{"id":46336,"date":"2022-11-03T23:12:13","date_gmt":"2023-05-17T00:12:31","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46336-2\/"},"modified":"2024-04-28T22:52:00","modified_gmt":"2024-04-28T14:52:00","slug":"46336-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46336-2\/","title":{"rendered":""},"content":{"rendered":"

\u3059\u3067\u306b\u3044\u304f\u3064\u304b\u8a18\u4e8b\u306f\u3042\u308a\u307e\u3059\u304c\u3001Stan\u3068R\u3067\u30d9\u30a4\u30ba\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092Python\u306b\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u624b\u5143\u3067\u306f\u5168\u3066\u5909\u63db\u3057\u7d42\u308f\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u898b\u76f4\u3057\u3066\u304b\u3089\u9806\u6b21\u4e0a\u3052\u3066\u3044\u304d\u307e\u3059\u3002\u6700\u5f8c\u306e\u307b\u3046\u306e\u7ae0\u3067statsmodels\u306elowess\u304c2\u6b21\u5143\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3063\u307d\u3044\u306e\u3067rpy2\u304b\u3089R\u30ab\u30fc\u30cd\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u3044\u3046\u65b9\u6cd5\u3067\u304b\u308d\u3046\u3058\u3066Full Python\u3092\u4fdd\u3063\u3066(?)\u3044\u307e\u3059\u3002<\/p>\n

\u5b9f\u884c\u74b0\u5883<\/h1>\n

Jupyter on Docker<\/p>\n

\u5b9f\u884c\u6642\u306bworkspace\u306b\u30db\u30b9\u30c8\u5074\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30de\u30a6\u30f3\u30c8\u3057\u3066\u3044\u307e\u3059\u3002
\n\u30c7\u30fc\u30bf\u306f’data’\u3001Stan\u306e\u30b3\u30fc\u30c9\u306f’stan’\u306b\u7f6e\u3044\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u8a66\u3057\u3066\u307f\u308b\u5834\u5408\u306f\u7b46\u8005\u306eGithub\u30da\u30fc\u30b8\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u304d\u3066\u9069\u5f53\u306b\u7f6e\u3044\u3066\u304f\u3060\u3055\u3044\u3002
\n\u66f8\u7c4d\u306e\u5b9f\u884c\u7d50\u679c\u3068\u306f\u7570\u306a\u308b\u90e8\u5206\u3082\u3042\u308a\u307e\u3059\u304c\u3001RStan\u3068PyStan\u306e\u5b9f\u88c5\u306e\u9055\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002(\u3053\u3061\u3089\u306e\u624b\u9055\u3044\u3067\u3057\u305f\u3089\u6559\u3048\u3066\u304f\u3060\u3055\u3044)<\/p>\n

FROM ubuntu:16.04\r\nRUN apt update && apt upgrade -qy\r\nRUN apt install -qy language-pack-ja\r\nENV LANG \"ja_JP.UTF-8\"\r\n\r\nRUN apt install -qy python3=3.5.1-3\r\nRUN apt install -qy python3-pip=8.1.1-2ubuntu0.4\r\nRUN pip3 install --upgrade pip\r\n\r\nRUN pip3 install pystan==2.17.1.0\r\n\r\nRUN pip3 install scipy==1.1.0\r\nRUN pip3 install statsmodels==0.9.0\r\nRUN pip3 install scikit-learn==0.19.2\r\nRUN pip3 install pandas==0.23.3\r\nRUN pip3 install jupyter==1.0.0 \\\r\n    && jupyter notebook --generate-config \\\r\n    && sed -i -e \"s\/#c.NotebookApp.token = '<generated>'\/c.NotebookApp.token = 'jupyter'\/\" \/root\/.jupyter\/jupyter_notebook_config.py\r\nRUN pip3 install jupyter_contrib_nbextensions==0.5.0 \\\r\n    && jupyter contrib nbextension install \\\r\n    && jupyter nbextension enable codefolding\/main \\\r\n    && jupyter nbextension enable collapsible_headings\/main \\\r\n    && jupyter nbextension enable exercise2\/main \\\r\n    && jupyter nbextension enable hide_input\/main \\\r\n    && jupyter nbextension enable hinterland\/hinterland \\\r\n    && jupyter nbextension enable toc2\/main \\\r\n    && jupyter nbextension enable varInspector\/main\r\nRUN jupyter notebook --allow-root --no-browser --ip=0.0.0.0 &\r\nRUN cd \/root\/.jupyter\/nbconfig \\\r\n    && sed -i \"2i   \\\"hinterland\\\": {\\n    \\\"hint_delay\\\": \\\"500\\\"\\n  },\" .\/notebook.json \\\r\n    && sed -i \"2i   \\\"toc2\\\": {\\n    \\\"toc_window_display\\\": true,\\n    \\\"oc_window_display\\\": true,\\n    \\\"skip_h1_title\\\": true\\n  },\" .\/notebook.json\r\nRUN pip3 install matplotlib==2.2.2\r\nRUN pip3 install seaborn==0.9.0\r\nRUN pip3 install bokeh==0.13.0\r\nRUN pip3 install Pillow==5.2.0\r\nRUN pip3 install opencv-python==3.4.2.17\r\nRUN pip3 install japanmap==0.0.12\r\n\r\nRUN echo \"deb https:\/\/cloud.r-project.org\/bin\/linux\/ubuntu xenial\/\" >> \/etc\/apt\/sources.list \\\r\n    && apt install -y apt-transport-https \\\r\n    && apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E084DAB9 \\\r\n    && apt update \\\r\n    && apt install -y r-base=3.4.4-1xenial0\r\nRUN pip3 install rpy2==2.9.4\r\nRUN pip3 install tzlocal==1.5.1\r\n\r\nRUN apt clean\r\nRUN rm -rf \/var\/lib\/apt\/lists\/*\r\n\r\nVOLUME \/root\/workspace\r\nWORKDIR \/root\/workspace\r\n<\/code><\/pre>\n
\u4e00\u89a7<\/h2>\n
    \n
  • \n
      4.4 \u5358\u56de\u5e30<\/ul>\n<\/li>\n<\/ul>\n
       <\/p>\n
        \n
      • \n
          Chapter 4 \u7df4\u7fd2\u554f\u984c<\/ul>\n<\/li>\n<\/ul>\n
           <\/p>\n
            \n
          • \n
              5.1 \u91cd\u56de\u5e30<\/ul>\n<\/li>\n<\/ul>\n
               <\/p>\n
                \n
              • \n
                  5.2 \u4e8c\u9805\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/ul>\n<\/li>\n<\/ul>\n
                   <\/p>\n
                    \n
                  • \n
                      5.3 \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/ul>\n<\/li>\n<\/ul>\n
                       <\/p>\n
                        \n
                      • \n
                          Chapter 5 \u7df4\u7fd2\u554f\u984c<\/ul>\n<\/li>\n<\/ul>\n
                           <\/p>\n
                            \n
                          • \n
                              Chapter 6 \u7df4\u7fd2\u554f\u984c<\/ul>\n<\/li>\n<\/ul>\n
                               <\/p>\n
                                \n
                              • \n
                                  7.2 \u5bfe\u6570\u3092\u3068\u308b\u304b\u5426\u304b<\/ul>\n<\/li>\n<\/ul>\n
                                   <\/p>\n
                                    \n
                                  • \n
                                      7.3 \u975e\u7dda\u5f62\u306e\u95a2\u4fc2<\/ul>\n<\/li>\n<\/ul>\n
                                       <\/p>\n
                                        \n
                                      • \n
                                          7.5 \u4ea4\u7d61<\/ul>\n<\/li>\n<\/ul>\n
                                           <\/p>\n
                                            \n
                                          • \n
                                              7.8 \u6253\u3061\u5207\u308a<\/ul>\n<\/li>\n<\/ul>\n
                                               <\/p>\n
                                                \n
                                              • \n
                                                  7.9 \u5916\u308c\u5024<\/ul>\n<\/li>\n<\/ul>\n
                                                   <\/p>\n
                                                    \n
                                                  • \n
                                                      8.1 \u968e\u5c64\u30e2\u30c7\u30eb\u306e\u5c0e\u5165<\/ul>\n<\/li>\n<\/ul>\n
                                                       <\/p>\n
                                                        \n
                                                      • \n
                                                          8.2 \u8907\u6570\u306e\u968e\u5c64\u3092\u6301\u3064\u968e\u5c64\u30e2\u30c7\u30eb<\/ul>\n<\/li>\n<\/ul>\n
                                                           <\/p>\n
                                                            \n
                                                          • \n
                                                              8.3 \u975e\u7dda\u5f62\u30e2\u30c7\u30eb\u306e\u968e\u5c64\u30e2\u30c7\u30eb<\/ul>\n<\/li>\n<\/ul>\n
                                                               <\/p>\n
                                                                \n
                                                              • \n
                                                                  8.4 \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u968e\u5c64\u30e2\u30c7\u30eb<\/ul>\n<\/li>\n<\/ul>\n
                                                                   <\/p>\n
                                                                    \n
                                                                  • \n
                                                                      Chapter 8 \u7df4\u7fd2\u554f\u984c<\/ul>\n<\/li>\n<\/ul>\n
                                                                       <\/p>\n
                                                                        \n
                                                                      • \n
                                                                          10.1 \u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8b58\u5225\u53ef\u80fd\u6027<\/ul>\n<\/li>\n<\/ul>\n
                                                                           <\/p>\n
                                                                            \n
                                                                          • \n
                                                                              10.2 \u5f31\u60c5\u5831\u4e8b\u524d\u5206\u5e03<\/ul>\n<\/li>\n<\/ul>\n
                                                                               <\/p>\n
                                                                                \n
                                                                              • \n
                                                                                  10.3 \u518d\u30d1\u30e9\u30e1\u30fc\u30bf\u5316<\/ul>\n<\/li>\n<\/ul>\n
                                                                                   <\/p>\n
                                                                                    \n
                                                                                  • \n
                                                                                      11.2 \u6df7\u5408\u6b63\u898f\u5206\u5e03<\/ul>\n<\/li>\n<\/ul>\n
                                                                                       <\/p>\n
                                                                                        \n
                                                                                      • \n
                                                                                          11.3 \u30bc\u30ed\u904e\u5270\u30dd\u30a2\u30bd\u30f3\u5206\u5e03<\/ul>\n<\/li>\n<\/ul>\n
                                                                                           <\/p>\n
                                                                                            \n
                                                                                          • \n
                                                                                              11.4 Latent_Dirichlet_Allocation<\/ul>\n<\/li>\n<\/ul>\n
                                                                                               <\/p>\n
                                                                                                \n
                                                                                              • \n
                                                                                                  12.1 \u72b6\u614b\u7a7a\u9593\u30e2\u30c7\u30eb\u3053\u3068\u306f\u3058\u3081<\/ul>\n<\/li>\n<\/ul>\n
                                                                                                   <\/p>\n
                                                                                                    \n
                                                                                                  • \n
                                                                                                      12.2-\u5b63\u7bc0\u8abf\u6574\u9805<\/ul>\n<\/li>\n<\/ul>\n
                                                                                                       <\/p>\n
                                                                                                        \n
                                                                                                      • \n
                                                                                                          12.3 \u5909\u5316\u70b9\u691c\u51fa<\/ul>\n<\/li>\n<\/ul>\n
                                                                                                           <\/p>\n
                                                                                                            \n
                                                                                                          • \n
                                                                                                              12.6 1\u6b21\u5143\u306e\u7a7a\u9593\u69cb\u9020<\/ul>\n<\/li>\n<\/ul>\n
                                                                                                               <\/p>\n
                                                                                                                \n
                                                                                                              • \n
                                                                                                                  12.7 2\u6b21\u5143\u306e\u7a7a\u9593\u69cb\u9020<\/ul>\n<\/li>\n<\/ul>\n
                                                                                                                   <\/p>\n
                                                                                                                    \n
                                                                                                                  • \n
                                                                                                                      12.8 \u5730\u56f3\u3092\u4f7f\u3063\u305f\u7a7a\u9593\u69cb\u9020<\/ul>\n<\/li>\n<\/ul>\n
                                                                                                                       <\/p>\n
                                                                                                                        Chapter 12 \u7df4\u7fd2\u554f\u984c<\/ul>\n","protected":false},"excerpt":{"rendered":"
                                                                                                                        \u3059\u3067\u306b\u3044\u304f\u3064\u304b\u8a18\u4e8b\u306f\u3042\u308a\u307e\u3059\u304c\u3001Stan\u3068R\u3067\u30d9\u30a4\u30ba\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092Python\u306b\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u624b\u5143\u3067\u306f\u5168\u3066\u5909 […]<\/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-46336","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n- 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\/46336-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u3059\u3067\u306b\u3044\u304f\u3064\u304b\u8a18\u4e8b\u306f\u3042\u308a\u307e\u3059\u304c\u3001Stan\u3068R\u3067\u30d9\u30a4\u30ba\u7d71\u8a08\u30e2\u30c7\u30ea\u30f3\u30b0\u3092Python\u306b\u3057\u3066\u307f\u307e\u3057\u305f\u3002\u624b\u5143\u3067\u306f\u5168\u3066\u5909 […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46336-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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