{"id":35083,"date":"2023-04-17T15:24:04","date_gmt":"2023-08-05T19:13:41","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/docker-nvidia-docker-digits-%e5%ae%89%e8%a3%85%e5%a4%87%e5%bf%98%e5%bd%95\/"},"modified":"2024-04-29T23:57:28","modified_gmt":"2024-04-29T15:57:28","slug":"docker-nvidia-docker-digits-%e5%ae%89%e8%a3%85%e5%a4%87%e5%bf%98%e5%bd%95","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/docker-nvidia-docker-digits-%e5%ae%89%e8%a3%85%e5%a4%87%e5%bf%98%e5%bd%95\/","title":{"rendered":"Docker, NVIDIA Docker, DIGITS \u5b89\u88c5\u5907\u5fd8\u5f55"},"content":{"rendered":"<h1>\u524d\u63d0\u6761\u4ef6\u7684\u73af\u5883<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">OS: Ubuntu 16.04<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">CUDA Driver, Toolkit \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f<\/ul>\n<h1>\u6b65\u9aa4<\/h1>\n<h2>\u5b89\u88c5Docker<\/h2>\n<p>\u521b\u5efa\u4ee5\u4e0b\u811a\u672c\u5e76\u4ee5sudo\u8eab\u4efd\u8fd0\u884c\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span><span class=\"nb\">cat<\/span> .\/nvidia-docker-setup_1604.sh\r\n<span class=\"c\">#! \/bin\/sh<\/span>\r\n<span class=\"c\"># Install Docker<\/span>\r\napt-get update\r\napt-get <span class=\"nb\">install <\/span>apt-transport-https ca-certificates\r\napt-key adv <span class=\"nt\">--keyserver<\/span> hkp:\/\/p80.pool.sks-keyservers.net:80 <span class=\"nt\">--recv-keys<\/span> 58118E89F3A912897C070ADBF76221572C52609D\r\n<span class=\"nb\">echo<\/span> <span class=\"s2\">\"deb https:\/\/apt.dockerproject.org\/repo ubuntu-xenial main\"<\/span> <span class=\"o\">&gt;&gt;<\/span> \/etc\/apt\/sources.list.d\/docker.list\r\napt-get update\r\napt-get <span class=\"nb\">install <\/span>linux-image-extra-<span class=\"si\">$(<\/span><span class=\"nb\">uname<\/span> <span class=\"nt\">-r<\/span><span class=\"si\">)<\/span> linux-image-extra-virtual\r\napt-get <span class=\"nb\">install <\/span>docker-engine\r\ndocker run hello-world\r\n<span class=\"c\"># Install nvidia-docker and nvidia-docker-plugin<\/span>\r\nwget <span class=\"nt\">-P<\/span> \/tmp https:\/\/github.com\/NVIDIA\/nvidia-docker\/releases\/download\/v1.0.0-rc.3\/nvidia-docker_1.0.0.rc.3-1_amd64.deb\r\ndpkg <span class=\"nt\">-i<\/span> \/tmp\/nvidia-docker<span class=\"k\">*<\/span>.deb <span class=\"o\">&amp;&amp;<\/span> <span class=\"nb\">rm<\/span> \/tmp\/nvidia-docker<span class=\"k\">*<\/span>.deb\r\n<span class=\"c\"># Test nvidia-smi<\/span>\r\nnvidia-docker run <span class=\"nt\">--rm<\/span> nvidia\/cuda nvidia-smi\r\n\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">chmod<\/span> +x .\/nvidia-docker-setup_1604.sh\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo<\/span> .\/nvidia-docker-setup_1604.sh\r\n<\/code><\/pre>\n<p>\u8bf7\u53c2\u8003\u94fe\u63a5\uff08http:\/\/qiita.com\/ksasaki\/items\/bd85786171424901b27d\uff09\u3002<\/p>\n<p>\u542f\u52a8\u5bb9\u5668<\/p>\n<pre class=\"post-pre\"><code>nvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>nvidia-docker run <span class=\"nt\">--name<\/span> digits <span class=\"nt\">-d<\/span> <span class=\"nt\">-p<\/span> 8080:34448 nvidia\/digits\r\nUsing default tag: latest\r\nlatest: Pulling from nvidia\/digits\r\n\r\n862a3e9af0ae: Already exists \r\n6498e51874bf: Already exists \r\n159ebdd1959b: Already exists \r\n0fdbedd3771a: Already exists \r\n7a1f7116d1e3: Already exists \r\n1a2b8e5c1cb0: Pull <span class=\"nb\">complete \r\n<\/span>f79c18aad824: Pull <span class=\"nb\">complete \r\n<\/span>d750f0e72581: Pull <span class=\"nb\">complete \r\n<\/span>d399aa23f362: Pull <span class=\"nb\">complete \r\n<\/span>f7534fde9b83: Pull <span class=\"nb\">complete \r\n<\/span>ab6e25a40827: Pull <span class=\"nb\">complete \r\n<\/span>ef0932bdd7af: Pull <span class=\"nb\">complete \r\n<\/span>6616cddeb677: Pull <span class=\"nb\">complete \r\n<\/span>37db32ac8c63: Pull <span class=\"nb\">complete \r\n<\/span>Digest: sha256:be653fe4642928b584f44d03b206f6ddb433508c82b425d95ce6d277daa3462e\r\nStatus: Downloaded newer image <span class=\"k\">for <\/span>nvidia\/digits:latest\r\n7f0cb8c00720ce141b7614831f194707926dc6814250f17a722fc3ecb414961d\r\nnvtest@WT72:~<span class=\"nv\">$ <\/span>\r\n<\/code><\/pre>\n<h2>\u65e0\u6cd5\u4ece\u5bb9\u5668\u5916\u8bbf\u95ee\u7684\u95ee\u9898\u3002<\/h2>\n<h3>\u786e\u8ba4\u73b0\u8c61<\/h3>\n<pre class=\"post-pre\"><code>nvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>nvidia-docker ps\r\nCONTAINER ID        IMAGE               COMMAND             CREATED             STATUS              PORTS                     NAMES\r\n7f0cb8c00720        nvidia\/digits       <span class=\"s2\">\".\/digits-server\"<\/span>   5 minutes ago       Up 5 minutes        0.0.0.0:8080-&gt;34448\/tcp   digits\r\n052d94824a82        nvidia\/cuda         <span class=\"s2\">\"\/bin\/bash\"<\/span>         37 minutes ago      Up 37 minutes                                 awesome_brown\r\nnvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> digits \/bin\/bash\r\nroot@7f0cb8c00720:\/usr\/share\/digits#                                                                                                            \r\nroot@7f0cb8c00720:\/usr\/share\/digits# \r\nroot@7f0cb8c00720:\/usr\/share\/digits# ping google.com\r\n^C\r\nroot@7f0cb8c00720:\/usr\/share\/digits# <span class=\"nb\">exit\r\nexit\r\n<\/span>nvtest@WT72:~<span class=\"nv\">$ <\/span>\r\n<\/code><\/pre>\n<p>\u65e0\u8bba\u7b49\u5f85\u591a\u4e45\uff0cping\u90fd\u5f97\u4e0d\u5230\u56de\u5e94\u3002<\/p>\n<h3>\u89e3\u51b3\u65b9\u6cd5\uff08\u9002\u7528\u4e8eUbuntu 15\u53ca\u4ee5\u4e0a\u7248\u672c\uff09<\/h3>\n<p>\u9996\u5148\uff0c\u67e5\u627e\u7cfb\u7edf\u5f53\u524d\u6b63\u5728\u4f7f\u7528\u7684DNS\u670d\u52a1\u5668\u7684IP\u5730\u5740\u3002<\/p>\n<p>\u5982\u679cUbuntu\u7684\u7248\u672c\u5927\u4e8e\u6216\u7b49\u4e8e15\u7684\u60c5\u51b5<\/p>\n<p>\u4f7f\u7528\u4e2d\u6587\u5c06\u4ee5\u4e0b\u5185\u5bb9\u8fdb\u884c\u91ca\u4e49\uff0c\u53ea\u9700\u8981\u4e00\u79cd\u9009\u62e9\uff1a nmcli\u8bbe\u5907\u663e\u793a&lt;\u63a5\u53e3\u540d\u79f0&gt; | grep IP4.DNS<\/p>\n<p>nmcli\u8bbe\u5907\u663e\u793a&lt;\u63a5\u53e3\u540d\u79f0&gt;\uff0c\u5e76\u5728\u7ed3\u679c\u4e2d\u641c\u7d22IP4.DNS\u3002<\/p>\n<pre class=\"post-pre\"><code>nvtest@WT72:~<span class=\"nv\">$ <\/span>nmcli device show enp4s0 | <span class=\"nb\">grep <\/span>IP4.DNS\r\nIP4.DNS[1]:                             xx.xx.xx.aa\r\nIP4.DNS[2]:                             xx.xx.xx.bb\r\nIP4.DNS[3]:                             xx.xx.xx.xx\r\nIP4.DNS[4]:                             xx.xx.xx.xx\r\n<\/code><\/pre>\n<p>\u7de8\u8f2fDocker\u8a2d\u5b9a\u6a94\u6848\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>vi \/etc\/default\/docker\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">cat<\/span> \/etc\/default\/docker\r\n<span class=\"c\"># Docker Upstart and SysVinit configuration file<\/span>\r\n\r\n<span class=\"c\">#<\/span>\r\n<span class=\"c\"># THIS FILE DOES NOT APPLY TO SYSTEMD<\/span>\r\n<span class=\"c\">#<\/span>\r\n<span class=\"c\">#   Please see the documentation for \"systemd drop-ins\":<\/span>\r\n<span class=\"c\">#   https:\/\/docs.docker.com\/engine\/articles\/systemd\/<\/span>\r\n<span class=\"c\">#<\/span>\r\n\r\n<span class=\"c\"># Customize location of Docker binary (especially for development testing).<\/span>\r\n<span class=\"c\">#DOCKERD=\"\/usr\/local\/bin\/dockerd\"<\/span>\r\n\r\n<span class=\"c\"># Use DOCKER_OPTS to modify the daemon startup options.<\/span>\r\n<span class=\"nv\">DOCKER_OPTS<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"--dns xx.xx.xx.aa --dns xx.xx.xx.bb\"<\/span>\r\n\r\n<span class=\"c\"># If you need Docker to use an HTTP proxy, it can also be specified here.<\/span>\r\n<span class=\"c\">#export http_proxy=\"http:\/\/127.0.0.1:3128\/\"<\/span>\r\n\r\n<span class=\"c\"># This is also a handy place to tweak where Docker's temporary files go.<\/span>\r\n<span class=\"c\">#export TMPDIR=\"\/mnt\/bigdrive\/docker-tmp\"<\/span>\r\n<span class=\"err\">$<\/span>\r\n<\/code><\/pre>\n<p>\u4eceUbuntu 15\u5f00\u59cb\uff0c\u7531\u4e8e\u91c7\u7528\u4e86systemd\u8fdb\u884c\u914d\u7f6e\uff0c\u56e0\u6b64\u9700\u8981\u4ee5\u4e0b\u5185\u5bb9\u3002\u53c2\u8003\u7f51\u5740\uff08http:\/\/blog.benhall.me.uk\/2015\/07\/setting-dockers-docker_opts-on-ubuntu-15-04\/\uff09\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span><span class=\"nb\">cat<\/span> \/lib\/systemd\/system\/docker.service \r\n<span class=\"o\">[<\/span>Unit]\r\n<span class=\"nv\">Description<\/span><span class=\"o\">=<\/span>Docker Application Container Engine\r\n<span class=\"nv\">Documentation<\/span><span class=\"o\">=<\/span>https:\/\/docs.docker.com\r\n<span class=\"nv\">After<\/span><span class=\"o\">=<\/span>network.target docker.socket\r\n<span class=\"nv\">Requires<\/span><span class=\"o\">=<\/span>docker.socket\r\n\r\n<span class=\"o\">[<\/span>Service]\r\n<span class=\"nv\">Type<\/span><span class=\"o\">=<\/span>notify\r\n<span class=\"c\"># the default is not to use systemd for cgroups because the delegate issues still<\/span>\r\n<span class=\"c\"># exists and systemd currently does not support the cgroup feature set required<\/span>\r\n<span class=\"c\"># for containers run by docker<\/span>\r\n<span class=\"nv\">ExecStart<\/span><span class=\"o\">=<\/span>\/usr\/bin\/dockerd <span class=\"nt\">-H<\/span> fd:\/\/\r\n<span class=\"nv\">ExecReload<\/span><span class=\"o\">=<\/span>\/bin\/kill <span class=\"nt\">-s<\/span> HUP <span class=\"nv\">$MAINPID<\/span>\r\n<span class=\"c\"># Having non-zero Limit*s causes performance problems due to accounting overhead<\/span>\r\n<span class=\"c\"># in the kernel. We recommend using cgroups to do container-local accounting.<\/span>\r\n<span class=\"nv\">LimitNOFILE<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"nv\">LimitNPROC<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"nv\">LimitCORE<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"c\"># Uncomment TasksMax if your systemd version supports it.<\/span>\r\n<span class=\"c\"># Only systemd 226 and above support this version.<\/span>\r\n<span class=\"nv\">TasksMax<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"nv\">TimeoutStartSec<\/span><span class=\"o\">=<\/span>0\r\n<span class=\"c\"># set delegate yes so that systemd does not reset the cgroups of docker containers<\/span>\r\n<span class=\"nv\">Delegate<\/span><span class=\"o\">=<\/span><span class=\"nb\">yes<\/span>\r\n<span class=\"c\"># kill only the docker process, not all processes in the cgroup<\/span>\r\n<span class=\"nv\">KillMode<\/span><span class=\"o\">=<\/span>process\r\n\r\n<span class=\"o\">[<\/span>Install]\r\n<span class=\"nv\">WantedBy<\/span><span class=\"o\">=<\/span>multi-user.target\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>vi \/lib\/systemd\/system\/docker.service \r\n<span class=\"nv\">$ <\/span><span class=\"nb\">cat<\/span> \/lib\/systemd\/system\/docker.service \r\n<span class=\"o\">[<\/span>Unit]\r\n<span class=\"nv\">Description<\/span><span class=\"o\">=<\/span>Docker Application Container Engine\r\n<span class=\"nv\">Documentation<\/span><span class=\"o\">=<\/span>https:\/\/docs.docker.com\r\n<span class=\"nv\">After<\/span><span class=\"o\">=<\/span>network.target docker.socket\r\n<span class=\"nv\">Requires<\/span><span class=\"o\">=<\/span>docker.socket\r\n\r\n<span class=\"o\">[<\/span>Service]\r\n<span class=\"nv\">Type<\/span><span class=\"o\">=<\/span>notify\r\n<span class=\"c\"># the default is not to use systemd for cgroups because the delegate issues still<\/span>\r\n<span class=\"c\"># exists and systemd currently does not support the cgroup feature set required<\/span>\r\n<span class=\"c\"># for containers run by docker<\/span>\r\n<span class=\"nv\">EnvironmentFile<\/span><span class=\"o\">=<\/span>\/etc\/default\/docker\r\n<span class=\"nv\">ExecStart<\/span><span class=\"o\">=<\/span>\/usr\/bin\/dockerd <span class=\"nt\">-H<\/span> fd:\/\/ <span class=\"nv\">$DOCKER_OPTS<\/span>\r\n<span class=\"nv\">ExecReload<\/span><span class=\"o\">=<\/span>\/bin\/kill <span class=\"nt\">-s<\/span> HUP <span class=\"nv\">$MAINPID<\/span>\r\n<span class=\"c\"># Having non-zero Limit*s causes performance problems due to accounting overhead<\/span>\r\n<span class=\"c\"># in the kernel. We recommend using cgroups to do container-local accounting.<\/span>\r\n<span class=\"nv\">LimitNOFILE<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"nv\">LimitNPROC<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"nv\">LimitCORE<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"c\"># Uncomment TasksMax if your systemd version supports it.<\/span>\r\n<span class=\"c\"># Only systemd 226 and above support this version.<\/span>\r\n<span class=\"nv\">TasksMax<\/span><span class=\"o\">=<\/span>infinity\r\n<span class=\"nv\">TimeoutStartSec<\/span><span class=\"o\">=<\/span>0\r\n<span class=\"c\"># set delegate yes so that systemd does not reset the cgroups of docker containers<\/span>\r\n<span class=\"nv\">Delegate<\/span><span class=\"o\">=<\/span><span class=\"nb\">yes<\/span>\r\n<span class=\"c\"># kill only the docker process, not all processes in the cgroup<\/span>\r\n<span class=\"nv\">KillMode<\/span><span class=\"o\">=<\/span>process\r\n\r\n<span class=\"o\">[<\/span>Install]\r\n<span class=\"nv\">WantedBy<\/span><span class=\"o\">=<\/span>multi-user.target\r\nnvtest@WT72:~<span class=\"nv\">$ <\/span>\r\nnvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>systemctl daemon-reload\r\nnvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>service docker restart  \r\n<\/code><\/pre>\n<h3>\u5bf9\u7b56\uff08\u9002\u7528\u4e8eUbuntu 14\u4ee5\u524d\uff09<\/h3>\n<p>\u5982\u679cUbuntu\u7684\u7248\u672c\u662f14\u6216\u66f4\u4f4e<\/p>\n<p>\u7528\u4e2d\u6587\u539f\u751f\u8bed\u8a00\u5c06\u4ee5\u4e0b\u5185\u5bb9\u6539\u5199\uff1a\u4ec5\u9700\u8981\u4e00\u79cd\u9009\u9879\uff1a<br \/>\n\u901a\u8fc7\u300c&lt;\u63a5\u53e3\u540d\u79f0&gt;\u300d\u67e5\u8be2IP4\u7684nmcli\u8bbe\u5907\u5217\u8868 | grep IP4<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>nmcli dev list iface eth0 | <span class=\"nb\">grep <\/span>IP4\r\nIP4.ADDRESS[1]:                         ip <span class=\"o\">=<\/span> xx.xx.xx.xx\/23, gw <span class=\"o\">=<\/span> xx.xx.xx.xx\r\nIP4.DNS[1]:                             xx.xx.xx.aa\r\nIP4.DNS[2]:                             xx.xx.xx.bb\r\nIP4.DNS[3]:                             xx.xx.xx.xx\r\nIP4.DNS[4]:                             xx.xx.xx.xx\r\nIP4.DOMAIN[1]:                          xxxxxx.com\r\nIP4.WINS[1]:                            xx.xx.xx.xx\r\nIP4.WINS[2]:                            xx.xx.xx.xx\r\nIP4.WINS[3]:                            xx.xx.xx.xx\r\n<\/code><\/pre>\n<p>\u7f16\u8f91Docker\u914d\u7f6e\u6587\u4ef6\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>vi \/etc\/default\/docker\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">cat<\/span> \/etc\/default\/docker\r\n<span class=\"c\"># Docker Upstart and SysVinit configuration file<\/span>\r\n\r\n<span class=\"c\">#<\/span>\r\n<span class=\"c\"># THIS FILE DOES NOT APPLY TO SYSTEMD<\/span>\r\n<span class=\"c\">#<\/span>\r\n<span class=\"c\">#   Please see the documentation for \"systemd drop-ins\":<\/span>\r\n<span class=\"c\">#   https:\/\/docs.docker.com\/engine\/articles\/systemd\/<\/span>\r\n<span class=\"c\">#<\/span>\r\n\r\n<span class=\"c\"># Customize location of Docker binary (especially for development testing).<\/span>\r\n<span class=\"c\">#DOCKERD=\"\/usr\/local\/bin\/dockerd\"<\/span>\r\n\r\n<span class=\"c\"># Use DOCKER_OPTS to modify the daemon startup options.<\/span>\r\n<span class=\"nv\">DOCKER_OPTS<\/span><span class=\"o\">=<\/span><span class=\"s2\">\"--dns xx.xx.xx.aa --dns xx.xx.xx.bb\"<\/span>\r\n\r\n<span class=\"c\"># If you need Docker to use an HTTP proxy, it can also be specified here.<\/span>\r\n<span class=\"c\">#export http_proxy=\"http:\/\/127.0.0.1:3128\/\"<\/span>\r\n\r\n<span class=\"c\"># This is also a handy place to tweak where Docker's temporary files go.<\/span>\r\n<span class=\"c\">#export TMPDIR=\"\/mnt\/bigdrive\/docker-tmp\"<\/span>\r\n<span class=\"err\">$<\/span>\r\n<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>service docker restart  \r\n<\/code><\/pre>\n<h2>\u4e0b\u8f7d mnist \u6570\u636e\u96c6<\/h2>\n<pre class=\"post-pre\"><code>nvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>nvidia-docker restart digits\r\nnvtest@WT72:~<span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>nvidia-docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> digits \/bin\/bash\r\nroot@7f0cb8c00720:\/usr\/share\/digits#                                                                                                            \r\nroot@7f0cb8c00720:\/usr\/share\/digits# \r\nroot@0fa423b2a7ee:\/usr\/share\/digits# .\/tools\/download_data\/main.py mnist \/opt\/mnist\r\nDownloading <span class=\"nv\">url<\/span><span class=\"o\">=<\/span>http:\/\/yann.lecun.com\/exdb\/mnist\/train-images-idx3-ubyte.gz ...\r\nDownloading <span class=\"nv\">url<\/span><span class=\"o\">=<\/span>http:\/\/yann.lecun.com\/exdb\/mnist\/train-labels-idx1-ubyte.gz ...\r\nDownloading <span class=\"nv\">url<\/span><span class=\"o\">=<\/span>http:\/\/yann.lecun.com\/exdb\/mnist\/t10k-images-idx3-ubyte.gz ...\r\nDownloading <span class=\"nv\">url<\/span><span class=\"o\">=<\/span>http:\/\/yann.lecun.com\/exdb\/mnist\/t10k-labels-idx1-ubyte.gz ...\r\nUncompressing <span class=\"nv\">file<\/span><span class=\"o\">=<\/span>train-images-idx3-ubyte.gz ...\r\nUncompressing <span class=\"nv\">file<\/span><span class=\"o\">=<\/span>train-labels-idx1-ubyte.gz ...\r\nUncompressing <span class=\"nv\">file<\/span><span class=\"o\">=<\/span>t10k-images-idx3-ubyte.gz ...\r\nUncompressing <span class=\"nv\">file<\/span><span class=\"o\">=<\/span>t10k-labels-idx1-ubyte.gz ...\r\nReading labels from \/opt\/mnist\/train-labels.bin ...\r\nReading images from \/opt\/mnist\/train-images.bin ...\r\nReading labels from \/opt\/mnist\/test-labels.bin ...\r\nReading images from \/opt\/mnist\/test-images.bin ...\r\nDataset directory is created successfully at <span class=\"s1\">'\/opt\/mnist'<\/span>\r\nDone after 130.443932056 seconds.\r\nroot@0fa423b2a7ee:\/usr\/share\/digits# ll \/opt\/mnist\/\r\ntotal 65024\r\ndrwxr-xr-x  4 root root     4096 Sep 17 17:18 .\/\r\ndrwxr-xr-x  3 root root     4096 Sep 17 12:49 ..\/\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root  1648877 Sep 17 17:18 t10k-images-idx3-ubyte.gz\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root     4542 Sep 17 17:18 t10k-labels-idx1-ubyte.gz\r\ndrwxr-xr-x 12 root root     4096 Sep 17 17:18 <span class=\"nb\">test<\/span>\/\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root  7840016 Sep 17 17:18 test-images.bin\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root    10008 Sep 17 17:18 test-labels.bin\r\ndrwxr-xr-x 12 root root     4096 Sep 17 17:18 train\/\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root  9912422 Sep 17 17:18 train-images-idx3-ubyte.gz\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root 47040016 Sep 17 17:18 train-images.bin\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root    28881 Sep 17 17:18 train-labels-idx1-ubyte.gz\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root    60008 Sep 17 17:18 train-labels.bin\r\nroot@0fa423b2a7ee:\/usr\/share\/digits# \r\nroot@0fa423b2a7ee:\/usr\/share\/digits# ll \/opt\/mnist\/train\r\ntotal 3524\r\ndrwxr-xr-x 12 root root    4096 Sep 17 17:18 .\/\r\ndrwxr-xr-x  4 root root    4096 Sep 17 17:18 ..\/\r\ndrwxr-xr-x  2 root root  163840 Sep 17 17:18 0\/\r\ndrwxr-xr-x  2 root root  208896 Sep 17 17:18 1\/\r\ndrwxr-xr-x  2 root root  167936 Sep 17 17:18 2\/\r\ndrwxr-xr-x  2 root root  172032 Sep 17 17:18 3\/\r\ndrwxr-xr-x  2 root root  167936 Sep 17 17:18 4\/\r\ndrwxr-xr-x  2 root root  147456 Sep 17 17:18 5\/\r\ndrwxr-xr-x  2 root root  147456 Sep 17 17:18 6\/\r\ndrwxr-xr-x  2 root root  192512 Sep 17 17:18 7\/\r\ndrwxr-xr-x  2 root root  159744 Sep 17 17:18 8\/\r\ndrwxr-xr-x  2 root root  163840 Sep 17 17:18 9\/\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root      20 Sep 17 17:18 labels.txt\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root 1860000 Sep 17 17:18 train.txt\r\nroot@0fa423b2a7ee:\/usr\/share\/digits# \r\nroot@0fa423b2a7ee:\/usr\/share\/digits# ll \/opt\/mnist\/test \r\ntotal 700\r\ndrwxr-xr-x 12 root root   4096 Sep 17 17:18 .\/\r\ndrwxr-xr-x  4 root root   4096 Sep 17 17:18 ..\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 0\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 1\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 2\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 3\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 4\/\r\ndrwxr-xr-x  2 root root  32768 Sep 17 17:18 5\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 6\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 7\/\r\ndrwxr-xr-x  2 root root  36864 Sep 17 17:18 8\/\r\ndrwxr-xr-x  2 root root  32768 Sep 17 17:18 9\/\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root     20 Sep 17 17:18 labels.txt\r\n<span class=\"nt\">-rw-r--r--<\/span>  1 root root 300000 Sep 17 17:18 test.txt\r\nroot@0fa423b2a7ee:\/usr\/share\/digits# \r\n<\/code><\/pre>\n<p>\u901a\u8fc7Web\u6d4f\u89c8\u5668\u8bbf\u95eeDIGITS\u5e76\u5c06\u4e0b\u8f7d\u7684mnist\u6570\u636e\u6307\u5b9a\u4e3a\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d215437434c4406c2276b\/31-0.png\" alt=\"Screenshot from 2016-09-18 01:24:04.png\" \/><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u63d0\u6761\u4ef6\u7684\u73af\u5883 OS: Ubuntu 16.04 &nbsp; CUDA Driver, Toolkit \u30a4\u30f3 [&hellip;]<\/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-35083","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>Docker, NVIDIA Docker, DIGITS \u5b89\u88c5\u5907\u5fd8\u5f55 - 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\/docker-nvidia-docker-digits-\u5b89\u88c5\u5907\u5fd8\u5f55\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Docker, NVIDIA 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