{"id":46290,"date":"2023-08-25T19:41:49","date_gmt":"2023-05-22T13:08:07","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/"},"modified":"2024-04-30T20:06:08","modified_gmt":"2024-04-30T12:06:08","slug":"46290-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/","title":{"rendered":""},"content":{"rendered":"<p>\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u3067\u3059\u3002Jupyter \u304c5\u7cfb\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u306e\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">Jupyter \u306e Docker \u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3063\u3066\u307f\u308b &#8211; Qiita<\/ul>\n<p>Jupyter \u306f Python \u306e\u30c4\u30fc\u30eb\u3067\u3042\u308b IPython \u304b\u3089\u51fa\u767a\u3057\u307e\u3057\u305f\u304c\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306e\u904e\u7a0b\u3092 Web \u4e0a\u3067\u5171\u6709\u3067\u304d\u307e\u3059\u306e\u3067\u3001R \u3067\u3082\u4f7f\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u6700\u8fd1\u3067\u306fHadoop\u57fa\u76e4\u3092\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066 Spark \u3068\u306e\u7d71\u5408\u3082\u9032\u3093\u3067\u3044\u307e\u3059\u3002<br \/>\nNumpy, pandas \u306b\u4ee3\u8868\u3055\u308c\u308b\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u4f9d\u5b58\u95a2\u4fc2\u304c\u8907\u96d1\u5316\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306b\u82e6\u52b4\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u304c\u3001Docker \u3092\u4f7f\u3046\u3053\u3068\u3067\u5b9f\u884c\u74b0\u5883\u306e\u30dd\u30fc\u30bf\u30d3\u30ea\u30c6\u30a3\u3092\u5411\u4e0a\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u5b9f\u884c\u74b0\u5883\u3092\u30b3\u30f3\u30c6\u30ca\u3054\u3068\u306b\u5206\u96e2\u3067\u304d\u307e\u3059\u306e\u3067\u3001Hadoop\u4e0a\u3067Docker\u3092\u52d5\u304b\u3059\u4ed5\u7d44\u307f (Docker Container Executor &#8211; Apache Hadoop 2.7.4) \u3082\u691c\u8a0e\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u5b9f\u7528\u6bb5\u968e\u306b\u306f\u3061\u3087\u3063\u3068\u65e9\u3044\u3068\u601d\u3044\u307e\u3059\u304c\uff09\u3002<br \/>\n\u7528\u9014\u306b\u5fdc\u3058\u3066\u8efd\u91cf\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3044\u5206\u3051\u308b\u65b9\u5411\u6027\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u306e\u3067\u3001Jupyter\u3067\u6574\u7406\u3055\u308c\u3066\u3044\u308b\u30a4\u30e1\u30fc\u30b8\u3092\u307e\u3068\u3081\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001Jupyter \u30b5\u30fc\u30d0\u30fc\u306f\u5358\u4e00\u30e6\u30fc\u30b6\u30fc\u3067\u306e\u5229\u7528\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u4e00\u7a2e\u985e\u306e\u307f\u306e\u8a2d\u5b9a\u3068\u306a\u308a\u307e\u3059\u3002\u8907\u6570\u4eba\u3067\u5229\u7528\u3059\u308b\u306b\u306f JupyterHub \u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>Docker\u30a4\u30e1\u30fc\u30b8\u306e\u4e00\u89a7<\/h2>\n<p>Jupyter \u306e Docker \u30a4\u30e1\u30fc\u30b8\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5206\u5272\u3057\u3066\u7ba1\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002GitHub\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306f jupyter\/docker-stacks \u3072\u3068\u3064\u3067\u3059\u304c\u3001Docker Hub \u306b\u306f\u8907\u6570\u306e\u30a4\u30e1\u30fc\u30b8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div>\n<div class=\"post-table\">\u30a4\u30e1\u30fc\u30b8\u540d\u8aac\u660e<em>base-notebook<\/em>Jupyter Notebook 5.0.x \u3092\u4f7f\u3048\u307e\u3059\u3002\u79d1\u5b66\u8a08\u7b97\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u542b\u307e\u308c\u307e\u305b\u3093\u3002<em>minimal-notebook<\/em><em>base-notebook<\/em> \u306b pandoc \u3068 texlive \u306a\u3069\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5909\u63db\u30c4\u30fc\u30eb\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<em>scipy-notebook<\/em>pandas \u3084 scikit-learn \u306a\u3069\u3001Python \u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u542b\u307e\u308c\u307e\u3059\u3002<em>datascience-notebook<\/em><em>scipy-notebook<\/em> \u306b R \u3068 Julia \u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002R \u306e plyr \u306a\u3069\u306f <code>conda<\/code> \u3067\u7ba1\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<em>tensorflow-notebook<\/em><em>scipy-notebook<\/em> \u306b tensorflow \u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002GPU\u306e\u30b5\u30dd\u30fc\u30c8\u306f\u3042\u308a\u307e\u305b\u3093\u3002<em>pyspark-notebook<\/em><em>scipy-notebook<\/em> \u306b Spark 2.2.0 \u3068 Hadoop 2.7 \u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002Mesos 1.2 \u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3082\u542b\u307e\u308c\u307e\u3059\u3002<em>all-spark-notebook<\/em><em>pyspark-notebook<\/em> \u306b R \u3068 Toree \u304a\u3088\u3073 Spylon \u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<em>r-notebook<\/em><em>minimal-notebook<\/em> \u306b R \u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002plyr \u306a\u3069\u306f <code>conda<\/code> \u3067\u7ba1\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002Python \u3082 Julia \u3082\u4f7f\u308f\u306a\u3044\u5834\u5408\u306b\u306f <em>datascience-notebook<\/em> \u3088\u308a\u3082\u8efd\u91cf\u306b\u7528\u610f\u3067\u304d\u307e\u3059\u3002<\/div>\n<\/div>\n<p>\u305d\u308c\u305e\u308c\u306e\u30a4\u30e1\u30fc\u30b8\u306e\u95a2\u4fc2\u6027\u306f GitHub \u30ea\u30dd\u30b8\u30c8\u30ea\u306e Visual Overview \u306e\u56f3 (internal\/inherit-diagram.png) \u304c\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">jupyter\/docker-stacks: Opinionated stacks of ready-to-run Jupyter applications in Docker.<\/ul>\n<p>\u8d77\u52d5\u8a2d\u5b9a\u306f base-notebook \u306e\u30b7\u30a7\u30eb\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u7ba1\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u306a\u3069\u306f &#8220;Base Jupyter Notebook Stack&#8221; \u306e README \u3092\u8aad\u3080\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<ul class=\"post-ul\">docker-stacks\/base-notebook<\/ul>\n<p>[off topic]<br \/>\nToree \u3084 Spylon \u3092\u4f7f\u3046\u3068\u3001Spark \u3092\u4f7f\u3046\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092 Scala \u3067\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3068\u3057\u3066\u306f\u30a2\u30eb\u30d5\u30a1\u304b\u3089\u30d9\u30fc\u30bf\u3068\u3044\u3046\u6bb5\u968e\u3067\u3059\u306e\u3067\u3001\u5229\u7528\u3059\u308b\u3068\u304d\u306f\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u4f7f\u3063\u3066\u3044\u308b\u304b\u306b\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\nJupyter \u306b\u3053\u3060\u308f\u3089\u305a\u3001Spark \u3092\u4f7f\u3046\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u69cb\u6210\u3057\u305f\u3044\u5834\u5408\u306b\u306f Apache Zeppelin \u3082\u826f\u3044\u9078\u629e\u80a2\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>base-notebook \u3092\u4f7f\u3046<\/h2>\n<p>base-notebook \u3092\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002\u5b9f\u969b\u306b\u3053\u306e\u30a4\u30e1\u30fc\u30b8\u3067\u904b\u7528\u3059\u308b\u3053\u3068\u306f\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u7d04600MB\u306e\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u306e\u3067\u3001\u624b\u65e9\u304f\u8d77\u52d5\u3057\u3066\u307f\u308b\u7528\u9014\u306b\u306f\u3061\u3087\u3046\u3069\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305a\u306f pull \u30b3\u30de\u30f3\u30c9\u3067\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker pull jupyter\/base-notebook\r\n<span class=\"nv\">$ <\/span>docker images jupyter\/base-notebook\r\nREPOSITORY              TAG                 IMAGE ID            CREATED             SIZE\r\njupyter\/base-notebook   latest              749eef0adf19        4 days ago          599MB\r\n<\/code><\/pre>\n<p>\u30c7\u30d5\u30a9\u30eb\u30c8\u306e8888\u756a\u30dd\u30fc\u30c8\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002\u6b63\u5e38\u306b\u8d77\u52d5\u3059\u308b\u3068\u30b3\u30f3\u30bd\u30fc\u30eb\u306b\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u306e\u3067\u3001\u305d\u306e URL \u3092\u30b3\u30d4\u30fc\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u3067\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002\u30c8\u30fc\u30af\u30f3\u3092\u4ed8\u3051\u306a\u3044\u3067 Web UI \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u5165\u529b\u30dc\u30c3\u30af\u30b9\u306b token= \u4ee5\u964d\u306e\u5024\u3092\u5165\u529b\u3057\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-it<\/span> <span class=\"nt\">--rm<\/span> <span class=\"nt\">-p<\/span> 8888:8888 jupyter\/base-notebook\r\n\uff08\u7701\u7565\uff09\r\n\r\n    Copy\/paste this URL into your browser when you connect <span class=\"k\">for <\/span>the first <span class=\"nb\">time<\/span>,\r\n    to login with a token:\r\n        http:\/\/localhost:8888\/?token<span class=\"o\">=<\/span>1898d7309d85940ac77acc59b15b4f9c572c96afdfc0e198\r\n\r\n<\/code><\/pre>\n<p>\u6b21\u306b\u3001\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u5909\u3048\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306e\u5834\u5408\u3001\u30b3\u30de\u30f3\u30c9\u5b9f\u884c\u5f8c\u306e\u6a19\u6e96\u51fa\u529b\u306b\u306f\u4f55\u3082\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3002\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u306b\u306f\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001 logs \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3063\u3066\u8d77\u52d5\u6642\u306e\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5f15\u6570\u306b\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u8d77\u52d5\u6642\u306b\u8a2d\u5b9a\u3057\u3066\u540d\u524d\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> basenb <span class=\"nt\">-p<\/span> 8888:8888 jupyter\/base-notebook\r\n<span class=\"nv\">$ <\/span>docker logs basenb\r\n<\/code><\/pre>\n<p>\u30ed\u30b0\u306e\u8868\u793a\u3060\u3068\u5f8c\u304b\u3089\u8aad\u307f\u306b\u304f\u3044\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002 jupyter \u30b3\u30de\u30f3\u30c9\u3067\u3001\u8d77\u52d5\u3057\u3066\u3044\u308b\u30b5\u30fc\u30d0\u30fc\u306e\u4e00\u89a7\u3092\u8fd4\u3059\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u306e\u3067\u3001 exec \u30b3\u30de\u30f3\u30c9\u3067\u30b3\u30f3\u30c6\u30ca\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066 jupyter notebook list \u3092\u5b9f\u884c\u3059\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u51fa\u529b\u3092\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec <\/span>basenb jupyter notebook list\r\nCurrently running servers:\r\nhttp:\/\/localhost:8888\/?token<span class=\"o\">=<\/span>1898d7309d85940ac77acc59b15b4f9c572c96afdfc0e198 :: \/home\/jovyan\r\n<\/code><\/pre>\n<h2>\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3068\u30d1\u30b9\u30ef\u30fc\u30c9<\/h2>\n<p>Jupyter \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30b5\u30fc\u30d0\u30fc\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">Security in the Jupyter notebook server<\/ul>\n<p>\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u3046\u65b9\u6cd5\u3068\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u4f7f\u3046\u65b9\u6cd5\u306e2\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u306f\u3001HTTP \u306e Authorization \u30d8\u30c3\u30c0\u30fc\u3067\u4e0e\u3048\u308b\u65b9\u6cd5\u3068\u3001URL \u306e token \u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u4e0e\u3048\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\n\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3067\u306f\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u3046\u65b9\u6cd5\u304c\u6709\u52b9\u5316\u3055\u308c\u3066\u304a\u308a\u3001URL \u306e token \u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u4e0e\u3048\u308b\u65b9\u6cd5\u304c\u8d77\u52d5\u6642\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<p>\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u6709\u52b9\u5316\u3059\u308b\u6319\u52d5\u306f\u3001Jupyter 4.3 \u304b\u3089\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6574\u5099\u3057\u5207\u308c\u306a\u3044\u307e\u307e\u3067\u306e\u30ea\u30ea\u30fc\u30b9\u3060\u3063\u305f\u3088\u3046\u3067\u3001\u3044\u304f\u3064\u304b\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5834\u5408\u306e\u8aa4\u89e3\u3082\u591a\u3005\u898b\u53d7\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Security release: Jupyter Notebook 4.3.1<\/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\">Make token URL clearer when no-browser is given \u00b7 Issue #1980 \u00b7 jupyter\/notebook<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Run notebook without requesting for stupid token \u00b7 Issue #2254 \u00b7 jupyter\/notebook<\/ul>\n<p>\u30ed\u30fc\u30ab\u30eb\u30de\u30b7\u30f3\u3067\u8d77\u52d5\u6642\u306b\u81ea\u52d5\u7684\u306b\u30d6\u30e9\u30a6\u30b6\u3092\u958b\u304f\u3088\u3046\u306b\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u4e00\u6642\u30c8\u30fc\u30af\u30f3\u4ed8\u304d\u306eURL\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u30a2\u30af\u30bb\u30b9\u3067\u304d\u305f\u3068\u3044\u3046\u60c5\u5831\u3092\u30af\u30c3\u30ad\u30fc\u306b\u4fdd\u5b58\u3059\u308b\u306e\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u4f7f\u3048\u307e\u3059\u3002\u3057\u304b\u3057\u3001Docker \u304b\u3089\u8d77\u52d5\u3057\u305f\u308a\u30ea\u30e2\u30fc\u30c8\u30b5\u30fc\u30d0\u30fc\u3067\u8d77\u52d5\u3059\u308b\u5834\u5408\u306f\u30d6\u30e9\u30a6\u30b6\u306e\u81ea\u52d5\u8d77\u52d5\u3092\u7121\u52b9\u306b\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u8a8d\u8a3c\u95a2\u4fc2\u306b\u4e00\u624b\u9593\u3092\u8981\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u306f\u8d77\u52d5\u6642\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">&#8211;NotebookApp.token: \u30c7\u30d5\u30a9\u30eb\u30c8\u81ea\u52d5\u751f\u6210\u3067\u306f\u306a\u304f\u3001\u56fa\u5b9a\u306e\u6587\u5b57\u5217\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u8a2d\u5b9a\u3057\u305f\u5024\u306f\u8d77\u52d5\u6642\u306e\u30ed\u30b0\u306b\u306f\u51fa\u529b\u3055\u308c\u307e\u305b\u3093\u3002<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">&#8211;NotebookApp.password: URL\u304a\u3088\u3073\u30d8\u30c3\u30c0\u30fc\u306e\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u308f\u305a\u30d1\u30b9\u30ef\u30fc\u30c9\u8a8d\u8a3c\u3068\u3057\u307e\u3059\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u6587\u5b57\u5217\u306f notebook.auth.passwd \u95a2\u6570\u3067\u30cf\u30c3\u30b7\u30e5\u5316\u3057\u305f\u3082\u306e\u3092\u4f7f\u3044\u307e\u3059\u3002<\/ul>\n<p>\u539f\u7406\u7684\u306b\u306f\u4e21\u65b9\u306b\u7a7a\u767d\u3092\u6307\u5b9a\u3059\u308b\u3068\u8a8d\u8a3c\u6a5f\u80fd\u3092\u7121\u52b9\u5316\u3067\u304d\u307e\u3059\u304c\u3001Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ed6\u306e\u30ec\u30a4\u30e4\u30fc\u3067\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3057\u3066\u3044\u306a\u3044\u9650\u308a\u3001\u3053\u306e\u65b9\u6cd5\u306f \u5f37\u304f\u975e\u63a8\u5968 \u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>[off topic]<br \/>\n\u8a2d\u5b9a\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u51e6\u7406\u306f notebook\/notebookapp.py \u3067\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u540c\u58eb\u306e\u95a2\u4fc2\u306a\u3069\u306f\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u8aad\u3080\u306e\u304c\u6b63\u78ba\u3067\u3059\u3002\u5b9f\u88c5\u306b\u306f Traitlets \u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3092\u958b\u304d\u306a\u304c\u3089\u8aad\u3080\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>notebook.auth.passwd \u95a2\u6570\u306f import \u3057\u3066\u5f15\u6570\u7121\u3057\u3067\u547c\u3073\u51fa\u3059\u3060\u3051\u3067\u3059\u3002<br \/>\n\u6307\u5b9a\u3057\u305f\u3044\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3057\u3066\u3001\u78ba\u8a8d\u7528\u306b\u518d\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30cf\u30c3\u30b7\u30e5\u5316\u3057\u305f\u7d50\u679c\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"notebook_auth_passwd-on-Try Jupyter.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/34-0.png\" alt=\"notebook_auth_passwd-on-Try Jupyter.png\" \/><\/div>\n<p>\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u306b\u306f\u3001 jupyter notebook password \u304b python -m notebook.auth password \u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u524d\u8005\u306e\u65b9\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<br \/>\n\u5b9f\u884c\u3057\u3066\u8a2d\u5b9a\u3057\u305f\u3044\u30d1\u30b9\u30ef\u30fc\u30c9\u30922\u56de\u5165\u529b\u3059\u308b\u3068\u3001 .jupyter\/jupyter_notebook_config.json \u306b\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u304c\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002\u30d5\u30a1\u30a4\u30eb\u306b\u3057\u3066\u304a\u304f\u3068\u3001Docker\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u30db\u30b9\u30c8\u30de\u30b7\u30f3\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30de\u30a6\u30f3\u30c8\u3059\u308b\u3053\u3068\u3067\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u306a\u304a\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306f Python \u3067\u7ba1\u7406\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> basenb jupyter notebook password\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> basenb <span class=\"nb\">cat<\/span> .jupyter\/jupyter_notebook_config.json\r\n<span class=\"o\">{<\/span>\r\n  <span class=\"s2\">\"NotebookApp\"<\/span>: <span class=\"o\">{<\/span>\r\n    <span class=\"s2\">\"password\"<\/span>: <span class=\"s2\">\"sha1:2165e2ddd92d:8131245514d60dd9eb91433af30bf1ccbbc36962\"<\/span>\r\n  <span class=\"o\">}<\/span>\r\n<span class=\"o\">}<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u3053\u3067\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u3092\u518d\u8d77\u52d5\u3055\u305b\u3066\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u53cd\u6620\u3055\u305b\u307e\u3059\u3002\u30d6\u30e9\u30a6\u30b6\u3092\u518d\u8aad\u307f\u8fbc\u307f\u3059\u308b\u3068\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3059\u308b\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u306e\u3067\u3001\u4e0a\u8a18\u3067\u8a2d\u5b9a\u3057\u305f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker stop basenb\r\n<span class=\"nv\">$ <\/span>docker start basenb\r\n<\/code><\/pre>\n<p>\u307e\u305f\u3001\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u304c\u5b58\u5728\u3057\u306a\u304f\u306a\u3063\u305f\u305f\u3081\u3001\u30ed\u30b0\u306b\u306f\u30c8\u30fc\u30af\u30f3\u4ed8\u304dURL\u304c\u51fa\u529b\u3055\u308c\u305a\u3001 jupyter notebook list \u30b3\u30de\u30f3\u30c9\u3067\u3082\u30c8\u30fc\u30af\u30f3\u306f\u8868\u793a\u3055\u308c\u307e\u305b\u3093\u3002<br \/>\n\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u304b\u3089\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306b\u8a8d\u8a3c\u306b\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2>docker\u30b3\u30de\u30f3\u30c9\u304b\u3089\u306e\u8d77\u52d5\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u3088\u308b\u8a2d\u5b9a<\/h2>\n<p>\u8d77\u52d5\u3059\u308b\u5ea6\u306b\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u305f\u308a\u30d5\u30a1\u30a4\u30eb\u3092\u30de\u30a6\u30f3\u30c8\u3059\u308b\u3053\u3068\u304c\u9069\u3055\u306a\u3044\u74b0\u5883\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u5834\u5408\u306f\u8d77\u52d5\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u304b\u30d1\u30b9\u30ef\u30fc\u30c9\u30cf\u30c3\u30b7\u30e5\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<p>\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3059\u308b\u3068\u304d\u306b start-notebook.sh \u3092\u4f7f\u3044\u3001\u4e0a\u8ff0\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<p>\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3092\u4e0e\u3048\u308b\u5834\u5408\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> basenb-token <span class=\"nt\">-p<\/span> 8080:8888 jupyter\/base-notebook start-notebook.sh <span class=\"nt\">--NotebookApp<\/span>.token<span class=\"o\">=<\/span>foobarbaz\r\n<\/code><\/pre>\n<p>\u30d1\u30b9\u30ef\u30fc\u30c9\u30cf\u30c3\u30b7\u30e5\u3092\u4e0e\u3048\u308b\u5834\u5408\uff1a<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> basenb-passwd <span class=\"nt\">-p<\/span> 8088:8888 jupyter\/base-notebook start-notebook.sh <span class=\"nt\">--NotebookApp<\/span>.password<span class=\"o\">=<\/span>sha1:2165e2ddd92d:8131245514d60dd9eb91433af30bf1ccbbc36962\r\n<\/code><\/pre>\n<p>\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u30cf\u30c3\u30b7\u30e5\u306e\u4e21\u65b9\u3092\u4e0e\u3048\u308b\u5834\u5408\u306f\u4e21\u65b9\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4ed8\u3051\u3066\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<p>\u57fa\u672c\u7684\u306b\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u7ba1\u7406\u3059\u308b\u306e\u304c\u826f\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u52d5\u304b\u3057\u3066URL\u3060\u3051\u3067\u7c21\u5358\u306b\u5171\u6709\u3057\u305f\u3044\u5834\u5408\u306f\u8a8d\u8a3c\u30c8\u30fc\u30af\u30f3\u65b9\u5f0f\u3082\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u305f\u3060\u3057\u3001\u30a2\u30af\u30bb\u30b9\u5143\u306eIP\u30a2\u30c9\u30ec\u30b9\u5236\u9650\u306a\u3069\u306f\u30e6\u30fc\u30b6\u30fc\u74b0\u5883\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30dd\u30ea\u30b7\u30fc\u306b\u6e96\u3058\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u305d\u306e\u4ed6\u3001SSL\u306e\u8a2d\u5b9a\u306a\u3069\u306f\u4ee5\u4e0b\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<ul class=\"post-ul\">Running a notebook server<\/ul>\n<h2>scipy-notebook \u3092\u4f7f\u3046<\/h2>\n<p>\u8d77\u52d5\u306b\u95a2\u3059\u308b\u3053\u3068\u3092\u6574\u7406\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u5148\u307b\u3069\u3068\u306f\u7570\u306a\u308b Docker \u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3063\u3066\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n<p>scipy-notebook \u306e\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5bb9\u91cf\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker pull jupyter\/scipy-notebook\r\n<span class=\"nv\">$ <\/span>docker images jupyter\/scipy-notebook\r\nREPOSITORY               TAG                 IMAGE ID            CREATED             SIZE\r\njupyter\/scipy-notebook   latest              092599e85093        5 days ago          3.91GB\r\n<\/code><\/pre>\n<p>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u8d77\u52d5\u3057\u3066\u30c8\u30fc\u30af\u30f3\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> scipynb <span class=\"nt\">-p<\/span> 8888:8888 jupyter\/scipy-notebook\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec <\/span>scipynb jupyter notebook list\r\n<\/code><\/pre>\n<p>Web\u30d6\u30e9\u30a6\u30b6\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30b5\u30fc\u30d0\u30fc\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001Python 3 \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u65b0\u898f\u306b\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306b\u5b9a\u578b\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u8aad\u307f\u8fbc\u307f\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">matplotlib.pyplot<\/span> <span class=\"k\">as<\/span> <span class=\"n\">plt<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">seaborn<\/span> <span class=\"k\">as<\/span> <span class=\"n\">sns<\/span>\r\n<span class=\"o\">%<\/span><span class=\"n\">matplotlib<\/span> <span class=\"n\">inline<\/span>\r\n<\/code><\/pre>\n<p>\u6b21\u306b\u3001\u4e09\u89d2\u95a2\u6570\u306e\u6b63\u5f26\u3068\u4f59\u5f26\u306e\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">math<\/span>\r\n<span class=\"n\">cycle<\/span> <span class=\"o\">=<\/span> <span class=\"n\">math<\/span><span class=\"p\">.<\/span><span class=\"n\">pi<\/span> <span class=\"o\">*<\/span> <span class=\"mi\">2<\/span>\r\n<span class=\"n\">x<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">linspace<\/span><span class=\"p\">(<\/span><span class=\"o\">-<\/span><span class=\"mi\">1<\/span> <span class=\"o\">*<\/span> <span class=\"n\">cycle<\/span><span class=\"p\">,<\/span> <span class=\"n\">cycle<\/span><span class=\"p\">,<\/span> <span class=\"mi\">100<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">y1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">sin<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">y2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">cos<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>matplotlib\u306eAPI\u3067\u63cf\u753b\u3057\u3066\u307f\u307e\u3059\u30022\u3064\u306e\u30c7\u30fc\u30bf\u7cfb\u5217\u3092\u6307\u5b9a\u3057\u3001X\u8ef8\u3068Y\u8ef8\u306b\u540d\u79f0\u3092\u4ed8\u3051\u3066\u30b0\u30e9\u30d5\u306b\u3082\u30bf\u30a4\u30c8\u30eb\u3092\u4ed8\u3051\u307e\u3059\u3002\u65e5\u672c\u8a9e\u3092\u4f7f\u3044\u305f\u3044\u5834\u5408\u306f\u30b3\u30f3\u30c6\u30ca\u5185\u306b\u30d5\u30a9\u30f3\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u914d\u7f6e\u3057\u3066\u304f\u3060\u3055\u3044\u3002 1<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">sns<\/span><span class=\"p\">.<\/span><span class=\"n\">set_style<\/span><span class=\"p\">(<\/span><span class=\"s\">'whitegrid'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">y1<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'red'<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mi\">2<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">'sin'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">x<\/span><span class=\"p\">,<\/span> <span class=\"n\">y2<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'blue'<\/span><span class=\"p\">,<\/span> <span class=\"n\">linewidth<\/span><span class=\"o\">=<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">'cos'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">xlabel<\/span><span class=\"p\">(<\/span><span class=\"s\">'x axis'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">ylabel<\/span><span class=\"p\">(<\/span><span class=\"s\">'y axis'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">title<\/span><span class=\"p\">(<\/span><span class=\"s\">'sin\/cos curve'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">legend<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">plt<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.RrClEH.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/64-0.png\" alt=\"Kobito.RrClEH.png\" \/><\/div>\n<p>\u540c\u3058\u3053\u3068\u3092pandas\u306eDataFrame\u306eAPI\u3067\u63cf\u753b\u3057\u307e\u3059\u3002\u30b0\u30e9\u30d5\u306e\u30d7\u30ed\u30c3\u30c8\u81ea\u4f53\u306f\u7c21\u5358\u3067\u3059\u304c\u3001\u8ef8\u306e\u8a2d\u5b9a\u306a\u3069\u306f\u623b\u308a\u5024\u306e matplotlib.AxesSubplot \u3092\u4f7f\u3044\u307e\u3059\u3002\u306a\u304a\u3001\u4e0a\u8a18\u306e\u30b0\u30e9\u30d5\u3068\u306e\u9055\u3044\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b Seaborn \u3067\u30b9\u30bf\u30a4\u30eb\u3092\u6697\u3081\u306e\u7f6b\u7dda\u4ed8\u304d\u306b\u5909\u66f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><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=\"s\">'sin'<\/span><span class=\"p\">:<\/span> <span class=\"n\">y1<\/span><span class=\"p\">,<\/span> <span class=\"s\">'cos'<\/span><span class=\"p\">:<\/span> <span class=\"n\">y2<\/span><span class=\"p\">},<\/span> <span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"n\">x<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">sns<\/span><span class=\"p\">.<\/span><span class=\"n\">set_style<\/span><span class=\"p\">(<\/span><span class=\"s\">'darkgrid'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">plot<\/span><span class=\"p\">(<\/span><span class=\"n\">title<\/span><span class=\"o\">=<\/span><span class=\"s\">'sin\/cos curve'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"p\">.<\/span><span class=\"n\">set_xlabel<\/span><span class=\"p\">(<\/span><span class=\"s\">'x axis'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">ax<\/span><span class=\"p\">.<\/span><span class=\"n\">set_ylabel<\/span><span class=\"p\">(<\/span><span class=\"s\">'y axis'<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"Kobito.6I3ItZ.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/67-0.png\" alt=\"Kobito.6I3ItZ.png\" \/><\/div>\n<p>\u7d9a\u3044\u3066\u3001Bokeh \u3092\u4f7f\u3063\u3066\u682a\u4fa1\u30c1\u30e3\u30fc\u30c8\u3092\u63cf\u753b\u3057\u3066\u307f\u307e\u3059\u3002\u682a\u4fa1\u30c7\u30fc\u30bf\u306f pandas-datareader \u3092\u4f7f\u3063\u3066 Yahoo! \u304b\u3089\u53d6\u5f97\u3057\u307e\u3059\u3002 pandas-datareader \u306f pandas.io \u30d1\u30c3\u30b1\u30fc\u30b8\u304b\u3089\u72ec\u7acb\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f pip \u3092\u4f7f\u3044\u307e\u3059\u3002\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u304b\u3089\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u5148\u982d\u306b &#8220;!&#8221; \u30de\u30fc\u30af\u3092\u4ed8\u3051\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"err\">!<\/span><span class=\"n\">pip<\/span> <span class=\"n\">install<\/span> <span class=\"o\">-<\/span><span class=\"n\">y<\/span> <span class=\"n\">pandas<\/span><span class=\"o\">-<\/span><span class=\"n\">datareader<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"ex1.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/71-0.png\" alt=\"ex1.png\" \/><\/div>\n<p>\u65e5\u4ed8\u3092\u6307\u5b9a\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">datetime<\/span>\r\n<span class=\"kn\">import<\/span> <span class=\"nn\">pandas_datareader.data<\/span> <span class=\"k\">as<\/span> <span class=\"n\">web<\/span>\r\n\r\n<span class=\"n\">start<\/span> <span class=\"o\">=<\/span> <span class=\"n\">datetime<\/span><span class=\"p\">.<\/span><span class=\"n\">date<\/span><span class=\"p\">(<\/span><span class=\"mi\">2014<\/span><span class=\"p\">,<\/span> <span class=\"mi\">4<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">end<\/span> <span class=\"o\">=<\/span> <span class=\"n\">datetime<\/span><span class=\"p\">.<\/span><span class=\"n\">date<\/span><span class=\"p\">.<\/span><span class=\"n\">today<\/span><span class=\"p\">()<\/span>\r\n\r\n<span class=\"n\">stocks<\/span> <span class=\"o\">=<\/span> <span class=\"n\">web<\/span><span class=\"p\">.<\/span><span class=\"n\">DataReader<\/span><span class=\"p\">(<\/span><span class=\"s\">\"^N225\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">'yahoo'<\/span><span class=\"p\">,<\/span> <span class=\"n\">start<\/span><span class=\"p\">,<\/span> <span class=\"n\">end<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">stocks<\/span><span class=\"p\">.<\/span><span class=\"n\">head<\/span><span class=\"p\">(<\/span><span class=\"mi\">5<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"ex2.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/74-0.png\" alt=\"ex2.png\" \/><\/div>\n<p>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067 Bokeh \u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">bokeh.plotting<\/span> <span class=\"k\">as<\/span> <span class=\"n\">bplt<\/span>\r\n<span class=\"n\">bplt<\/span><span class=\"p\">.<\/span><span class=\"n\">output_notebook<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"ex3.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/77-0.png\" alt=\"ex3.png\" \/><\/div>\n<p>\u30b0\u30e9\u30d5\u3092\u63cf\u753b\u3057\u307e\u3059\u3002Bokeh \u306f JavaScript \u3092\u4f7f\u3063\u3066\u30d6\u30e9\u30a6\u30b6\u3067\u30ec\u30f3\u30c0\u30ea\u30f3\u30b0\u3057\u307e\u3059\u306e\u3067\u3001\u30b3\u30f3\u30c6\u30ca\u5074\u306b\u65e5\u672c\u8a9e\u30d5\u30a9\u30f3\u30c8\u3092\u7f6e\u304b\u306a\u304f\u3066\u3082\u65e5\u672c\u8a9e\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">p<\/span> <span class=\"o\">=<\/span> <span class=\"n\">bplt<\/span><span class=\"p\">.<\/span><span class=\"n\">figure<\/span><span class=\"p\">(<\/span><span class=\"n\">title<\/span><span class=\"o\">=<\/span><span class=\"s\">'\u65e5\u7d4c\u5e73\u5747'<\/span><span class=\"p\">,<\/span> <span class=\"n\">x_axis_type<\/span><span class=\"o\">=<\/span><span class=\"s\">'datetime'<\/span><span class=\"p\">,<\/span> <span class=\"n\">plot_width<\/span><span class=\"o\">=<\/span><span class=\"mi\">640<\/span><span class=\"p\">,<\/span> <span class=\"n\">plot_height<\/span><span class=\"o\">=<\/span><span class=\"mi\">320<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">p<\/span><span class=\"p\">.<\/span><span class=\"n\">segment<\/span><span class=\"p\">(<\/span><span class=\"n\">stocks<\/span><span class=\"p\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">,<\/span> <span class=\"n\">stocks<\/span><span class=\"p\">.<\/span><span class=\"n\">Open<\/span><span class=\"p\">,<\/span> <span class=\"n\">stocks<\/span><span class=\"p\">.<\/span><span class=\"n\">index<\/span><span class=\"p\">,<\/span> <span class=\"n\">stocks<\/span><span class=\"p\">.<\/span><span class=\"n\">Close<\/span><span class=\"p\">,<\/span> <span class=\"n\">color<\/span><span class=\"o\">=<\/span><span class=\"s\">'black'<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">bplt<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">(<\/span><span class=\"n\">p<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<div><img decoding=\"async\" class=\"post-images\" title=\"ex4.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/80-0.png\" alt=\"ex4.png\" \/><\/div>\n<h2>pyspark-notebook \u3092\u4f7f\u3046<\/h2>\n<p>PySpark \u306e\u30a4\u30e1\u30fc\u30b8\u3082\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002\u7a3c\u50cd\u4e2d\u306e Spark \u30af\u30e9\u30b9\u30bf\u306b\u63a5\u7d9a\u3059\u308b\u306b\u306f\u8ffd\u52a0\u8a2d\u5b9a\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u304c\u3001API \u306e\u7c21\u5358\u306a\u52d5\u4f5c\u78ba\u8a8d\u306a\u3069\u3067\u3042\u308c\u3070\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30fc\u30f3\u306e\u52d5\u4f5c\u3067\u3082\u5341\u5206\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>pyspark-notebook \u306e\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5bb9\u91cf\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker pull jupyter\/pyspark-notebook\r\n<span class=\"nv\">$ <\/span>docker images jupyter\/pyspark-notebook\r\nREPOSITORY                 TAG                 IMAGE ID            CREATED             SIZE\r\njupyter\/pyspark-notebook   latest              26c919b64b68        2 days ago          4.46GB\r\n<\/code><\/pre>\n<p>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u8d77\u52d5\u3057\u3066\u30c8\u30fc\u30af\u30f3\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> pysparknb <span class=\"nt\">-p<\/span> 8888:8888 jupyter\/pyspark-notebook\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec <\/span>pysparknb jupyter notebook list\r\n<\/code><\/pre>\n<p>Web\u30d6\u30e9\u30a6\u30b6\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30b5\u30fc\u30d0\u30fc\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001Python 3 \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u65b0\u898f\u306b\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u6cbf\u3063\u3066\u4e0a\u304b\u3089\u9806\u306b\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002\u306a\u304a\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u30af\u30ed\u30fc\u30f3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u306e\u3067\u3001\u30c7\u30fc\u30bf\u306f\u500b\u5225\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">Spark SQL and DataFrames &#8211; Spark 2.2.0 Documentation<\/ul>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">pyspark.sql<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">SparkSession<\/span>\r\n\r\n<span class=\"n\">spark<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SparkSession<\/span> \\\r\n    <span class=\"p\">.<\/span><span class=\"n\">builder<\/span> \\\r\n    <span class=\"p\">.<\/span><span class=\"n\">appName<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Python Spark SQL basic example\"<\/span><span class=\"p\">)<\/span> \\\r\n    <span class=\"p\">.<\/span><span class=\"n\">config<\/span><span class=\"p\">(<\/span><span class=\"s\">\"spark.some.config.option\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"some-value\"<\/span><span class=\"p\">)<\/span> \\\r\n    <span class=\"p\">.<\/span><span class=\"n\">getOrCreate<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>wget \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u3063\u3066\u30d5\u30a1\u30a4\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"err\">!<\/span><span class=\"n\">wget<\/span> <span class=\"n\">https<\/span><span class=\"p\">:<\/span><span class=\"o\">\/\/<\/span><span class=\"n\">raw<\/span><span class=\"p\">.<\/span><span class=\"n\">githubusercontent<\/span><span class=\"p\">.<\/span><span class=\"n\">com<\/span><span class=\"o\">\/<\/span><span class=\"n\">apache<\/span><span class=\"o\">\/<\/span><span class=\"n\">spark<\/span><span class=\"o\">\/<\/span><span class=\"n\">master<\/span><span class=\"o\">\/<\/span><span class=\"n\">examples<\/span><span class=\"o\">\/<\/span><span class=\"n\">src<\/span><span class=\"o\">\/<\/span><span class=\"n\">main<\/span><span class=\"o\">\/<\/span><span class=\"n\">resources<\/span><span class=\"o\">\/<\/span><span class=\"n\">people<\/span><span class=\"p\">.<\/span><span class=\"n\">json<\/span>\r\n<\/code><\/pre>\n<p>DataFrame API \u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\u30c7\u30fc\u30bf\u3068\u30b9\u30ad\u30fc\u30de\u3092\u8868\u793a\u3057\u3001\u30ab\u30e9\u30e0\u6307\u5b9a\u3067\u30c7\u30fc\u30bf\u3092\u9078\u629e\u3067\u304d\u308b\u3053\u3068\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">spark<\/span><span class=\"p\">.<\/span><span class=\"n\">read<\/span><span class=\"p\">.<\/span><span class=\"n\">json<\/span><span class=\"p\">(<\/span><span class=\"s\">\"people.json\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">printSchema<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">select<\/span><span class=\"p\">(<\/span><span class=\"s\">\"name\"<\/span><span class=\"p\">).<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<p>SQL\u304c\u4f7f\u3048\u308b\u3053\u3068\u3082\u78ba\u8a8d\u3057\u307e\u3059\u3002\u7c21\u5358\u306a\u96c6\u8a08\u306a\u3069\u306f\u3053\u306e\u65b9\u304c\u9032\u3081\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">createOrReplaceTempView<\/span><span class=\"p\">(<\/span><span class=\"s\">\"people\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">sqlDF<\/span> <span class=\"o\">=<\/span> <span class=\"n\">spark<\/span><span class=\"p\">.<\/span><span class=\"n\">sql<\/span><span class=\"p\">(<\/span><span class=\"s\">\"SELECT * FROM people\"<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">sqlDF<\/span><span class=\"p\">.<\/span><span class=\"n\">show<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<h2>tensorflow-notebook \u3092\u4f7f\u3046<\/h2>\n<p>TensorFlow \u306e\u30a4\u30e1\u30fc\u30b8\u3082\u4f7f\u3063\u3066\u307f\u307e\u3059\u3002TensorFlow Core \u306e API \u3092\u8a66\u3059\u306b\u306f GPU \u7121\u3057\u3067\u3082\u5341\u5206\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>tensorflow-notebook \u306e\u30a4\u30e1\u30fc\u30b8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u5bb9\u91cf\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker pull jupyter\/tensorflow-notebook\r\n<span class=\"nv\">$ <\/span>docker images jupyter\/tensorflow-notebook\r\nREPOSITORY                    TAG                 IMAGE ID            CREATED             SIZE\r\njupyter\/tensorflow-notebook   latest              374b8bc43218        3 days ago          4.5GB\r\n<\/code><\/pre>\n<p>\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u8d77\u52d5\u3057\u3066\u30c8\u30fc\u30af\u30f3\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span>docker run <span class=\"nt\">-d<\/span> <span class=\"nt\">--name<\/span> tfnb <span class=\"nt\">-p<\/span> 8888:8888 jupyter\/tensorflow-notebook\r\n<span class=\"nv\">$ <\/span>docker <span class=\"nb\">exec <\/span>tfnb jupyter notebook list\r\n<\/code><\/pre>\n<p>Web\u30d6\u30e9\u30a6\u30b6\u3067\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30b5\u30fc\u30d0\u30fc\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001Python 3 \u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u65b0\u898f\u306b\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u6cbf\u3063\u3066 API \u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<ul class=\"post-ul\">Getting Started With TensorFlow<\/ul>\n<p>\u307e\u305a\u306f\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u5b9a\u6570\u30ce\u30fc\u30c9\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">tensorflow<\/span> <span class=\"k\">as<\/span> <span class=\"n\">tf<\/span>\r\n<span class=\"n\">node1<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">constant<\/span><span class=\"p\">(<\/span><span class=\"mf\">3.0<\/span><span class=\"p\">,<\/span> <span class=\"n\">dtype<\/span><span class=\"o\">=<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">float32<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">node2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">constant<\/span><span class=\"p\">(<\/span><span class=\"mf\">4.0<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">node1<\/span><span class=\"p\">,<\/span> <span class=\"n\">node2<\/span>\r\n<\/code><\/pre>\n<p>\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u5b9a\u7fa9\u3057\u3066\u30ce\u30fc\u30c9\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u30bb\u30c3\u30b7\u30e7\u30f3\u306e run() \u30e1\u30bd\u30c3\u30c9\u306b\u30ce\u30fc\u30c9\u3092\u30ea\u30b9\u30c8\u306b\u307e\u3068\u3081\u3066\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">sess<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">Session<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">sess<\/span><span class=\"p\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">([<\/span><span class=\"n\">node1<\/span><span class=\"p\">,<\/span> <span class=\"n\">node2<\/span><span class=\"p\">])<\/span>\r\n<\/code><\/pre>\n<p>\u3075\u305f\u3064\u306e\u5b9a\u6570\u30ce\u30fc\u30c9\u306b\u52a0\u7b97\u64cd\u4f5c\u3092\u9069\u7528\u3059\u308b\u30ce\u30fc\u30c9\u3092\u5b9a\u7fa9\u3057\u3001\u30ce\u30fc\u30c9\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">node3<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">add<\/span><span class=\"p\">(<\/span><span class=\"n\">node1<\/span><span class=\"p\">,<\/span> <span class=\"n\">node2<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">sess<\/span><span class=\"p\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">(<\/span><span class=\"n\">node3<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>\u5165\u529b\u3092\u5b9a\u6570\u30ce\u30fc\u30c9\u3067\u306f\u306a\u304f\u3001\u8a55\u4fa1\u6642\u306b\u4e0e\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002TensorFlow \u3067\u306f placeholder \u3068\u547c\u3070\u308c\u308b\u30c7\u30fc\u30bf\u578b\u3092\u4f7f\u3044\u307e\u3059\u3002\u306a\u304a\u3001 a + b \u306f tf.add(a, b) \u306e\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">a<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">placeholder<\/span><span class=\"p\">(<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">float32<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">b<\/span> <span class=\"o\">=<\/span> <span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">placeholder<\/span><span class=\"p\">(<\/span><span class=\"n\">tf<\/span><span class=\"p\">.<\/span><span class=\"n\">float32<\/span><span class=\"p\">)<\/span>\r\n<span class=\"n\">adder_node<\/span> <span class=\"o\">=<\/span> <span class=\"n\">a<\/span> <span class=\"o\">+<\/span> <span class=\"n\">b<\/span>\r\n<\/code><\/pre>\n<p>\u30bb\u30c3\u30b7\u30e7\u30f3\u306e run() \u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3059\u3068\u304d\u306b feed_dict \u5f15\u6570\u306b\u5bfe\u3057\u3066\u5024\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">sess<\/span><span class=\"p\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">(<\/span><span class=\"n\">adder_node<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span><span class=\"n\">a<\/span><span class=\"p\">:<\/span> <span class=\"mi\">3<\/span><span class=\"p\">,<\/span> <span class=\"n\">b<\/span><span class=\"p\">:<\/span> <span class=\"mf\">4.5<\/span><span class=\"p\">})<\/span>\r\n<\/code><\/pre>\n<p>\u5f15\u6570\u3092\u30ea\u30b9\u30c8\u3067\u4e0e\u3048\u308b\u3068\u3001\u305d\u308c\u305e\u308c\u306e\u8981\u7d20\u306b\u52a0\u7b97\u64cd\u4f5c\u304c\u9069\u7528\u3055\u308c\u307e\u3059\u3002\u5b9a\u6570\u3082\u30d9\u30af\u30c8\u30eb\u3082\u540c\u3058\u3088\u3046\u306b\u6271\u3048\u308b\u306e\u306f\u4fbf\u5229\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">sess<\/span><span class=\"p\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">(<\/span><span class=\"n\">adder_node<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span><span class=\"n\">a<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">3<\/span><span class=\"p\">],<\/span> <span class=\"n\">b<\/span><span class=\"p\">:<\/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<\/code><\/pre>\n<p>\u30ce\u30fc\u30c9\u3092\u63a5\u7d9a\u3057\u3066\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u8a55\u4fa1\u3059\u308b\u6d41\u308c\u306f\u3001\u4ed6\u306e\u64cd\u4f5c\u306b\u5bfe\u3057\u3066\u3082\u540c\u69d8\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5c0f\u6570\u306e\u6f14\u7b97\u3067\u306f\u7aef\u6570\u51e6\u7406\u304c\u60f3\u5b9a\u3068\u306f\u7570\u306a\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u306e\u3067\u3001\u7c21\u5358\u306a\u8a08\u7b97\u3067\u52d5\u4f5c\u3092\u78ba\u8a8d\u3059\u308b\u5834\u5408\u306f\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">add_and_triple<\/span> <span class=\"o\">=<\/span> <span class=\"n\">adder_node<\/span> <span class=\"o\">*<\/span> <span class=\"mf\">3.<\/span>\r\n<span class=\"n\">sess<\/span><span class=\"p\">.<\/span><span class=\"n\">run<\/span><span class=\"p\">(<\/span><span class=\"n\">add_and_triple<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span><span class=\"n\">a<\/span><span class=\"p\">:<\/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=\"n\">b<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"mf\">3.4<\/span><span class=\"p\">,<\/span> <span class=\"mf\">5.6<\/span><span class=\"p\">]})<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u3053\u307e\u3067\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u307e\u3068\u3081\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"tf.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/121-0.png\" alt=\"tf.png\" \/><\/div>\n<p>\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3053\u3053\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u306e\u6271\u3044\u65b9\u306b\u3064\u3044\u3066\u9032\u3093\u3067\u3044\u304d\u307e\u3059\u3002\u5909\u6570\u3092\u5b9a\u7fa9\u3057\u3066\u7dda\u5f62\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3057\u305f\u308a\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3066\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u7d50\u679c\u3092\u8a55\u4fa1\u3059\u308b\u65b9\u6cd5\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001 tensorflow.examples.tutorials.mnist \u30e2\u30b8\u30e5\u30fc\u30eb\u3067 MNIST \u306e\u753b\u50cf\u8a8d\u8b58\u3092\u8a66\u3059\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u306e\u3067\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u9806\u756a\u306b\u8aad\u307f\u9032\u3081\u3066\u307f\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>Jupyter \u306e Docker \u30a4\u30e1\u30fc\u30b8\u304c\u6574\u7406\u3055\u308c\u307e\u3057\u305f\u306e\u3067\u3001 base-notebook, scipy-notebook, pyspark-notebook, tensorflow-notebook \u3092\u4f7f\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3067\u5229\u7528\u3067\u304d\u308b\u30c4\u30fc\u30eb\u30bb\u30c3\u30c8\u306f\u5897\u3048\u3066\u304d\u3066\u304a\u308a\u3001\u3072\u3068\u3064\u3072\u3068\u3064\u306e\u7ba1\u7406\u306f\u5927\u5909\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001Docker \u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3046\u3053\u3068\u3067\u521d\u671f\u5c0e\u5165\u306e\u7169\u96d1\u3055\u3092\u89e3\u6d88\u3067\u304d\u307e\u3059\u3002\u5927\u898f\u6a21\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u308a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3082\u61f8\u5ff5\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u307e\u3059\u304c\u3001AWS \u3084 GCP \u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u306f\u30b3\u30f3\u30c6\u30ca\u306e\u5229\u7528\u3082\u7c21\u6613\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u30dd\u30fc\u30bf\u30d3\u30ea\u30c6\u30a3\u306e\u9ad8\u3044\u518d\u73fe\u74b0\u5883\u3092\u624b\u8efd\u306b\u4f5c\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u7528\u9014\u306b\u5fdc\u3058\u3066\u516c\u958b\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u3044\u5206\u3051\u305f\u308a\u3001\u81ea\u5206\u3067\u62e1\u5f35\u3057\u305f\u308a\u3068\u3001\u9078\u629e\u80a2\u306e\u5e45\u304c\u5897\u3048\u3066\u3044\u308b\u306e\u306f\u826f\u3044\u3053\u3068\u3060\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<div>\n<p>\u30b0\u30e9\u30d5\u8ef8\u306e\u65e5\u672c\u8a9e\u8a2d\u5b9a\u65b9\u6cd5\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002matplotlib \u3068 Seaborn \u306e\u8ef8\u306e\u65e5\u672c\u8a9e\u8a2d\u5b9a &#8211; Qiita\u00a0\u21a9<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u3067\u3059\u3002Jupyter \u304c5\u7cfb\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u306e\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46290","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\/46290-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u3067\u3059\u3002Jupyter \u304c5\u7cfb\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u306e\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-05-22T13:08:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-30T12:06:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/34-0.png\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\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\/46290-2\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/\",\"name\":\"- Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-05-22T13:08:07+00:00\",\"dateModified\":\"2024-04-30T12:06:08+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/\"]}]},{\"@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\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/#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\/46290-2\/","og_locale":"zh_CN","og_type":"article","og_description":"\u4ee5\u4e0b\u306e\u8a18\u4e8b\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u3067\u3059\u3002Jupyter \u304c5\u7cfb\u306b\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u3057\u3066\u3044\u308b\u306e\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u304c\u6574\u7406\u3055\u308c\u3066\u3044\u307e [&hellip;]","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-05-22T13:08:07+00:00","article_modified_time":"2024-04-30T12:06:08+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d63e337434c4406d03275\/34-0.png"}],"author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/","name":"- Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-05-22T13:08:07+00:00","dateModified":"2024-04-30T12:06:08+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/"]}]},{"@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\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/46290-2\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46290","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\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=46290"}],"version-history":[{"count":2,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46290\/revisions"}],"predecessor-version":[{"id":94018,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/46290\/revisions\/94018"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=46290"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=46290"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=46290"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}