{"id":46580,"date":"2023-02-20T11:49:46","date_gmt":"2024-01-21T04:19:58","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/46580-2\/"},"modified":"2024-04-29T15:25:34","modified_gmt":"2024-04-29T07:25:34","slug":"46580-2","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/46580-2\/","title":{"rendered":""},"content":{"rendered":"<h1>\u3084\u308b\u3053\u3068<\/h1>\n<p>\u4e92\u3044\u306bssh\u63a5\u7d9a\u3067\u304d\u308b\u30de\u30b7\u30f3\u3092ipyparallel\u3067\u30af\u30e9\u30b9\u30bf\u5316\u3059\u308b\u3002<br \/>\n\u30eb\u30fc\u30c8\u6a29\u9650\u306f\u306a\u3044\u3002<br \/>\n\u3068\u308a\u3042\u3048\u305a\uff11\u30ce\u30fc\u30c9\u3092\u30de\u30b9\u30bf\u30fc\uff08jupyter notebook \u30b5\u30fc\u30d0\u3068ipyparallel\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\uff09\u3001<br \/>\n\u5168\u30ce\u30fc\u30c9\u304c\u30b9\u30ec\u30fc\u30d6\uff08ipyparallel\u30a8\u30f3\u30b8\u30f3\uff09\u306b\u306a\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3059\u308b\u3002<br \/>\n\u4f5c\u696d\u306f\u5168\u90e8\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u4e0a\u3067ok\u3002<\/p>\n<h1>\u74b0\u5883<\/h1>\n<h5>Ubuntu 14.04<\/h5>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">host1, host2, host3, host4<\/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\">\u305d\u308c\u305e\u308c\u30d1\u30b9\u30ef\u30fc\u30c9\u306a\u3057\u516c\u958b\u9375\u3067\u30ed\u30b0\u30a4\u30f3\u53ef\u80fd<\/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\">\/home \u4ee5\u4e0b\u306fNFS\u3092\u30de\u30a6\u30f3\u30c8<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u5168\u90e8\u30e6\u30fc\u30b6\u540d\u306fuser<\/ul>\n<h5>Anaconda<\/h5>\n<pre class=\"post-pre\"><code>$ conda --version\r\nconda 4.4.6\r\n$ which python\r\n\/home\/user\/anaconda3\/bin\/python\r\n$ python --version\r\nPython 3.6.3 :: Anaconda custom (64-bit)\r\n<\/code><\/pre>\n<h5>jupyter<\/h5>\n<pre class=\"post-pre\"><code>$ jupyter --version\r\n4.3.0\r\n<\/code><\/pre>\n<h5>ipyparallel<\/h5>\n<pre class=\"post-pre\"><code>$ python -c \"import ipyparallel; print(ipyparallel.__version__)\"\r\n6.0.2\r\n<\/code><\/pre>\n<h1>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h1>\n<pre class=\"post-pre\"><code>$ conda install ipyparallel\r\n<\/code><\/pre>\n<h1>\u8a2d\u5b9a<\/h1>\n<h2>Jupyter\u3067\u306e IPython Clusters tab \u306e\u6709\u52b9\u5316<\/h2>\n<pre class=\"post-pre\"><code>$ ipcluster nbextension enable --user\r\n<\/code><\/pre>\n<p>&#8211;user\u3092\u3064\u3051\u306a\u3044\u3068\u3088\u304f\u308f\u304b\u3089\u306a\u3044\u30d1\u30b9\u306ejupyter\u3092\u63a2\u3057\u3066\u3057\u307e\u3046\u3002<\/p>\n<h2>\u30af\u30e9\u30b9\u30bf\u7528\u306eprofile, kernelspec \u306e\u8a2d\u5b9a<\/h2>\n<p>ipyparallel\u306fipython\u306eprofile\u5358\u4f4d\u3067\u8a2d\u5b9a\u3092\u4fdd\u5b58\u3059\u308b\u304c<br \/>\n\u305d\u306e\u8a2d\u5b9a\u3092jupyter\u4e0a\u3067\u5207\u308a\u66ff\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3002<\/p>\n<h5>\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u4f5c\u6210<\/h5>\n<pre class=\"post-pre\"><code>$ ipython profile create --parallel --name=parallel\r\n<\/code><\/pre>\n<h5>kernelspec\u4f5c\u6210<\/h5>\n<pre class=\"post-pre\"><code>$ jupyter kernelspec install --user --name=parallel\r\n<\/code><\/pre>\n<h5>kernelspec\u78ba\u8a8d<\/h5>\n<pre class=\"post-pre\"><code>$ jupyter kernelspec list\r\nAvailable kernels:\r\n  parallel    \/home\/user\/.local\/share\/jupyter\/kernels\/parallel\r\n  python3     \/home\/user\/anaconda3\/share\/jupyter\/kernels\/python3\r\n<\/code><\/pre>\n<p>\u3082\u3057\u304b\u3057\u305f\u3089kernelspec\u4f5c\u6210\u3067&#8211;user\u3044\u3089\u306a\u3044\u304b\u3082\u3002<\/p>\n<h5>\u4f5c\u6210\u3057\u305fkernelspec\u3067\u306eipython profile\u3092\u8a2d\u5b9a<\/h5>\n<pre class=\"post-pre\"><code><span class=\"p\">{<\/span>\r\n <span class=\"nl\">\"argv\"<\/span><span class=\"p\">:<\/span> <span class=\"p\">[<\/span>\r\n  <span class=\"s2\">\"\/home\/user\/anaconda3\/bin\/python\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"s2\">\"-m\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"s2\">\"ipykernel_launcher\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"s2\">\"-f\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"s2\">\"{connection_file}\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"s2\">\"--profile\"<\/span><span class=\"p\">,<\/span>\r\n  <span class=\"s2\">\"parallel\"<\/span>\r\n <span class=\"p\">],<\/span>\r\n <span class=\"nl\">\"display_name\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"parallel\"<\/span><span class=\"p\">,<\/span>\r\n <span class=\"nl\">\"language\"<\/span><span class=\"p\">:<\/span> <span class=\"s2\">\"python\"<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<p>&#8220;&#8211;profile&#8221;, &#8220;parallel&#8221;\u3092\u8ffd\u52a0\u3057\u305f\u3002<\/p>\n<h2>ipyparallel\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u7de8\u96c6<\/h2>\n<pre class=\"post-pre\"><code><span class=\"c1\"># SSH\u3067\u30a8\u30f3\u30b8\u30f3\uff08\u30ce\u30fc\u30c9\uff09\u3092\u8d77\u52d5\r\n<\/span><span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">IPClusterEngines<\/span><span class=\"p\">.<\/span><span class=\"n\">engine_launcher_class<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'SSH'<\/span>\r\n<span class=\"c1\"># NFS\u306a\u306e\u3067\u30d5\u30a1\u30a4\u30eb\u306e\u540c\u671f\u306f\u3057\u306a\u3044\r\n<\/span><span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">SSHLauncher<\/span><span class=\"p\">.<\/span><span class=\"n\">to_fetch<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">SSHLauncher<\/span><span class=\"p\">.<\/span><span class=\"n\">to_send<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">SSHEngineSetLauncher<\/span><span class=\"p\">.<\/span><span class=\"n\">engines<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span>               \r\n    <span class=\"n\">host<\/span><span class=\"p\">:{<\/span>\r\n        <span class=\"c1\"># \u5404\u30ce\u30fc\u30c9\u3067\u4e00\u3064\u305a\u3064\u30ab\u30fc\u30cd\u30eb\u3092\u8d77\u52d5\r\n<\/span>        <span class=\"s\">'n'<\/span><span class=\"p\">:<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span>\r\n<span class=\"err\">\u3000\u3000\u3000\u3000\u3000<\/span><span class=\"c1\"># \u30d1\u30b9\u306e\u8a2d\u5b9a\u306f\u30ed\u30b0\u30a4\u30f3\u6642\u306b\u3057\u304b\u3057\u3066\u3044\u306a\u3044\u306e\u3067\u3053\u3053\u3067\u7d76\u5bfe\u30d1\u30b9\u3067\u6307\u5b9a\r\n<\/span>        <span class=\"s\">'engine_cmd'<\/span><span class=\"p\">:[<\/span><span class=\"s\">'\/home\/user\/anaconda3\/bin\/python'<\/span><span class=\"p\">,<\/span>\r\n                          <span class=\"s\">'-m'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'ipyparallel.engine'<\/span><span class=\"p\">]}<\/span>\r\n    <span class=\"k\">for<\/span> <span class=\"n\">host<\/span> <span class=\"ow\">in<\/span> <span class=\"p\">[<\/span><span class=\"s\">'host1'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'host2'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'host3'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'host4'<\/span><span class=\"p\">]<\/span>\r\n<span class=\"p\">}<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"c1\"># \u8a73\u3057\u3044\u3053\u3068\u306f\u3081\u3093\u3069\u3044\u306e\u3067\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ac\u30f3\u7121\u8996\u3067\u5168\u90e8\u8a31\u53ef\r\n<\/span><span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">RegistrationFactory<\/span><span class=\"p\">.<\/span><span class=\"n\">ip<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'*'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">HubFactory<\/span><span class=\"p\">.<\/span><span class=\"n\">client_ip<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'*'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">HubFactory<\/span><span class=\"p\">.<\/span><span class=\"n\">engine_ip<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'*'<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">HubFactory<\/span><span class=\"p\">.<\/span><span class=\"n\">monitor_ip<\/span> <span class=\"o\">=<\/span> <span class=\"s\">'*'<\/span>\r\n<\/code><\/pre>\n<h1>\u8d77\u52d5<\/h1>\n<pre class=\"post-pre\"><code>$ ipcluster start --profile=parallel\r\n<\/code><\/pre>\n<p>\u5404\u30ce\u30fc\u30c9\u3067\u30a8\u30f3\u30b8\u30f3\u304c\u8d77\u52d5\u3057\u3066\u3044\u306a\u3044\u3068\u304d\u306f&#8211;debug\u30d5\u30e9\u30b0\u3092\u3064\u3051\u308b\u3068\u8272\u3005\u60c5\u5831\u304c\u51fa\u308b\u3002<br \/>\n\u3053\u308c\u3067\u7121\u4e8b\u8d77\u52d5\u3059\u308b\u306a\u3089jupyter\u306eipython clusters\u30bf\u30d6\u3067\u3082\u8d77\u52d5\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<h1>\u78ba\u8a8d<\/h1>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">ipyparallel<\/span> <span class=\"k\">as<\/span> <span class=\"n\">ipp<\/span>\r\n<span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ipp<\/span><span class=\"p\">.<\/span><span class=\"n\">Client<\/span><span class=\"p\">()<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">c<\/span><span class=\"p\">.<\/span><span class=\"n\">ids<\/span><span class=\"p\">)<\/span>\r\n<span class=\"k\">def<\/span> <span class=\"nf\">test<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"kn\">import<\/span> <span class=\"nn\">os<\/span><span class=\"p\">,<\/span> <span class=\"n\">socket<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">getcwd<\/span><span class=\"p\">(),<\/span> <span class=\"n\">socket<\/span><span class=\"p\">.<\/span><span class=\"n\">gethostname<\/span><span class=\"p\">()<\/span>\r\n<span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">c<\/span><span class=\"p\">[:].<\/span><span class=\"n\">apply_sync<\/span><span class=\"p\">(<\/span><span class=\"n\">test<\/span><span class=\"p\">))<\/span>\r\n<\/code><\/pre>\n<p>\u3061\u3083\u3093\u3068\u5b9f\u884c\u3067\u304d\u3066\u30db\u30b9\u30c8\u540d\u304c\u51fa\u3066\u304f\u308c\u3070ok\u3002<br \/>\n\u5b9f\u884c\u3059\u308c\u3070\u308f\u304b\u308b\u3051\u3069\u30ef\u30fc\u30ad\u30f3\u30b0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306f\u540c\u671f\u3055\u308c\u306a\u3044\u304b\u3089\u6ce8\u610f\u304c\u3044\u308b\u3002<\/p>\n<h1>\u8ffd\u8a18<\/h1>\n<p>AsyncResult\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u5bfe\u3059\u308bautocomplete (TAB)\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3060\u3068\u30ab\u30fc\u30cd\u30eb\u304c\u505c\u6b62\u3059\u308b\u3002<br \/>\n\u6b21\u306e\u8a2d\u5b9a\u3092notebook\u306e\u5148\u982d\u306b\u66f8\u3044\u3066\u304a\u304f\u3068\u89e3\u6c7a\u3057\u305f\u3002<br \/>\n\u8a73\u3057\u3044\u3053\u3068\u306f\u6642\u9593\u3042\u308b\u6642\u306b\u3067\u3082\u3002\u3002\u3002<\/p>\n<pre class=\"post-pre\"><code>%config Completer.use_jedi = False\r\n<\/code><\/pre>\n<h1>\u8ffd\u8a18\u305d\u306e\uff12<\/h1>\n<p>\u30b7\u30a7\u30eb\u30b3\u30de\u30f3\u30c9\u306e\u30d0\u30ab\u30d1\u30e9\u5b9f\u884c\u4f8b<br \/>\nhttps:\/\/gist.github.com\/emakryo\/c00e8484c0844fa646ca9fea8350d2cb<\/p>\n<h1>\u8ffd\u8a18\u305d\u306e\uff13<\/h1>\n<p>autoreload \u304c\u90e8\u5206\u7684\u306b\u3057\u304b\u52d5\u304b\u306a\u3044<\/p>\n<pre class=\"post-pre\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">bar<\/span>\r\n<span class=\"k\">def<\/span> <span class=\"nf\">foo_func<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"n\">bar<\/span><span class=\"p\">.<\/span><span class=\"n\">bar_func<\/span><span class=\"p\">()<\/span>\r\n<\/code><\/pre>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">bar_func<\/span><span class=\"p\">():<\/span>\r\n    <span class=\"k\">return<\/span> <span class=\"mi\">10<\/span>\r\n<\/code><\/pre>\n<p>\u3067bar_func\u3092\u3044\u3058\u3063\u3066\u518d\u3073\u5b9f\u884c\u3059\u308b\u3068<br \/>\n\u30ed\u30fc\u30ab\u30eb\u3067\u306ffoo_func\u3082bar_func\u3082\u6b63\u3057\u304f\u5b9f\u884c\u3055\u308c\u308b\u304c<br \/>\n\u30af\u30e9\u30b9\u30bf\u4e0a\u3067\u306fbar_func\u3057\u304b\u6b63\u3057\u304f\u5b9f\u884c\u3055\u308c\u306a\u3044\u3002<br \/>\nsync_import\u3092\u4f7f\u3063\u305f\u5834\u5408\u3067\u3082\u4e00\u7dd2\u3002<\/p>\n<p>workaround\u3068\u3057\u3066\u306fipcluster\u3092\u518d\u8d77\u52d5\u3059\u308c\u3070\u3068\u308a\u3042\u3048\u305a\u52d5\u304d\u306f\u3059\u308b\u304c<br \/>\n\u3044\u3061\u3044\u3061\u518d\u8d77\u52d5\u3059\u308b\u306e\u306f\u3081\u3093\u3069\u304f\u3055\u3044\u3002<\/p>\n<h1>\u8ffd\u8a18\u305d\u306e\uff14<\/h1>\n<p>\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30ea\u30ed\u30fc\u30c9\u306fimportlib.reload\u3092\u4f7f\u3048\u3070\u3067\u304d\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">def<\/span> <span class=\"nf\">reload<\/span><span class=\"p\">(<\/span><span class=\"n\">mod_names<\/span><span class=\"p\">):<\/span>\r\n    <span class=\"kn\">import<\/span> <span class=\"nn\">sys<\/span>\r\n    <span class=\"kn\">from<\/span> <span class=\"nn\">importlib<\/span> <span class=\"kn\">import<\/span> <span class=\"nb\">reload<\/span>\r\n    <span class=\"k\">for<\/span> <span class=\"n\">m<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">mod_names<\/span><span class=\"p\">:<\/span>\r\n        <span class=\"k\">if<\/span> <span class=\"n\">m<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">sys<\/span><span class=\"p\">.<\/span><span class=\"n\">modules<\/span><span class=\"p\">:<\/span>\r\n            <span class=\"nb\">reload<\/span><span class=\"p\">(<\/span><span class=\"n\">sys<\/span><span class=\"p\">.<\/span><span class=\"n\">modules<\/span><span class=\"p\">[<\/span><span class=\"n\">m<\/span><span class=\"p\">])<\/span>\r\n\r\n<span class=\"n\">c<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ipp<\/span><span class=\"p\">.<\/span><span class=\"n\">Client<\/span><span class=\"p\">()<\/span>\r\n<span class=\"n\">c<\/span><span class=\"p\">[:].<\/span><span class=\"n\">apply_sync<\/span><span class=\"p\">(<\/span><span class=\"nb\">reload<\/span><span class=\"p\">,<\/span> <span class=\"p\">[<\/span><span class=\"s\">'my_module'<\/span><span class=\"p\">])<\/span>\r\n<\/code><\/pre>\n<h1>\u53c2\u7167<\/h1>\n<p>http:\/\/ipyparallel.readthedocs.io\/en\/stable\/process.html (ipyparallel\u8a2d\u5b9a)<\/p>\n<p>http:\/\/jupyter.readthedocs.io\/en\/latest\/migrating.html (kernelspec\u3068profile\u306b\u3064\u3044\u3066)<\/p>\n<p>https:\/\/qiita.com\/tomochiii\/items\/8b937f15c79a0c3eae0e (kernelspec)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3084\u308b\u3053\u3068 \u4e92\u3044\u306bssh\u63a5\u7d9a\u3067\u304d\u308b\u30de\u30b7\u30f3\u3092ipyparallel\u3067\u30af\u30e9\u30b9\u30bf\u5316\u3059\u308b\u3002 \u30eb\u30fc\u30c8\u6a29\u9650\u306f\u306a\u3044\u3002 \u3068\u308a\u3042\u3048 [&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-46580","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\/46580-2\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:description\" content=\"\u3084\u308b\u3053\u3068 \u4e92\u3044\u306bssh\u63a5\u7d9a\u3067\u304d\u308b\u30de\u30b7\u30f3\u3092ipyparallel\u3067\u30af\u30e9\u30b9\u30bf\u5316\u3059\u308b\u3002 \u30eb\u30fc\u30c8\u6a29\u9650\u306f\u306a\u3044\u3002 \u3068\u308a\u3042\u3048 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/46580-2\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-21T04:19:58+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T07:25:34+00:00\" \/>\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=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" 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