{"id":3071,"date":"2021-09-22T19:49:58","date_gmt":"2021-09-22T10:49:58","guid":{"rendered":"https:\/\/kojichu.com\/blog\/?p=3071"},"modified":"2025-08-31T13:48:01","modified_gmt":"2025-08-31T04:48:01","slug":"post-3071","status":"publish","type":"post","link":"https:\/\/kojichu.com\/blog\/2021\/09\/22\/post-3071\/","title":{"rendered":"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"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e3b\u65e8<\/h2>\n\n\n\n<p>Google Colaboratory \u7121\u6599\u7248\uff08Tesla K80\uff09\u30fbPro\uff08Tesla T4\uff09\u3068\u30ed\u30fc\u30ab\u30eb\uff08GTK1050\uff09\u3067\u3001Lightweight GAN\u306e\u901f\u5ea6\u3092\u8abf\u67fb\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>\u5bb6\u306e\u74b0\u5883\u3068Google Colabolatory\u3068\u306e\u901f\u5ea6\u306e\u9055\u3044\u3092\u78ba\u8a8d<\/li>\n\n\n\n<li>GPU\u3054\u3068\u306e\u901f\u5ea6\u3092\u6e2c\u308b<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u671f\u9593<\/h2>\n\n\n\n<p>2021\u5e749\u670812\u65e5\uff5e2021\u5e749\u670814\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=\"\u30ed\u30fc\u30ab\u30eb\">\u30ed\u30fc\u30ab\u30eb<\/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>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<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 3.6.8<\/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<h3 class=\"wp-block-heading\" id=\"google-colaboratory-\u7121\u6599\u7248\">Google Colaboratory \u7121\u6599\u7248<\/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 @ 2.30GHz<\/li>\n\n\n\n<li>GK210GL [Tesla K80]<\/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<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\">\u64cd\u4f5c<\/h2>\n\n\n\n<p>\u64cd\u4f5c\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304d\u3068\u540c\u69d8\u3067\u3042\u308b\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<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304d\u3068\u540c\u69d8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/18\/post-3034\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">\u5e73\u6210\u306e\u30b3\u30ed\u30b3\u30ed\u8868\u7d19361\u518a\u3092\u5b66\u7fd2\u3055\u305b\u3066Lightweight GAN\u3067\u751f\u6210\u3057\u305f\u30ed\u30b0<\/a><\/div>\n\n\n\n<p>\u9014\u4e2d\u3067\u7d42\u4e86\u3057\u305f\u5834\u5408\u306f\u3001\u6700\u5f8c10\u56de\u306e\u30ed\u30b0\u304b\u3089\u7dcf\u8a08\u7b97\u6642\u9593\u3092\u63a8\u5b9a\u3001\u65e9\u304f\u304b\u3089\u4e2d\u65ad\u3057\u305f\u5834\u5408\u306f\u304a\u304a\u3088\u305d\u3067\u63a8\u5b9a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u679c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u30ed\u30fc\u30ab\u30eb\">\u30ed\u30fc\u30ab\u30eb<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7dcf\u8a08\u7b97\u6642\u9593\">\u7dcf\u8a08\u7b97\u6642\u9593<\/h4>\n\n\n\n<p>44\u6642\u959310\u520610\u79d2<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u30ed\u30b0\">\u30ed\u30b0<\/h4>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3068\u304d\u306e\u30ed\u30b0\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/18\/post-3034\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">\u5e73\u6210\u306e\u30b3\u30ed\u30b3\u30ed\u8868\u7d19361\u518a\u3092\u5b66\u7fd2\u3055\u305b\u3066Lightweight GAN\u3067\u751f\u6210\u3057\u305f\u30ed\u30b0<\/a><\/div>\n\n\n\n<p>\u9014\u4e2d\u3067\u4e2d\u65ad\u3059\u308b\u3053\u3068\u306b\u306a\u3063\u305f\u3002\u7d42\u4e86\u6642\u306e\u30ed\u30b0\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>default&lt;E:\\gan&gt;:  47%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258b                           | 71190\/150000 &#91;13:07:34&lt;28:52:28,  1.32s\/it]G: 5.16 | D: 0.05 | GP: 0.03 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  47%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258b                           | 71247\/150000 &#91;13:08:48&lt;25:34:05,  1.17s\/it]G: 5.57 | D: 0.01 | GP: 0.04 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258b                           | 71292\/150000 &#91;13:10:07&lt;25:20:05,  1.16s\/it]G: 4.33 | D: 0.00 | GP: 0.06 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258b                           | 71346\/150000 &#91;13:11:24&lt;38:13:32,  1.75s\/it]G: 4.26 | D: 0.02 | GP: 0.05 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258b                           | 71391\/150000 &#91;13:12:27&lt;37:45:26,  1.73s\/it]G: 4.66 | D: 0.00 | GP: 0.05 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a                           | 71448\/150000 &#91;13:13:45&lt;33:31:59,  1.54s\/it]G: 6.54 | D: 0.00 | GP: 0.00 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a                           | 71493\/150000 &#91;13:14:50&lt;32:45:46,  1.50s\/it]G: 4.55 | D: 0.08 | GP: 0.00 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a                           | 71550\/150000 &#91;13:16:03&lt;28:02:09,  1.29s\/it]G: 2.79 | D: 0.00 | GP: 0.02 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a                           | 71595\/150000 &#91;13:17:06&lt;27:46:16,  1.28s\/it]G: 4.29 | D: 0.00 | GP: 0.05 | SS: 0.01\ndefault&lt;E:\\gan&gt;:  48%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u258a                           | 71634\/150000 &#91;13:18:09&lt;30:59:41,  1.42s\/it]<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"google-colaboratory-\u7121\u6599\u7248-\u30b7\u30f3\u30b0\u30ebgpu\u8a2d\u5b9a\">Google Colaboratory \u7121\u6599\u7248\u30fb\u30b7\u30f3\u30b0\u30ebGPU\u8a2d\u5b9a<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7dcf\u8a08\u7b97\u6642\u9593\">\u7dcf\u8a08\u7b97\u6642\u9593<\/h4>\n\n\n\n<p>70\u6642\u9593\u7a0b\u5ea6\uff1f<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u30ed\u30b0\">\u30ed\u30b0<\/h4>\n\n\n\n<p>\u8a08\u7b97\u304c\u9045\u3044\u305f\u3081\u3001\u9014\u4e2d\u3067\u4e2d\u65ad\u3057\u305f\u3002\u7d42\u4e86\u6642\u306e\u30ed\u30b0\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>autosetting augmentation probability to 30%\ndefault&lt;.\/gan&gt;:   0% 45\/150000 &#91;01:31&lt;84:14:36,  2.02s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 50\/150000 &#91;01:40&lt;83:21:02,  2.00s\/it]G: 2.26 | D: 0.58 | GP: 0.01 | SS: 0.24\ndefault&lt;.\/gan&gt;:   0% 90\/150000 &#91;02:53&lt;80:20:14,  1.93s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 100\/150000 &#91;03:11&lt;79:46:17,  1.92s\/it]G: 2.29 | D: 0.27 | GP: 0.00 | SS: 0.20\ndefault&lt;.\/gan&gt;:   0% 135\/150000 &#91;04:18&lt;79:39:28,  1.91s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 150\/150000 &#91;04:46&lt;79:26:34,  1.91s\/it]G: 2.65 | D: 0.30 | GP: 0.03 | SS: 0.05\ndefault&lt;.\/gan&gt;:   0% 180\/150000 &#91;05:41&lt;78:50:39,  1.89s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 200\/150000 &#91;06:17&lt;78:37:27,  1.89s\/it]G: 4.33 | D: 0.00 | GP: 0.10 | SS: 0.04\ndefault&lt;.\/gan&gt;:   0% 225\/150000 &#91;07:06&lt;78:56:55,  1.90s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 250\/150000 &#91;07:52&lt;78:40:42,  1.89s\/it]G: 3.24 | D: 0.13 | GP: 0.39 | SS: 0.05<\/code><\/pre>\n\n\n\n<p>\u8a73\u7d30\u306e\u30ed\u30b0\u306f\u4ee5\u4e0b\u306b\u304a\u3044\u305f\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/gitlab.com\/kojichu-com\/lightweight-gan-test\/-\/blob\/fb8566eb194f4f91d5467f5b7c9905246810ba63\/log\/Colab%20Tesla%20K80\/single-gpu.log.txt\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">log\/Colab Tesla K80\/single-gpu.log.txt \u00b7 \u5de5\u4e8b\u4e2d.com \/ Lightweight GAN Test \u00b7 GitLab<\/a><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"google-colaboratory-\u7121\u6599\u7248-\u30de\u30eb\u30c1gpu\u8a2d\u5b9a\">Google Colaboratory \u7121\u6599\u7248\u30fb\u30de\u30eb\u30c1GPU\u8a2d\u5b9a<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7dcf\u8a08\u7b97\u6642\u9593\">\u7dcf\u8a08\u7b97\u6642\u9593<\/h4>\n\n\n\n<p>70\u6642\u9593\u7a0b\u5ea6\uff1f<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u30ed\u30b0\">\u30ed\u30b0<\/h4>\n\n\n\n<p>\u8a08\u7b97\u304c\u9045\u3044\u305f\u3081\u3001\u9014\u4e2d\u3067\u4e2d\u65ad\u3057\u305f\u3002\u7d42\u4e86\u6642\u306e\u30ed\u30b0\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>autosetting augmentation probability to 30%\ndefault&lt;.\/gan&gt;:   0% 45\/150000 &#91;01:26&lt;79:55:18,  1.92s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 50\/150000 &#91;01:35&lt;79:30:54,  1.91s\/it]G: 2.63 | D: 1.42 | GP: 0.00 | SS: 0.20\ndefault&lt;.\/gan&gt;:   0% 90\/150000 &#91;02:49&lt;78:18:51,  1.88s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 100\/150000 &#91;03:07&lt;77:58:15,  1.87s\/it]G: 3.81 | D: 0.14 | GP: 0.17 | SS: 0.06\ndefault&lt;.\/gan&gt;:   0% 135\/150000 &#91;04:14&lt;78:27:03,  1.88s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 150\/150000 &#91;04:42&lt;78:23:52,  1.88s\/it]G: 0.35 | D: 1.19 | GP: 0.01 | SS: 0.06\ndefault&lt;.\/gan&gt;:   0% 180\/150000 &#91;05:37&lt;77:57:40,  1.87s\/it]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   0% 200\/150000 &#91;06:14&lt;77:52:20,  1.87s\/it]G: 2.77 | D: 0.98 | GP: 0.57 | SS: 0.04\ndefault&lt;.\/gan&gt;:   0% 204\/150000 &#91;06:23&lt;78:19:24,  1.88s\/it]<\/code><\/pre>\n\n\n\n<p>\u8a73\u7d30\u306e\u30ed\u30b0\u306f\u4ee5\u4e0b\u306b\u304a\u3044\u305f\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/gitlab.com\/kojichu-com\/lightweight-gan-test\/-\/blob\/main\/log\/Colab%20Tesla%20K80\/multi-gpu.log.txt\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">log\/Colab Tesla K80\/multi-gpu.log.txt \u00b7 \u5de5\u4e8b\u4e2d.com \/ Lightweight GAN Test \u00b7 GitLab<\/a><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"google-colaboratory-pro-\u30b7\u30f3\u30b0\u30ebgpu\u8a2d\u5b9a\">Google Colaboratory Pro\u30fb\u30b7\u30f3\u30b0\u30ebGPU\u8a2d\u5b9a<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u7dcf\u8a08\u7b97\u6642\u9593\">\u7dcf\u8a08\u7b97\u6642\u9593<\/h4>\n\n\n\n<p>15\u6642\u959356\u520638\u79d2<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u30ed\u30b0\">\u30ed\u30b0<\/h4>\n\n\n\n<p>\u9014\u4e2d\u3067\u4e2d\u65ad\u3057\u305f\u3002\u7d42\u4e86\u6642\u306e\u30ed\u30b0\u306f\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>default&lt;.\/gan&gt;:   7% 9800\/150000 &#91;1:02:29&lt;14:54:01,  2.61it\/s]G: 1.55 | D: 0.53 | GP: 0.03 | SS: 0.02\ndefault&lt;.\/gan&gt;:   7% 9810\/150000 &#91;1:02:34&lt;14:54:08,  2.61it\/s]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   7% 9850\/150000 &#91;1:02:49&lt;14:53:50,  2.61it\/s]G: 1.02 | D: 0.37 | GP: 0.01 | SS: 0.03\ndefault&lt;.\/gan&gt;:   7% 9855\/150000 &#91;1:02:51&lt;14:53:46,  2.61it\/s]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   7% 9900\/150000 &#91;1:03:07&lt;14:53:23,  2.61it\/s]G: 1.18 | D: 0.45 | GP: 0.07 | SS: 0.03\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   7% 9945\/150000 &#91;1:03:25&lt;14:53:15,  2.61it\/s]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   7% 9950\/150000 &#91;1:03:27&lt;14:53:13,  2.61it\/s]G: 1.69 | D: 0.31 | GP: 0.15 | SS: 0.02\ndefault&lt;.\/gan&gt;:   7% 9990\/150000 &#91;1:03:42&lt;14:52:52,  2.61it\/s]&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\n&#91;W pthreadpool-cpp.cc:90] Warning: Leaking Caffe2 thread-pool after fork. (function pthreadpool)\ndefault&lt;.\/gan&gt;:   7% 10000\/150000 &#91;1:03:46&lt;14:52:47,  2.61it\/s]G: 1.66 | D: 0.26 | GP: 1.26 | SS: 0.03\ndefault&lt;.\/gan&gt;:   7% 10008\/150000 &#91;1:03:50&lt;14:53:03,  2.61it\/s]<\/code><\/pre>\n\n\n\n<p>\u8a73\u7d30\u306e\u30ed\u30b0\u306f\u3001\u4ee5\u4e0b\u306b\u304a\u3044\u305f\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/gitlab.com\/kojichu-com\/lightweight-gan-test\/-\/blob\/main\/log\/Colab%20Tesla%20T4\/korokoropro.ipynb\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">log\/Colab Tesla T4\/korokoropro.ipynb \u00b7 \u5de5\u4e8b\u4e2d.com \/ Lightweight GAN Test \u00b7 GitLab<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u8003\u5bdf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u901f\u5ea6\u306b\u3064\u3044\u3066\">\u901f\u5ea6\u306b\u3064\u3044\u3066<\/h3>\n\n\n\n<p>\u30ed\u30fc\u30ab\u30eb\u304c44\u6642\u9593\u7a0b\u5ea6\u3001Google Colaboratory \u7121\u6599\u7248\u304c70\u6642\u9593\u7a0b\u5ea6\u3001Google Colabolatory Pro\u304c16\u6642\u9593\u7a0b\u5ea6\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<p>Google Colabolatory \u7121\u6599\u7248\u306e\u8a08\u7b97\u304c\u4e00\u756a\u9045\u3044\u304c\u3001\u30ed\u30fc\u30ab\u30eb\u3068\u306f\u9055\u3044\u96fb\u6c17\u4ee3\u304c\u304b\u304b\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u5bb6\u3067\u8a08\u7b97\u3092\u884c\u3046\u5834\u5408\u30011\u65e5\u306b50\u5186\u4ee5\u4e0a\u306e\u96fb\u6c17\u4ee3\u304c\u304b\u304b\u3063\u3066\u3044\u305f\u3002<\/p>\n\n\n\n<p>Google Colaboratory Pro\u3067\u3042\u3063\u3066\u3082\u3001\u3072\u3068\u6708\u4e2d\u8a08\u7b97\u3092\u56de\u3059\u5834\u5408\u306f\u304a\u5f97\u3067\u3042\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>Google Colabolatory \u7121\u6599\u7248\u306f\u96fb\u6c17\u4ee3\u304c\u304b\u304b\u3089\u306a\u3044\u305f\u3081\u4e00\u756a\u5b89\u304f\u3064\u304f\u304c\u9045\u3044\u3002<\/li>\n\n\n\n<li>Google Colabolatory Pro\u306f\u30ed\u30fc\u30ab\u30eb\u306e3\u500d\u901f\u304f\u3001\u5b89\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6b21\u56de<\/h2>\n\n\n\n<p>\u30b3\u30ed\u30b3\u30ed\u30b3\u30df\u30c3\u30af\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3001Google Colaboratory\u3092\u7528\u3044\u3066\u3001512\u00d7512\u306e\u753b\u50cf\u3092\u751f\u6210\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/kojichu.com\/blog\/2021\/09\/26\/post-3103\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">\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<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ed6\u306e\u56de<\/h2>\n\n\n\n<p>\u300cLightweight GAN \u9023\u8f09\u8a18\u4e8b\u300d\u3067\u30bf\u30b0\u4ed8\u3051\u3092\u884c\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<div class=\"blogcard\"><a href=\"https:\/\/kojichu.com\/blog\/tag\/lightweight-gan-%e9%80%a3%e8%bc%89%e8%a8%98%e4%ba%8b\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-blogcard=\"1\">Lightweight GAN \u9023\u8f09\u8a18\u4e8b<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e83\u544a<\/h2>\n\n\n\n<p>Python\u3068AI\u306e\u672c\u3002<\/p>\n\n\n\n<!-- START MoshimoAffiliateEasyLink --><script 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id=\"msmaflink-iNFy6\">\u30ea\u30f3\u30af<\/div><!-- MoshimoAffiliateEasyLink END -->\n","protected":false},"excerpt":{"rendered":"<p>\u4e3b\u65e8 Google Colaboratory \u7121\u6599\u7248\uff08Tesla K80\uff09\u30fbPro\uff08Tesla T4\uff09\u3068\u30ed\u30fc\u30ab\u30eb\uff08GTK1050\uff09\u3067\u3001Lightweight GAN\u306e\u901f\u5ea6\u3092\u8abf\u67fb\u3057\u305f\u30ed\u30b0\u3067\u3042\u308b\u3002 \u76ee\u7684 \u30da\u30fc\u30b8\u306e\u76ee\u7684\u3092\u3001\u4ee5\u4e0b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[164,165],"tags":[204,205,206,361,81,102,166,196,197,198,199,200,202,203],"class_list":["post-3071","post","type-post","status-publish","format-standard","hentry","category-164","category-python","tag-204","tag-205","tag-lightweight-gan-","tag-361","tag-81","tag-102","tag-python","tag-gan","tag-lightweight-gan","tag-ai","tag-nvidia","tag-gpu","tag-202","tag-google-colab"],"_links":{"self":[{"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/posts\/3071","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/comments?post=3071"}],"version-history":[{"count":0,"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/posts\/3071\/revisions"}],"wp:attachment":[{"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/media?parent=3071"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/categories?post=3071"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/kojichu.com\/blog\/wp-json\/wp\/v2\/tags?post=3071"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}