{"id":45895,"date":"2024-01-11T13:27:44","date_gmt":"2024-01-31T07:40:30","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45895-2\/"},"modified":"2024-05-04T17:54:01","modified_gmt":"2024-05-04T09:54:01","slug":"45895-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45895-2\/","title":{"rendered":""},"content":{"rendered":"

\u3053\u308c\u306fQiita\u30a2\u30c9\u30d9\u30f3\u30c8\u30ab\u30ec\u30f3\u30c0\u30fc2019 Jupyter Notebook\u306e8\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n

Jupyer Kernel\u3063\u3066\u4e00\u3064\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306b\u4f55\u500b\u307e\u3067\u8a70\u3081\u8fbc\u3081\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f
\n\u3053\u308c\u3063\u3066\u30c8\u30ea\u30d3\u30a2\u306b\u306a\u308a\u307e\u305b\u3093\u304b\uff1f<\/p><\/blockquote>\n

\u4eca\u65e5\u306e\u30c8\u30ea\u30d3\u30a2<\/h2>\n

Jupyter Kernel\u306f\u4e00\u3064\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306b??\u500b\u307e\u3067\u8a70\u3081\u8fbc\u3081\u308b\u3002<\/p>\n

\u5b9f\u9a13\u74b0\u5883<\/h2>\n

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\n
\u9805\u76ee\u9805\u76ee\u30db\u30b9\u30c8OSUbuntu 18.04\u30db\u30b9\u30c8CPU\u5c11\u3057\u524d\u306eIntel Core i7 8\u30b3\u30a2\u30db\u30b9\u30c8\u30e1\u30e2\u30ea16GB\u30b3\u30f3\u30c6\u30ca\u74b0\u5883Docker 19.03 (Rootless)\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8Fedora<\/div>\n<\/div>\n

\u5b9f\u9a13\u65b9\u6cd5<\/h2>\n

Docker\u3067\u30ab\u30fc\u30cd\u30eb\u3092\u6ca2\u5c71\u7e4b\u3050\u306b\u306f\u3044\u304f\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308b\u3002<\/p>\n

\/.local\/share\/jupyter\/kernels\u914d\u4e0b\u306b\u30ab\u30fc\u30cd\u30eb\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3092\u66f8\u304f
\nremote_ikernel\u3092\u4f7f\u3063\u3066ssh\u7d4c\u7531\u3067\u30ab\u30fc\u30cd\u30eb\u3092\u8d77\u52d5\u3057\u63a5\u7d9a\u3059\u308b<\/p>\n

\uff11\u756a\u76ee\u306e\u65b9\u6cd5\u306e\u5229\u70b9\u306f\u3001Jupyter\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u63d0\u4f9b\u3057\u3066\u3044\u308b\u8a2d\u5b9a\u65b9\u6cd5\u3067\u3042\u308a\u5b89\u5b9a\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u3068\u3053\u308d\u3002\u3057\u304b\u3057\u3001\u30ab\u30fc\u30cd\u30eb\u3092\u6ca2\u5c71\u8a70\u3081\u8fbc\u3080\u3068\u306a\u308b\u3068\u30ab\u30fc\u30cd\u30eb\u540c\u58eb\u306e\u5e72\u6e09\u304c\u767a\u751f\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u4f8b\u3048\u3070Anaconda\u74b0\u5883\u4e0b\u3067\u3042\u308b\u30ab\u30fc\u30cd\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001\u4ed6\u306eAnaconda\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u306a\u3044\u30ab\u30fc\u30cd\u30eb\u3082Anaconda\uff08\u6b63\u78ba\u306b\u306fConda-forge)\u304c\u63d0\u4f9b\u3059\u308b\u30ea\u30f3\u30ab\u3092\u5229\u7528\u3057\u3066\u5b9f\u884c\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u3001C\u306e\u30e9\u30f3\u30bf\u30a4\u30e0\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u4e00\u81f4\u3057\u306a\u3044\u3068\u5b9f\u884c\u306b\u5931\u6557\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u3053\u308c\u3092\u907f\u3051\u308b\u306b\u306fAnaconda\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u306a\u3044\u3053\u3068\u304c\u89e3\u6c7a\u7b56\u306b\u306a\u308b\u304c\u3001\u30ab\u30fc\u30cd\u30eb\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u82e5\u5e72\u7169\u96d1\u306b\u306a\u308b\u3002<\/p>\n

\uff12\u756a\u76ee\u306e\u65b9\u6cd5\u306e\u5229\u70b9\u306f\u3001SSH\u3067\u7d4c\u7531\u3067\u30ab\u30fc\u30cd\u30eb\u3092\u5b9f\u884c\u3067\u304d\u308b\u306e\u3067Docker-compose\u7b49\u3067Jupyter-kernel\u306e\u30af\u30e9\u30b9\u30bf\u3092\u69cb\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u304c\u3042\u308b\u3002\u3064\u307e\u308a\u3001Jupyter\u306fremote-ikernel\u304c\u63d0\u4f9b\u3059\u308b\u30ab\u30fc\u30cd\u30eb\u3092\u547c\u3073remote-ikernel\u81ea\u8eab\u306f\u30d7\u30ed\u30ad\u30b7\u30fc\u3068\u306a\u308assh\u3067\u63a5\u7d9a\u3057\u305fJupyter Kernel\u306b\u5165\u529b\u3092\u6e21\u3059\u3068\u3044\u3046\u5f62\u3067\u3042\u308b\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u65b9\u6cd5\u306f\u3044\u304f\u3064\u304b\u306e\u30ab\u30fc\u30cd\u30eb\u3067\u3046\u307e\u304f\u52d5\u4f5c\u3057\u306a\u3044\u3002\u3053\u308c\u306f\u3001\u53e4\u3044Jupyter Kernel\u306eAPI\u3092\u53c2\u7167\u3057\u3066\u3044\u305f\u308alocalhost\u3092\u524d\u63d0\u306b\u8a2d\u8a08\u3055\u308c\u305fKernel\u3067Kernel\u306e\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u304c\u3046\u307e\u304f\u884c\u304b\u306a\u3044\u306a\u3069\u306e\u554f\u984c\u304c\u3042\u308b\u3002<\/p>\n

\u305d\u3053\u3067\u4eca\u56de\u306f1\u756a\u76ee\u306e\u65b9\u6cd5\u3092\u63a1\u7528\u3057\u305f\u3002Anaconda\u306f\u4f7f\u308f\u305aFedora\u304c\u63d0\u4f9b\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u3084\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u304c\u63d0\u4f9b\u3059\u308b\u30d1\u30c3\u30b1\u30fc\u30b8\u30de\u30cd\u30fc\u30b8\u30e3(npm, pip\u7b49)\u306e\u307f\u3092\u4f7f\u3063\u3066Jupyter\u74b0\u5883\u3092\u69cb\u6210\u3057\u305f\u3002<\/p>\n

Jupyter Kernel\u304c\u5927\u91cf\u306b\u306a\u308b\u306b\u3064\u308c\u3066Docker\u30a4\u30e1\u30fc\u30b8\u306e\u30d3\u30eb\u30c9\u6642\u9593\u304c\u9577\u304f\u306a\u3063\u3066\u3044\u3063\u305f\u306e\u3067\u3053\u308c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u30de\u30eb\u30c1\u30b9\u30c6\u30fc\u30b8\u30d3\u30eb\u30c9\u3092\u5c0e\u5165\u3057\u30ab\u30fc\u30cd\u30eb\u3054\u3068\u306b\u30d3\u30eb\u30c9\u3092\u884c\u3044\u3001\u6700\u7d42\u7684\u306b\u30ab\u30fc\u30cd\u30eb\u306e\u5b9f\u884c\u306b\u5fc5\u8981\u306a\u90e8\u5206\u3092\u30e1\u30a4\u30f3\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306b\u30b3\u30d4\u30fc\u3059\u308b\u3068\u3044\u3046\u65b9\u91dd\u306b\u3057\u305f\u3002\u7d50\u679c\u7684\u306b\u521d\u56de\u30d3\u30eb\u30c9\u6642\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u6642\u9593\u306f\u5909\u308f\u3089\u306a\u3044\u304c\u30012\u56de\u76ee\u4ee5\u964d\u306e\u30d3\u30eb\u30c9\u3067\u30d3\u30eb\u30c9\u6e08\u307f\u306e\u30ab\u30fc\u30cd\u30eb\u306fDockerfile\u306e\u8a18\u8ff0\u306b\u72ec\u7acb\u3057\u3066\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5927\u5e45\u306a\u6642\u9593\u77ed\u7e2e\u3068\u306a\u3063\u305f\u3002<\/p>\n

\u307e\u305f\u3001Jupyter Kernel\u3068\u306f\u95a2\u4fc2\u306a\u3044\u304cJupyter Lab\u306b\u306fLaTeX\u3092\u7de8\u96c6\u3059\u308b\u62e1\u5f35\u6a5f\u80fd\u304c\u3042\u308b\u306e\u3067\u3001\u3064\u3044\u3067\u306bTeXLive\u3082\u8ffd\u52a0\u3057\u3066\u307f\u305f\u3002<\/p>\n

\u5b9f\u9a13\u7d50\u679c<\/h2>\n

\u6700\u7d42\u7684\u306a\u6210\u679c\u7269\u306f\u3053\u3061\u3089 jupyter-metropolis
\n\u7d50\u679c\u3068\u3057\u306637\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306eJupyterKernel\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u305f\u3002LaTeX\u306e\u7de8\u96c6\u6a5f\u80fd\u3068\u52a0\u3048\u308b\u3068\u5b9f\u306b38\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u7de8\u96c6\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u5bfe\u5fdc\u8a00\u8a9e\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3042\u308b\u3002<\/p>\n

[jovyan@1ca444c5adb0 ~]$ jupyter kernelspec list\r\nAvailable kernels:\r\n  kotlin              \/home\/jovyan\/.ipython\/kernels\/kotlin\r\n  .net-csharp         \/home\/jovyan\/.local\/share\/jupyter\/kernels\/.net-csharp\r\n  .net-fsharp         \/home\/jovyan\/.local\/share\/jupyter\/kernels\/.net-fsharp\r\n  agda                \/home\/jovyan\/.local\/share\/jupyter\/kernels\/agda\r\n  bash                \/home\/jovyan\/.local\/share\/jupyter\/kernels\/bash\r\n  c                   \/home\/jovyan\/.local\/share\/jupyter\/kernels\/c\r\n  clojupyter-0.2.3    \/home\/jovyan\/.local\/share\/jupyter\/kernels\/clojupyter-0.2.3\r\n  common-lisp         \/home\/jovyan\/.local\/share\/jupyter\/kernels\/common-lisp\r\n  coq                 \/home\/jovyan\/.local\/share\/jupyter\/kernels\/coq\r\n  fortran             \/home\/jovyan\/.local\/share\/jupyter\/kernels\/fortran\r\n  go                  \/home\/jovyan\/.local\/share\/jupyter\/kernels\/go\r\n  groovy              \/home\/jovyan\/.local\/share\/jupyter\/kernels\/groovy\r\n  haskell             \/home\/jovyan\/.local\/share\/jupyter\/kernels\/haskell\r\n  ielixir             \/home\/jovyan\/.local\/share\/jupyter\/kernels\/ielixir\r\n  iperl               \/home\/jovyan\/.local\/share\/jupyter\/kernels\/iperl\r\n  java                \/home\/jovyan\/.local\/share\/jupyter\/kernels\/java\r\n  jslab               \/home\/jovyan\/.local\/share\/jupyter\/kernels\/jslab\r\n  julia-1.2           \/home\/jovyan\/.local\/share\/jupyter\/kernels\/julia-1.2\r\n  lua                 \/home\/jovyan\/.local\/share\/jupyter\/kernels\/lua\r\n  ocaml               \/home\/jovyan\/.local\/share\/jupyter\/kernels\/ocaml\r\n  octave              \/home\/jovyan\/.local\/share\/jupyter\/kernels\/octave\r\n  pari_jupyter        \/home\/jovyan\/.local\/share\/jupyter\/kernels\/pari_jupyter\r\n  perl6               \/home\/jovyan\/.local\/share\/jupyter\/kernels\/perl6\r\n  powershell          \/home\/jovyan\/.local\/share\/jupyter\/kernels\/powershell\r\n  prolog              \/home\/jovyan\/.local\/share\/jupyter\/kernels\/prolog\r\n  racket              \/home\/jovyan\/.local\/share\/jupyter\/kernels\/racket\r\n  ruby                \/home\/jovyan\/.local\/share\/jupyter\/kernels\/ruby\r\n  rust                \/home\/jovyan\/.local\/share\/jupyter\/kernels\/rust\r\n  scala               \/home\/jovyan\/.local\/share\/jupyter\/kernels\/scala\r\n  singular            \/home\/jovyan\/.local\/share\/jupyter\/kernels\/singular\r\n  tslab               \/home\/jovyan\/.local\/share\/jupyter\/kernels\/tslab\r\n  vim_kernel          \/home\/jovyan\/.local\/share\/jupyter\/kernels\/vim_kernel\r\n  gap-4               \/usr\/share\/jupyter\/kernels\/gap-4\r\n  ir                  \/usr\/share\/jupyter\/kernels\/ir\r\n  python3             \/usr\/share\/jupyter\/kernels\/python3\r\n  python3-jupyroot    \/usr\/share\/jupyter\/kernels\/python3-jupyroot\r\n  sagemath            \/usr\/share\/jupyter\/kernels\/sagemath\r\n<\/code><\/pre>\n
\u4e0a\u8a18\u306f\u30ab\u30fc\u30cd\u30eb\u540d\u306a\u306e\u3067\u3001\u6539\u3081\u3066\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u5217\u6319\u3059\u308b\u3068\u3001
\nKotlin, C#, F#, Agda Bash, C, C++(jupyroot), Clojure, Common Lisp, Coq, Fortran, Go, Groovy, Haskell, Elixir, Perl, Java, JavaScript, Julia, Lua, OCaml, Octave, PARI, Raku(\u65e7Perl6), PowerShell, Prolog, Racket, Ruby, Rust, Scala, Singular, TypeScript, VimScript, GAP, R, Python3, Sage, (LaTeX)
\n\u3067\u3042\u308b\u3002\u307b\u304b\u306bGauche\u3084Guile\u3068\u3044\u3063\u305fScheme\u7cfb\u7b49\u306e\u30ab\u30fc\u30cd\u30eb\u3082\u3042\u3063\u305f\u304c\u4eca\u56de\u306f\u30d3\u30eb\u30c9\u74b0\u5883\uff08\u7279\u306bGuile\u30ab\u30fc\u30cd\u30eb\u306e\u65b9\uff09\u3092\u6574\u3048\u308b\u306e\u304c\u5104\u52ab\u3060\u3063\u305f\u3053\u3068\u3001\u53b3\u5bc6\u306b\u306f\u540c\u4e00\u3067\u306f\u306a\u3044\u304c\u4e0b\u8a18\u306e\u3088\u3046\u306bRacket\u306e\u4e92\u63db\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u5341\u5206\u3060\u3063\u305f\u3053\u3068\u304b\u3089\u53d6\u308a\u5165\u308c\u3066\u3044\u306a\u3044\u3002<\/p>\n
(import (rnrs lists (6))\r\n        (rnrs base (6))\r\n        (rnrs io simple (6))\r\n<\/code><\/pre>\n
\u5408\u8a08\u306720GB\u307b\u3069\u306e\u5de8\u5927\u306aDocker\u30a4\u30e1\u30fc\u30b8\u304c\u5b8c\u6210\u3057\u305f\u3002\u81ea\u5206\u306e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30ec\u30b8\u30b9\u30c8\u30ea\u306b\u3042\u3052\u308b\u306e\u304c\u7cbe\u4e00\u676f\u3067Github Package Registry\u3084Docker Hub\u306b\u306f\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u5404\u81ea\u3067\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4e0a\u3067\u5171\u6709\u3059\u308b\u306a\u3069\u3057\u3066\u4f7f\u7528\u3059\u308b\u306e\u304c\u826f\u3044\u3068\u601d\u308f\u308c\u308b\u3002<\/p>\n
\u307e\u3068\u3081<\/h2>\n
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