{"id":45902,"date":"2023-01-30T04:14:20","date_gmt":"2023-03-29T06:42:42","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/45902-2\/"},"modified":"2024-04-29T12:10:59","modified_gmt":"2024-04-29T04:10:59","slug":"45902-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/45902-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u524d\u53e3\u4e0a\uff08\u8208\u5473\u306a\u3044\u65b9\u306f\u30b9\u30ad\u30c3\u30d7\u3057\u307e\u3057\u3087\u3046\uff09<\/h1>\n<p>SageMath\u306fPython\u30d9\u30fc\u30b9\u306eOSS\u6570\u5b66\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002JupyterLab\/Hub\u3068\u306e\u7d44\u5408\u305b\u3067\u8a08\u7b97\u3057\u306a\u304c\u3089\u52c9\u5f37\u30fb\u7814\u7a76\u30ce\u30fc\u30c8\u3092\u4f5c\u308b\u306e\u304c\u975e\u5e38\u306b\u3084\u308a\u3084\u3059\u304f\u306a\u3063\u305f\u306e\u3067\u91cd\u5b9d\u3057\u3066\u3044\u307e\u3059\u3002\uff08$\\LaTeX$ \u30b3\u30de\u30f3\u30c9\u304c\u307b\u307c\u81ea\u7531\u306b\u4f7f\u3048\u308bMarkdown\u7d20\u6674\u3089\u3057\u3044\uff01\uff09<\/p>\n<p>Mathematica\u3084Maple\u3001Maxima\u3067\u3082\u53e4\u304f\u304b\u3089notebook\u306e\u6a5f\u80fd\u306f\u3042\u308a\u307e\u3057\u305f\u304c\u3001Jupyter\u307b\u3069\u6a19\u6e96\u5316\u3057\u3066\u304a\u3089\u305a\u3001\u307e\u305f\u3001\u6a5f\u80fd\u7684\u306b\u3082\u3042\u307e\u308a\u6e80\u8db3\u306e\u3067\u304d\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u4ed5\u65b9\u306a\u304f\u3053\u308c\u3089\u306e\u30b7\u30b9\u30c6\u30e0\u306f\u8a08\u7b97\u306b\u5c02\u5ff5\u3055\u305b\u308b\u3068\u3044\u3046\u4f7f\u3044\u65b9\u3092\u9577\u3089\u304f\u3057\u3066\u304d\u305f\u8eab\u3068\u3057\u3066\u306fSageMath + Jupyter\u306f\u975e\u5e38\u306b\u65b0\u9bae\u3067\u3057\u305f\u3002<\/p>\n<p>\u3055\u3066\u3001\u305d\u3093\u306aSageMath\u3067\u3059\u304c\u3001\u6700\u65b0\u7248\u3092\u624b\u8efd\u306b\uff08\u3057\u304b\u3082\u5b89\u5b9a\u7684\u306b\uff01\uff09\u5229\u7528\u3067\u304d\u308b\u74b0\u5883\u306f\u610f\u5916\u3068\u5c11\u306a\u3044\u306e\u3067\u3059\u3002\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308c\u3070<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">3-manifolds project\u304c\u7528\u610f\u3057\u305fMacOS\u5411\u3051\u30d0\u30a4\u30ca\u30ea\u3092\u4f7f\u3046<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Arch Linux\u306e\u6a19\u6e96\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u4f7f\u3046<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Docker image\u3092\u4f7f\u3046<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Conda-forge\u3092\u4f7f\u3046<\/ul>\n<p>\u3067\u3057\u3087\u3046\u304b\u3002Windows\u306b\u81f3\u3063\u3066\u306fWSL2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\uff08\u8981\u3059\u308b\u306bWindows\u4e0a\u306bLinux\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3066\uff09\u5c0e\u5165\u3059\u308b\u3068\u3044\u3046\u898b\u6368\u3066\u3089\u308c\u305f\u611f\u3068\u3067\u3082\u3044\u3044\u307e\u3057\u3087\u3046\u304b\u2026\uff08\u7b11\uff09<br \/>\nLinux\u306e\u5404\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u3082\u6a19\u6e96\u30d1\u30c3\u30b1\u30fc\u30b8\u3067SageMath\u306f\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30b3\u30f3\u30b9\u30bf\u30f3\u30c8\u306b\u6700\u65b0\u7248\u3092\u8ffd\u3044\u304b\u3051\u3066\u3044\u308b\u306e\u306f\u65e5\u672c\u3067\u306f\u5229\u7528\u8005\u304c\u5c11\u306a\u305d\u3046\u306a\uff08\uff1f\uff09Arch Linux\u306e\u307f\u3002<\/p>\n<p>Conda-forge\u304c\u3042\u308b\u306a\u3089\u305d\u308c\u3067\u30e6\u30cb\u30d0\u30fc\u30b5\u30eb\u306b\u4f7f\u3048\u308b\u3093\u3058\u3083\u306a\u3044\u306e\u304b\uff1f \u3068\u3082\u601d\u3048\u307e\u3059\u304c\u3001\u3069\u3046\u306a\u3093\u3067\u3057\u3087\u3046\uff1f\uff08\u79c1\u306f\u4f7f\u3063\u305f\u3053\u3068\u304c\u306a\u3044\uff09\u3000\u904e\u53bb\u306bSageMath\u306fLinux x86_64\u5411\u3051\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u6e08\u307f\u30d0\u30a4\u30ca\u30ea\u30d5\u30a1\u30a4\u30eb\u3092tarball\u3067\u63d0\u4f9b\u3057\u3066\u3044\u305f\u6642\u671f\u3082\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u540c\u3058Ubuntu\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3082Intel Xeon CPU\u306e\u4e16\u4ee3\u9055\u3044\u3067\u52d5\u3044\u305f\u308a\u52d5\u304b\u306a\u304b\u3063\u305f\u308a\u3068\u4e0d\u5b89\u5b9a\u3067\u3057\u305f1\u3002\u305d\u3046\u3044\u3046\u904e\u53bb\u304c\u3042\u308b\u3060\u3051\u306b\u3001\u3042\u307e\u308a\u4fe1\u7528\u304c\u3067\u304d\u306a\u3044\u2026<\/p>\n<p>\u305d\u3053\u3078\u6765\u3066Docker\u30a4\u30e1\u30fc\u30b8\u306a\u3089\u3070\u304b\u306a\u308a\u671f\u5f85\u3067\u304d\u308b\u3002\u306a\u306b\u3057\u308d\u30d3\u30eb\u30c9\u6642\u3068\u5229\u7528\u6642\u3067\u540c\u3058\u5171\u6709\u30e9\u30a4\u30d6\u30e9\u30ea\u74b0\u5883\u306b\u3067\u304d\u307e\u3059\u304b\u3089\u306d\u3002\u3088\u307b\u3069\u75c5\u7684\u306a\u554f\u984c\u3067\u306a\u3044\u9650\u308a\u306f\u3046\u307e\u304f\u52d5\u304f\u306f\u305a\u3002<\/p>\n<p>\u6700\u7d42\u7684\u306b\u306f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u304b\u3089\u5168\u30d3\u30eb\u30c9\u3059\u308b\u3068\u3044\u3046\u624b\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u30d3\u30eb\u30c9\u74b0\u5883\u7528\u306b\u30b3\u30f3\u30d1\u30a4\u30e9\u3084\u3089\u4f9d\u5b58\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30d8\u30c3\u30c0\u30d5\u30a1\u30a4\u30eb\u3084\u3089\u95a2\u9023\u30d5\u30a1\u30a4\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u5de8\u5927\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306a\u306e\u3067\u30d3\u30eb\u30c9\u306b\u304b\u306a\u308a\u306e\u6642\u9593\u3092\u8981\u3057\u307e\u3059\u3002\uff08\u5272\u3068\u65b0\u3057\u3044Xeon\u30de\u30b7\u30f3\u306712\u4e26\u884c\u5b9f\u884c\u3067\u308240\u5206\u7a0b\u5ea6\u304b\u304b\u308a\u307e\u3059\u3002Raspberry Pi 4 8GB\u3067\u306f4\u4e26\u884c\u5b9f\u884c\u30677\u6642\u9593\u7a0b\u5ea6\u3082\u304b\u304b\u308a\u307e\u3059\uff01\uff09<\/p>\n<p>\u3044\u3084\u3001\u305d\u308c\u4ee5\u4e0a\u306b\u305d\u3082\u305d\u3082\u30d3\u30eb\u30c9\u3092\u3069\u3046\u3084\u3063\u3066\u3084\u308b\u306e\u304b\u306a\u3069\u306e\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u30d0\u30ab\u306b\u306a\u308a\u307e\u305b\u3093\u3002\u30d3\u30eb\u30c9\u6642\u306e\u30a8\u30e9\u30fc\u306b\u3082\u81ea\u5206\u3067\u5bfe\u5fdc\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u305d\u3046\u3044\u3046\u4f5c\u696d\u304c\u8da3\u5473\u3068\u3044\u3046\u306e\u3067\u306a\u3044\u9650\u308a\u306f\u8328\u306e\u9053\u3067\u3059\u3002<\/p>\n<p>\u3068\u3044\u3046\u308f\u3051\u3067\u3001Docker\u30b3\u30f3\u30c6\u30ca\u306b\u6ce8\u76ee\u3057\u307e\u3059\u3002<\/p>\n<h1>1. \u6982\u8981<\/h1>\n<p>SageMath\u306f\u516c\u5f0f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304cDocker\u30a4\u30e1\u30fc\u30b8\u3092\u7528\u610f\u3057\u3066\u3044\u3066\u304f\u308c\u3066\u3044\u308b\u306e\u3067\u3053\u308c\u3092\u5229\u7528\u3057\u307e\u3059\u3002SageMath\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306f\u516c\u5f0f\u306eDocker Hub\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>README\u3092\u8aad\u3080\u3068\u5206\u304b\u308a\u307e\u3059\u304c\u3001SageMath\u306e\u30a4\u30e1\u30fc\u30b8\u5185\u306bJupyterLab\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u6e08\u307f\u3067\u3042\u308a\u3001\u81ea\u524d\u74b0\u5883\u306eJupyterLab\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u306a\u3044\u4eba\u306f\u304a\u3068\u306a\u3057\u304fSageMath\u4ed8\u5c5e\u306eJupyterLab\u3092\u4f7f\u3044\u307e\u3057\u3087\u3046\u3002\u79c1\u306e\u5834\u5408\u306f\u81ea\u524d\u306eJupyterHub\u74b0\u5883\u3092\u7528\u610f\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u306e\u74b0\u5883\u304b\u3089SageMath\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>SageMath\u3092\u81ea\u524d\u306eJupyter\u304b\u3089\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e&#8221;Setting up SageMath as a Jupyter kernel in an existing Jupyter notebook or JupyterLab installation&#8221;\u306b\u3057\u305f\u304c\u3063\u3066Jupyter kernel\u3092\u6e96\u5099\u3059\u308b\u306e\u304c\u57fa\u672c\u3067\u3059\u3002\u3057\u304b\u3057\u306a\u304c\u3089\u3001\u30b3\u30f3\u30c6\u30ca\u306e\u5834\u5408\u306f\u30e6\u30fc\u30b6\u30fc\u3084\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u6210\u304c\u3001\u4e00\u822c\u7684\u306b\u306f\u30db\u30b9\u30c8OS\u3068\u30b3\u30f3\u30c6\u30ca\u3067\u7570\u306a\u308b\u306e\u3067\u3001\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u304c\u672c\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u4e3b\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h1>2. \u901a\u5e38\u69cb\u6210\u3068\u5b9f\u73fe\u3057\u305f\u3044\u69cb\u6210<\/h1>\n<p>\u4f8b\u3048\u3070\u81ea\u524d\u306eJupyterLab\/Hub\u306b\u304a\u3044\u3066\u3001IPython\u30ab\u30fc\u30cd\u30eb\u3001Wolfram Engine\u30ab\u30fc\u30cd\u30eb\u3001SageMath\u30ab\u30fc\u30cd\u30eb\u3092\u904b\u7528\u3059\u308b\u72b6\u6cc1\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002Docker\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u308f\u306a\u3044\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u6210\u3068\u306a\u308a\u307e\u3059\u3002JupyterLab\/Hub\u542b\u3080\u3059\u3079\u3066\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u30db\u30b9\u30c8OS\u4e0a\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n<p>\u3010\u56f31: \u30b3\u30f3\u30c6\u30ca\u3092\u4f7f\u308f\u306a\u3044Jupyter\u69cb\u6210\u3011<\/p>\n<p><iframe><br \/>\n<\/iframe><\/p>\n<p>Jupyter\u306f\u5404\u30ab\u30fc\u30cd\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u5b9f\u4f53\u30d7\u30ed\u30bb\u30b9\u3092\u8d77\u52d5\u3057\u3001\u30ab\u30fc\u30cd\u30eb\u306f\u305d\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u901a\u4fe1\u3057\u3066\u30bb\u30eb\u5165\u51fa\u529b\u306e\u305f\u3081\u306e\u3084\u308a\u53d6\u308a\uff08Data I\/O\uff09\u3092\u884c\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u304c\u5fc5\u8981\u306a\u5834\u5408\u306fJupyterLab\/Hub\u304a\u3088\u3073\u5404\u30d7\u30ed\u30bb\u30b9\u306f\u76f4\u63a5\u30e6\u30fc\u30b6\u30fc\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066File I\/O\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3066\u3001SageMath\u3092Docker\u30b3\u30f3\u30c6\u30ca\u306b\u3057\u305f\u5834\u5408\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69cb\u6210\u306b\u4ed5\u7acb\u3066\u4e0a\u3052\u306a\u3044\u3068\u6a19\u6e96\u7684\u306a\u64cd\u4f5c\u3059\u3089\u307e\u307e\u306a\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3010\u56f32: \u30b3\u30f3\u30c6\u30ca\u3092\u4f7f\u3063\u305fJupyter\u69cb\u6210\u3011<\/p>\n<p><iframe><br \/>\n<\/iframe><\/p>\n<p>\u898b\u3066\u306e\u901a\u308a\u3001SageMath\u30b3\u30f3\u30c6\u30ca\u5185\u3067\u306fsage\u30e6\u30fc\u30b6\u30fc\u3057\u304b\u304a\u3089\u305a\u3001\u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3082\/home\/sage\u3067\u3059\u3002\u3053\u306e\u307e\u307e\u3067\u306fSageMath\u30d7\u30ed\u30bb\u30b9\u306f\u30b3\u30f3\u30c6\u30ca\u5185\u3067\u3057\u304b\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u304c\u3067\u304d\u307e\u305b\u3093\u3002Jupyter\u3067\u6271\u3046\u305f\u3081\u306b\u306fSageMath\u30b3\u30f3\u30c6\u30ca\u5185\u306eSageMath\u30d7\u30ed\u30bb\u30b9\u304c\u30b3\u30f3\u30c6\u30ca\u5916\u306eJupyter\u3068\u30c7\u30fc\u30bf\u901a\u4fe1\u3067\u304d\u306a\u3044\u3068\u3044\u3051\u307e\u305b\u3093\u3057\u3001Jupyter\u30e6\u30fc\u30b6\u30fc\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u30b3\u30f3\u30c6\u30ca\u5185\u306eSageMath\u30d7\u30ed\u30bb\u30b9\u304b\u3089\u8aad\u307f\u66f8\u304d\u3067\u304d\u306a\u3044\u3068\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n<p>\u5e78\u3044\u306a\u3053\u3068\u306b\u3001Jupyter Kernel\u3068\u30d7\u30ed\u30bb\u30b9\u306eData I\/O\u306f\uff08connection_file\u3068\u540d\u4ed8\u3051\u3089\u308c\u305f\uff09\u30d5\u30a1\u30a4\u30eb\u7d4c\u7531\u3067\u884c\u308f\u308c\u3001Jupyter\u30e6\u30fc\u30b6\u30fc\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3082\u30b3\u30f3\u30c6\u30ca\u5185\u304b\u3089\u6271\u3048\u308c\u3070\u3088\u3044\u306e\u3067\u3001Docker\u306evolume mount\u3067\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002<\/p>\n<h1>3. \u6e96\u5099\u624b\u9806<\/h1>\n<p>\u4ee5\u964d\u306f2023\u5e742\u6708\u73fe\u5728\u306e\u6700\u65b0\u74b0\u5883\u3067\u3042\u308bSageMath 9.7 Docker image\u3092\u5bfe\u8c61\u3068\u3057\u3066\u624b\u9806\u3092\u8a18\u8f09\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001Docker\u30a8\u30f3\u30b8\u30f3\u81ea\u4f53\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306b\u3064\u3044\u3066\u306f\u5272\u611b\u3057\u307e\u3059\u3002<\/p>\n<h2>3.1. \u516c\u5f0fDocker\u30a4\u30e1\u30fc\u30b8\u306epull\u3001\u52d5\u4f5c\u78ba\u8a8d<\/h2>\n<p>docker run\u3059\u308b\u524d\u306b\u3042\u3089\u304b\u3058\u3081\u30a4\u30e1\u30fc\u30b8\u3092pull\u3057\u3066\u304a\u304d\u307e\u3059\u3002\uff08\u3044\u304d\u306a\u308arun\u3057\u3066\u3082\u554f\u984c\u306a\u3044\u3067\u3059\u304c\u4e00\u5fdc\u2026\uff09<\/p>\n<pre class=\"post-pre\"><code>docker pull sagemath\/sagemath:9.7\r\n<\/code><\/pre>\n<p>pull\u304c\u4e0a\u624b\u304f\u884c\u3051\u3070\u3001run\u3057\u3066\u30b3\u30f3\u30bd\u30fc\u30ebSageMath\u306e\u52d5\u4f5c\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>docker run --rm -it sagemath\/sagemath:9.7\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u305d\u306e\u307e\u307e\u30b3\u30f3\u30bd\u30fc\u30eb\u3067SageMath\u304c\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\r\n\u2502 SageMath version 9.7, Release Date: 2022-09-19                     \u2502\r\n\u2502 Using Python 3.10.5. Type \"help()\" for help.                       \u2502\r\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\r\nsage: var('x,y')\r\n(x, y)\r\nsage: expand((x + y)^3)   # \u6b63\u3057\u304f\u5f0f\u5c55\u958b\u3067\u304d\u308b\u304b\u78ba\u8a8d\r\nx^3 + 3*x^2*y + 3*x*y^2 + y^3\r\nsage: exit                # \u3068\u308a\u3042\u3048\u305a\u6b63\u3057\u304f\u52d5\u3044\u3066\u3044\u308b\u307f\u305f\u3044\u306a\u306e\u3067\u7d42\u4e86\r\n<\/code><\/pre>\n<h2>3.2. Jupyter kernel\u95a2\u4fc2\u30d5\u30a1\u30a4\u30eb\u306e\u53d6\u308a\u51fa\u3057<\/h2>\n<p>SageMath\u30a4\u30e1\u30fc\u30b8\u5185\u306eJupyter Kernel\u95a2\u9023\u30d5\u30a1\u30a4\u30eb\u3092\u53d6\u308a\u51fa\u3057\u3066\u3001\u81ea\u524d\u306eJupyterLab\/Hub\u5185\u306b\u914d\u7f6e\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># SageMath docker\u306ebash\u3092\u8d77\u52d5\u3059\u308b<\/span>\r\n<span class=\"c\"># \u4f5c\u696d\u30e6\u30fc\u30b6\u30fc\u306e\u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u306b\u30b3\u30d4\u30fc\u5148\u3092\u4f5c\u308a\u3001\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc\u3059\u308b<\/span>\r\n<span class=\"nb\">mkdir<\/span> ~\/tmp\r\n<span class=\"c\"># ~\/tmp \u3092\u30b3\u30f3\u30c6\u30ca\u5185\u306e \/home\/sage\/tmp \u306bvolume mount \u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3059\u308b<\/span>\r\ndocker run <span class=\"nt\">-it<\/span> <span class=\"nt\">--rm<\/span> <span class=\"nt\">-v<\/span> ~\/tmp:\/home\/sage\/tmp sagemath\/sagemath:9.7 bash\r\n<\/code><\/pre>\n<p>\u4ee5\u964d\u306f\u30b3\u30f3\u30c6\u30ca\u5185\uff08\u8d77\u52d5\u3057\u305fbash\uff09\u3067\u306e\u4f5c\u696d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># Jupyter kernel\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u63a2\u3059<\/span>\r\n<span class=\"nb\">cd<\/span> \/\r\nfind <span class=\"nt\">-name<\/span> kernels <span class=\"nt\">-print<\/span>\r\n<span class=\"c\"># find\u306e\u7d50\u679c\u304b\u3089 \/home\/sage\/sage\/local\/var\/lib\/sage\/venv-python3.10.5\/share\/jupyter\/kernels \u3060\u3068\u5206\u304b\u308b\u3002<\/span>\r\n<span class=\"nb\">cd<\/span> \/home\/sage\/sage\/local\/var\/lib\/sage\/venv-python3.10.5\/share\/jupyter\/kernels\r\n<span class=\"nb\">ls<\/span> <span class=\"nt\">-l<\/span>\r\n<span class=\"c\"># sagemath\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3054\u3068\u30b3\u30f3\u30c6\u30ca\u5916\u306b\u30b3\u30d4\u30fc\u3059\u308b\u3002<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-r<\/span> sagemath ~\/tmp\/\r\n<span class=\"nb\">ls<\/span> <span class=\"nt\">-l<\/span> ~\/tmp\/sagemath\r\n<span class=\"c\"># ls\u306e\u7d50\u679c\u3092\u898b\u308b\u3068\u5206\u304b\u308b\u304c\u3001Jupyter\u7528\u30a2\u30a4\u30b3\u30f3\u3078\u306e\u30ea\u30f3\u30af\u304c\u9593\u9055\u3063\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/span>\r\n<span class=\"c\"># Jupyter\u7528\u30a2\u30a4\u30b3\u30f3\u3082\u5fc5\u8981\u306a\u3089find\u3067\u63a2\u3057\u3066\u3053\u308c\u3082\u30b3\u30d4\u30fc\u3059\u308b\u3002<\/span>\r\n<span class=\"nb\">exit<\/span>\r\n<\/code><\/pre>\n<p>\u30db\u30b9\u30c8OS\u306b\u30b3\u30d4\u30fc\u3055\u308c\u305fkernel\u95a2\u9023\u30d5\u30a1\u30a4\u30eb\u3092JupyterLab\/Hub\u306ekernel\u7f6e\u304d\u5834\u306b\u30b3\u30d4\u30fc\u3057\u307e\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u306f\u300cJupyterHub\u306eminimal\u306a\u69cb\u7bc9\u624b\u9806\u300d\u3067\u69cb\u7bc9\u3057\u305fJupyter\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u5143\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">cd<\/span> ~\/tmp\r\n<span class=\"nb\">sudo cp<\/span> <span class=\"nt\">-r<\/span> sagemath \/opt\/local\/python\/share\/jupyter\/kernels\/\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0a\u306b\u3088\u308a\u3001kernel\u95a2\u9023\u30d5\u30a1\u30a4\u30eb\u306e\u914d\u7f6e\u306f\u5b8c\u4e86\u3067\u3059\u3002\u7d9a\u3044\u3066kernel\u30d5\u30a1\u30a4\u30eb\u3092Docker\u30b3\u30f3\u30c6\u30ca\u7528\u306b\u4fee\u6b63\u3057\u307e\u3059\u3002<\/p>\n<h2>3.3. Docker\u30b3\u30f3\u30c6\u30ca\u5411\u3051kernel\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/h2>\n<p>\u4ee5\u4e0b\u306e4\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n<div>\n<div class=\"post-table\">\u30d5\u30a1\u30a4\u30eb\u540d\u8aac\u660ekernel.jsonSageMath\u7528Jupyter kernel\u8a2d\u5b9alogo-64&#215;64.pngJupyter\u7528\u30a2\u30a4\u30b3\u30f3 \u305d\u306e1logo.svgJupyter\u7528\u30a2\u30a4\u30b3\u30f3 \u305d\u306e2sage-docker\u5b9f\u884c\u5f62\u5f0f\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\uff08\u672c\u7bc0\u3067\u4f5c\u6210\uff09<\/div>\n<\/div>\n<p>kernel.json \u3068 sage-docker \u306b\u3088\u308a\u30012.\u3067\u8aac\u660e\u3057\u305fData I\/O\u3068File I\/O\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4fee\u6b63\uff0f\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>{\"argv\": [\"\/opt\/local\/python\/share\/jupyter\/kernels\/sagemath\/sage-docker\", \"{connection_file}\"], \"display_name\": \"SageMath 9.7\", \"language\": \"sage\"}\r\n<\/code><\/pre>\n<p>\u4e0a\u8a18\u30d5\u30a1\u30a4\u30eb\u306e\u300c\/opt\/local\/python\/share\/jupyter\/kernels\/sagemath\/sage-docker\u300d\u306f\u4ee5\u4e0b\u3067\u4f5c\u6210\u3059\u308bsage-docker\u5b9f\u884c\u5f62\u5f0f\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3078\u306e\u30d5\u30ebpath\u3067\u3059\u3002\uff08\u81ea\u5206\u306e\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u4fee\u6b63\u3057\u3066\u304f\u3060\u3055\u3044\uff09<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\">#!\/bin\/bash<\/span>\r\n\/usr\/bin\/docker run <span class=\"nt\">--rm<\/span> <span class=\"nt\">--network<\/span><span class=\"o\">=<\/span>host <span class=\"nt\">-u<\/span> <span class=\"si\">$(<\/span><span class=\"nb\">id<\/span> <span class=\"nt\">-u<\/span> <span class=\"k\">${<\/span><span class=\"nv\">USER<\/span><span class=\"k\">}<\/span><span class=\"si\">)<\/span>:<span class=\"si\">$(<\/span><span class=\"nb\">id<\/span> <span class=\"nt\">-g<\/span> <span class=\"k\">${<\/span><span class=\"nv\">USER<\/span><span class=\"k\">}<\/span><span class=\"si\">)<\/span> <span class=\"nt\">-v<\/span> <span class=\"nv\">$1<\/span>:<span class=\"nv\">$1<\/span> <span class=\"nt\">-v<\/span> <span class=\"k\">${<\/span><span class=\"nv\">HOME<\/span><span class=\"k\">}<\/span>:<span class=\"k\">${<\/span><span class=\"nv\">HOME<\/span><span class=\"k\">}<\/span> <span class=\"nt\">-e<\/span> HOME <span class=\"nt\">-w<\/span> <span class=\"sb\">`<\/span><span class=\"nb\">pwd<\/span><span class=\"sb\">`<\/span> yksantaro\/sagemath_arm64:9.7 \/home\/sage\/sage\/local\/var\/lib\/sage\/venv-python3.10.5\/bin\/sage <span class=\"nt\">--python<\/span> <span class=\"nt\">-m<\/span> sage.repl.ipython_kernel <span class=\"nt\">-f<\/span> <span class=\"nv\">$1<\/span>\r\n<\/code><\/pre>\n<p>\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001&#8221;sage-docker&#8221;\u306b\u5b9f\u884c\u6a29\u3092\u4e0e\u3048\u3066\u304a\u304d\u307e\u3059\u3002\u307e\u305f\u3001Jupyter\u306e\u30ed\u30b0\u30a4\u30f3\u30e6\u30fc\u30b6\u30fc\u6a29\u9650\u3067docker\u30b3\u30de\u30f3\u30c9\u304c\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">cd<\/span> \/opt\/local\/python\/share\/jupyter\/kernels\/sagemath\/\r\n<span class=\"c\"># sage-docker\u3078\u306e\u5b9f\u884c\u6a29<\/span>\r\n<span class=\"nb\">sudo chmod <\/span>755 sage-docker\r\n<span class=\"c\"># docker\u306e\u5b9f\u884c\u6a29\u8a2d\u5b9a\u3002docker\u30b0\u30eb\u30fc\u30d7\u306b\u53c2\u52a0\u3055\u305b\u308b\uff08\u30e6\u30fc\u30b6\u30fc\u6bce\u306b\u6a29\u9650\u3092\u4e0e\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\uff09<\/span>\r\n<span class=\"c\"># \u5b9f\u884c\u6a29\u304c\u306a\u3044\u3068\u30e6\u30fc\u30b6\u30fc\u6a29\u9650\u3067\u306fdocker\u3092\u5b9f\u884c\u3067\u304d\u306a\u3044<\/span>\r\n<span class=\"nb\">sudo <\/span>gpasswd <span class=\"nt\">-a<\/span> yksantaro docker\r\n<\/code><\/pre>\n<div>\n<p>Docker\u306e\u4e00\u822c\u30e6\u30fc\u30b6\u30fc\u3078\u306e\u5b9f\u884c\u6a29\u9650\u4ed8\u4e0e\u306b\u3064\u3044\u3066\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u3092\u5341\u5206\u306b\u8003\u616e\u306e\u4e0a\u5b9f\u65bd\u3057\u3066\u304f\u3060\u3055\u3044\u3002\uff08\u79c1\u306e\u74b0\u5883\u3067\u306f\u5229\u7528\u8005\u304c\u81ea\u5206\u3060\u3051\u3060\u3063\u305f\u308a\u3001\u5341\u5206\u306b\u77e5\u8b58\u306e\u3042\u308b\u540c\u50da\u958b\u767a\u8005\u3060\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u3001\u96e3\u3057\u3044\u3053\u3068\u3092\u8003\u3048\u308b\u5fc5\u8981\u304c\u306a\u3044\u3060\u3051\u3067\u3059\uff09<\/p>\n<\/div>\n<p>\u4ee5\u4e0a\u306b\u3088\u308a\u3001\u6e96\u5099\u306f\u5b8c\u4e86\u3067\u3059\u3002Jupyter\u306e\u518d\u8d77\u52d5\u7b49\u3057\u306a\u304f\u3068\u3082SageMath Docker\u30b3\u30f3\u30c6\u30ca\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002JupyterLab\u3092\u8d77\u52d5\uff0fJupyterHub\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u6b63\u5e38\u306b\u5229\u7528\u3067\u304d\u308b\u304b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>3.4. \u3010\u304a\u307e\u3051\u3011kernel.json\u3068sage-docker\u306b\u3064\u3044\u3066\u306e\u88dc\u907a<\/h2>\n<p>sage-docker\u3092\u8aad\u3080\u3068\u5206\u304b\u308b\u304b\u3068\u601d\u3044\u307e\u3059\u304c\u3001SageMath Docker\u30b3\u30f3\u30c6\u30ca\u5185\u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3001<\/p>\n<pre class=\"post-pre\"><code>\/home\/sage\/sage\/local\/var\/lib\/sage\/venv-python3.10.5\/bin\/sage <span class=\"nt\">--python<\/span> <span class=\"nt\">-m<\/span> sage.repl.ipython_kernel <span class=\"nt\">-f<\/span> <span class=\"nv\">$1<\/span>\r\n<\/code><\/pre>\n<p>\u3067\u3059\u3002\u3053\u306e\u5185\u5bb9\u306f\u53d6\u308a\u51fa\u3057\u305f kernel.json \u306b\u3082\u3068\u3082\u3068\u66f8\u304b\u308c\u3066\u3044\u305f\u30d7\u30ed\u30bb\u30b9\u8d77\u52d5\u30b3\u30de\u30f3\u30c9\u3067\u3059\u3002\u3053\u3053\u3067\u3001\u30b7\u30a7\u30eb\u306e\u5f15\u6570 $1 \u306b\u306f\u3001Jupyter Spawner\u304c\u751f\u6210\u3057\u305f{connection_file}\u306e\u5b9f\u969b\u306ePath\uff08\u30db\u30fc\u30e0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5185\u306b\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u306f\u305a\uff09\u304c\u6e21\u3055\u308c\u307e\u3059\u3002\u3053\u306e{connection_file}\u304cJupyter\u3068sage\u306eData I\/O\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<p>JupyterHub\u306eSingle user spawner\u306fkernel.json\u306e\u5185\u5bb9\u306b\u57fa\u3065\u304d\u3001\u5b9f\u969b\u306e\u30ed\u30b0\u30a4\u30f3\u30e6\u30fc\u30b6\u30fc\u306e\u6a29\u9650\u3067\uff08\u30ed\u30b0\u30a4\u30f3\u6642\u306b\uff09\u30d7\u30ed\u30bb\u30b9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u30d7\u30ed\u30bb\u30b9\uff08docker\uff09\u306f\u30e6\u30fc\u30b6\u30fc\u6a29\u9650\u3067\u5b9f\u884c\u3067\u304d\u306a\u3051\u308c\u3070\u306a\u3089\u305a\u3001docker\u304c\u8aad\u307f\u66f8\u304d\u3059\u308bvolume mount\u30d5\u30a1\u30a4\u30eb\u3082\u305d\u306e\u30e6\u30fc\u30b6\u30fc\u6a29\uff08root\u6a29\u9650\u306b\u3042\u3089\u305a\uff09\u3067\u8aad\u307f\u66f8\u304d\u3067\u304d\u306a\u3044\u3068\u3044\u3051\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001sage-docker\u5185\u306edocker\u8d77\u52d5\u30aa\u30d7\u30b7\u30e7\u30f3\u306b<\/p>\n<pre class=\"post-pre\"><code><span class=\"nt\">-u<\/span> <span class=\"si\">$(<\/span><span class=\"nb\">id<\/span> <span class=\"nt\">-u<\/span> <span class=\"k\">${<\/span><span class=\"nv\">USER<\/span><span class=\"k\">}<\/span><span class=\"si\">)<\/span>:<span class=\"si\">$(<\/span><span class=\"nb\">id<\/span> <span class=\"nt\">-g<\/span> <span class=\"k\">${<\/span><span class=\"nv\">USER<\/span><span class=\"k\">}<\/span><span class=\"si\">)<\/span> <span class=\"nt\">-v<\/span> <span class=\"nv\">$1<\/span>:<span class=\"nv\">$1<\/span> <span class=\"nt\">-v<\/span> <span class=\"k\">${<\/span><span class=\"nv\">HOME<\/span><span class=\"k\">}<\/span>:<span class=\"k\">${<\/span><span class=\"nv\">HOME<\/span><span class=\"k\">}<\/span> <span class=\"nt\">-e<\/span> HOME <span class=\"nt\">-w<\/span> <span class=\"sb\">`<\/span><span class=\"nb\">pwd<\/span><span class=\"sb\">`<\/span>\r\n<\/code><\/pre>\n<p>\u3092\u4e0e\u3048\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>\u672c\u6765\u306a\u3089\u3070\u3053\u308c\u3089\u306e\u30b3\u30de\u30f3\u30c9\u3092\u76f4\u63a5kernel.json\u306b\u66f8\u304d\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u304c\u3001json\u30d5\u30a1\u30a4\u30eb\u5185\u3067\u8d77\u52d5\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092\u74b0\u5883\u5909\u6570\u304b\u3089\u53d6\u5f97\u3067\u304d\u306a\u3044\u305f\u3081\u3001sage-docker\u306a\u308b\u30b7\u30a7\u30eb\u306ewrapper\u3092\u5699\u307e\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u308f\u3051\u3067\u3059\u3002<\/p>\n<div>\n<p>\u79c1\u306eJupyterHub\u3067\u306f\u300c~\/notebook\u300d\u3092\u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3068\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u306e\u3067\u3001$HOME\u3092\u30db\u30b9\u30c8OS\u3068\u30b3\u30f3\u30c6\u30ca\u3067\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3046\u307e\u304f\u3044\u3063\u3066\u3044\u307e\u3059\u3002\u5225\u306e\u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u305d\u308c\u306b\u5408\u308f\u305b\u3066\u9069\u5207\u306bsage-docker\u3092\u4fee\u6b63\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<p>\u4ee5\u4e0a\u3067\u5b8c\u4e86\u3067\u3059\u3002\u304a\u75b2\u308c\u69d8\u3067\u3057\u305f\u3002<\/p>\n<section>SageMath\u306fPython\u4e0a\u3067\u52d5\u304f\u304c\u3001\u5185\u90e8\u306e\u30a8\u30f3\u30b8\u30f3\u3084\u5229\u7528\u3057\u3066\u3044\u308b\u6570\u5b66\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u591a\u304f\u304cC\u3060\u3063\u305f\u308aC++\u3060\u3063\u305f\u308a\u3067\u66f8\u304b\u308c\u3066\u3044\u3066\u3001\u30b3\u30f3\u30d1\u30a4\u30eb\u6642\u306b\u524d\u63d0\u3068\u3057\u3066\u3044\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6709\u7121\u3084\u30d0\u30fc\u30b8\u30e7\u30f3\u9055\u3044\u306a\u3069\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3067\u304d\u3066\u3044\u306a\u3044\u306e\u3060\u3068\u601d\u308f\u308c\u308b\u3002SageMath\u307b\u3069\u5de8\u5927\u306a\u5bc4\u305b\u96c6\u3081\u3060\u3068\u3053\u308c\u3089\u3092\u5b8c\u5168\u89e3\u6c7a\u3059\u308b\u306e\u306f\u7121\u7406\u304c\u3042\u308b\u3060\u308d\u3046\u3002 \u21a9<\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u53e3\u4e0a\uff08\u8208\u5473\u306a\u3044\u65b9\u306f\u30b9\u30ad\u30c3\u30d7\u3057\u307e\u3057\u3087\u3046\uff09 SageMath\u306fPython\u30d9\u30fc\u30b9\u306eOSS\u6570\u5b66\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002Jup [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-45902","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>- 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\/45902-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u524d\u53e3\u4e0a\uff08\u8208\u5473\u306a\u3044\u65b9\u306f\u30b9\u30ad\u30c3\u30d7\u3057\u307e\u3057\u3087\u3046\uff09 SageMath\u306fPython\u30d9\u30fc\u30b9\u306eOSS\u6570\u5b66\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002Jup [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/45902-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-03-29T06:42:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T04:10:59+00:00\" \/>\n<meta name=\"author\" content=\"\u97f5, \u79d1\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" 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