{"id":46146,"date":"2023-04-29T10:41:33","date_gmt":"2023-05-01T19:31:03","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46146-2\/"},"modified":"2024-04-30T01:50:39","modified_gmt":"2024-04-29T17:50:39","slug":"46146-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46146-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u306f\u3058\u3081\u306b<\/h1>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u6700\u8fd1\uff082019\u5e743\u6708\u3054\u308d\uff09Jupyter\u3092\u5165\u308c\u305f\u4eba\u304c\u3076\u3061\u5f53\u305f\u308b\u3067\u3042\u308d\u3046\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5\u3067\u3059\u3002\u4ed6\u306e\u65b9\u304c\u3059\u3067\u306b\u89e3\u6c7a\u65b9\u6cd5\u306f\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u304c1\u3001\u3053\u306e\u8a18\u4e8b\u306e\u4e3b\u306a\u76ee\u7684\u306f\u3069\u306e\u3088\u3046\u306b\u554f\u984c\u3092\u628a\u63e1\u3057\u3001\u8abf\u3079\u3001\u89e3\u6c7a\u3057\u3066\u3044\u3063\u305f\u304b\u3068\u3044\u3046\u554f\u984c\u89e3\u6c7a\u306e\u6d41\u308c\u3092\u793a\u3059\u3053\u3068\u3067\u8aad\u3080\u4eba\u306e\u53c2\u8003\u306b\u306a\u308c\u3070\u3044\u3044\u306a\u3041\u3068\u601d\u3046\u6b21\u7b2c\u3067\u3059\u3002<br \/>\n\u89e3\u6c7a\u65b9\u6cd5\u3060\u3051\u77e5\u308a\u305f\u3044\u3068\u3044\u3046\u4eba\u306f\u300c\u89e3\u6c7a\u65b9\u6cd5\u300d\u306e\u898b\u51fa\u3057\u306e\u3068\u3053\u308d\u307e\u3067\u98db\u3093\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n<h1>\u6570\u65e5\u524d\u306eAnaconda<\/h1>\n<p>\u30bf\u30a4\u30c8\u30eb\u306b\u3042\u308b\u3088\u3046\u306b\u3053\u306e\u8a18\u4e8b\u306fpip\u3067jupyter\u5165\u308c\u305f\u3089\u52d5\u304b\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u8a71\u306a\u306e\u3067\u3059\u304c\u3001\u6570\u65e5\u524d\u306b\u300c\u3061\u3087\u3063\u3068\u3053\u308c\uff08\u6559\u6750\uff09\u901a\u308a\u306b\u3067\u304d\u308b\u304b\u8a66\u3057\u3066\u307f\u3066\u300d\u3068\u8a00\u308f\u308c\u3066\u3001\u305d\u306e\u6559\u6750\u3067\u306fAnaconda\u3092\u4f7f\u3063\u3066\u3044\u305f\u306e\u3067\u7d20\u76f4\u306bAnaconda\uff08\u5f53\u6642\u6700\u65b0\u306e2018.12\u7248\uff09\u3092\u5165\u308c\u3066Jupyter notebook\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u5206\u6790\u306e\u771f\u4f3c\u4e8b\u3092\u52d5\u4f5c\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001PC\u7684\u306b\u306fJupyter notebook\u306f\u554f\u984c\u306a\u304f\u52d5\u3044\u305f\u308f\u3051\u3067\u3059\u3002\u305d\u308c\u3092\u8003\u3048\u308b\u3068\u4ee5\u964d\u3067\u8ff0\u3079\u308b\u63a8\u6e2c\u3068\u78ba\u8a8d\u306f\u3044\u304f\u3064\u304b\u7701\u3051\u305f\u308f\u3051\u3067\u3059\u304c\u307e\u3042\u305d\u3053\u3089\u8fba\u306f\u79c1\u3082\u300c\u307e\u3042\u3053\u308c\u306f\u306a\u3044\u3060\u308d\u3046\u3051\u3069\u5ff5\u306e\u305f\u3081\u300d\u3068\u601d\u3044\u306a\u304c\u3089\u8a66\u3057\u3066\u307e\u3057\u305f\u3002<\/p>\n<h1>venv + pip<\/h1>\n<p>\u307e\u305a\u305d\u3082\u305d\u3082\u4f55\u6545Anaconda\u3058\u3083\u306a\u3044\u306e\u304b\uff1f<br \/>\n\u305d\u308c\u306fAnaconda\u306e\u300c\u5168\u90e8\u5165\u308a\u300d\u304c\u5acc\u3044\u3060\u304b\u3089\u3067\u3059\u3002\u30df\u30cb\u30de\u30ea\u30b9\u30c8\u306a\u306e\u3067\u300c\u6700\u4f4e\u9650\u3053\u308c\u3060\u3051\u5165\u308c\u308c\u3070\u304a\uff4b\u300d\u3068\u3044\u3046\u69cb\u6210\u3092\u4f5c\u308b\u306e\u304c\u597d\u304d\u306a\u3082\u306e\u3067\u3002<\/p>\n<p>\u3068\u3044\u3046\u308f\u3051\u3067\u306a\u3069\u306a\u3069\u306e\u7406\u7531\u306b\u3088\u308a\u307e\u305avenv\u3067\u9694\u96e2\u74b0\u5883\u3092\u4f5c\u3063\u305f\u3046\u3048\u3067pip\u3067jupyter\u3092\u5165\u308c\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u306f\u3082\u3061\u308d\u3093pandas\u3068\u304bmatplotlib\u3068\u304b\u5165\u308c\u305f\u308f\u3051\u3067\u3059\u304c\u305d\u3053\u3089\u8fba\u306f\u6700\u5c0f\u518d\u73fe2\u3068\u3044\u3046\u3053\u3068\u3067jupyter\u3060\u3051\u5165\u308c\u308b\u3002\u3042\u3001\u3061\u306a\u307f\u306bWindows\u4f7f\u3063\u3066\u308b\u306e\u3067\u30b3\u30de\u30f3\u30c9\u5165\u529b\u306fWindows\u3067\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code>&gt; python -m venv jupyter1\r\n&gt; jupyter1\\scripts\\activate\r\n(jupyter1)&gt; jupyter notebook\r\n<\/code><\/pre>\n<p>\u30d6\u30e9\u30a6\u30b6\u3067jupyter\u304c\u958b\u304f\u306e\u3067\u65b0\u898fnotebook\u4f5c\u3063\u3066\u30bb\u30eb\u306b\u5165\u529b\u3001\u3042\u308c\uff1fTab\u304c\u304d\u304b\u306a\u3044\u3001\u3068\u308a\u3042\u3048\u305aShift-Enter\u3067\u5b9f\u884c\u30fb\u30fb\u30fb<br \/>\n\u51fa\u529b\u3055\u308c\u306a\u3044\u3093\u3067\u3059\u3051\u3069(\u3002\u00b4\uff65\u03c9\uff65)?<\/p>\n<p>\u3088\u304f\u898b\u3066\u307f\u308b\u3068\u53f3\u4e0a\u304c\u300cConnecting to kernel\u300d\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u5207\u308c\u305f\u9396\u306b\u30ab\u30fc\u30bd\u30eb\u5408\u308f\u305b\u308b\u3068\u300cNo Connection to Kernel\u300d\u3068\u51fa\u308b\u3002\u3042\u3001\u3053\u308c\u901a\u4fe1\u3067\u304d\u3066\u306a\u3044\u3084\u3064\u3068\u3044\u3046\u3053\u3068\u306b\u6c17\u3065\u304f\u3002<\/p>\n<h1>\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u304b\uff1f<\/h1>\n<p>\u300cNo Connection\u300d\u3068\u8a00\u308f\u308c\u308b\u306e\u3067\u3001\u3082\u3061\u308d\u3093\u5358\u7d14\u306b\u30dd\u30fc\u30c8\u306b\u3064\u306a\u3052\u3066\u306a\u3044\u3053\u3068\u3092\u7591\u3046\u3002jupyter\u3068\u300cNo Connection to kernel\u300d\u3092\u5408\u308f\u305b\u3066\u30b0\u30b0\u3063\u3066\u307f\u308b\u304c\u5f53\u7136\u300c\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u304c\u60aa\u3055\u3057\u3066\u308b\u300d\u300c\u30a2\u30f3\u30c1\u30a6\u30a3\u30eb\u30b9\u30bd\u30d5\u30c8\u304c\u300d\u300c\u30d7\u30ed\u30ad\u30b7\u3042\u308b\u3068\u306d\u30fc\u300d\u307f\u305f\u3044\u306a\u306e\u3070\u304b\u308a\u51fa\u308b\u3002<br \/>\n\u300c\u305d\u3093\u306a\u3053\u3068\u306f\u308f\u304b\u3063\u3066\u3044\u308b\u300d\u3068\u5ff5\u306e\u305f\u3081\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u5207\u3063\u3066\u307f\u308b\u304c\u6539\u5584\u305b\u305a\u3002<\/p>\n<h1>venv\u3060\u304b\u3089\u3044\u3051\u306a\u3044\uff1f<\/h1>\n<p>\u306a\u3055\u305d\u3046\u3060\u3051\u3069venv\u3060\u304b\u3089\u3044\u3051\u306a\u3044\u304b\uff1f\u3068\u7d20\u306ePython\u306e\u65b9\u306b\u3082jupyter\u5165\u308c\u3066\u307f\u305f\u308a\u3001\u300cjupyter virtualenv\u300d\u3067\u691c\u7d22\u3057\u3066\u5f15\u3063\u304b\u304b\u3063\u305f\u300cvenv\u3057\u3066\u4f5c\u3063\u305f\u74b0\u5883\u3067ipython kernel install\u300d\u307f\u305f\u3044\u306a\u306e\u3082\u5ff5\u306e\u305f\u3081\u3084\u3063\u3066\u307f\u305f\u304c\u76f8\u5909\u308f\u3089\u305a\u901a\u4fe1\u3067\u304d\u305a\u3002<\/p>\n<h1>\u307e\u3055\u304b\u3068\u601d\u3046\u304cPython\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\uff1f\uff1f<\/h1>\n<p>\u3061\u3087\u3063\u3068\u524d\u306b\u5165\u308c\u305fPython\u30673.5\u3060\u3063\u305f\u306e\u3067\u3001\u6700\u65b0\u306e3.7.2\u5165\u308c\u3066\u307f\u308b\u304c\u3082\u3061\u308d\u3093\u4ee5\u4e0b\u540c\u6587\u3002<\/p>\n<h1>Anaconda\u3068\u6bd4\u8f03\u3057\u3066\u307f\u308b<\/h1>\n<p>\u4ed5\u65b9\u306a\u3044\u304b\u3089Anaconda\u4f7f\u3046\u304b\u306a\u3068\u601d\u3046\u304c\u4f55\u304c\u3044\u3051\u306a\u3044\u306e\u304b\u89e3\u6c7a\u3057\u304d\u3089\u306a\u3044\u9650\u308a\u306f\u63a2\u7a76\u8005\u9b42\u304c\u6cbb\u307e\u3089\u306a\u3044\u306e\u3067Anaconda\u3001pip\u3067\u5165\u308c\u305f\u65b9\u4e21\u8005\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u773a\u3081\u3066\u3044\u308b\u3068\u3001<\/p>\n<pre class=\"post-pre\"><code>c:\\work\\python\\jupyter\\jupyter1\\lib\\site-packages\\notebook\\base\\zmqhandlers.py:284: RuntimeWarning: coroutine 'WebSocketHandler.get' was never awaited\r\n  super(AuthenticatedZMQStreamHandler, self).get(*args, **kwargs)\r\n<\/code><\/pre>\n<p>\u306a\u3093\u3084\u304a\u524d\u3002\u3066\u3044\u3046\u304b\u6c17\u306b\u306a\u3063\u3066\u305f\u3051\u3069Warning\u3060\u304b\u3089\u307e\u3042\u3044\u3044\u304b\u3068\u601d\u3063\u3066\u305f\u304c\u30fb\u30fb\u30fb<\/p>\n<h1>\u72af\u4eba\u306f\u304a\u524d\u3084\u30fc<\/h1>\n<p>\u4ed6\u306b\u624b\u304c\u304b\u308a\u3082\u306a\u3044\u306e\u3067\u898b\u3066\u307f\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"o\">@<\/span><span class=\"n\">gen<\/span><span class=\"p\">.<\/span><span class=\"n\">coroutine<\/span>\r\n    <span class=\"k\">def<\/span> <span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"bp\">self<\/span><span class=\"p\">,<\/span> <span class=\"o\">*<\/span><span class=\"n\">args<\/span><span class=\"p\">,<\/span> <span class=\"o\">**<\/span><span class=\"n\">kwargs<\/span><span class=\"p\">):<\/span>\r\n        <span class=\"c1\"># pre_get can be a coroutine in subclasses\r\n<\/span>        <span class=\"c1\"># assign and yield in two step to avoid tornado 3 issues\r\n<\/span>        <span class=\"n\">res<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">self<\/span><span class=\"p\">.<\/span><span class=\"n\">pre_get<\/span><span class=\"p\">()<\/span>\r\n        <span class=\"k\">yield<\/span> <span class=\"n\">gen<\/span><span class=\"p\">.<\/span><span class=\"n\">maybe_future<\/span><span class=\"p\">(<\/span><span class=\"n\">res<\/span><span class=\"p\">)<\/span>\r\n        <span class=\"nb\">super<\/span><span class=\"p\">(<\/span><span class=\"n\">AuthenticatedZMQStreamHandler<\/span><span class=\"p\">,<\/span> <span class=\"bp\">self<\/span><span class=\"p\">).<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"o\">*<\/span><span class=\"n\">args<\/span><span class=\"p\">,<\/span> <span class=\"o\">**<\/span><span class=\"n\">kwargs<\/span><span class=\"p\">)<\/span>\r\n<\/code><\/pre>\n<p>gen\u306f\u3053\u308c\u3002tornado\u3001Web\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">tornado<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">gen<\/span><span class=\"p\">,<\/span> <span class=\"n\">ioloop<\/span><span class=\"p\">,<\/span> <span class=\"n\">web<\/span>\r\n<\/code><\/pre>\n<p>\u305d\u3082\u305d\u3082\u300ccoroutine was never awaited\u300d\u3066\u3069\u3046\u3044\u3046\u3053\u3068\u3084\u306d\u3093\u3068\u30b0\u30b0\u3063\u3066\u307f\u3066\u3053\u3061\u3089\u306e\u8a18\u4e8b\u3092\u898b\u304b\u3051\u308b\u3002\u3075\u3080\u3001\u3068\u3082\u304b\u304fasync\u306a\u3082\u306e\u304cawait\u3055\u308c\u3066\u306a\u3044\u306e\u304c\u3044\u3051\u306a\u3044\u306e\u3060\u306a\u3002\u524d\u304b\u3089\u305d\u3046\u306a\u3089\u3053\u3093\u306aWarning\u304c\u51fa\u308b\u308f\u3051\u306a\u3044\u304b\u3089\u6700\u8fd1\u4f55\u304b\u3042\u3063\u305f\u306e\u3060\u308d\u3046\u3002\u3068\u308a\u3042\u3048\u305atornado\u5074\u306e\u8a00\u3044\u5206\uff08\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09\u3092\u898b\u3066\u307f\u3088\u3046\u3002<\/p>\n<blockquote><p>Changed in version 6.0: The callback argument was removed. Use the returned awaitable object instead.<\/p><\/blockquote>\n<p>callback\u3092\u6e21\u3057\u3066\u308b\u308f\u3051\u3058\u3083\u306a\u3055\u3046\u3060\u3051\u3069awaitable\u306a\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u8fd4\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u306e\u304c\u539f\u56e0\u3063\u307d\u3044\u306a\u3002<\/p>\n<h1>\u89e3\u6c7a\u65b9\u6cd5<\/h1>\n<p>\u3055\u3066\u3053\u3053\u307e\u3067\u30dd\u30a8\u30e0\u306a\u554f\u984c\u89e3\u6c7a\u3092\u8aad\u3093\u3067\u3044\u305f\u3060\u3044\u305f\u304b\u30b9\u30ad\u30c3\u30d7\u3057\u305f\u304b\u306f\u3068\u3082\u304b\u304f\u3001\u89e3\u6c7a\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>tornado\u3092\u524a\u9664\u3057\u305f\u5f8c\u3001ver5\u306e\u3082\u306e\u3092\u5165\u308c\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code>(jupyter1)&gt; pip uninstall -y tornado\r\n(jupyter1)&gt; pip install tornado==5.1.1\r\n<\/code><\/pre>\n<p>\u65b0\u898f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306e\u5834\u5408\u306fjupyter\u5165\u308c\u308b\u524d\u306btornado\u3092\u30d0\u30fc\u30b8\u30e7\u30f3\u6307\u5b9a\u3067\u5165\u308c\u3068\u304f\u3002<\/p>\n<pre class=\"post-pre\"><code>&gt; python -m venv jupyter2\r\n&gt; jupyter1\\scripts\\activate\r\n(jupyter2)&gt; jupyter tornado==5.1.1 notebook\r\n<\/code><\/pre>\n<h1>\u3042\u3068\u304c\u304d<\/h1>\n<p>\u7b54\u3048\u304c\u308f\u304b\u3063\u305f\u5f8c\u3067\u30d0\u30b0\u5831\u544a\u3057\u3088\u3046\u304b\u3068\u601d\u3063\u3066\u898b\u3066\u307f\u305f\u3089\u3082\u3046\u5f53\u7136\u3055\u308c\u3066\u307e\u3057\u305f\u3002\u307e\u305a\u306fIssue\u3092\u898b\u306b\u884c\u3051\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u306d\u3002tornado\u3078\u306e\u4f9d\u5b58\u3092\u300c4\u4ee5\u4e0a6\u672a\u6e80\u300d\u306b\u3059\u308b\u4fee\u6b63\u306f\u3082\u3046\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u591a\u5206\u3057\u3070\u3089\u304f\u3057\u305f\u3089notebook\u306e\u65b0\u3057\u3044\u30d1\u30c3\u30b1\u30fc\u30b8\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3066\u3053\u306e\u8a18\u4e8b\u306f\u904e\u53bb\u306e\u907a\u7269\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<div>\n<p>\u8a18\u4e8b\u304c\u66f8\u304b\u308c\u305f\u306e\u306f\u79c1\u304c\u554f\u984c\u89e3\u6c7a\u3057\u305f\u5f8c\u306a\u306e\u3067\u3001\u8a18\u4e8b\u304c\u3042\u308b\u306e\u3092\u77e5\u3063\u305f\u306e\u306f\u4ed6\u306e\u4eba\u304c\u66f8\u3044\u3066\u306a\u3044\u304b\u8abf\u3079\u3066\u307f\u305f\u305f\u3081\u3067\u3059\u3002\u00a0\u21a9<\/p>\n<p>\u3057\u3070\u3089\u304f\u3057\u305f\u3089\u89e3\u6d88\u3055\u308c\u3066\u518d\u73fe\u3057\u306a\u304f\u306a\u308a\u307e\u3059\u304c\u3002\u00a0\u21a9<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u3053\u306e\u8a18\u4e8b\u306f\u6700\u8fd1\uff082019\u5e743\u6708\u3054\u308d\uff09Jupyter\u3092\u5165\u308c\u305f\u4eba\u304c\u3076\u3061\u5f53\u305f\u308b\u3067\u3042\u308d\u3046\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u65b9\u6cd5\u3067 [&hellip;]<\/p>\n","protected":false},"author":12,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-46146","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) - 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