2023-09-08 17:11:56,983 - INFO - =================== System Info ==================
2023-09-08 17:11:56,984 - INFO - Experiment directory: ./runs/vae-beta20-celeba
2023-09-08 17:11:56,984 - INFO - Number of processes: 4
2023-09-08 17:11:56,984 - INFO - Distributed type: DistributedType.MULTI_GPU
2023-09-08 17:11:56,984 - INFO - Mixed precision: no
2023-09-08 17:12:06,932 - INFO - =================== Data Info ====================
2023-09-08 17:12:06,932 - INFO - Size of training set: 162770
2023-09-08 17:12:06,932 - INFO - Batch size per process: 64
2023-09-08 17:12:06,932 - INFO - Total batch size: 256
2023-09-08 17:12:07,045 - INFO - =================== Model Info ===================
2023-09-08 17:12:07,045 - INFO - #params. of encoder: 7282624
2023-09-08 17:12:07,045 - INFO - #params. of decoder: 3807043
2023-09-08 17:12:07,045 - INFO - ==================================================
2023-09-08 17:12:07,141 - INFO - Start training...
2023-09-08 17:12:09,982 - INFO - [Train] step: 99, loss_rec: 0.220810, loss_kl: 0.000096, lr: 0.020000
2023-09-08 17:12:11,763 - INFO - [Train] step: 199, loss_rec: 0.146598, loss_kl: 0.000827, lr: 0.020000
2023-09-08 17:12:13,399 - INFO - [Train] step: 299, loss_rec: 0.131775, loss_kl: 0.001177, lr: 0.020000
2023-09-08 17:12:15,054 - INFO - [Train] step: 399, loss_rec: 0.109305, loss_kl: 0.001016, lr: 0.020000
2023-09-08 17:12:16,654 - INFO - [Train] step: 499, loss_rec: 0.105769, loss_kl: 0.001126, lr: 0.020000
2023-09-08 17:12:18,211 - INFO - [Train] step: 599, loss_rec: 0.098616, loss_kl: 0.001171, lr: 0.020000
2023-09-08 17:12:20,129 - INFO - [Train] step: 699, loss_rec: 0.101131, loss_kl: 0.001114, lr: 0.020000
2023-09-08 17:12:21,701 - INFO - [Train] step: 799, loss_rec: 0.098612, loss_kl: 0.001214, lr: 0.020000
2023-09-08 17:12:23,290 - INFO - [Train] step: 899, loss_rec: 0.091619, loss_kl: 0.001200, lr: 0.020000
2023-09-08 17:12:24,838 - INFO - [Train] step: 999, loss_rec: 0.097735, loss_kl: 0.001227, lr: 0.020000
2023-09-08 17:12:26,502 - INFO - [Train] step: 1099, loss_rec: 0.099872, loss_kl: 0.001320, lr: 0.020000
2023-09-08 17:12:28,007 - INFO - [Train] step: 1199, loss_rec: 0.100685, loss_kl: 0.001284, lr: 0.020000
2023-09-08 17:12:29,973 - INFO - [Train] step: 1299, loss_rec: 0.094144, loss_kl: 0.001240, lr: 0.020000
2023-09-08 17:12:31,556 - INFO - [Train] step: 1399, loss_rec: 0.099018, loss_kl: 0.001271, lr: 0.020000
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2023-09-08 17:12:36,340 - INFO - [Train] step: 1699, loss_rec: 0.096938, loss_kl: 0.001295, lr: 0.020000
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2023-09-08 17:12:56,839 - INFO - [Train] step: 2899, loss_rec: 0.092428, loss_kl: 0.001416, lr: 0.020000
2023-09-08 17:12:58,527 - INFO - [Train] step: 2999, loss_rec: 0.088497, loss_kl: 0.001409, lr: 0.020000
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2023-09-08 17:13:10,527 - INFO - [Train] step: 3699, loss_rec: 0.081620, loss_kl: 0.001453, lr: 0.020000
2023-09-08 17:13:12,182 - INFO - [Train] step: 3799, loss_rec: 0.080295, loss_kl: 0.001436, lr: 0.020000
2023-09-08 17:13:14,158 - INFO - [Train] step: 3899, loss_rec: 0.090436, loss_kl: 0.001432, lr: 0.020000
2023-09-08 17:13:15,819 - INFO - [Train] step: 3999, loss_rec: 0.087063, loss_kl: 0.001505, lr: 0.020000
2023-09-08 17:13:17,565 - INFO - [Train] step: 4099, loss_rec: 0.088582, loss_kl: 0.001444, lr: 0.020000
2023-09-08 17:13:19,211 - INFO - [Train] step: 4199, loss_rec: 0.082626, loss_kl: 0.001455, lr: 0.020000
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2023-09-08 17:13:27,481 - INFO - [Train] step: 4699, loss_rec: 0.081337, loss_kl: 0.001446, lr: 0.020000
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2023-09-08 17:13:30,742 - INFO - [Train] step: 4899, loss_rec: 0.092990, loss_kl: 0.001465, lr: 0.020000
2023-09-08 17:13:32,303 - INFO - [Train] step: 4999, loss_rec: 0.080545, loss_kl: 0.001481, lr: 0.020000
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2023-09-08 17:13:37,375 - INFO - [Train] step: 5299, loss_rec: 0.078618, loss_kl: 0.001451, lr: 0.020000
2023-09-08 17:13:38,961 - INFO - [Train] step: 5399, loss_rec: 0.084035, loss_kl: 0.001444, lr: 0.020000
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2023-09-08 17:13:42,174 - INFO - [Train] step: 5599, loss_rec: 0.092826, loss_kl: 0.001448, lr: 0.020000
2023-09-08 17:13:43,763 - INFO - [Train] step: 5699, loss_rec: 0.090696, loss_kl: 0.001505, lr: 0.020000
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2023-09-08 17:13:47,295 - INFO - [Train] step: 5899, loss_rec: 0.085543, loss_kl: 0.001486, lr: 0.020000
2023-09-08 17:13:48,892 - INFO - [Train] step: 5999, loss_rec: 0.092676, loss_kl: 0.001505, lr: 0.020000
2023-09-08 17:13:50,612 - INFO - [Train] step: 6099, loss_rec: 0.081862, loss_kl: 0.001493, lr: 0.020000
2023-09-08 17:13:52,230 - INFO - [Train] step: 6199, loss_rec: 0.076795, loss_kl: 0.001470, lr: 0.020000
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2023-09-08 17:13:55,760 - INFO - [Train] step: 6399, loss_rec: 0.083552, loss_kl: 0.001431, lr: 0.020000
2023-09-08 17:13:57,340 - INFO - [Train] step: 6499, loss_rec: 0.089935, loss_kl: 0.001569, lr: 0.020000
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2023-09-08 17:14:01,999 - INFO - [Train] step: 6799, loss_rec: 0.086472, loss_kl: 0.001523, lr: 0.020000
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2023-09-08 17:58:14,077 - INFO - [Train] step: 138899, loss_rec: 0.076880, loss_kl: 0.001698, lr: 0.020000
2023-09-08 17:58:16,450 - INFO - [Train] step: 138999, loss_rec: 0.071394, loss_kl: 0.001716, lr: 0.020000
2023-09-08 17:58:19,370 - INFO - [Train] step: 139099, loss_rec: 0.073594, loss_kl: 0.001642, lr: 0.020000
2023-09-08 17:58:21,704 - INFO - [Train] step: 139199, loss_rec: 0.073535, loss_kl: 0.001685, lr: 0.020000
2023-09-08 17:58:24,006 - INFO - [Train] step: 139299, loss_rec: 0.075088, loss_kl: 0.001642, lr: 0.020000
2023-09-08 17:58:26,269 - INFO - [Train] step: 139399, loss_rec: 0.085629, loss_kl: 0.001703, lr: 0.020000
2023-09-08 17:58:28,593 - INFO - [Train] step: 139499, loss_rec: 0.080077, loss_kl: 0.001699, lr: 0.020000
2023-09-08 17:58:30,901 - INFO - [Train] step: 139599, loss_rec: 0.069623, loss_kl: 0.001647, lr: 0.020000
2023-09-08 17:58:33,352 - INFO - [Train] step: 139699, loss_rec: 0.073043, loss_kl: 0.001667, lr: 0.020000
2023-09-08 17:58:36,206 - INFO - [Train] step: 139799, loss_rec: 0.075211, loss_kl: 0.001728, lr: 0.020000
2023-09-08 17:58:38,595 - INFO - [Train] step: 139899, loss_rec: 0.078303, loss_kl: 0.001707, lr: 0.020000
2023-09-08 17:58:40,996 - INFO - [Train] step: 139999, loss_rec: 0.080938, loss_kl: 0.001742, lr: 0.020000
2023-09-08 17:58:43,840 - INFO - [Train] step: 140099, loss_rec: 0.078811, loss_kl: 0.001722, lr: 0.020000
2023-09-08 17:58:46,164 - INFO - [Train] step: 140199, loss_rec: 0.080936, loss_kl: 0.001731, lr: 0.020000
2023-09-08 17:58:48,478 - INFO - [Train] step: 140299, loss_rec: 0.069171, loss_kl: 0.001676, lr: 0.020000
2023-09-08 17:58:51,273 - INFO - [Train] step: 140399, loss_rec: 0.078929, loss_kl: 0.001726, lr: 0.020000
2023-09-08 17:58:53,694 - INFO - [Train] step: 140499, loss_rec: 0.075038, loss_kl: 0.001682, lr: 0.020000
2023-09-08 17:58:56,111 - INFO - [Train] step: 140599, loss_rec: 0.076822, loss_kl: 0.001695, lr: 0.020000
2023-09-08 17:58:58,588 - INFO - [Train] step: 140699, loss_rec: 0.081998, loss_kl: 0.001686, lr: 0.020000
2023-09-08 17:59:00,962 - INFO - [Train] step: 140799, loss_rec: 0.076958, loss_kl: 0.001709, lr: 0.020000
2023-09-08 17:59:03,304 - INFO - [Train] step: 140899, loss_rec: 0.071928, loss_kl: 0.001632, lr: 0.020000
2023-09-08 17:59:06,104 - INFO - [Train] step: 140999, loss_rec: 0.071311, loss_kl: 0.001703, lr: 0.020000
2023-09-08 17:59:08,603 - INFO - [Train] step: 141099, loss_rec: 0.078804, loss_kl: 0.001701, lr: 0.020000
2023-09-08 17:59:10,906 - INFO - [Train] step: 141199, loss_rec: 0.071153, loss_kl: 0.001739, lr: 0.020000
2023-09-08 17:59:13,276 - INFO - [Train] step: 141299, loss_rec: 0.078594, loss_kl: 0.001700, lr: 0.020000
2023-09-08 17:59:15,710 - INFO - [Train] step: 141399, loss_rec: 0.070977, loss_kl: 0.001738, lr: 0.020000
2023-09-08 17:59:18,028 - INFO - [Train] step: 141499, loss_rec: 0.079556, loss_kl: 0.001731, lr: 0.020000
2023-09-08 17:59:20,316 - INFO - [Train] step: 141599, loss_rec: 0.070653, loss_kl: 0.001665, lr: 0.020000
2023-09-08 17:59:23,001 - INFO - [Train] step: 141699, loss_rec: 0.075256, loss_kl: 0.001687, lr: 0.020000
2023-09-08 17:59:25,407 - INFO - [Train] step: 141799, loss_rec: 0.074440, loss_kl: 0.001739, lr: 0.020000
2023-09-08 17:59:27,778 - INFO - [Train] step: 141899, loss_rec: 0.078048, loss_kl: 0.001703, lr: 0.020000
2023-09-08 17:59:30,202 - INFO - [Train] step: 141999, loss_rec: 0.079653, loss_kl: 0.001683, lr: 0.020000
2023-09-08 17:59:32,742 - INFO - [Train] step: 142099, loss_rec: 0.078585, loss_kl: 0.001684, lr: 0.020000
2023-09-08 17:59:35,155 - INFO - [Train] step: 142199, loss_rec: 0.072850, loss_kl: 0.001680, lr: 0.020000
2023-09-08 17:59:37,914 - INFO - [Train] step: 142299, loss_rec: 0.076046, loss_kl: 0.001710, lr: 0.020000
2023-09-08 17:59:40,269 - INFO - [Train] step: 142399, loss_rec: 0.074660, loss_kl: 0.001742, lr: 0.020000
2023-09-08 17:59:42,604 - INFO - [Train] step: 142499, loss_rec: 0.079649, loss_kl: 0.001656, lr: 0.020000
2023-09-08 17:59:44,970 - INFO - [Train] step: 142599, loss_rec: 0.066846, loss_kl: 0.001696, lr: 0.020000
2023-09-08 17:59:47,376 - INFO - [Train] step: 142699, loss_rec: 0.080708, loss_kl: 0.001696, lr: 0.020000
2023-09-08 17:59:49,746 - INFO - [Train] step: 142799, loss_rec: 0.074654, loss_kl: 0.001650, lr: 0.020000
2023-09-08 17:59:52,650 - INFO - [Train] step: 142899, loss_rec: 0.075997, loss_kl: 0.001680, lr: 0.020000
2023-09-08 17:59:55,034 - INFO - [Train] step: 142999, loss_rec: 0.076921, loss_kl: 0.001654, lr: 0.020000
2023-09-08 17:59:57,588 - INFO - [Train] step: 143099, loss_rec: 0.075886, loss_kl: 0.001705, lr: 0.020000
2023-09-08 17:59:59,975 - INFO - [Train] step: 143199, loss_rec: 0.075184, loss_kl: 0.001745, lr: 0.020000
2023-09-08 18:00:02,287 - INFO - [Train] step: 143299, loss_rec: 0.084170, loss_kl: 0.001713, lr: 0.020000
2023-09-08 18:00:04,613 - INFO - [Train] step: 143399, loss_rec: 0.075045, loss_kl: 0.001666, lr: 0.020000
2023-09-08 18:00:06,972 - INFO - [Train] step: 143499, loss_rec: 0.075431, loss_kl: 0.001660, lr: 0.020000
2023-09-08 18:00:09,737 - INFO - [Train] step: 143599, loss_rec: 0.068490, loss_kl: 0.001691, lr: 0.020000
2023-09-08 18:00:12,100 - INFO - [Train] step: 143699, loss_rec: 0.075290, loss_kl: 0.001715, lr: 0.020000
2023-09-08 18:00:14,461 - INFO - [Train] step: 143799, loss_rec: 0.071907, loss_kl: 0.001730, lr: 0.020000
2023-09-08 18:00:16,767 - INFO - [Train] step: 143899, loss_rec: 0.077678, loss_kl: 0.001726, lr: 0.020000
2023-09-08 18:00:19,157 - INFO - [Train] step: 143999, loss_rec: 0.085372, loss_kl: 0.001774, lr: 0.020000
2023-09-08 18:00:21,696 - INFO - [Train] step: 144099, loss_rec: 0.077212, loss_kl: 0.001691, lr: 0.020000
2023-09-08 18:00:24,515 - INFO - [Train] step: 144199, loss_rec: 0.074653, loss_kl: 0.001660, lr: 0.020000
2023-09-08 18:00:26,838 - INFO - [Train] step: 144299, loss_rec: 0.079319, loss_kl: 0.001736, lr: 0.020000
2023-09-08 18:00:29,216 - INFO - [Train] step: 144399, loss_rec: 0.069711, loss_kl: 0.001704, lr: 0.020000
2023-09-08 18:00:31,550 - INFO - [Train] step: 144499, loss_rec: 0.071155, loss_kl: 0.001686, lr: 0.020000
2023-09-08 18:00:33,867 - INFO - [Train] step: 144599, loss_rec: 0.080730, loss_kl: 0.001722, lr: 0.020000
2023-09-08 18:00:36,349 - INFO - [Train] step: 144699, loss_rec: 0.078941, loss_kl: 0.001721, lr: 0.020000
2023-09-08 18:00:39,241 - INFO - [Train] step: 144799, loss_rec: 0.079397, loss_kl: 0.001664, lr: 0.020000
2023-09-08 18:00:41,706 - INFO - [Train] step: 144899, loss_rec: 0.073565, loss_kl: 0.001705, lr: 0.020000
2023-09-08 18:00:44,054 - INFO - [Train] step: 144999, loss_rec: 0.075774, loss_kl: 0.001707, lr: 0.020000
2023-09-08 18:00:46,811 - INFO - [Train] step: 145099, loss_rec: 0.081355, loss_kl: 0.001722, lr: 0.020000
2023-09-08 18:00:49,328 - INFO - [Train] step: 145199, loss_rec: 0.077212, loss_kl: 0.001723, lr: 0.020000
2023-09-08 18:00:51,799 - INFO - [Train] step: 145299, loss_rec: 0.079901, loss_kl: 0.001668, lr: 0.020000
2023-09-08 18:00:54,297 - INFO - [Train] step: 145399, loss_rec: 0.071687, loss_kl: 0.001703, lr: 0.020000
2023-09-08 18:00:57,032 - INFO - [Train] step: 145499, loss_rec: 0.076031, loss_kl: 0.001680, lr: 0.020000
2023-09-08 18:00:59,397 - INFO - [Train] step: 145599, loss_rec: 0.077480, loss_kl: 0.001713, lr: 0.020000
2023-09-08 18:01:01,679 - INFO - [Train] step: 145699, loss_rec: 0.075053, loss_kl: 0.001704, lr: 0.020000
2023-09-08 18:01:04,093 - INFO - [Train] step: 145799, loss_rec: 0.072088, loss_kl: 0.001725, lr: 0.020000
2023-09-08 18:01:06,543 - INFO - [Train] step: 145899, loss_rec: 0.077855, loss_kl: 0.001713, lr: 0.020000
2023-09-08 18:01:08,897 - INFO - [Train] step: 145999, loss_rec: 0.079602, loss_kl: 0.001713, lr: 0.020000
2023-09-08 18:01:11,727 - INFO - [Train] step: 146099, loss_rec: 0.073940, loss_kl: 0.001688, lr: 0.020000
2023-09-08 18:01:14,133 - INFO - [Train] step: 146199, loss_rec: 0.079544, loss_kl: 0.001656, lr: 0.020000
2023-09-08 18:01:16,461 - INFO - [Train] step: 146299, loss_rec: 0.078925, loss_kl: 0.001667, lr: 0.020000
2023-09-08 18:01:18,854 - INFO - [Train] step: 146399, loss_rec: 0.071886, loss_kl: 0.001696, lr: 0.020000
2023-09-08 18:01:21,265 - INFO - [Train] step: 146499, loss_rec: 0.073775, loss_kl: 0.001665, lr: 0.020000
2023-09-08 18:01:23,632 - INFO - [Train] step: 146599, loss_rec: 0.076615, loss_kl: 0.001676, lr: 0.020000
2023-09-08 18:01:26,457 - INFO - [Train] step: 146699, loss_rec: 0.076434, loss_kl: 0.001717, lr: 0.020000
2023-09-08 18:01:28,865 - INFO - [Train] step: 146799, loss_rec: 0.078360, loss_kl: 0.001706, lr: 0.020000
2023-09-08 18:01:31,345 - INFO - [Train] step: 146899, loss_rec: 0.076589, loss_kl: 0.001730, lr: 0.020000
2023-09-08 18:01:33,757 - INFO - [Train] step: 146999, loss_rec: 0.075808, loss_kl: 0.001731, lr: 0.020000
2023-09-08 18:01:36,251 - INFO - [Train] step: 147099, loss_rec: 0.081798, loss_kl: 0.001681, lr: 0.020000
2023-09-08 18:01:38,657 - INFO - [Train] step: 147199, loss_rec: 0.073839, loss_kl: 0.001707, lr: 0.020000
2023-09-08 18:01:41,129 - INFO - [Train] step: 147299, loss_rec: 0.081634, loss_kl: 0.001757, lr: 0.020000
2023-09-08 18:01:43,971 - INFO - [Train] step: 147399, loss_rec: 0.070039, loss_kl: 0.001697, lr: 0.020000
2023-09-08 18:01:46,392 - INFO - [Train] step: 147499, loss_rec: 0.072348, loss_kl: 0.001656, lr: 0.020000
2023-09-08 18:01:48,800 - INFO - [Train] step: 147599, loss_rec: 0.071059, loss_kl: 0.001680, lr: 0.020000
2023-09-08 18:01:51,210 - INFO - [Train] step: 147699, loss_rec: 0.073981, loss_kl: 0.001757, lr: 0.020000
2023-09-08 18:01:53,538 - INFO - [Train] step: 147799, loss_rec: 0.076414, loss_kl: 0.001715, lr: 0.020000
2023-09-08 18:01:55,952 - INFO - [Train] step: 147899, loss_rec: 0.072059, loss_kl: 0.001700, lr: 0.020000
2023-09-08 18:01:58,710 - INFO - [Train] step: 147999, loss_rec: 0.075301, loss_kl: 0.001705, lr: 0.020000
2023-09-08 18:02:01,258 - INFO - [Train] step: 148099, loss_rec: 0.069535, loss_kl: 0.001684, lr: 0.020000
2023-09-08 18:02:03,625 - INFO - [Train] step: 148199, loss_rec: 0.082571, loss_kl: 0.001750, lr: 0.020000
2023-09-08 18:02:06,037 - INFO - [Train] step: 148299, loss_rec: 0.079346, loss_kl: 0.001668, lr: 0.020000
2023-09-08 18:02:08,498 - INFO - [Train] step: 148399, loss_rec: 0.071513, loss_kl: 0.001705, lr: 0.020000
2023-09-08 18:02:10,926 - INFO - [Train] step: 148499, loss_rec: 0.071792, loss_kl: 0.001686, lr: 0.020000
2023-09-08 18:02:13,756 - INFO - [Train] step: 148599, loss_rec: 0.073842, loss_kl: 0.001715, lr: 0.020000
2023-09-08 18:02:16,169 - INFO - [Train] step: 148699, loss_rec: 0.079473, loss_kl: 0.001691, lr: 0.020000
2023-09-08 18:02:18,612 - INFO - [Train] step: 148799, loss_rec: 0.069026, loss_kl: 0.001697, lr: 0.020000
2023-09-08 18:02:21,000 - INFO - [Train] step: 148899, loss_rec: 0.075633, loss_kl: 0.001731, lr: 0.020000
2023-09-08 18:02:23,443 - INFO - [Train] step: 148999, loss_rec: 0.069174, loss_kl: 0.001719, lr: 0.020000
2023-09-08 18:02:25,964 - INFO - [Train] step: 149099, loss_rec: 0.082569, loss_kl: 0.001699, lr: 0.020000
2023-09-08 18:02:28,382 - INFO - [Train] step: 149199, loss_rec: 0.069877, loss_kl: 0.001761, lr: 0.020000
2023-09-08 18:02:31,175 - INFO - [Train] step: 149299, loss_rec: 0.083442, loss_kl: 0.001717, lr: 0.020000
2023-09-08 18:02:33,713 - INFO - [Train] step: 149399, loss_rec: 0.073183, loss_kl: 0.001708, lr: 0.020000
2023-09-08 18:02:36,178 - INFO - [Train] step: 149499, loss_rec: 0.074538, loss_kl: 0.001712, lr: 0.020000
2023-09-08 18:02:38,612 - INFO - [Train] step: 149599, loss_rec: 0.076313, loss_kl: 0.001720, lr: 0.020000
2023-09-08 18:02:40,999 - INFO - [Train] step: 149699, loss_rec: 0.080615, loss_kl: 0.001749, lr: 0.020000
2023-09-08 18:02:43,409 - INFO - [Train] step: 149799, loss_rec: 0.069863, loss_kl: 0.001675, lr: 0.020000
2023-09-08 18:02:46,299 - INFO - [Train] step: 149899, loss_rec: 0.074382, loss_kl: 0.001734, lr: 0.020000
2023-09-08 18:02:48,738 - INFO - [Train] step: 149999, loss_rec: 0.083529, loss_kl: 0.001720, lr: 0.020000
2023-09-08 18:02:49,116 - INFO - End of training