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TSFormer_PEMS-BAY.log
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2022-10-08 10:47:54,335 - easytorch-training - INFO - Initializing training.
2022-10-08 10:47:54,335 - easytorch-training - INFO - Set clip grad, param: {'max_norm': 5.0}
2022-10-08 10:47:54,335 - easytorch-training - INFO - Building training data loader.
2022-10-08 10:47:54,681 - easytorch-training - INFO - Set optim: Adam (
Parameter Group 0
amsgrad: False
betas: [0.9, 0.95]
eps: 1e-08
lr: 0.001
weight_decay: 0
)
2022-10-08 10:47:54,681 - easytorch-training - INFO - Set lr_scheduler: <torch.optim.lr_scheduler.MultiStepLR object at 0x7fc47d427be0>
2022-10-08 10:47:54,683 - easytorch-training - INFO - Initializing validation.
2022-10-08 10:47:54,683 - easytorch-training - INFO - Building val data loader.
2022-10-08 10:47:55,226 - easytorch-training - INFO - Epoch 1 / 100
2022-10-08 10:59:02,095 - easytorch-training - INFO - Result <train>: [train_time: 666.87 (s), lr: 1.00e-03, train_MAE: 3.8648, train_RMSE: 8.5132, train_MAPE: 0.1093]
2022-10-08 10:59:02,097 - easytorch-training - INFO - Start validation.
2022-10-08 11:00:03,707 - easytorch-training - INFO - Result <val>: [val_time: 61.61 (s), val_MAE: 2.8610, val_RMSE: 6.5489, val_MAPE: 0.0730]
2022-10-08 11:00:03,745 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 11:02:03,994 - easytorch-training - INFO - Result <test>: [test_time: 120.25 (s), test_MAE: 2.4646, test_RMSE: 5.6086, test_MAPE: 0.0596]
2022-10-08 11:02:04,021 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_001.pt saved
2022-10-08 11:02:04,021 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:22:34
2022-10-08 11:02:04,021 - easytorch-training - INFO - Epoch 2 / 100
2022-10-08 11:13:10,846 - easytorch-training - INFO - Result <train>: [train_time: 666.82 (s), lr: 1.00e-03, train_MAE: 2.7525, train_RMSE: 6.1302, train_MAPE: 0.0690]
2022-10-08 11:13:10,848 - easytorch-training - INFO - Start validation.
2022-10-08 11:14:12,073 - easytorch-training - INFO - Result <val>: [val_time: 61.22 (s), val_MAE: 2.4372, val_RMSE: 5.7086, val_MAPE: 0.0619]
2022-10-08 11:14:12,125 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 11:16:11,623 - easytorch-training - INFO - Result <test>: [test_time: 119.50 (s), test_MAE: 2.8482, test_RMSE: 6.6798, test_MAPE: 0.0730]
2022-10-08 11:16:11,662 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_002.pt saved
2022-10-08 11:16:11,662 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:21:37
2022-10-08 11:16:11,662 - easytorch-training - INFO - Epoch 3 / 100
2022-10-08 11:27:18,514 - easytorch-training - INFO - Result <train>: [train_time: 666.85 (s), lr: 1.00e-03, train_MAE: 2.4990, train_RMSE: 5.6055, train_MAPE: 0.0613]
2022-10-08 11:27:18,516 - easytorch-training - INFO - Start validation.
2022-10-08 11:28:20,196 - easytorch-training - INFO - Result <val>: [val_time: 61.68 (s), val_MAE: 2.2233, val_RMSE: 5.1846, val_MAPE: 0.0543]
2022-10-08 11:28:20,249 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 11:30:19,466 - easytorch-training - INFO - Result <test>: [test_time: 119.22 (s), test_MAE: 2.1691, test_RMSE: 4.9863, test_MAPE: 0.0521]
2022-10-08 11:30:19,501 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_003.pt saved
2022-10-08 11:30:19,501 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:21:24
2022-10-08 11:30:19,502 - easytorch-training - INFO - Epoch 4 / 100
2022-10-08 11:41:25,947 - easytorch-training - INFO - Result <train>: [train_time: 666.45 (s), lr: 1.00e-03, train_MAE: 2.3786, train_RMSE: 5.3430, train_MAPE: 0.0577]
2022-10-08 11:41:25,950 - easytorch-training - INFO - Start validation.
2022-10-08 11:42:27,281 - easytorch-training - INFO - Result <val>: [val_time: 61.33 (s), val_MAE: 2.1595, val_RMSE: 5.0680, val_MAPE: 0.0534]
2022-10-08 11:42:27,331 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 11:44:27,364 - easytorch-training - INFO - Result <test>: [test_time: 120.03 (s), test_MAE: 2.0620, test_RMSE: 4.8309, test_MAPE: 0.0495]
2022-10-08 11:44:27,402 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_004.pt saved
2022-10-08 11:44:27,402 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:21:19
2022-10-08 11:44:27,402 - easytorch-training - INFO - Epoch 5 / 100
2022-10-08 11:55:33,645 - easytorch-training - INFO - Result <train>: [train_time: 666.24 (s), lr: 1.00e-03, train_MAE: 2.3065, train_RMSE: 5.1862, train_MAPE: 0.0555]
2022-10-08 11:55:33,648 - easytorch-training - INFO - Start validation.
2022-10-08 11:56:34,981 - easytorch-training - INFO - Result <val>: [val_time: 61.33 (s), val_MAE: 2.0701, val_RMSE: 4.8458, val_MAPE: 0.0501]
2022-10-08 11:56:35,030 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 11:58:34,162 - easytorch-training - INFO - Result <test>: [test_time: 119.13 (s), test_MAE: 1.9881, test_RMSE: 4.5245, test_MAPE: 0.0440]
2022-10-08 11:58:34,199 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_005.pt saved
2022-10-08 11:58:34,199 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:20:54
2022-10-08 11:58:34,199 - easytorch-training - INFO - Epoch 6 / 100
2022-10-08 12:09:39,432 - easytorch-training - INFO - Result <train>: [train_time: 665.23 (s), lr: 1.00e-03, train_MAE: 2.2617, train_RMSE: 5.0886, train_MAPE: 0.0541]
2022-10-08 12:09:39,434 - easytorch-training - INFO - Start validation.
2022-10-08 12:10:41,226 - easytorch-training - INFO - Result <val>: [val_time: 61.79 (s), val_MAE: 2.0457, val_RMSE: 4.8040, val_MAPE: 0.0491]
2022-10-08 12:10:41,278 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 12:12:40,285 - easytorch-training - INFO - Result <test>: [test_time: 119.01 (s), test_MAE: 1.9401, test_RMSE: 4.4236, test_MAPE: 0.0443]
2022-10-08 12:12:40,322 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_006.pt saved
2022-10-08 12:12:40,322 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:20:26
2022-10-08 12:12:40,322 - easytorch-training - INFO - Epoch 7 / 100
2022-10-08 12:23:45,097 - easytorch-training - INFO - Result <train>: [train_time: 664.78 (s), lr: 1.00e-03, train_MAE: 2.2238, train_RMSE: 5.0041, train_MAPE: 0.0530]
2022-10-08 12:23:45,100 - easytorch-training - INFO - Start validation.
2022-10-08 12:24:46,320 - easytorch-training - INFO - Result <val>: [val_time: 61.22 (s), val_MAE: 2.0244, val_RMSE: 4.7203, val_MAPE: 0.0489]
2022-10-08 12:24:46,371 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 12:26:46,288 - easytorch-training - INFO - Result <test>: [test_time: 119.92 (s), test_MAE: 2.0266, test_RMSE: 4.5540, test_MAPE: 0.0464]
2022-10-08 12:26:46,325 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_007.pt saved
2022-10-08 12:26:46,325 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:20:05
2022-10-08 12:26:46,325 - easytorch-training - INFO - Epoch 8 / 100
2022-10-08 12:37:51,764 - easytorch-training - INFO - Result <train>: [train_time: 665.44 (s), lr: 1.00e-03, train_MAE: 2.1910, train_RMSE: 4.9409, train_MAPE: 0.0521]
2022-10-08 12:37:51,767 - easytorch-training - INFO - Start validation.
2022-10-08 12:38:53,176 - easytorch-training - INFO - Result <val>: [val_time: 61.41 (s), val_MAE: 1.9729, val_RMSE: 4.6451, val_MAPE: 0.0480]
2022-10-08 12:38:53,225 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 12:40:53,026 - easytorch-training - INFO - Result <test>: [test_time: 119.80 (s), test_MAE: 1.8250, test_RMSE: 4.1583, test_MAPE: 0.0406]
2022-10-08 12:40:53,062 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_008.pt saved
2022-10-08 12:40:53,062 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:58
2022-10-08 12:40:53,062 - easytorch-training - INFO - Epoch 9 / 100
2022-10-08 12:51:56,899 - easytorch-training - INFO - Result <train>: [train_time: 663.84 (s), lr: 1.00e-03, train_MAE: 2.1543, train_RMSE: 4.8653, train_MAPE: 0.0510]
2022-10-08 12:51:56,901 - easytorch-training - INFO - Start validation.
2022-10-08 12:52:59,114 - easytorch-training - INFO - Result <val>: [val_time: 62.21 (s), val_MAE: 1.9514, val_RMSE: 4.5815, val_MAPE: 0.0466]
2022-10-08 12:52:59,164 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 12:54:58,726 - easytorch-training - INFO - Result <test>: [test_time: 119.56 (s), test_MAE: 1.9517, test_RMSE: 4.6691, test_MAPE: 0.0463]
2022-10-08 12:54:58,764 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_009.pt saved
2022-10-08 12:54:58,764 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:41
2022-10-08 12:54:58,765 - easytorch-training - INFO - Epoch 10 / 100
2022-10-08 13:06:01,842 - easytorch-training - INFO - Result <train>: [train_time: 663.08 (s), lr: 1.00e-03, train_MAE: 2.1272, train_RMSE: 4.8114, train_MAPE: 0.0503]
2022-10-08 13:06:01,844 - easytorch-training - INFO - Start validation.
2022-10-08 13:07:03,823 - easytorch-training - INFO - Result <val>: [val_time: 61.98 (s), val_MAE: 1.9802, val_RMSE: 4.6209, val_MAPE: 0.0475]
2022-10-08 13:09:04,040 - easytorch-training - INFO - Result <test>: [test_time: 120.21 (s), test_MAE: 1.9202, test_RMSE: 4.4295, test_MAPE: 0.0424]
2022-10-08 13:09:04,077 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_010.pt saved
2022-10-08 13:09:04,088 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:23
2022-10-08 13:09:04,088 - easytorch-training - INFO - Epoch 11 / 100
2022-10-08 13:20:10,924 - easytorch-training - INFO - Result <train>: [train_time: 666.84 (s), lr: 1.00e-03, train_MAE: 2.0988, train_RMSE: 4.7512, train_MAPE: 0.0495]
2022-10-08 13:20:10,926 - easytorch-training - INFO - Start validation.
2022-10-08 13:21:12,465 - easytorch-training - INFO - Result <val>: [val_time: 61.54 (s), val_MAE: 1.9257, val_RMSE: 4.5283, val_MAPE: 0.0463]
2022-10-08 13:21:12,515 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 13:23:12,195 - easytorch-training - INFO - Result <test>: [test_time: 119.68 (s), test_MAE: 1.9448, test_RMSE: 4.6417, test_MAPE: 0.0458]
2022-10-08 13:23:12,235 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_011.pt saved
2022-10-08 13:23:12,235 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:35
2022-10-08 13:23:12,235 - easytorch-training - INFO - Epoch 12 / 100
2022-10-08 13:34:14,349 - easytorch-training - INFO - Result <train>: [train_time: 662.11 (s), lr: 1.00e-03, train_MAE: 2.0866, train_RMSE: 4.7287, train_MAPE: 0.0492]
2022-10-08 13:34:14,352 - easytorch-training - INFO - Start validation.
2022-10-08 13:35:16,718 - easytorch-training - INFO - Result <val>: [val_time: 62.37 (s), val_MAE: 1.8839, val_RMSE: 4.4319, val_MAPE: 0.0447]
2022-10-08 13:35:16,766 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 13:37:16,477 - easytorch-training - INFO - Result <test>: [test_time: 119.71 (s), test_MAE: 1.7296, test_RMSE: 3.9975, test_MAPE: 0.0384]
2022-10-08 13:37:16,512 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_012.pt saved
2022-10-08 13:37:16,512 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:12
2022-10-08 13:37:16,512 - easytorch-training - INFO - Epoch 13 / 100
2022-10-08 13:48:19,659 - easytorch-training - INFO - Result <train>: [train_time: 663.15 (s), lr: 1.00e-03, train_MAE: 2.0701, train_RMSE: 4.6924, train_MAPE: 0.0487]
2022-10-08 13:48:19,661 - easytorch-training - INFO - Start validation.
2022-10-08 13:49:21,442 - easytorch-training - INFO - Result <val>: [val_time: 61.78 (s), val_MAE: 1.8824, val_RMSE: 4.4407, val_MAPE: 0.0456]
2022-10-08 13:49:21,491 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 13:51:21,818 - easytorch-training - INFO - Result <test>: [test_time: 120.33 (s), test_MAE: 1.7103, test_RMSE: 3.8621, test_MAPE: 0.0373]
2022-10-08 13:51:21,854 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_013.pt saved
2022-10-08 13:51:21,854 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:01
2022-10-08 13:51:21,855 - easytorch-training - INFO - Epoch 14 / 100
2022-10-08 14:02:28,117 - easytorch-training - INFO - Result <train>: [train_time: 666.26 (s), lr: 1.00e-03, train_MAE: 2.0661, train_RMSE: 4.6855, train_MAPE: 0.0486]
2022-10-08 14:02:28,119 - easytorch-training - INFO - Start validation.
2022-10-08 14:03:29,910 - easytorch-training - INFO - Result <val>: [val_time: 61.79 (s), val_MAE: 1.8879, val_RMSE: 4.4542, val_MAPE: 0.0446]
2022-10-08 14:05:29,626 - easytorch-training - INFO - Result <test>: [test_time: 119.71 (s), test_MAE: 1.6651, test_RMSE: 3.9521, test_MAPE: 0.0376]
2022-10-08 14:05:29,664 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_014.pt saved
2022-10-08 14:05:29,664 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:09
2022-10-08 14:05:29,664 - easytorch-training - INFO - Epoch 15 / 100
2022-10-08 14:16:33,112 - easytorch-training - INFO - Result <train>: [train_time: 663.45 (s), lr: 1.00e-03, train_MAE: 2.0460, train_RMSE: 4.6392, train_MAPE: 0.0480]
2022-10-08 14:16:33,114 - easytorch-training - INFO - Start validation.
2022-10-08 14:17:35,550 - easytorch-training - INFO - Result <val>: [val_time: 62.43 (s), val_MAE: 1.8771, val_RMSE: 4.4386, val_MAPE: 0.0449]
2022-10-08 14:17:35,600 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 14:19:35,526 - easytorch-training - INFO - Result <test>: [test_time: 119.93 (s), test_MAE: 1.7486, test_RMSE: 4.1014, test_MAPE: 0.0397]
2022-10-08 14:19:35,563 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_015.pt saved
2022-10-08 14:19:35,563 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:04
2022-10-08 14:19:35,563 - easytorch-training - INFO - Epoch 16 / 100
2022-10-08 14:30:48,931 - easytorch-training - INFO - Result <train>: [train_time: 673.37 (s), lr: 1.00e-03, train_MAE: 2.0400, train_RMSE: 4.6274, train_MAPE: 0.0478]
2022-10-08 14:30:48,934 - easytorch-training - INFO - Start validation.
2022-10-08 14:31:50,717 - easytorch-training - INFO - Result <val>: [val_time: 61.78 (s), val_MAE: 1.8935, val_RMSE: 4.4869, val_MAPE: 0.0457]
2022-10-08 14:33:50,950 - easytorch-training - INFO - Result <test>: [test_time: 120.23 (s), test_MAE: 1.8023, test_RMSE: 4.1871, test_MAPE: 0.0393]
2022-10-08 14:33:50,988 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_016.pt saved
2022-10-08 14:33:50,989 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:58
2022-10-08 14:33:50,989 - easytorch-training - INFO - Epoch 17 / 100
2022-10-08 14:44:55,350 - easytorch-training - INFO - Result <train>: [train_time: 664.36 (s), lr: 1.00e-03, train_MAE: 2.0273, train_RMSE: 4.6023, train_MAPE: 0.0475]
2022-10-08 14:44:55,352 - easytorch-training - INFO - Start validation.
2022-10-08 14:45:57,039 - easytorch-training - INFO - Result <val>: [val_time: 61.69 (s), val_MAE: 1.8808, val_RMSE: 4.4702, val_MAPE: 0.0452]
2022-10-08 14:47:56,769 - easytorch-training - INFO - Result <test>: [test_time: 119.73 (s), test_MAE: 1.7052, test_RMSE: 3.9892, test_MAPE: 0.0379]
2022-10-08 14:47:56,805 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_017.pt saved
2022-10-08 14:47:56,805 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:50
2022-10-08 14:47:56,805 - easytorch-training - INFO - Epoch 18 / 100
2022-10-08 14:59:01,265 - easytorch-training - INFO - Result <train>: [train_time: 664.46 (s), lr: 1.00e-03, train_MAE: 2.0212, train_RMSE: 4.5909, train_MAPE: 0.0474]
2022-10-08 14:59:01,267 - easytorch-training - INFO - Start validation.
2022-10-08 15:00:03,397 - easytorch-training - INFO - Result <val>: [val_time: 62.13 (s), val_MAE: 1.8637, val_RMSE: 4.4032, val_MAPE: 0.0444]
2022-10-08 15:00:03,446 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 15:02:03,208 - easytorch-training - INFO - Result <test>: [test_time: 119.76 (s), test_MAE: 1.9870, test_RMSE: 4.6573, test_MAPE: 0.0480]
2022-10-08 15:02:03,244 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_018.pt saved
2022-10-08 15:02:03,244 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:46
2022-10-08 15:02:03,244 - easytorch-training - INFO - Epoch 19 / 100
2022-10-08 15:13:04,952 - easytorch-training - INFO - Result <train>: [train_time: 661.71 (s), lr: 1.00e-03, train_MAE: 2.0132, train_RMSE: 4.5745, train_MAPE: 0.0471]
2022-10-08 15:13:04,955 - easytorch-training - INFO - Start validation.
2022-10-08 15:14:06,404 - easytorch-training - INFO - Result <val>: [val_time: 61.45 (s), val_MAE: 1.8553, val_RMSE: 4.3830, val_MAPE: 0.0441]
2022-10-08 15:14:06,454 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 15:16:06,659 - easytorch-training - INFO - Result <test>: [test_time: 120.20 (s), test_MAE: 1.8758, test_RMSE: 4.3598, test_MAPE: 0.0422]
2022-10-08 15:16:06,694 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_019.pt saved
2022-10-08 15:16:06,694 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:27
2022-10-08 15:16:06,694 - easytorch-training - INFO - Epoch 20 / 100
2022-10-08 15:27:10,046 - easytorch-training - INFO - Result <train>: [train_time: 663.35 (s), lr: 1.00e-03, train_MAE: 2.0096, train_RMSE: 4.5663, train_MAPE: 0.0470]
2022-10-08 15:27:10,048 - easytorch-training - INFO - Start validation.
2022-10-08 15:28:11,514 - easytorch-training - INFO - Result <val>: [val_time: 61.47 (s), val_MAE: 1.8372, val_RMSE: 4.3578, val_MAPE: 0.0438]
2022-10-08 15:28:11,563 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 15:30:10,644 - easytorch-training - INFO - Result <test>: [test_time: 119.08 (s), test_MAE: 1.7971, test_RMSE: 4.2608, test_MAPE: 0.0405]
2022-10-08 15:30:10,680 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_020.pt saved
2022-10-08 15:30:10,692 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:12
2022-10-08 15:30:10,692 - easytorch-training - INFO - Epoch 21 / 100
2022-10-08 15:41:14,644 - easytorch-training - INFO - Result <train>: [train_time: 663.95 (s), lr: 1.00e-03, train_MAE: 1.9955, train_RMSE: 4.5364, train_MAPE: 0.0466]
2022-10-08 15:41:14,647 - easytorch-training - INFO - Start validation.
2022-10-08 15:42:16,465 - easytorch-training - INFO - Result <val>: [val_time: 61.82 (s), val_MAE: 1.8342, val_RMSE: 4.3528, val_MAPE: 0.0437]
2022-10-08 15:42:16,514 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 15:44:16,206 - easytorch-training - INFO - Result <test>: [test_time: 119.69 (s), test_MAE: 1.7036, test_RMSE: 3.9821, test_MAPE: 0.0386]
2022-10-08 15:44:16,242 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_021.pt saved
2022-10-08 15:44:16,242 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:06
2022-10-08 15:44:16,242 - easytorch-training - INFO - Epoch 22 / 100
2022-10-08 15:55:20,628 - easytorch-training - INFO - Result <train>: [train_time: 664.39 (s), lr: 1.00e-03, train_MAE: 1.9945, train_RMSE: 4.5349, train_MAPE: 0.0466]
2022-10-08 15:55:20,629 - easytorch-training - INFO - Start validation.
2022-10-08 15:56:21,708 - easytorch-training - INFO - Result <val>: [val_time: 61.08 (s), val_MAE: 1.8398, val_RMSE: 4.3819, val_MAPE: 0.0439]
2022-10-08 15:58:21,696 - easytorch-training - INFO - Result <test>: [test_time: 119.99 (s), test_MAE: 1.8828, test_RMSE: 4.5125, test_MAPE: 0.0452]
2022-10-08 15:58:21,734 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_022.pt saved
2022-10-08 15:58:21,734 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:19:01
2022-10-08 15:58:21,734 - easytorch-training - INFO - Epoch 23 / 100
2022-10-08 16:09:24,025 - easytorch-training - INFO - Result <train>: [train_time: 662.29 (s), lr: 1.00e-03, train_MAE: 1.9894, train_RMSE: 4.5212, train_MAPE: 0.0464]
2022-10-08 16:09:24,027 - easytorch-training - INFO - Start validation.
2022-10-08 16:10:25,608 - easytorch-training - INFO - Result <val>: [val_time: 61.58 (s), val_MAE: 1.8449, val_RMSE: 4.3518, val_MAPE: 0.0436]
2022-10-08 16:12:24,517 - easytorch-training - INFO - Result <test>: [test_time: 118.91 (s), test_MAE: 1.8772, test_RMSE: 4.3073, test_MAPE: 0.0425]
2022-10-08 16:12:24,554 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_023.pt saved
2022-10-08 16:12:24,554 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:44
2022-10-08 16:12:24,554 - easytorch-training - INFO - Epoch 24 / 100
2022-10-08 16:23:28,675 - easytorch-training - INFO - Result <train>: [train_time: 664.12 (s), lr: 1.00e-03, train_MAE: 1.9847, train_RMSE: 4.5115, train_MAPE: 0.0463]
2022-10-08 16:23:28,676 - easytorch-training - INFO - Start validation.
2022-10-08 16:24:30,335 - easytorch-training - INFO - Result <val>: [val_time: 61.66 (s), val_MAE: 1.8218, val_RMSE: 4.3154, val_MAPE: 0.0430]
2022-10-08 16:24:30,384 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 16:26:30,136 - easytorch-training - INFO - Result <test>: [test_time: 119.75 (s), test_MAE: 1.7510, test_RMSE: 4.0330, test_MAPE: 0.0369]
2022-10-08 16:26:30,172 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_024.pt saved
2022-10-08 16:26:30,173 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:40
2022-10-08 16:26:30,173 - easytorch-training - INFO - Epoch 25 / 100
2022-10-08 16:37:34,207 - easytorch-training - INFO - Result <train>: [train_time: 664.03 (s), lr: 1.00e-03, train_MAE: 1.9837, train_RMSE: 4.5106, train_MAPE: 0.0463]
2022-10-08 16:37:34,210 - easytorch-training - INFO - Start validation.
2022-10-08 16:38:35,542 - easytorch-training - INFO - Result <val>: [val_time: 61.33 (s), val_MAE: 1.8128, val_RMSE: 4.2922, val_MAPE: 0.0431]
2022-10-08 16:38:35,591 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 16:40:34,861 - easytorch-training - INFO - Result <test>: [test_time: 119.27 (s), test_MAE: 1.7044, test_RMSE: 3.9827, test_MAPE: 0.0377]
2022-10-08 16:40:34,898 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_025.pt saved
2022-10-08 16:40:34,898 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:33
2022-10-08 16:40:34,898 - easytorch-training - INFO - Epoch 26 / 100
2022-10-08 16:51:39,978 - easytorch-training - INFO - Result <train>: [train_time: 665.08 (s), lr: 1.00e-03, train_MAE: 1.9752, train_RMSE: 4.4911, train_MAPE: 0.0461]
2022-10-08 16:51:39,980 - easytorch-training - INFO - Start validation.
2022-10-08 16:52:42,056 - easytorch-training - INFO - Result <val>: [val_time: 62.08 (s), val_MAE: 1.8224, val_RMSE: 4.3185, val_MAPE: 0.0434]
2022-10-08 16:54:41,345 - easytorch-training - INFO - Result <test>: [test_time: 119.29 (s), test_MAE: 1.8097, test_RMSE: 4.1435, test_MAPE: 0.0396]
2022-10-08 16:54:41,380 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_026.pt saved
2022-10-08 16:54:41,380 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:34
2022-10-08 16:54:41,380 - easytorch-training - INFO - Epoch 27 / 100
2022-10-08 17:05:46,010 - easytorch-training - INFO - Result <train>: [train_time: 664.63 (s), lr: 1.00e-03, train_MAE: 1.9724, train_RMSE: 4.4851, train_MAPE: 0.0459]
2022-10-08 17:05:46,012 - easytorch-training - INFO - Start validation.
2022-10-08 17:06:47,883 - easytorch-training - INFO - Result <val>: [val_time: 61.87 (s), val_MAE: 1.8039, val_RMSE: 4.2933, val_MAPE: 0.0436]
2022-10-08 17:06:47,933 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 17:08:48,543 - easytorch-training - INFO - Result <test>: [test_time: 120.61 (s), test_MAE: 1.6952, test_RMSE: 3.9903, test_MAPE: 0.0389]
2022-10-08 17:08:48,581 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_027.pt saved
2022-10-08 17:08:48,582 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:37
2022-10-08 17:08:48,582 - easytorch-training - INFO - Epoch 28 / 100
2022-10-08 17:19:52,248 - easytorch-training - INFO - Result <train>: [train_time: 663.67 (s), lr: 1.00e-03, train_MAE: 1.9708, train_RMSE: 4.4814, train_MAPE: 0.0459]
2022-10-08 17:19:52,251 - easytorch-training - INFO - Start validation.
2022-10-08 17:20:53,385 - easytorch-training - INFO - Result <val>: [val_time: 61.13 (s), val_MAE: 1.8074, val_RMSE: 4.3042, val_MAPE: 0.0427]
2022-10-08 17:22:53,009 - easytorch-training - INFO - Result <test>: [test_time: 119.62 (s), test_MAE: 1.7324, test_RMSE: 4.0005, test_MAPE: 0.0382]
2022-10-08 17:22:53,048 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_028.pt saved
2022-10-08 17:22:53,049 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:30
2022-10-08 17:22:53,049 - easytorch-training - INFO - Epoch 29 / 100
2022-10-08 17:33:55,453 - easytorch-training - INFO - Result <train>: [train_time: 662.40 (s), lr: 1.00e-03, train_MAE: 1.9660, train_RMSE: 4.4731, train_MAPE: 0.0458]
2022-10-08 17:33:55,455 - easytorch-training - INFO - Start validation.
2022-10-08 17:34:57,763 - easytorch-training - INFO - Result <val>: [val_time: 62.31 (s), val_MAE: 1.8167, val_RMSE: 4.3027, val_MAPE: 0.0427]
2022-10-08 17:36:57,569 - easytorch-training - INFO - Result <test>: [test_time: 119.80 (s), test_MAE: 1.8015, test_RMSE: 4.1854, test_MAPE: 0.0403]
2022-10-08 17:36:57,607 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_029.pt saved
2022-10-08 17:36:57,607 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:24
2022-10-08 17:36:57,607 - easytorch-training - INFO - Epoch 30 / 100
2022-10-08 17:48:01,208 - easytorch-training - INFO - Result <train>: [train_time: 663.60 (s), lr: 1.00e-03, train_MAE: 1.9637, train_RMSE: 4.4638, train_MAPE: 0.0457]
2022-10-08 17:48:01,210 - easytorch-training - INFO - Start validation.
2022-10-08 17:49:03,242 - easytorch-training - INFO - Result <val>: [val_time: 62.03 (s), val_MAE: 1.8203, val_RMSE: 4.3385, val_MAPE: 0.0437]
2022-10-08 17:51:03,753 - easytorch-training - INFO - Result <test>: [test_time: 120.51 (s), test_MAE: 1.6818, test_RMSE: 3.9133, test_MAPE: 0.0381]
2022-10-08 17:51:03,790 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_030.pt saved
2022-10-08 17:51:03,801 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:23
2022-10-08 17:51:03,801 - easytorch-training - INFO - Epoch 31 / 100
2022-10-08 18:02:07,271 - easytorch-training - INFO - Result <train>: [train_time: 663.47 (s), lr: 1.00e-03, train_MAE: 1.9600, train_RMSE: 4.4579, train_MAPE: 0.0456]
2022-10-08 18:02:07,273 - easytorch-training - INFO - Start validation.
2022-10-08 18:03:09,249 - easytorch-training - INFO - Result <val>: [val_time: 61.98 (s), val_MAE: 1.8161, val_RMSE: 4.3317, val_MAPE: 0.0434]
2022-10-08 18:05:09,101 - easytorch-training - INFO - Result <test>: [test_time: 119.85 (s), test_MAE: 1.7834, test_RMSE: 4.1554, test_MAPE: 0.0392]
2022-10-08 18:05:09,138 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_031.pt saved
2022-10-08 18:05:09,138 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:20
2022-10-08 18:05:09,139 - easytorch-training - INFO - Epoch 32 / 100
2022-10-08 18:16:11,399 - easytorch-training - INFO - Result <train>: [train_time: 662.26 (s), lr: 1.00e-03, train_MAE: 1.9633, train_RMSE: 4.4644, train_MAPE: 0.0457]
2022-10-08 18:16:11,402 - easytorch-training - INFO - Start validation.
2022-10-08 18:17:14,021 - easytorch-training - INFO - Result <val>: [val_time: 62.62 (s), val_MAE: 1.8086, val_RMSE: 4.2997, val_MAPE: 0.0427]
2022-10-08 18:19:14,105 - easytorch-training - INFO - Result <test>: [test_time: 120.08 (s), test_MAE: 1.6719, test_RMSE: 3.8779, test_MAPE: 0.0353]
2022-10-08 18:19:14,141 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_032.pt saved
2022-10-08 18:19:14,141 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:16
2022-10-08 18:19:14,141 - easytorch-training - INFO - Epoch 33 / 100
2022-10-08 18:30:17,197 - easytorch-training - INFO - Result <train>: [train_time: 663.06 (s), lr: 1.00e-03, train_MAE: 1.9566, train_RMSE: 4.4513, train_MAPE: 0.0455]
2022-10-08 18:30:17,200 - easytorch-training - INFO - Start validation.
2022-10-08 18:31:19,202 - easytorch-training - INFO - Result <val>: [val_time: 62.00 (s), val_MAE: 1.7985, val_RMSE: 4.2745, val_MAPE: 0.0429]
2022-10-08 18:31:19,250 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 18:33:19,628 - easytorch-training - INFO - Result <test>: [test_time: 120.38 (s), test_MAE: 1.8620, test_RMSE: 4.3472, test_MAPE: 0.0424]
2022-10-08 18:33:19,663 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_033.pt saved
2022-10-08 18:33:19,664 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:14
2022-10-08 18:33:19,664 - easytorch-training - INFO - Epoch 34 / 100
2022-10-08 18:44:23,451 - easytorch-training - INFO - Result <train>: [train_time: 663.79 (s), lr: 1.00e-03, train_MAE: 1.9550, train_RMSE: 4.4456, train_MAPE: 0.0455]
2022-10-08 18:44:23,453 - easytorch-training - INFO - Start validation.
2022-10-08 18:45:25,432 - easytorch-training - INFO - Result <val>: [val_time: 61.98 (s), val_MAE: 1.8185, val_RMSE: 4.3082, val_MAPE: 0.0429]
2022-10-08 18:47:25,145 - easytorch-training - INFO - Result <test>: [test_time: 119.71 (s), test_MAE: 1.7068, test_RMSE: 3.9360, test_MAPE: 0.0380]
2022-10-08 18:47:25,181 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_034.pt saved
2022-10-08 18:47:25,181 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:12
2022-10-08 18:47:25,181 - easytorch-training - INFO - Epoch 35 / 100
2022-10-08 18:58:28,875 - easytorch-training - INFO - Result <train>: [train_time: 663.69 (s), lr: 1.00e-03, train_MAE: 1.9535, train_RMSE: 4.4431, train_MAPE: 0.0454]
2022-10-08 18:58:28,877 - easytorch-training - INFO - Start validation.
2022-10-08 18:59:31,490 - easytorch-training - INFO - Result <val>: [val_time: 62.61 (s), val_MAE: 1.7912, val_RMSE: 4.2521, val_MAPE: 0.0422]
2022-10-08 18:59:31,540 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 19:01:32,118 - easytorch-training - INFO - Result <test>: [test_time: 120.58 (s), test_MAE: 1.7892, test_RMSE: 4.1892, test_MAPE: 0.0406]
2022-10-08 19:01:32,154 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_035.pt saved
2022-10-08 19:01:32,155 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:15
2022-10-08 19:01:32,155 - easytorch-training - INFO - Epoch 36 / 100
2022-10-08 19:12:35,884 - easytorch-training - INFO - Result <train>: [train_time: 663.73 (s), lr: 1.00e-03, train_MAE: 1.9472, train_RMSE: 4.4250, train_MAPE: 0.0452]
2022-10-08 19:12:35,886 - easytorch-training - INFO - Start validation.
2022-10-08 19:13:37,700 - easytorch-training - INFO - Result <val>: [val_time: 61.81 (s), val_MAE: 1.8096, val_RMSE: 4.2867, val_MAPE: 0.0430]
2022-10-08 19:15:37,724 - easytorch-training - INFO - Result <test>: [test_time: 120.02 (s), test_MAE: 1.7070, test_RMSE: 3.9519, test_MAPE: 0.0383]
2022-10-08 19:15:37,759 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_036.pt saved
2022-10-08 19:15:37,759 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:13
2022-10-08 19:15:37,759 - easytorch-training - INFO - Epoch 37 / 100
2022-10-08 19:26:40,110 - easytorch-training - INFO - Result <train>: [train_time: 662.35 (s), lr: 1.00e-03, train_MAE: 1.9468, train_RMSE: 4.4258, train_MAPE: 0.0452]
2022-10-08 19:26:40,112 - easytorch-training - INFO - Start validation.
2022-10-08 19:27:42,481 - easytorch-training - INFO - Result <val>: [val_time: 62.37 (s), val_MAE: 1.8240, val_RMSE: 4.2930, val_MAPE: 0.0426]
2022-10-08 19:29:42,180 - easytorch-training - INFO - Result <test>: [test_time: 119.70 (s), test_MAE: 1.9148, test_RMSE: 4.5434, test_MAPE: 0.0420]
2022-10-08 19:29:42,215 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_037.pt saved
2022-10-08 19:29:42,215 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:08
2022-10-08 19:29:42,215 - easytorch-training - INFO - Epoch 38 / 100
2022-10-08 19:40:44,123 - easytorch-training - INFO - Result <train>: [train_time: 661.91 (s), lr: 1.00e-03, train_MAE: 1.9440, train_RMSE: 4.4192, train_MAPE: 0.0452]
2022-10-08 19:40:44,125 - easytorch-training - INFO - Start validation.
2022-10-08 19:41:46,402 - easytorch-training - INFO - Result <val>: [val_time: 62.28 (s), val_MAE: 1.8037, val_RMSE: 4.2638, val_MAPE: 0.0426]
2022-10-08 19:43:46,721 - easytorch-training - INFO - Result <test>: [test_time: 120.32 (s), test_MAE: 1.7516, test_RMSE: 4.0760, test_MAPE: 0.0399]
2022-10-08 19:43:46,758 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_038.pt saved
2022-10-08 19:43:46,758 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:04
2022-10-08 19:43:46,758 - easytorch-training - INFO - Epoch 39 / 100
2022-10-08 19:54:50,142 - easytorch-training - INFO - Result <train>: [train_time: 663.38 (s), lr: 1.00e-03, train_MAE: 1.9426, train_RMSE: 4.4162, train_MAPE: 0.0451]
2022-10-08 19:54:50,144 - easytorch-training - INFO - Start validation.
2022-10-08 19:55:51,894 - easytorch-training - INFO - Result <val>: [val_time: 61.75 (s), val_MAE: 1.8011, val_RMSE: 4.2799, val_MAPE: 0.0428]
2022-10-08 19:57:51,940 - easytorch-training - INFO - Result <test>: [test_time: 120.04 (s), test_MAE: 1.8275, test_RMSE: 4.3305, test_MAPE: 0.0419]
2022-10-08 19:57:51,977 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_039.pt saved
2022-10-08 19:57:51,978 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:02
2022-10-08 19:57:51,978 - easytorch-training - INFO - Epoch 40 / 100
2022-10-08 20:08:56,474 - easytorch-training - INFO - Result <train>: [train_time: 664.50 (s), lr: 1.00e-03, train_MAE: 1.9381, train_RMSE: 4.4058, train_MAPE: 0.0450]
2022-10-08 20:08:56,476 - easytorch-training - INFO - Start validation.
2022-10-08 20:09:58,658 - easytorch-training - INFO - Result <val>: [val_time: 62.18 (s), val_MAE: 1.7914, val_RMSE: 4.2662, val_MAPE: 0.0428]
2022-10-08 20:11:58,390 - easytorch-training - INFO - Result <test>: [test_time: 119.73 (s), test_MAE: 1.6787, test_RMSE: 3.8784, test_MAPE: 0.0366]
2022-10-08 20:11:58,427 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_040.pt saved
2022-10-08 20:11:58,438 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-08 20:11:58,438 - easytorch-training - INFO - Epoch 41 / 100
2022-10-08 20:23:01,858 - easytorch-training - INFO - Result <train>: [train_time: 663.42 (s), lr: 1.00e-03, train_MAE: 1.9377, train_RMSE: 4.4050, train_MAPE: 0.0450]
2022-10-08 20:23:01,861 - easytorch-training - INFO - Start validation.
2022-10-08 20:24:03,291 - easytorch-training - INFO - Result <val>: [val_time: 61.43 (s), val_MAE: 1.7797, val_RMSE: 4.2290, val_MAPE: 0.0421]
2022-10-08 20:24:03,340 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 20:26:02,448 - easytorch-training - INFO - Result <test>: [test_time: 119.11 (s), test_MAE: 1.6687, test_RMSE: 3.8118, test_MAPE: 0.0359]
2022-10-08 20:26:02,484 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_041.pt saved
2022-10-08 20:26:02,485 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:58
2022-10-08 20:26:02,485 - easytorch-training - INFO - Epoch 42 / 100
2022-10-08 20:37:06,398 - easytorch-training - INFO - Result <train>: [train_time: 663.91 (s), lr: 1.00e-03, train_MAE: 1.9375, train_RMSE: 4.4056, train_MAPE: 0.0450]
2022-10-08 20:37:06,400 - easytorch-training - INFO - Start validation.
2022-10-08 20:38:08,289 - easytorch-training - INFO - Result <val>: [val_time: 61.89 (s), val_MAE: 1.7963, val_RMSE: 4.2760, val_MAPE: 0.0420]
2022-10-08 20:40:07,923 - easytorch-training - INFO - Result <test>: [test_time: 119.63 (s), test_MAE: 1.9358, test_RMSE: 4.5464, test_MAPE: 0.0430]
2022-10-08 20:40:07,959 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_042.pt saved
2022-10-08 20:40:07,959 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:56
2022-10-08 20:40:07,959 - easytorch-training - INFO - Epoch 43 / 100
2022-10-08 20:51:10,498 - easytorch-training - INFO - Result <train>: [train_time: 662.54 (s), lr: 1.00e-03, train_MAE: 1.9345, train_RMSE: 4.3989, train_MAPE: 0.0449]
2022-10-08 20:51:10,500 - easytorch-training - INFO - Start validation.
2022-10-08 20:52:11,698 - easytorch-training - INFO - Result <val>: [val_time: 61.20 (s), val_MAE: 1.7914, val_RMSE: 4.2587, val_MAPE: 0.0425]
2022-10-08 20:54:11,049 - easytorch-training - INFO - Result <test>: [test_time: 119.35 (s), test_MAE: 1.6730, test_RMSE: 3.8533, test_MAPE: 0.0373]
2022-10-08 20:54:11,085 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_043.pt saved
2022-10-08 20:54:11,085 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:50
2022-10-08 20:54:11,085 - easytorch-training - INFO - Epoch 44 / 100
2022-10-08 21:05:15,428 - easytorch-training - INFO - Result <train>: [train_time: 664.34 (s), lr: 1.00e-03, train_MAE: 1.9330, train_RMSE: 4.3948, train_MAPE: 0.0448]
2022-10-08 21:05:15,430 - easytorch-training - INFO - Start validation.
2022-10-08 21:06:17,169 - easytorch-training - INFO - Result <val>: [val_time: 61.74 (s), val_MAE: 1.7943, val_RMSE: 4.2559, val_MAPE: 0.0423]
2022-10-08 21:08:16,336 - easytorch-training - INFO - Result <test>: [test_time: 119.16 (s), test_MAE: 1.6221, test_RMSE: 3.7186, test_MAPE: 0.0345]
2022-10-08 21:08:16,371 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_044.pt saved
2022-10-08 21:08:16,372 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:48
2022-10-08 21:08:16,372 - easytorch-training - INFO - Epoch 45 / 100
2022-10-08 21:19:18,942 - easytorch-training - INFO - Result <train>: [train_time: 662.57 (s), lr: 1.00e-03, train_MAE: 1.9322, train_RMSE: 4.3934, train_MAPE: 0.0448]
2022-10-08 21:19:18,944 - easytorch-training - INFO - Start validation.
2022-10-08 21:20:20,585 - easytorch-training - INFO - Result <val>: [val_time: 61.64 (s), val_MAE: 1.7870, val_RMSE: 4.2321, val_MAPE: 0.0422]
2022-10-08 21:22:20,635 - easytorch-training - INFO - Result <test>: [test_time: 120.05 (s), test_MAE: 1.8861, test_RMSE: 4.4283, test_MAPE: 0.0423]
2022-10-08 21:22:20,658 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_045.pt saved
2022-10-08 21:22:20,658 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:45
2022-10-08 21:22:20,658 - easytorch-training - INFO - Epoch 46 / 100
2022-10-08 21:33:24,373 - easytorch-training - INFO - Result <train>: [train_time: 663.71 (s), lr: 1.00e-03, train_MAE: 1.9309, train_RMSE: 4.3894, train_MAPE: 0.0448]
2022-10-08 21:33:24,375 - easytorch-training - INFO - Start validation.
2022-10-08 21:34:25,805 - easytorch-training - INFO - Result <val>: [val_time: 61.43 (s), val_MAE: 1.7935, val_RMSE: 4.2493, val_MAPE: 0.0421]
2022-10-08 21:36:24,972 - easytorch-training - INFO - Result <test>: [test_time: 119.16 (s), test_MAE: 1.7237, test_RMSE: 4.0377, test_MAPE: 0.0377]
2022-10-08 21:36:25,008 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_046.pt saved
2022-10-08 21:36:25,008 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:41
2022-10-08 21:36:25,008 - easytorch-training - INFO - Epoch 47 / 100
2022-10-08 21:47:28,544 - easytorch-training - INFO - Result <train>: [train_time: 663.54 (s), lr: 1.00e-03, train_MAE: 1.9279, train_RMSE: 4.3834, train_MAPE: 0.0447]
2022-10-08 21:47:28,547 - easytorch-training - INFO - Start validation.
2022-10-08 21:48:30,616 - easytorch-training - INFO - Result <val>: [val_time: 62.07 (s), val_MAE: 1.7863, val_RMSE: 4.2521, val_MAPE: 0.0419]
2022-10-08 21:50:30,111 - easytorch-training - INFO - Result <test>: [test_time: 119.49 (s), test_MAE: 1.7805, test_RMSE: 4.2136, test_MAPE: 0.0389]
2022-10-08 21:50:30,148 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_047.pt saved
2022-10-08 21:50:30,148 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:40
2022-10-08 21:50:30,148 - easytorch-training - INFO - Epoch 48 / 100
2022-10-08 22:01:36,397 - easytorch-training - INFO - Result <train>: [train_time: 666.25 (s), lr: 1.00e-03, train_MAE: 1.9239, train_RMSE: 4.3725, train_MAPE: 0.0445]
2022-10-08 22:01:36,400 - easytorch-training - INFO - Start validation.
2022-10-08 22:02:37,599 - easytorch-training - INFO - Result <val>: [val_time: 61.20 (s), val_MAE: 1.7721, val_RMSE: 4.2212, val_MAPE: 0.0421]
2022-10-08 22:02:37,650 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 22:04:37,565 - easytorch-training - INFO - Result <test>: [test_time: 119.91 (s), test_MAE: 1.7139, test_RMSE: 4.0078, test_MAPE: 0.0382]
2022-10-08 22:04:37,600 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_048.pt saved
2022-10-08 22:04:37,600 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:43
2022-10-08 22:04:37,600 - easytorch-training - INFO - Epoch 49 / 100
2022-10-08 22:15:43,039 - easytorch-training - INFO - Result <train>: [train_time: 665.44 (s), lr: 1.00e-03, train_MAE: 1.9228, train_RMSE: 4.3706, train_MAPE: 0.0445]
2022-10-08 22:15:43,041 - easytorch-training - INFO - Start validation.
2022-10-08 22:16:45,411 - easytorch-training - INFO - Result <val>: [val_time: 62.37 (s), val_MAE: 1.7800, val_RMSE: 4.2262, val_MAPE: 0.0421]
2022-10-08 22:18:44,753 - easytorch-training - INFO - Result <test>: [test_time: 119.34 (s), test_MAE: 1.7930, test_RMSE: 4.1797, test_MAPE: 0.0397]
2022-10-08 22:18:44,791 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_049.pt saved
2022-10-08 22:18:44,791 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:46
2022-10-08 22:18:44,791 - easytorch-training - INFO - Epoch 50 / 100
2022-10-08 22:29:50,234 - easytorch-training - INFO - Result <train>: [train_time: 665.44 (s), lr: 1.00e-03, train_MAE: 1.9218, train_RMSE: 4.3697, train_MAPE: 0.0445]
2022-10-08 22:29:50,236 - easytorch-training - INFO - Start validation.
2022-10-08 22:30:51,672 - easytorch-training - INFO - Result <val>: [val_time: 61.44 (s), val_MAE: 1.8024, val_RMSE: 4.2883, val_MAPE: 0.0422]
2022-10-08 22:32:51,784 - easytorch-training - INFO - Result <test>: [test_time: 120.11 (s), test_MAE: 1.7270, test_RMSE: 4.0485, test_MAPE: 0.0378]
2022-10-08 22:32:51,820 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_050.pt saved
2022-10-08 22:32:51,832 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:48
2022-10-08 22:32:51,832 - easytorch-training - INFO - Epoch 51 / 100
2022-10-08 22:43:58,614 - easytorch-training - INFO - Result <train>: [train_time: 666.78 (s), lr: 5.00e-04, train_MAE: 1.9089, train_RMSE: 4.3407, train_MAPE: 0.0441]
2022-10-08 22:43:58,616 - easytorch-training - INFO - Start validation.
2022-10-08 22:45:00,238 - easytorch-training - INFO - Result <val>: [val_time: 61.62 (s), val_MAE: 1.7740, val_RMSE: 4.2225, val_MAPE: 0.0421]
2022-10-08 22:47:00,328 - easytorch-training - INFO - Result <test>: [test_time: 120.09 (s), test_MAE: 1.7433, test_RMSE: 4.0913, test_MAPE: 0.0378]
2022-10-08 22:47:00,364 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_051.pt saved
2022-10-08 22:47:00,364 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:53
2022-10-08 22:47:00,364 - easytorch-training - INFO - Epoch 52 / 100
2022-10-08 22:58:03,122 - easytorch-training - INFO - Result <train>: [train_time: 662.76 (s), lr: 5.00e-04, train_MAE: 1.9083, train_RMSE: 4.3400, train_MAPE: 0.0441]
2022-10-08 22:58:03,124 - easytorch-training - INFO - Start validation.
2022-10-08 22:59:05,670 - easytorch-training - INFO - Result <val>: [val_time: 62.55 (s), val_MAE: 1.7680, val_RMSE: 4.2069, val_MAPE: 0.0417]
2022-10-08 22:59:05,720 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-08 23:01:05,492 - easytorch-training - INFO - Result <test>: [test_time: 119.77 (s), test_MAE: 1.7461, test_RMSE: 4.0320, test_MAPE: 0.0384]
2022-10-08 23:01:05,528 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_052.pt saved
2022-10-08 23:01:05,528 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:51
2022-10-08 23:01:05,529 - easytorch-training - INFO - Epoch 53 / 100
2022-10-08 23:12:09,886 - easytorch-training - INFO - Result <train>: [train_time: 664.36 (s), lr: 5.00e-04, train_MAE: 1.9041, train_RMSE: 4.3283, train_MAPE: 0.0439]
2022-10-08 23:12:09,889 - easytorch-training - INFO - Start validation.
2022-10-08 23:13:11,688 - easytorch-training - INFO - Result <val>: [val_time: 61.80 (s), val_MAE: 1.7683, val_RMSE: 4.2043, val_MAPE: 0.0419]
2022-10-08 23:15:11,636 - easytorch-training - INFO - Result <test>: [test_time: 119.94 (s), test_MAE: 2.0622, test_RMSE: 4.8834, test_MAPE: 0.0498]
2022-10-08 23:15:11,672 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_053.pt saved
2022-10-08 23:15:11,672 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:52
2022-10-08 23:15:11,672 - easytorch-training - INFO - Epoch 54 / 100
2022-10-08 23:26:15,733 - easytorch-training - INFO - Result <train>: [train_time: 664.06 (s), lr: 5.00e-04, train_MAE: 1.9051, train_RMSE: 4.3316, train_MAPE: 0.0440]
2022-10-08 23:26:15,735 - easytorch-training - INFO - Start validation.
2022-10-08 23:27:17,730 - easytorch-training - INFO - Result <val>: [val_time: 61.99 (s), val_MAE: 1.7854, val_RMSE: 4.2469, val_MAPE: 0.0425]
2022-10-08 23:29:17,339 - easytorch-training - INFO - Result <test>: [test_time: 119.61 (s), test_MAE: 1.7102, test_RMSE: 3.9877, test_MAPE: 0.0385]
2022-10-08 23:29:17,374 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_054.pt saved
2022-10-08 23:29:17,374 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:51
2022-10-08 23:29:17,374 - easytorch-training - INFO - Epoch 55 / 100
2022-10-08 23:40:23,180 - easytorch-training - INFO - Result <train>: [train_time: 665.81 (s), lr: 5.00e-04, train_MAE: 1.9013, train_RMSE: 4.3218, train_MAPE: 0.0439]
2022-10-08 23:40:23,182 - easytorch-training - INFO - Start validation.
2022-10-08 23:41:25,093 - easytorch-training - INFO - Result <val>: [val_time: 61.91 (s), val_MAE: 1.7693, val_RMSE: 4.2057, val_MAPE: 0.0419]
2022-10-08 23:43:25,391 - easytorch-training - INFO - Result <test>: [test_time: 120.30 (s), test_MAE: 1.6777, test_RMSE: 3.9337, test_MAPE: 0.0365]
2022-10-08 23:43:25,429 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_055.pt saved
2022-10-08 23:43:25,429 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:55
2022-10-08 23:43:25,429 - easytorch-training - INFO - Epoch 56 / 100
2022-10-08 23:54:29,350 - easytorch-training - INFO - Result <train>: [train_time: 663.92 (s), lr: 5.00e-04, train_MAE: 1.9044, train_RMSE: 4.3306, train_MAPE: 0.0440]
2022-10-08 23:54:29,351 - easytorch-training - INFO - Start validation.
2022-10-08 23:55:31,762 - easytorch-training - INFO - Result <val>: [val_time: 62.41 (s), val_MAE: 1.7711, val_RMSE: 4.2232, val_MAPE: 0.0421]
2022-10-08 23:57:31,493 - easytorch-training - INFO - Result <test>: [test_time: 119.73 (s), test_MAE: 1.7159, test_RMSE: 4.0490, test_MAPE: 0.0381]
2022-10-08 23:57:31,528 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_056.pt saved
2022-10-08 23:57:31,529 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:55
2022-10-08 23:57:31,529 - easytorch-training - INFO - Epoch 57 / 100
2022-10-09 00:08:37,833 - easytorch-training - INFO - Result <train>: [train_time: 666.30 (s), lr: 5.00e-04, train_MAE: 1.9002, train_RMSE: 4.3223, train_MAPE: 0.0439]
2022-10-09 00:08:37,836 - easytorch-training - INFO - Start validation.
2022-10-09 00:09:40,023 - easytorch-training - INFO - Result <val>: [val_time: 62.19 (s), val_MAE: 1.7634, val_RMSE: 4.2029, val_MAPE: 0.0419]
2022-10-09 00:09:40,071 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-09 00:11:40,276 - easytorch-training - INFO - Result <test>: [test_time: 120.20 (s), test_MAE: 1.6791, test_RMSE: 4.0102, test_MAPE: 0.0376]
2022-10-09 00:11:40,311 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_057.pt saved
2022-10-09 00:11:40,311 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:00
2022-10-09 00:11:40,311 - easytorch-training - INFO - Epoch 58 / 100
2022-10-09 00:22:45,918 - easytorch-training - INFO - Result <train>: [train_time: 665.61 (s), lr: 5.00e-04, train_MAE: 1.8961, train_RMSE: 4.3137, train_MAPE: 0.0438]
2022-10-09 00:22:45,920 - easytorch-training - INFO - Start validation.
2022-10-09 00:23:47,837 - easytorch-training - INFO - Result <val>: [val_time: 61.92 (s), val_MAE: 1.7572, val_RMSE: 4.1971, val_MAPE: 0.0417]
2022-10-09 00:23:47,886 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-09 00:25:47,437 - easytorch-training - INFO - Result <test>: [test_time: 119.55 (s), test_MAE: 1.6302, test_RMSE: 3.7596, test_MAPE: 0.0355]
2022-10-09 00:25:47,475 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_058.pt saved
2022-10-09 00:25:47,475 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:02
2022-10-09 00:25:47,475 - easytorch-training - INFO - Epoch 59 / 100
2022-10-09 00:36:51,694 - easytorch-training - INFO - Result <train>: [train_time: 664.22 (s), lr: 5.00e-04, train_MAE: 1.8994, train_RMSE: 4.3181, train_MAPE: 0.0438]
2022-10-09 00:36:51,697 - easytorch-training - INFO - Start validation.
2022-10-09 00:37:53,841 - easytorch-training - INFO - Result <val>: [val_time: 62.14 (s), val_MAE: 1.7724, val_RMSE: 4.2128, val_MAPE: 0.0415]
2022-10-09 00:39:53,418 - easytorch-training - INFO - Result <test>: [test_time: 119.57 (s), test_MAE: 1.6615, test_RMSE: 3.8434, test_MAPE: 0.0361]
2022-10-09 00:39:53,452 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_059.pt saved
2022-10-09 00:39:53,452 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:02
2022-10-09 00:39:53,453 - easytorch-training - INFO - Epoch 60 / 100
2022-10-09 00:50:56,850 - easytorch-training - INFO - Result <train>: [train_time: 663.40 (s), lr: 5.00e-04, train_MAE: 1.8963, train_RMSE: 4.3111, train_MAPE: 0.0437]
2022-10-09 00:50:56,853 - easytorch-training - INFO - Start validation.
2022-10-09 00:51:58,905 - easytorch-training - INFO - Result <val>: [val_time: 62.05 (s), val_MAE: 1.7779, val_RMSE: 4.2258, val_MAPE: 0.0419]
2022-10-09 00:53:59,041 - easytorch-training - INFO - Result <test>: [test_time: 120.13 (s), test_MAE: 1.6696, test_RMSE: 3.8817, test_MAPE: 0.0368]
2022-10-09 00:53:59,076 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_060.pt saved
2022-10-09 00:53:59,088 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:01
2022-10-09 00:53:59,088 - easytorch-training - INFO - Epoch 61 / 100
2022-10-09 01:05:01,429 - easytorch-training - INFO - Result <train>: [train_time: 662.34 (s), lr: 5.00e-04, train_MAE: 1.8985, train_RMSE: 4.3166, train_MAPE: 0.0438]
2022-10-09 01:05:01,431 - easytorch-training - INFO - Start validation.
2022-10-09 01:06:03,881 - easytorch-training - INFO - Result <val>: [val_time: 62.45 (s), val_MAE: 1.7731, val_RMSE: 4.2352, val_MAPE: 0.0424]
2022-10-09 01:08:03,667 - easytorch-training - INFO - Result <test>: [test_time: 119.78 (s), test_MAE: 1.6183, test_RMSE: 3.7425, test_MAPE: 0.0353]
2022-10-09 01:08:03,703 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_061.pt saved
2022-10-09 01:08:03,704 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:59
2022-10-09 01:08:03,704 - easytorch-training - INFO - Epoch 62 / 100
2022-10-09 01:19:09,539 - easytorch-training - INFO - Result <train>: [train_time: 665.83 (s), lr: 5.00e-04, train_MAE: 1.8950, train_RMSE: 4.3064, train_MAPE: 0.0437]
2022-10-09 01:19:09,541 - easytorch-training - INFO - Start validation.
2022-10-09 01:20:11,105 - easytorch-training - INFO - Result <val>: [val_time: 61.56 (s), val_MAE: 1.7641, val_RMSE: 4.2014, val_MAPE: 0.0423]
2022-10-09 01:22:11,150 - easytorch-training - INFO - Result <test>: [test_time: 120.04 (s), test_MAE: 1.7593, test_RMSE: 4.0641, test_MAPE: 0.0381]
2022-10-09 01:22:11,188 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_062.pt saved
2022-10-09 01:22:11,188 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:01
2022-10-09 01:22:11,188 - easytorch-training - INFO - Epoch 63 / 100
2022-10-09 01:33:15,853 - easytorch-training - INFO - Result <train>: [train_time: 664.66 (s), lr: 5.00e-04, train_MAE: 1.8979, train_RMSE: 4.3137, train_MAPE: 0.0438]
2022-10-09 01:33:15,855 - easytorch-training - INFO - Start validation.
2022-10-09 01:34:18,000 - easytorch-training - INFO - Result <val>: [val_time: 62.14 (s), val_MAE: 1.7623, val_RMSE: 4.1887, val_MAPE: 0.0413]
2022-10-09 01:36:18,510 - easytorch-training - INFO - Result <test>: [test_time: 120.51 (s), test_MAE: 1.8402, test_RMSE: 4.2721, test_MAPE: 0.0403]
2022-10-09 01:36:18,548 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_063.pt saved
2022-10-09 01:36:18,548 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 01:36:18,548 - easytorch-training - INFO - Epoch 64 / 100
2022-10-09 01:47:23,234 - easytorch-training - INFO - Result <train>: [train_time: 664.69 (s), lr: 5.00e-04, train_MAE: 1.8945, train_RMSE: 4.3071, train_MAPE: 0.0437]
2022-10-09 01:47:23,236 - easytorch-training - INFO - Start validation.
2022-10-09 01:48:24,576 - easytorch-training - INFO - Result <val>: [val_time: 61.34 (s), val_MAE: 1.7674, val_RMSE: 4.1956, val_MAPE: 0.0416]
2022-10-09 01:50:24,603 - easytorch-training - INFO - Result <test>: [test_time: 120.02 (s), test_MAE: 1.8547, test_RMSE: 4.3770, test_MAPE: 0.0419]
2022-10-09 01:50:24,639 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_064.pt saved
2022-10-09 01:50:24,639 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 01:50:24,639 - easytorch-training - INFO - Epoch 65 / 100
2022-10-09 02:01:28,178 - easytorch-training - INFO - Result <train>: [train_time: 663.54 (s), lr: 5.00e-04, train_MAE: 1.8917, train_RMSE: 4.3005, train_MAPE: 0.0436]
2022-10-09 02:01:28,180 - easytorch-training - INFO - Start validation.
2022-10-09 02:02:30,503 - easytorch-training - INFO - Result <val>: [val_time: 62.32 (s), val_MAE: 1.7703, val_RMSE: 4.1919, val_MAPE: 0.0414]
2022-10-09 02:04:30,054 - easytorch-training - INFO - Result <test>: [test_time: 119.55 (s), test_MAE: 1.8886, test_RMSE: 4.4330, test_MAPE: 0.0425]
2022-10-09 02:04:30,089 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_065.pt saved
2022-10-09 02:04:30,089 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:02
2022-10-09 02:04:30,089 - easytorch-training - INFO - Epoch 66 / 100
2022-10-09 02:15:35,206 - easytorch-training - INFO - Result <train>: [train_time: 665.12 (s), lr: 5.00e-04, train_MAE: 1.8936, train_RMSE: 4.3038, train_MAPE: 0.0436]
2022-10-09 02:15:35,208 - easytorch-training - INFO - Start validation.
2022-10-09 02:16:37,701 - easytorch-training - INFO - Result <val>: [val_time: 62.49 (s), val_MAE: 1.7649, val_RMSE: 4.2018, val_MAPE: 0.0419]
2022-10-09 02:18:37,078 - easytorch-training - INFO - Result <test>: [test_time: 119.37 (s), test_MAE: 1.7535, test_RMSE: 4.0553, test_MAPE: 0.0373]
2022-10-09 02:18:37,114 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_066.pt saved
2022-10-09 02:18:37,114 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:04
2022-10-09 02:18:37,114 - easytorch-training - INFO - Epoch 67 / 100
2022-10-09 02:29:41,508 - easytorch-training - INFO - Result <train>: [train_time: 664.39 (s), lr: 5.00e-04, train_MAE: 1.8941, train_RMSE: 4.3061, train_MAPE: 0.0437]
2022-10-09 02:29:41,510 - easytorch-training - INFO - Start validation.
2022-10-09 02:30:43,186 - easytorch-training - INFO - Result <val>: [val_time: 61.68 (s), val_MAE: 1.7706, val_RMSE: 4.2307, val_MAPE: 0.0419]
2022-10-09 02:32:43,435 - easytorch-training - INFO - Result <test>: [test_time: 120.25 (s), test_MAE: 1.6535, test_RMSE: 3.8582, test_MAPE: 0.0355]
2022-10-09 02:32:43,472 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_067.pt saved
2022-10-09 02:32:43,473 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:04
2022-10-09 02:32:43,473 - easytorch-training - INFO - Epoch 68 / 100
2022-10-09 02:43:47,923 - easytorch-training - INFO - Result <train>: [train_time: 664.45 (s), lr: 5.00e-04, train_MAE: 1.8951, train_RMSE: 4.3098, train_MAPE: 0.0437]
2022-10-09 02:43:47,925 - easytorch-training - INFO - Start validation.
2022-10-09 02:44:49,818 - easytorch-training - INFO - Result <val>: [val_time: 61.89 (s), val_MAE: 1.7472, val_RMSE: 4.1585, val_MAPE: 0.0411]
2022-10-09 02:44:49,866 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-09 02:46:50,072 - easytorch-training - INFO - Result <test>: [test_time: 120.20 (s), test_MAE: 1.7955, test_RMSE: 4.2388, test_MAPE: 0.0411]
2022-10-09 02:46:50,108 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_068.pt saved
2022-10-09 02:46:50,108 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:05
2022-10-09 02:46:50,108 - easytorch-training - INFO - Epoch 69 / 100
2022-10-09 02:57:56,153 - easytorch-training - INFO - Result <train>: [train_time: 666.04 (s), lr: 5.00e-04, train_MAE: 1.8933, train_RMSE: 4.3058, train_MAPE: 0.0436]
2022-10-09 02:57:56,156 - easytorch-training - INFO - Start validation.
2022-10-09 02:58:57,383 - easytorch-training - INFO - Result <val>: [val_time: 61.23 (s), val_MAE: 1.7600, val_RMSE: 4.1866, val_MAPE: 0.0414]
2022-10-09 03:00:57,105 - easytorch-training - INFO - Result <test>: [test_time: 119.72 (s), test_MAE: 1.7305, test_RMSE: 4.0796, test_MAPE: 0.0394]
2022-10-09 03:00:57,141 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_069.pt saved
2022-10-09 03:00:57,142 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 03:00:57,142 - easytorch-training - INFO - Epoch 70 / 100
2022-10-09 03:11:59,898 - easytorch-training - INFO - Result <train>: [train_time: 662.76 (s), lr: 5.00e-04, train_MAE: 1.8914, train_RMSE: 4.2989, train_MAPE: 0.0436]
2022-10-09 03:11:59,900 - easytorch-training - INFO - Start validation.
2022-10-09 03:13:01,894 - easytorch-training - INFO - Result <val>: [val_time: 61.99 (s), val_MAE: 1.7643, val_RMSE: 4.1975, val_MAPE: 0.0417]
2022-10-09 03:15:01,027 - easytorch-training - INFO - Result <test>: [test_time: 119.13 (s), test_MAE: 1.7287, test_RMSE: 4.0536, test_MAPE: 0.0376]
2022-10-09 03:15:01,064 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_070.pt saved
2022-10-09 03:15:01,076 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 03:15:01,076 - easytorch-training - INFO - Epoch 71 / 100
2022-10-09 03:26:05,818 - easytorch-training - INFO - Result <train>: [train_time: 664.74 (s), lr: 5.00e-04, train_MAE: 1.8921, train_RMSE: 4.3006, train_MAPE: 0.0436]
2022-10-09 03:26:05,820 - easytorch-training - INFO - Start validation.
2022-10-09 03:27:07,185 - easytorch-training - INFO - Result <val>: [val_time: 61.36 (s), val_MAE: 1.7677, val_RMSE: 4.2002, val_MAPE: 0.0414]
2022-10-09 03:29:07,213 - easytorch-training - INFO - Result <test>: [test_time: 120.03 (s), test_MAE: 1.8136, test_RMSE: 4.2494, test_MAPE: 0.0409]
2022-10-09 03:29:07,249 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_071.pt saved
2022-10-09 03:29:07,249 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 03:29:07,249 - easytorch-training - INFO - Epoch 72 / 100
2022-10-09 03:40:10,931 - easytorch-training - INFO - Result <train>: [train_time: 663.68 (s), lr: 5.00e-04, train_MAE: 1.8882, train_RMSE: 4.2911, train_MAPE: 0.0435]
2022-10-09 03:40:10,933 - easytorch-training - INFO - Start validation.
2022-10-09 03:41:13,385 - easytorch-training - INFO - Result <val>: [val_time: 62.45 (s), val_MAE: 1.7620, val_RMSE: 4.2026, val_MAPE: 0.0417]
2022-10-09 03:43:13,351 - easytorch-training - INFO - Result <test>: [test_time: 119.96 (s), test_MAE: 1.7429, test_RMSE: 4.0046, test_MAPE: 0.0387]
2022-10-09 03:43:13,386 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_072.pt saved
2022-10-09 03:43:13,386 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 03:43:13,386 - easytorch-training - INFO - Epoch 73 / 100
2022-10-09 03:54:16,953 - easytorch-training - INFO - Result <train>: [train_time: 663.57 (s), lr: 5.00e-04, train_MAE: 1.8923, train_RMSE: 4.2998, train_MAPE: 0.0436]
2022-10-09 03:54:16,955 - easytorch-training - INFO - Start validation.
2022-10-09 03:55:19,214 - easytorch-training - INFO - Result <val>: [val_time: 62.26 (s), val_MAE: 1.7576, val_RMSE: 4.1699, val_MAPE: 0.0412]
2022-10-09 03:57:18,444 - easytorch-training - INFO - Result <test>: [test_time: 119.23 (s), test_MAE: 1.8270, test_RMSE: 4.3073, test_MAPE: 0.0418]
2022-10-09 03:57:18,469 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_073.pt saved
2022-10-09 03:57:18,469 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:02
2022-10-09 03:57:18,470 - easytorch-training - INFO - Epoch 74 / 100
2022-10-09 04:08:26,165 - easytorch-training - INFO - Result <train>: [train_time: 667.69 (s), lr: 5.00e-04, train_MAE: 1.8901, train_RMSE: 4.2974, train_MAPE: 0.0436]
2022-10-09 04:08:26,167 - easytorch-training - INFO - Start validation.
2022-10-09 04:09:27,725 - easytorch-training - INFO - Result <val>: [val_time: 61.56 (s), val_MAE: 1.7647, val_RMSE: 4.1939, val_MAPE: 0.0417]
2022-10-09 04:11:27,800 - easytorch-training - INFO - Result <test>: [test_time: 120.07 (s), test_MAE: 2.0506, test_RMSE: 4.9246, test_MAPE: 0.0510]
2022-10-09 04:11:27,837 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_074.pt saved
2022-10-09 04:11:27,837 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 04:11:27,837 - easytorch-training - INFO - Epoch 75 / 100
2022-10-09 04:22:30,626 - easytorch-training - INFO - Result <train>: [train_time: 662.79 (s), lr: 5.00e-04, train_MAE: 1.8896, train_RMSE: 4.2961, train_MAPE: 0.0436]
2022-10-09 04:22:30,629 - easytorch-training - INFO - Start validation.
2022-10-09 04:23:32,035 - easytorch-training - INFO - Result <val>: [val_time: 61.41 (s), val_MAE: 1.7479, val_RMSE: 4.1659, val_MAPE: 0.0412]
2022-10-09 04:25:31,728 - easytorch-training - INFO - Result <test>: [test_time: 119.69 (s), test_MAE: 1.7468, test_RMSE: 4.1183, test_MAPE: 0.0395]
2022-10-09 04:25:31,763 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_075.pt saved
2022-10-09 04:25:31,763 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 04:25:31,763 - easytorch-training - INFO - Epoch 76 / 100
2022-10-09 04:36:35,312 - easytorch-training - INFO - Result <train>: [train_time: 663.55 (s), lr: 5.00e-04, train_MAE: 1.8901, train_RMSE: 4.2955, train_MAPE: 0.0436]
2022-10-09 04:36:35,314 - easytorch-training - INFO - Start validation.
2022-10-09 04:37:37,333 - easytorch-training - INFO - Result <val>: [val_time: 62.02 (s), val_MAE: 1.7657, val_RMSE: 4.1986, val_MAPE: 0.0416]
2022-10-09 04:39:37,746 - easytorch-training - INFO - Result <test>: [test_time: 120.41 (s), test_MAE: 1.6679, test_RMSE: 3.9120, test_MAPE: 0.0367]
2022-10-09 04:39:37,782 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_076.pt saved
2022-10-09 04:39:37,782 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 04:39:37,782 - easytorch-training - INFO - Epoch 77 / 100
2022-10-09 04:50:42,306 - easytorch-training - INFO - Result <train>: [train_time: 664.52 (s), lr: 5.00e-04, train_MAE: 1.8900, train_RMSE: 4.2951, train_MAPE: 0.0436]
2022-10-09 04:50:42,308 - easytorch-training - INFO - Start validation.
2022-10-09 04:51:44,029 - easytorch-training - INFO - Result <val>: [val_time: 61.72 (s), val_MAE: 1.7656, val_RMSE: 4.2125, val_MAPE: 0.0419]
2022-10-09 04:53:44,102 - easytorch-training - INFO - Result <test>: [test_time: 120.07 (s), test_MAE: 1.5807, test_RMSE: 3.6013, test_MAPE: 0.0328]
2022-10-09 04:53:44,138 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_077.pt saved
2022-10-09 04:53:44,138 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:04
2022-10-09 04:53:44,138 - easytorch-training - INFO - Epoch 78 / 100
2022-10-09 05:04:48,984 - easytorch-training - INFO - Result <train>: [train_time: 664.85 (s), lr: 5.00e-04, train_MAE: 1.8893, train_RMSE: 4.2955, train_MAPE: 0.0436]
2022-10-09 05:04:48,985 - easytorch-training - INFO - Start validation.
2022-10-09 05:05:51,180 - easytorch-training - INFO - Result <val>: [val_time: 62.19 (s), val_MAE: 1.7604, val_RMSE: 4.1859, val_MAPE: 0.0412]
2022-10-09 05:07:51,604 - easytorch-training - INFO - Result <test>: [test_time: 120.42 (s), test_MAE: 1.6793, test_RMSE: 3.9396, test_MAPE: 0.0375]
2022-10-09 05:07:51,639 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_078.pt saved
2022-10-09 05:07:51,639 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 05:07:51,639 - easytorch-training - INFO - Epoch 79 / 100
2022-10-09 05:18:54,257 - easytorch-training - INFO - Result <train>: [train_time: 662.62 (s), lr: 5.00e-04, train_MAE: 1.8874, train_RMSE: 4.2895, train_MAPE: 0.0435]
2022-10-09 05:18:54,260 - easytorch-training - INFO - Start validation.
2022-10-09 05:19:56,740 - easytorch-training - INFO - Result <val>: [val_time: 62.48 (s), val_MAE: 1.7565, val_RMSE: 4.1879, val_MAPE: 0.0418]
2022-10-09 05:21:56,147 - easytorch-training - INFO - Result <test>: [test_time: 119.40 (s), test_MAE: 1.7126, test_RMSE: 4.0916, test_MAPE: 0.0388]
2022-10-09 05:21:56,184 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_079.pt saved
2022-10-09 05:21:56,184 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:04
2022-10-09 05:21:56,184 - easytorch-training - INFO - Epoch 80 / 100
2022-10-09 05:33:02,944 - easytorch-training - INFO - Result <train>: [train_time: 666.76 (s), lr: 5.00e-04, train_MAE: 1.8872, train_RMSE: 4.2894, train_MAPE: 0.0435]
2022-10-09 05:33:02,946 - easytorch-training - INFO - Start validation.
2022-10-09 05:34:04,432 - easytorch-training - INFO - Result <val>: [val_time: 61.49 (s), val_MAE: 1.7605, val_RMSE: 4.2116, val_MAPE: 0.0419]
2022-10-09 05:36:04,313 - easytorch-training - INFO - Result <test>: [test_time: 119.88 (s), test_MAE: 1.9462, test_RMSE: 4.5804, test_MAPE: 0.0447]
2022-10-09 05:36:04,350 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_080.pt saved
2022-10-09 05:36:04,361 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 05:36:04,361 - easytorch-training - INFO - Epoch 81 / 100
2022-10-09 05:47:07,810 - easytorch-training - INFO - Result <train>: [train_time: 663.45 (s), lr: 5.00e-04, train_MAE: 1.8856, train_RMSE: 4.2853, train_MAPE: 0.0434]
2022-10-09 05:47:07,812 - easytorch-training - INFO - Start validation.
2022-10-09 05:48:09,976 - easytorch-training - INFO - Result <val>: [val_time: 62.16 (s), val_MAE: 1.7639, val_RMSE: 4.1985, val_MAPE: 0.0420]
2022-10-09 05:50:10,129 - easytorch-training - INFO - Result <test>: [test_time: 120.15 (s), test_MAE: 1.8304, test_RMSE: 4.2240, test_MAPE: 0.0393]
2022-10-09 05:50:10,167 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_081.pt saved
2022-10-09 05:50:10,167 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 05:50:10,167 - easytorch-training - INFO - Epoch 82 / 100
2022-10-09 06:01:15,037 - easytorch-training - INFO - Result <train>: [train_time: 664.87 (s), lr: 5.00e-04, train_MAE: 1.8868, train_RMSE: 4.2881, train_MAPE: 0.0434]
2022-10-09 06:01:15,039 - easytorch-training - INFO - Start validation.
2022-10-09 06:02:17,266 - easytorch-training - INFO - Result <val>: [val_time: 62.23 (s), val_MAE: 1.7554, val_RMSE: 4.1779, val_MAPE: 0.0411]
2022-10-09 06:04:16,805 - easytorch-training - INFO - Result <test>: [test_time: 119.54 (s), test_MAE: 1.8128, test_RMSE: 4.2916, test_MAPE: 0.0398]
2022-10-09 06:04:16,840 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_082.pt saved
2022-10-09 06:04:16,840 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 06:04:16,840 - easytorch-training - INFO - Epoch 83 / 100
2022-10-09 06:15:23,618 - easytorch-training - INFO - Result <train>: [train_time: 666.78 (s), lr: 5.00e-04, train_MAE: 1.8834, train_RMSE: 4.2823, train_MAPE: 0.0434]
2022-10-09 06:15:23,621 - easytorch-training - INFO - Start validation.
2022-10-09 06:16:25,222 - easytorch-training - INFO - Result <val>: [val_time: 61.60 (s), val_MAE: 1.7585, val_RMSE: 4.1895, val_MAPE: 0.0416]
2022-10-09 06:18:25,327 - easytorch-training - INFO - Result <test>: [test_time: 120.10 (s), test_MAE: 1.6843, test_RMSE: 3.9846, test_MAPE: 0.0376]
2022-10-09 06:18:25,350 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_083.pt saved
2022-10-09 06:18:25,350 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:09
2022-10-09 06:18:25,350 - easytorch-training - INFO - Epoch 84 / 100
2022-10-09 06:29:27,639 - easytorch-training - INFO - Result <train>: [train_time: 662.29 (s), lr: 5.00e-04, train_MAE: 1.8825, train_RMSE: 4.2773, train_MAPE: 0.0433]
2022-10-09 06:29:27,641 - easytorch-training - INFO - Start validation.
2022-10-09 06:30:29,817 - easytorch-training - INFO - Result <val>: [val_time: 62.18 (s), val_MAE: 1.7653, val_RMSE: 4.2146, val_MAPE: 0.0420]
2022-10-09 06:32:30,160 - easytorch-training - INFO - Result <test>: [test_time: 120.34 (s), test_MAE: 1.9115, test_RMSE: 4.4575, test_MAPE: 0.0441]
2022-10-09 06:32:30,196 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_084.pt saved
2022-10-09 06:32:30,197 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:08
2022-10-09 06:32:30,197 - easytorch-training - INFO - Epoch 85 / 100
2022-10-09 06:43:33,452 - easytorch-training - INFO - Result <train>: [train_time: 663.25 (s), lr: 5.00e-04, train_MAE: 1.8864, train_RMSE: 4.2882, train_MAPE: 0.0435]
2022-10-09 06:43:33,454 - easytorch-training - INFO - Start validation.
2022-10-09 06:44:35,982 - easytorch-training - INFO - Result <val>: [val_time: 62.53 (s), val_MAE: 1.7610, val_RMSE: 4.1952, val_MAPE: 0.0415]
2022-10-09 06:46:36,102 - easytorch-training - INFO - Result <test>: [test_time: 120.12 (s), test_MAE: 1.7601, test_RMSE: 4.1577, test_MAPE: 0.0391]
2022-10-09 06:46:36,135 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_085.pt saved
2022-10-09 06:46:36,135 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:08
2022-10-09 06:46:36,135 - easytorch-training - INFO - Epoch 86 / 100
2022-10-09 06:57:39,271 - easytorch-training - INFO - Result <train>: [train_time: 663.14 (s), lr: 5.00e-04, train_MAE: 1.8845, train_RMSE: 4.2838, train_MAPE: 0.0434]
2022-10-09 06:57:39,273 - easytorch-training - INFO - Start validation.
2022-10-09 06:58:41,138 - easytorch-training - INFO - Result <val>: [val_time: 61.86 (s), val_MAE: 1.7590, val_RMSE: 4.1886, val_MAPE: 0.0415]
2022-10-09 07:00:40,992 - easytorch-training - INFO - Result <test>: [test_time: 119.85 (s), test_MAE: 1.6562, test_RMSE: 3.8997, test_MAPE: 0.0365]
2022-10-09 07:00:41,030 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_086.pt saved
2022-10-09 07:00:41,030 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 07:00:41,030 - easytorch-training - INFO - Epoch 87 / 100
2022-10-09 07:11:45,991 - easytorch-training - INFO - Result <train>: [train_time: 664.96 (s), lr: 5.00e-04, train_MAE: 1.8823, train_RMSE: 4.2794, train_MAPE: 0.0433]
2022-10-09 07:11:45,993 - easytorch-training - INFO - Start validation.
2022-10-09 07:12:48,153 - easytorch-training - INFO - Result <val>: [val_time: 62.16 (s), val_MAE: 1.7655, val_RMSE: 4.2098, val_MAPE: 0.0417]
2022-10-09 07:14:48,522 - easytorch-training - INFO - Result <test>: [test_time: 120.37 (s), test_MAE: 1.6453, test_RMSE: 3.8390, test_MAPE: 0.0360]
2022-10-09 07:14:48,558 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_087.pt saved
2022-10-09 07:14:48,558 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:08
2022-10-09 07:14:48,558 - easytorch-training - INFO - Epoch 88 / 100
2022-10-09 07:25:50,806 - easytorch-training - INFO - Result <train>: [train_time: 662.25 (s), lr: 5.00e-04, train_MAE: 1.8819, train_RMSE: 4.2745, train_MAPE: 0.0433]
2022-10-09 07:25:50,809 - easytorch-training - INFO - Start validation.
2022-10-09 07:26:52,694 - easytorch-training - INFO - Result <val>: [val_time: 61.88 (s), val_MAE: 1.7597, val_RMSE: 4.1990, val_MAPE: 0.0418]
2022-10-09 07:28:52,858 - easytorch-training - INFO - Result <test>: [test_time: 120.16 (s), test_MAE: 1.6609, test_RMSE: 3.9147, test_MAPE: 0.0359]
2022-10-09 07:28:52,895 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_088.pt saved
2022-10-09 07:28:52,895 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:06
2022-10-09 07:28:52,895 - easytorch-training - INFO - Epoch 89 / 100
2022-10-09 07:39:55,987 - easytorch-training - INFO - Result <train>: [train_time: 663.09 (s), lr: 5.00e-04, train_MAE: 1.8838, train_RMSE: 4.2806, train_MAPE: 0.0434]
2022-10-09 07:39:55,989 - easytorch-training - INFO - Start validation.
2022-10-09 07:40:58,198 - easytorch-training - INFO - Result <val>: [val_time: 62.21 (s), val_MAE: 1.7556, val_RMSE: 4.1772, val_MAPE: 0.0416]
2022-10-09 07:42:58,419 - easytorch-training - INFO - Result <test>: [test_time: 120.22 (s), test_MAE: 1.7140, test_RMSE: 4.0365, test_MAPE: 0.0377]
2022-10-09 07:42:58,456 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_089.pt saved
2022-10-09 07:42:58,457 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:05
2022-10-09 07:42:58,457 - easytorch-training - INFO - Epoch 90 / 100
2022-10-09 07:54:03,119 - easytorch-training - INFO - Result <train>: [train_time: 664.66 (s), lr: 5.00e-04, train_MAE: 1.8796, train_RMSE: 4.2709, train_MAPE: 0.0432]
2022-10-09 07:54:03,121 - easytorch-training - INFO - Start validation.
2022-10-09 07:55:04,389 - easytorch-training - INFO - Result <val>: [val_time: 61.27 (s), val_MAE: 1.7569, val_RMSE: 4.1839, val_MAPE: 0.0419]
2022-10-09 07:57:04,272 - easytorch-training - INFO - Result <test>: [test_time: 119.88 (s), test_MAE: 1.8429, test_RMSE: 4.3934, test_MAPE: 0.0434]
2022-10-09 07:57:04,309 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_090.pt saved
2022-10-09 07:57:04,320 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:05
2022-10-09 07:57:04,320 - easytorch-training - INFO - Epoch 91 / 100
2022-10-09 08:08:07,351 - easytorch-training - INFO - Result <train>: [train_time: 663.03 (s), lr: 5.00e-04, train_MAE: 1.8811, train_RMSE: 4.2755, train_MAPE: 0.0433]
2022-10-09 08:08:07,353 - easytorch-training - INFO - Start validation.
2022-10-09 08:09:09,120 - easytorch-training - INFO - Result <val>: [val_time: 61.77 (s), val_MAE: 1.7613, val_RMSE: 4.2114, val_MAPE: 0.0420]
2022-10-09 08:11:09,295 - easytorch-training - INFO - Result <test>: [test_time: 120.17 (s), test_MAE: 1.9364, test_RMSE: 4.5915, test_MAPE: 0.0458]
2022-10-09 08:11:09,331 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_091.pt saved
2022-10-09 08:11:09,331 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:04
2022-10-09 08:11:09,331 - easytorch-training - INFO - Epoch 92 / 100
2022-10-09 08:22:13,230 - easytorch-training - INFO - Result <train>: [train_time: 663.90 (s), lr: 5.00e-04, train_MAE: 1.8818, train_RMSE: 4.2778, train_MAPE: 0.0433]
2022-10-09 08:22:13,232 - easytorch-training - INFO - Start validation.
2022-10-09 08:23:14,577 - easytorch-training - INFO - Result <val>: [val_time: 61.34 (s), val_MAE: 1.7548, val_RMSE: 4.1780, val_MAPE: 0.0413]
2022-10-09 08:25:14,679 - easytorch-training - INFO - Result <test>: [test_time: 120.10 (s), test_MAE: 1.8895, test_RMSE: 4.4750, test_MAPE: 0.0438]
2022-10-09 08:25:14,715 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_092.pt saved
2022-10-09 08:25:14,715 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 08:25:14,716 - easytorch-training - INFO - Epoch 93 / 100
2022-10-09 08:36:20,116 - easytorch-training - INFO - Result <train>: [train_time: 665.40 (s), lr: 5.00e-04, train_MAE: 1.8805, train_RMSE: 4.2732, train_MAPE: 0.0433]
2022-10-09 08:36:20,119 - easytorch-training - INFO - Start validation.
2022-10-09 08:37:21,260 - easytorch-training - INFO - Result <val>: [val_time: 61.14 (s), val_MAE: 1.7621, val_RMSE: 4.2033, val_MAPE: 0.0416]
2022-10-09 08:39:20,459 - easytorch-training - INFO - Result <test>: [test_time: 119.20 (s), test_MAE: 2.0045, test_RMSE: 4.8341, test_MAPE: 0.0456]
2022-10-09 08:39:20,496 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_093.pt saved
2022-10-09 08:39:20,496 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:03
2022-10-09 08:39:20,496 - easytorch-training - INFO - Epoch 94 / 100
2022-10-09 08:50:23,879 - easytorch-training - INFO - Result <train>: [train_time: 663.38 (s), lr: 5.00e-04, train_MAE: 1.8839, train_RMSE: 4.2825, train_MAPE: 0.0434]
2022-10-09 08:50:23,881 - easytorch-training - INFO - Start validation.
2022-10-09 08:51:25,202 - easytorch-training - INFO - Result <val>: [val_time: 61.32 (s), val_MAE: 1.7502, val_RMSE: 4.1679, val_MAPE: 0.0415]
2022-10-09 08:53:25,259 - easytorch-training - INFO - Result <test>: [test_time: 120.05 (s), test_MAE: 1.6982, test_RMSE: 3.9498, test_MAPE: 0.0378]
2022-10-09 08:53:25,298 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_094.pt saved
2022-10-09 08:53:25,298 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:01
2022-10-09 08:53:25,298 - easytorch-training - INFO - Epoch 95 / 100
2022-10-09 09:04:28,124 - easytorch-training - INFO - Result <train>: [train_time: 662.83 (s), lr: 5.00e-04, train_MAE: 1.8806, train_RMSE: 4.2728, train_MAPE: 0.0433]
2022-10-09 09:04:28,127 - easytorch-training - INFO - Start validation.
2022-10-09 09:05:30,295 - easytorch-training - INFO - Result <val>: [val_time: 62.17 (s), val_MAE: 1.7550, val_RMSE: 4.1560, val_MAPE: 0.0409]
2022-10-09 09:07:29,328 - easytorch-training - INFO - Result <test>: [test_time: 119.03 (s), test_MAE: 1.8458, test_RMSE: 4.3635, test_MAPE: 0.0424]
2022-10-09 09:07:29,365 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_095.pt saved
2022-10-09 09:07:29,365 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:59
2022-10-09 09:07:29,365 - easytorch-training - INFO - Epoch 96 / 100
2022-10-09 09:18:35,353 - easytorch-training - INFO - Result <train>: [train_time: 665.99 (s), lr: 5.00e-04, train_MAE: 1.8811, train_RMSE: 4.2759, train_MAPE: 0.0433]
2022-10-09 09:18:35,356 - easytorch-training - INFO - Start validation.
2022-10-09 09:19:36,867 - easytorch-training - INFO - Result <val>: [val_time: 61.51 (s), val_MAE: 1.7556, val_RMSE: 4.1869, val_MAPE: 0.0417]
2022-10-09 09:21:37,065 - easytorch-training - INFO - Result <test>: [test_time: 120.20 (s), test_MAE: 1.6191, test_RMSE: 3.7528, test_MAPE: 0.0341]
2022-10-09 09:21:37,105 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_096.pt saved
2022-10-09 09:21:37,105 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:18:01
2022-10-09 09:21:37,106 - easytorch-training - INFO - Epoch 97 / 100
2022-10-09 09:32:40,103 - easytorch-training - INFO - Result <train>: [train_time: 663.00 (s), lr: 5.00e-04, train_MAE: 1.8791, train_RMSE: 4.2706, train_MAPE: 0.0432]
2022-10-09 09:32:40,105 - easytorch-training - INFO - Start validation.
2022-10-09 09:33:41,514 - easytorch-training - INFO - Result <val>: [val_time: 61.41 (s), val_MAE: 1.7545, val_RMSE: 4.1783, val_MAPE: 0.0415]
2022-10-09 09:35:41,501 - easytorch-training - INFO - Result <test>: [test_time: 119.98 (s), test_MAE: 1.8325, test_RMSE: 4.3319, test_MAPE: 0.0426]
2022-10-09 09:35:41,539 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_097.pt saved
2022-10-09 09:35:41,539 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:59
2022-10-09 09:35:41,539 - easytorch-training - INFO - Epoch 98 / 100
2022-10-09 09:46:43,266 - easytorch-training - INFO - Result <train>: [train_time: 661.73 (s), lr: 5.00e-04, train_MAE: 1.8771, train_RMSE: 4.2650, train_MAPE: 0.0432]
2022-10-09 09:46:43,268 - easytorch-training - INFO - Start validation.
2022-10-09 09:47:44,683 - easytorch-training - INFO - Result <val>: [val_time: 61.41 (s), val_MAE: 1.7397, val_RMSE: 4.1426, val_MAPE: 0.0409]
2022-10-09 09:47:44,733 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_best_val_MAE.pt saved
2022-10-09 09:49:43,712 - easytorch-training - INFO - Result <test>: [test_time: 118.98 (s), test_MAE: 1.6704, test_RMSE: 3.8326, test_MAPE: 0.0363]
2022-10-09 09:49:43,749 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_098.pt saved
2022-10-09 09:49:43,749 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:55
2022-10-09 09:49:43,749 - easytorch-training - INFO - Epoch 99 / 100
2022-10-09 10:00:47,090 - easytorch-training - INFO - Result <train>: [train_time: 663.34 (s), lr: 5.00e-04, train_MAE: 1.8830, train_RMSE: 4.2783, train_MAPE: 0.0433]
2022-10-09 10:00:47,092 - easytorch-training - INFO - Start validation.
2022-10-09 10:01:48,854 - easytorch-training - INFO - Result <val>: [val_time: 61.76 (s), val_MAE: 1.7414, val_RMSE: 4.1610, val_MAPE: 0.0412]
2022-10-09 10:03:48,799 - easytorch-training - INFO - Result <test>: [test_time: 119.94 (s), test_MAE: 1.6354, test_RMSE: 3.8587, test_MAPE: 0.0365]
2022-10-09 10:03:48,836 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_099.pt saved
2022-10-09 10:03:48,837 - easytorch-training - INFO - The estimated training finish time is 2022-10-09 10:17:54
2022-10-09 10:03:48,837 - easytorch-training - INFO - Epoch 100 / 100
2022-10-09 10:14:52,055 - easytorch-training - INFO - Result <train>: [train_time: 663.22 (s), lr: 5.00e-04, train_MAE: 1.8804, train_RMSE: 4.2712, train_MAPE: 0.0432]
2022-10-09 10:14:52,058 - easytorch-training - INFO - Start validation.
2022-10-09 10:15:53,268 - easytorch-training - INFO - Result <val>: [val_time: 61.21 (s), val_MAE: 1.7585, val_RMSE: 4.1959, val_MAPE: 0.0420]
2022-10-09 10:17:52,971 - easytorch-training - INFO - Result <test>: [test_time: 119.70 (s), test_MAE: 1.7289, test_RMSE: 3.9930, test_MAPE: 0.0391]
2022-10-09 10:17:53,006 - easytorch-training - INFO - Checkpoint checkpoints/TSFormer_100/9e65fdf72e86122d73900717f5c41d1f/TSFormer_100.pt saved
2022-10-09 10:17:53,017 - easytorch-training - INFO - The training finished at 2022-10-09 10:17:53