{"id":46550,"date":"2023-02-28T11:34:27","date_gmt":"2023-07-12T10:54:39","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/"},"modified":"2024-04-29T16:40:47","modified_gmt":"2024-04-29T08:40:47","slug":"46550-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Alibaba Cloud ECS\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bPyODPS\u3092\u5b9f\u884c\u3057\u3066Docker\u306bJupyter Notebook\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>\u672c\u30d6\u30ed\u30b0\u306f\u82f1\u8a9e\u7248\u304b\u3089\u306e\u7ffb\u8a33\u3067\u3059\u3002\u30aa\u30ea\u30b8\u30ca\u30eb\u306f\u3053\u3061\u3089\u304b\u3089\u3054\u78ba\u8a8d\u3044\u305f\u3060\u3051\u307e\u3059\u3002\u4e00\u90e8\u6a5f\u68b0\u7ffb\u8a33\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u307e\u3059\u3002\u7ffb\u8a33\u306e\u9593\u9055\u3044\u304c\u3042\u308a\u307e\u3057\u305f\u3089\u3001\u3054\u6307\u6458\u3044\u305f\u3060\u3051\u308b\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n<h1>\u306a\u305cJupyter Notebook<\/h1>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u63a2\u7d22\u3059\u308b\u3068\u304d\u306b\u306f\u3001\u307e\u305a\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3057\u3066\u4fbf\u5229\u306a\u5f62\u5f0f\u306b\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u975e\u5e38\u306b\u5927\u304d\u3044\u5834\u5408\u306f\u3001\u30c7\u30a3\u30b9\u30af\u304b\u3089\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u3060\u3051\u306730\u5206\u8fd1\u304f\u304b\u304b\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3092\u884c\u3046\u5834\u5408\u306f\u3001\u901a\u5e38\u3001\u6700\u521d\u306b\u7279\u5fb4\u884c\u5217\u3092\u8a2d\u5b9a\u3057\u305f\u308a\u3001\u4ed6\u306e\u524d\u51e6\u7406\u3092\u884c\u3063\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6700\u521d\u306b\u623b\u3063\u3066\u3001\u307e\u305f\u540c\u3058\u30b5\u30a4\u30af\u30eb\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<p>Notebook\u306f\u3053\u306e\u6620\u753b\u306e\u3088\u3046\u306a\u904b\u547d\u304b\u3089\u3042\u306a\u305f\u3092\u6551\u3063\u3066\u304f\u308c\u307e\u3059\u3002Jupyter Notebook\u3092\u4f7f\u3063\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306f\u3001\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u306e\u6226\u95d8\u30b7\u30fc\u30f3\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002Notebook\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4e00\u5ea6\u3060\u3051\u8aad\u307f\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001\u53cd\u5fa9\u3057\u305f\u308a\u65b0\u3057\u3044\u5b9f\u9a13\u3092\u8a66\u3057\u305f\u308a\u3059\u308b\u306e\u304c\u306f\u308b\u304b\u306b\u901f\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>Notebook\u306f\u3001\u4e00\u90e8\u306e\u30bb\u30eb\u3092\u901a\u5e38\u306e\u30b3\u30fc\u30c9\u304b\u3089Markdown\u306b\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002Markdown\u306f\u7fd2\u5f97\u304c\u65e9\u304f\u3001\u4f7f\u3044\u3084\u3059\u3044\u3067\u3059\u3002\u3044\u304f\u3064\u304b\u306eMarkdown\u30bb\u30eb\u3092\u4f7f\u3063\u3066\u4f5c\u696d\u3092\u7d39\u4ecb\u3059\u308b\u3053\u3068\u3067\u3001\u3042\u306a\u305f\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u6d17\u7df4\u3055\u308c\u305f\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306a\u3082\u306e\u306b\u306a\u308a\u3001\u6700\u9ad8\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u524d\u9762\u306b\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4e00\u90e8\u306e\u4eba\u3005\u306f\u4e00\u56de\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059: \u5f7c\u3089\u306f\u3057\u3070\u3089\u304f\u306e\u9593\u554f\u984c\u306b\u3064\u3044\u3066\u8003\u3048\u3001\u5ea7\u3063\u3066\u89e3\u6c7a\u7b56\u3092\u7df4\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u79c1\u306e\u3088\u3046\u306a\u4eba\u306f\u3001\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u306b\u4e00\u5ea6\u3067\u306f\u6e08\u307e\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u79c1\u306f\u3044\u3064\u3082\u3001\u7b54\u3048\u306b\u5411\u304b\u3063\u3066\u5c11\u3057\u305a\u3064\u3064\u307e\u305a\u304d\u306a\u304c\u3089\u3001\u524d\u306b\u5411\u304b\u3063\u3066\u3082\u304c\u3044\u3066\u3044\u307e\u3059\u3002Notebook\u306f\u305d\u306e\u3088\u3046\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u672c\u5f53\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u6b21\u306e\u30d3\u30c3\u30c8\u306b\u79fb\u308b\u6e96\u5099\u304c\u6574\u3046\u307e\u3067\u3001\u4f55\u5ea6\u3067\u3082\u597d\u304d\u306a\u3060\u3051\u5404\u30bb\u30eb\u3092\u518d\u5b9f\u884c\u3057\u3066\u3001\u5c0f\u3055\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u305f\u304f\u3055\u3093\u8a66\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002\u5909\u66f4\u3092\u30c6\u30b9\u30c8\u3057\u305f\u3044\u3068\u304d\u306b\u3001\u6bce\u56de\u3059\u3079\u3066\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d64f037434c4406d05e0f\/7-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u56f31. Jupyter Notebook\u304b\u3089\u306e\u30b7\u30e7\u30c3\u30c8\u4f8b\uff08\u51fa\u5178\uff1ahttps:\/\/goo.gl\/xWsl4E)<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Alibaba Cloud Elastic Compute Service (ECS)\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u4e0a\u3067Docker\u306bPyODPS\u3092\u5b9f\u884c\u3057\u3066\u3044\u308bJupyter Notebook\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h1>\u611b\u3059\u3079\u304dMaxCompute (\u65e7ODPS)<\/h1>\n<p>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\uff08http:\/\/pyodps.readthedocs.io\uff09\u306e\u5b9a\u7fa9\u304b\u3089PyODPS\u306b\u3064\u3044\u3066\u306f\u3001ODPS SDK\u306ePython\u7248\u3067\u3042\u308a\u3001ODPS\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u57fa\u672c\u7684\u306a\u64cd\u4f5c\u3092\u63d0\u4f9b\u3057\u3001ODPS\u4e0a\u3067\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u5bb9\u6613\u306b\u884c\u3046\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002ODPS\u306f\u73fe\u5728MaxCompute\u3068\u3057\u3066\u30ea\u30d6\u30e9\u30f3\u30c9\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001SDK\u306e\u540d\u79f0\u306fODPS\u306e\u307e\u307e\u3067\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d64f037434c4406d05e0f\/12-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u56f32. MaxCompute (ODPS) \u306e\u69cb\u6210<\/p>\n<h1>\u524d\u63d0\u6761\u4ef6<\/h1>\n<p>1\u3001ECS\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9(\u6700\u4f4e\u3067\u30824\u30b3\u30a28GB)<br \/>\n2\u3001\u6642\u9593\u306f\u7d0410\u5206<\/p>\n<h1>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/h1>\n<p>1\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<br \/>\n\u3054\u53c2\u8003\u307e\u3067\u306b\u3001Ansible playbook\u3092\u4f7f\u3063\u3066ECS\u4e0a\u3067\u81ea\u52d5\u3067Docker\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u884c\u3046\u30b3\u30fc\u30c9\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>2\u3001Jupyter\u3067Notebook\u30b3\u30f3\u30c6\u30ca\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\nNode\u304b\u3089\u5b9f\u884c\u3057\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u30a4\u30e1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u304b\u3001\u30d7\u30ec\u30a4\u30d6\u30c3\u30af\u30b9\u30af\u30ea\u30d7\u30c8\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker pull jupyter\/notebook  \r\n<\/code><\/pre>\n<p>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker run -p 8080:8888 jupyter\/notebook jupyter notebook --no-browser\r\n<\/code><\/pre>\n<p>\u30a4\u30e1\u30fc\u30b8\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u5148\u306e\u30dc\u30ea\u30e5\u30fc\u30e0\u306f.ipynb\u30d5\u30a1\u30a4\u30eb\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30db\u30b9\u30c8\u30d1\u30b9\u306b\u30dc\u30ea\u30e5\u30fc\u30e0\u3092\u30de\u30a6\u30f3\u30c8\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker run -p 8080:8888 \/home\/notebooks:\/notebooks jupyter\/notebook jupyter notebook --no-browser\r\n<\/code><\/pre>\n<p>Web\u30d6\u30e9\u30a6\u30b6\u304b\u3089 [http:\/\/\u3042\u306a\u305f\u306e\u30ce\u30fc\u30c9\u306eIP\u30a2\u30c9\u30ec\u30b9]:8080 \u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n<p>3\u3001PyODPS\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<br \/>\n\u30b3\u30f3\u30c6\u30ca\u306b\u53d6\u308a\u4ed8\u3051\u3066\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u9032\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker exec -i -t [container name] \/bin\/bash\r\n<\/code><\/pre>\n<p>pip\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30ca\u5185\u3067\u3053\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ pip install --upgrade pip\r\n<\/code><\/pre>\n<p>\u30b3\u30f3\u30c6\u30ca\u5185\u3067\u3053\u308c\u3092\u5b9f\u884c\u3057\u3066PyODPS\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ pip install 'pyodps[full]'\r\n<\/code><\/pre>\n<p>unittest\u3092\u5b9f\u884c\u3057\u3066\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u6210\u529f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ python -m unittest discover\r\n<\/code><\/pre>\n<p>4\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u6700\u7d42\u8abf\u6574<br \/>\n\u30b3\u30df\u30c3\u30c8\u3057\u3066\u65b0\u3057\u3044\u753b\u50cf\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>$ docker commit -c='CMD [\"jupyter\", \"notebook\", \"--no-browser\"] ' [existing container name] [your new container name with tag]\r\n<\/code><\/pre>\n<p>5\u3001\u901a\u5e38\u901a\u308aNotebook\u3092\u5b9f\u884c\u3059\u308b<br \/>\nJupyter\u3092\u5b9f\u884c\u3059\u308b<\/p>\n<pre class=\"post-pre\"><code>$ docker run -p 8080:8888 [your container name with tag]\r\n<\/code><\/pre>\n<p>Notebook WebUI\u306f\u3001[http:\/\/\u3042\u306a\u305f\u306e\u30ce\u30fc\u30c9\u306eIP\u30a2\u30c9\u30ec\u30b9]:8080\u304b\u3089\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3067\u5b8c\u4e86\u3067\u3059! \u624b\u9806\u306b\u6b63\u3057\u304f\u5f93\u3063\u3066\u3044\u308c\u3070\u3001Jupyter Notebook \u3092 Alibaba Cloud Elastic Compute Service (ECS) \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b MaxCompute service for PyODPS \u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u30a2\u30ea\u30d0\u30d0\u30af\u30e9\u30a6\u30c9\u306f\u65e5\u672c\u306b\uff12\u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3092\u6709\u3057\u3001\u4e16\u754c\u306760\u3092\u8d85\u3048\u308b\u30a2\u30d9\u30e9\u30d3\u30ea\u30c6\u30a3\u30fc\u30be\u30fc\u30f3\u3092\u6709\u3059\u308b\u30a2\u30b8\u30a2\u592a\u5e73\u6d0b\u5730\u57dfNo.1(2019\u30ac\u30fc\u30c8\u30ca\u30fc)\u306e\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u4e8b\u696d\u8005\u3067\u3059\u3002<br \/>\n\u30a2\u30ea\u30d0\u30d0\u30af\u30e9\u30a6\u30c9\u306e\u8a73\u7d30\u306f\u3001\u3053\u3061\u3089\u304b\u3089\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<br \/>\n\u30a2\u30ea\u30d0\u30d0\u30af\u30e9\u30a6\u30c9\u30b8\u30e3\u30d1\u30f3\u516c\u5f0f\u30da\u30fc\u30b8<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Alibaba Cloud ECS\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bPyODPS\u3092\u5b9f\u884c\u3057\u3066Docker\u306bJupyte [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46550","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\/46550-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Alibaba Cloud ECS\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bPyODPS\u3092\u5b9f\u884c\u3057\u3066Docker\u306bJupyte [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-12T10:54:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T08:40:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d64f037434c4406d05e0f\/7-0.png\" \/>\n<meta name=\"author\" content=\"\u79d1, \u96c5\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u79d1, \u96c5\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/\",\"name\":\"- Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-07-12T10:54:39+00:00\",\"dateModified\":\"2024-04-29T08:40:47+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a\",\"name\":\"\u79d1, \u96c5\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g\",\"caption\":\"\u79d1, \u96c5\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/keya\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"- Blog - Silicon Cloud","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/","og_locale":"zh_CN","og_type":"article","og_description":"\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Alibaba Cloud ECS\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306bPyODPS\u3092\u5b9f\u884c\u3057\u3066Docker\u306bJupyte [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-07-12T10:54:39+00:00","article_modified_time":"2024-04-29T08:40:47+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d64f037434c4406d05e0f\/7-0.png"}],"author":"\u79d1, \u96c5","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u79d1, \u96c5","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/","name":"- Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-07-12T10:54:39+00:00","dateModified":"2024-04-29T08:40:47+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/"]}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/41e222757cdd2a3365361328bd79970a","name":"\u79d1, \u96c5","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1b2d3e00a7df03689797ebd4af8c5827ba5af936849a71050ec331f4cf902c5d?s=96&d=mm&r=g","caption":"\u79d1, \u96c5"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/keya\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46550-2\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46550","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=46550"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46550\/revisions"}],"predecessor-version":[{"id":86424,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46550\/revisions\/86424"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=46550"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=46550"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=46550"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}