{"id":46651,"date":"2022-11-23T11:32:26","date_gmt":"2023-11-09T21:12:35","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46651-2\/"},"modified":"2024-04-29T02:07:21","modified_gmt":"2024-04-28T18:07:21","slug":"46651-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46651-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u306f\u3058\u3081\u306b<\/h1>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u30b7\u30b9\u30b3\u306e\u540c\u5fd7\u306b\u3088\u308b Advent Calendar \u306e\u4e00\u90e8\u3068\u3057\u3066\u6295\u7a3f\u3057\u3066\u3044\u307e\u3059<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">2017\u5e74\u7248: https:\/\/qiita.com\/advent-calendar\/2017\/cisco<\/ul>\n<\/li>\n<\/ul>\n<p>2018\u5e74\u7248: https:\/\/qiita.com\/advent-calendar\/2018\/cisco<\/p>\n<p>2019\u5e74\u7248: https:\/\/qiita.com\/advent-calendar\/2019\/cisco (&lt;&lt;&lt; \u4eca\u5e74)<\/p>\n<p>\u79c1\u81ea\u8eab\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u958b\u767a\u306b\u3064\u3044\u3066\u306e\u9023\u8f09\u30922017\u5e74\u306b\u5ba3\u8a00 \u3057\u3066\u304b\u3089 3\u56de\u76ee\u306e\u6295\u7a3f\u3068\u306a\u308a\u307e\u3059\uff081\u5e74\u306b1\u8a18\u4e8b\u3068\u3044\u3046\u3068\u3053\u308d\u306f\u3069\u3046\u304b\u89e6\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\uff09\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001Jupyter Notebook \u3092\u4f7f\u3063\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u306e\u30c7\u30e2\u3092\u3059\u308b\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h1>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u3092\u30c7\u30e2\u3057\u305f\u3044<\/h1>\n<p>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u3092\u63a8\u9032\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u305d\u306e\u624b\u6cd5\u3084\u52b9\u679c\u3092\u30c7\u30e2\u3057\u3066\u3044\u308d\u3093\u306a\u4eba\u3005\u306b\u307f\u305b\u305f\u3044\u3002\u3068\u3053\u308d\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306f\u8a00\u3046\u306e\u304c\u60b2\u3057\u3044\u3053\u3068\u3067\u3059\u304c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30c7\u30e2\u3068\u3044\u3046\u306e\u306f\u305d\u3082\u305d\u3082\u3001\u5730\u5473\u3067\u3059\u3002<\/p>\n<p>\u79c1\u81ea\u8eab\u306f\u3001CLI \u30b3\u30f3\u30bd\u30fc\u30eb\u753b\u9762\u3092\u6620\u3057\u3066\u3001\u300c\u307b\u3089\u3001Ping \u304c\u901a\u308a\u307e\u3057\u305f\uff01\u300d \u3068\u3044\u3046\u30c7\u30e2\u3092\u4f55\u5ea6\u3084\u3063\u3066\u304d\u305f\u3053\u3068\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u73fe\u5834\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u65b9\u306f\u898b\u305f\u76ee\u3088\u308a\u3082\u672c\u8cea\u7684\u306a\u6280\u8853\u306e\u3068\u3053\u308d\u3092\u7406\u89e3\u3057\u3066\u304f\u3060\u3055\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3059\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u90e8\u9580\u306e\u65b9\u3078\u306e\u30c7\u30e2\u3084\u3001\u30a4\u30d9\u30f3\u30c8\u306a\u3069\u3067\u4e00\u822c\u306e\u65b9\u3078\u306e\u30c7\u30e2\u3068\u306a\u308b\u3068\u3001\u3069\u3046\u3057\u3066\u3082\u898b\u305f\u76ee\u306e\u30a4\u30f3\u30d1\u30af\u30c8\u306b\u6b20\u3051\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p>\u304b\u3068\u3044\u3063\u3066\u3001\u30c7\u30e2\u306e\u305f\u3081\u306b\u5c02\u7528\u306e Web \u30dd\u30fc\u30bf\u30eb\u3092\u81ea\u5206\u3067 Javascript \u3092\u66f8\u3044\u3066\u7528\u610f\u3059\u308b\u3001\u3068\u3044\u3046\u306e\u3082\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u306f\u8f9b\u3044\u4f5c\u696d\u3067\u3059\uff08\u6700\u8fd1\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u80fd\u529b\u7684\u306b\u306f\u3067\u304d\u308b\u65b9\u3082\u591a\u3044\u3067\u3059\u304c\u3001\u672c\u8cea\u7684\u306a\u4f5c\u696d\u3067\u306a\u3044\u5272\u306b\u624b\u304c\u304b\u304b\u308b\u3001\u3068\u3044\u3046\u610f\u5473\u3067\uff09\u3002\u3082\u3046\u5c11\u3057\u624b\u8efd\u306b\u898b\u6804\u3048\u306e\u3088\u3044\u30c7\u30e2\u3092\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3082\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u3092\u793e\u5185\u3084\u696d\u754c\u3067\u30a2\u30d4\u30fc\u30eb\u30fb\u63a8\u9032\u3057\u305f\u3044\u6211\u3005\u306b\u3068\u3063\u3066\u3042\u308a\u304c\u305f\u3044\u6b66\u5668\u306b\u306a\u308b\u306e\u304c\u4eca\u56de\u4f7f\u3046 Jupyter Notebook \u3067\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u81ea\u52d5\u5316\u306b\u9650\u3089\u305a\u3044\u308d\u3093\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u88fd\u54c1\u306e\u30c7\u30e2\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h1>Jupyter Notebook \u3068\u306f<\/h1>\n<p>Jupyter Notebook \u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e Project Jupyter \u306e\u6210\u679c\u7269\u306e\u4e00\u3064\u3067\u3059\u3002\u6700\u8fd1\u306f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u3082\u30c7\u30fc\u30bf\u5206\u6790\u306e\u4e00\u6b21\u7684\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u4eba\u6c17\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002<\/p>\n<p>\u7c21\u5358\u306b\u8aac\u660e\u3059\u308b\u3068\u3001Python\u306e\u5bfe\u8a71\u74b0\u5883\u3067\u3042\u308b iPython \u3092\u30d6\u30e9\u30a6\u30b6\u4e0a\u3067\u5b9f\u884c\u3057\u3088\u3046\u3068\u3044\u3046\u76ee\u7684\u3067\u958b\u767a\u3055\u308c\u3001\u305d\u306e\u5f8c\u6539\u826f\u304c\u52a0\u3048\u3089\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u73fe\u5728\u3067\u306f Python \u3060\u3051\u3067\u306a\u304f\u307b\u304b\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3053\u306e Jupyter Notebook \u3068\u3001\u524d\u56de\u3054\u7d39\u4ecb\u3057\u305f PyATS \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u306e\u30c7\u30e2\u3092\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u76ee\u6a19\u306b\u3057\u307e\u3059\u3002<\/p>\n<h1>Jupyter Notebook \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h1>\n<p>Jupyter Notebook \u306f pypi \u304b\u3089\u7c21\u5358\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u4eca\u56de\u79c1\u304c\u5229\u7528\u3057\u3066\u3044\u308b\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\u304a\u624b\u5143\u306e\u74b0\u5883\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u3001\u9069\u5b9c\u5909\u66f4\u3057\u306a\u304c\u3089\u5b9f\u65bd\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Macbook Pro 10.14.6<\/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\">Python 3.6.8<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Jupyter-notebook 5.7.4<\/ul>\n<p>pip \u30b3\u30de\u30f3\u30c9\u3067 jupyter \u30e2\u30b8\u30e5\u30fc\u30eb\u4e00\u5f0f\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>python <span class=\"nt\">-V<\/span>\r\n3.6.8\r\n<span class=\"nv\">$ <\/span>pip <span class=\"nb\">install <\/span>jupyter\r\n<\/code><\/pre>\n<p>pip \u5b8c\u4e86\u5f8c\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067 jupyter-notebook \u3092\u8d77\u52d5\u3057\u307e\u3059<\/p>\n<pre class=\"post-pre\"><code>jupyter-notebook\r\n<\/code><\/pre>\n<p>\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30d6\u30e9\u30a6\u30b6\u304c\u958b\u304d\u3001Jupyter Notebook \u306e\u64cd\u4f5c\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/24-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u307e\u305a\u306f\u53f3\u5074\u306e New \u30dc\u30bf\u30f3\u3092\u62bc\u3057\u3066 Python3 \u3092\u9078\u629e\u3057\u307e\u3059<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/26-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u3053\u308c\u3067 Python3 \u304c\u30ab\u30fc\u30cd\u30eb\u3068\u3057\u3066\u52d5\u304f Notebook \u304c\u958b\u304d\u307e\u3059\u3002\u3053\u306e\u753b\u9762\u4e0a\u3067\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b Python \u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\uff01<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/28-0.png\" alt=\"image.png\" \/><\/div>\n<h1>Jupyter Notebook \u306e\u64cd\u4f5c<\/h1>\n<p>\u3053\u306e\u8a18\u4e8b\u306e\u30b4\u30fc\u30eb\u306f\u3053\u306e Jupyter Notebook \u306e\u753b\u9762\u306e\u4e0a\u3067\u81ea\u52d5\u5316\u306e\u30c7\u30e2\u3092\u5b9f\u884c\u3057\u3088\u3046\u3068\u3044\u3046\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u304c\u3001\u305d\u306e\u524d\u306b Jupyter Notebook \u81ea\u4f53\u306e\u64cd\u4f5c\u306b\u7c21\u5358\u306b\u6163\u308c\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u753b\u9762\u4e0a\u306b\u306f In [] \u306a\u3069\u3068\u66f8\u304b\u308c\u305f\u3001\u30e6\u30fc\u30b6\u304c\u6587\u5b57\u5165\u529b\u53ef\u80fd\u306a\u30a8\u30ea\u30a2\uff08=\u30bb\u30eb\uff09\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u306b Python \u306e\u30b3\u30de\u30f3\u30c9\u3092\u66f8\u3044\u3066\u3001\u30e1\u30cb\u30e5\u30fc\u304b\u3089 Run \u30b3\u30de\u30f3\u30c9 (\u307e\u305f\u306f Shift + Enter) \u3092\u62bc\u3059\u3068\u3001\u753b\u9762\u4e0a\u306b Python \u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u7d50\u679c\u304c\u8868\u793a\u3055\u308c\u308b\u4ed5\u7d44\u307f\u3067\u3059<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/32-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u4e0a\u306e\u901a\u308a\u3001import \u30b3\u30de\u30f3\u30c9\u3067\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3060\u308a\u3001\u6570\u5024\u306b\u4ee3\u5165\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002\u305d\u3057\u3066 print() \u30b3\u30de\u30f3\u30c9\u306e\u7d50\u679c\u304c\u51fa\u529b\u3068\u3057\u3066\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u30bb\u30eb\u306e\u5185\u5bb9\u306f\u3042\u3068\u304b\u3089\u81ea\u7531\u306b\u66f8\u304d\u63db\u3048\u3066\u518d\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u3046\u3057\u3066\u8a66\u884c\u932f\u8aa4\u3057\u306a\u304c\u3089\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u304c\u3067\u304d\u308b\u306e\u304c Jupyter Notebook \u306e\u5f37\u307f\u3067\u3059\u3002<\/p>\n<p>\u753b\u50cf\u3092\u30a4\u30f3\u30e9\u30a4\u30f3\u8868\u793a\u3055\u305b\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b:<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/37-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u5b9f\u306f Jupyter Notebook \u306f Markdown \u65b9\u5f0f\u3067\u306e\u8868\u8a18\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u3066\u3001\u30ce\u30fc\u30c8\u3068\u3044\u3046\u540d\u524d\u306e\u901a\u308a\u3001\u30b3\u30fc\u30c9\u306b\u52a0\u3048\u3066\u69d8\u3005\u306a\u6587\u7ae0\u3092\u8a18\u8f09\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30bb\u30eb\u3092\u9078\u629e\u3057\u3066\u30e1\u30cb\u30e5\u30fc\u304b\u3089 Markdown \u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/39-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u4f8b\u3048\u3070\u3001\u30bb\u30eb\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3057\u3066 Shift-Enter \u3092\u62bc\u3059\u3068<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/41-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u307e\u3059<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/43-0.png\" alt=\"image.png\" \/><\/div>\n<h1>Jupyter Notebook \u4e0a\u304b\u3089\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6a5f\u5668\u3092\u64cd\u4f5c\u3059\u308b<\/h1>\n<p>\u3044\u3088\u3044\u3088\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6a5f\u5668\u306e\u64cd\u4f5c\u3092\u884c\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u524d\u56de\u306e\u8a18\u4e8b\u3067\u3001 PyATS\/Genie \u3092\u4f7f\u3063\u3066 Python \u30b3\u30fc\u30c9\u3067\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6a5f\u5668\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u5fdc\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u5148\u306b\u3001Jupyter Notebook \u3092\u52d5\u304b\u3057\u3066\u3044\u308b\u306e\u3068\u540c\u3058 PC \u3067 pyats &amp; genie \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002\u3053\u308c\u3082 pip \u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u53ef\u80fd\u3067\u3059<\/p>\n<pre class=\"post-pre\"><code>$ pip install pyats genie\r\n<\/code><\/pre>\n<p>\u3053\u308c\u3067 pyats\/genie \u306e\u5404\u7a2e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3092\u4f7f\u3063\u3066\u5b9f\u969b\u306b\u30eb\u30fc\u30bf\u306b\u63a5\u7d9a\u3057\u3066\u307f\u307e\u3059\u3002\u4eca\u56de\u306f IOS \u30eb\u30fc\u30bf\u3092\u7528\u610f\u3057\u3001telnet \u30a2\u30af\u30bb\u30b9\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304d\u307e\u3059 (Appendix \u53c2\u7167)\u3002<\/p>\n<p>Jupyter Notebook \u306b\u623b\u3063\u3066\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u307f\u307e\u3059\u3002\u307e\u305a\u30eb\u30fc\u30bf\u306b\u63a5\u7d9a\u3059\u308b\u305f\u3081\u306e\u30c6\u30b9\u30c8\u30d9\u30c3\u30c9\u60c5\u5831\u3092\u8a18\u8ff0\u3057\u3066\u8aad\u307f\u8fbc\u307e\u305b\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f telnet \u3067\u63a5\u7d9a\u3057\u3066\u3044\u307e\u3059\u304c ssh \u3067\u3082\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">pyats.topology<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">loader<\/span>\r\n\r\n<span class=\"n\">testbed_file<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"testbed.yaml\"<\/span>\r\n\r\n<span class=\"n\">testbed<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"\"\"\r\ndevices:\r\n    CSR1kv-R1:\r\n        type: router\r\n        os: iosxe\r\n        credentials:\r\n            default:\r\n                password: admin\r\n                username: admin\r\n            enable:\r\n                password: admin\r\n        connections:\r\n            cli:\r\n                protocol: telnet\r\n                ip: 10.x.x.x\r\n                port: 10021\r\n\"\"\"<\/span>\r\n\r\n<span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed_file<\/span><span class=\"p\">,<\/span> <span class=\"s\">'w'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">f<\/span><span class=\"p\">.<\/span><span class=\"n\">write<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">tb<\/span> <span class=\"o\">=<\/span> <span class=\"n\">loader<\/span><span class=\"p\">.<\/span><span class=\"n\">load<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed_file<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">r1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tb<\/span><span class=\"p\">.<\/span><span class=\"n\">devices<\/span><span class=\"p\">[<\/span><span class=\"s\">'CSR1kv-R1'<\/span><span class=\"p\">]<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u308c\u3092 Jupyter Notebook \u4e0a\u306e\u30bb\u30eb\u306b\u8a18\u8ff0\u3057\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3067\u3001r1 \u3068\u3044\u3046\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30c7\u30d0\u30a4\u30b9\u3068\u3057\u3066\u64cd\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002r1 \u306b\u63a5\u7d9a\u3057\u3066\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">(<\/span><span class=\"n\">learn_hostname<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'show ip int br'<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>Jupyter Notebook \u3067\u306e\u5b9f\u884c\u7d50\u679c\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/55-1.png\" alt=\"image.png\" \/><\/div>\n<p>\u3053\u306e\u3088\u3046\u306b PyATS \u306e Unicon \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30c7\u30d0\u30a4\u30b9\u306b\u63a5\u7d9a\u3057\u3066\u3001CLI \u30bb\u30c3\u30b7\u30e7\u30f3\u4e0a\u3067\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u6a19\u6e96\u51fa\u529b\u306e\u7d50\u679c\u304c\u4e0a\u8a18\u306e\u3088\u3046\u306b\u5b9f\u884c\u3068\u540c\u6642\u306b\u51fa\u529b\u3055\u308c\u307e\u3059\u3002\u4e0a\u306e\u30b3\u30fc\u30c9\u3067\u306f out \u5909\u6570\u306b\u51fa\u529b\u7d50\u679c\u3092\u4ee3\u5165\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"post-pre\"><code>print(out)\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/58-0.png\" alt=\"image.png\" \/><\/div>\n<h1>Jupyter Notebook \u4e0a\u3067\u306e\u7d50\u679c\u306e\u6574\u5f62<\/h1>\n<p>\u7d50\u679c\u304c\u5909\u6570\u3068\u3057\u3066\u624b\u306b\u5165\u3063\u3066\u3057\u307e\u3048\u3070\u3001\u3042\u3068\u306f Python \u3092\u4f7f\u3063\u3066\u7d50\u679c\u3092\u3055\u307e\u3056\u307e\u306a\u5f62\u3067\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30e2\u3084\u691c\u8a3c\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3068\u3044\u3063\u305f\u7528\u9014\u306e\u305f\u3081\u306b\u306f\u3001\u7d50\u679c\u3092\u3067\u304d\u308b\u3060\u3051\u7f8e\u3057\u304f\u8868\u793a\u3057\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u524d\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067 out \u5909\u6570\u306b\u5165\u3063\u305f\u30b3\u30de\u30f3\u30c9\u51fa\u529b\u7d50\u679c\u3092\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u3067\u8868\u793a\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u7d71\u8a08\u51e6\u7406\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b pandas \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u3051\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>import pandas as pd\r\n\r\ntable = [ x.split() for x in out.splitlines() ]\r\n\r\ndf = pd.DataFrame(table[1:], columns=table[0])\r\ndf\r\n<\/code><\/pre>\n<p>Jupyter Notebook \u3067\u306f\u3001Pandas \u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u3092\u81ea\u52d5\u7684\u306b HTML \u30c6\u30fc\u30d6\u30eb\u306b\u8868\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5b9f\u884c\u7d50\u679c\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/65-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u3053\u306e\u3088\u3046\u306a\u8868\u793a\u304c\u3067\u304d\u308b\u3068\u3001\u5358\u306b\u30bf\u30fc\u30df\u30ca\u30eb\u4e0a\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u898b\u305b\u308b\u3088\u308a\u3082\u5c11\u3057\u306f\u898b\u6804\u3048\u306e\u3059\u308b\u30c7\u30e2\u306b\u306a\u308a\u305d\u3046\u306a\u6c17\u304c\u3057\u3066\u304d\u307e\u305b\u3093\u304b\uff1f<\/p>\n<p>\u540c\u69d8\u306b pandas \u3092\u4f7f\u3063\u3066\u3001\u3082\u3046\u5c11\u3057\u691c\u8a3c\u3067\u4f7f\u3044\u305d\u3046\u306a\u51e6\u7406\u3092\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u4eca\u5ea6\u306f show interface \u306e\u51fa\u529b\u3092 PyATS \u306e\u30c4\u30fc\u30eb\u3067\u3042\u308b Genie \u3092\u4f7f\u3063\u3066\u30d1\u30fc\u30b9\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">genie.conf<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Genie<\/span>\r\n\r\n<span class=\"n\">tb<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Genie<\/span><span class=\"p\">.<\/span><span class=\"n\">init<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed_file<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">r1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tb<\/span><span class=\"p\">.<\/span><span class=\"n\">devices<\/span><span class=\"p\">[<\/span><span class=\"s\">'CSR1kv-R1'<\/span><span class=\"p\">]<\/span>\r\n\r\n<span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">parse<\/span><span class=\"p\">(<\/span><span class=\"s\">'show interfaces'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"kn\">from<\/span> <span class=\"nn\">pprint<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">pprint<\/span> \r\n<span class=\"n\">pprint<\/span><span class=\"p\">(<\/span><span class=\"n\">out<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u7d50\u679c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b show interfaces \u306e\u7d50\u679c\u304c\u81ea\u52d5\u7684\u306b\u30d1\u30fc\u30b9\u3055\u308c\u30c7\u30a3\u30af\u30b7\u30e7\u30ca\u30ea\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/70-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3054\u3068\u306e input packets \/ output packets \u3092\u8aad\u307f\u53d6\u3063\u3066\u30b0\u30e9\u30d5\u306b\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u4e0a\u8a18\u3067\u4f7f\u3063\u305f pandas \u30e2\u30b8\u30e5\u30fc\u30eb\u306b\u52a0\u3048\u3066 matplotlib \u30e2\u30b8\u30e5\u30fc\u30eb\u3082\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9:<\/p>\n<pre class=\"post-pre\"><code>%matplotlib inline\r\n\r\nimport matplotlib\r\nimport pandas as pd\r\n\r\ntable = []\r\n\r\nintf_list = ['GigabitEthernet1', 'GigabitEthernet2', 'GigabitEthernet3']\r\nheaders = ['intf', 'in_pkts', 'out_pkts']\r\n\r\nfor k,v in out.items():\r\n    for intf in intf_list:\r\n        if intf == k:\r\n            line = [\r\n                k,\r\n                v.get('counters').get('in_pkts'),\r\n                v.get('counters').get('out_pkts'),\r\n            ]\r\n            table.append(line)\r\n\r\ndf = pd.DataFrame(table, columns=headers)\r\ndf\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/74-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u3053\u308c\u3092\u30b0\u30e9\u30d5\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u307f\u307e\u3057\u3087\u3046<\/p>\n<pre class=\"post-pre\"><code>%matplotlib inline\r\ndf.plot()\r\n<\/code><\/pre>\n<p>\u7d50\u679c:<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/78-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u3053\u306e\u3088\u3046\u306b Jupyter Notebook \u3092\u4f7f\u3048\u3070\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c7\u30d0\u30a4\u30b9\u304b\u3089\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092 Pandas \u3067\u51e6\u7406\u3057\u3066\u3001\u30c6\u30fc\u30d6\u30eb\u30c7\u30fc\u30bf\u306f HTML \u3067\u8868\u793a\u3001\u6570\u5024\u30c7\u30fc\u30bf\u306f matplotlib \u3067\u30b0\u30e9\u30d5\u8868\u793a\u3001\u306a\u3069\u5de5\u592b\u6b21\u7b2c\u3067\u69d8\u3005\u306a\u8868\u73fe\u304c\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<h1>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u306e\u30c7\u30e2<\/h1>\n<p>\u672c\u8a18\u4e8b\u306e\u30b4\u30fc\u30eb\u3067\u3042\u308b\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u30c7\u30e2\u3092 Jupyter Notebook \u4e0a\u306b\u66f8\u3044\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>\u30b7\u30ca\u30ea\u30aa\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7c21\u5358\u306a\u3082\u306e\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u305f<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">r1, r2 \u306e\uff12\u53f0\u306e IOS \u30eb\u30fc\u30bf\u304c\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b<\/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\">r1, r2 \u306e\uff12\u53f0\u306e\u758e\u901a\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b<\/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\">\uff12\u53f0\u306b OSPF \u8a2d\u5b9a\u3092\u6295\u5165\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">OSPF \u30cd\u30a4\u30d0\u30fc\u304c Up \u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b<\/ul>\n<p>\u4ee5\u4e0b\u304cJupyter Notebook \u4e0a\u306e\u30b3\u30fc\u30c9\u3067\u3059\u3002\u3053\u308c\u3092\u8a18\u8ff0\u3057\u305f\u4e0a\u3067\u30e1\u30cb\u30e5\u30fc\u304b\u3089 Cell &gt; Run All \u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u81ea\u52d5\u7684\u306b\u30b3\u30fc\u30c9\u304c\u4e0a\u304b\u3089\u5b9f\u884c\u3055\u308c\u3001\u7d50\u679c\u304c\u753b\u9762\u4e0a\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2>r1, r2 \u306e\uff12\u53f0\u306e IOS \u30eb\u30fc\u30bf\u304c\u63a5\u7d9a\u3055\u308c\u3066\u3044\u308b<\/h2>\n<pre class=\"post-pre\"><code><span class=\"n\">testbed_file<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"testbed.yaml\"<\/span>\r\n\r\n<span class=\"n\">testbed<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"\"\"\r\ndevices:\r\n    CSR1kv-R1:\r\n        type: router\r\n        os: iosxe\r\n        credentials:\r\n            default:\r\n                password: admin\r\n                username: admin\r\n            enable:\r\n                password: admin\r\n        connections:\r\n            cli:\r\n                protocol: telnet\r\n                ip: 10.71.157.163\r\n                port: 10021\r\n    CSR1kv-R2:\r\n        type: router\r\n        os: iosxe\r\n        credentials:\r\n            default:\r\n                password: admin\r\n                username: admin\r\n            enable:\r\n                password: admin\r\n        connections:\r\n            cli:\r\n                protocol: telnet\r\n                ip: 10.71.157.163\r\n                port: 10022\r\n\"\"\"<\/span>\r\n\r\n<span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed_file<\/span><span class=\"p\">,<\/span> <span class=\"s\">'w'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">f<\/span><span class=\"p\">.<\/span><span class=\"n\">write<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed<\/span><span class=\"p\">)<\/span>\r\n\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">genie.conf<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Genie<\/span>\r\n\r\n<span class=\"n\">tb<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Genie<\/span><span class=\"p\">.<\/span><span class=\"n\">init<\/span><span class=\"p\">(<\/span><span class=\"n\">testbed_file<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">r1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">genie_tb<\/span><span class=\"p\">.<\/span><span class=\"n\">devices<\/span><span class=\"p\">[<\/span><span class=\"s\">'CSR1kv-R1'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"n\">r2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">genie_tb<\/span><span class=\"p\">.<\/span><span class=\"n\">devices<\/span><span class=\"p\">[<\/span><span class=\"s\">'CSR1kv-R2'<\/span><span class=\"p\">]<\/span>\r\n\r\n<span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">r2<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<h2>r1, r2 \u306e\uff12\u53f0\u306e\u758e\u901a\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b<\/h2>\n<pre class=\"post-pre\"><code><span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">r2<\/span><span class=\"p\">.<\/span><span class=\"n\">connect<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"n\">r1_out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'ping 10.0.12.2'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">r2_out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">r2<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'ping 10.0.12.1'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'----------------------'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'Results'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'----------------------'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"k\">if<\/span> <span class=\"s\">'!!!!'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">r1_out<\/span><span class=\"p\">.<\/span><span class=\"n\">splitlines<\/span><span class=\"p\">()[<\/span><span class=\"mi\">2<\/span><span class=\"p\">]:<\/span>\r\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'r1 to r2: pass'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"k\">if<\/span> <span class=\"s\">'!!!!'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">r2_out<\/span><span class=\"p\">.<\/span><span class=\"n\">splitlines<\/span><span class=\"p\">()[<\/span><span class=\"mi\">2<\/span><span class=\"p\">]:<\/span>\r\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'r2 to r1: pass'<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h2>\uff12\u53f0\u306b OSPF \u8a2d\u5b9a\u3092\u6295\u5165\u3059\u308b<\/h2>\n<h3>\u4e8b\u524d\u78ba\u8a8d<\/h3>\n<pre class=\"post-pre\"><code><span class=\"n\">r1_ospf_out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">r1<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'show ip ospf neighbor'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">r2_ospf_out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">r2<\/span><span class=\"p\">.<\/span><span class=\"n\">execute<\/span><span class=\"p\">(<\/span><span class=\"s\">'show ip ospf neighbor'<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">table<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span> <span class=\"n\">x<\/span><span class=\"p\">.<\/span><span class=\"n\">split<\/span><span class=\"p\">()<\/span> <span class=\"k\">for<\/span> <span class=\"n\">x<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">r1_ospf_out<\/span><span class=\"p\">.<\/span><span class=\"n\">splitlines<\/span><span class=\"p\">()<\/span> <span class=\"p\">][<\/span><span class=\"mi\">1<\/span><span class=\"p\">:]<\/span>\r\n<span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">:<\/span><span class=\"mi\">2<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s\">' '<\/span><span class=\"p\">.<\/span><span class=\"n\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"mi\">0<\/span><span class=\"p\">:<\/span><span class=\"mi\">2<\/span><span class=\"p\">])]<\/span>\r\n<span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"mi\">3<\/span><span class=\"p\">:<\/span><span class=\"mi\">5<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s\">' '<\/span><span class=\"p\">.<\/span><span class=\"n\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">][<\/span><span class=\"mi\">3<\/span><span class=\"p\">:<\/span><span class=\"mi\">5<\/span><span class=\"p\">])]<\/span>\r\n<span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">][<\/span><span class=\"mi\">2<\/span><span class=\"p\">:<\/span><span class=\"mi\">4<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"s\">' '<\/span><span class=\"p\">.<\/span><span class=\"n\">join<\/span><span class=\"p\">(<\/span><span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">][<\/span><span class=\"mi\">2<\/span><span class=\"p\">:<\/span><span class=\"mi\">4<\/span><span class=\"p\">])]<\/span>\r\n\r\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">:],<\/span> <span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"n\">table<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">])<\/span>\r\n<span class=\"n\">df<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/93-1.png\" alt=\"image.png\" \/><\/div>\n<h3>\u8a2d\u5b9a\u5b9f\u884c<\/h3>\n<pre class=\"post-pre\"><code><span class=\"n\">r1_ospf_config<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"\"\"\r\n!\r\nrouter ospf 1\r\n router-id 10.0.255.1\r\n network 10.0.12.0 0.0.0.255 area 0\r\n!\r\ninterface Gi2\r\n ip ospf network point-to-point\r\n\"\"\"<\/span>\r\n\r\n<span class=\"n\">r2_ospf_config<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"\"\"\r\n!\r\nrouter ospf 1\r\n router-id 10.0.255.2\r\n network 10.0.12.0 0.0.0.255 area 0\r\n!\r\ninterface Gi2\r\n ip ospf network point-to-point\r\n\"\"\"<\/span>\r\n\r\n\r\n<span class=\"n\">genie_r1<\/span><span class=\"p\">.<\/span><span class=\"n\">configure<\/span><span class=\"p\">(<\/span><span class=\"n\">r1_ospf_config<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">genie_r2<\/span><span class=\"p\">.<\/span><span class=\"n\">configure<\/span><span class=\"p\">(<\/span><span class=\"n\">r2_ospf_config<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<h2>OSPF \u30cd\u30a4\u30d0\u30fc\u304c Up \u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b<\/h2>\n<pre class=\"post-pre\"><code><span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">False<\/span>\r\n\r\n<span class=\"k\">while<\/span> <span class=\"ow\">not<\/span> <span class=\"n\">result<\/span><span class=\"p\">:<\/span>\r\n    <span class=\"n\">r1_ospf_out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">genie_r1<\/span><span class=\"p\">.<\/span><span class=\"n\">parse<\/span><span class=\"p\">(<\/span><span class=\"s\">'show ip ospf neighbor'<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">r2_ospf_out<\/span> <span class=\"o\">=<\/span> <span class=\"n\">genie_r2<\/span><span class=\"p\">.<\/span><span class=\"n\">parse<\/span><span class=\"p\">(<\/span><span class=\"s\">'show ip ospf neighbor'<\/span><span class=\"p\">)<\/span>\r\n    <span class=\"n\">table<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\r\n\r\n    <span class=\"k\">for<\/span> <span class=\"n\">k<\/span><span class=\"p\">,<\/span><span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">r1_ospf_out<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'interfaces'<\/span><span class=\"p\">,<\/span> <span class=\"p\">{}).<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'GigabitEthernet2'<\/span><span class=\"p\">,<\/span> <span class=\"p\">{}).<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'neighbors'<\/span><span class=\"p\">,<\/span> <span class=\"p\">{}).<\/span><span class=\"n\">items<\/span><span class=\"p\">():<\/span>\r\n        <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'r1'<\/span><span class=\"p\">,<\/span> <span class=\"n\">k<\/span><span class=\"p\">,<\/span> <span class=\"n\">v<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'state'<\/span><span class=\"p\">))<\/span>\r\n        <span class=\"k\">if<\/span> <span class=\"s\">'FULL'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">v<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'state'<\/span><span class=\"p\">):<\/span>\r\n            <span class=\"n\">r1_result<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">True<\/span>\r\n            <span class=\"n\">table<\/span><span class=\"p\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"s\">'r1'<\/span><span class=\"p\">,<\/span> <span class=\"n\">k<\/span><span class=\"p\">,<\/span> <span class=\"n\">v<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'state'<\/span><span class=\"p\">)])<\/span>\r\n\r\n    <span class=\"k\">for<\/span> <span class=\"n\">k<\/span><span class=\"p\">,<\/span><span class=\"n\">v<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">r2_ospf_out<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'interfaces'<\/span><span class=\"p\">,<\/span> <span class=\"p\">{}).<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'GigabitEthernet2'<\/span><span class=\"p\">,<\/span> <span class=\"p\">{}).<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'neighbors'<\/span><span class=\"p\">,<\/span> <span class=\"p\">{}).<\/span><span class=\"n\">items<\/span><span class=\"p\">():<\/span>\r\n        <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'r2'<\/span><span class=\"p\">,<\/span> <span class=\"n\">k<\/span><span class=\"p\">,<\/span> <span class=\"n\">v<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'state'<\/span><span class=\"p\">))<\/span>\r\n        <span class=\"k\">if<\/span> <span class=\"s\">'FULL'<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">v<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'state'<\/span><span class=\"p\">):<\/span>\r\n            <span class=\"n\">r2_result<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">True<\/span>\r\n            <span class=\"n\">table<\/span><span class=\"p\">.<\/span><span class=\"n\">append<\/span><span class=\"p\">([<\/span><span class=\"s\">'r2'<\/span><span class=\"p\">,<\/span> <span class=\"n\">k<\/span><span class=\"p\">,<\/span> <span class=\"n\">v<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'state'<\/span><span class=\"p\">)])<\/span>\r\n\r\n    <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">all<\/span><span class=\"p\">([<\/span><span class=\"n\">r1_result<\/span><span class=\"p\">,<\/span> <span class=\"n\">r2_result<\/span><span class=\"p\">])<\/span>\r\n\r\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"n\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">table<\/span><span class=\"p\">,<\/span> <span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s\">'Router'<\/span><span class=\"p\">,<\/span><span class=\"s\">'Neighbor'<\/span><span class=\"p\">,<\/span><span class=\"s\">'State'<\/span><span class=\"p\">])<\/span>\r\n<span class=\"n\">df<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/98-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u3053\u306e\u3088\u3046\u306b Jupyter Notebook \u4e0a\u3067\u4e00\u9023\u306e\u30c6\u30b9\u30c8\u3092\u81ea\u52d5\u7684\u306b\u5b9f\u884c\u3057\u3001\u540c\u3058\u753b\u9762\u4e0a\u306b\u7d50\u679c\u3082\u51fa\u529b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002Python \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u7d50\u679c\u306e\u8868\u793a\u304c\u7f8e\u3057\u304f\u306a\u308a\u3001\u30c7\u30e2\u3068\u3057\u3066\u306e\u898b\u6804\u3048\u3084\u3001\u7d50\u679c\u30ec\u30dd\u30fc\u30c8\u3068\u3057\u3066\u306e\u898b\u6613\u3055\u3082\u5411\u4e0a\u3057\u305f\u3068\u8a00\u3048\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<h1>\u307e\u3068\u3081<\/h1>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Jupyter Notebook \u3068 PyATS\/Genie \u3092\u4f7f\u3063\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u306e\u30c7\u30e2\u3092\u3057\u3066\u307f\u308b\u3001\u3068\u3044\u3046\u5185\u5bb9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Jupyter Notebook \u306f\u30b5\u30fc\u30d0\u3067\u52d5\u304b\u3057\u3066\u8907\u6570\u4eba\u3067\u5171\u6709\u3057\u3066\u7de8\u96c6\u3057\u305f\u308a\u3001\u30ce\u30fc\u30c8\u306e\u307e\u307e\u4fdd\u5b58\u3057\u3066\u914d\u5e03\u3057\u305f\u308a\u3068\u3001\u30c1\u30fc\u30e0\u3067\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u958b\u767a\u30fb\u904b\u7528\u304a\u3088\u3073\u30ca\u30ec\u30c3\u30b8\u306e\u84c4\u7a4d\u306b\u5927\u5909\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u307f\u306a\u3055\u3093\u306e\u74b0\u5883\u3067\u3082\u6d3b\u7528\u3057\u3066\u307f\u3066\u3044\u305f\u3060\u3051\u305f\u3089\u5927\u5909\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p>\u3055\u3066\u6b21\u56de\u3067\u3059\u304c\u3001\u300c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c7\u30d0\u30a4\u30b9\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b5\u30fc\u30d3\u30b9\u306e\u30e2\u30c7\u30eb\u5316\u300d\u3068\u3044\u3046\u30c6\u30fc\u30de\u306b\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u306e\u3088\u3046\u306b\u5c11\u306a\u3044\u53f0\u6570\u3067\u3059\u3068\u3001\u500b\u5225\u306b\u30b3\u30f3\u30d5\u30a3\u30b0\u3092\u6295\u5165\u3057\u305f\u308a\u3001\u78ba\u8a8d\u30b3\u30de\u30f3\u30c9\u3092\u6253\u3063\u305f\u308a\u3057\u3066\u3082\u306a\u3093\u3068\u304b\u306a\u308a\u307e\u3059\u304c\u3001\u5927\u898f\u6a21\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3078\u306e\u8a2d\u5b9a\u6295\u5165\u3068\u306a\u308b\u3068\u53b3\u3057\u3044\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002\u6b21\u56de\u306f\u305d\u3046\u3044\u3063\u305f\u8ab2\u984c\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3064\u3044\u3066\u3082\u8003\u3048\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u76ee\u6b21<br \/>\n\u524d\u56de: \u7b2c2\u56de: \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u958b\u767a\u5b9f\u8df5 &#8211; Python \u3067\u30eb\u30fc\u30bf\u3092\u64cd\u4f5c\u3059\u308b<br \/>\n\u6b21\u56de: \u7b2c4\u56de: \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u81ea\u52d5\u5316\u958b\u767a\u5b9f\u8df5 &#8211; \u30c7\u30d0\u30a4\u30b9\u306e\u30e2\u30c7\u30eb\u5316\u306e\u3054\u5229\u76ca\u3092\u611f\u3058\u3088\u3046 &#8211; Cisco NSO \u3092\u4f7f\u3046<\/p>\n<h1>Appendix<\/h1>\n<h2>Appendix: IOS Router Configuration<\/h2>\n<pre class=\"post-pre\"><code>hostname CSR1kv-R1\r\n!\r\nvrf definition management\r\n rd 1:1\r\n !\r\n address-family ipv4\r\n exit-address-family\r\n!\r\n!\r\ninterface GigabitEthernet1\r\n vrf forwarding management\r\n ip address 192.168.1.121 255.255.255.0\r\n negotiation auto\r\n!\r\nip route vrf management 0.0.0.0 0.0.0.0 192.168.1.254\r\n!\r\nno aaa new-model\r\n!\r\nenable secret !admin\r\nusername admin secret admin\r\n!\r\nline vty 0 4\r\n exec-timeout 0 0\r\n login local\r\n!\r\n<\/code><\/pre>\n<h2>Appendix: Reference<\/h2>\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306e\u4f5c\u6210\u306b\u3042\u305f\u3063\u3066\u3001\u79c1\u304c\u66f8\u304f\u524d\u306b\u3059\u3067\u306b PyATS\/Genie \u3092\u8a18\u4e8b\u306b\u3055\u308c\u3066\u3044\u305f\u4ee5\u4e0b\u3092\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u7d20\u6674\u3089\u3057\u3044\u8a18\u4e8b\u3092\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">Genie Parser\/Ops\u306b\u3088\u308bCisco\u6a5f\u5668\u306e\u30ed\u30b0\u53d6\u5f97\u30fb\u69cb\u6587\u89e3\u6790 &#8211; Qiita<\/ul>\n<p>\u307e\u305f pandas \u3068 matplotlib \u3092\u3088\u308a\u6d3b\u7528\u3059\u308b\u306b\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">pandas + matplotlib \u306b\u3088\u308b\u591a\u5f69\u306a\u30c7\u30fc\u30bf\u30d7\u30ed\u30c3\u30c6\u30a3\u30f3\u30b0 &#8211; Qiita<\/ul>\n<h1>\u514d\u8cac\u4e8b\u9805<\/h1>\n<p>\u672c\u30b5\u30a4\u30c8\u304a\u3088\u3073\u5bfe\u5fdc\u3059\u308b\u30b3\u30e1\u30f3\u30c8\u306b\u304a\u3044\u3066\u8868\u660e\u3055\u308c\u308b\u610f\u898b\u306f\u3001\u6295\u7a3f\u8005\u672c\u4eba\u306e\u500b\u4eba\u7684\u610f\u898b\u3067\u3042\u308a\u3001\u30b7\u30b9\u30b3\u306e\u610f\u898b\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u672c\u30b5\u30a4\u30c8\u306e\u5185\u5bb9\u306f\u3001\u60c5\u5831\u306e\u63d0\u4f9b\u306e\u307f\u3092\u76ee\u7684\u3068\u3057\u3066\u63b2\u8f09\u3055\u308c\u3066\u304a\u308a\u3001\u30b7\u30b9\u30b3\u3084\u4ed6\u306e\u95a2\u4fc2\u8005\u306b\u3088\u308b\u63a8\u5968\u3084\u8868\u660e\u3092\u76ee\u7684\u3068\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5404\u5229\u7528\u8005\u306f\u3001\u672cWeb\u30b5\u30a4\u30c8\u3078\u306e\u63b2\u8f09\u306b\u3088\u308a\u3001\u6295\u7a3f\u3001\u30ea\u30f3\u30af\u305d\u306e\u4ed6\u306e\u65b9\u6cd5\u3067\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u305f\u5168\u3066\u306e\u60c5\u5831\u306e\u5185\u5bb9\u306b\u5bfe\u3057\u3066\u5168\u8cac\u4efb\u3092\u8ca0\u3044\u3001\u672cWeb \u30b5\u30a4\u30c8\u306e\u5229\u7528\u306b\u95a2\u3059\u308b\u3042\u3089\u3086\u308b\u8cac\u4efb\u304b\u3089\u30b7\u30b9\u30b3\u3092\u514d\u8cac\u3059\u308b\u3053\u3068\u306b\u540c\u610f\u3057\u305f\u3082\u306e\u3068\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u3053\u306e\u8a18\u4e8b\u306f\u30b7\u30b9\u30b3\u306e\u540c\u5fd7\u306b\u3088\u308b Advent Calendar \u306e\u4e00\u90e8\u3068\u3057\u3066\u6295\u7a3f\u3057\u3066\u3044\u307e\u3059 2017\u5e74 [&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-46651","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\/46651-2\/\" \/>\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 \u3053\u306e\u8a18\u4e8b\u306f\u30b7\u30b9\u30b3\u306e\u540c\u5fd7\u306b\u3088\u308b Advent Calendar \u306e\u4e00\u90e8\u3068\u3057\u3066\u6295\u7a3f\u3057\u3066\u3044\u307e\u3059 2017\u5e74 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46651-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-09T21:12:35+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-28T18:07:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d65b237434c4406d07b50\/24-0.png\" \/>\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\" content=\"\u97f5, \u79d1\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \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\/46651-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46651-2\/\",\"name\":\"- Blog - Silicon 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