diff --git "a/eigengan_ffhq/output-2024-01-03-12-10-42.log" "b/eigengan_ffhq/output-2024-01-03-12-10-42.log"
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+2024-01-03 12:10:43,800 - INFO - Experiment directory: ./runs/eigengan_ffhq
+2024-01-03 12:10:43,801 - INFO - Number of processes: 4
+2024-01-03 12:10:43,801 - INFO - Distributed type: MULTI_GPU
+2024-01-03 12:10:43,801 - INFO - Mixed precision: no
+2024-01-03 12:10:43,801 - INFO - ==============================
+2024-01-03 12:10:44,015 - INFO - Size of training set: 60000
+2024-01-03 12:10:44,015 - INFO - Batch size per process: 16
+2024-01-03 12:10:44,015 - INFO - Total batch size: 64
+2024-01-03 12:10:44,015 - INFO - ==============================
+2024-01-03 12:10:44,469 - INFO - Start training...
+2024-01-03 12:11:17,166 - INFO - [Train] step: 99, loss_D: 1.778059, lr_D: 0.000100
+2024-01-03 12:11:17,232 - INFO - [Train] step: 99, loss_G: 1.319183, ortho_reg: 0.000115, lr_G: 0.000100
+2024-01-03 12:11:42,949 - INFO - [Train] step: 199, loss_D: 0.003038, lr_D: 0.000100
+2024-01-03 12:11:43,015 - INFO - [Train] step: 199, loss_G: 1.396535, ortho_reg: 0.000154, lr_G: 0.000100
+2024-01-03 12:12:08,744 - INFO - [Train] step: 299, loss_D: 0.802444, lr_D: 0.000100
+2024-01-03 12:12:08,809 - INFO - [Train] step: 299, loss_G: 1.372638, ortho_reg: 0.025782, lr_G: 0.000100
+2024-01-03 12:12:34,504 - INFO - [Train] step: 399, loss_D: 0.006146, lr_D: 0.000100
+2024-01-03 12:12:34,570 - INFO - [Train] step: 399, loss_G: 1.134170, ortho_reg: 0.002646, lr_G: 0.000100
+2024-01-03 12:13:00,236 - INFO - [Train] step: 499, loss_D: 0.004939, lr_D: 0.000100
+2024-01-03 12:13:00,302 - INFO - [Train] step: 499, loss_G: 1.897219, ortho_reg: 0.001453, lr_G: 0.000100
+2024-01-03 12:13:25,942 - INFO - [Train] step: 599, loss_D: 0.007045, lr_D: 0.000100
+2024-01-03 12:13:26,006 - INFO - [Train] step: 599, loss_G: 4.815956, ortho_reg: 0.000353, lr_G: 0.000100
+2024-01-03 12:13:51,657 - INFO - [Train] step: 699, loss_D: 0.003550, lr_D: 0.000100
+2024-01-03 12:13:51,723 - INFO - [Train] step: 699, loss_G: 1.312932, ortho_reg: 0.000102, lr_G: 0.000100
+2024-01-03 12:14:17,372 - INFO - [Train] step: 799, loss_D: 0.002264, lr_D: 0.000100
+2024-01-03 12:14:17,440 - INFO - [Train] step: 799, loss_G: 2.304902, ortho_reg: 0.000097, lr_G: 0.000100
+2024-01-03 12:14:42,937 - INFO - [Train] step: 899, loss_D: 0.270361, lr_D: 0.000100
+2024-01-03 12:14:43,002 - INFO - [Train] step: 899, loss_G: 1.335210, ortho_reg: 0.000133, lr_G: 0.000100
+2024-01-03 12:15:14,801 - INFO - [Train] step: 999, loss_D: 0.007125, lr_D: 0.000100
+2024-01-03 12:15:14,867 - INFO - [Train] step: 999, loss_G: 3.181661, ortho_reg: 0.000096, lr_G: 0.000100
+2024-01-03 12:15:41,183 - INFO - [Train] step: 1099, loss_D: 0.005377, lr_D: 0.000100
+2024-01-03 12:15:41,250 - INFO - [Train] step: 1099, loss_G: 3.319701, ortho_reg: 0.000187, lr_G: 0.000100
+2024-01-03 12:16:06,954 - INFO - [Train] step: 1199, loss_D: 0.002833, lr_D: 0.000100
+2024-01-03 12:16:07,020 - INFO - [Train] step: 1199, loss_G: 1.477993, ortho_reg: 0.000092, lr_G: 0.000100
+2024-01-03 12:16:32,775 - INFO - [Train] step: 1299, loss_D: 0.002210, lr_D: 0.000100
+2024-01-03 12:16:32,841 - INFO - [Train] step: 1299, loss_G: 2.706864, ortho_reg: 0.000120, lr_G: 0.000100
+2024-01-03 12:16:58,533 - INFO - [Train] step: 1399, loss_D: 0.002419, lr_D: 0.000100
+2024-01-03 12:16:58,599 - INFO - [Train] step: 1399, loss_G: 1.341383, ortho_reg: 0.000152, lr_G: 0.000100
+2024-01-03 12:17:24,326 - INFO - [Train] step: 1499, loss_D: 0.002591, lr_D: 0.000100
+2024-01-03 12:17:24,391 - INFO - [Train] step: 1499, loss_G: 3.603876, ortho_reg: 0.000098, lr_G: 0.000100
+2024-01-03 12:17:50,047 - INFO - [Train] step: 1599, loss_D: 0.013647, lr_D: 0.000100
+2024-01-03 12:17:50,113 - INFO - [Train] step: 1599, loss_G: 7.308591, ortho_reg: 0.000127, lr_G: 0.000100
+2024-01-03 12:18:15,801 - INFO - [Train] step: 1699, loss_D: 0.008599, lr_D: 0.000100
+2024-01-03 12:18:15,867 - INFO - [Train] step: 1699, loss_G: 1.501153, ortho_reg: 0.000109, lr_G: 0.000100
+2024-01-03 12:18:41,448 - INFO - [Train] step: 1799, loss_D: 0.005759, lr_D: 0.000100
+2024-01-03 12:18:41,513 - INFO - [Train] step: 1799, loss_G: 1.099220, ortho_reg: 0.000084, lr_G: 0.000100
+2024-01-03 12:19:13,729 - INFO - [Train] step: 1899, loss_D: 0.007520, lr_D: 0.000100
+2024-01-03 12:19:13,795 - INFO - [Train] step: 1899, loss_G: 1.128210, ortho_reg: 0.000129, lr_G: 0.000100
+2024-01-03 12:19:39,490 - INFO - [Train] step: 1999, loss_D: 0.176240, lr_D: 0.000100
+2024-01-03 12:19:39,556 - INFO - [Train] step: 1999, loss_G: 1.287185, ortho_reg: 0.001179, lr_G: 0.000100
+2024-01-03 12:20:06,334 - INFO - [Train] step: 2099, loss_D: 0.005294, lr_D: 0.000100
+2024-01-03 12:20:06,401 - INFO - [Train] step: 2099, loss_G: 2.676969, ortho_reg: 0.000103, lr_G: 0.000100
+2024-01-03 12:20:32,127 - INFO - [Train] step: 2199, loss_D: 0.002153, lr_D: 0.000100
+2024-01-03 12:20:32,193 - INFO - [Train] step: 2199, loss_G: 1.269269, ortho_reg: 0.000080, lr_G: 0.000100
+2024-01-03 12:20:57,910 - INFO - [Train] step: 2299, loss_D: 0.002611, lr_D: 0.000100
+2024-01-03 12:20:57,976 - INFO - [Train] step: 2299, loss_G: 1.855079, ortho_reg: 0.000113, lr_G: 0.000100
+2024-01-03 12:21:23,699 - INFO - [Train] step: 2399, loss_D: 0.010698, lr_D: 0.000100
+2024-01-03 12:21:23,765 - INFO - [Train] step: 2399, loss_G: 2.947786, ortho_reg: 0.000158, lr_G: 0.000100
+2024-01-03 12:21:49,483 - INFO - [Train] step: 2499, loss_D: 0.004091, lr_D: 0.000100
+2024-01-03 12:21:49,549 - INFO - [Train] step: 2499, loss_G: 1.392105, ortho_reg: 0.000089, lr_G: 0.000100
+2024-01-03 12:22:15,259 - INFO - [Train] step: 2599, loss_D: 0.001654, lr_D: 0.000100
+2024-01-03 12:22:15,325 - INFO - [Train] step: 2599, loss_G: 2.043160, ortho_reg: 0.000107, lr_G: 0.000100
+2024-01-03 12:22:41,003 - INFO - [Train] step: 2699, loss_D: 0.003478, lr_D: 0.000100
+2024-01-03 12:22:41,068 - INFO - [Train] step: 2699, loss_G: 4.401295, ortho_reg: 0.000102, lr_G: 0.000100
+2024-01-03 12:23:06,556 - INFO - [Train] step: 2799, loss_D: 0.001957, lr_D: 0.000100
+2024-01-03 12:23:06,621 - INFO - [Train] step: 2799, loss_G: 2.381581, ortho_reg: 0.000099, lr_G: 0.000100
+2024-01-03 12:23:38,947 - INFO - [Train] step: 2899, loss_D: 0.001080, lr_D: 0.000100
+2024-01-03 12:23:39,013 - INFO - [Train] step: 2899, loss_G: 1.468368, ortho_reg: 0.000109, lr_G: 0.000100
+2024-01-03 12:24:04,711 - INFO - [Train] step: 2999, loss_D: 0.001287, lr_D: 0.000100
+2024-01-03 12:24:04,777 - INFO - [Train] step: 2999, loss_G: 4.888620, ortho_reg: 0.000114, lr_G: 0.000100
+2024-01-03 12:24:30,868 - INFO - [Train] step: 3099, loss_D: 0.000704, lr_D: 0.000100
+2024-01-03 12:24:30,934 - INFO - [Train] step: 3099, loss_G: 2.686747, ortho_reg: 0.000068, lr_G: 0.000100
+2024-01-03 12:24:56,641 - INFO - [Train] step: 3199, loss_D: 0.001802, lr_D: 0.000100
+2024-01-03 12:24:56,706 - INFO - [Train] step: 3199, loss_G: 1.316722, ortho_reg: 0.000078, lr_G: 0.000100
+2024-01-03 12:25:22,378 - INFO - [Train] step: 3299, loss_D: 0.001676, lr_D: 0.000100
+2024-01-03 12:25:22,445 - INFO - [Train] step: 3299, loss_G: 5.381377, ortho_reg: 0.000101, lr_G: 0.000100
+2024-01-03 12:25:48,117 - INFO - [Train] step: 3399, loss_D: 0.001060, lr_D: 0.000100
+2024-01-03 12:25:48,180 - INFO - [Train] step: 3399, loss_G: 2.509855, ortho_reg: 0.000102, lr_G: 0.000100
+2024-01-03 12:26:13,846 - INFO - [Train] step: 3499, loss_D: 0.001043, lr_D: 0.000100
+2024-01-03 12:26:13,911 - INFO - [Train] step: 3499, loss_G: 1.608011, ortho_reg: 0.000089, lr_G: 0.000100
+2024-01-03 12:26:39,555 - INFO - [Train] step: 3599, loss_D: 0.000452, lr_D: 0.000100
+2024-01-03 12:26:39,619 - INFO - [Train] step: 3599, loss_G: 1.160852, ortho_reg: 0.000084, lr_G: 0.000100
+2024-01-03 12:27:05,154 - INFO - [Train] step: 3699, loss_D: 1.600995, lr_D: 0.000100
+2024-01-03 12:27:05,219 - INFO - [Train] step: 3699, loss_G: 1.305799, ortho_reg: 0.000063, lr_G: 0.000100
+2024-01-03 12:27:37,526 - INFO - [Train] step: 3799, loss_D: 0.008088, lr_D: 0.000100
+2024-01-03 12:27:37,591 - INFO - [Train] step: 3799, loss_G: 2.048163, ortho_reg: 0.000530, lr_G: 0.000100
+2024-01-03 12:28:03,248 - INFO - [Train] step: 3899, loss_D: 0.004756, lr_D: 0.000100
+2024-01-03 12:28:03,314 - INFO - [Train] step: 3899, loss_G: 1.224794, ortho_reg: 0.000020, lr_G: 0.000100
+2024-01-03 12:28:29,004 - INFO - [Train] step: 3999, loss_D: 0.264917, lr_D: 0.000100
+2024-01-03 12:28:29,071 - INFO - [Train] step: 3999, loss_G: 2.958669, ortho_reg: 0.000266, lr_G: 0.000100
+2024-01-03 12:28:55,276 - INFO - [Train] step: 4099, loss_D: 0.189598, lr_D: 0.000100
+2024-01-03 12:28:55,342 - INFO - [Train] step: 4099, loss_G: 1.161826, ortho_reg: 0.000080, lr_G: 0.000100
+2024-01-03 12:29:21,019 - INFO - [Train] step: 4199, loss_D: 1.890298, lr_D: 0.000100
+2024-01-03 12:29:21,084 - INFO - [Train] step: 4199, loss_G: 0.933150, ortho_reg: 0.004127, lr_G: 0.000100
+2024-01-03 12:29:46,767 - INFO - [Train] step: 4299, loss_D: 1.015910, lr_D: 0.000100
+2024-01-03 12:29:46,832 - INFO - [Train] step: 4299, loss_G: -0.795382, ortho_reg: 0.019031, lr_G: 0.000100
+2024-01-03 12:30:12,500 - INFO - [Train] step: 4399, loss_D: 0.847359, lr_D: 0.000100
+2024-01-03 12:30:12,566 - INFO - [Train] step: 4399, loss_G: 0.915112, ortho_reg: 0.022145, lr_G: 0.000100
+2024-01-03 12:30:38,242 - INFO - [Train] step: 4499, loss_D: 1.304198, lr_D: 0.000100
+2024-01-03 12:30:38,308 - INFO - [Train] step: 4499, loss_G: 1.060932, ortho_reg: 0.013149, lr_G: 0.000100
+2024-01-03 12:31:03,946 - INFO - [Train] step: 4599, loss_D: 1.346770, lr_D: 0.000100
+2024-01-03 12:31:04,010 - INFO - [Train] step: 4599, loss_G: 1.831124, ortho_reg: 0.009563, lr_G: 0.000100
+2024-01-03 12:31:35,938 - INFO - [Train] step: 4699, loss_D: 1.235435, lr_D: 0.000100
+2024-01-03 12:31:36,004 - INFO - [Train] step: 4699, loss_G: 1.447510, ortho_reg: 0.006850, lr_G: 0.000100
+2024-01-03 12:32:01,698 - INFO - [Train] step: 4799, loss_D: 0.868379, lr_D: 0.000100
+2024-01-03 12:32:01,764 - INFO - [Train] step: 4799, loss_G: 1.645554, ortho_reg: 0.006584, lr_G: 0.000100
+2024-01-03 12:32:27,449 - INFO - [Train] step: 4899, loss_D: 0.734536, lr_D: 0.000100
+2024-01-03 12:32:27,515 - INFO - [Train] step: 4899, loss_G: 1.224573, ortho_reg: 0.010389, lr_G: 0.000100
+2024-01-03 12:32:53,196 - INFO - [Train] step: 4999, loss_D: 0.550395, lr_D: 0.000100
+2024-01-03 12:32:53,263 - INFO - [Train] step: 4999, loss_G: 1.612670, ortho_reg: 0.013708, lr_G: 0.000100
+2024-01-03 12:33:19,636 - INFO - [Train] step: 5099, loss_D: 0.527175, lr_D: 0.000100
+2024-01-03 12:33:19,703 - INFO - [Train] step: 5099, loss_G: 2.029934, ortho_reg: 0.015649, lr_G: 0.000100
+2024-01-03 12:33:45,400 - INFO - [Train] step: 5199, loss_D: 1.354707, lr_D: 0.000100
+2024-01-03 12:33:45,466 - INFO - [Train] step: 5199, loss_G: 0.905740, ortho_reg: 0.007657, lr_G: 0.000100
+2024-01-03 12:34:11,200 - INFO - [Train] step: 5299, loss_D: 1.550238, lr_D: 0.000100
+2024-01-03 12:34:11,266 - INFO - [Train] step: 5299, loss_G: 0.604969, ortho_reg: 0.008384, lr_G: 0.000100
+2024-01-03 12:34:36,936 - INFO - [Train] step: 5399, loss_D: 0.859928, lr_D: 0.000100
+2024-01-03 12:34:37,003 - INFO - [Train] step: 5399, loss_G: 1.231440, ortho_reg: 0.015822, lr_G: 0.000100
+2024-01-03 12:35:02,681 - INFO - [Train] step: 5499, loss_D: 1.346983, lr_D: 0.000100
+2024-01-03 12:35:02,745 - INFO - [Train] step: 5499, loss_G: 1.091564, ortho_reg: 0.012417, lr_G: 0.000100
+2024-01-03 12:35:28,295 - INFO - [Train] step: 5599, loss_D: 1.638624, lr_D: 0.000100
+2024-01-03 12:35:28,360 - INFO - [Train] step: 5599, loss_G: 1.525909, ortho_reg: 0.021330, lr_G: 0.000100
+2024-01-03 12:36:00,268 - INFO - [Train] step: 5699, loss_D: 1.357745, lr_D: 0.000100
+2024-01-03 12:36:00,334 - INFO - [Train] step: 5699, loss_G: 1.284161, ortho_reg: 0.030623, lr_G: 0.000100
+2024-01-03 12:36:26,052 - INFO - [Train] step: 5799, loss_D: 0.883780, lr_D: 0.000100
+2024-01-03 12:36:26,117 - INFO - [Train] step: 5799, loss_G: 1.668066, ortho_reg: 0.041843, lr_G: 0.000100
+2024-01-03 12:36:51,840 - INFO - [Train] step: 5899, loss_D: 1.300525, lr_D: 0.000100
+2024-01-03 12:36:51,906 - INFO - [Train] step: 5899, loss_G: 1.438203, ortho_reg: 0.025975, lr_G: 0.000100
+2024-01-03 12:37:17,598 - INFO - [Train] step: 5999, loss_D: 1.483867, lr_D: 0.000100
+2024-01-03 12:37:17,664 - INFO - [Train] step: 5999, loss_G: 0.850833, ortho_reg: 0.014719, lr_G: 0.000100
+2024-01-03 12:37:44,182 - INFO - [Train] step: 6099, loss_D: 1.311401, lr_D: 0.000100
+2024-01-03 12:37:44,248 - INFO - [Train] step: 6099, loss_G: 1.173644, ortho_reg: 0.066121, lr_G: 0.000100
+2024-01-03 12:38:09,955 - INFO - [Train] step: 6199, loss_D: 1.278873, lr_D: 0.000100
+2024-01-03 12:38:10,021 - INFO - [Train] step: 6199, loss_G: 1.424261, ortho_reg: 0.043106, lr_G: 0.000100
+2024-01-03 12:38:35,705 - INFO - [Train] step: 6299, loss_D: 1.334051, lr_D: 0.000100
+2024-01-03 12:38:35,771 - INFO - [Train] step: 6299, loss_G: 1.728269, ortho_reg: 0.035406, lr_G: 0.000100
+2024-01-03 12:39:01,489 - INFO - [Train] step: 6399, loss_D: 1.395381, lr_D: 0.000100
+2024-01-03 12:39:01,555 - INFO - [Train] step: 6399, loss_G: 0.714615, ortho_reg: 0.032275, lr_G: 0.000100
+2024-01-03 12:39:27,159 - INFO - [Train] step: 6499, loss_D: 1.184154, lr_D: 0.000100
+2024-01-03 12:39:27,224 - INFO - [Train] step: 6499, loss_G: 1.602882, ortho_reg: 0.053668, lr_G: 0.000100
+2024-01-03 12:39:59,464 - INFO - [Train] step: 6599, loss_D: 1.570389, lr_D: 0.000100
+2024-01-03 12:39:59,530 - INFO - [Train] step: 6599, loss_G: 1.749503, ortho_reg: 0.059334, lr_G: 0.000100
+2024-01-03 12:40:25,252 - INFO - [Train] step: 6699, loss_D: 0.918308, lr_D: 0.000100
+2024-01-03 12:40:25,318 - INFO - [Train] step: 6699, loss_G: 1.050259, ortho_reg: 0.062157, lr_G: 0.000100
+2024-01-03 12:40:51,043 - INFO - [Train] step: 6799, loss_D: 0.986211, lr_D: 0.000100
+2024-01-03 12:40:51,107 - INFO - [Train] step: 6799, loss_G: -0.083459, ortho_reg: 0.040774, lr_G: 0.000100
+2024-01-03 12:41:16,833 - INFO - [Train] step: 6899, loss_D: 1.108203, lr_D: 0.000100
+2024-01-03 12:41:16,899 - INFO - [Train] step: 6899, loss_G: 0.387382, ortho_reg: 0.025815, lr_G: 0.000100
+2024-01-03 12:41:42,628 - INFO - [Train] step: 6999, loss_D: 0.829270, lr_D: 0.000100
+2024-01-03 12:41:42,696 - INFO - [Train] step: 6999, loss_G: 1.470479, ortho_reg: 0.047973, lr_G: 0.000100
+2024-01-03 12:42:09,285 - INFO - [Train] step: 7099, loss_D: 1.230898, lr_D: 0.000100
+2024-01-03 12:42:09,351 - INFO - [Train] step: 7099, loss_G: 1.052226, ortho_reg: 0.041540, lr_G: 0.000100
+2024-01-03 12:42:35,097 - INFO - [Train] step: 7199, loss_D: 1.345666, lr_D: 0.000100
+2024-01-03 12:42:35,163 - INFO - [Train] step: 7199, loss_G: 1.262551, ortho_reg: 0.065764, lr_G: 0.000100
+2024-01-03 12:43:00,918 - INFO - [Train] step: 7299, loss_D: 1.202250, lr_D: 0.000100
+2024-01-03 12:43:00,983 - INFO - [Train] step: 7299, loss_G: 1.093202, ortho_reg: 0.051523, lr_G: 0.000100
+2024-01-03 12:43:26,656 - INFO - [Train] step: 7399, loss_D: 1.264829, lr_D: 0.000100
+2024-01-03 12:43:26,721 - INFO - [Train] step: 7399, loss_G: 0.758479, ortho_reg: 0.042177, lr_G: 0.000100
+2024-01-03 12:43:59,053 - INFO - [Train] step: 7499, loss_D: 1.304790, lr_D: 0.000100
+2024-01-03 12:43:59,119 - INFO - [Train] step: 7499, loss_G: 0.427635, ortho_reg: 0.041068, lr_G: 0.000100
+2024-01-03 12:44:24,876 - INFO - [Train] step: 7599, loss_D: 1.467470, lr_D: 0.000100
+2024-01-03 12:44:24,943 - INFO - [Train] step: 7599, loss_G: 0.654236, ortho_reg: 0.045539, lr_G: 0.000100
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+2024-01-03 22:57:35,745 - INFO - [Train] step: 145999, loss_D: 1.439405, lr_D: 0.000100
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+2024-01-04 01:08:41,332 - INFO - [Train] step: 175599, loss_G: 0.553417, ortho_reg: 0.007252, lr_G: 0.000100
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+2024-01-04 01:09:07,155 - INFO - [Train] step: 175699, loss_G: 0.841528, ortho_reg: 0.006773, lr_G: 0.000100
+2024-01-04 01:09:32,895 - INFO - [Train] step: 175799, loss_D: 1.244895, lr_D: 0.000100
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+2024-01-04 01:09:58,795 - INFO - [Train] step: 175899, loss_G: 0.893167, ortho_reg: 0.007342, lr_G: 0.000100
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+2024-01-04 01:10:24,598 - INFO - [Train] step: 175999, loss_G: 1.246716, ortho_reg: 0.006812, lr_G: 0.000100
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+2024-01-04 01:11:22,778 - INFO - [Train] step: 176199, loss_G: 0.342767, ortho_reg: 0.008089, lr_G: 0.000100
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+2024-01-04 01:11:48,570 - INFO - [Train] step: 176299, loss_G: 0.984358, ortho_reg: 0.008309, lr_G: 0.000100
+2024-01-04 01:12:14,297 - INFO - [Train] step: 176399, loss_D: 0.966941, lr_D: 0.000100
+2024-01-04 01:12:14,363 - INFO - [Train] step: 176399, loss_G: 0.654001, ortho_reg: 0.007939, lr_G: 0.000100
+2024-01-04 01:12:40,057 - INFO - [Train] step: 176499, loss_D: 1.263583, lr_D: 0.000100
+2024-01-04 01:12:40,122 - INFO - [Train] step: 176499, loss_G: 0.166437, ortho_reg: 0.007974, lr_G: 0.000100
+2024-01-04 01:13:05,808 - INFO - [Train] step: 176599, loss_D: 1.117406, lr_D: 0.000100
+2024-01-04 01:13:05,875 - INFO - [Train] step: 176599, loss_G: 0.724147, ortho_reg: 0.007794, lr_G: 0.000100
+2024-01-04 01:13:31,594 - INFO - [Train] step: 176699, loss_D: 1.450267, lr_D: 0.000100
+2024-01-04 01:13:31,660 - INFO - [Train] step: 176699, loss_G: 0.668023, ortho_reg: 0.008950, lr_G: 0.000100
+2024-01-04 01:13:57,430 - INFO - [Train] step: 176799, loss_D: 1.410703, lr_D: 0.000100
+2024-01-04 01:13:57,496 - INFO - [Train] step: 176799, loss_G: 0.645852, ortho_reg: 0.006799, lr_G: 0.000100
+2024-01-04 01:14:23,260 - INFO - [Train] step: 176899, loss_D: 1.148115, lr_D: 0.000100
+2024-01-04 01:14:23,326 - INFO - [Train] step: 176899, loss_G: 0.767878, ortho_reg: 0.007149, lr_G: 0.000100
+2024-01-04 01:14:49,001 - INFO - [Train] step: 176999, loss_D: 1.625192, lr_D: 0.000100
+2024-01-04 01:14:49,066 - INFO - [Train] step: 176999, loss_G: 1.095900, ortho_reg: 0.006865, lr_G: 0.000100
+2024-01-04 01:15:21,747 - INFO - [Train] step: 177099, loss_D: 1.442443, lr_D: 0.000100
+2024-01-04 01:15:21,813 - INFO - [Train] step: 177099, loss_G: 0.356502, ortho_reg: 0.007598, lr_G: 0.000100
+2024-01-04 01:15:47,545 - INFO - [Train] step: 177199, loss_D: 1.218104, lr_D: 0.000100
+2024-01-04 01:15:47,612 - INFO - [Train] step: 177199, loss_G: 0.264366, ortho_reg: 0.008368, lr_G: 0.000100
+2024-01-04 01:16:13,339 - INFO - [Train] step: 177299, loss_D: 1.452986, lr_D: 0.000100
+2024-01-04 01:16:13,405 - INFO - [Train] step: 177299, loss_G: 0.925372, ortho_reg: 0.008499, lr_G: 0.000100
+2024-01-04 01:16:39,105 - INFO - [Train] step: 177399, loss_D: 1.115435, lr_D: 0.000100
+2024-01-04 01:16:39,171 - INFO - [Train] step: 177399, loss_G: 0.864039, ortho_reg: 0.006952, lr_G: 0.000100
+2024-01-04 01:17:04,878 - INFO - [Train] step: 177499, loss_D: 1.086541, lr_D: 0.000100
+2024-01-04 01:17:04,944 - INFO - [Train] step: 177499, loss_G: 1.207378, ortho_reg: 0.007031, lr_G: 0.000100
+2024-01-04 01:17:30,655 - INFO - [Train] step: 177599, loss_D: 1.533307, lr_D: 0.000100
+2024-01-04 01:17:30,721 - INFO - [Train] step: 177599, loss_G: 0.777071, ortho_reg: 0.007049, lr_G: 0.000100
+2024-01-04 01:17:56,407 - INFO - [Train] step: 177699, loss_D: 1.360704, lr_D: 0.000100
+2024-01-04 01:17:56,473 - INFO - [Train] step: 177699, loss_G: 0.132600, ortho_reg: 0.007545, lr_G: 0.000100
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+2024-01-04 01:18:22,221 - INFO - [Train] step: 177799, loss_G: 0.424635, ortho_reg: 0.007123, lr_G: 0.000100
+2024-01-04 01:18:47,947 - INFO - [Train] step: 177899, loss_D: 1.160036, lr_D: 0.000100
+2024-01-04 01:18:48,013 - INFO - [Train] step: 177899, loss_G: 1.230945, ortho_reg: 0.007447, lr_G: 0.000100
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+2024-01-04 01:19:13,655 - INFO - [Train] step: 177999, loss_G: 0.806579, ortho_reg: 0.007655, lr_G: 0.000100
+2024-01-04 01:19:46,221 - INFO - [Train] step: 178099, loss_D: 1.351122, lr_D: 0.000100
+2024-01-04 01:19:46,288 - INFO - [Train] step: 178099, loss_G: 0.796617, ortho_reg: 0.007728, lr_G: 0.000100
+2024-01-04 01:20:12,004 - INFO - [Train] step: 178199, loss_D: 1.058392, lr_D: 0.000100
+2024-01-04 01:20:12,071 - INFO - [Train] step: 178199, loss_G: 0.613745, ortho_reg: 0.006751, lr_G: 0.000100
+2024-01-04 01:20:37,778 - INFO - [Train] step: 178299, loss_D: 1.226894, lr_D: 0.000100
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+2024-01-04 01:29:30,135 - INFO - [Train] step: 180299, loss_G: 1.105737, ortho_reg: 0.007440, lr_G: 0.000100
+2024-01-04 01:29:55,900 - INFO - [Train] step: 180399, loss_D: 1.212887, lr_D: 0.000100
+2024-01-04 01:29:55,965 - INFO - [Train] step: 180399, loss_G: 0.593135, ortho_reg: 0.007921, lr_G: 0.000100
+2024-01-04 01:30:21,703 - INFO - [Train] step: 180499, loss_D: 1.375401, lr_D: 0.000100
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+2024-01-04 01:30:47,490 - INFO - [Train] step: 180599, loss_D: 1.068579, lr_D: 0.000100
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+2024-01-04 01:31:13,325 - INFO - [Train] step: 180699, loss_G: 0.948107, ortho_reg: 0.007274, lr_G: 0.000100
+2024-01-04 01:31:38,883 - INFO - [Train] step: 180799, loss_D: 1.124622, lr_D: 0.000100
+2024-01-04 01:31:38,948 - INFO - [Train] step: 180799, loss_G: 0.936756, ortho_reg: 0.006903, lr_G: 0.000100
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+2024-01-04 01:32:10,720 - INFO - [Train] step: 180899, loss_G: 0.360369, ortho_reg: 0.007222, lr_G: 0.000100
+2024-01-04 01:32:36,425 - INFO - [Train] step: 180999, loss_D: 0.951869, lr_D: 0.000100
+2024-01-04 01:32:36,489 - INFO - [Train] step: 180999, loss_G: 0.611186, ortho_reg: 0.007394, lr_G: 0.000100
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+2024-01-04 01:33:29,266 - INFO - [Train] step: 181199, loss_D: 1.176996, lr_D: 0.000100
+2024-01-04 01:33:29,332 - INFO - [Train] step: 181199, loss_G: 0.280262, ortho_reg: 0.007118, lr_G: 0.000100
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+2024-01-04 01:34:20,848 - INFO - [Train] step: 181399, loss_G: 0.903706, ortho_reg: 0.008537, lr_G: 0.000100
+2024-01-04 01:34:46,569 - INFO - [Train] step: 181499, loss_D: 1.500579, lr_D: 0.000100
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+2024-01-04 01:35:12,417 - INFO - [Train] step: 181599, loss_G: 0.349307, ortho_reg: 0.007975, lr_G: 0.000100
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+2024-01-04 01:36:10,200 - INFO - [Train] step: 181799, loss_G: 0.474954, ortho_reg: 0.007585, lr_G: 0.000100
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+2024-01-04 01:43:36,872 - INFO - [Train] step: 183499, loss_G: 1.312812, ortho_reg: 0.007211, lr_G: 0.000100
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+2024-01-04 01:44:34,697 - INFO - [Train] step: 183699, loss_G: 0.142731, ortho_reg: 0.007591, lr_G: 0.000100
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+2024-01-04 01:45:26,211 - INFO - [Train] step: 183899, loss_D: 1.322876, lr_D: 0.000100
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+2024-01-04 01:45:51,994 - INFO - [Train] step: 183999, loss_D: 1.017498, lr_D: 0.000100
+2024-01-04 01:45:52,061 - INFO - [Train] step: 183999, loss_G: 0.338393, ortho_reg: 0.006957, lr_G: 0.000100
+2024-01-04 01:46:18,964 - INFO - [Train] step: 184099, loss_D: 1.302777, lr_D: 0.000100
+2024-01-04 01:46:19,030 - INFO - [Train] step: 184099, loss_G: 0.127644, ortho_reg: 0.007429, lr_G: 0.000100
+2024-01-04 01:46:44,716 - INFO - [Train] step: 184199, loss_D: 0.913942, lr_D: 0.000100
+2024-01-04 01:46:44,783 - INFO - [Train] step: 184199, loss_G: 0.983479, ortho_reg: 0.007531, lr_G: 0.000100
+2024-01-04 01:47:10,501 - INFO - [Train] step: 184299, loss_D: 1.325620, lr_D: 0.000100
+2024-01-04 01:47:10,566 - INFO - [Train] step: 184299, loss_G: 1.098605, ortho_reg: 0.007678, lr_G: 0.000100
+2024-01-04 01:47:36,245 - INFO - [Train] step: 184399, loss_D: 1.390188, lr_D: 0.000100
+2024-01-04 01:47:36,310 - INFO - [Train] step: 184399, loss_G: 0.318202, ortho_reg: 0.007424, lr_G: 0.000100
+2024-01-04 01:48:01,949 - INFO - [Train] step: 184499, loss_D: 1.043082, lr_D: 0.000100
+2024-01-04 01:48:02,014 - INFO - [Train] step: 184499, loss_G: 0.741530, ortho_reg: 0.007137, lr_G: 0.000100
+2024-01-04 01:48:33,878 - INFO - [Train] step: 184599, loss_D: 0.955687, lr_D: 0.000100
+2024-01-04 01:48:33,944 - INFO - [Train] step: 184599, loss_G: 0.816319, ortho_reg: 0.006696, lr_G: 0.000100
+2024-01-04 01:48:59,653 - INFO - [Train] step: 184699, loss_D: 1.247034, lr_D: 0.000100
+2024-01-04 01:48:59,719 - INFO - [Train] step: 184699, loss_G: 0.721250, ortho_reg: 0.007784, lr_G: 0.000100
+2024-01-04 01:49:25,432 - INFO - [Train] step: 184799, loss_D: 1.004050, lr_D: 0.000100
+2024-01-04 01:49:25,498 - INFO - [Train] step: 184799, loss_G: 0.453992, ortho_reg: 0.008707, lr_G: 0.000100
+2024-01-04 01:49:51,254 - INFO - [Train] step: 184899, loss_D: 1.121552, lr_D: 0.000100
+2024-01-04 01:49:51,319 - INFO - [Train] step: 184899, loss_G: 0.547723, ortho_reg: 0.007567, lr_G: 0.000100
+2024-01-04 01:50:17,032 - INFO - [Train] step: 184999, loss_D: 1.195190, lr_D: 0.000100
+2024-01-04 01:50:17,099 - INFO - [Train] step: 184999, loss_G: 0.948920, ortho_reg: 0.007416, lr_G: 0.000100
+2024-01-04 01:50:43,576 - INFO - [Train] step: 185099, loss_D: 1.030596, lr_D: 0.000100
+2024-01-04 01:50:43,642 - INFO - [Train] step: 185099, loss_G: 0.486839, ortho_reg: 0.006430, lr_G: 0.000100
+2024-01-04 01:51:09,361 - INFO - [Train] step: 185199, loss_D: 1.048520, lr_D: 0.000100
+2024-01-04 01:51:09,428 - INFO - [Train] step: 185199, loss_G: 0.608550, ortho_reg: 0.006979, lr_G: 0.000100
+2024-01-04 01:51:35,180 - INFO - [Train] step: 185299, loss_D: 0.985721, lr_D: 0.000100
+2024-01-04 01:51:35,245 - INFO - [Train] step: 185299, loss_G: 0.481805, ortho_reg: 0.007330, lr_G: 0.000100
+2024-01-04 01:52:00,936 - INFO - [Train] step: 185399, loss_D: 1.105464, lr_D: 0.000100
+2024-01-04 01:52:01,001 - INFO - [Train] step: 185399, loss_G: 0.843666, ortho_reg: 0.007850, lr_G: 0.000100
+2024-01-04 01:52:26,563 - INFO - [Train] step: 185499, loss_D: 1.348384, lr_D: 0.000100
+2024-01-04 01:52:26,628 - INFO - [Train] step: 185499, loss_G: 0.643356, ortho_reg: 0.007448, lr_G: 0.000100
+2024-01-04 01:52:58,651 - INFO - [Train] step: 185599, loss_D: 1.109439, lr_D: 0.000100
+2024-01-04 01:52:58,718 - INFO - [Train] step: 185599, loss_G: 0.976724, ortho_reg: 0.007720, lr_G: 0.000100
+2024-01-04 01:53:24,422 - INFO - [Train] step: 185699, loss_D: 1.028390, lr_D: 0.000100
+2024-01-04 01:53:24,488 - INFO - [Train] step: 185699, loss_G: 1.093669, ortho_reg: 0.006961, lr_G: 0.000100
+2024-01-04 01:53:50,255 - INFO - [Train] step: 185799, loss_D: 1.132396, lr_D: 0.000100
+2024-01-04 01:53:50,321 - INFO - [Train] step: 185799, loss_G: 0.274766, ortho_reg: 0.007340, lr_G: 0.000100
+2024-01-04 01:54:16,071 - INFO - [Train] step: 185899, loss_D: 0.962708, lr_D: 0.000100
+2024-01-04 01:54:16,138 - INFO - [Train] step: 185899, loss_G: 0.657075, ortho_reg: 0.007783, lr_G: 0.000100
+2024-01-04 01:54:41,891 - INFO - [Train] step: 185999, loss_D: 1.070992, lr_D: 0.000100
+2024-01-04 01:54:41,957 - INFO - [Train] step: 185999, loss_G: 1.288214, ortho_reg: 0.007441, lr_G: 0.000100
+2024-01-04 01:55:08,443 - INFO - [Train] step: 186099, loss_D: 0.979711, lr_D: 0.000100
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+2024-01-04 02:25:36,497 - INFO - [Train] step: 192999, loss_D: 1.136853, lr_D: 0.000100
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+2024-01-04 02:26:09,727 - INFO - [Train] step: 193099, loss_D: 1.376342, lr_D: 0.000100
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+2024-01-04 02:26:35,479 - INFO - [Train] step: 193199, loss_D: 1.261442, lr_D: 0.000100
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+2024-01-05 00:31:20,636 - INFO - [Train] step: 492499, loss_G: 1.450389, ortho_reg: 0.009861, lr_G: 0.000100
+2024-01-05 00:31:46,396 - INFO - [Train] step: 492599, loss_D: 0.216408, lr_D: 0.000100
+2024-01-05 00:31:46,462 - INFO - [Train] step: 492599, loss_G: 1.518428, ortho_reg: 0.010543, lr_G: 0.000100
+2024-01-05 00:32:12,232 - INFO - [Train] step: 492699, loss_D: 0.466452, lr_D: 0.000100
+2024-01-05 00:32:12,298 - INFO - [Train] step: 492699, loss_G: 1.056524, ortho_reg: 0.011252, lr_G: 0.000100
+2024-01-05 00:32:37,918 - INFO - [Train] step: 492799, loss_D: 0.507580, lr_D: 0.000100
+2024-01-05 00:32:37,984 - INFO - [Train] step: 492799, loss_G: 1.385439, ortho_reg: 0.010637, lr_G: 0.000100
+2024-01-05 00:33:10,142 - INFO - [Train] step: 492899, loss_D: 0.422602, lr_D: 0.000100
+2024-01-05 00:33:10,209 - INFO - [Train] step: 492899, loss_G: 1.192649, ortho_reg: 0.010286, lr_G: 0.000100
+2024-01-05 00:33:35,997 - INFO - [Train] step: 492999, loss_D: 0.647471, lr_D: 0.000100
+2024-01-05 00:33:36,063 - INFO - [Train] step: 492999, loss_G: 1.776432, ortho_reg: 0.010321, lr_G: 0.000100
+2024-01-05 00:34:02,797 - INFO - [Train] step: 493099, loss_D: 0.370206, lr_D: 0.000100
+2024-01-05 00:34:02,864 - INFO - [Train] step: 493099, loss_G: 2.155592, ortho_reg: 0.011345, lr_G: 0.000100
+2024-01-05 00:34:28,607 - INFO - [Train] step: 493199, loss_D: 0.383858, lr_D: 0.000100
+2024-01-05 00:34:28,672 - INFO - [Train] step: 493199, loss_G: 2.005412, ortho_reg: 0.012582, lr_G: 0.000100
+2024-01-05 00:34:54,406 - INFO - [Train] step: 493299, loss_D: 0.237822, lr_D: 0.000100
+2024-01-05 00:34:54,476 - INFO - [Train] step: 493299, loss_G: 1.474380, ortho_reg: 0.009144, lr_G: 0.000100
+2024-01-05 00:35:20,243 - INFO - [Train] step: 493399, loss_D: 0.278400, lr_D: 0.000100
+2024-01-05 00:35:20,310 - INFO - [Train] step: 493399, loss_G: 1.196907, ortho_reg: 0.009222, lr_G: 0.000100
+2024-01-05 00:35:46,060 - INFO - [Train] step: 493499, loss_D: 0.562909, lr_D: 0.000100
+2024-01-05 00:35:46,127 - INFO - [Train] step: 493499, loss_G: 1.810617, ortho_reg: 0.010693, lr_G: 0.000100
+2024-01-05 00:36:11,866 - INFO - [Train] step: 493599, loss_D: 0.236509, lr_D: 0.000100
+2024-01-05 00:36:11,930 - INFO - [Train] step: 493599, loss_G: 1.644248, ortho_reg: 0.010606, lr_G: 0.000100
+2024-01-05 00:36:37,609 - INFO - [Train] step: 493699, loss_D: 0.366821, lr_D: 0.000100
+2024-01-05 00:36:37,674 - INFO - [Train] step: 493699, loss_G: 1.389392, ortho_reg: 0.009915, lr_G: 0.000100
+2024-01-05 00:37:09,262 - INFO - [Train] step: 493799, loss_D: 0.341487, lr_D: 0.000100
+2024-01-05 00:37:09,352 - INFO - [Train] step: 493799, loss_G: 1.416454, ortho_reg: 0.010316, lr_G: 0.000100
+2024-01-05 00:37:35,089 - INFO - [Train] step: 493899, loss_D: 0.280284, lr_D: 0.000100
+2024-01-05 00:37:35,153 - INFO - [Train] step: 493899, loss_G: 2.461466, ortho_reg: 0.009400, lr_G: 0.000100
+2024-01-05 00:38:00,889 - INFO - [Train] step: 493999, loss_D: 0.254821, lr_D: 0.000100
+2024-01-05 00:38:00,956 - INFO - [Train] step: 493999, loss_G: 1.330100, ortho_reg: 0.010572, lr_G: 0.000100
+2024-01-05 00:38:27,432 - INFO - [Train] step: 494099, loss_D: 0.292801, lr_D: 0.000100
+2024-01-05 00:38:27,498 - INFO - [Train] step: 494099, loss_G: 1.861969, ortho_reg: 0.011044, lr_G: 0.000100
+2024-01-05 00:38:53,253 - INFO - [Train] step: 494199, loss_D: 0.266045, lr_D: 0.000100
+2024-01-05 00:38:53,320 - INFO - [Train] step: 494199, loss_G: 1.860550, ortho_reg: 0.010723, lr_G: 0.000100
+2024-01-05 00:39:19,098 - INFO - [Train] step: 494299, loss_D: 0.258796, lr_D: 0.000100
+2024-01-05 00:39:19,164 - INFO - [Train] step: 494299, loss_G: 1.777739, ortho_reg: 0.009787, lr_G: 0.000100
+2024-01-05 00:39:44,914 - INFO - [Train] step: 494399, loss_D: 0.341412, lr_D: 0.000100
+2024-01-05 00:39:44,983 - INFO - [Train] step: 494399, loss_G: 1.686403, ortho_reg: 0.010613, lr_G: 0.000100
+2024-01-05 00:40:10,692 - INFO - [Train] step: 494499, loss_D: 0.287589, lr_D: 0.000100
+2024-01-05 00:40:10,758 - INFO - [Train] step: 494499, loss_G: 1.663658, ortho_reg: 0.009348, lr_G: 0.000100
+2024-01-05 00:40:36,526 - INFO - [Train] step: 494599, loss_D: 0.336945, lr_D: 0.000100
+2024-01-05 00:40:36,595 - INFO - [Train] step: 494599, loss_G: 1.085640, ortho_reg: 0.009686, lr_G: 0.000100
+2024-01-05 00:41:02,192 - INFO - [Train] step: 494699, loss_D: 0.435911, lr_D: 0.000100
+2024-01-05 00:41:02,258 - INFO - [Train] step: 494699, loss_G: 1.676034, ortho_reg: 0.010506, lr_G: 0.000100
+2024-01-05 00:41:34,477 - INFO - [Train] step: 494799, loss_D: 0.364770, lr_D: 0.000100
+2024-01-05 00:41:34,543 - INFO - [Train] step: 494799, loss_G: 1.487161, ortho_reg: 0.010392, lr_G: 0.000100
+2024-01-05 00:42:00,338 - INFO - [Train] step: 494899, loss_D: 0.277532, lr_D: 0.000100
+2024-01-05 00:42:00,404 - INFO - [Train] step: 494899, loss_G: 1.066193, ortho_reg: 0.010876, lr_G: 0.000100
+2024-01-05 00:42:26,178 - INFO - [Train] step: 494999, loss_D: 0.209862, lr_D: 0.000100
+2024-01-05 00:42:26,245 - INFO - [Train] step: 494999, loss_G: 2.103813, ortho_reg: 0.010588, lr_G: 0.000100
+2024-01-05 00:42:53,204 - INFO - [Train] step: 495099, loss_D: 0.439463, lr_D: 0.000100
+2024-01-05 00:42:53,270 - INFO - [Train] step: 495099, loss_G: 1.466457, ortho_reg: 0.010289, lr_G: 0.000100
+2024-01-05 00:43:19,051 - INFO - [Train] step: 495199, loss_D: 0.355894, lr_D: 0.000100
+2024-01-05 00:43:19,117 - INFO - [Train] step: 495199, loss_G: 1.470821, ortho_reg: 0.009708, lr_G: 0.000100
+2024-01-05 00:43:44,876 - INFO - [Train] step: 495299, loss_D: 0.190646, lr_D: 0.000100
+2024-01-05 00:43:44,941 - INFO - [Train] step: 495299, loss_G: 1.102245, ortho_reg: 0.010392, lr_G: 0.000100
+2024-01-05 00:44:10,684 - INFO - [Train] step: 495399, loss_D: 0.424131, lr_D: 0.000100
+2024-01-05 00:44:10,750 - INFO - [Train] step: 495399, loss_G: 1.778006, ortho_reg: 0.010666, lr_G: 0.000100
+2024-01-05 00:44:36,522 - INFO - [Train] step: 495499, loss_D: 0.247631, lr_D: 0.000100
+2024-01-05 00:44:36,587 - INFO - [Train] step: 495499, loss_G: 1.600936, ortho_reg: 0.011431, lr_G: 0.000100
+2024-01-05 00:45:02,253 - INFO - [Train] step: 495599, loss_D: 0.397524, lr_D: 0.000100
+2024-01-05 00:45:02,318 - INFO - [Train] step: 495599, loss_G: 1.006626, ortho_reg: 0.010228, lr_G: 0.000100
+2024-01-05 00:45:34,328 - INFO - [Train] step: 495699, loss_D: 0.411512, lr_D: 0.000100
+2024-01-05 00:45:34,394 - INFO - [Train] step: 495699, loss_G: 1.315108, ortho_reg: 0.011315, lr_G: 0.000100
+2024-01-05 00:46:00,139 - INFO - [Train] step: 495799, loss_D: 0.367667, lr_D: 0.000100
+2024-01-05 00:46:00,205 - INFO - [Train] step: 495799, loss_G: 1.819756, ortho_reg: 0.010031, lr_G: 0.000100
+2024-01-05 00:46:25,950 - INFO - [Train] step: 495899, loss_D: 0.250800, lr_D: 0.000100
+2024-01-05 00:46:26,016 - INFO - [Train] step: 495899, loss_G: 1.321230, ortho_reg: 0.010837, lr_G: 0.000100
+2024-01-05 00:46:51,738 - INFO - [Train] step: 495999, loss_D: 0.196678, lr_D: 0.000100
+2024-01-05 00:46:51,803 - INFO - [Train] step: 495999, loss_G: 1.524191, ortho_reg: 0.010304, lr_G: 0.000100
+2024-01-05 00:47:18,242 - INFO - [Train] step: 496099, loss_D: 0.703871, lr_D: 0.000100
+2024-01-05 00:47:18,308 - INFO - [Train] step: 496099, loss_G: 1.392342, ortho_reg: 0.010295, lr_G: 0.000100
+2024-01-05 00:47:44,015 - INFO - [Train] step: 496199, loss_D: 0.265593, lr_D: 0.000100
+2024-01-05 00:47:44,081 - INFO - [Train] step: 496199, loss_G: 1.790341, ortho_reg: 0.010063, lr_G: 0.000100
+2024-01-05 00:48:09,813 - INFO - [Train] step: 496299, loss_D: 0.329248, lr_D: 0.000100
+2024-01-05 00:48:09,879 - INFO - [Train] step: 496299, loss_G: 1.648737, ortho_reg: 0.008991, lr_G: 0.000100
+2024-01-05 00:48:35,576 - INFO - [Train] step: 496399, loss_D: 0.292044, lr_D: 0.000100
+2024-01-05 00:48:35,643 - INFO - [Train] step: 496399, loss_G: 1.346494, ortho_reg: 0.008812, lr_G: 0.000100
+2024-01-05 00:49:01,344 - INFO - [Train] step: 496499, loss_D: 0.569196, lr_D: 0.000100
+2024-01-05 00:49:01,408 - INFO - [Train] step: 496499, loss_G: 1.534750, ortho_reg: 0.009315, lr_G: 0.000100
+2024-01-05 00:49:26,903 - INFO - [Train] step: 496599, loss_D: 0.322891, lr_D: 0.000100
+2024-01-05 00:49:26,969 - INFO - [Train] step: 496599, loss_G: 1.229482, ortho_reg: 0.009565, lr_G: 0.000100
+2024-01-05 00:49:59,211 - INFO - [Train] step: 496699, loss_D: 0.219478, lr_D: 0.000100
+2024-01-05 00:49:59,276 - INFO - [Train] step: 496699, loss_G: 1.275286, ortho_reg: 0.010095, lr_G: 0.000100
+2024-01-05 00:50:25,045 - INFO - [Train] step: 496799, loss_D: 0.278297, lr_D: 0.000100
+2024-01-05 00:50:25,112 - INFO - [Train] step: 496799, loss_G: 1.900825, ortho_reg: 0.011225, lr_G: 0.000100
+2024-01-05 00:50:50,858 - INFO - [Train] step: 496899, loss_D: 0.171139, lr_D: 0.000100
+2024-01-05 00:50:50,924 - INFO - [Train] step: 496899, loss_G: 1.297869, ortho_reg: 0.010115, lr_G: 0.000100
+2024-01-05 00:51:16,699 - INFO - [Train] step: 496999, loss_D: 0.365596, lr_D: 0.000100
+2024-01-05 00:51:16,764 - INFO - [Train] step: 496999, loss_G: 1.730297, ortho_reg: 0.011441, lr_G: 0.000100
+2024-01-05 00:51:43,267 - INFO - [Train] step: 497099, loss_D: 0.326821, lr_D: 0.000100
+2024-01-05 00:51:43,332 - INFO - [Train] step: 497099, loss_G: 1.418121, ortho_reg: 0.010204, lr_G: 0.000100
+2024-01-05 00:52:09,065 - INFO - [Train] step: 497199, loss_D: 0.412897, lr_D: 0.000100
+2024-01-05 00:52:09,131 - INFO - [Train] step: 497199, loss_G: 1.690899, ortho_reg: 0.010176, lr_G: 0.000100
+2024-01-05 00:52:34,858 - INFO - [Train] step: 497299, loss_D: 0.409896, lr_D: 0.000100
+2024-01-05 00:52:34,924 - INFO - [Train] step: 497299, loss_G: 1.342491, ortho_reg: 0.010945, lr_G: 0.000100
+2024-01-05 00:53:00,629 - INFO - [Train] step: 497399, loss_D: 0.381330, lr_D: 0.000100
+2024-01-05 00:53:00,695 - INFO - [Train] step: 497399, loss_G: 1.541351, ortho_reg: 0.010857, lr_G: 0.000100
+2024-01-05 00:53:26,251 - INFO - [Train] step: 497499, loss_D: 0.286693, lr_D: 0.000100
+2024-01-05 00:53:26,316 - INFO - [Train] step: 497499, loss_G: 1.480892, ortho_reg: 0.010123, lr_G: 0.000100
+2024-01-05 00:53:58,389 - INFO - [Train] step: 497599, loss_D: 0.366873, lr_D: 0.000100
+2024-01-05 00:53:58,455 - INFO - [Train] step: 497599, loss_G: 0.759885, ortho_reg: 0.011019, lr_G: 0.000100
+2024-01-05 00:54:24,252 - INFO - [Train] step: 497699, loss_D: 0.404145, lr_D: 0.000100
+2024-01-05 00:54:24,318 - INFO - [Train] step: 497699, loss_G: 1.038145, ortho_reg: 0.010558, lr_G: 0.000100
+2024-01-05 00:54:50,082 - INFO - [Train] step: 497799, loss_D: 0.605880, lr_D: 0.000100
+2024-01-05 00:54:50,150 - INFO - [Train] step: 497799, loss_G: 1.250690, ortho_reg: 0.009745, lr_G: 0.000100
+2024-01-05 00:55:15,917 - INFO - [Train] step: 497899, loss_D: 0.414672, lr_D: 0.000100
+2024-01-05 00:55:15,984 - INFO - [Train] step: 497899, loss_G: 1.245305, ortho_reg: 0.010881, lr_G: 0.000100
+2024-01-05 00:55:41,723 - INFO - [Train] step: 497999, loss_D: 0.285800, lr_D: 0.000100
+2024-01-05 00:55:41,789 - INFO - [Train] step: 497999, loss_G: 1.568680, ortho_reg: 0.010391, lr_G: 0.000100
+2024-01-05 00:56:08,257 - INFO - [Train] step: 498099, loss_D: 0.307053, lr_D: 0.000100
+2024-01-05 00:56:08,322 - INFO - [Train] step: 498099, loss_G: 1.784249, ortho_reg: 0.010399, lr_G: 0.000100
+2024-01-05 00:56:34,074 - INFO - [Train] step: 498199, loss_D: 0.548510, lr_D: 0.000100
+2024-01-05 00:56:34,140 - INFO - [Train] step: 498199, loss_G: 1.314376, ortho_reg: 0.010721, lr_G: 0.000100
+2024-01-05 00:56:59,931 - INFO - [Train] step: 498299, loss_D: 0.547179, lr_D: 0.000100
+2024-01-05 00:57:00,001 - INFO - [Train] step: 498299, loss_G: 1.217588, ortho_reg: 0.010899, lr_G: 0.000100
+2024-01-05 00:57:25,669 - INFO - [Train] step: 498399, loss_D: 0.372132, lr_D: 0.000100
+2024-01-05 00:57:25,735 - INFO - [Train] step: 498399, loss_G: 1.589219, ortho_reg: 0.010605, lr_G: 0.000100
+2024-01-05 00:57:58,149 - INFO - [Train] step: 498499, loss_D: 0.430591, lr_D: 0.000100
+2024-01-05 00:57:58,215 - INFO - [Train] step: 498499, loss_G: 2.122109, ortho_reg: 0.010584, lr_G: 0.000100
+2024-01-05 00:58:24,010 - INFO - [Train] step: 498599, loss_D: 0.441063, lr_D: 0.000100
+2024-01-05 00:58:24,077 - INFO - [Train] step: 498599, loss_G: 1.076250, ortho_reg: 0.010704, lr_G: 0.000100
+2024-01-05 00:58:49,830 - INFO - [Train] step: 498699, loss_D: 0.417348, lr_D: 0.000100
+2024-01-05 00:58:49,896 - INFO - [Train] step: 498699, loss_G: 1.352693, ortho_reg: 0.009910, lr_G: 0.000100
+2024-01-05 00:59:15,667 - INFO - [Train] step: 498799, loss_D: 0.190558, lr_D: 0.000100
+2024-01-05 00:59:15,734 - INFO - [Train] step: 498799, loss_G: 1.874911, ortho_reg: 0.009946, lr_G: 0.000100
+2024-01-05 00:59:41,474 - INFO - [Train] step: 498899, loss_D: 0.181208, lr_D: 0.000100
+2024-01-05 00:59:41,541 - INFO - [Train] step: 498899, loss_G: 1.313091, ortho_reg: 0.009565, lr_G: 0.000100
+2024-01-05 01:00:07,287 - INFO - [Train] step: 498999, loss_D: 0.390288, lr_D: 0.000100
+2024-01-05 01:00:07,353 - INFO - [Train] step: 498999, loss_G: 1.614577, ortho_reg: 0.010107, lr_G: 0.000100
+2024-01-05 01:00:33,888 - INFO - [Train] step: 499099, loss_D: 0.516387, lr_D: 0.000100
+2024-01-05 01:00:33,955 - INFO - [Train] step: 499099, loss_G: 1.236365, ortho_reg: 0.009715, lr_G: 0.000100
+2024-01-05 01:00:59,700 - INFO - [Train] step: 499199, loss_D: 0.499461, lr_D: 0.000100
+2024-01-05 01:00:59,764 - INFO - [Train] step: 499199, loss_G: 1.944526, ortho_reg: 0.009733, lr_G: 0.000100
+2024-01-05 01:01:25,511 - INFO - [Train] step: 499299, loss_D: 0.275031, lr_D: 0.000100
+2024-01-05 01:01:25,576 - INFO - [Train] step: 499299, loss_G: 1.290780, ortho_reg: 0.010147, lr_G: 0.000100
+2024-01-05 01:01:51,125 - INFO - [Train] step: 499399, loss_D: 0.633947, lr_D: 0.000100
+2024-01-05 01:01:51,190 - INFO - [Train] step: 499399, loss_G: 1.583310, ortho_reg: 0.010465, lr_G: 0.000100
+2024-01-05 01:02:23,237 - INFO - [Train] step: 499499, loss_D: 0.544443, lr_D: 0.000100
+2024-01-05 01:02:23,304 - INFO - [Train] step: 499499, loss_G: 2.266129, ortho_reg: 0.011198, lr_G: 0.000100
+2024-01-05 01:02:49,032 - INFO - [Train] step: 499599, loss_D: 0.235645, lr_D: 0.000100
+2024-01-05 01:02:49,098 - INFO - [Train] step: 499599, loss_G: 1.617820, ortho_reg: 0.009376, lr_G: 0.000100
+2024-01-05 01:03:14,791 - INFO - [Train] step: 499699, loss_D: 0.290021, lr_D: 0.000100
+2024-01-05 01:03:14,857 - INFO - [Train] step: 499699, loss_G: 1.705890, ortho_reg: 0.010965, lr_G: 0.000100
+2024-01-05 01:03:40,543 - INFO - [Train] step: 499799, loss_D: 0.363728, lr_D: 0.000100
+2024-01-05 01:03:40,609 - INFO - [Train] step: 499799, loss_G: 2.111471, ortho_reg: 0.010089, lr_G: 0.000100
+2024-01-05 01:04:06,296 - INFO - [Train] step: 499899, loss_D: 0.373066, lr_D: 0.000100
+2024-01-05 01:04:06,362 - INFO - [Train] step: 499899, loss_G: 1.016837, ortho_reg: 0.010575, lr_G: 0.000100
+2024-01-05 01:04:32,041 - INFO - [Train] step: 499999, loss_D: 0.420283, lr_D: 0.000100
+2024-01-05 01:04:32,106 - INFO - [Train] step: 499999, loss_G: 1.693518, ortho_reg: 0.009402, lr_G: 0.000100
+2024-01-05 01:04:33,874 - INFO - End of training