{"id":1119,"date":"2023-04-01T21:42:00","date_gmt":"2023-04-01T21:42:00","guid":{"rendered":"https:\/\/rawbytes.org\/?p=1119"},"modified":"2025-11-24T02:59:49","modified_gmt":"2025-11-24T02:59:49","slug":"nvidia-container-toolkit%e3%81%a7gpu-enabled%e3%81%aadocker-image%e3%81%a7%e4%bd%9c%e6%a5%ad%e3%81%97%e3%81%9f%e3%81%a8%e3%81%8d%e3%81%ae%e4%bd%9c%e6%a5%ad%e3%83%a1%e3%83%a2","status":"publish","type":"post","link":"https:\/\/rawbytes.org\/?p=1119","title":{"rendered":"NVidia Container Toolkit\u3067gpu-enabled\u306adocker image\u3067\u4f5c\u696d\u3057\u305f\u3068\u304d\u306e\u4f5c\u696d\u30e1\u30e2"},"content":{"rendered":"

GPU\u3092\u5229\u7528\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u7cfb\u306e\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b \u3001CUDA\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u7b49\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u6574\u5408\u6027\u3067\u56f0\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u5fc5\u305a\u3057\u3082\u6700\u65b0\u7248\u306b\u3057\u3066\u304a\u3051\u3070\u3044\u3044\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u7d50\u69cb\u3042\u308b\uff08\u6c17\u304c\u3059\u308b\uff09<\/p>\n

docker\u30b3\u30f3\u30c6\u30ca\u5185\u3067gpu\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308bNvidia Container Tookit\u3092Nvidia\u304c\u63d0\u4f9b\u3057\u3066\u304f\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u3092\u5229\u7528\u3059\u308b\u3068\u4efb\u610f\u306eCUDA\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u74b0\u5883\u304c\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3068\u3044\u3046\u4f5c\u696d\u30e1\u30e2\u3002<\/p>\n

<\/p>\n

\uff11\uff0eNvidia Container Toolkit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/p>\n

\u30db\u30b9\u30c8OS\u5074\u306b\u3001Nvidia Linux Driver\u3068Nvidia Container Toolkit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001docker runtime\u306bnvidia\u30e9\u30f3\u30bf\u30a4\u30e0\u3092\u8a8d\u8b58\u3057\u3066\u3082\u3089\u3046\u307e\u3067\u4e0b\u8a18\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u6cbf\u3063\u3066\u8a2d\u5b9a\u3002<\/p>\n

\u30db\u30b9\u30c8\u5074\u306b\u306fNvidia Linux Driver\u304a\u3088\u3073NVidia Container Toolkit \u3060\u3051\u3067\u826f\u3044\u306e\u3067\u3001CUDA\u3067\u6c17\u3092\u75c5\u3080\u5fc5\u8981\u304c\u306a\u3044\uff08\u305f\u3076\u3093\uff09<\/p>\n<\/p>\n

https:\/\/docs.nvidia.com\/datacenter\/cloud-native\/container-toolkit\/install-guide.html<\/p>\n

 <\/p>\n

\uff12\uff0egpu\u304c\u8a8d\u8b58\u3055\u308c\u3066\u3044\u308b\u304b\u306e\u78ba\u8a8d\u65b9\u6cd5<\/p>\n

\u3053\u308c\u3082\u66f8\u3044\u3066\u3042\u308b\u901a\u308a\u3060\u304c\u3001<\/p>\n

$ sudo <\/span>docker <\/span>run <\/span>–rm <\/span>–runtime=<\/span>nvidia <\/span>–gpus <\/span>all <\/span>nvidia\/cuda:11.6.2-base-ubuntu20.04 <\/span>nvidia-smi<\/p>\n

\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u30db\u30b9\u30c8OS\u3068\u540c\u69d8\u306bgpu\u306e\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u308c\u3070OK\u3002<\/p>\n

 <\/p>\n

\uff13\uff0edocker\u30a4\u30e1\u30fc\u30b8\u306f\u3069\u3053\u306b\u3042\u308b\u306e<\/p>\n

 https:\/\/hub.docker.com\/r\/nvidia\/cuda<\/p>\n

\u3053\u3053\u306b\u4efb\u610f\u306e\u30d9\u30fc\u30b9OS\u3068CUDA\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u7d44\u307f\u5408\u308f\u305b\u306etag\u304c\u3042\u308b\u306e\u3067\u3001\u5fc5\u8981\u306a\u3082\u306e\u3092\u4f7f\u3048\u3070\u826f\u3044\u3002<\/p>\n

 <\/p>\n

\uff14\uff0e\u5fc5\u8981\u306a\u30b3\u30de\u30f3\u30c9\u3068\u304b\u304c\u898b\u5f53\u305f\u3089\u306a\u3044\u3093\u3060\u3051\u3069…\uff1f<\/p>\n

\u4e0a\u8a18\u306eDocker Image\u306f\u3001NVidia\u95a2\u4fc2\u306e\u30c4\u30fc\u30eb\u304c\u6e96\u5099\u3055\u308c\u3066\u3044\u308b\u4e00\u65b9\u3001curl git\u306a\u3069\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u306a\u3044\u3057\u3001python \u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u306a\u3044\u3063\u307d\u3044\u3002\u306a\u306e\u3067\u5b9f\u969b\u306b\u306f\u3001\u4e0a\u8a18\u30a4\u30e1\u30fc\u30b8\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u4e0b\u8a18\u307f\u305f\u3044\u306b\u5171\u901a\u3067\u4f7f\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u3092\u4f5c\u3063\u3066\u304a\u304f\u306e\u304c\u826f\u3044\u3068\u601d\u3046\u3002<\/p>\n

———————————<\/p>\n

 $ cat Dockerfile
FROM nvidia\/cuda:11.6.2-base-ubuntu20.04<\/p>\n

# Install needed packages
RUN apt-get update &&
    apt-get install -y –no-install-recommends curl git python3 python3-pip &&
    rm -rf \/var\/lib\/apt\/lists\/*<\/p>\n

# Make python3 default
RUN update-alternatives –install \/usr\/bin\/python python \/usr\/bin\/python3 1<\/p>\n

———————————<\/p>\n<\/p>\n

\u4e0a\u8a18\u306e\u3046\u3061\u6700\u5f8c\u306e\u884c\u306f\u3001Ubuntu\u306e\u6a19\u6e96\u30d1\u30c3\u30b1\u30fc\u30b8\u3067\u306fpython\u30b3\u30de\u30f3\u30c9\u3067\u306fpython2\u7cfb\u304c\u8d77\u52d5\u3057\u3066\u3057\u307e\u3046\u3063\u307d\u3044\u306e\u3067\u3001\u305d\u308c\u3092\u5207\u308a\u66ff\u3048\u308b\u65b9\u6cd5\uff08\u8a73\u3057\u304f\u306fupdate-alternatives\u3067\u691c\u7d22\u305b\u3088\uff09\u3002\u672c\u5f53\u306fpyenv\u3068\u304b\u3067cuda\u540c\u69d8\u306b\u5fc5\u8981\u306apython\u30e9\u30f3\u30bf\u30a4\u30e0\u3092\u9078\u629e\u3057\u305f\u307b\u3046\u304c\u826f\u3055\u305d\u3046\u306a\u6c17\u3082\u3059\u308b\u304c\u3001\u3068\u308a\u3042\u3048\u305a\u3053\u306e\u3088\u3046\u306b\u3059\u308b<\/p>\n

 <\/p>\n

\uff15\uff0e\u4f5c\u696d\u306f\u3069\u3093\u306a\u3075\u3046\u306b\u3059\u308c\u3070\uff1f<\/p>\n

docker image\u5185\u306b\u5165\u3063\u3066\u4f5c\u696d\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3059\u308c\u3070\u826f\u3044\u3002
\n(image\u540d)\u306e\u3068\u3053\u308d\u306f\u4f5c\u6210\u3057\u305f\u4efb\u610f\u306eimage\u540d\u306b\u3059\u308b\u3002\u3042\u3068\u306e\u6ce8\u610f\u70b9\u306f–gpus
\nall\u3068\u304b\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u3064\u3051\u306a\u3044\u3068\u3060\u3081\u306a\u306e\u3068\u3001\u4e00\u6642\u7684\u306b\u4f5c\u696d\u3068\u304b\u78ba\u8a8d\u3057\u305f\u3044\u3060\u3051\u306e\u3068\u304d\u306b\u306f–rm\u30aa\u30d7\u30b7\u30e7\u30f3\u3082\u3064\u3051\u306a\u3044\u3068\u30b4\u30df\u306e\u30b3\u30f3\u30c6\u30ca\u304c\u305f\u304f\u3055\u3093\u3067\u3042\u3068\u3067\u56f0\u308b\uff08rm\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u5b9f\u884c\u7d42\u4e86\u5f8c\u306b\u5f53\u8a72\u30b3\u30f3\u30c6\u30ca\u304c\u81ea\u52d5\u3067\u524a\u9664\u3055\u308c\u308b\uff09\u3002<\/p>\n

$ docker run –rm -it –gpus all (image\u540d)<\/p>\n<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"

GPU\u3092\u5229\u7528\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u7cfb\u306e\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b \u3001CUDA\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u7b49\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u6574\u5408\u6027\u3067\u56f0\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u5fc5\u305a\u3057\u3082\u6700\u65b0\u7248\u306b\u3057\u3066\u304a\u3051\u3070\u3044\u3044\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u7d50\u69cb\u3042\u308b\uff08\u6c17\u304c\u3059\u308b\uff09 docker\u30b3\u30f3\u30c6\u30ca\u5185\u3067gpu\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308bNvidia Container Tookit\u3092Nvidia\u304c\u63d0\u4f9b\u3057\u3066\u304f\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u3092\u5229\u7528\u3059\u308b\u3068\u4efb\u610f\u306eCUDA\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u74b0\u5883\u304c\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3068\u3044\u3046\u4f5c\u696d\u30e1\u30e2\u3002 \uff11\uff0eNvidia Container Toolkit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \u30db\u30b9\u30c8OS\u5074\u306b\u3001Nvidia Linux Driver\u3068Nvidia Container Toolkit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001docker runtime\u306bnvidia\u30e9\u30f3\u30bf\u30a4\u30e0\u3092\u8a8d\u8b58\u3057\u3066\u3082\u3089\u3046\u307e\u3067\u4e0b\u8a18\u306e\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u6cbf\u3063\u3066\u8a2d\u5b9a\u3002 \u30db\u30b9\u30c8\u5074\u306b\u306fNvidia Linux Driver\u304a\u3088\u3073NVidia Container Toolkit \u3060\u3051\u3067\u826f\u3044\u306e\u3067\u3001CUDA\u3067\u6c17\u3092\u75c5\u3080\u5fc5\u8981\u304c\u306a\u3044\uff08\u305f\u3076\u3093\uff09 https:\/\/docs.nvidia.com\/datacenter\/cloud-native\/container-toolkit\/install-guide.html   \uff12\uff0egpu\u304c\u8a8d\u8b58\u3055\u308c\u3066\u3044\u308b\u304b\u306e\u78ba\u8a8d\u65b9\u6cd5 \u3053\u308c\u3082\u66f8\u3044\u3066\u3042\u308b\u901a\u308a\u3060\u304c\u3001 $ sudo docker run –rm –runtime=nvidia –gpus all nvidia\/cuda:11.6.2-base-ubuntu20.04 nvidia-smi \u306e\u3088\u3046\u306b\u3057\u3066\u3001\u30db\u30b9\u30c8OS\u3068\u540c\u69d8\u306bgpu\u306e\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u308c\u3070OK\u3002   \uff13\uff0edocker\u30a4\u30e1\u30fc\u30b8\u306f\u3069\u3053\u306b\u3042\u308b\u306e  https:\/\/hub.docker.com\/r\/nvidia\/cuda \u3053\u3053\u306b\u4efb\u610f\u306e\u30d9\u30fc\u30b9OS\u3068CUDA\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u7d44\u307f\u5408\u308f\u305b\u306etag\u304c\u3042\u308b\u306e\u3067\u3001\u5fc5\u8981\u306a\u3082\u306e\u3092\u4f7f\u3048\u3070\u826f\u3044\u3002   \uff14\uff0e\u5fc5\u8981\u306a\u30b3\u30de\u30f3\u30c9\u3068\u304b\u304c\u898b\u5f53\u305f\u3089\u306a\u3044\u3093\u3060\u3051\u3069…\uff1f \u4e0a\u8a18\u306eDocker Image\u306f\u3001NVidia\u95a2\u4fc2\u306e\u30c4\u30fc\u30eb\u304c\u6e96\u5099\u3055\u308c\u3066\u3044\u308b\u4e00\u65b9\u3001curl git\u306a\u3069\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u306a\u3044\u3057\u3001python \u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u306a\u3044\u3063\u307d\u3044\u3002\u306a\u306e\u3067\u5b9f\u969b\u306b\u306f\u3001\u4e0a\u8a18\u30a4\u30e1\u30fc\u30b8\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u4e0b\u8a18\u307f\u305f\u3044\u306b\u5171\u901a\u3067\u4f7f\u3046\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u3092\u4f5c\u3063\u3066\u304a\u304f\u306e\u304c\u826f\u3044\u3068\u601d\u3046\u3002 ———————————  $ cat DockerfileFROM nvidia\/cuda:11.6.2-base-ubuntu20.04 # Install needed packagesRUN apt-get […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1119","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/rawbytes.org\/index.php?rest_route=\/wp\/v2\/posts\/1119","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rawbytes.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rawbytes.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rawbytes.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/rawbytes.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1119"}],"version-history":[{"count":1,"href":"https:\/\/rawbytes.org\/index.php?rest_route=\/wp\/v2\/posts\/1119\/revisions"}],"predecessor-version":[{"id":1120,"href":"https:\/\/rawbytes.org\/index.php?rest_route=\/wp\/v2\/posts\/1119\/revisions\/1120"}],"wp:attachment":[{"href":"https:\/\/rawbytes.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1119"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rawbytes.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1119"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rawbytes.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1119"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}