{"id":46264,"date":"2023-06-22T18:47:03","date_gmt":"2023-06-05T04:57:34","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46264-2\/"},"modified":"2024-04-30T10:11:34","modified_gmt":"2024-04-30T02:11:34","slug":"46264-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46264-2\/","title":{"rendered":""},"content":{"rendered":"

\u306f\u3058\u3081\u306b<\/h1>\n

Jetson Nano\u306bPyTorch\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3088\u3046\u3068\u3057\u305f\u3068\u3053\u308d\u3001
\n\u591a\u5c11\u30cf\u30de\u3063\u305f\u306e\u3067\u3001\u5099\u5fd8\u306e\u610f\u5473\u3082\u3053\u3081\u3066\u6295\u7a3f\u3057\u307e\u3059\u3002
\n\u4eca\u3067\u306f\u5143\u6c17\u306bPytorch & detectron2\u304c\u52d5\u3044\u3066\u3044\u307e\u3059\u3002
\n(docker\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u65b9\u304c\u65e9\u304b\u3063\u305f\u6c17\u304c\u3057\u307e\u3059\u3002)<\/p>\n

\u76ee\u6b21<\/h1>\n
    \n
  1. \n
      \u524d\u63d0<\/ol>\n<\/li>\n<\/ol>\n

       <\/p>\n

        \n
      1. \n
          venv \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u8a2d\u5b9a<\/ol>\n<\/li>\n<\/ol>\n

           <\/p>\n

            \n
          1. \n
              jupyter-notebook \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u8a2d\u5b9a<\/ol>\n<\/li>\n<\/ol>\n

               <\/p>\n

                \n
              1. \n
                  PyTorch \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u8a2d\u5b9a<\/ol>\n<\/li>\n<\/ol>\n

                   <\/p>\n

                    \n
                  1. \n
                      detectron2 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u5b9f\u884c<\/ol>\n<\/li>\n<\/ol>\n

                       <\/p>\n

                        \u307e\u3068\u3081<\/ol>\n

                        \u524d\u63d0<\/h1>\n

                        Jetson Nano\u306fanaconda\u304c\u4f7f\u3048\u306a\u3044\u306e\u3067\u3001venv\u3068jupyter notebook\u3092\u500b\u5225\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u4e0a\u3067\u3001
                        \n\u4eee\u60f3\u74b0\u5883\u4e0a\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u5225PC\u304b\u3089\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002
                        \n\u305d\u306e\u4e0a\u3067\u3001PyTorch\u3068detectron2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u3059\u308b\u3053\u3068\u3067\u3001
                        \n\u4ed6\u306e\u4f5c\u696d\u7528PC\u304b\u3089\u30d6\u30e9\u30a6\u30b6\u3067\u904a\u3079\u308b\u63a8\u8ad6\u74b0\u5883\u306e\u69cb\u7bc9\u3092\u76ee\u6307\u3057\u307e\u3059\u3002<\/p>\n

                        \u74b0\u5883<\/h2>\n
                          \n
                        • \n
                            NVIDIA Jetson Nano<\/ul>\n<\/li>\n<\/ul>\n

                             <\/p>\n

                              \n
                            • \n
                                CUDA: 10.2<\/ul>\n<\/li>\n<\/ul>\n

                                 <\/p>\n

                                  \n
                                • \n
                                    JetPack: 4.4<\/ul>\n<\/li>\n<\/ul>\n

                                     <\/p>\n

                                      \n
                                    • \n
                                        KernelVersion: 4.9.140-tegra<\/ul>\n<\/li>\n<\/ul>\n

                                         <\/p>\n

                                          \n
                                        • \n
                                            python2: 2.7.17<\/ul>\n<\/li>\n<\/ul>\n

                                             <\/p>\n

                                              python3: 3.6.9<\/ul>\n

                                              venv \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u8a2d\u5b9a<\/h1>\n
                                                venv \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n

                                                venv\u304c\u5165\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u306e\u3067\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u4e00\u884c\u3002<\/p>\n

                                                user@hostname:~$ sudo apt install python3-venv\r\n<\/code><\/pre>\n
                                                  \u4f7f\u3044\u65b9 (ex. new_env\u3068\u3044\u3046\u540d\u524d\u306e\u4eee\u60f3\u74b0\u5883\u3092\u4f5c\u6210 \u2192 activate)<\/ul>\n
                                                  user@hostname:~$ python -V\r\nPython 2.7.17\r\nuser@hostname:~$ python3 -V\r\nPython 3.6.9\r\nuser@hostname:~$ python3 -m venv new_env\r\nuser@hostname:~$ source new_env\/bin\/activate\r\n(new_env) user@hostname:~$ \r\n(new_env) user@hostname:~$ python -V\r\nPython 3.6.9\r\n\r\n\u203bdeactivate\u3059\u308b\u3068\u304d\r\n(new_env) user@hostname:~$ deactivate\r\nuser@hostname:~$ \r\n<\/code><\/pre>\n
                                                  \u4ee5\u4e0b\u3001\u4f5c\u6210\u3057\u305f\u4eee\u60f3\u74b0\u5883(new_env)\u306bactivate\u3057\u305f\u72b6\u614b\u3067\u4f5c\u696d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
                                                  jupyter-notebook \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u8a2d\u5b9a<\/h1>\n
                                                    jupyter-notebook \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n
                                                    \u4e3b\u306b\u3053\u306e\u8a18\u4e8b\u3092\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002
                                                    \nhttps:\/\/vivinko.com\/inoue\/blog\/2020\/06\/21\/113534.html<\/p>\n
                                                    \u3046\u3063\u304b\u308a\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u5fd8\u308c\u3066\u601d\u8003\u505c\u6b62\u3067\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3064\u3068\u3001
                                                    \npip\u3061\u3083\u3093\u306b\u3001\u3081\u3061\u3083\u304f\u3061\u3083\u6587\u53e5\u8a00\u308f\u308c\u307e\u3059\u3002<\/p>\n
                                                    ~$ pip install jupyter notebook\r\n<\/code><\/pre>\n
                                                    \u3066\u3053\u3068\u3067\u3001\u5148\u306b\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002
                                                    \n(\u3053\u308c\u3092\u5f8c\u56de\u3057\u306b\u3057\u305f\u305b\u3044\u304b\u3001pyzmq\u304c\u5fc5\u8981\u3060\u306e\u306a\u3093\u3060\u306e\u8a00\u308f\u308c\u3001\u9060\u56de\u308a\u3059\u308b\u7fbd\u76ee\u306b\u306a\u308a\u307e\u3057\u305f\u3002)
                                                    \n\u8a66\u884c\u932f\u8aa4\u3057\u305f\u306e\u3067\u3001\u7d50\u5c40\u4f55\u3092\u3059\u308c\u3070\u4e00\u767a\u3067\u901a\u3063\u305f\u306e\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u3067\u3059\u304c\u3001
                                                    \n\u5148\u4eba\u306e\u6559\u3048\u3092\u898b\u308b\u9650\u308a\u3001\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3044\u308c\u3070\u3001\u305f\u3076\u3093\u5927\u4e08\u592b\u306a\u6c17\u304c\u3057\u307e\u3059\u3002<\/p>\n
                                                    ~$ sudo apt install libbz2-dev libsqlite3-dev libffi-dev python3-dev\r\n~$ pip install jupyter notebook\r\n<\/code><\/pre>\n
                                                      jupyter-notebook \u8a2d\u5b9a<\/ul>\n
                                                      \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u8a2d\u5b9a\u3001\u4f5c\u696d\u7528\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u4f5c\u6210\u3002<\/p>\n
                                                      ~$ jupyter notebook --generate-config\r\n~$ jupyter notebook password\r\n~$ mkdir ~\/my-notebooks\r\n<\/code><\/pre>\n
                                                      \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u7de8\u96c6\u3002<\/p>\n
                                                      c<\/span>.<\/span>NotebookApp<\/span>.<\/span>allow_remote_access<\/span> =<\/span> True<\/span>\r\nc<\/span>.<\/span>NotebookApp<\/span>.<\/span>base_url<\/span> =<\/span> '\/jetson\/'<\/span>\r\nc<\/span>.<\/span>NotebookApp<\/span>.<\/span>open_browser<\/span> =<\/span> False<\/span>\r\nc<\/span>.<\/span>NotebookApp<\/span>.<\/span>ip<\/span> =<\/span> '0.0.0.0'<\/span>\r\n<\/code><\/pre>\n
                                                      base_url = ‘\/jetson\/’\u3068\u3059\u308b\u3053\u3068\u3067\u3001http:\/\/[Jetson\u306eIP\u30a2\u30c9\u30ec\u30b9]:8888\/jetson\/\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002
                                                      \n(\u4ed6\u306e\u30c7\u30d0\u30a4\u30b9\u306enotebook\u306b\u3082\u30a2\u30af\u30bb\u30b9\u3059\u308b\u4e88\u5b9a\u306a\u306e\u3067\u3001\u533a\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002)<\/p>\n
                                                        jupyter-notebook\u306e\u30b5\u30fc\u30d3\u30b9\u5316(\u81ea\u52d5\u8d77\u52d5)<\/ul>\n
                                                        \/etc\/systemd\/system\/jupyter.service\u3092\u4f5c\u6210\u3057\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3001\u7de8\u96c6\u3057\u307e\u3059\u3002
                                                        \n(venv\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306e\u8a2d\u5b9a\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002)
                                                        \n{USER}\u3068{GROUP}\u306f\u3001\u81ea\u8eab\u306e\u30e6\u30fc\u30b6\u540d\u3068\u30b0\u30eb\u30fc\u30d7\u540d\u3068\u7f6e\u304d\u63db\u3048\u3066\u3001
                                                        \n{ENV}\u306fvenv\u3067\u4f5c\u6210\u3057\u305f\u74b0\u5883\u540d\u3092\u5165\u529b\u3057\u3066\u4e0b\u3055\u3044\u3002<\/p>\n
                                                        [Unit]\r\nDescription = Jupyter Notebook\r\n[Service]\r\nType=simple\r\nPIDFile=\/var\/run\/jupyter-notebook.pid\r\nExecStart=\/bin\/bash -c \". \/home\/{USER}\/{ENV}\/bin\/activate;jupyter-notebook --notebook-dir=\/home\/{USER}\/my-notebooks\"\r\nWorkingDirectory=\/home\/{USER}\/my-notebooks\r\nUser={USER}\r\nGroup={GROUP}\r\nRestart=always\r\n[Install]\r\nWantedBy = multi-user.target\r\n<\/code><\/pre>\n
                                                        venv\u74b0\u5883\u4e0b\u3067\u30b5\u30fc\u30d3\u30b9\u5316\u3059\u308b\u3068\u304d\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001
                                                        \n\u30fbExecStart\u306b\u3001activate \u2192 jupyter-notebook \u8d77\u52d5\u3068\u306a\u308b\u3088\u3046\u306b\u8a18\u8f09\u3059\u308b\u3053\u3068
                                                        \n\u30fbjupyter-notebook\u8d77\u52d5\u6642\u306e–notebook-dir\u3068WorkingDirectory\u3092\u4e00\u81f4\u3055\u305b\u308b\u3053\u3068
                                                        \n\u306e\u3088\u3046\u3067\u3059\u3002<\/p>\n
                                                        \u5f8c\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u3001jupyter.service\u306e\u958b\u59cb\u3068\u81ea\u52d5\u8d77\u52d5\u8a2d\u5b9a\u3002<\/p>\n
                                                        ~$ sudo systemctl start jupyter.service\r\n~$ sudo systemctl enable jupyter.service\r\n<\/code><\/pre>\n
                                                        systemctl enable jupyter.service\u3067\u3001active (running)\u306b\u306a\u3063\u3066\u3044\u308c\u3070OK\u3067\u3059\u3002<\/p>\n
                                                        PyTorch \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u8a2d\u5b9a<\/h1>\n
                                                        \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304b\u3089\u3001PyTorch\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n
                                                          opencv-python \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n
                                                          ~$ pip install opencv-python\r\n\uff5e\uff5e\r\nNo module named 'skbuild'\r\n<\/code><\/pre>\n
                                                          \u8abf\u3079\u308b\u3068\u3001pip\u304c\u53e4\u3044\u3068\u304d\u306b\u8a00\u308f\u308c\u308b\u6587\u53e5\u3089\u3057\u3044\u306e\u3067\u3001
                                                          \npip\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u3057\u3066\u304b\u3089\u3001\u518d\u5ea6opencv-python\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/p>\n
                                                          ~$ pip install -U pip\r\n\uff5e\uff5e\r\nUninstalling pip-9.0.1:\r\n\uff5e\uff5e\r\nSuccessfully installed pip-21.0.1\r\n\r\n~$ pip install opencv-python\r\n<\/code><\/pre>\n
                                                          \uff08pip-9.0.1\u2026\u3002\u305d\u3089\u6587\u53e5\u8a00\u308f\u308c\u308b\u308f\u3002\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u985e\u306f\u6700\u521d\u306b\u3057\u3063\u304b\u308a\u3057\u307e\u3057\u3087\u3046\u2026\u3002\uff09<\/p>\n
                                                            PyTorch\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n
                                                            NVIDIA\u516c\u5f0f\u306e\u30d5\u30a9\u30fc\u30e9\u30e0\u3092\u53c2\u8003\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002
                                                            \nPyTorch\u306eversion\u306fv1.7.0\u3092\u9078\u3073\u307e\u3057\u305f\u3002<\/p>\n
                                                            ~$ wget https:\/\/nvidia.box.com\/shared\/static\/cs3xn3td6sfgtene6jdvsxlr366m2dhq.whl -O torch-1.7.0-cp36-cp36m-linux_aarch64.whl\r\n~$ sudo apt install python3-pip libopenblas-base libopenblas-dev libopenmpi-dev \r\n~$ pip install Cython\r\n~$ pip install numpy torch-1.7.0-cp36-cp36m-linux_aarch64.whl\r\n<\/code><\/pre>\n
                                                            \u4e0a\u8a18\u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u308b\u306f\u305a\u3067\u3059\u3002libopenblas-dev\u3092\u8db3\u3057\u3066\u3044\u307e\u3059\u3002
                                                            \n\u3082\u3057\u3001import torch\u3057\u305f\u969b\u306b\u3001Illegal instruction (core dumped)\u3068\u8a00\u308f\u308c\u305f\u3089
                                                            \nnumpy\u306eversion\u304c1.19.5\u306e\u6642\u306b\u8d77\u3053\u308b\u554f\u984c\u306e\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3001(\u53c2\u8003URL)<\/p>\n
                                                            ~$ pip uninstall numpy\r\n~$ pip install numpy==1.19.4\r\n<\/code><\/pre>\n
                                                            \u3067\u3001numpy\u306eversion\u3092\u4e0b\u3052\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
                                                              torchvision \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n
                                                              PyTorch\u306eversion\u306b\u5408\u308f\u305b\u3066\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002
                                                              \n\u516c\u5f0f\u30d5\u30a9\u30fc\u30e9\u30e0\u306b\u306f\u3001PyTorch v1.7 – torchvision v0.8.1\u306e\u8a18\u8f09\u304c\u3042\u308b\u306e\u3067\u3059\u304c\u3001
                                                              \n\u30d5\u30a9\u30fc\u30e9\u30e0\u306b\u8a18\u8f09\u306e\u65b9\u6cd5\u3067\u306f\u3001v0.8.1\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u306a\u304b\u3063\u305f\u305f\u3081\u3001
                                                              \ntorchvision\u306fv0.8.0\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n
                                                              ~$ sudo apt install libjpeg-dev zlib1g-dev libpython3-dev libavcodec-dev libavformat-dev libswscale-dev\r\n~$ git clone https:\/\/github.com\/pytorch\/vision torchvision\r\n~$ cd torchvision\r\n~\/torchvision$ git checkout v0.8.0\r\n~\/torchvision$ export BUILD_VERSION=0.8.0\r\n~\/torchvision$ python setup.py install\r\n<\/code><\/pre>\n
                                                              \u3053\u308c\u3067\u3001PyTorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n
                                                              detectron2 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb&\u5b9f\u884c<\/h1>\n
                                                              \u624b\u5143\u306bdetectron2\u3067\u4f5c\u6210\u3057\u305f\u30e2\u30c7\u30eb\u304c\u3042\u308b\u305f\u3081\u3001\u3064\u3044\u3067\u306bdetectron2\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n
                                                                detectron2 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/ul>\n
                                                                \u4e00\u884c\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n
                                                                ~$ pip install 'git+https:\/\/github.com\/facebookresearch\/detectron2.git'\r\n<\/code><\/pre>\n
                                                                  detectron2 \u304a\u8a66\u3057<\/ul>\n
                                                                  \"image.png\"<\/div>\n
                                                                  \"image.png\"<\/div>\n
                                                                  \"image.png\"<\/div>\n
                                                                  \"image.png\"<\/div>\n
                                                                  \"image.png\"<\/div>\n
                                                                  \u307e\u3068\u3081<\/h1>\n
                                                                  Jetson Nano\u306bPyTorch(& detectron2)\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n
                                                                  \u516c\u5f0f\u30d5\u30a9\u30fc\u30e9\u30e0\u306b\u3001<\/p>\n
                                                                  You can now download the l4t-pytorch and l4t-ml containers from NGC for JetPack 4.4 or newer<\/p><\/blockquote>\n
                                                                  \u306e\u8a18\u8f09\u304c\u3042\u308b\u306e\u3067\u3001docker\u3067\u5165\u308c\u308b\u3068\u4e00\u77ac\u3060\u3063\u305f\u6c17\u304c\u3057\u307e\u3059\u304c\u3001\u6c17\u306e\u305b\u3044\u3001\u6c17\u306e\u305b\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                                                                  \u306f\u3058\u3081\u306b Jetson Nano\u306bPyTorch\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3088\u3046\u3068\u3057\u305f\u3068\u3053\u308d\u3001 \u591a\u5c11\u30cf\u30de\u3063\u305f\u306e\u3067\u3001\u5099\u5fd8\u306e\u610f […]<\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46264","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\/46264-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b Jetson Nano\u306bPyTorch\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3088\u3046\u3068\u3057\u305f\u3068\u3053\u308d\u3001 \u591a\u5c11\u30cf\u30de\u3063\u305f\u306e\u3067\u3001\u5099\u5fd8\u306e\u610f […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46264-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - 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