TSFormer_METR-LA.log

2022-09-26 23:03:30,778 - easytorch-training - INFO - Initializing training.
2022-09-26 23:03:30,778 - easytorch-training - INFO - Set clip grad, param: {'max_norm': 5.0}
2022-09-26 23:03:30,778 - easytorch-training - INFO - Building training data loader.
2022-09-26 23:03:30,930 - easytorch-training - INFO - Set optim: Adam (
Parameter Group 0
    amsgrad: False
    betas: [0.9, 0.95]
    eps: 1e-08
    lr: 0.0005
    weight_decay: 0
)
2022-09-26 23:03:30,931 - easytorch-training - INFO - Set lr_scheduler: <torch.optim.lr_scheduler.MultiStepLR object at 0x7ff2a5ef0bb0>
2022-09-26 23:03:30,932 - easytorch-training - INFO - Initializing validation.
2022-09-26 23:03:30,933 - easytorch-training - INFO - Building val data loader.
2022-09-26 23:03:31,170 - easytorch-training - INFO - Epoch 1 / 100
2022-09-26 23:11:58,884 - easytorch-training - INFO - Result <train>: [train_time: 507.71 (s), lr: 5.00e-04, train_MAE: 5.9421, train_RMSE: 11.6021, train_MAPE: 0.2128]
2022-09-26 23:11:58,885 - easytorch-training - INFO - Start validation.
2022-09-26 23:12:23,351 - easytorch-training - INFO - Result <val>: [val_time: 24.47 (s), val_MAE: 5.1917, val_RMSE: 10.3804, val_MAPE: 0.1755]
2022-09-26 23:12:23,397 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-26 23:13:08,796 - easytorch-training - INFO - Result <test>: [test_time: 45.40 (s), test_MAE: 5.0808, test_RMSE: 10.1471, test_MAPE: 0.1420]
2022-09-26 23:13:08,830 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_001.pt saved
2022-09-26 23:13:08,831 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:06:17
2022-09-26 23:13:08,831 - easytorch-training - INFO - Epoch 2 / 100
2022-09-26 23:21:36,216 - easytorch-training - INFO - Result <train>: [train_time: 507.39 (s), lr: 5.00e-04, train_MAE: 4.5998, train_RMSE: 9.2965, train_MAPE: 0.1473]
2022-09-26 23:21:36,219 - easytorch-training - INFO - Start validation.
2022-09-26 23:22:00,538 - easytorch-training - INFO - Result <val>: [val_time: 24.32 (s), val_MAE: 4.0251, val_RMSE: 8.4526, val_MAPE: 0.1237]
2022-09-26 23:22:00,573 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-26 23:22:45,926 - easytorch-training - INFO - Result <test>: [test_time: 45.35 (s), test_MAE: 3.6573, test_RMSE: 7.6031, test_MAPE: 0.1057]
2022-09-26 23:22:45,960 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_002.pt saved
2022-09-26 23:22:45,960 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:05:50
2022-09-26 23:22:45,960 - easytorch-training - INFO - Epoch 3 / 100
2022-09-26 23:31:11,330 - easytorch-training - INFO - Result <train>: [train_time: 505.37 (s), lr: 5.00e-04, train_MAE: 4.2014, train_RMSE: 8.6132, train_MAPE: 0.1310]
2022-09-26 23:31:11,332 - easytorch-training - INFO - Start validation.
2022-09-26 23:31:35,260 - easytorch-training - INFO - Result <val>: [val_time: 23.93 (s), val_MAE: 3.8867, val_RMSE: 8.1200, val_MAPE: 0.1163]
2022-09-26 23:31:35,296 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-26 23:32:20,722 - easytorch-training - INFO - Result <test>: [test_time: 45.43 (s), test_MAE: 4.0863, test_RMSE: 8.4517, test_MAPE: 0.1216]
2022-09-26 23:32:20,750 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_003.pt saved
2022-09-26 23:32:20,751 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:04:23
2022-09-26 23:32:20,751 - easytorch-training - INFO - Epoch 4 / 100
2022-09-26 23:40:42,569 - easytorch-training - INFO - Result <train>: [train_time: 501.82 (s), lr: 5.00e-04, train_MAE: 4.0189, train_RMSE: 8.2668, train_MAPE: 0.1237]
2022-09-26 23:40:42,571 - easytorch-training - INFO - Start validation.
2022-09-26 23:41:07,029 - easytorch-training - INFO - Result <val>: [val_time: 24.46 (s), val_MAE: 3.8071, val_RMSE: 7.9450, val_MAPE: 0.1133]
2022-09-26 23:41:07,067 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-26 23:41:52,566 - easytorch-training - INFO - Result <test>: [test_time: 45.50 (s), test_MAE: 3.5036, test_RMSE: 7.1012, test_MAPE: 0.0927]
2022-09-26 23:41:52,599 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_004.pt saved
2022-09-26 23:41:52,599 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:02:26
2022-09-26 23:41:52,600 - easytorch-training - INFO - Epoch 5 / 100
2022-09-26 23:50:17,647 - easytorch-training - INFO - Result <train>: [train_time: 505.05 (s), lr: 5.00e-04, train_MAE: 3.9085, train_RMSE: 8.0458, train_MAPE: 0.1191]
2022-09-26 23:50:17,649 - easytorch-training - INFO - Start validation.
2022-09-26 23:50:41,962 - easytorch-training - INFO - Result <val>: [val_time: 24.31 (s), val_MAE: 3.7591, val_RMSE: 7.9371, val_MAPE: 0.1108]
2022-09-26 23:50:41,998 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-26 23:51:27,463 - easytorch-training - INFO - Result <test>: [test_time: 45.46 (s), test_MAE: 3.3984, test_RMSE: 6.9085, test_MAPE: 0.0906]
2022-09-26 23:51:27,495 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_005.pt saved
2022-09-26 23:51:27,495 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:02:17
2022-09-26 23:51:27,495 - easytorch-training - INFO - Epoch 6 / 100
2022-09-26 23:59:51,984 - easytorch-training - INFO - Result <train>: [train_time: 504.49 (s), lr: 5.00e-04, train_MAE: 3.8331, train_RMSE: 7.8941, train_MAPE: 0.1160]
2022-09-26 23:59:51,986 - easytorch-training - INFO - Start validation.
2022-09-27 00:00:15,962 - easytorch-training - INFO - Result <val>: [val_time: 23.98 (s), val_MAE: 3.6965, val_RMSE: 7.8108, val_MAPE: 0.1100]
2022-09-27 00:00:15,991 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 00:01:01,558 - easytorch-training - INFO - Result <test>: [test_time: 45.57 (s), test_MAE: 3.3719, test_RMSE: 7.0719, test_MAPE: 0.0954]
2022-09-27 00:01:01,582 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_006.pt saved
2022-09-27 00:01:01,582 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:01:58
2022-09-27 00:01:01,582 - easytorch-training - INFO - Epoch 7 / 100
2022-09-27 00:09:28,399 - easytorch-training - INFO - Result <train>: [train_time: 506.82 (s), lr: 5.00e-04, train_MAE: 3.7784, train_RMSE: 7.7830, train_MAPE: 0.1138]
2022-09-27 00:09:28,401 - easytorch-training - INFO - Start validation.
2022-09-27 00:09:52,227 - easytorch-training - INFO - Result <val>: [val_time: 23.83 (s), val_MAE: 3.6912, val_RMSE: 7.8010, val_MAPE: 0.1087]
2022-09-27 00:09:52,263 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 00:10:37,327 - easytorch-training - INFO - Result <test>: [test_time: 45.06 (s), test_MAE: 3.4088, test_RMSE: 7.1780, test_MAPE: 0.0965]
2022-09-27 00:10:37,358 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_007.pt saved
2022-09-27 00:10:37,358 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:02:08
2022-09-27 00:10:37,358 - easytorch-training - INFO - Epoch 8 / 100
2022-09-27 00:18:56,995 - easytorch-training - INFO - Result <train>: [train_time: 499.64 (s), lr: 5.00e-04, train_MAE: 3.7313, train_RMSE: 7.6891, train_MAPE: 0.1119]
2022-09-27 00:18:56,997 - easytorch-training - INFO - Start validation.
2022-09-27 00:19:21,260 - easytorch-training - INFO - Result <val>: [val_time: 24.26 (s), val_MAE: 3.6337, val_RMSE: 7.6911, val_MAPE: 0.1072]
2022-09-27 00:19:21,296 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 00:20:06,550 - easytorch-training - INFO - Result <test>: [test_time: 45.25 (s), test_MAE: 3.5020, test_RMSE: 7.4158, test_MAPE: 0.0966]
2022-09-27 00:20:06,579 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_008.pt saved
2022-09-27 00:20:06,579 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 15:00:53
2022-09-27 00:20:06,580 - easytorch-training - INFO - Epoch 9 / 100
2022-09-27 00:28:22,246 - easytorch-training - INFO - Result <train>: [train_time: 495.67 (s), lr: 5.00e-04, train_MAE: 3.6871, train_RMSE: 7.6011, train_MAPE: 0.1101]
2022-09-27 00:28:22,248 - easytorch-training - INFO - Start validation.
2022-09-27 00:28:46,247 - easytorch-training - INFO - Result <val>: [val_time: 24.00 (s), val_MAE: 3.6316, val_RMSE: 7.6715, val_MAPE: 0.1053]
2022-09-27 00:28:46,283 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 00:29:31,310 - easytorch-training - INFO - Result <test>: [test_time: 45.03 (s), test_MAE: 3.4495, test_RMSE: 7.1535, test_MAPE: 0.0908]
2022-09-27 00:29:31,343 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_009.pt saved
2022-09-27 00:29:31,343 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:59:06
2022-09-27 00:29:31,343 - easytorch-training - INFO - Epoch 10 / 100
2022-09-27 00:37:48,999 - easytorch-training - INFO - Result <train>: [train_time: 497.66 (s), lr: 5.00e-04, train_MAE: 3.6509, train_RMSE: 7.5269, train_MAPE: 0.1086]
2022-09-27 00:37:49,001 - easytorch-training - INFO - Start validation.
2022-09-27 00:38:12,989 - easytorch-training - INFO - Result <val>: [val_time: 23.99 (s), val_MAE: 3.6395, val_RMSE: 7.6617, val_MAPE: 0.1066]
2022-09-27 00:38:58,591 - easytorch-training - INFO - Result <test>: [test_time: 45.60 (s), test_MAE: 3.1713, test_RMSE: 6.5592, test_MAPE: 0.0845]
2022-09-27 00:38:58,625 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_010.pt saved
2022-09-27 00:38:58,634 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:58:05
2022-09-27 00:38:58,634 - easytorch-training - INFO - Epoch 11 / 100
2022-09-27 00:47:16,434 - easytorch-training - INFO - Result <train>: [train_time: 497.80 (s), lr: 5.00e-04, train_MAE: 3.6186, train_RMSE: 7.4626, train_MAPE: 0.1073]
2022-09-27 00:47:16,435 - easytorch-training - INFO - Start validation.
2022-09-27 00:47:40,419 - easytorch-training - INFO - Result <val>: [val_time: 23.98 (s), val_MAE: 3.6036, val_RMSE: 7.6467, val_MAPE: 0.1060]
2022-09-27 00:47:40,457 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 00:48:25,768 - easytorch-training - INFO - Result <test>: [test_time: 45.31 (s), test_MAE: 3.5903, test_RMSE: 7.5715, test_MAPE: 0.0983]
2022-09-27 00:48:25,803 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_011.pt saved
2022-09-27 00:48:25,803 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:57:15
2022-09-27 00:48:25,803 - easytorch-training - INFO - Epoch 12 / 100
2022-09-27 00:56:46,917 - easytorch-training - INFO - Result <train>: [train_time: 501.11 (s), lr: 5.00e-04, train_MAE: 3.5943, train_RMSE: 7.4133, train_MAPE: 0.1063]
2022-09-27 00:56:46,919 - easytorch-training - INFO - Start validation.
2022-09-27 00:57:11,115 - easytorch-training - INFO - Result <val>: [val_time: 24.20 (s), val_MAE: 3.6240, val_RMSE: 7.6998, val_MAPE: 0.1082]
2022-09-27 00:57:56,579 - easytorch-training - INFO - Result <test>: [test_time: 45.46 (s), test_MAE: 3.5565, test_RMSE: 7.6077, test_MAPE: 0.1042]
2022-09-27 00:57:56,607 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_012.pt saved
2022-09-27 00:57:56,607 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:57:03
2022-09-27 00:57:56,607 - easytorch-training - INFO - Epoch 13 / 100
2022-09-27 01:06:14,589 - easytorch-training - INFO - Result <train>: [train_time: 497.98 (s), lr: 5.00e-04, train_MAE: 3.5744, train_RMSE: 7.3754, train_MAPE: 0.1055]
2022-09-27 01:06:14,591 - easytorch-training - INFO - Start validation.
2022-09-27 01:06:39,059 - easytorch-training - INFO - Result <val>: [val_time: 24.47 (s), val_MAE: 3.6446, val_RMSE: 7.7371, val_MAPE: 0.1062]
2022-09-27 01:07:24,179 - easytorch-training - INFO - Result <test>: [test_time: 45.12 (s), test_MAE: 3.2275, test_RMSE: 6.6920, test_MAPE: 0.0869]
2022-09-27 01:07:24,214 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_013.pt saved
2022-09-27 01:07:24,214 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:56:28
2022-09-27 01:07:24,214 - easytorch-training - INFO - Epoch 14 / 100
2022-09-27 01:15:41,027 - easytorch-training - INFO - Result <train>: [train_time: 496.81 (s), lr: 5.00e-04, train_MAE: 3.5549, train_RMSE: 7.3341, train_MAPE: 0.1047]
2022-09-27 01:15:41,029 - easytorch-training - INFO - Start validation.
2022-09-27 01:16:04,980 - easytorch-training - INFO - Result <val>: [val_time: 23.95 (s), val_MAE: 3.6124, val_RMSE: 7.6493, val_MAPE: 0.1051]
2022-09-27 01:16:50,398 - easytorch-training - INFO - Result <test>: [test_time: 45.42 (s), test_MAE: 3.3832, test_RMSE: 7.1127, test_MAPE: 0.0944]
2022-09-27 01:16:50,431 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_014.pt saved
2022-09-27 01:16:50,432 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:55:48
2022-09-27 01:16:50,432 - easytorch-training - INFO - Epoch 15 / 100
2022-09-27 01:25:08,010 - easytorch-training - INFO - Result <train>: [train_time: 497.58 (s), lr: 5.00e-04, train_MAE: 3.5371, train_RMSE: 7.2991, train_MAPE: 0.1040]
2022-09-27 01:25:08,012 - easytorch-training - INFO - Start validation.
2022-09-27 01:25:32,396 - easytorch-training - INFO - Result <val>: [val_time: 24.38 (s), val_MAE: 3.5850, val_RMSE: 7.5877, val_MAPE: 0.1019]
2022-09-27 01:25:32,433 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 01:26:15,483 - easytorch-training - INFO - Result <test>: [test_time: 43.05 (s), test_MAE: 3.5994, test_RMSE: 7.5485, test_MAPE: 0.0995]
2022-09-27 01:26:15,508 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_015.pt saved
2022-09-27 01:26:15,509 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:55:06
2022-09-27 01:26:15,509 - easytorch-training - INFO - Epoch 16 / 100
2022-09-27 01:34:33,546 - easytorch-training - INFO - Result <train>: [train_time: 498.04 (s), lr: 5.00e-04, train_MAE: 3.5213, train_RMSE: 7.2689, train_MAPE: 0.1034]
2022-09-27 01:34:33,548 - easytorch-training - INFO - Start validation.
2022-09-27 01:34:57,521 - easytorch-training - INFO - Result <val>: [val_time: 23.97 (s), val_MAE: 3.5707, val_RMSE: 7.6034, val_MAPE: 0.1018]
2022-09-27 01:34:57,559 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 01:35:42,403 - easytorch-training - INFO - Result <test>: [test_time: 44.84 (s), test_MAE: 3.2787, test_RMSE: 6.7652, test_MAPE: 0.0816]
2022-09-27 01:35:42,436 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_016.pt saved
2022-09-27 01:35:42,437 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:54:41
2022-09-27 01:35:42,437 - easytorch-training - INFO - Epoch 17 / 100
2022-09-27 01:43:56,608 - easytorch-training - INFO - Result <train>: [train_time: 494.17 (s), lr: 5.00e-04, train_MAE: 3.5085, train_RMSE: 7.2411, train_MAPE: 0.1029]
2022-09-27 01:43:56,610 - easytorch-training - INFO - Start validation.
2022-09-27 01:44:20,552 - easytorch-training - INFO - Result <val>: [val_time: 23.94 (s), val_MAE: 3.5786, val_RMSE: 7.5689, val_MAPE: 0.1017]
2022-09-27 01:45:06,079 - easytorch-training - INFO - Result <test>: [test_time: 45.52 (s), test_MAE: 3.3453, test_RMSE: 7.1061, test_MAPE: 0.0911]
2022-09-27 01:45:06,109 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_017.pt saved
2022-09-27 01:45:06,109 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:54:00
2022-09-27 01:45:06,109 - easytorch-training - INFO - Epoch 18 / 100
2022-09-27 01:53:24,397 - easytorch-training - INFO - Result <train>: [train_time: 498.29 (s), lr: 5.00e-04, train_MAE: 3.4939, train_RMSE: 7.2112, train_MAPE: 0.1023]
2022-09-27 01:53:24,399 - easytorch-training - INFO - Start validation.
2022-09-27 01:53:48,565 - easytorch-training - INFO - Result <val>: [val_time: 24.17 (s), val_MAE: 3.6023, val_RMSE: 7.6525, val_MAPE: 0.1036]
2022-09-27 01:54:33,334 - easytorch-training - INFO - Result <test>: [test_time: 44.77 (s), test_MAE: 3.2785, test_RMSE: 7.0385, test_MAPE: 0.0925]
2022-09-27 01:54:33,369 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_018.pt saved
2022-09-27 01:54:33,369 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:53:43
2022-09-27 01:54:33,369 - easytorch-training - INFO - Epoch 19 / 100
2022-09-27 02:02:48,895 - easytorch-training - INFO - Result <train>: [train_time: 495.53 (s), lr: 5.00e-04, train_MAE: 3.4818, train_RMSE: 7.1864, train_MAPE: 0.1018]
2022-09-27 02:02:48,897 - easytorch-training - INFO - Start validation.
2022-09-27 02:03:13,221 - easytorch-training - INFO - Result <val>: [val_time: 24.32 (s), val_MAE: 3.6146, val_RMSE: 7.7146, val_MAPE: 0.1041]
2022-09-27 02:03:58,583 - easytorch-training - INFO - Result <test>: [test_time: 45.36 (s), test_MAE: 3.4277, test_RMSE: 7.2793, test_MAPE: 0.0953]
2022-09-27 02:03:58,616 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_019.pt saved
2022-09-27 02:03:58,616 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:53:17
2022-09-27 02:03:58,616 - easytorch-training - INFO - Epoch 20 / 100
2022-09-27 02:12:14,066 - easytorch-training - INFO - Result <train>: [train_time: 495.45 (s), lr: 5.00e-04, train_MAE: 3.4708, train_RMSE: 7.1636, train_MAPE: 0.1013]
2022-09-27 02:12:14,068 - easytorch-training - INFO - Start validation.
2022-09-27 02:12:37,896 - easytorch-training - INFO - Result <val>: [val_time: 23.83 (s), val_MAE: 3.5717, val_RMSE: 7.6440, val_MAPE: 0.1039]
2022-09-27 02:13:23,538 - easytorch-training - INFO - Result <test>: [test_time: 45.64 (s), test_MAE: 3.2922, test_RMSE: 7.1026, test_MAPE: 0.0919]
2022-09-27 02:13:23,571 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_020.pt saved
2022-09-27 02:13:23,580 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:53
2022-09-27 02:13:23,581 - easytorch-training - INFO - Epoch 21 / 100
2022-09-27 02:21:41,131 - easytorch-training - INFO - Result <train>: [train_time: 497.55 (s), lr: 5.00e-04, train_MAE: 3.4576, train_RMSE: 7.1349, train_MAPE: 0.1008]
2022-09-27 02:21:41,133 - easytorch-training - INFO - Start validation.
2022-09-27 02:22:05,129 - easytorch-training - INFO - Result <val>: [val_time: 24.00 (s), val_MAE: 3.5939, val_RMSE: 7.6907, val_MAPE: 0.1033]
2022-09-27 02:22:51,285 - easytorch-training - INFO - Result <test>: [test_time: 46.15 (s), test_MAE: 3.4901, test_RMSE: 7.3494, test_MAPE: 0.0977]
2022-09-27 02:22:51,318 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_021.pt saved
2022-09-27 02:22:51,318 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:44
2022-09-27 02:22:51,318 - easytorch-training - INFO - Epoch 22 / 100
2022-09-27 02:31:08,117 - easytorch-training - INFO - Result <train>: [train_time: 496.80 (s), lr: 5.00e-04, train_MAE: 3.4492, train_RMSE: 7.1194, train_MAPE: 0.1005]
2022-09-27 02:31:08,119 - easytorch-training - INFO - Start validation.
2022-09-27 02:31:32,547 - easytorch-training - INFO - Result <val>: [val_time: 24.43 (s), val_MAE: 3.5541, val_RMSE: 7.5810, val_MAPE: 0.1025]
2022-09-27 02:31:32,585 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 02:32:17,636 - easytorch-training - INFO - Result <test>: [test_time: 45.05 (s), test_MAE: 3.4263, test_RMSE: 7.3733, test_MAPE: 0.0944]
2022-09-27 02:32:17,671 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_022.pt saved
2022-09-27 02:32:17,672 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:29
2022-09-27 02:32:17,672 - easytorch-training - INFO - Epoch 23 / 100
2022-09-27 02:40:34,110 - easytorch-training - INFO - Result <train>: [train_time: 496.44 (s), lr: 5.00e-04, train_MAE: 3.4387, train_RMSE: 7.0962, train_MAPE: 0.1001]
2022-09-27 02:40:34,112 - easytorch-training - INFO - Start validation.
2022-09-27 02:40:57,065 - easytorch-training - INFO - Result <val>: [val_time: 22.95 (s), val_MAE: 3.5665, val_RMSE: 7.5923, val_MAPE: 0.1022]
2022-09-27 02:41:42,618 - easytorch-training - INFO - Result <test>: [test_time: 45.55 (s), test_MAE: 3.2674, test_RMSE: 6.8227, test_MAPE: 0.0873]
2022-09-27 02:41:42,646 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_023.pt saved
2022-09-27 02:41:42,646 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:10
2022-09-27 02:41:42,646 - easytorch-training - INFO - Epoch 24 / 100
2022-09-27 02:50:02,073 - easytorch-training - INFO - Result <train>: [train_time: 499.43 (s), lr: 5.00e-04, train_MAE: 3.4269, train_RMSE: 7.0709, train_MAPE: 0.0996]
2022-09-27 02:50:02,075 - easytorch-training - INFO - Start validation.
2022-09-27 02:50:26,215 - easytorch-training - INFO - Result <val>: [val_time: 24.14 (s), val_MAE: 3.5986, val_RMSE: 7.6932, val_MAPE: 0.1027]
2022-09-27 02:51:11,845 - easytorch-training - INFO - Result <test>: [test_time: 45.63 (s), test_MAE: 3.3421, test_RMSE: 7.0997, test_MAPE: 0.0886]
2022-09-27 02:51:11,876 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_024.pt saved
2022-09-27 02:51:11,876 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:10
2022-09-27 02:51:11,876 - easytorch-training - INFO - Epoch 25 / 100
2022-09-27 02:59:31,611 - easytorch-training - INFO - Result <train>: [train_time: 499.73 (s), lr: 5.00e-04, train_MAE: 3.4167, train_RMSE: 7.0485, train_MAPE: 0.0992]
2022-09-27 02:59:31,613 - easytorch-training - INFO - Start validation.
2022-09-27 02:59:55,795 - easytorch-training - INFO - Result <val>: [val_time: 24.18 (s), val_MAE: 3.5492, val_RMSE: 7.5331, val_MAPE: 0.1020]
2022-09-27 02:59:55,829 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 03:00:40,055 - easytorch-training - INFO - Result <test>: [test_time: 44.23 (s), test_MAE: 3.3105, test_RMSE: 7.0258, test_MAPE: 0.0915]
2022-09-27 03:00:40,090 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_025.pt saved
2022-09-27 03:00:40,090 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:06
2022-09-27 03:00:40,090 - easytorch-training - INFO - Epoch 26 / 100
2022-09-27 03:09:01,498 - easytorch-training - INFO - Result <train>: [train_time: 501.41 (s), lr: 5.00e-04, train_MAE: 3.4129, train_RMSE: 7.0394, train_MAPE: 0.0990]
2022-09-27 03:09:01,500 - easytorch-training - INFO - Start validation.
2022-09-27 03:09:25,729 - easytorch-training - INFO - Result <val>: [val_time: 24.23 (s), val_MAE: 3.5804, val_RMSE: 7.6264, val_MAPE: 0.1004]
2022-09-27 03:10:10,815 - easytorch-training - INFO - Result <test>: [test_time: 45.09 (s), test_MAE: 3.3565, test_RMSE: 7.1430, test_MAPE: 0.0933]
2022-09-27 03:10:10,850 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_026.pt saved
2022-09-27 03:10:10,850 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:13
2022-09-27 03:10:10,851 - easytorch-training - INFO - Epoch 27 / 100
2022-09-27 03:18:30,135 - easytorch-training - INFO - Result <train>: [train_time: 499.28 (s), lr: 5.00e-04, train_MAE: 3.4029, train_RMSE: 7.0178, train_MAPE: 0.0986]
2022-09-27 03:18:30,137 - easytorch-training - INFO - Start validation.
2022-09-27 03:18:54,064 - easytorch-training - INFO - Result <val>: [val_time: 23.93 (s), val_MAE: 3.5604, val_RMSE: 7.6372, val_MAPE: 0.1028]
2022-09-27 03:19:39,591 - easytorch-training - INFO - Result <test>: [test_time: 45.52 (s), test_MAE: 3.2026, test_RMSE: 6.7296, test_MAPE: 0.0875]
2022-09-27 03:19:39,626 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_027.pt saved
2022-09-27 03:19:39,626 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:11
2022-09-27 03:19:39,626 - easytorch-training - INFO - Epoch 28 / 100
2022-09-27 03:27:52,573 - easytorch-training - INFO - Result <train>: [train_time: 492.95 (s), lr: 5.00e-04, train_MAE: 3.3928, train_RMSE: 6.9961, train_MAPE: 0.0982]
2022-09-27 03:27:52,575 - easytorch-training - INFO - Start validation.
2022-09-27 03:28:16,793 - easytorch-training - INFO - Result <val>: [val_time: 24.22 (s), val_MAE: 3.5868, val_RMSE: 7.6370, val_MAPE: 0.1014]
2022-09-27 03:29:00,936 - easytorch-training - INFO - Result <test>: [test_time: 44.14 (s), test_MAE: 3.3898, test_RMSE: 7.1499, test_MAPE: 0.0875]
2022-09-27 03:29:00,970 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_028.pt saved
2022-09-27 03:29:00,971 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:43
2022-09-27 03:29:00,971 - easytorch-training - INFO - Epoch 29 / 100
2022-09-27 03:37:17,707 - easytorch-training - INFO - Result <train>: [train_time: 496.74 (s), lr: 5.00e-04, train_MAE: 3.3845, train_RMSE: 6.9772, train_MAPE: 0.0979]
2022-09-27 03:37:17,709 - easytorch-training - INFO - Start validation.
2022-09-27 03:37:42,020 - easytorch-training - INFO - Result <val>: [val_time: 24.31 (s), val_MAE: 3.5429, val_RMSE: 7.5934, val_MAPE: 0.1029]
2022-09-27 03:37:42,056 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_best_val_MAE.pt saved
2022-09-27 03:38:27,010 - easytorch-training - INFO - Result <test>: [test_time: 44.95 (s), test_MAE: 3.2074, test_RMSE: 6.8313, test_MAPE: 0.0834]
2022-09-27 03:38:27,045 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_029.pt saved
2022-09-27 03:38:27,046 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:33
2022-09-27 03:38:27,046 - easytorch-training - INFO - Epoch 30 / 100
2022-09-27 03:46:46,149 - easytorch-training - INFO - Result <train>: [train_time: 499.10 (s), lr: 5.00e-04, train_MAE: 3.3751, train_RMSE: 6.9562, train_MAPE: 0.0975]
2022-09-27 03:46:46,151 - easytorch-training - INFO - Start validation.
2022-09-27 03:47:10,268 - easytorch-training - INFO - Result <val>: [val_time: 24.12 (s), val_MAE: 3.5538, val_RMSE: 7.6262, val_MAPE: 0.1021]
2022-09-27 03:47:55,628 - easytorch-training - INFO - Result <test>: [test_time: 45.36 (s), test_MAE: 3.4570, test_RMSE: 7.4365, test_MAPE: 0.0943]
2022-09-27 03:47:55,655 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_030.pt saved
2022-09-27 03:47:55,665 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:32
2022-09-27 03:47:55,665 - easytorch-training - INFO - Epoch 31 / 100
2022-09-27 03:56:11,921 - easytorch-training - INFO - Result <train>: [train_time: 496.26 (s), lr: 5.00e-04, train_MAE: 3.3705, train_RMSE: 6.9476, train_MAPE: 0.0974]
2022-09-27 03:56:11,923 - easytorch-training - INFO - Start validation.
2022-09-27 03:56:35,814 - easytorch-training - INFO - Result <val>: [val_time: 23.89 (s), val_MAE: 3.6076, val_RMSE: 7.7329, val_MAPE: 0.1033]
2022-09-27 03:57:20,925 - easytorch-training - INFO - Result <test>: [test_time: 45.11 (s), test_MAE: 3.1861, test_RMSE: 6.7780, test_MAPE: 0.0846]
2022-09-27 03:57:20,962 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_031.pt saved
2022-09-27 03:57:20,962 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:21
2022-09-27 03:57:20,962 - easytorch-training - INFO - Epoch 32 / 100
2022-09-27 04:05:38,555 - easytorch-training - INFO - Result <train>: [train_time: 497.59 (s), lr: 5.00e-04, train_MAE: 3.3625, train_RMSE: 6.9289, train_MAPE: 0.0970]
2022-09-27 04:05:38,557 - easytorch-training - INFO - Start validation.
2022-09-27 04:06:02,812 - easytorch-training - INFO - Result <val>: [val_time: 24.25 (s), val_MAE: 3.6065, val_RMSE: 7.7336, val_MAPE: 0.1031]
2022-09-27 04:06:48,336 - easytorch-training - INFO - Result <test>: [test_time: 45.52 (s), test_MAE: 3.4199, test_RMSE: 7.4356, test_MAPE: 0.0968]
2022-09-27 04:06:48,369 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_032.pt saved
2022-09-27 04:06:48,370 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:17
2022-09-27 04:06:48,370 - easytorch-training - INFO - Epoch 33 / 100
2022-09-27 04:15:11,352 - easytorch-training - INFO - Result <train>: [train_time: 502.98 (s), lr: 5.00e-04, train_MAE: 3.3553, train_RMSE: 6.9122, train_MAPE: 0.0967]
2022-09-27 04:15:11,354 - easytorch-training - INFO - Start validation.
2022-09-27 04:15:35,719 - easytorch-training - INFO - Result <val>: [val_time: 24.36 (s), val_MAE: 3.5605, val_RMSE: 7.5980, val_MAPE: 0.1019]
2022-09-27 04:16:21,474 - easytorch-training - INFO - Result <test>: [test_time: 45.75 (s), test_MAE: 3.4908, test_RMSE: 7.4721, test_MAPE: 0.1002]
2022-09-27 04:16:21,509 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_033.pt saved
2022-09-27 04:16:21,509 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:30
2022-09-27 04:16:21,509 - easytorch-training - INFO - Epoch 34 / 100
2022-09-27 04:24:38,795 - easytorch-training - INFO - Result <train>: [train_time: 497.29 (s), lr: 5.00e-04, train_MAE: 3.3498, train_RMSE: 6.8999, train_MAPE: 0.0965]
2022-09-27 04:24:38,797 - easytorch-training - INFO - Start validation.
2022-09-27 04:25:02,787 - easytorch-training - INFO - Result <val>: [val_time: 23.99 (s), val_MAE: 3.5711, val_RMSE: 7.6149, val_MAPE: 0.1006]
2022-09-27 04:25:48,776 - easytorch-training - INFO - Result <test>: [test_time: 45.99 (s), test_MAE: 3.3265, test_RMSE: 6.9819, test_MAPE: 0.0885]
2022-09-27 04:25:48,811 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_034.pt saved
2022-09-27 04:25:48,811 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:26
2022-09-27 04:25:48,811 - easytorch-training - INFO - Epoch 35 / 100
2022-09-27 04:34:02,858 - easytorch-training - INFO - Result <train>: [train_time: 494.05 (s), lr: 5.00e-04, train_MAE: 3.3436, train_RMSE: 6.8861, train_MAPE: 0.0962]
2022-09-27 04:34:02,860 - easytorch-training - INFO - Start validation.
2022-09-27 04:34:27,109 - easytorch-training - INFO - Result <val>: [val_time: 24.25 (s), val_MAE: 3.5606, val_RMSE: 7.6292, val_MAPE: 0.1020]
2022-09-27 04:35:12,510 - easytorch-training - INFO - Result <test>: [test_time: 45.40 (s), test_MAE: 3.2509, test_RMSE: 6.8922, test_MAPE: 0.0894]
2022-09-27 04:35:12,543 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_035.pt saved
2022-09-27 04:35:12,543 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:51:12
2022-09-27 04:35:12,543 - easytorch-training - INFO - Epoch 36 / 100
2022-09-27 04:43:27,368 - easytorch-training - INFO - Result <train>: [train_time: 494.82 (s), lr: 5.00e-04, train_MAE: 3.3376, train_RMSE: 6.8730, train_MAPE: 0.0960]
2022-09-27 04:43:27,370 - easytorch-training - INFO - Start validation.
2022-09-27 04:43:50,310 - easytorch-training - INFO - Result <val>: [val_time: 22.94 (s), val_MAE: 3.5952, val_RMSE: 7.6630, val_MAPE: 0.1017]
2022-09-27 04:44:36,360 - easytorch-training - INFO - Result <test>: [test_time: 46.05 (s), test_MAE: 3.3789, test_RMSE: 7.1516, test_MAPE: 0.0954]
2022-09-27 04:44:36,394 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_036.pt saved
2022-09-27 04:44:36,395 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:59
2022-09-27 04:44:36,395 - easytorch-training - INFO - Epoch 37 / 100
2022-09-27 04:52:52,360 - easytorch-training - INFO - Result <train>: [train_time: 495.96 (s), lr: 5.00e-04, train_MAE: 3.3312, train_RMSE: 6.8579, train_MAPE: 0.0958]
2022-09-27 04:52:52,361 - easytorch-training - INFO - Start validation.
2022-09-27 04:53:16,015 - easytorch-training - INFO - Result <val>: [val_time: 23.65 (s), val_MAE: 3.5997, val_RMSE: 7.7151, val_MAPE: 0.1029]
2022-09-27 04:54:01,538 - easytorch-training - INFO - Result <test>: [test_time: 45.52 (s), test_MAE: 3.4157, test_RMSE: 7.1922, test_MAPE: 0.0898]
2022-09-27 04:54:01,572 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_037.pt saved
2022-09-27 04:54:01,572 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:50
2022-09-27 04:54:01,572 - easytorch-training - INFO - Epoch 38 / 100
2022-09-27 05:02:19,364 - easytorch-training - INFO - Result <train>: [train_time: 497.79 (s), lr: 5.00e-04, train_MAE: 3.3249, train_RMSE: 6.8445, train_MAPE: 0.0955]
2022-09-27 05:02:19,366 - easytorch-training - INFO - Start validation.
2022-09-27 05:02:43,904 - easytorch-training - INFO - Result <val>: [val_time: 24.54 (s), val_MAE: 3.5876, val_RMSE: 7.6686, val_MAPE: 0.1028]
2022-09-27 05:03:29,443 - easytorch-training - INFO - Result <test>: [test_time: 45.54 (s), test_MAE: 3.2847, test_RMSE: 6.9825, test_MAPE: 0.0885]
2022-09-27 05:03:29,477 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_038.pt saved
2022-09-27 05:03:29,477 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:48
2022-09-27 05:03:29,477 - easytorch-training - INFO - Epoch 39 / 100
2022-09-27 05:11:45,964 - easytorch-training - INFO - Result <train>: [train_time: 496.49 (s), lr: 5.00e-04, train_MAE: 3.3189, train_RMSE: 6.8306, train_MAPE: 0.0952]
2022-09-27 05:11:45,966 - easytorch-training - INFO - Start validation.
2022-09-27 05:12:10,439 - easytorch-training - INFO - Result <val>: [val_time: 24.47 (s), val_MAE: 3.6170, val_RMSE: 7.7460, val_MAPE: 0.1042]
2022-09-27 05:12:56,080 - easytorch-training - INFO - Result <test>: [test_time: 45.64 (s), test_MAE: 3.4051, test_RMSE: 7.2521, test_MAPE: 0.0931]
2022-09-27 05:12:56,113 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_039.pt saved
2022-09-27 05:12:56,114 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:44
2022-09-27 05:12:56,114 - easytorch-training - INFO - Epoch 40 / 100
2022-09-27 05:21:04,306 - easytorch-training - INFO - Result <train>: [train_time: 488.19 (s), lr: 5.00e-04, train_MAE: 3.3154, train_RMSE: 6.8215, train_MAPE: 0.0951]
2022-09-27 05:21:04,308 - easytorch-training - INFO - Start validation.
2022-09-27 05:21:28,020 - easytorch-training - INFO - Result <val>: [val_time: 23.71 (s), val_MAE: 3.5964, val_RMSE: 7.6851, val_MAPE: 0.1029]
2022-09-27 05:22:13,276 - easytorch-training - INFO - Result <test>: [test_time: 45.25 (s), test_MAE: 3.4114, test_RMSE: 7.2648, test_MAPE: 0.0911]
2022-09-27 05:22:13,310 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_040.pt saved
2022-09-27 05:22:13,319 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:16
2022-09-27 05:22:13,319 - easytorch-training - INFO - Epoch 41 / 100
2022-09-27 05:30:29,959 - easytorch-training - INFO - Result <train>: [train_time: 496.64 (s), lr: 5.00e-04, train_MAE: 3.3093, train_RMSE: 6.8081, train_MAPE: 0.0949]
2022-09-27 05:30:29,961 - easytorch-training - INFO - Start validation.
2022-09-27 05:30:54,284 - easytorch-training - INFO - Result <val>: [val_time: 24.32 (s), val_MAE: 3.6054, val_RMSE: 7.7274, val_MAPE: 0.1027]
2022-09-27 05:31:39,685 - easytorch-training - INFO - Result <test>: [test_time: 45.40 (s), test_MAE: 3.2702, test_RMSE: 6.9144, test_MAPE: 0.0861]
2022-09-27 05:31:39,718 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_041.pt saved
2022-09-27 05:31:39,718 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:12
2022-09-27 05:31:39,718 - easytorch-training - INFO - Epoch 42 / 100
2022-09-27 05:39:58,654 - easytorch-training - INFO - Result <train>: [train_time: 498.94 (s), lr: 5.00e-04, train_MAE: 3.3052, train_RMSE: 6.7985, train_MAPE: 0.0947]
2022-09-27 05:39:58,656 - easytorch-training - INFO - Start validation.
2022-09-27 05:40:22,622 - easytorch-training - INFO - Result <val>: [val_time: 23.97 (s), val_MAE: 3.5738, val_RMSE: 7.6399, val_MAPE: 0.1007]
2022-09-27 05:41:08,200 - easytorch-training - INFO - Result <test>: [test_time: 45.58 (s), test_MAE: 3.4261, test_RMSE: 7.3726, test_MAPE: 0.0900]
2022-09-27 05:41:08,234 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_042.pt saved
2022-09-27 05:41:08,234 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:13
2022-09-27 05:41:08,234 - easytorch-training - INFO - Epoch 43 / 100
2022-09-27 05:49:27,831 - easytorch-training - INFO - Result <train>: [train_time: 499.60 (s), lr: 5.00e-04, train_MAE: 3.3014, train_RMSE: 6.7893, train_MAPE: 0.0945]
2022-09-27 05:49:27,834 - easytorch-training - INFO - Start validation.
2022-09-27 05:49:51,787 - easytorch-training - INFO - Result <val>: [val_time: 23.95 (s), val_MAE: 3.6137, val_RMSE: 7.7425, val_MAPE: 0.1028]
2022-09-27 05:50:36,937 - easytorch-training - INFO - Result <test>: [test_time: 45.15 (s), test_MAE: 3.4197, test_RMSE: 7.1786, test_MAPE: 0.0921]
2022-09-27 05:50:36,971 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_043.pt saved
2022-09-27 05:50:36,972 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:15
2022-09-27 05:50:36,972 - easytorch-training - INFO - Epoch 44 / 100
2022-09-27 05:58:54,033 - easytorch-training - INFO - Result <train>: [train_time: 497.06 (s), lr: 5.00e-04, train_MAE: 3.2963, train_RMSE: 6.7767, train_MAPE: 0.0943]
2022-09-27 05:58:54,035 - easytorch-training - INFO - Start validation.
2022-09-27 05:59:18,153 - easytorch-training - INFO - Result <val>: [val_time: 24.12 (s), val_MAE: 3.6260, val_RMSE: 7.7270, val_MAPE: 0.1018]
2022-09-27 06:00:02,701 - easytorch-training - INFO - Result <test>: [test_time: 44.55 (s), test_MAE: 3.2597, test_RMSE: 6.8880, test_MAPE: 0.0866]
2022-09-27 06:00:02,723 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_044.pt saved
2022-09-27 06:00:02,723 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:10
2022-09-27 06:00:02,723 - easytorch-training - INFO - Epoch 45 / 100
2022-09-27 06:08:20,793 - easytorch-training - INFO - Result <train>: [train_time: 498.07 (s), lr: 5.00e-04, train_MAE: 3.2894, train_RMSE: 6.7614, train_MAPE: 0.0940]
2022-09-27 06:08:20,795 - easytorch-training - INFO - Start validation.
2022-09-27 06:08:45,023 - easytorch-training - INFO - Result <val>: [val_time: 24.23 (s), val_MAE: 3.6334, val_RMSE: 7.7814, val_MAPE: 0.1026]
2022-09-27 06:09:29,966 - easytorch-training - INFO - Result <test>: [test_time: 44.94 (s), test_MAE: 3.4631, test_RMSE: 7.3323, test_MAPE: 0.0927]
2022-09-27 06:09:30,013 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_045.pt saved
2022-09-27 06:09:30,014 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:08
2022-09-27 06:09:30,014 - easytorch-training - INFO - Epoch 46 / 100
2022-09-27 06:17:49,759 - easytorch-training - INFO - Result <train>: [train_time: 499.74 (s), lr: 5.00e-04, train_MAE: 3.2851, train_RMSE: 6.7517, train_MAPE: 0.0939]
2022-09-27 06:17:49,761 - easytorch-training - INFO - Start validation.
2022-09-27 06:18:13,692 - easytorch-training - INFO - Result <val>: [val_time: 23.93 (s), val_MAE: 3.5793, val_RMSE: 7.6663, val_MAPE: 0.1022]
2022-09-27 06:18:59,369 - easytorch-training - INFO - Result <test>: [test_time: 45.67 (s), test_MAE: 3.4819, test_RMSE: 7.5059, test_MAPE: 0.0988]
2022-09-27 06:18:59,402 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_046.pt saved
2022-09-27 06:18:59,402 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:11
2022-09-27 06:18:59,402 - easytorch-training - INFO - Epoch 47 / 100
2022-09-27 06:27:17,128 - easytorch-training - INFO - Result <train>: [train_time: 497.73 (s), lr: 5.00e-04, train_MAE: 3.2818, train_RMSE: 6.7429, train_MAPE: 0.0937]
2022-09-27 06:27:17,129 - easytorch-training - INFO - Start validation.
2022-09-27 06:27:41,256 - easytorch-training - INFO - Result <val>: [val_time: 24.13 (s), val_MAE: 3.6073, val_RMSE: 7.7179, val_MAPE: 0.1024]
2022-09-27 06:28:27,085 - easytorch-training - INFO - Result <test>: [test_time: 45.83 (s), test_MAE: 3.4346, test_RMSE: 7.3167, test_MAPE: 0.0940]
2022-09-27 06:28:27,120 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_047.pt saved
2022-09-27 06:28:27,120 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:11
2022-09-27 06:28:27,120 - easytorch-training - INFO - Epoch 48 / 100
2022-09-27 06:36:39,897 - easytorch-training - INFO - Result <train>: [train_time: 492.78 (s), lr: 5.00e-04, train_MAE: 3.2781, train_RMSE: 6.7344, train_MAPE: 0.0936]
2022-09-27 06:36:39,899 - easytorch-training - INFO - Start validation.
2022-09-27 06:37:03,993 - easytorch-training - INFO - Result <val>: [val_time: 24.09 (s), val_MAE: 3.6230, val_RMSE: 7.7548, val_MAPE: 0.1015]
2022-09-27 06:37:49,251 - easytorch-training - INFO - Result <test>: [test_time: 45.26 (s), test_MAE: 3.3964, test_RMSE: 7.2248, test_MAPE: 0.0939]
2022-09-27 06:37:49,285 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_048.pt saved
2022-09-27 06:37:49,286 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:58
2022-09-27 06:37:49,286 - easytorch-training - INFO - Epoch 49 / 100
2022-09-27 06:46:06,909 - easytorch-training - INFO - Result <train>: [train_time: 497.62 (s), lr: 5.00e-04, train_MAE: 3.2741, train_RMSE: 6.7235, train_MAPE: 0.0934]
2022-09-27 06:46:06,911 - easytorch-training - INFO - Start validation.
2022-09-27 06:46:31,406 - easytorch-training - INFO - Result <val>: [val_time: 24.49 (s), val_MAE: 3.6221, val_RMSE: 7.7305, val_MAPE: 0.1019]
2022-09-27 06:47:15,791 - easytorch-training - INFO - Result <test>: [test_time: 44.38 (s), test_MAE: 3.4776, test_RMSE: 7.3842, test_MAPE: 0.0905]
2022-09-27 06:47:15,823 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_049.pt saved
2022-09-27 06:47:15,824 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:56
2022-09-27 06:47:15,824 - easytorch-training - INFO - Epoch 50 / 100
2022-09-27 06:55:33,460 - easytorch-training - INFO - Result <train>: [train_time: 497.64 (s), lr: 5.00e-04, train_MAE: 3.2693, train_RMSE: 6.7124, train_MAPE: 0.0932]
2022-09-27 06:55:33,462 - easytorch-training - INFO - Start validation.
2022-09-27 06:55:57,814 - easytorch-training - INFO - Result <val>: [val_time: 24.35 (s), val_MAE: 3.5932, val_RMSE: 7.6944, val_MAPE: 0.1007]
2022-09-27 06:56:43,181 - easytorch-training - INFO - Result <test>: [test_time: 45.36 (s), test_MAE: 3.2567, test_RMSE: 6.9622, test_MAPE: 0.0893]
2022-09-27 06:56:43,219 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_050.pt saved
2022-09-27 06:56:43,228 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:55
2022-09-27 06:56:43,228 - easytorch-training - INFO - Epoch 51 / 100
2022-09-27 07:04:59,216 - easytorch-training - INFO - Result <train>: [train_time: 495.99 (s), lr: 2.50e-04, train_MAE: 3.2459, train_RMSE: 6.6615, train_MAPE: 0.0923]
2022-09-27 07:04:59,218 - easytorch-training - INFO - Start validation.
2022-09-27 07:05:23,718 - easytorch-training - INFO - Result <val>: [val_time: 24.50 (s), val_MAE: 3.5931, val_RMSE: 7.7170, val_MAPE: 0.1027]
2022-09-27 07:06:09,534 - easytorch-training - INFO - Result <test>: [test_time: 45.81 (s), test_MAE: 3.4122, test_RMSE: 7.2950, test_MAPE: 0.0897]
2022-09-27 07:06:09,569 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_051.pt saved
2022-09-27 07:06:09,569 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:52
2022-09-27 07:06:09,569 - easytorch-training - INFO - Epoch 52 / 100
2022-09-27 07:14:25,756 - easytorch-training - INFO - Result <train>: [train_time: 496.19 (s), lr: 2.50e-04, train_MAE: 3.2403, train_RMSE: 6.6486, train_MAPE: 0.0921]
2022-09-27 07:14:25,757 - easytorch-training - INFO - Start validation.
2022-09-27 07:14:50,162 - easytorch-training - INFO - Result <val>: [val_time: 24.40 (s), val_MAE: 3.5896, val_RMSE: 7.6810, val_MAPE: 0.1011]
2022-09-27 07:15:35,822 - easytorch-training - INFO - Result <test>: [test_time: 45.66 (s), test_MAE: 3.3305, test_RMSE: 6.9870, test_MAPE: 0.0872]
2022-09-27 07:15:35,855 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_052.pt saved
2022-09-27 07:15:35,855 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:49
2022-09-27 07:15:35,855 - easytorch-training - INFO - Epoch 53 / 100
2022-09-27 07:23:52,382 - easytorch-training - INFO - Result <train>: [train_time: 496.53 (s), lr: 2.50e-04, train_MAE: 3.2380, train_RMSE: 6.6419, train_MAPE: 0.0920]
2022-09-27 07:23:52,384 - easytorch-training - INFO - Start validation.
2022-09-27 07:24:17,019 - easytorch-training - INFO - Result <val>: [val_time: 24.63 (s), val_MAE: 3.6136, val_RMSE: 7.7509, val_MAPE: 0.1030]
2022-09-27 07:25:01,852 - easytorch-training - INFO - Result <test>: [test_time: 44.83 (s), test_MAE: 3.3408, test_RMSE: 7.2064, test_MAPE: 0.0877]
2022-09-27 07:25:01,889 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_053.pt saved
2022-09-27 07:25:01,889 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:46
2022-09-27 07:25:01,889 - easytorch-training - INFO - Epoch 54 / 100
2022-09-27 07:33:23,418 - easytorch-training - INFO - Result <train>: [train_time: 501.53 (s), lr: 2.50e-04, train_MAE: 3.2382, train_RMSE: 6.6417, train_MAPE: 0.0920]
2022-09-27 07:33:23,420 - easytorch-training - INFO - Start validation.
2022-09-27 07:33:47,740 - easytorch-training - INFO - Result <val>: [val_time: 24.32 (s), val_MAE: 3.5930, val_RMSE: 7.6997, val_MAPE: 0.1026]
2022-09-27 07:34:33,345 - easytorch-training - INFO - Result <test>: [test_time: 45.60 (s), test_MAE: 3.2964, test_RMSE: 7.0578, test_MAPE: 0.0919]
2022-09-27 07:34:33,380 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_054.pt saved
2022-09-27 07:34:33,380 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:53
2022-09-27 07:34:33,380 - easytorch-training - INFO - Epoch 55 / 100
2022-09-27 07:42:49,531 - easytorch-training - INFO - Result <train>: [train_time: 496.15 (s), lr: 2.50e-04, train_MAE: 3.2348, train_RMSE: 6.6346, train_MAPE: 0.0918]
2022-09-27 07:42:49,532 - easytorch-training - INFO - Start validation.
2022-09-27 07:43:13,950 - easytorch-training - INFO - Result <val>: [val_time: 24.42 (s), val_MAE: 3.5969, val_RMSE: 7.7196, val_MAPE: 0.1024]
2022-09-27 07:43:59,331 - easytorch-training - INFO - Result <test>: [test_time: 45.38 (s), test_MAE: 3.4549, test_RMSE: 7.3493, test_MAPE: 0.0933]
2022-09-27 07:43:59,364 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_055.pt saved
2022-09-27 07:43:59,364 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:49
2022-09-27 07:43:59,364 - easytorch-training - INFO - Epoch 56 / 100
2022-09-27 07:52:13,193 - easytorch-training - INFO - Result <train>: [train_time: 493.83 (s), lr: 2.50e-04, train_MAE: 3.2325, train_RMSE: 6.6284, train_MAPE: 0.0917]
2022-09-27 07:52:13,194 - easytorch-training - INFO - Start validation.
2022-09-27 07:52:37,640 - easytorch-training - INFO - Result <val>: [val_time: 24.45 (s), val_MAE: 3.5881, val_RMSE: 7.6656, val_MAPE: 0.1014]
2022-09-27 07:53:23,478 - easytorch-training - INFO - Result <test>: [test_time: 45.84 (s), test_MAE: 3.4671, test_RMSE: 7.4353, test_MAPE: 0.0906]
2022-09-27 07:53:23,513 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_056.pt saved
2022-09-27 07:53:23,513 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:43
2022-09-27 07:53:23,513 - easytorch-training - INFO - Epoch 57 / 100
2022-09-27 08:01:42,898 - easytorch-training - INFO - Result <train>: [train_time: 499.38 (s), lr: 2.50e-04, train_MAE: 3.2304, train_RMSE: 6.6221, train_MAPE: 0.0916]
2022-09-27 08:01:42,900 - easytorch-training - INFO - Start validation.
2022-09-27 08:02:05,843 - easytorch-training - INFO - Result <val>: [val_time: 22.94 (s), val_MAE: 3.5900, val_RMSE: 7.7041, val_MAPE: 0.1022]
2022-09-27 08:02:50,531 - easytorch-training - INFO - Result <test>: [test_time: 44.69 (s), test_MAE: 3.4617, test_RMSE: 7.3731, test_MAPE: 0.0939]
2022-09-27 08:02:50,563 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_057.pt saved
2022-09-27 08:02:50,564 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:42
2022-09-27 08:02:50,564 - easytorch-training - INFO - Epoch 58 / 100
2022-09-27 08:11:05,485 - easytorch-training - INFO - Result <train>: [train_time: 494.92 (s), lr: 2.50e-04, train_MAE: 3.2300, train_RMSE: 6.6214, train_MAPE: 0.0916]
2022-09-27 08:11:05,486 - easytorch-training - INFO - Start validation.
2022-09-27 08:11:29,167 - easytorch-training - INFO - Result <val>: [val_time: 23.68 (s), val_MAE: 3.6104, val_RMSE: 7.7497, val_MAPE: 0.1034]
2022-09-27 08:12:14,801 - easytorch-training - INFO - Result <test>: [test_time: 45.63 (s), test_MAE: 3.4085, test_RMSE: 7.3035, test_MAPE: 0.0948]
2022-09-27 08:12:14,835 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_058.pt saved
2022-09-27 08:12:14,835 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:36
2022-09-27 08:12:14,835 - easytorch-training - INFO - Epoch 59 / 100
2022-09-27 08:20:30,581 - easytorch-training - INFO - Result <train>: [train_time: 495.75 (s), lr: 2.50e-04, train_MAE: 3.2274, train_RMSE: 6.6163, train_MAPE: 0.0915]
2022-09-27 08:20:30,583 - easytorch-training - INFO - Start validation.
2022-09-27 08:20:54,217 - easytorch-training - INFO - Result <val>: [val_time: 23.63 (s), val_MAE: 3.6033, val_RMSE: 7.7338, val_MAPE: 0.1028]
2022-09-27 08:21:40,398 - easytorch-training - INFO - Result <test>: [test_time: 46.18 (s), test_MAE: 3.3769, test_RMSE: 7.2230, test_MAPE: 0.0931]
2022-09-27 08:21:40,433 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_059.pt saved
2022-09-27 08:21:40,433 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:32
2022-09-27 08:21:40,433 - easytorch-training - INFO - Epoch 60 / 100
2022-09-27 08:29:54,878 - easytorch-training - INFO - Result <train>: [train_time: 494.44 (s), lr: 2.50e-04, train_MAE: 3.2248, train_RMSE: 6.6094, train_MAPE: 0.0914]
2022-09-27 08:29:54,880 - easytorch-training - INFO - Start validation.
2022-09-27 08:30:19,052 - easytorch-training - INFO - Result <val>: [val_time: 24.17 (s), val_MAE: 3.6002, val_RMSE: 7.7186, val_MAPE: 0.1023]
2022-09-27 08:31:04,971 - easytorch-training - INFO - Result <test>: [test_time: 45.92 (s), test_MAE: 3.3366, test_RMSE: 7.1148, test_MAPE: 0.0874]
2022-09-27 08:31:05,004 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_060.pt saved
2022-09-27 08:31:05,015 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:27
2022-09-27 08:31:05,015 - easytorch-training - INFO - Epoch 61 / 100
2022-09-27 08:39:25,705 - easytorch-training - INFO - Result <train>: [train_time: 500.69 (s), lr: 2.50e-04, train_MAE: 3.2240, train_RMSE: 6.6065, train_MAPE: 0.0913]
2022-09-27 08:39:25,708 - easytorch-training - INFO - Start validation.
2022-09-27 08:39:49,901 - easytorch-training - INFO - Result <val>: [val_time: 24.19 (s), val_MAE: 3.6094, val_RMSE: 7.7294, val_MAPE: 0.1017]
2022-09-27 08:40:35,080 - easytorch-training - INFO - Result <test>: [test_time: 45.18 (s), test_MAE: 3.3960, test_RMSE: 7.2336, test_MAPE: 0.0919]
2022-09-27 08:40:35,114 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_061.pt saved
2022-09-27 08:40:35,114 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:31
2022-09-27 08:40:35,114 - easytorch-training - INFO - Epoch 62 / 100
2022-09-27 08:48:58,616 - easytorch-training - INFO - Result <train>: [train_time: 503.50 (s), lr: 2.50e-04, train_MAE: 3.2219, train_RMSE: 6.6011, train_MAPE: 0.0912]
2022-09-27 08:48:58,618 - easytorch-training - INFO - Start validation.
2022-09-27 08:49:22,905 - easytorch-training - INFO - Result <val>: [val_time: 24.29 (s), val_MAE: 3.5882, val_RMSE: 7.7067, val_MAPE: 0.1016]
2022-09-27 08:50:08,843 - easytorch-training - INFO - Result <test>: [test_time: 45.94 (s), test_MAE: 3.4325, test_RMSE: 7.4761, test_MAPE: 0.0959]
2022-09-27 08:50:08,877 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_062.pt saved
2022-09-27 08:50:08,878 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:41
2022-09-27 08:50:08,878 - easytorch-training - INFO - Epoch 63 / 100
2022-09-27 08:58:26,034 - easytorch-training - INFO - Result <train>: [train_time: 497.16 (s), lr: 2.50e-04, train_MAE: 3.2219, train_RMSE: 6.6004, train_MAPE: 0.0912]
2022-09-27 08:58:26,035 - easytorch-training - INFO - Start validation.
2022-09-27 08:58:50,020 - easytorch-training - INFO - Result <val>: [val_time: 23.98 (s), val_MAE: 3.6253, val_RMSE: 7.7542, val_MAPE: 0.1019]
2022-09-27 08:59:36,228 - easytorch-training - INFO - Result <test>: [test_time: 46.21 (s), test_MAE: 3.3129, test_RMSE: 7.0198, test_MAPE: 0.0901]
2022-09-27 08:59:36,261 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_063.pt saved
2022-09-27 08:59:36,261 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:41
2022-09-27 08:59:36,261 - easytorch-training - INFO - Epoch 64 / 100
2022-09-27 09:07:52,857 - easytorch-training - INFO - Result <train>: [train_time: 496.60 (s), lr: 2.50e-04, train_MAE: 3.2171, train_RMSE: 6.5892, train_MAPE: 0.0910]
2022-09-27 09:07:52,858 - easytorch-training - INFO - Start validation.
2022-09-27 09:08:17,059 - easytorch-training - INFO - Result <val>: [val_time: 24.20 (s), val_MAE: 3.6186, val_RMSE: 7.7753, val_MAPE: 0.1031]
2022-09-27 09:09:02,275 - easytorch-training - INFO - Result <test>: [test_time: 45.21 (s), test_MAE: 3.1749, test_RMSE: 6.7657, test_MAPE: 0.0867]
2022-09-27 09:09:02,309 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_064.pt saved
2022-09-27 09:09:02,309 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:38
2022-09-27 09:09:02,309 - easytorch-training - INFO - Epoch 65 / 100
2022-09-27 09:17:21,946 - easytorch-training - INFO - Result <train>: [train_time: 499.64 (s), lr: 2.50e-04, train_MAE: 3.2176, train_RMSE: 6.5900, train_MAPE: 0.0910]
2022-09-27 09:17:21,948 - easytorch-training - INFO - Start validation.
2022-09-27 09:17:46,075 - easytorch-training - INFO - Result <val>: [val_time: 24.13 (s), val_MAE: 3.6388, val_RMSE: 7.8150, val_MAPE: 0.1032]
2022-09-27 09:18:31,842 - easytorch-training - INFO - Result <test>: [test_time: 45.77 (s), test_MAE: 3.4259, test_RMSE: 7.2919, test_MAPE: 0.0925]
2022-09-27 09:18:31,876 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_065.pt saved
2022-09-27 09:18:31,876 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:41
2022-09-27 09:18:31,876 - easytorch-training - INFO - Epoch 66 / 100
2022-09-27 09:26:48,284 - easytorch-training - INFO - Result <train>: [train_time: 496.41 (s), lr: 2.50e-04, train_MAE: 3.2127, train_RMSE: 6.5795, train_MAPE: 0.0909]
2022-09-27 09:26:48,286 - easytorch-training - INFO - Start validation.
2022-09-27 09:27:12,410 - easytorch-training - INFO - Result <val>: [val_time: 24.12 (s), val_MAE: 3.6251, val_RMSE: 7.7766, val_MAPE: 0.1022]
2022-09-27 09:27:57,735 - easytorch-training - INFO - Result <test>: [test_time: 45.32 (s), test_MAE: 3.2859, test_RMSE: 6.9526, test_MAPE: 0.0855]
2022-09-27 09:27:57,770 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_066.pt saved
2022-09-27 09:27:57,770 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:38
2022-09-27 09:27:57,771 - easytorch-training - INFO - Epoch 67 / 100
2022-09-27 09:36:14,376 - easytorch-training - INFO - Result <train>: [train_time: 496.61 (s), lr: 2.50e-04, train_MAE: 3.2130, train_RMSE: 6.5780, train_MAPE: 0.0908]
2022-09-27 09:36:14,378 - easytorch-training - INFO - Start validation.
2022-09-27 09:36:38,886 - easytorch-training - INFO - Result <val>: [val_time: 24.51 (s), val_MAE: 3.6169, val_RMSE: 7.7628, val_MAPE: 0.1027]
2022-09-27 09:37:24,059 - easytorch-training - INFO - Result <test>: [test_time: 45.17 (s), test_MAE: 3.3594, test_RMSE: 7.1993, test_MAPE: 0.0923]
2022-09-27 09:37:24,094 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_067.pt saved
2022-09-27 09:37:24,094 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:36
2022-09-27 09:37:24,094 - easytorch-training - INFO - Epoch 68 / 100
2022-09-27 09:45:46,401 - easytorch-training - INFO - Result <train>: [train_time: 502.31 (s), lr: 2.50e-04, train_MAE: 3.2121, train_RMSE: 6.5765, train_MAPE: 0.0908]
2022-09-27 09:45:46,403 - easytorch-training - INFO - Start validation.
2022-09-27 09:46:10,840 - easytorch-training - INFO - Result <val>: [val_time: 24.44 (s), val_MAE: 3.6017, val_RMSE: 7.7357, val_MAPE: 0.1024]
2022-09-27 09:46:57,429 - easytorch-training - INFO - Result <test>: [test_time: 46.59 (s), test_MAE: 3.2949, test_RMSE: 7.1449, test_MAPE: 0.0887]
2022-09-27 09:46:57,462 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_068.pt saved
2022-09-27 09:46:57,463 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:45
2022-09-27 09:46:57,463 - easytorch-training - INFO - Epoch 69 / 100
2022-09-27 09:55:16,250 - easytorch-training - INFO - Result <train>: [train_time: 498.79 (s), lr: 2.50e-04, train_MAE: 3.2091, train_RMSE: 6.5701, train_MAPE: 0.0907]
2022-09-27 09:55:16,252 - easytorch-training - INFO - Start validation.
2022-09-27 09:55:40,183 - easytorch-training - INFO - Result <val>: [val_time: 23.93 (s), val_MAE: 3.5853, val_RMSE: 7.7132, val_MAPE: 0.1026]
2022-09-27 09:56:25,463 - easytorch-training - INFO - Result <test>: [test_time: 45.28 (s), test_MAE: 3.4428, test_RMSE: 7.3284, test_MAPE: 0.0920]
2022-09-27 09:56:25,497 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_069.pt saved
2022-09-27 09:56:25,497 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:45
2022-09-27 09:56:25,497 - easytorch-training - INFO - Epoch 70 / 100
2022-09-27 10:04:42,479 - easytorch-training - INFO - Result <train>: [train_time: 496.98 (s), lr: 2.50e-04, train_MAE: 3.2070, train_RMSE: 6.5643, train_MAPE: 0.0906]
2022-09-27 10:04:42,480 - easytorch-training - INFO - Start validation.
2022-09-27 10:05:06,830 - easytorch-training - INFO - Result <val>: [val_time: 24.35 (s), val_MAE: 3.6097, val_RMSE: 7.7291, val_MAPE: 0.1017]
2022-09-27 10:05:52,507 - easytorch-training - INFO - Result <test>: [test_time: 45.67 (s), test_MAE: 3.3981, test_RMSE: 7.3122, test_MAPE: 0.0913]
2022-09-27 10:05:52,543 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_070.pt saved
2022-09-27 10:05:52,553 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:44
2022-09-27 10:05:52,553 - easytorch-training - INFO - Epoch 71 / 100
2022-09-27 10:14:17,210 - easytorch-training - INFO - Result <train>: [train_time: 504.66 (s), lr: 2.50e-04, train_MAE: 3.2075, train_RMSE: 6.5647, train_MAPE: 0.0906]
2022-09-27 10:14:17,211 - easytorch-training - INFO - Start validation.
2022-09-27 10:14:41,270 - easytorch-training - INFO - Result <val>: [val_time: 24.06 (s), val_MAE: 3.6383, val_RMSE: 7.8263, val_MAPE: 0.1039]
2022-09-27 10:15:26,703 - easytorch-training - INFO - Result <test>: [test_time: 45.43 (s), test_MAE: 3.4232, test_RMSE: 7.2363, test_MAPE: 0.0938]
2022-09-27 10:15:26,731 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_071.pt saved
2022-09-27 10:15:26,731 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:53
2022-09-27 10:15:26,731 - easytorch-training - INFO - Epoch 72 / 100
2022-09-27 10:23:44,899 - easytorch-training - INFO - Result <train>: [train_time: 498.17 (s), lr: 2.50e-04, train_MAE: 3.2045, train_RMSE: 6.5576, train_MAPE: 0.0905]
2022-09-27 10:23:44,901 - easytorch-training - INFO - Start validation.
2022-09-27 10:24:09,326 - easytorch-training - INFO - Result <val>: [val_time: 24.42 (s), val_MAE: 3.6381, val_RMSE: 7.8318, val_MAPE: 0.1042]
2022-09-27 10:24:54,790 - easytorch-training - INFO - Result <test>: [test_time: 45.46 (s), test_MAE: 3.3369, test_RMSE: 7.1398, test_MAPE: 0.0905]
2022-09-27 10:24:54,824 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_072.pt saved
2022-09-27 10:24:54,824 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:54
2022-09-27 10:24:54,824 - easytorch-training - INFO - Epoch 73 / 100
2022-09-27 10:33:13,250 - easytorch-training - INFO - Result <train>: [train_time: 498.43 (s), lr: 2.50e-04, train_MAE: 3.2019, train_RMSE: 6.5514, train_MAPE: 0.0904]
2022-09-27 10:33:13,251 - easytorch-training - INFO - Start validation.
2022-09-27 10:33:37,385 - easytorch-training - INFO - Result <val>: [val_time: 24.13 (s), val_MAE: 3.5919, val_RMSE: 7.6946, val_MAPE: 0.1023]
2022-09-27 10:34:22,386 - easytorch-training - INFO - Result <test>: [test_time: 45.00 (s), test_MAE: 3.2966, test_RMSE: 6.9876, test_MAPE: 0.0889]
2022-09-27 10:34:22,422 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_073.pt saved
2022-09-27 10:34:22,423 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:53
2022-09-27 10:34:22,423 - easytorch-training - INFO - Epoch 74 / 100
2022-09-27 10:42:42,003 - easytorch-training - INFO - Result <train>: [train_time: 499.58 (s), lr: 2.50e-04, train_MAE: 3.2031, train_RMSE: 6.5539, train_MAPE: 0.0904]
2022-09-27 10:42:42,005 - easytorch-training - INFO - Start validation.
2022-09-27 10:43:05,977 - easytorch-training - INFO - Result <val>: [val_time: 23.97 (s), val_MAE: 3.6465, val_RMSE: 7.8518, val_MAPE: 0.1050]
2022-09-27 10:43:51,619 - easytorch-training - INFO - Result <test>: [test_time: 45.64 (s), test_MAE: 3.4213, test_RMSE: 7.4975, test_MAPE: 0.0977]
2022-09-27 10:43:51,653 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_074.pt saved
2022-09-27 10:43:51,653 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:49:55
2022-09-27 10:43:51,653 - easytorch-training - INFO - Epoch 75 / 100
2022-09-27 10:52:28,346 - easytorch-training - INFO - Result <train>: [train_time: 516.69 (s), lr: 2.50e-04, train_MAE: 3.2009, train_RMSE: 6.5484, train_MAPE: 0.0903]
2022-09-27 10:52:28,348 - easytorch-training - INFO - Start validation.
2022-09-27 10:52:53,108 - easytorch-training - INFO - Result <val>: [val_time: 24.76 (s), val_MAE: 3.6011, val_RMSE: 7.7158, val_MAPE: 0.1027]
2022-09-27 10:53:39,865 - easytorch-training - INFO - Result <test>: [test_time: 46.76 (s), test_MAE: 3.3542, test_RMSE: 7.1711, test_MAPE: 0.0917]
2022-09-27 10:53:39,911 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_075.pt saved
2022-09-27 10:53:39,911 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:50:22
2022-09-27 10:53:39,911 - easytorch-training - INFO - Epoch 76 / 100
2022-09-27 11:03:30,587 - easytorch-training - INFO - Result <train>: [train_time: 590.68 (s), lr: 2.50e-04, train_MAE: 3.1989, train_RMSE: 6.5431, train_MAPE: 0.0902]
2022-09-27 11:03:30,589 - easytorch-training - INFO - Start validation.
2022-09-27 11:03:55,276 - easytorch-training - INFO - Result <val>: [val_time: 24.69 (s), val_MAE: 3.6266, val_RMSE: 7.7623, val_MAPE: 0.1017]
2022-09-27 11:04:41,924 - easytorch-training - INFO - Result <test>: [test_time: 46.65 (s), test_MAE: 3.4422, test_RMSE: 7.3352, test_MAPE: 0.0927]
2022-09-27 11:04:41,956 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_076.pt saved
2022-09-27 11:04:41,957 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:26
2022-09-27 11:04:41,957 - easytorch-training - INFO - Epoch 77 / 100
2022-09-27 11:13:18,482 - easytorch-training - INFO - Result <train>: [train_time: 516.52 (s), lr: 2.50e-04, train_MAE: 3.1979, train_RMSE: 6.5400, train_MAPE: 0.0902]
2022-09-27 11:13:18,485 - easytorch-training - INFO - Start validation.
2022-09-27 11:13:43,288 - easytorch-training - INFO - Result <val>: [val_time: 24.80 (s), val_MAE: 3.6062, val_RMSE: 7.7588, val_MAPE: 0.1035]
2022-09-27 11:14:30,030 - easytorch-training - INFO - Result <test>: [test_time: 46.74 (s), test_MAE: 3.3962, test_RMSE: 7.2708, test_MAPE: 0.0927]
2022-09-27 11:14:30,073 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_077.pt saved
2022-09-27 11:14:30,073 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:50
2022-09-27 11:14:30,073 - easytorch-training - INFO - Epoch 78 / 100
2022-09-27 11:22:51,284 - easytorch-training - INFO - Result <train>: [train_time: 501.21 (s), lr: 2.50e-04, train_MAE: 3.1975, train_RMSE: 6.5390, train_MAPE: 0.0902]
2022-09-27 11:22:51,286 - easytorch-training - INFO - Start validation.
2022-09-27 11:23:15,321 - easytorch-training - INFO - Result <val>: [val_time: 24.03 (s), val_MAE: 3.6176, val_RMSE: 7.7670, val_MAPE: 0.1036]
2022-09-27 11:24:00,746 - easytorch-training - INFO - Result <test>: [test_time: 45.42 (s), test_MAE: 3.6323, test_RMSE: 7.7414, test_MAPE: 0.1004]
2022-09-27 11:24:00,780 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_078.pt saved
2022-09-27 11:24:00,780 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:52
2022-09-27 11:24:00,780 - easytorch-training - INFO - Epoch 79 / 100
2022-09-27 11:32:20,974 - easytorch-training - INFO - Result <train>: [train_time: 500.19 (s), lr: 2.50e-04, train_MAE: 3.1955, train_RMSE: 6.5343, train_MAPE: 0.0901]
2022-09-27 11:32:20,976 - easytorch-training - INFO - Start validation.
2022-09-27 11:32:45,075 - easytorch-training - INFO - Result <val>: [val_time: 24.10 (s), val_MAE: 3.6143, val_RMSE: 7.7676, val_MAPE: 0.1024]
2022-09-27 11:33:30,542 - easytorch-training - INFO - Result <test>: [test_time: 45.46 (s), test_MAE: 3.3873, test_RMSE: 7.2855, test_MAPE: 0.0885]
2022-09-27 11:33:30,575 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_079.pt saved
2022-09-27 11:33:30,575 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:52
2022-09-27 11:33:30,575 - easytorch-training - INFO - Epoch 80 / 100
2022-09-27 11:41:40,415 - easytorch-training - INFO - Result <train>: [train_time: 489.84 (s), lr: 2.50e-04, train_MAE: 3.1955, train_RMSE: 6.5338, train_MAPE: 0.0901]
2022-09-27 11:41:40,416 - easytorch-training - INFO - Start validation.
2022-09-27 11:42:04,521 - easytorch-training - INFO - Result <val>: [val_time: 24.10 (s), val_MAE: 3.6389, val_RMSE: 7.8375, val_MAPE: 0.1037]
2022-09-27 11:42:49,741 - easytorch-training - INFO - Result <test>: [test_time: 45.22 (s), test_MAE: 3.3618, test_RMSE: 7.1123, test_MAPE: 0.0875]
2022-09-27 11:42:49,776 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_080.pt saved
2022-09-27 11:42:49,788 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:39
2022-09-27 11:42:49,788 - easytorch-training - INFO - Epoch 81 / 100
2022-09-27 11:51:10,097 - easytorch-training - INFO - Result <train>: [train_time: 500.31 (s), lr: 2.50e-04, train_MAE: 3.1919, train_RMSE: 6.5249, train_MAPE: 0.0899]
2022-09-27 11:51:10,099 - easytorch-training - INFO - Start validation.
2022-09-27 11:51:34,203 - easytorch-training - INFO - Result <val>: [val_time: 24.10 (s), val_MAE: 3.6236, val_RMSE: 7.7740, val_MAPE: 0.1017]
2022-09-27 11:52:19,339 - easytorch-training - INFO - Result <test>: [test_time: 45.13 (s), test_MAE: 3.3464, test_RMSE: 7.0085, test_MAPE: 0.0873]
2022-09-27 11:52:19,374 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_081.pt saved
2022-09-27 11:52:19,375 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:39
2022-09-27 11:52:19,375 - easytorch-training - INFO - Epoch 82 / 100
2022-09-27 12:00:38,665 - easytorch-training - INFO - Result <train>: [train_time: 499.29 (s), lr: 2.50e-04, train_MAE: 3.1923, train_RMSE: 6.5249, train_MAPE: 0.0899]
2022-09-27 12:00:38,666 - easytorch-training - INFO - Start validation.
2022-09-27 12:01:02,813 - easytorch-training - INFO - Result <val>: [val_time: 24.15 (s), val_MAE: 3.6121, val_RMSE: 7.7684, val_MAPE: 0.1027]
2022-09-27 12:01:48,104 - easytorch-training - INFO - Result <test>: [test_time: 45.29 (s), test_MAE: 3.2044, test_RMSE: 6.8346, test_MAPE: 0.0861]
2022-09-27 12:01:48,140 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_082.pt saved
2022-09-27 12:01:48,141 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:38
2022-09-27 12:01:48,141 - easytorch-training - INFO - Epoch 83 / 100
2022-09-27 12:10:06,800 - easytorch-training - INFO - Result <train>: [train_time: 498.66 (s), lr: 2.50e-04, train_MAE: 3.1913, train_RMSE: 6.5230, train_MAPE: 0.0899]
2022-09-27 12:10:06,803 - easytorch-training - INFO - Start validation.
2022-09-27 12:10:31,056 - easytorch-training - INFO - Result <val>: [val_time: 24.25 (s), val_MAE: 3.6301, val_RMSE: 7.7847, val_MAPE: 0.1033]
2022-09-27 12:11:16,178 - easytorch-training - INFO - Result <test>: [test_time: 45.12 (s), test_MAE: 3.3706, test_RMSE: 7.2287, test_MAPE: 0.0900]
2022-09-27 12:11:16,212 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_083.pt saved
2022-09-27 12:11:16,212 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:37
2022-09-27 12:11:16,212 - easytorch-training - INFO - Epoch 84 / 100
2022-09-27 12:19:34,535 - easytorch-training - INFO - Result <train>: [train_time: 498.32 (s), lr: 2.50e-04, train_MAE: 3.1847, train_RMSE: 6.5061, train_MAPE: 0.0896]
2022-09-27 12:19:34,538 - easytorch-training - INFO - Start validation.
2022-09-27 12:19:58,784 - easytorch-training - INFO - Result <val>: [val_time: 24.25 (s), val_MAE: 3.6391, val_RMSE: 7.8274, val_MAPE: 0.1038]
2022-09-27 12:20:44,392 - easytorch-training - INFO - Result <test>: [test_time: 45.60 (s), test_MAE: 3.3023, test_RMSE: 7.0642, test_MAPE: 0.0920]
2022-09-27 12:20:44,426 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_084.pt saved
2022-09-27 12:20:44,426 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:35
2022-09-27 12:20:44,426 - easytorch-training - INFO - Epoch 85 / 100
2022-09-27 12:29:03,007 - easytorch-training - INFO - Result <train>: [train_time: 498.58 (s), lr: 2.50e-04, train_MAE: 3.1871, train_RMSE: 6.5126, train_MAPE: 0.0897]
2022-09-27 12:29:03,009 - easytorch-training - INFO - Start validation.
2022-09-27 12:29:27,245 - easytorch-training - INFO - Result <val>: [val_time: 24.24 (s), val_MAE: 3.6297, val_RMSE: 7.8161, val_MAPE: 0.1032]
2022-09-27 12:30:13,057 - easytorch-training - INFO - Result <test>: [test_time: 45.81 (s), test_MAE: 3.4786, test_RMSE: 7.4813, test_MAPE: 0.0937]
2022-09-27 12:30:13,095 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_085.pt saved
2022-09-27 12:30:13,095 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:34
2022-09-27 12:30:13,095 - easytorch-training - INFO - Epoch 86 / 100
2022-09-27 12:38:34,354 - easytorch-training - INFO - Result <train>: [train_time: 501.26 (s), lr: 2.50e-04, train_MAE: 3.1858, train_RMSE: 6.5090, train_MAPE: 0.0897]
2022-09-27 12:38:34,356 - easytorch-training - INFO - Start validation.
2022-09-27 12:38:58,542 - easytorch-training - INFO - Result <val>: [val_time: 24.19 (s), val_MAE: 3.6242, val_RMSE: 7.7930, val_MAPE: 0.1030]
2022-09-27 12:39:43,983 - easytorch-training - INFO - Result <test>: [test_time: 45.44 (s), test_MAE: 3.4193, test_RMSE: 7.2581, test_MAPE: 0.0923]
2022-09-27 12:39:44,017 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_086.pt saved
2022-09-27 12:39:44,017 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:36
2022-09-27 12:39:44,018 - easytorch-training - INFO - Epoch 87 / 100
2022-09-27 12:48:01,900 - easytorch-training - INFO - Result <train>: [train_time: 497.88 (s), lr: 2.50e-04, train_MAE: 3.1843, train_RMSE: 6.5063, train_MAPE: 0.0896]
2022-09-27 12:48:01,902 - easytorch-training - INFO - Start validation.
2022-09-27 12:48:26,088 - easytorch-training - INFO - Result <val>: [val_time: 24.19 (s), val_MAE: 3.6117, val_RMSE: 7.7566, val_MAPE: 0.1025]
2022-09-27 12:49:12,175 - easytorch-training - INFO - Result <test>: [test_time: 46.08 (s), test_MAE: 3.4175, test_RMSE: 7.2913, test_MAPE: 0.0901]
2022-09-27 12:49:12,209 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_087.pt saved
2022-09-27 12:49:12,210 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:34
2022-09-27 12:49:12,210 - easytorch-training - INFO - Epoch 88 / 100
2022-09-27 12:57:24,850 - easytorch-training - INFO - Result <train>: [train_time: 492.64 (s), lr: 2.50e-04, train_MAE: 3.1837, train_RMSE: 6.5037, train_MAPE: 0.0896]
2022-09-27 12:57:24,853 - easytorch-training - INFO - Start validation.
2022-09-27 12:57:49,060 - easytorch-training - INFO - Result <val>: [val_time: 24.21 (s), val_MAE: 3.6107, val_RMSE: 7.7546, val_MAPE: 0.1019]
2022-09-27 12:58:34,066 - easytorch-training - INFO - Result <test>: [test_time: 45.00 (s), test_MAE: 3.3975, test_RMSE: 7.3251, test_MAPE: 0.0940]
2022-09-27 12:58:34,101 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_088.pt saved
2022-09-27 12:58:34,101 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:26
2022-09-27 12:58:34,101 - easytorch-training - INFO - Epoch 89 / 100
2022-09-27 13:06:54,290 - easytorch-training - INFO - Result <train>: [train_time: 500.19 (s), lr: 2.50e-04, train_MAE: 3.1808, train_RMSE: 6.4975, train_MAPE: 0.0895]
2022-09-27 13:06:54,291 - easytorch-training - INFO - Start validation.
2022-09-27 13:07:18,391 - easytorch-training - INFO - Result <val>: [val_time: 24.10 (s), val_MAE: 3.6237, val_RMSE: 7.7641, val_MAPE: 0.1030]
2022-09-27 13:08:03,550 - easytorch-training - INFO - Result <test>: [test_time: 45.16 (s), test_MAE: 3.3957, test_RMSE: 7.2361, test_MAPE: 0.0898]
2022-09-27 13:08:03,582 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_089.pt saved
2022-09-27 13:08:03,582 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:26
2022-09-27 13:08:03,582 - easytorch-training - INFO - Epoch 90 / 100
2022-09-27 13:16:24,253 - easytorch-training - INFO - Result <train>: [train_time: 500.67 (s), lr: 2.50e-04, train_MAE: 3.1800, train_RMSE: 6.4939, train_MAPE: 0.0894]
2022-09-27 13:16:24,255 - easytorch-training - INFO - Start validation.
2022-09-27 13:16:48,588 - easytorch-training - INFO - Result <val>: [val_time: 24.33 (s), val_MAE: 3.6304, val_RMSE: 7.7885, val_MAPE: 0.1037]
2022-09-27 13:17:34,333 - easytorch-training - INFO - Result <test>: [test_time: 45.74 (s), test_MAE: 3.3716, test_RMSE: 7.2818, test_MAPE: 0.0906]
2022-09-27 13:17:34,360 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_090.pt saved
2022-09-27 13:17:34,370 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:28
2022-09-27 13:17:34,370 - easytorch-training - INFO - Epoch 91 / 100
2022-09-27 13:25:52,464 - easytorch-training - INFO - Result <train>: [train_time: 498.09 (s), lr: 2.50e-04, train_MAE: 3.1788, train_RMSE: 6.4911, train_MAPE: 0.0894]
2022-09-27 13:25:52,466 - easytorch-training - INFO - Start validation.
2022-09-27 13:26:15,851 - easytorch-training - INFO - Result <val>: [val_time: 23.38 (s), val_MAE: 3.6259, val_RMSE: 7.7911, val_MAPE: 0.1025]
2022-09-27 13:27:01,471 - easytorch-training - INFO - Result <test>: [test_time: 45.62 (s), test_MAE: 3.4471, test_RMSE: 7.3321, test_MAPE: 0.0880]
2022-09-27 13:27:01,504 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_091.pt saved
2022-09-27 13:27:01,505 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:25
2022-09-27 13:27:01,505 - easytorch-training - INFO - Epoch 92 / 100
2022-09-27 13:35:21,283 - easytorch-training - INFO - Result <train>: [train_time: 499.78 (s), lr: 2.50e-04, train_MAE: 3.1780, train_RMSE: 6.4889, train_MAPE: 0.0893]
2022-09-27 13:35:21,285 - easytorch-training - INFO - Start validation.
2022-09-27 13:35:45,480 - easytorch-training - INFO - Result <val>: [val_time: 24.20 (s), val_MAE: 3.6260, val_RMSE: 7.7983, val_MAPE: 0.1027]
2022-09-27 13:36:31,383 - easytorch-training - INFO - Result <test>: [test_time: 45.90 (s), test_MAE: 3.3751, test_RMSE: 7.2448, test_MAPE: 0.0899]
2022-09-27 13:36:31,417 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_092.pt saved
2022-09-27 13:36:31,417 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:26
2022-09-27 13:36:31,417 - easytorch-training - INFO - Epoch 93 / 100
2022-09-27 13:44:50,366 - easytorch-training - INFO - Result <train>: [train_time: 498.95 (s), lr: 2.50e-04, train_MAE: 3.1746, train_RMSE: 6.4809, train_MAPE: 0.0892]
2022-09-27 13:44:50,367 - easytorch-training - INFO - Start validation.
2022-09-27 13:45:14,511 - easytorch-training - INFO - Result <val>: [val_time: 24.14 (s), val_MAE: 3.6213, val_RMSE: 7.7757, val_MAPE: 0.1021]
2022-09-27 13:45:59,631 - easytorch-training - INFO - Result <test>: [test_time: 45.12 (s), test_MAE: 3.4457, test_RMSE: 7.4153, test_MAPE: 0.0865]
2022-09-27 13:45:59,659 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_093.pt saved
2022-09-27 13:45:59,659 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:25
2022-09-27 13:45:59,659 - easytorch-training - INFO - Epoch 94 / 100
2022-09-27 13:54:16,081 - easytorch-training - INFO - Result <train>: [train_time: 496.42 (s), lr: 2.50e-04, train_MAE: 3.1739, train_RMSE: 6.4780, train_MAPE: 0.0891]
2022-09-27 13:54:16,082 - easytorch-training - INFO - Start validation.
2022-09-27 13:54:40,338 - easytorch-training - INFO - Result <val>: [val_time: 24.26 (s), val_MAE: 3.6264, val_RMSE: 7.8039, val_MAPE: 0.1038]
2022-09-27 13:55:25,671 - easytorch-training - INFO - Result <test>: [test_time: 45.33 (s), test_MAE: 3.4168, test_RMSE: 7.2931, test_MAPE: 0.0963]
2022-09-27 13:55:25,698 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_094.pt saved
2022-09-27 13:55:25,698 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:21
2022-09-27 13:55:25,698 - easytorch-training - INFO - Epoch 95 / 100
2022-09-27 14:03:41,747 - easytorch-training - INFO - Result <train>: [train_time: 496.05 (s), lr: 2.50e-04, train_MAE: 3.1732, train_RMSE: 6.4761, train_MAPE: 0.0891]
2022-09-27 14:03:41,749 - easytorch-training - INFO - Start validation.
2022-09-27 14:04:05,854 - easytorch-training - INFO - Result <val>: [val_time: 24.10 (s), val_MAE: 3.6511, val_RMSE: 7.8782, val_MAPE: 0.1034]
2022-09-27 14:04:51,213 - easytorch-training - INFO - Result <test>: [test_time: 45.36 (s), test_MAE: 3.5682, test_RMSE: 7.6507, test_MAPE: 0.0904]
2022-09-27 14:04:51,252 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_095.pt saved
2022-09-27 14:04:51,252 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:52:17
2022-09-27 14:04:51,252 - easytorch-training - INFO - Epoch 96 / 100
2022-09-27 14:14:59,832 - easytorch-training - INFO - Result <train>: [train_time: 608.58 (s), lr: 2.50e-04, train_MAE: 3.1720, train_RMSE: 6.4736, train_MAPE: 0.0891]
2022-09-27 14:14:59,833 - easytorch-training - INFO - Start validation.
2022-09-27 14:15:24,163 - easytorch-training - INFO - Result <val>: [val_time: 24.33 (s), val_MAE: 3.6278, val_RMSE: 7.8002, val_MAPE: 0.1030]
2022-09-27 14:16:09,828 - easytorch-training - INFO - Result <test>: [test_time: 45.66 (s), test_MAE: 3.3212, test_RMSE: 7.1987, test_MAPE: 0.0905]
2022-09-27 14:16:09,865 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_096.pt saved
2022-09-27 14:16:09,865 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:54:11
2022-09-27 14:16:09,865 - easytorch-training - INFO - Epoch 97 / 100
2022-09-27 14:24:33,849 - easytorch-training - INFO - Result <train>: [train_time: 503.98 (s), lr: 2.50e-04, train_MAE: 3.1702, train_RMSE: 6.4684, train_MAPE: 0.0890]
2022-09-27 14:24:33,851 - easytorch-training - INFO - Start validation.
2022-09-27 14:24:57,748 - easytorch-training - INFO - Result <val>: [val_time: 23.90 (s), val_MAE: 3.6252, val_RMSE: 7.7877, val_MAPE: 0.1028]
2022-09-27 14:25:43,091 - easytorch-training - INFO - Result <test>: [test_time: 45.34 (s), test_MAE: 3.4187, test_RMSE: 7.4030, test_MAPE: 0.0918]
2022-09-27 14:25:43,127 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_097.pt saved
2022-09-27 14:25:43,127 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:54:14
2022-09-27 14:25:43,127 - easytorch-training - INFO - Epoch 98 / 100
2022-09-27 14:34:01,941 - easytorch-training - INFO - Result <train>: [train_time: 498.81 (s), lr: 2.50e-04, train_MAE: 3.1697, train_RMSE: 6.4670, train_MAPE: 0.0890]
2022-09-27 14:34:01,943 - easytorch-training - INFO - Start validation.
2022-09-27 14:34:26,172 - easytorch-training - INFO - Result <val>: [val_time: 24.23 (s), val_MAE: 3.6157, val_RMSE: 7.7602, val_MAPE: 0.1029]
2022-09-27 14:35:12,486 - easytorch-training - INFO - Result <test>: [test_time: 46.31 (s), test_MAE: 3.2370, test_RMSE: 6.9678, test_MAPE: 0.0892]
2022-09-27 14:35:12,520 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_098.pt saved
2022-09-27 14:35:12,520 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:54:13
2022-09-27 14:35:12,520 - easytorch-training - INFO - Epoch 99 / 100
2022-09-27 14:43:29,466 - easytorch-training - INFO - Result <train>: [train_time: 496.95 (s), lr: 2.50e-04, train_MAE: 3.1700, train_RMSE: 6.4676, train_MAPE: 0.0890]
2022-09-27 14:43:29,468 - easytorch-training - INFO - Start validation.
2022-09-27 14:43:53,736 - easytorch-training - INFO - Result <val>: [val_time: 24.27 (s), val_MAE: 3.6391, val_RMSE: 7.8376, val_MAPE: 0.1036]
2022-09-27 14:44:39,707 - easytorch-training - INFO - Result <test>: [test_time: 45.97 (s), test_MAE: 3.5475, test_RMSE: 7.6942, test_MAPE: 0.0963]
2022-09-27 14:44:39,741 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_099.pt saved
2022-09-27 14:44:39,741 - easytorch-training - INFO - The estimated training finish time is 2022-09-27 14:54:10
2022-09-27 14:44:39,741 - easytorch-training - INFO - Epoch 100 / 100
2022-09-27 14:53:01,710 - easytorch-training - INFO - Result <train>: [train_time: 501.97 (s), lr: 2.50e-04, train_MAE: 3.1670, train_RMSE: 6.4593, train_MAPE: 0.0889]
2022-09-27 14:53:01,712 - easytorch-training - INFO - Start validation.
2022-09-27 14:53:26,352 - easytorch-training - INFO - Result <val>: [val_time: 24.64 (s), val_MAE: 3.6446, val_RMSE: 7.8445, val_MAPE: 0.1036]
2022-09-27 14:54:11,133 - easytorch-training - INFO - Result <test>: [test_time: 44.78 (s), test_MAE: 3.4882, test_RMSE: 7.4935, test_MAPE: 0.0983]
2022-09-27 14:54:11,167 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/7db68a53fc47ec4a59613b057469f672/TSFormer_100.pt saved
2022-09-27 14:54:11,178 - easytorch-training - INFO - The training finished at 2022-09-27 14:54:11