3c\u4e8e\u4f7f\u7528CUDA\u7684tensorflow-gpu\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u57fa\u4e8eROCm\u7684tensorflow-rocm\u3002\u7136\u800c\uff0cROCm\u4ec5\u652f\u6301Linux\u7cfb\u7edf\uff08\u5982Ubuntu\uff09\uff0c\u5728macOS\u4e0a\u65e0\u6cd5\u4f7f\u7528\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5728macOS\u4e0a\u4f7f\u7528\u57fa\u4e8eIntel\uff08\u65e7Vertex.ai\uff09\u7684PlaidML\u662f\u4e00\u79cd\u4f7f\u7528GPU\u7684\u65b9\u6cd5\u3002\u53ef\u4ee5\u901a\u8fc7\u66ff\u6362Keras\u7684\u540e\u7aef\uff08\u4f7f\u7528python\u4ee3\u7801\uff0c\u5728import keras\u4e4b\u524d\u8bbe\u7f6eos.environ[&#8220;KERAS_BACKEND&#8221;] = &#8220;plaidml.keras.backend&#8221;\uff09\uff0c\u6765\u8f7b\u677e\u5730\u4f7f\u7528\u5b83\u3002\u76ee\u524d\uff0c\u8fd9\u53ef\u80fd\u662fmacOS\u4e0a\u5b98\u65b9\u552f\u4e00\u652f\u6301GPU\u7684\u65b9\u6cd5\u3002\u6b64\u5916\uff0c\u5728\u5305\u62ecWindows\u5728\u5185\u7684\u4f7f\u7528\u96c6\u6210GPU\u7684\u65b9\u6cd5\u4e2d\uff0cPlaidML\u4e5f\u88ab\u8ba4\u4e3a\u662f\u6709\u6548\u7684\u3002\u5e0c\u671b\u5b83\u80fd\u5728\u6210\u4e3aIntel\u65d7\u4e0b\u540e\u6709\u6240\u53d1\u5c55\u3002<\/p>\n<h4>2-2-3. \u8bbe\u7f6eDocker\u7ec8\u7aef\u73af\u5883\uff08\u5b89\u88c5OpenCV\uff09<\/h4>\n<p>\u5728Docker\u5185\u8fdb\u884c\u64cd\u4f5c\u3002<br \/>\n\u7531\u4e8e\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u65e0\u6cd5\u4f7f\u7528OpenCV\uff0c\u6240\u4ee5\u9700\u8981\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># apt update<\/span>\r\n<span class=\"c\"># apt install -y libsm6 libxext6 libxrender-dev python-pip python3-pip<\/span>\r\n<span class=\"c\"># pip install opencv-python<\/span>\r\n<span class=\"c\"># pip3 install opencv-python<\/span>\r\n<\/code><\/pre>\n<h5>\u984d\u5916\u7684\u8a0e\u8ad6\uff1a\u4f7f\u7528Dockerfile<\/h5>\n<p>\u5728\u4e2d\u6587\u4e2d\uff0c\u53ef\u4ee5\u8fd9\u6837\u8868\u8fbe\uff1a<\/p>\n<p>\u4f7f\u7528Dockerfile\u4f5c\u4e3a\u811a\u672c\u53ef\u4ee5\u8fdb\u884cDocker\u7684\u8bbe\u7f6e\u3002\u5982\u679c\u4f7f\u7528Dockerfile\uff0c\u5219\u53ef\u4ee5\u51c6\u5907\u4e00\u4e2a\u7c7b\u4f3c\u4ee5\u4e0b\u7684Dockerfile\uff0c\u5e76\u8c03\u7528docker build -t tf:1 .\uff08\u5c06Dockerfile\u653e\u5728\u76f8\u540c\u7684\u6587\u4ef6\u5939\u201c.\u201d\u4e0b\uff09\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u201ctf:1\u201d\u7684\u955c\u50cf\u3002\u4f7f\u7528docker run -it -p 8081:8888 tf:1\u5c31\u53ef\u4ee5\u542f\u52a8\u3002Dockerfile\u5bf9\u4e8e\u4e86\u89e3\u4ed6\u4eba\u7684\u5de5\u4f5c\u5185\u5bb9\u5f88\u65b9\u4fbf\u3002\u4f46\u662f\uff0c\u5982\u679c\u4e0d\u57fa\u4e8e\u50cfFROM ubuntu:xenial\u8fd9\u6837\u7684\u57fa\u672c\u5185\u5bb9\uff0c\u6700\u7ec8\u65e0\u6cd5\u77e5\u9053\u8bbe\u7f6e\u4e86\u4ec0\u4e48\u6837\u7684\u73af\u5883\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">FROM<\/span><span class=\"s\"> tensorflow\/tensorflow<\/span>\r\n<span class=\"k\">RUN <\/span>apt update <span class=\"o\">&amp;&amp;<\/span> apt <span class=\"nb\">install<\/span> <span class=\"nt\">-y<\/span> libsm6 libxext6 libxrender-dev python-pip python3-pip\r\n<span class=\"k\">RUN <\/span>pip <span class=\"nb\">install <\/span>opencv-python\r\n<span class=\"k\">RUN <\/span>pip3 <span class=\"nb\">install <\/span>opencv-python\r\n<\/code><\/pre>\n<h3>2-3. \u505c\u6b62 Docker<\/h3>\n<p>\u5b8c\u6210\u5728Docker\u7ec8\u7aef\u4e0a\u7684\u5de5\u4f5c\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># exit<\/span>\r\n<\/code><\/pre>\n<p>\u5173\u95ed Docker\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker stop mystifying_khorana\r\n<\/code><\/pre>\n<h3>2-4. \u6211\u5011\u518d\u6b21\u5728Docker\u4e0a\u9032\u884c\u4f5c\u696d\u3002<\/h3>\n<p>\u8981\u4fdd\u5b58\u73af\u5883\u5e76\u91cd\u65b0\u6267\u884c\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u5df2\u64cd\u4f5c\u7684\u5bb9\u5668\u3002<br \/>\n\u91cd\u65b0\u542f\u52a8Docker\u5bb9\u5668\u4ee5\u83b7\u53d6Jupyter\u7684\u4ee4\u724c\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker start mystifying_khorana\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> mystifying_khorana bash <span class=\"nt\">-c<\/span> <span class=\"s2\">\"source \/etc\/bash.bashrc &amp;&amp; jupyter notebook --notebook-dir=\/tf --ip 0.0.0.0 --no-browser --allow-root\"<\/span>\r\n<\/code><\/pre>\n<p>\u5982\u679c\u4ee5\u4e0e\u521d\u59cb\u547d\u4ee4\u76f8\u540c\u7684\u65b9\u5f0f\u8fd0\u884c<br \/>\n$ docker run -it -p 8082:8888 tensorflow\/tensorflow:latest-jupyter<br \/>\n\u5c06\u4f1a\u521b\u5efa\u4e00\u4e2a\u6ca1\u6709\u4fdd\u5b58\u5386\u53f2\u8bb0\u5f55\u7684\u5168\u65b0\u5bb9\u5668\u3002<br \/>\n\u8981\u67e5\u770b\u6240\u6709\u751f\u6210\u7684\u5bb9\u5668\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff08docker ps -a\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker ps <span class=\"nt\">-a<\/span>\r\nCONTAINER ID        IMAGE                   COMMAND                  CREATED             STATUS                       PORTS                              NAMES\r\n8b33acd60c67   tensorflow\/tensorflow:latest-jupyter   <span class=\"s2\">\"bash -c 'source \/et\u2026\"<\/span>   35 seconds ago   Up 34 seconds               0.0.0.0:8082-&gt;8888\/tcp   elegant_mahavira\r\n2d5f2a274659   tensorflow\/tensorflow:latest-jupyter   <span class=\"s2\">\"bash -c 'source \/et\u2026\"<\/span>   2 hours ago      Up 3 minutes                0.0.0.0:8081-&gt;8888\/tcp   mystifying_khorana\r\n<\/code><\/pre>\n<p>\u53ef\u4ee5\u4f7f\u7528\u5bb9\u5668\u540d\u79f0\uff08elegant_mahavira\uff09\u6765\u505c\u6b62\u4e0d\u9700\u8981\u7684\u5bb9\u5668\uff08\u5728\u8fd9\u91cc\u662fCONTAINER ID=8b33acd60c67\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker stop elegant_mahavira\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">rm <\/span>elegant_mahavira\r\n<\/code><\/pre>\n<p>\u53ef\u4ee5\u901a\u8fc7\u5220\u9664\u6765\u5b9e\u73b0\u3002<\/p>\n<h2>3. \u5c06\u5bb9\u5668\u4fdd\u5b58\u5e76\u5728\u53e6\u4e00\u53f0\u673a\u5668\u4e0a\u8fd0\u884c<\/h2>\n<h3>3-1. \u505c\u6b62\u5bb9\u5668<\/h3>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker stop mystifying_khorana\r\n<\/code><\/pre>\n<h3>3-2. \u521b\u9020\u5f62\u8c61<\/h3>\n<p>\u5728\u8fd9\u91cc\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a&#8221;gallant:0.0&#8243;\u7684\u56fe\u50cf\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker commit <span class=\"nt\">-m<\/span> <span class=\"s2\">\"Test\"<\/span> mystifying_khorana gallant:0.0\r\n<\/code><\/pre>\n<p>\u53ef\u4ee5\u901a\u8fc7docker images\u547d\u4ee4\u67e5\u770b\u5b58\u50a8\u5728Mac\u4e0a\u7684\u955c\u50cf\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker images\r\nREPOSITORY              TAG                 IMAGE ID            CREATED             SIZE\r\ngallant                 0.0                 67e9ba8e53c8        9 seconds ago       1.37GB\r\ntensorflow\/tensorflow   latest              2054925f3b43        2 weeks ago         1.34GB\r\n<\/code><\/pre>\n<h3>\u5c06\u56fe\u50cf\u4fdd\u5b58\u5230\u6587\u4ef6\u4e2d\u3002<\/h3>\n<p>\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5c06\u56fe\u50cf\u4fdd\u5b58\u5230\u201c~\/gallant.tar.gz\u201d\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker save gallant:0.0 <span class=\"o\">&gt;<\/span> ~\/gallant.tar.gz\r\n<\/code><\/pre>\n<h3>\u4ece\u6587\u4ef6\u4e2d\u52a0\u8f7d\u56fe\u50cf<\/h3>\n<p>\u5c06gallant.tar.gz\u590d\u5236\u5230\u53e6\u4e00\u53f0\u673a\u5668\u4e0a\uff0c\u5e76\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884c\u3002<br \/>\n\u5728\u8fd9\u91cc\uff0c\u5148\u5220\u9664\u6620\u50cf\uff0c\u7136\u540e\u91cd\u65b0\u52a0\u8f7d\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker rmi gallant:0.0 <span class=\"c\">#\u524a\u9664<\/span>\r\n<span class=\"nv\">$ <\/span>docker images <span class=\"c\">#\u524a\u9664\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d<\/span>\r\n<span class=\"nv\">$ <\/span>docker load &lt; gallant.tar.gz <span class=\"c\">#\u30ed\u30fc\u30c9<\/span>\r\n<span class=\"nv\">$ <\/span>docker images <span class=\"c\">#\u8ffd\u52a0\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d<\/span>\r\n<\/code><\/pre>\n<h3>\u4ece\u56fe\u50cf\u542f\u52a8<\/h3>\n<p>\u4ee5\u4e0e\u9996\u6b21\u542f\u52a8Tensorflow Docker\u76f8\u540c\u7684\u65b9\u5f0f\uff0c\u4f7f\u7528run\u547d\u4ee4\u542f\u52a8\u3002\u8fd9\u6b21\u521b\u5efa\u4e00\u4e2a\u540d\u4e3agallant\u7684\u5bb9\u5668\u3002\u540c\u65f6\uff0c\u4f7f\u7528-d\u9009\u9879\u4f7f\u5176\u5728\u540e\u53f0\u542f\u52a8\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">--name<\/span> gallant <span class=\"nt\">-it<\/span> <span class=\"nt\">-d<\/span> <span class=\"nt\">-p<\/span> 8081:8888 gallant:0.0 <span class=\"c\"># Start a Jupyter notebook server<\/span>\r\n<\/code><\/pre>\n<p>\u5f53\u4f7f\u7528ps\u547d\u4ee4\u6765\u68c0\u67e5\u6b63\u5728\u8fd0\u884c\u7684\u5bb9\u5668\u65f6\uff0c\u53ef\u4ee5\u770b\u5230gallant\u6b63\u5728\u8fd0\u884c\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker ps\r\nCONTAINER ID        IMAGE                   COMMAND                  CREATED             STATUS              PORTS                              NAMES\r\nde4373702c8a        gallant:0.0             <span class=\"s2\">\"\/run_jupyter.sh --a\u2026\"<\/span>   24 seconds ago      Up 22 seconds       6006\/tcp, 0.0.0.0:8081-&gt;8888\/tcp   gallant\r\n<\/code><\/pre>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u7684exec\u547d\u4ee4\uff08docker exec -it gallant bash\uff09\uff0c\u60a8\u53ef\u4ee5\u5728\u7ec8\u7aef\u4e0a\u7ee7\u7eed\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n<h2>\u7e3d\u7d50<\/h2>\n<p>\u4f7f\u7528\u5728Tensorflow\u7684\u5b98\u65b9\u7f51\u7ad9\u4e0a\u63d0\u4f9b\u7684Docker\uff0c\u6784\u5efa\u4e86\u5728Jupyter\u4e0a\u8fd0\u884c\u7684\u5de5\u4f5c\u73af\u5883\u3002\u8fdb\u884c\u4e86\u4e00\u4e9b\u914d\u7f6e\u4ee5\u4f7f\u5176\u53ef\u4ee5\u4f7f\u7528OpenCV\uff0c\u5e76\u521b\u5efa\u4e86Docker\u955c\u50cf\u5e76\u4fdd\u5b58\u3002\u5c06\u955c\u50cf\u4ee5\u6587\u4ef6\u7684\u5f62\u5f0f\u8f93\u51fa\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u5728\u5176\u4ed6\u673a\u5668\u4e0a\u4f7f\u7528\uff0c\u5e76\u9a8c\u8bc1\u4e86\u80fd\u591f\u901a\u8fc7\u8be5\u6587\u4ef6\u52a0\u8f7d\u548c\u91cd\u65b0\u521b\u5efa\u5f00\u53d1\u73af\u5883\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u521d\u6b21\u4f7f\u7528Docker\u65f6\u7684\u5907\u5fd8\u5f55\uff08\u9002\u7528\u4e8e\u521d\u5b66\u8005\uff09\u3002\u7531\u4e8e\u65e0\u6cd5\u76f4\u89c2\u4e86\u89e3Docker Hub\u4e0a\u63d0\u4f9b\u7684Docker\u5185\u5bb9\uff0c [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35107","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>\u6211\u5c1d\u8bd5\u4f7f\u7528TensorFlow\u7684Docker\uff08Docker\u5165\u95e8\uff09 - 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\/\u6211\u5c1d\u8bd5\u4f7f\u7528tensorflow\u7684docker\uff08docker\u5165\u95e8\uff09\u3002\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" 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