{"id":3034,"date":"2021-09-18T11:57:15","date_gmt":"2021-09-18T02:57:15","guid":{"rendered":"https:\/\/kojichu.com\/blog\/?p=3034"},"modified":"2025-08-31T13:47:57","modified_gmt":"2025-08-31T04:47:57","slug":"post-3034","status":"publish","type":"post","link":"https:\/\/kojichu.com\/blog\/2021\/09\/18\/post-3034\/","title":{"rendered":"\u5e73\u6210\u306e\u30b3\u30ed\u30b3\u30ed\u8868\u7d19361\u518a\u3092\u5b66\u7fd2\u3055\u305b\u3066Lightweight GAN\u3067\u751f\u6210\u3057\u305f\u30ed\u30b0"},"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\u3092128px\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>\u30da\u30fc\u30b8\u306e\u76ee\u7684\u3092\u3001\u4ee5\u4e0b\u306b\u8a18\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/13\/post-2984\/\" data-type=\"URL\" data-id=\"https:\/\/kojichu.com\/blog\/2021\/09\/13\/post-2984\/\">\u524d\u56de<\/a>\u3068\u6bd4\u3079\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u985e\u4f3c\u6027\u304c\u9ad8\u3044\u5834\u5408\u306e\u7d50\u679c\u3092\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\u670810\u65e5\uff5e2021\u5e749\u670812\u65e5<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u958b\u767a\u306b\u7528\u3044\u305f\u3082\u306e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Windows 10 Home<\/li>\n\n\n\n<li>Intel(R) Core(TM) i7-8750H CPU @ 2.20GHz 2.21 GHz<\/li>\n\n\n\n<li>GeForce GTK 1050<\/li>\n\n\n\n<li><a href=\"https:\/\/developer.nvidia.com\/cuda-gpus\">CUDA Toolkit<\/a><\/li>\n\n\n\n<li>Python\uff08\u81ea\u5206\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u305f\u90e8\u5206\u306f\u306a\u3057\uff09<\/li>\n\n\n\n<li><a href=\"https:\/\/pypi.org\/project\/lightweight-gan\/\">lightweight-gan<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Python\u30d0\u30fc\u30b8\u30e7\u30f3<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python 3.6.8<\/li>\n\n\n\n<li>torch 1.8.0<\/li>\n\n\n\n<li>torchaudio 0.8.0<\/li>\n\n\n\n<li>torchvision 0.9.0<\/li>\n\n\n\n<li>lightweight-gan 0.20.4<\/li>\n\n\n\n<li>kornia 0.4.1<\/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<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\u3055128px\u306e\u5927\u304d\u3055\u306b\u5909\u66f4\u3002<\/p>\n\n\n\n<p>\u5e45\u3092128px\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\u3058\u64cd\u4f5c\u3092\u884c\u3063\u305f\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/13\/post-2984\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">mouse\u306e\u30b2\u30fc\u30df\u30f3\u30b0\u30ce\u30fc\u30c8PC\u3092\u4f7f\u7528\u3057\u3066python\u306elightweight-gan\u3092\u8a66\u3057\u305f\u30ed\u30b0<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u30ed\u30b0<\/h2>\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>E:\\&gt;lightweight_gan --data E:\\gan --image-size 128 --batch-size 2 --amp\ndefault&lt;E:\\gan&gt;:   0%|                                                                      | 0\/150000 &#91;00:00&lt;?, ?it\/s]G: 11.78 | D: 3.29 | GP: 2.49 | SS: 0.55\ndefault&lt;E:\\gan&gt;:   0%|                                                          | 46\/150000 &#91;01:30&lt;80:54:45,  1.94s\/it]G: 6.18 | D: 0.00 | GP: 0.00 | SS: 0.22\ndefault&lt;E:\\gan&gt;:   0%|                                                          | 91\/150000 &#91;02:31&lt;71:11:56,  1.71s\/it]G: 5.47 | D: 0.04 | GP: 0.31 | SS: 0.23\ndefault&lt;E:\\gan&gt;:   0%|                                                         | 148\/150000 &#91;03:45&lt;59:04:54,  1.42s\/it]G: 5.52 | D: 0.24 | GP: 0.03 | SS: 0.24<\/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>\u3059\u3079\u3066\u306e\u751f\u6210\u753b\u50cf\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6df7\u305c\u305f\u3060\u3051\u306e\u3088\u3046\u306b\u898b\u3048\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\/0-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-3057\" srcset=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/0-1-1024x1024.jpg 1024w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/0-1.jpg 1042w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"1-000\u30b9\u30c6\u30c3\u30d7\u76ee\u7d4c\u904e\u753b\u50cf\">1,000\u30b9\u30c6\u30c3\u30d7\u76ee\u7d4c\u904e\u753b\u50cf<\/h3>\n\n\n\n<p>\u65e9\u304f\u3082\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u306e\u6587\u5b57\u304c\u898b\u3048\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\/1-1024x1024.jpg\" alt=\"\" class=\"wp-image-3058\" srcset=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/1-1024x1024.jpg 1024w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/1.jpg 1042w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"70-000\u30b9\u30c6\u30c3\u30d7\u5f8c\">70,000\u30b9\u30c6\u30c3\u30d7\u5f8c<\/h3>\n\n\n\n<p>\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u306e\u6587\u5b57\u306e\u8272\u306f\u3001\u6df7\u3056\u308a\u5408\u3063\u305f\u3082\u306e\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u51e6\u7406\u304c\u6b62\u307e\u3063\u305f\u304c\u3001\u7d9a\u884c\u3059\u308b\u3068\u6700\u65b0\u306e\u30e2\u30c7\u30eb\u304c\u7834\u58ca\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3002\u7d9a\u884c\u4e0d\u80fd\u306b\u3088\u308a\u3053\u3053\u3067\u5b66\u7fd2\u3092\u4e2d\u65ad\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>RuntimeError: Couldn't open shared file mapping: &lt;torch_8628_3732569035&gt;, error code: &lt;1455&gt;<\/code><\/pre>\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\/70-1024x1024.jpg\" alt=\"\" class=\"wp-image-3059\" srcset=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-1024x1024.jpg 1024w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-300x300.jpg 300w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-150x150.jpg 150w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-768x768.jpg 768w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-75x75.jpg 75w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-100x100.jpg 100w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-530x530.jpg 530w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-565x565.jpg 565w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-710x710.jpg 710w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70-725x725.jpg 725w, https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/70.jpg 1042w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"968\" height=\"714\" src=\"https:\/\/kojichu.com\/blog\/wp-content\/uploads\/2021\/09\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-1.png\" alt=\"\" class=\"wp-image-3060\"\/><\/figure>\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>\u300c\u30b3\u30ed\u30b3\u30ed\u300d\u306e\u6587\u5b57\u4ee5\u5916\u306f\u3001\u660e\u78ba\u306b\u751f\u6210\u3055\u308c\u306a\u304b\u3063\u305f\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3053\u3068\u304b\u3089\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u96f0\u56f2\u6c17\u3068\u8272\u5473\u3060\u3051\u304c\u540c\u3058\u3067\u3042\u308b\u304c\u3001\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u306e\u914d\u7f6e\u3084\u5927\u304d\u3055\u304c\u6bce\u56de\u9055\u3063\u305f\u305f\u3081\u660e\u77ad\u306b\u751f\u6210\u3055\u308c\u306a\u304b\u3063\u305f\u3068\u8003\u3048\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u660e\u77ad\u306b\u753b\u50cf\u751f\u6210\u3055\u308c\u306a\u304b\u3063\u305f<\/li>\n\n\n\n<li>\u3088\u308a\u5b66\u7fd2\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u985e\u4f3c\u6027\u3092\u9ad8\u3081\u308b\u3079\u304d\u3060<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b3\u30ed\u30b3\u30ed\u306e\u8868\u7d19\u7d75\u3092\u5229\u7528\u3057\u305f\u30b5\u30a4\u30c8\u3002\n<ul class=\"wp-block-list\">\n<li><a type=\"URL\" href=\"https:\/\/corocoro.jp\/news\/31070\/\" 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 | \u30b3\u30ed\u30b3\u30ed\u30aa\u30f3\u30e9\u30a4\u30f3\uff5c\u30b3\u30ed\u30b3\u30ed\u30b3\u30df\u30c3\u30af\u516c\u5f0f<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e0a\u8a18\u306b\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b\u753b\u50cf\u306e\u5229\u7528\u306b\u3064\u3044\u3066\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.shogakukan.co.jp\/picture\" data-type=\"URL\" data-id=\"https:\/\/www.shogakukan.co.jp\/picture\">\u753b\u50cf\u4f7f\u7528\u30fb\u8457\u4f5c\u6a29 | \u5c0f\u5b66\u9928<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>AI\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u3046\u753b\u50cf\u306e\u8457\u4f5c\u6a29\u306b\u3064\u3044\u3066\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/atmarkit.itmedia.co.jp\/ait\/articles\/1903\/27\/news013.html\" data-type=\"URL\" 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