{"id":3903,"date":"2019-04-15T07:00:49","date_gmt":"2019-04-14T22:00:49","guid":{"rendered":"https:\/\/www.ecomottblog.com\/?p=3903"},"modified":"2019-04-04T15:24:31","modified_gmt":"2019-04-04T06:24:31","slug":"gpu%e3%83%a6%e3%83%bc%e3%82%b6%e3%83%bc%e3%81%af%e3%80%81%e3%81%99%e3%81%90%e3%81%abdocker%e3%81%8b%e3%82%89singularity%e3%81%ab%e5%88%87%e3%82%8a%e6%9b%bf%e3%81%88%e3%82%8b%e3%81%b9%e3%81%8d%e3%81%a0","status":"publish","type":"post","link":"https:\/\/www.ecomottblog.com\/?p=3903","title":{"rendered":"GPU\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u3059\u3050\u306bdocker\u304b\u3089singularity\u306b\u5207\u308a\u66ff\u3048\u308b\u3079\u304d\u3060\u3068\u601d\u3063\u305f\uff18\u3064\u306e\u3053\u3068"},"content":{"rendered":"<p>GPU\u30e6\u30fc\u30b6\u30fc<sup id=\"fnref-3903-1\"><a href=\"#fn-3903-1\">1<\/a><\/sup>\u306f\u3001\u69d8\u3005\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<sup id=\"fnref-3903-2\"><a href=\"#fn-3903-2\">2<\/a><\/sup>\u3084\u8a00\u8a9e<sup id=\"fnref-3903-3\"><a href=\"#fn-3903-3\">3<\/a><\/sup>\u3067\u63d0\u4f9b\u3055\u308c\u308b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u8a66\u3057\u305f\u308a\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u306b\u3088\u3063\u3066\u52d5\u304b\u306a\u304f\u306a\u3063\u305f\u904e\u53bb\u30b3\u30fc\u30c9\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9<sup id=\"fnref-3903-4\"><a href=\"#fn-3903-4\">4<\/a><\/sup>\u306b\u8ffd\u308f\u308c\u305f\u308a\u3068\u3001\u74b0\u5883\u306b\u307e\u3064\u308f\u308b\u554f\u984c\u306b\u65e5\u3005\u60a9\u307e\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u554f\u984c\u306b\u5bfe\u3059\u308b\u89e3\u306f\u4eee\u60f3\u74b0\u5883\u306e\u5229\u7528\u3067\u3059\u3002\u4eee\u60f3\u74b0\u5883\u306f\u3053\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u304c\u3001\u6240\u8a6e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5207\u308a\u66ff\u3048\u305f\u3044\u4f4d\u306e\u8a71\u306a\u306e\u3067\u3001VMware\u306a\u3069\u306e\u4eee\u60f3\u30de\u30b7\u30f3\u3067\u306f\u3044\u308d\u3093\u306a\u610f\u5473\u3067\u91cd\u3059\u304e\u307e\u3059\u3002\u307b\u3068\u3093\u3069\u306eGPU\u30e6\u30fc\u30b6\u30fc\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u4eee\u60f3\u5316\u304c\u3001\u30b3\u30f3\u30c6\u30ca\u578b\u306eDocker\u3067\u3059\u3002<sup id=\"fnref-3903-5\"><a href=\"#fn-3903-5\">5<\/a><\/sup>\u3000\u4ee5\u4e0b\u3001Docker\u306b\u3064\u3044\u3066\u306f\u65e2\u306b\u4f7f\u3063\u3066\u3044\u308b\u3053\u3068\u524d\u63d0\u3067\u3001\u8a71\u3092\u9032\u3081\u3066\u3044\u3053\u3046\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>Docker<sup id=\"fnref-3903-6\"><a href=\"#fn-3903-6\">6<\/a><\/sup>\u3092\u4f7f\u3063\u3066\u3044\u308b\u3068\u3001\u3061\u3087\u3063\u3068\u6c17\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u308c\u306f\u3001docker\u304c\u30c7\u30fc\u30e2\u30f3\u3067\u52d5\u3044\u3066\u3044\u308b\u3057\u3001\u30a4\u30e1\u30fc\u30b8\u3092\u7acb\u3061\u4e0a\u3052\u308b\u306b\u306f\u3001\u5b9f\u884c\u6642\u306b<code>sudo<\/code>\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044<sup id=\"fnref-3903-7\"><a href=\"#fn-3903-7\">7<\/a><\/sup>\u3057\u3001\u30a4\u30e1\u30fc\u30b8\u5185\u3067\u306froot\u306b\u306a\u3063\u3066\u3044\u3057\u3001\u9055\u548c\u611f\u6e80\u8f09<sup id=\"fnref-3903-8\"><a href=\"#fn-3903-8\">8<\/a><\/sup>\u3067\u3059\u3002\u3055\u3089\u306b\u3001USB\u30ab\u30e1\u30e9\u4f7f\u3044\u305f\u3044\u3068\u304bGUI\u3057\u305f\u3044\u306a\u3069\u306e\u3061\u3087\u3063\u3068\u3057\u305f\u3053\u3068\u304c\u9762\u5012<sup id=\"fnref-3903-9\"><a href=\"#fn-3903-9\">9<\/a><\/sup>\u3067\u3059\u3002<br \/>\n\u3053\u308c\u306f\u3001\u307e\u3041\u6163\u308c\u7684\u306a\u8a71\u3060\u3057\u3001\u6163\u308c\u3066\u3044\u308b\u4eba\u306b\u306f\u6163\u308c\u308d\u3068\u8a00\u308f\u308c\u305d\u3046\u3067\u3059\u304c\u3001\u4ed6\u306b\u3044\u3044\u65b9\u6cd5\u304c\u3042\u308b\u30cf\u30ba\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u3044\u304d\u306a\u308a\u3067\u3059\u304c\u3001\u7d50\u8ad6\u3067\u3059\u3002\u305d\u3093\u306a\u3042\u306a\u305f\u306f\u3001<\/p>\n<h3>\u3059\u3050\u306bdocker\u304b\u3089singularity\u306b\u5207\u308a\u66ff\u3048\u308b\u3079\u304d!<\/h3>\n<p>\u4ee5\u4e0a\u3002<\/p>\n<p>\u305d\u308c\u3067\u306f\u3001\u3042\u306a\u305f\u3092\u3053\u306e\u7d50\u8ad6\u306b\u8a98\u3046\uff18\u3064\u306e\u3053\u3068\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p><!--more--><\/p>\n<h2>\uff11\uff0esingularity<sup id=\"fnref-3903-10\"><a href=\"#fn-3903-10\">10<\/a><\/sup>\u3068\u306f<\/h2>\n<p>\u79d1\u5b66\u304a\u3088\u3073\u9ad8\u6027\u80fd\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff08HPC\uff09\u74b0\u5883\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d9\u30fc\u30b9\u306e\u30b3\u30f3\u30c6\u30ca\u30fc\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n<h2>\uff12\uff0edocker\u30a4\u30e1\u30fc\u30b8\u304c\u4f7f\u3048\u308b<\/h2>\n<p>docer\u540c\u69d8\u3001\u30b3\u30f3\u30c6\u30ca\u30fb\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002singularity\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3082\u3042\u308a\u307e\u3059\u3057\u3001docker\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089\u3082\u53d6\u3063\u3066\u304f\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre><code>&gt; singularity build image.file docker:\/\/hubsite\/account\/imagename:tag\n<\/code><\/pre>\n<h2>\uff13\uff0e\u4f7f\u3044\u65b9\u306f\u7c21\u5358\uff01<\/h2>\n<p>shell\u3092\u52d5\u304b\u3059\u3002<\/p>\n<pre><code>&gt; singularity shell --nv image.file\n<\/code><\/pre>\n<p>python\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\u3059\u308b\u3002<\/p>\n<pre><code>&gt; singularity exec --nv image.file python script.py\n<\/code><\/pre>\n<h2>\uff14\uff0eroot\u3067\u52d5\u304b\u3055\u306a\u304f\u3066\u3044\u3044<\/h2>\n<p>\u30b3\u30f3\u30c6\u30ca\u5185\u3092\u66f8\u304d\u63db\u3048\u306a\u3044\u306a\u3089\u3001\u5b9f\u884c\u6642\u306b<code>sudo<\/code>\u3057\u306a\u304f\u3066\u3082\u3044\u3044\u3002<\/p>\n<h2>\uff15\uff0e\u5b9f\u884c\u6642\u306euser\u3092\u5f15\u304d\u7d99\u3050<\/h2>\n<p>~\/\u4e0b\u306a\u3069\u3001\u6a29\u9650\u304c\u3042\u308c\u3070\u66f8\u304d\u8fbc\u307f\u3067\u304d\u308b\u3002<br \/>\ndocker\u3060\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u3053\u3093\u306a\u611f\u3058\u3067\u52d5\u304b\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3067\u3059\u3002<\/p>\n<pre><code>&gt; sudo docker run -it -v \/home\/user1:\/home\/user1 account\/imagename \/bin\/bash\n<\/code><\/pre>\n<h2>\uff16\uff0eusbcam\u3068\u304bGUI\u3068\u304b\u3059\u3050\u4f7f\u3048\u308b<\/h2>\n<p>\/dev\u3084\/tmp\u3082\u5f15\u304d\u7d99\u304c\u308c\u308b\u305f\u3081\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306busb\u30ab\u30e1\u30e9\u7b49\u304c\u4f7f\u3048\u308b\u306e\u3067\u3001\u691c\u8a3c\u3082\u697d\u3005\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-3912\" src=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2019\/03\/case1.jpg\" alt=\"styletransfar\u306e\u69d8\u5b50\" width=\"636\" height=\"401\" srcset=\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2019\/03\/case1.jpg 636w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2019\/03\/case1-300x189.jpg 300w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2019\/03\/case1-304x192.jpg 304w, https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2019\/03\/case1-282x178.jpg 282w\" sizes=\"(max-width: 636px) 100vw, 636px\" \/><\/p>\n<p>docker\u3060\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001\u3053\u3093\u306a\u611f\u3058\u306b\u306a\u308b\u3002\uff08\u30cf\u30de\u308b\u30fb\u30fb\u30fb\u30e0\u30ea<\/p>\n<pre><code>&gt; sudo docker run -it -v \/home\/user1:\/home\/user1 --device=\/dev\/video0:\/dev\/video0 -e DISPLAY=$DISPLAY -v \/tmp\/.X11-unix\/:\/tmp\/.X11-unix account\/imagename \/bin\/bash\n<\/code><\/pre>\n<h2>\uff17\uff0eMPI\u3092\u4f7f\u3063\u3066\u4e26\u5217\u51e6\u7406\u3082\u53ef\u80fd<\/h2>\n<p>\u3084\u3063\u305f\u3053\u3068\u306a\u3044\u3051\u3069\uff57<\/p>\n<h2>\uff18\uff0eABCI<sup id=\"fnref-3903-11\"><a href=\"#fn-3903-11\">11<\/a><\/sup>\u3067\u3082\u4f7f\u308f\u308c\u3066\u3044\u308b<\/h2>\n<p>\u3057\u304b\u3082\u3001\u30bd\u30cb\u30fc\u306ennabla\u3092\u4f7f\u3063\u305fImageNet\/ResNet-50 Training\u3067\u4e16\u754c\u6700\u901f<sup id=\"fnref-3903-12\"><a href=\"#fn-3903-12\">12<\/a><\/sup>,<sup id=\"fnref-3903-13\"><a href=\"#fn-3903-13\">13<\/a><\/sup>\u3067\u3059\u3063\u3066\u3001\u5965\u69d8\u3002<\/p>\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>\u3069\u3046\u3067\u3057\u305f\u304b\uff1f\u5b89\u5fc3\u3057\u3066singularity\u3067\u304d\u308b\u3068\u601d\u3063\u3066\u3044\u305f\u3060\u3051\u305f\u3068\u601d\u3044\u307e\u3059\u3002<sup id=\"fnref-3903-14\"><a href=\"#fn-3903-14\">14<\/a><\/sup><br \/>\n\u74b0\u5883\u3092\u6c5a\u3055\u305a\u3001\u3044\u308d\u3044\u308d\u8a66\u3057\u305f\u3044\u3060\u3051\u3060\u3063\u305f\u3093\u3067\u3059\u304c\u3001\u3044\u3044\u30e2\u30ce\u898b\u3064\u3051\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u7686\u3055\u3093\u3082\u304a\u8a66\u3057\u3042\u308c\uff01<sup id=\"fnref-3903-15\"><a href=\"#fn-3903-15\">15<\/a><\/sup><br \/>\n\u30a8\u30b3\u30e2\u30c3\u30c8\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3057\u305f\u3044\u4eba\u3092\u968f\u6642\u52df\u96c6\u3057\u3066\u3044\u307e\u3059\u3002\u3068\u308a\u3042\u3048\u305a\u3001PCA\u77e5\u3063\u3066\u3044\u308b\u30ec\u30d9\u30eb\u304b\u3089\u9762\u63a5\u3057\u307e\u3059\u3002DGX-STATION\u3067DNN\u3057\u305f\u3044\u65b9\u3001\u662f\u975e\u304a\u58f0\u304b\u3051\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u53c2\u8003\u30b5\u30a4\u30c8<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.sylabs.io\/guides\/3.1\/user-guide\/index.html\">\u30e6\u30fc\u30b6\u30fc\u30ac\u30a4\u30c9\/Sylabs Inc.<\/a><\/li>\n<li><a href=\"https:\/\/www.slideshare.net\/htsst\/singularity-85959573\">Singularity\u3067\u5206\u6563\u6df1\u5c64\u5b66\u7fd2<\/a><\/li>\n<li><a href=\"https:\/\/qiita.com\/daikumatan\/items\/a1f442777f9b7bc13112\">[\u7b2c2\u56de Singularity \u52c9\u5f37\u4f1a] Singularity Hands-on<\/a><\/li>\n<li><a href=\"https:\/\/www.hpc.co.jp\/product\/software\/singularity\/\">singularity\/HPC\u30b7\u30b9\u30c6\u30e0\u30ba\u682a\u5f0f\u4f1a\u793e<\/a><\/li>\n<li><a href=\"https:\/\/portal.abci.ai\/docs\/ja\/09\/\">Linux\u30b3\u30f3\u30c6\u30ca\/ABCI Users Guide<\/a><\/li>\n<\/ul>\n<div class=\"footnotes\">\n<hr \/>\n<ol>\n<li id=\"fn-3903-1\">\n\u3053\u3053\u3067\u306f\u3001tensorflow\u3068\u304bchainer\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u3001GPU\u3067\u3054\u306b\u3087\u3054\u306b\u3087\u3059\u308b\u4eba\u3092\u3053\u3046\u547c\u3073\u307e\u3059\u3002&#160;<a href=\"#fnref-3903-1\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-2\">\n\u4e0a\u8ff0\u306e\u4ed6\u306bnnabla\u3084pytorch,keras\u306a\u3069\u306e\u4ed6\u306b\u3053\u308c\u304b\u3089\u6d41\u884c\u308b\u672a\u77e5\u306e\u30e2\u30ce\u307e\u3067\u3044\u308d\u3044\u308d\u3067\u3059\u3002&#160;<a href=\"#fnref-3903-2\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-3\">\n\u57fa\u672cpython\u3067\u3057\u3087\u3046\u304c\u3001Derknet\u3092\u4f7f\u3046\u5834\u5408\u306fC++\u3060\u3063\u305f\u308a\u3057\u307e\u3059\u3002&#160;<a href=\"#fnref-3903-3\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-4\">\n\u57fa\u672c\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3057\u306a\u3044\u65b9\u5411\u3067\u8003\u3048\u307e\u3059\u3002&#160;<a href=\"#fnref-3903-4\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-5\">\n\u307e\u305f\u306fnvidia-docker\u3088\u306d\uff1f&#160;<a href=\"#fnref-3903-5\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-6\">\nnvidia-docker\u3092\u542b\u3080&#160;<a href=\"#fnref-3903-6\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-7\">\n\u3063\u3066\u3053\u3068\u3067\u3001<code>sudo<\/code>\u3067\u304d\u308b\u6a29\u9650\u3092\u4e0e\u3048\u306a\u3044\u3068\u3044\u3051\u306a\u3044&#160;<a href=\"#fnref-3903-7\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-8\">\n\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7684\u306b\u306f\u554f\u984c\u306a\u3044\u3093\u3067\u3057\u3087\u3046\u3051\u3069\u3001\u30de\u30eb\u30c1\u30e6\u30fc\u30b6\u74b0\u5883\u3067\u306f\u3042\u307e\u308a<code>sudo<\/code>\u3067\u304d\u308b\u4eba\u306f\u5897\u3084\u3057\u305f\u304f\u306a\u3044\u3067\u3059\u3088\u306d\u3002&#160;<a href=\"#fnref-3903-8\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-9\">\n\u307f\u3093\u306a\u304c\u56f0\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u30b0\u30b0\u308c\u3070\u3059\u3050\u89e3\u6c7a\u3057\u307e\u3059\u3051\u3069\u306d\u3002&#160;<a href=\"#fnref-3903-9\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-10\">\n\u6280\u8853\u7684\u7279\u7570\u70b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093&#160;<a href=\"#fnref-3903-10\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-11\">\n<a href=\"https:\/\/abci.ai\/ja\/about_abci\/\">https:\/\/abci.ai\/ja\/about_abci\/<\/a>&#160;<a href=\"#fnref-3903-11\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-12\">\n<a href=\"https:\/\/www.aist.go.jp\/aist_j\/press_release\/pr2018\/pr20181113\/pr20181113.html\">https:\/\/www.aist.go.jp\/aist_j\/press_release\/pr2018\/pr20181113\/pr20181113.html<\/a>&#160;<a href=\"#fnref-3903-12\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-13\">\n<a href=\"https:\/\/arxiv.org\/abs\/1811.05233\">https:\/\/arxiv.org\/abs\/1811.05233<\/a>&#160;<a href=\"#fnref-3903-13\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-14\">\n\u76ee\u7684\u9054\u6210&#160;<a href=\"#fnref-3903-14\">&#8617;<\/a>\n<\/li>\n<li id=\"fn-3903-15\">\n\u3061\u306a\u307f\u306b\u3001\u30bd\u30fc\u30b9\u304b\u3089\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u6642\u3001Go\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u30d1\u30b9\u306b\u30bb\u30f3\u30b7\u30c6\u30a3\u30d6\u306a\u306e\u3067\u3001\u30a8\u30e9\u30fc\u306e\u6642\u306freadme\u306e\u901a\u308a\u3084\u3063\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002&#160;<a href=\"#fnref-3903-15\">&#8617;<\/a>\n<\/li>\n<\/ol>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>GPU\u30e6\u30fc\u30b6\u30fc1\u306f\u3001\u69d8\u3005\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af2\u3084\u8a00\u8a9e3\u3067\u63d0\u4f9b\u3055\u308c\u308b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u8a66\u3057\u305f\u308a\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u30a2\u30c3\u30d7\u306b\u3088\u3063\u3066\u52d5\u304b\u306a\u304f\u306a\u3063\u305f\u904e\u53bb\u30b3\u30fc\u30c9\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b94\u306b\u8ffd\u308f\u308c\u305f\u308a\u3068\u3001\u74b0\u5883\u306b\u307e\u3064\u308f\u308b\u554f\u984c\u306b\u65e5\u3005\u60a9\u307e\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002 \u3053\u306e\u554f [&hellip;]<\/p>\n","protected":false},"author":15,"featured_media":3911,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27,29],"tags":[45,54,57,59,53,56,55,58],"_links":{"self":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/3903"}],"collection":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3903"}],"version-history":[{"count":11,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/3903\/revisions"}],"predecessor-version":[{"id":3905,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/3903\/revisions\/3905"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/media\/3911"}],"wp:attachment":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3903"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3903"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3903"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}