{"id":3103,"date":"2021-09-26T15:24:11","date_gmt":"2021-09-26T06:24:11","guid":{"rendered":"https:\/\/kojichu.com\/blog\/?p=3103"},"modified":"2025-08-31T13:52:16","modified_gmt":"2025-08-31T04:52:16","slug":"post-3103","status":"publish","type":"post","link":"https:\/\/kojichu.com\/blog\/2021\/09\/26\/post-3103\/","title":{"rendered":"\u5e73\u6210\u306e\u30b3\u30ed\u30b3\u30ed\u8868\u7d19361\u518a\u3092\u5b66\u7fd2\u3055\u305b\u3066Lightweight GAN\u3067512px\u306e\u753b\u50cf\u3092\u751f\u6210\u3057\u305f\u30ed\u30b0\u30fb\u6bd4\u8f03"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e3b\u65e8<\/h2>\n\n\n\n<p>\u6bce\u6708\u8868\u7d19\u306e\u96f0\u56f2\u6c17\u306b\u304a\u3051\u308b\u985e\u4f3c\u6027\u306e\u9ad8\u3044\u30b3\u30ed\u30b3\u30ed\u30b3\u30df\u30c3\u30af\u306e\u8868\u7d19\u7d75\u3092512px\u306b\u3057\u3066\u5b66\u7fd2\u3055\u305b\u3001Lightweight GAN\u3067\u753b\u50cf\u751f\u6210\u3057\u305f\u30ed\u30b0\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u76ee\u7684<\/h2>\n\n\n\n<p>\u4eca\u56de\u306e\u76ee\u7684\u3092\u3001\u4ee5\u4e0b\u306b\u8a18\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>128px\u306e\u5834\u5408\u3068\u51fa\u529b\u3092\u6bd4\u8f03\u30fb\u8003\u5bdf<\/li>\n\n\n\n<li>\u4e88\u60f3\u3068\u306e\u305a\u308c\u3092\u898b\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u4eca\u5f8c\u306eGAN\u5229\u7528\u306e\u4e8b\u524d\u306b\u884c\u3046\u53ef\u5426\u5224\u65ad\u306b\u751f\u304b\u3059<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u671f\u9593<\/h2>\n\n\n\n<p>2021\u5e749\u670814\u65e5\uff5e2021\u5e749\u670817\u65e5<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u958b\u767a\u306b\u7528\u3044\u305f\u3082\u306e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"google-colaboratory-pro\">Google Colaboratory Pro<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u958b\u767a\u74b0\u5883\">\u958b\u767a\u74b0\u5883<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ubuntu 18.04<\/li>\n\n\n\n<li>Intel(R) Xeon(R) CPU @ 2.00GHz<\/li>\n\n\n\n<li>Tesla T4<\/li>\n\n\n\n<li>Python<\/li>\n\n\n\n<li><a href=\"https:\/\/pypi.org\/project\/lightweight-gan\/\">lightweight-gan<\/a><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"python\u30d0\u30fc\u30b8\u30e7\u30f3\">Python\u30d0\u30fc\u30b8\u30e7\u30f3<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python 3.7<\/li>\n\n\n\n<li>torch 1.9.0+cu102<\/li>\n\n\n\n<li>torchvision 0.10.0+cu102<\/li>\n\n\n\n<li>lightweight-gan 0.20.4<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e88\u60f3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u984c\u540d\">\u984c\u540d<\/h3>\n\n\n\n<p>\u6bce\u6708\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u306e\u4f4d\u7f6e\u304c\u8868\u7d19\u306e\u5b9a\u4f4d\u7f6e\u306b\u3042\u308b\u305f\u3081\u3001\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u3068\u3044\u3046\u6587\u5b57\u304c\u306f\u3063\u304d\u308a\u308f\u304b\u308b\u3088\u3046\u306b\u753b\u50cf\u304c\u751f\u6210\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u3068\u3044\u3046\u6587\u5b57\u306e\u8272\u306f\u3001\u6df7\u3056\u308a\u5408\u3063\u305f\u3082\u306e\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u8868\u7d19\u7d75\">\u8868\u7d19\u7d75<\/h3>\n\n\n\n<p>\u9577\u5e74\u63b2\u8f09\u3055\u308c\u3066\u3044\u305f\u4f5c\u54c1\u306e\u5f71\u97ff\u304c\u5927\u304d\u304f\u3067\u308b\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u30c9\u30e9\u3048\u3082\u3093\u3068\u3067\u3093\u3058\u3083\u3089\u3059\u3058\u30fc\u3055\u3093\u306f\u8868\u7d19\u306b\u304a\u3044\u3066\u5360\u3081\u308b\u5272\u5408\u304c\u5927\u304d\u304f\u3001\u5c11\u306a\u304f\u3068\u3082\u9752\u8272\u3068\u808c\u8272\u306f\u591a\u3044\u3002<\/p>\n\n\n\n<p>\u5927\u304d\u306a\u30a4\u30e9\u30b9\u30c8\u304c\u4e00\u3064\u306f\u3001\u51fa\u529b\u753b\u50cf\u306e\u3069\u3053\u304b\u306b\u3042\u308b\u72b6\u614b\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6e96\u5099<\/h2>\n\n\n\n<p>\u30b3\u30ed\u30b3\u30ed\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u753b\u50cf\u4f7f\u7528\u306f\u3001\u8457\u4f5c\u6a29\u6cd5\u4ee5\u4e0a\u306e\u898f\u5236\u304c\u306a\u3044\u3053\u3068\u3092\u30b3\u30ed\u30b3\u30ed\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u300c\u753b\u50cf\u4f7f\u7528\u30fb\u8457\u4f5c\u6a29\u300d\u30ea\u30f3\u30af\u3067\u3042\u308b<a href=\"https:\/\/www.shogakukan.co.jp\/picture\" data-type=\"URL\" data-id=\"https:\/\/www.shogakukan.co.jp\/picture\">\u5c0f\u5b66\u9928\u306e\u753b\u50cf\u4f7f\u7528\u8457\u4f5c\u6a29\u30da\u30fc\u30b8<\/a>\u3067\u78ba\u8a8d\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/atmarkit.itmedia.co.jp\/ait\/articles\/1903\/27\/news013.html\" data-type=\"URL\" data-id=\"https:\/\/atmarkit.itmedia.co.jp\/ait\/articles\/1903\/27\/news013.html\">\u8457\u4f5c\u6a29\u6cd5\u7b2c\u4e09\u5341\u6761\u306e\u56db\u7b2c\u4e8c\u53f7\u3088\u308a\u3001\u8457\u4f5c\u7269\u3092AI\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u4f7f\u7528\u3057\u3066\u8457\u4f5c\u8005\u306e\u5229\u76ca\u3092\u5bb3\u3055\u306a\u3051\u308c\u3070\u554f\u984c\u306a\u3044<\/a>\u3068\u78ba\u8a8d\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/corocoro.jp\/news\/31070\/\" type=\"URL\" id=\"https:\/\/corocoro.jp\/31070\/\">\u3010\u5e74\u672b\u5e74\u59cb\u7279\u5225\u4f01\u753b!!\u3011\u5e73\u6210\u306e\u30b3\u30ed\u30b3\u30ed\u8868\u7d19361\u518a\u5168\u90e8\u898b\u305b\u307e\u3059SP\uff01 <\/a>\u306e\u753b\u50cf\u3092\u4f7f\u7528\u3057\u3001\u9ad8\u3055512px\u306e\u5927\u304d\u3055\u306b\u5909\u66f4\u3002<\/p>\n\n\n\n<p>\u5e45\u3092512px\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u5de6\u53f3\u306e\u4f59\u767d\u3092\u5747\u7b49\u306b\u9ed2\u8272\u3067\u57cb\u3081\u305f\u3082\u306e\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u64cd\u4f5c<\/h2>\n\n\n\n<p>\u524d\u56de\u3068\u540c\u69d8\u306e\u64cd\u4f5c\u3092Google Colaboratory Pro\u3067512px\u6307\u5b9a\u3001\u30de\u30eb\u30c1GPU\u3067\u884c\u3063\u305f\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/22\/post-3071\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">Google Colaboratory \u7121\u6599\u7248\uff08Tesla K80\uff09\u30fbPro\uff08Tesla T4\uff09\u3068\u30ed\u30fc\u30ab\u30eb\uff08GTK1050\uff09\u3067Lightweight GAN\u306e\u901f\u5ea6\u6bd4\u8f03<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b0<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u306eURL\u306b\u3001\u4eca\u56de\u306e\u30ed\u30b0\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u30d5\u30a1\u30a4\u30eb\u540d\u306e\u672b\u5c3e\u304c\u3001\u5b9f\u884c\u9806\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u4e2d\u65ad\u3068\u518d\u958b\u3092\u4f55\u5ea6\u304b\u884c\u3063\u305f\u305f\u30813\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u304c\u3001\u3059\u3079\u3066\u540c\u3058\u64cd\u4f5c\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/gitlab.com\/kojichu-com\/lightweight-gan-test\/-\/tree\/main\/log\/%E3%82%B3%E3%83%AD%E3%82%B3%E3%83%AD512px\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">log\/\u30b3\u30ed\u30b3\u30ed512px \u00b7 main \u00b7 \u5de5\u4e8b\u4e2d.com \/ Lightweight GAN Test \u00b7 GitLab<\/a><\/div>\n\n\n\n<p>\u7bc0\u76ee\u3068\u306a\u3063\u3066\u3044\u308b\u30b9\u30c6\u30c3\u30d7\u6642\u306e\u753b\u50cf\u3092\u63b2\u8f09\u3059\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u958b\u59cb\u6642\">\u958b\u59cb\u6642<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>!lightweight_gan --data .\/korokoro --image-size 512 --amp --multi-gpus<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"0\u30b9\u30c6\u30c3\u30d7\u76ee\">0\u30b9\u30c6\u30c3\u30d7\u76ee<\/h3>\n\n\n\n<p>\u65e9\u304f\u3082\u3001\u30b3\u30ed\u30b3\u30ed\u3089\u3057\u3055\u306e\u3042\u308b\u753b\u50cf\u304c\u51fa\u529b\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/0-2-1024x1024.jpg\" alt=\"\" class=\"wp-image-3114\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"40-000\u30b9\u30c6\u30c3\u30d7\u5f8c\">40,000\u30b9\u30c6\u30c3\u30d7\u5f8c<\/h3>\n\n\n\n<p>\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u306e\u6587\u5b57\u304c\u898b\u3048\u3066\u304d\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/40-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-3116\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"48-000\u30b9\u30c6\u30c3\u30d7\u5f8c\">48,000\u30b9\u30c6\u30c3\u30d7\u5f8c<\/h3>\n\n\n\n<p>\u30c9\u30e9\u3048\u3082\u3093\u304c\u3001\u898b\u3048\u96a0\u308c\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/48-1024x1024.jpg\" alt=\"\" class=\"wp-image-3118\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"82-000\u30b9\u30c6\u30c3\u30d7\u5f8c\">82,000\u30b9\u30c6\u30c3\u30d7\u5f8c<\/h3>\n\n\n\n<p>\u62bd\u8c61\u7684\u306a\u4eba\u9593\u306e\u9854\u304c\u51fa\u73fe\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/82-1024x1024.jpg\" alt=\"\" class=\"wp-image-3121\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4ee5\u964d\">\u4ee5\u964d<\/h3>\n\n\n\n<p>\u3053\u308c\u4ee5\u4e0a\u306e\u9032\u5c55\u304c\u306a\u304b\u3063\u305f\u305f\u3081\u3001102,000\u30b9\u30c6\u30c3\u30d7\u3067\u7d42\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8003\u5bdf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u306b\u3064\u3044\u3066\">\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u306b\u3064\u3044\u3066<\/h3>\n\n\n\n<p>\u4eca\u56de\u306f\u524d\u56de\u3068\u9055\u3044\u3001\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u306e\u6587\u5b57\u4ee5\u5916\u3082\u751f\u6210\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<p>\u4eba\u9593\u306e\u9854\u304c\u3001\u66f2\u304c\u308a\u306a\u308a\u306b\u3082\u751f\u6210\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u3053\u306e\u4e8c\u70b9\u306e\u307f\u304c\u660e\u78ba\u306b\u751f\u6210\u3055\u308c\u305f\u306b\u3059\u304e\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u7406\u7531\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u985e\u4f3c\u6027\u304c\u3001\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u3068\u3044\u3046\u6587\u5b57\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3068\u3001\u5927\u304d\u306a\u9854\u304c\u4e00\u3064\u3042\u308b\u3053\u3068\u4ee5\u5916\u306b\u9ad8\u304f\u306a\u3044\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"128px\u3067\u5b66\u7fd2\u3092\u884c\u3063\u305f\u3068\u304d\u3068\u306e\u7d50\u679c\u306e\u76f8\u9055\u306b\u3064\u3044\u3066\">128px\u3067\u5b66\u7fd2\u3092\u884c\u3063\u305f\u3068\u304d\u3068\u306e\u7d50\u679c\u306e\u76f8\u9055\u306b\u3064\u3044\u3066<\/h3>\n\n\n\n<p><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/18\/post-3034\/\" data-type=\"URL\" 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