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dk-liang / CLTR

[ECCV 2022] An End-to-End Transformer Model for Crowd Localization
MIT License
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Training help #15

Closed YZGod666 closed 1 year ago

YZGod666 commented 1 year ago

In the readme document written by you, the model first processes the jhu population data set and generates npy data. I found that the model learning rate and mse and mae did not change after iterating several epochs. May I ask why? thank you

dk-liang commented 1 year ago

Maybe you need multiple gpu to train the code.

825632955 commented 1 year ago

I'm using four GPUs, but mse and mae did not change.

dk-liang commented 1 year ago

2023-03-17 10:25:56,857 - CLTR - INFO - model params: = 43.446
2023-03-17 10:25:56,859 - CLTR - INFO - {'dataset': 'jhu', 'save_path': './save_file/log_file/20230317_102556', 'workers': 2, 'print_freq': 200, 'start_epoch': 0, 'epochs': 1500, 'pre': 'None', 'batch_size': 16, 'crop_size': 256, 'lr_step': 1200, 'seed': 1, 'best_pred': 100000.0, 'gpu_id': '2,3', 'lr': 0.0001, 'weight_decay': 0.0005, 'save': True, 'scale_aug': True, 'scale_type': 1, 'scale_p': 0.3, 'gray_aug': True, 'gray_p': 0.3, 'test_patch': True, 'channel_point': 3, 'num_patch': 1, 'min_num': -1, 'num_knn': 4, 'test_per_epoch': 20, 'threshold': 0.35, 'video_path': './video_demo/1.mp4', 'local_rank': 0, 'lr_backbone': 0.0001, 'lr_drop': 40, 'clip_max_norm': 0.1, 'frozen_weights': None, 'backbone': 'resnet50', 'dilation': False, 'position_embedding': 'sine', 'enc_layers': 6, 'dec_layers': 6, 'dim_feedforward': 2048, 'hidden_dim': 256, 'dropout': 0.1, 'nheads': 8, 'num_queries': 500, 'pre_norm': False, 'masks': False, 'aux_loss': True, 'set_cost_class': 2, 'set_cost_point': 5, 'set_cost_giou': 2, 'mask_loss_coef': 1, 'dice_loss_coef': 1, 'cls_loss_coef': 2, 'count_loss_coef': 2, 'point_loss_coef': 5, 'giou_loss_coef': 2, 'focal_alpha': 0.25, 'dataset_file': 'crowd_data', 'coco_path': None, 'coco_panoptic_path': None, 'remove_difficult': False, 'output_dir': '', 'device': 'cuda', 'resume': '', 'eval': False, 'num_workers': 2, 'world_size': 2, 'dist_url': 'env:// ', 'master_port': 29501, 'rank': 0, 'gpu': 0, 'distributed': True, 'dist_backend': 'nccl'} 2023-03-17 10:25:56,861 - CLTR - INFO - => no checkpoint found at 'None' 2023-03-17 10:25:56,861 - CLTR - INFO - best result = 100000.000 2023-03-17 10:25:56,877 - CLTR - INFO - best result=100000.000 start epoch=0.000 2023-03-17 10:25:56,877 - CLTR - INFO - start training! 2023-03-17 10:26:53,354 - CLTR - INFO - Training Epoch:[0/1500] loss=13.32957 lr=0.000100 epoch_time=56.473 2023-03-17 10:26:53,356 - CLTR - INFO - begin test 2023-03-17 10:28:10,671 - CLTR - INFO - Testing Epoch:[0/1500] mae=280.860 mse=665.060 best_mae=280.860
2023-03-17 10:29:06,756 - CLTR - INFO - Training Epoch:[1/1500] loss=6.62780 lr=0.000100 epoch_time=56.083 2023-03-17 10:29:58,613 - CLTR - INFO - Training Epoch:[2/1500] loss=6.12940 lr=0.000100 epoch_time=51.854 2023-03-17 10:30:50,271 - CLTR - INFO - Training Epoch:[3/1500] loss=6.06311 lr=0.000100 epoch_time=51.655 2023-03-17 10:31:41,172 - CLTR - INFO - Training Epoch:[4/1500] loss=6.21545 lr=0.000100 epoch_time=50.898 2023-03-17 10:32:34,453 - CLTR - INFO - Training Epoch:[5/1500] loss=6.31321 lr=0.000100 epoch_time=53.278 2023-03-17 10:33:27,222 - CLTR - INFO - Training Epoch:[6/1500] loss=6.04463 lr=0.000100 epoch_time=52.766 2023-03-17 10:34:19,993 - CLTR - INFO - Training Epoch:[7/1500] loss=6.17578 lr=0.000100 epoch_time=52.768 2023-03-17 10:35:10,963 - CLTR - INFO - Training Epoch:[8/1500] loss=5.96305 lr=0.000100 epoch_time=50.968 2023-03-17 10:36:03,608 - CLTR - INFO - Training Epoch:[9/1500] loss=5.41968 lr=0.000100 epoch_time=52.641 2023-03-17 10:36:56,552 - CLTR - INFO - Training Epoch:[10/1500] loss=4.97912 lr=0.000100 epoch_time=52.939 2023-03-17 10:37:50,685 - CLTR - INFO - Training Epoch:[11/1500] loss=5.36843 lr=0.000100 epoch_time=54.129 2023-03-17 10:38:42,124 - CLTR - INFO - Training Epoch:[12/1500] loss=5.02783 lr=0.000100 epoch_time=51.436 2023-03-17 10:39:33,765 - CLTR - INFO - Training Epoch:[13/1500] loss=4.91075 lr=0.000100 epoch_time=51.638 2023-03-17 10:40:25,352 - CLTR - INFO - Training Epoch:[14/1500] loss=4.80218 lr=0.000100 epoch_time=51.583 2023-03-17 10:41:19,424 - CLTR - INFO - Training Epoch:[15/1500] loss=5.35844 lr=0.000100 epoch_time=54.070 2023-03-17 10:42:12,579 - CLTR - INFO - Training Epoch:[16/1500] loss=4.94321 lr=0.000100 epoch_time=53.152 2023-03-17 10:43:03,876 - CLTR - INFO - Training Epoch:[17/1500] loss=4.77763 lr=0.000100 epoch_time=51.296 2023-03-17 10:43:55,727 - CLTR - INFO - Training Epoch:[18/1500] loss=4.57888 lr=0.000100 epoch_time=51.849 2023-03-17 10:44:49,011 - CLTR - INFO - Training Epoch:[19/1500] loss=4.54546 lr=0.000100 epoch_time=53.281 2023-03-17 10:45:42,375 - CLTR - INFO - Training Epoch:[20/1500] loss=4.53913 lr=0.000100 epoch_time=53.362 2023-03-17 10:45:42,377 - CLTR - INFO - begin test 2023-03-17 10:46:56,046 - CLTR - INFO - Testing Epoch:[20/1500] mae=161.188 mse=352.889 best_mae=161.188
2023-03-17 10:47:48,615 - CLTR - INFO - Training Epoch:[21/1500] loss=4.23489 lr=0.000100 epoch_time=52.568 2023-03-17 10:48:41,953 - CLTR - INFO - Training Epoch:[22/1500] loss=4.09990 lr=0.000100 epoch_time=53.335 2023-03-17 10:49:38,071 - CLTR - INFO - Training Epoch:[23/1500] loss=4.29282 lr=0.000100 epoch_time=56.115 2023-03-17 10:50:31,098 - CLTR - INFO - Training Epoch:[24/1500] loss=4.42535 lr=0.000100 epoch_time=53.026 2023-03-17 10:51:25,898 - CLTR - INFO - Training Epoch:[25/1500] loss=4.13939 lr=0.000100 epoch_time=54.797 2023-03-17 10:52:18,887 - CLTR - INFO - Training Epoch:[26/1500] loss=4.01167 lr=0.000100 epoch_time=52.986 2023-03-17 10:53:13,799 - CLTR - INFO - Training Epoch:[27/1500] loss=4.17683 lr=0.000100 epoch_time=54.910 2023-03-17 10:54:06,967 - CLTR - INFO - Training Epoch:[28/1500] loss=4.04925 lr=0.000100 epoch_time=53.165 2023-03-17 10:55:01,284 - CLTR - INFO - Training Epoch:[29/1500] loss=3.82969 lr=0.000100 epoch_time=54.315 2023-03-17 11:50:47,399 - CLTR - INFO - Training Epoch:[30/1500] loss=4.00770 lr=0.000100 epoch_time=3346.112 2023-03-17 11:51:40,645 - CLTR - INFO - Training Epoch:[31/1500] loss=3.94990 lr=0.000100 epoch_time=53.244 2023-03-17 11:52:35,280 - CLTR - INFO - Training Epoch:[32/1500] loss=4.02121 lr=0.000100 epoch_time=54.632 2023-03-17 11:53:29,981 - CLTR - INFO - Training Epoch:[33/1500] loss=4.18962 lr=0.000100 epoch_time=54.698 2023-03-17 11:54:23,984 - CLTR - INFO - Training Epoch:[34/1500] loss=4.30477 lr=0.000100 epoch_time=54.000 2023-03-17 11:55:17,774 - CLTR - INFO - Training Epoch:[35/1500] loss=3.77796 lr=0.000100 epoch_time=53.787 2023-03-17 11:56:13,492 - CLTR - INFO - Training Epoch:[36/1500] loss=4.03551 lr=0.000100 epoch_time=55.716 2023-03-17 11:57:08,678 - CLTR - INFO - Training Epoch:[37/1500] loss=3.85979 lr=0.000100 epoch_time=55.183 2023-03-17 11:58:03,821 - CLTR - INFO - Training Epoch:[38/1500] loss=3.85138 lr=0.000100 epoch_time=55.140 2023-03-17 11:59:00,457 - CLTR - INFO - Training Epoch:[39/1500] loss=3.98636 lr=0.000100 epoch_time=56.633 2023-03-17 11:59:55,031 - CLTR - INFO - Training Epoch:[40/1500] loss=3.92889 lr=0.000100 epoch_time=54.572 2023-03-17 11:59:55,033 - CLTR - INFO - begin test 2023-03-17 12:01:09,329 - CLTR - INFO - Testing Epoch:[40/1500] mae=84.112 mse=247.370 best_mae=84.112
2023-03-17 12:02:05,979 - CLTR - INFO - Training Epoch:[41/1500] loss=3.83660 lr=0.000100 epoch_time=56.648 2023-03-17 12:03:00,083 - CLTR - INFO - Training Epoch:[42/1500] loss=3.83035 lr=0.000100 epoch_time=54.102 2023-03-17 12:03:56,272 - CLTR - INFO - Training Epoch:[43/1500] loss=3.89779 lr=0.000100 epoch_time=56.187 2023-03-17 12:04:50,365 - CLTR - INFO - Training Epoch:[44/1500] loss=3.89203 lr=0.000100 epoch_time=54.091 2023-03-17 12:05:46,258 - CLTR - INFO - Training Epoch:[45/1500] loss=4.11858 lr=0.000100 epoch_time=55.890 2023-03-17 12:06:40,642 - CLTR - INFO - Training Epoch:[46/1500] loss=4.00782 lr=0.000100 epoch_time=54.382 2023-03-17 12:07:36,778 - CLTR - INFO - Training Epoch:[47/1500] loss=3.87453 lr=0.000100 epoch_time=56.135 2023-03-17 12:08:32,548 - CLTR - INFO - Training Epoch:[48/1500] loss=4.00564 lr=0.000100 epoch_time=55.767 2023-03-17 12:09:30,993 - CLTR - INFO - Training Epoch:[49/1500] loss=3.76816 lr=0.000100 epoch_time=58.442 2023-03-17 12:10:27,312 - CLTR - INFO - Training Epoch:[50/1500] loss=4.46284 lr=0.000100 epoch_time=56.317 2023-03-17 12:11:23,370 - CLTR - INFO - Training Epoch:[51/1500] loss=3.97277 lr=0.000100 epoch_time=56.056 2023-03-17 12:12:20,580 - CLTR - INFO - Training Epoch:[52/1500] loss=3.78331 lr=0.000100 epoch_time=57.207 2023-03-17 12:13:18,310 - CLTR - INFO - Training Epoch:[53/1500] loss=3.82075 lr=0.000100 epoch_time=57.728 2023-03-17 12:14:18,944 - CLTR - INFO - Training Epoch:[54/1500] loss=3.66926 lr=0.000100 epoch_time=60.631 2023-03-17 12:15:18,946 - CLTR - INFO - Training Epoch:[55/1500] loss=3.67561 lr=0.000100 epoch_time=60.000 2023-03-17 12:16:16,664 - CLTR - INFO - Training Epoch:[56/1500] loss=4.05068 lr=0.000100 epoch_time=57.715 2023-03-17 12:17:13,865 - CLTR - INFO - Training Epoch:[57/1500] loss=3.64304 lr=0.000100 epoch_time=57.199 2023-03-17 12:18:08,874 - CLTR - INFO - Training Epoch:[58/1500] loss=3.99937 lr=0.000100 epoch_time=55.005 2023-03-17 12:19:05,015 - CLTR - INFO - Training Epoch:[59/1500] loss=3.82531 lr=0.000100 epoch_time=56.139 2023-03-17 12:20:02,210 - CLTR - INFO - Training Epoch:[60/1500] loss=3.83064 lr=0.000100 epoch_time=57.193 2023-03-17 12:20:02,212 - CLTR - INFO - begin test 2023-03-17 12:21:21,370 - CLTR - INFO - Testing Epoch:[60/1500] mae=56.802 mse=227.636 best_mae=56.802
2023-03-17 12:22:10,834 - CLTR - INFO - Training Epoch:[61/1500] loss=3.71185 lr=0.000100 epoch_time=49.463 2023-03-17 12:23:07,286 - CLTR - INFO - Training Epoch:[62/1500] loss=3.87660 lr=0.000100 epoch_time=56.450 2023-03-17 12:24:02,174 - CLTR - INFO - Training Epoch:[63/1500] loss=3.71140 lr=0.000100 epoch_time=54.886 2023-03-17 12:24:59,139 - CLTR - INFO - Training Epoch:[64/1500] loss=3.48904 lr=0.000100 epoch_time=56.963 2023-03-17 12:25:57,174 - CLTR - INFO - Training Epoch:[65/1500] loss=3.81383 lr=0.000100 epoch_time=58.033 2023-03-17 12:26:53,525 - CLTR - INFO - Training Epoch:[66/1500] loss=3.77982 lr=0.000100 epoch_time=56.349 2023-03-17 12:27:53,269 - CLTR - INFO - Training Epoch:[67/1500] loss=3.66816 lr=0.000100 epoch_time=59.742 2023-03-17 12:28:51,413 - CLTR - INFO - Training Epoch:[68/1500] loss=3.56154 lr=0.000100 epoch_time=58.142 2023-03-17 12:29:48,670 - CLTR - INFO - Training Epoch:[69/1500] loss=3.67173 lr=0.000100 epoch_time=57.255 2023-03-17 12:30:49,091 - CLTR - INFO - Training Epoch:[70/1500] loss=3.78570 lr=0.000100 epoch_time=60.418 2023-03-17 12:31:47,353 - CLTR - INFO - Training Epoch:[71/1500] loss=3.77994 lr=0.000100 epoch_time=58.260 2023-03-17 12:42:26,485 - CLTR - INFO - Training Epoch:[72/1500] loss=3.73170 lr=0.000100 epoch_time=639.129 2023-03-17 12:43:19,083 - CLTR - INFO - Training Epoch:[73/1500] loss=3.67210 lr=0.000100 epoch_time=52.596 2023-03-17 12:44:13,920 - CLTR - INFO - Training Epoch:[74/1500] loss=3.29647 lr=0.000100 epoch_time=54.834 2023-03-17 12:45:10,452 - CLTR - INFO - Training Epoch:[75/1500] loss=3.56419 lr=0.000100 epoch_time=56.530 2023-03-17 12:46:07,136 - CLTR - INFO - Training Epoch:[76/1500] loss=3.78955 lr=0.000100 epoch_time=56.681 2023-03-17 12:47:04,189 - CLTR - INFO - Training Epoch:[77/1500] loss=3.49584 lr=0.000100 epoch_time=57.050 2023-03-17 12:48:01,144 - CLTR - INFO - Training Epoch:[78/1500] loss=3.45639 lr=0.000100 epoch_time=56.952 2023-03-17 12:48:58,598 - CLTR - INFO - Training Epoch:[79/1500] loss=3.69513 lr=0.000100 epoch_time=57.452 2023-03-17 12:49:55,466 - CLTR - INFO - Training Epoch:[80/1500] loss=3.81318 lr=0.000100 epoch_time=56.865 2023-03-17 12:49:55,467 - CLTR - INFO - begin test 2023-03-17 12:51:01,548 - CLTR - INFO - Testing Epoch:[80/1500] mae=70.440 mse=236.463 best_mae=56.802
2023-03-17 12:52:01,399 - CLTR - INFO - Training Epoch:[81/1500] loss=3.76865 lr=0.000100 epoch_time=59.850 2023-03-17 12:52:59,024 - CLTR - INFO - Training Epoch:[82/1500] loss=3.52415 lr=0.000100 epoch_time=57.622 2023-03-17 12:53:55,464 - CLTR - INFO - Training Epoch:[83/1500] loss=3.41958 lr=0.000100 epoch_time=56.439 2023-03-17 12:54:53,552 - CLTR - INFO - Training Epoch:[84/1500] loss=3.53173 lr=0.000100 epoch_time=58.085 2023-03-17 12:55:51,261 - CLTR - INFO - Training Epoch:[85/1500] loss=3.49345 lr=0.000100 epoch_time=57.704 2023-03-17 12:56:49,400 - CLTR - INFO - Training Epoch:[86/1500] loss=3.89533 lr=0.000100 epoch_time=58.136 2023-03-17 12:57:48,346 - CLTR - INFO - Training Epoch:[87/1500] loss=3.97309 lr=0.000100 epoch_time=58.944 2023-03-17 12:58:44,565 - CLTR - INFO - Training Epoch:[88/1500] loss=3.76616 lr=0.000100 epoch_time=56.217 2023-03-17 12:59:41,914 - CLTR - INFO - Training Epoch:[89/1500] loss=3.81437 lr=0.000100 epoch_time=57.345 2023-03-17 13:00:39,819 - CLTR - INFO - Training Epoch:[90/1500] loss=3.49137 lr=0.000100 epoch_time=57.902 2023-03-17 13:01:38,029 - CLTR - INFO - Training Epoch:[91/1500] loss=3.56155 lr=0.000100 epoch_time=58.207 2023-03-17 13:02:35,007 - CLTR - INFO - Training Epoch:[92/1500] loss=3.40573 lr=0.000100 epoch_time=56.975 2023-03-17 13:03:32,890 - CLTR - INFO - Training Epoch:[93/1500] loss=3.67610 lr=0.000100 epoch_time=57.880 2023-03-17 13:04:32,805 - CLTR - INFO - Training Epoch:[94/1500] loss=3.46169 lr=0.000100 epoch_time=59.912 2023-03-17 13:05:28,854 - CLTR - INFO - Training Epoch:[95/1500] loss=3.56463 lr=0.000100 epoch_time=56.047 2023-03-17 13:06:26,989 - CLTR - INFO - Training Epoch:[96/1500] loss=3.52424 lr=0.000100 epoch_time=58.131 2023-03-17 13:07:23,319 - CLTR - INFO - Training Epoch:[97/1500] loss=3.47318 lr=0.000100 epoch_time=56.327 2023-03-17 13:08:23,467 - CLTR - INFO - Training Epoch:[98/1500] loss=3.43906 lr=0.000100 epoch_time=60.145 2023-03-17 13:09:20,025 - CLTR - INFO - Training Epoch:[99/1500] loss=3.34501 lr=0.000100 epoch_time=56.555 2023-03-17 13:10:15,693 - CLTR - INFO - Training Epoch:[100/1500] loss=3.36914 lr=0.000100 epoch_time=55.665 2023-03-17 13:10:15,694 - CLTR - INFO - begin test 2023-03-17 13:11:28,206 - CLTR - INFO - Testing Epoch:[100/1500] mae=76.576 mse=232.567 best_mae=56.802
2023-03-17 13:12:22,695 - CLTR - INFO - Training Epoch:[101/1500] loss=3.48791 lr=0.000100 epoch_time=54.486 2023-03-17 13:13:19,312 - CLTR - INFO - Training Epoch:[102/1500] loss=3.41829 lr=0.000100 epoch_time=56.615 2023-03-17 13:14:18,865 - CLTR - INFO - Training Epoch:[103/1500] loss=3.45675 lr=0.000100 epoch_time=59.551 2023-03-17 13:15:17,060 - CLTR - INFO - Training Epoch:[104/1500] loss=3.32860 lr=0.000100 epoch_time=58.193 2023-03-17 13:16:15,763 - CLTR - INFO - Training Epoch:[105/1500] loss=3.59221 lr=0.000100 epoch_time=58.699 2023-03-17 13:17:11,498 - CLTR - INFO - Training Epoch:[106/1500] loss=3.47333 lr=0.000100 epoch_time=55.732 2023-03-17 13:18:08,465 - CLTR - INFO - Training Epoch:[107/1500] loss=3.38524 lr=0.000100 epoch_time=56.963 2023-03-17 13:19:06,334 - CLTR - INFO - Training Epoch:[108/1500] loss=3.45408 lr=0.000100 epoch_time=57.866 2023-03-17 13:20:07,500 - CLTR - INFO - Training Epoch:[109/1500] loss=3.55125 lr=0.000100 epoch_time=61.163 2023-03-17 13:21:07,893 - CLTR - INFO - Training Epoch:[110/1500] loss=3.14379 lr=0.000100 epoch_time=60.390 2023-03-17 13:22:08,856 - CLTR - INFO - Training Epoch:[111/1500] loss=3.37694 lr=0.000100 epoch_time=60.961 2023-03-17 13:23:09,129 - CLTR - INFO - Training Epoch:[112/1500] loss=3.47292 lr=0.000100 epoch_time=60.271 2023-03-17 13:24:09,203 - CLTR - INFO - Training Epoch:[113/1500] loss=3.38463 lr=0.000100 epoch_time=60.071 2023-03-17 13:25:09,554 - CLTR - INFO - Training Epoch:[114/1500] loss=3.31786 lr=0.000100 epoch_time=60.348 2023-03-17 13:26:12,190 - CLTR - INFO - Training Epoch:[115/1500] loss=3.36795 lr=0.000100 epoch_time=62.633 2023-03-17 13:27:14,819 - CLTR - INFO - Training Epoch:[116/1500] loss=3.19562 lr=0.000100 epoch_time=62.627 2023-03-17 13:28:11,325 - CLTR - INFO - Training Epoch:[117/1500] loss=3.44978 lr=0.000100 epoch_time=56.504 2023-03-17 13:29:11,184 - CLTR - INFO - Training Epoch:[118/1500] loss=3.27498 lr=0.000100 epoch_time=59.856 2023-03-17 13:30:10,939 - CLTR - INFO - Training Epoch:[119/1500] loss=3.45729 lr=0.000100 epoch_time=59.753 2023-03-17 13:31:07,506 - CLTR - INFO - Training Epoch:[120/1500] loss=3.39911 lr=0.000100 epoch_time=56.564 2023-03-17 13:31:07,508 - CLTR - INFO - begin test 2023-03-17 13:32:20,018 - CLTR - INFO - Testing Epoch:[120/1500] mae=66.002 mse=257.322 best_mae=56.802
2023-03-17 13:33:08,928 - CLTR - INFO - Training Epoch:[121/1500] loss=3.31539 lr=0.000100 epoch_time=48.908 2023-03-17 13:34:09,697 - CLTR - INFO - Training Epoch:[122/1500] loss=3.34241 lr=0.000100 epoch_time=60.766 2023-03-17 13:35:09,795 - CLTR - INFO - Training Epoch:[123/1500] loss=3.32127 lr=0.000100 epoch_time=60.096 2023-03-17 13:36:10,650 - CLTR - INFO - Training Epoch:[124/1500] loss=3.43015 lr=0.000100 epoch_time=60.853 2023-03-17 13:37:09,478 - CLTR - INFO - Training Epoch:[125/1500] loss=3.41167 lr=0.000100 epoch_time=58.826 2023-03-17 13:38:08,217 - CLTR - INFO - Training Epoch:[126/1500] loss=3.17072 lr=0.000100 epoch_time=58.736 2023-03-17 13:39:04,851 - CLTR - INFO - Training Epoch:[127/1500] loss=3.54284 lr=0.000100 epoch_time=56.632 2023-03-17 13:40:02,187 - CLTR - INFO - Training Epoch:[128/1500] loss=3.73181 lr=0.000100 epoch_time=57.333 2023-03-17 13:40:58,326 - CLTR - INFO - Training Epoch:[129/1500] loss=3.45423 lr=0.000100 epoch_time=56.137 2023-03-17 13:41:53,100 - CLTR - INFO - Training Epoch:[130/1500] loss=3.27746 lr=0.000100 epoch_time=54.771 2023-03-17 13:42:52,000 - CLTR - INFO - Training Epoch:[131/1500] loss=3.36168 lr=0.000100 epoch_time=58.897 2023-03-17 13:43:48,374 - CLTR - INFO - Training Epoch:[132/1500] loss=3.08133 lr=0.000100 epoch_time=56.372 2023-03-17 13:44:47,494 - CLTR - INFO - Training Epoch:[133/1500] loss=3.22988 lr=0.000100 epoch_time=59.117 2023-03-17 13:45:44,873 - CLTR - INFO - Training Epoch:[134/1500] loss=3.39940 lr=0.000100 epoch_time=57.377 2023-03-17 13:46:40,643 - CLTR - INFO - Training Epoch:[135/1500] loss=3.37538 lr=0.000100 epoch_time=55.767 2023-03-17 13:47:37,703 - CLTR - INFO - Training Epoch:[136/1500] loss=3.27139 lr=0.000100 epoch_time=57.057 2023-03-17 13:48:34,232 - CLTR - INFO - Training Epoch:[137/1500] loss=3.32610 lr=0.000100 epoch_time=56.526 2023-03-17 13:49:32,463 - CLTR - INFO - Training Epoch:[138/1500] loss=3.18198 lr=0.000100 epoch_time=58.228 2023-03-17 13:50:31,869 - CLTR - INFO - Training Epoch:[139/1500] loss=3.23862 lr=0.000100 epoch_time=59.403 2023-03-17 13:51:30,907 - CLTR - INFO - Training Epoch:[140/1500] loss=3.34163 lr=0.000100 epoch_time=59.036 2023-03-17 13:51:30,909 - CLTR - INFO - begin test 2023-03-17 13:52:45,748 - CLTR - INFO - Testing Epoch:[140/1500] mae=63.740 mse=240.763 best_mae=56.802
2023-03-17 13:53:40,238 - CLTR - INFO - Training Epoch:[141/1500] loss=3.11128 lr=0.000100 epoch_time=54.487 2023-03-17 13:54:37,530 - CLTR - INFO - Training Epoch:[142/1500] loss=3.06428 lr=0.000100 epoch_time=57.290 2023-03-17 13:55:37,809 - CLTR - INFO - Training Epoch:[143/1500] loss=3.10628 lr=0.000100 epoch_time=60.276 2023-03-17 13:56:35,384 - CLTR - INFO - Training Epoch:[144/1500] loss=3.44292 lr=0.000100 epoch_time=57.573 2023-03-17 13:57:32,641 - CLTR - INFO - Training Epoch:[145/1500] loss=3.17525 lr=0.000100 epoch_time=57.252 2023-03-17 13:58:28,319 - CLTR - INFO - Training Epoch:[146/1500] loss=3.29754 lr=0.000100 epoch_time=55.675 2023-03-17 13:59:25,958 - CLTR - INFO - Training Epoch:[147/1500] loss=3.15647 lr=0.000100 epoch_time=57.637 2023-03-17 14:00:23,383 - CLTR - INFO - Training Epoch:[148/1500] loss=3.01397 lr=0.000100 epoch_time=57.421 2023-03-17 14:01:22,412 - CLTR - INFO - Training Epoch:[149/1500] loss=3.20712 lr=0.000100 epoch_time=59.026 2023-03-17 14:02:21,748 - CLTR - INFO - Training Epoch:[150/1500] loss=3.09744 lr=0.000100 epoch_time=59.332 2023-03-17 14:03:19,963 - CLTR - INFO - Training Epoch:[151/1500] loss=3.33919 lr=0.000100 epoch_time=58.213 2023-03-17 14:04:17,518 - CLTR - INFO - Training Epoch:[152/1500] loss=3.25549 lr=0.000100 epoch_time=57.551 2023-03-17 14:05:15,394 - CLTR - INFO - Training Epoch:[153/1500] loss=3.06245 lr=0.000100 epoch_time=57.873 2023-03-17 14:06:11,084 - CLTR - INFO - Training Epoch:[154/1500] loss=3.08862 lr=0.000100 epoch_time=55.687 2023-03-17 14:07:09,590 - CLTR - INFO - Training Epoch:[155/1500] loss=3.21948 lr=0.000100 epoch_time=58.504 2023-03-17 14:08:08,061 - CLTR - INFO - Training Epoch:[156/1500] loss=3.20994 lr=0.000100 epoch_time=58.468 2023-03-17 14:09:08,710 - CLTR - INFO - Training Epoch:[157/1500] loss=3.49832 lr=0.000100 epoch_time=60.646 2023-03-17 14:10:06,838 - CLTR - INFO - Training Epoch:[158/1500] loss=3.26362 lr=0.000100 epoch_time=58.125 2023-03-17 14:11:05,103 - CLTR - INFO - Training Epoch:[159/1500] loss=3.32539 lr=0.000100 epoch_time=58.263 2023-03-17 14:12:04,080 - CLTR - INFO - Training Epoch:[160/1500] loss=3.11649 lr=0.000100 epoch_time=58.973 2023-03-17 14:12:04,084 - CLTR - INFO - begin test 2023-03-17 14:13:13,022 - CLTR - INFO - Testing Epoch:[160/1500] mae=68.374 mse=226.904 best_mae=56.802
2023-03-17 14:14:13,551 - CLTR - INFO - Training Epoch:[161/1500] loss=3.35333 lr=0.000100 epoch_time=60.528 2023-03-17 14:15:11,652 - CLTR - INFO - Training Epoch:[162/1500] loss=3.10452 lr=0.000100 epoch_time=58.098 2023-03-17 14:16:06,806 - CLTR - INFO - Training Epoch:[163/1500] loss=2.96941 lr=0.000100 epoch_time=55.152 2023-03-17 14:17:05,027 - CLTR - INFO - Training Epoch:[164/1500] loss=3.04576 lr=0.000100 epoch_time=58.219 2023-03-17 14:18:04,239 - CLTR - INFO - Training Epoch:[165/1500] loss=3.43649 lr=0.000100 epoch_time=59.210 2023-03-17 14:19:01,968 - CLTR - INFO - Training Epoch:[166/1500] loss=3.14145 lr=0.000100 epoch_time=57.726 2023-03-17 14:19:59,131 - CLTR - INFO - Training Epoch:[167/1500] loss=3.59222 lr=0.000100 epoch_time=57.160 2023-03-17 14:20:55,253 - CLTR - INFO - Training Epoch:[168/1500] loss=3.34719 lr=0.000100 epoch_time=56.120 2023-03-17 14:21:53,559 - CLTR - INFO - Training Epoch:[169/1500] loss=3.06869 lr=0.000100 epoch_time=58.303 2023-03-17 14:22:51,276 - CLTR - INFO - Training Epoch:[170/1500] loss=3.03598 lr=0.000100 epoch_time=57.714 2023-03-17 14:23:51,165 - CLTR - INFO - Training Epoch:[171/1500] loss=3.32970 lr=0.000100 epoch_time=59.886 2023-03-17 14:24:50,861 - CLTR - INFO - Training Epoch:[172/1500] loss=3.02037 lr=0.000100 epoch_time=59.693 2023-03-17 14:25:50,419 - CLTR - INFO - Training Epoch:[173/1500] loss=3.05439 lr=0.000100 epoch_time=59.555 2023-03-17 14:26:48,869 - CLTR - INFO - Training Epoch:[174/1500] loss=3.14441 lr=0.000100 epoch_time=58.448 2023-03-17 14:27:44,997 - CLTR - INFO - Training Epoch:[175/1500] loss=3.13446 lr=0.000100 epoch_time=56.125 2023-03-17 14:28:43,211 - CLTR - INFO - Training Epoch:[176/1500] loss=3.10144 lr=0.000100 epoch_time=58.212 2023-03-17 14:29:39,676 - CLTR - INFO - Training Epoch:[177/1500] loss=3.15551 lr=0.000100 epoch_time=56.462 2023-03-17 14:30:39,278 - CLTR - INFO - Training Epoch:[178/1500] loss=3.06721 lr=0.000100 epoch_time=59.600 2023-03-17 14:31:37,861 - CLTR - INFO - Training Epoch:[179/1500] loss=2.90111 lr=0.000100 epoch_time=58.580 2023-03-17 14:32:35,316 - CLTR - INFO - Training Epoch:[180/1500] loss=3.35057 lr=0.000100 epoch_time=57.452 2023-03-17 14:32:35,319 - CLTR - INFO - begin test 2023-03-17 14:33:44,350 - CLTR - INFO - Testing Epoch:[180/1500] mae=68.802 mse=249.394 best_mae=56.802
2023-03-17 14:34:42,748 - CLTR - INFO - Training Epoch:[181/1500] loss=3.17761 lr=0.000100 epoch_time=58.396 2023-03-17 14:35:42,105 - CLTR - INFO - Training Epoch:[182/1500] loss=3.05110 lr=0.000100 epoch_time=59.354 2023-03-17 14:36:40,940 - CLTR - INFO - Training Epoch:[183/1500] loss=3.09278 lr=0.000100 epoch_time=58.829 2023-03-17 14:37:38,982 - CLTR - INFO - Training Epoch:[184/1500] loss=2.96798 lr=0.000100 epoch_time=58.039 2023-03-17 14:38:37,154 - CLTR - INFO - Training Epoch:[185/1500] loss=3.18980 lr=0.000100 epoch_time=58.169 2023-03-17 14:39:34,334 - CLTR - INFO - Training Epoch:[186/1500] loss=3.01571 lr=0.000100 epoch_time=57.178 2023-03-17 14:40:36,030 - CLTR - INFO - Training Epoch:[187/1500] loss=3.11218 lr=0.000100 epoch_time=61.693 2023-03-17 14:41:37,539 - CLTR - INFO - Training Epoch:[188/1500] loss=3.05503 lr=0.000100 epoch_time=61.489 2023-03-17 14:42:39,797 - CLTR - INFO - Training Epoch:[189/1500] loss=3.04955 lr=0.000100 epoch_time=62.255 2023-03-17 14:43:39,391 - CLTR - INFO - Training Epoch:[190/1500] loss=3.09303 lr=0.000100 epoch_time=59.590 2023-03-17 14:44:39,165 - CLTR - INFO - Training Epoch:[191/1500] loss=2.97503 lr=0.000100 epoch_time=59.770 2023-03-17 14:45:37,469 - CLTR - INFO - Training Epoch:[192/1500] loss=3.08231 lr=0.000100 epoch_time=58.302 2023-03-17 14:46:35,363 - CLTR - INFO - Training Epoch:[193/1500] loss=2.98752 lr=0.000100 epoch_time=57.891 2023-03-17 14:47:33,173 - CLTR - INFO - Training Epoch:[194/1500] loss=3.02346 lr=0.000100 epoch_time=57.808 2023-03-17 14:48:32,248 - CLTR - INFO - Training Epoch:[195/1500] loss=3.02020 lr=0.000100 epoch_time=59.073 2023-03-17 14:49:29,847 - CLTR - INFO - Training Epoch:[196/1500] loss=3.19190 lr=0.000100 epoch_time=57.596 2023-03-17 14:50:28,912 - CLTR - INFO - Training Epoch:[197/1500] loss=2.99084 lr=0.000100 epoch_time=59.063 2023-03-17 14:51:25,577 - CLTR - INFO - Training Epoch:[198/1500] loss=3.03029 lr=0.000100 epoch_time=56.662 2023-03-17 14:52:24,755 - CLTR - INFO - Training Epoch:[199/1500] loss=2.94606 lr=0.000100 epoch_time=59.176 2023-03-17 14:53:21,238 - CLTR - INFO - Training Epoch:[200/1500] loss=3.24872 lr=0.000100 epoch_time=56.482 2023-03-17 14:53:21,240 - CLTR - INFO - begin test 2023-03-17 14:54:27,433 - CLTR - INFO - Testing Epoch:[200/1500] mae=62.076 mse=236.220 best_mae=56.802
2023-03-17 14:55:24,363 - CLTR - INFO - Training Epoch:[201/1500] loss=2.86638 lr=0.000100 epoch_time=56.929 2023-03-17 14:56:21,698 - CLTR - INFO - Training Epoch:[202/1500] loss=2.95320 lr=0.000100 epoch_time=57.331 2023-03-17 14:57:21,959 - CLTR - INFO - Training Epoch:[203/1500] loss=2.86500 lr=0.000100 epoch_time=60.258 2023-03-17 14:58:20,967 - CLTR - INFO - Training Epoch:[204/1500] loss=2.72663 lr=0.000100 epoch_time=59.005 2023-03-17 14:59:19,380 - CLTR - INFO - Training Epoch:[205/1500] loss=2.96330 lr=0.000100 epoch_time=58.410 2023-03-17 15:00:18,480 - CLTR - INFO - Training Epoch:[206/1500] loss=3.41124 lr=0.000100 epoch_time=59.097 2023-03-17 15:01:15,476 - CLTR - INFO - Training Epoch:[207/1500] loss=2.99648 lr=0.000100 epoch_time=56.994 2023-03-17 15:02:13,454 - CLTR - INFO - Training Epoch:[208/1500] loss=2.89794 lr=0.000100 epoch_time=57.975 2023-03-17 15:03:11,157 - CLTR - INFO - Training Epoch:[209/1500] loss=3.18701 lr=0.000100 epoch_time=57.701 2023-03-17 15:04:09,223 - CLTR - INFO - Training Epoch:[210/1500] loss=3.04182 lr=0.000100 epoch_time=58.063 2023-03-17 15:05:06,269 - CLTR - INFO - Training Epoch:[211/1500] loss=3.18901 lr=0.000100 epoch_time=57.042 2023-03-17 15:06:04,742 - CLTR - INFO - Training Epoch:[212/1500] loss=3.10213 lr=0.000100 epoch_time=58.471 2023-03-17 15:07:04,306 - CLTR - INFO - Training Epoch:[213/1500] loss=3.16743 lr=0.000100 epoch_time=59.562 2023-03-17 15:08:03,496 - CLTR - INFO - Training Epoch:[214/1500] loss=3.16198 lr=0.000100 epoch_time=59.187 2023-03-17 15:08:58,696 - CLTR - INFO - Training Epoch:[215/1500] loss=3.05065 lr=0.000100 epoch_time=55.197 2023-03-17 15:09:58,292 - CLTR - INFO - Training Epoch:[216/1500] loss=3.06171 lr=0.000100 epoch_time=59.594 2023-03-17 15:10:56,351 - CLTR - INFO - Training Epoch:[217/1500] loss=2.99095 lr=0.000100 epoch_time=58.056 2023-03-17 15:11:54,059 - CLTR - INFO - Training Epoch:[218/1500] loss=3.10141 lr=0.000100 epoch_time=57.705 2023-03-17 15:12:51,186 - CLTR - INFO - Training Epoch:[219/1500] loss=3.07830 lr=0.000100 epoch_time=57.125 2023-03-17 15:13:49,287 - CLTR - INFO - Training Epoch:[220/1500] loss=3.13944 lr=0.000100 epoch_time=58.098 2023-03-17 15:13:49,290 - CLTR - INFO - begin test 2023-03-17 15:15:01,306 - CLTR - INFO - Testing Epoch:[220/1500] mae=58.294 mse=218.589 best_mae=56.802
2023-03-17 15:16:00,188 - CLTR - INFO - Training Epoch:[221/1500] loss=3.06856 lr=0.000100 epoch_time=58.881 2023-03-17 15:16:57,700 - CLTR - INFO - Training Epoch:[222/1500] loss=2.97954 lr=0.000100 epoch_time=57.508 2023-03-17 15:17:55,275 - CLTR - INFO - Training Epoch:[223/1500] loss=3.03236 lr=0.000100 epoch_time=57.572 2023-03-17 15:18:53,032 - CLTR - INFO - Training Epoch:[224/1500] loss=3.10062 lr=0.000100 epoch_time=57.754 2023-03-17 15:19:52,402 - CLTR - INFO - Training Epoch:[225/1500] loss=3.25237 lr=0.000100 epoch_time=59.366 2023-03-17 15:20:51,550 - CLTR - INFO - Training Epoch:[226/1500] loss=3.06017 lr=0.000100 epoch_time=59.144 2023-03-17 15:21:48,412 - CLTR - INFO - Training Epoch:[227/1500] loss=2.80406 lr=0.000100 epoch_time=56.860 2023-03-17 15:22:46,412 - CLTR - INFO - Training Epoch:[228/1500] loss=3.04655 lr=0.000100 epoch_time=57.997 2023-03-17 15:23:41,005 - CLTR - INFO - Training Epoch:[229/1500] loss=2.94027 lr=0.000100 epoch_time=54.591 2023-03-17 15:24:38,558 - CLTR - INFO - Training Epoch:[230/1500] loss=2.80238 lr=0.000100 epoch_time=57.549 2023-03-17 15:25:36,826 - CLTR - INFO - Training Epoch:[231/1500] loss=3.02763 lr=0.000100 epoch_time=58.266 2023-03-17 15:26:34,145 - CLTR - INFO - Training Epoch:[232/1500] loss=3.35332 lr=0.000100 epoch_time=57.317 2023-03-17 15:27:31,011 - CLTR - INFO - Training Epoch:[233/1500] loss=3.04587 lr=0.000100 epoch_time=56.863 2023-03-17 15:28:30,154 - CLTR - INFO - Training Epoch:[234/1500] loss=3.02266 lr=0.000100 epoch_time=59.140 2023-03-17 15:29:27,115 - CLTR - INFO - Training Epoch:[235/1500] loss=2.83429 lr=0.000100 epoch_time=56.960 2023-03-17 15:30:26,774 - CLTR - INFO - Training Epoch:[236/1500] loss=2.89210 lr=0.000100 epoch_time=59.656 2023-03-17 15:31:24,164 - CLTR - INFO - Training Epoch:[237/1500] loss=3.00763 lr=0.000100 epoch_time=57.388 2023-03-17 15:32:21,472 - CLTR - INFO - Training Epoch:[238/1500] loss=3.10379 lr=0.000100 epoch_time=57.305 2023-03-17 15:33:18,183 - CLTR - INFO - Training Epoch:[239/1500] loss=3.10611 lr=0.000100 epoch_time=56.708 2023-03-17 15:34:13,617 - CLTR - INFO - Training Epoch:[240/1500] loss=2.88950 lr=0.000100 epoch_time=55.431 2023-03-17 15:34:13,619 - CLTR - INFO - begin test 2023-03-17 15:35:30,376 - CLTR - INFO - Testing Epoch:[240/1500] mae=55.898 mse=224.562 best_mae=55.898
2023-03-17 15:36:21,547 - CLTR - INFO - Training Epoch:[241/1500] loss=2.98775 lr=0.000100 epoch_time=51.170 2023-03-17 15:37:17,630 - CLTR - INFO - Training Epoch:[242/1500] loss=2.74058 lr=0.000100 epoch_time=56.077 2023-03-17 15:38:14,582 - CLTR - INFO - Training Epoch:[243/1500] loss=3.08719 lr=0.000100 epoch_time=56.949 2023-03-17 15:39:12,691 - CLTR - INFO - Training Epoch:[244/1500] loss=3.02079 lr=0.000100 epoch_time=58.107 2023-03-17 15:40:08,251 - CLTR - INFO - Training Epoch:[245/1500] loss=3.09568 lr=0.000100 epoch_time=55.557 2023-03-17 15:41:04,964 - CLTR - INFO - Training Epoch:[246/1500] loss=2.99877 lr=0.000100 epoch_time=56.711 2023-03-17 15:42:02,372 - CLTR - INFO - Training Epoch:[247/1500] loss=2.91218 lr=0.000100 epoch_time=57.406 2023-03-17 15:43:00,349 - CLTR - INFO - Training Epoch:[248/1500] loss=3.03695 lr=0.000100 epoch_time=57.974 2023-03-17 15:43:58,971 - CLTR - INFO - Training Epoch:[249/1500] loss=3.01780 lr=0.000100 epoch_time=58.619 2023-03-17 15:44:56,389 - CLTR - INFO - Training Epoch:[250/1500] loss=3.17044 lr=0.000100 epoch_time=57.414 2023-03-17 15:45:56,643 - CLTR - INFO - Training Epoch:[251/1500] loss=2.85301 lr=0.000100 epoch_time=60.251 2023-03-17 15:46:56,089 - CLTR - INFO - Training Epoch:[252/1500] loss=2.90530 lr=0.000100 epoch_time=59.444 2023-03-17 15:47:54,662 - CLTR - INFO - Training Epoch:[253/1500] loss=2.77571 lr=0.000100 epoch_time=58.570 2023-03-17 15:48:53,187 - CLTR - INFO - Training Epoch:[254/1500] loss=3.09096 lr=0.000100 epoch_time=58.522 2023-03-17 15:49:52,687 - CLTR - INFO - Training Epoch:[255/1500] loss=3.14480 lr=0.000100 epoch_time=59.495 2023-03-17 15:50:50,673 - CLTR - INFO - Training Epoch:[256/1500] loss=3.02602 lr=0.000100 epoch_time=57.982 2023-03-17 15:51:46,284 - CLTR - INFO - Training Epoch:[257/1500] loss=2.89847 lr=0.000100 epoch_time=55.609 2023-03-17 15:52:44,119 - CLTR - INFO - Training Epoch:[258/1500] loss=2.95837 lr=0.000100 epoch_time=57.832 2023-03-17 15:53:41,932 - CLTR - INFO - Training Epoch:[259/1500] loss=3.14326 lr=0.000100 epoch_time=57.810 2023-03-17 15:54:39,109 - CLTR - INFO - Training Epoch:[260/1500] loss=2.99888 lr=0.000100 epoch_time=57.174 2023-03-17 15:54:39,112 - CLTR - INFO - begin test 2023-03-17 15:55:45,057 - CLTR - INFO - Testing Epoch:[260/1500] mae=57.940 mse=224.854 best_mae=55.898
2023-03-17 15:56:42,437 - CLTR - INFO - Training Epoch:[261/1500] loss=2.96693 lr=0.000100 epoch_time=57.378 2023-03-17 15:57:37,158 - CLTR - INFO - Training Epoch:[262/1500] loss=3.13240 lr=0.000100 epoch_time=54.718 2023-03-17 15:58:36,486 - CLTR - INFO - Training Epoch:[263/1500] loss=3.06392 lr=0.000100 epoch_time=59.326 2023-03-17 15:59:33,993 - CLTR - INFO - Training Epoch:[264/1500] loss=3.06894 lr=0.000100 epoch_time=57.504 2023-03-17 16:00:31,624 - CLTR - INFO - Training Epoch:[265/1500] loss=2.86559 lr=0.000100 epoch_time=57.628 2023-03-17 16:01:30,860 - CLTR - INFO - Training Epoch:[266/1500] loss=3.09957 lr=0.000100 epoch_time=59.233 2023-03-17 16:02:28,567 - CLTR - INFO - Training Epoch:[267/1500] loss=3.00328 lr=0.000100 epoch_time=57.703 2023-03-17 16:03:29,877 - CLTR - INFO - Training Epoch:[268/1500] loss=2.86015 lr=0.000100 epoch_time=61.308 2023-03-17 16:04:28,666 - CLTR - INFO - Training Epoch:[269/1500] loss=3.23615 lr=0.000100 epoch_time=58.787 2023-03-17 16:05:27,738 - CLTR - INFO - Training Epoch:[270/1500] loss=2.99191 lr=0.000100 epoch_time=59.068 2023-03-17 16:06:27,390 - CLTR - INFO - Training Epoch:[271/1500] loss=2.87886 lr=0.000100 epoch_time=59.649 2023-03-17 16:07:24,190 - CLTR - INFO - Training Epoch:[272/1500] loss=3.09432 lr=0.000100 epoch_time=56.797 2023-03-17 16:08:21,094 - CLTR - INFO - Training Epoch:[273/1500] loss=2.87106 lr=0.000100 epoch_time=56.902 2023-03-17 16:09:18,499 - CLTR - INFO - Training Epoch:[274/1500] loss=2.93703 lr=0.000100 epoch_time=57.403 2023-03-17 16:10:17,421 - CLTR - INFO - Training Epoch:[275/1500] loss=2.81235 lr=0.000100 epoch_time=58.919 2023-03-17 16:11:14,974 - CLTR - INFO - Training Epoch:[276/1500] loss=2.95055 lr=0.000100 epoch_time=57.551 2023-03-17 16:12:12,973 - CLTR - INFO - Training Epoch:[277/1500] loss=3.21531 lr=0.000100 epoch_time=57.996 2023-03-17 16:13:10,938 - CLTR - INFO - Training Epoch:[278/1500] loss=3.18883 lr=0.000100 epoch_time=57.962 2023-03-17 16:14:10,418 - CLTR - INFO - Training Epoch:[279/1500] loss=2.98969 lr=0.000100 epoch_time=59.478 2023-03-17 16:15:07,900 - CLTR - INFO - Training Epoch:[280/1500] loss=3.07071 lr=0.000100 epoch_time=57.480 2023-03-17 16:15:07,902 - CLTR - INFO - begin test 2023-03-17 16:16:19,526 - CLTR - INFO - Testing Epoch:[280/1500] mae=62.308 mse=222.430 best_mae=55.898
2023-03-17 16:17:13,898 - CLTR - INFO - Training Epoch:[281/1500] loss=2.88946 lr=0.000100 epoch_time=54.369 2023-03-17 16:18:10,283 - CLTR - INFO - Training Epoch:[282/1500] loss=2.87068 lr=0.000100 epoch_time=56.383 2023-03-17 16:19:07,664 - CLTR - INFO - Training Epoch:[283/1500] loss=2.86828 lr=0.000100 epoch_time=57.378 2023-03-17 16:20:04,071 - CLTR - INFO - Training Epoch:[284/1500] loss=2.87361 lr=0.000100 epoch_time=56.405 2023-03-17 16:21:00,401 - CLTR - INFO - Training Epoch:[285/1500] loss=2.81640 lr=0.000100 epoch_time=56.327 2023-03-17 16:21:59,017 - CLTR - INFO - Training Epoch:[286/1500] loss=3.08324 lr=0.000100 epoch_time=58.614 2023-03-17 16:22:58,804 - CLTR - INFO - Training Epoch:[287/1500] loss=3.10176 lr=0.000100 epoch_time=59.784 2023-03-17 16:23:54,781 - CLTR - INFO - Training Epoch:[288/1500] loss=2.93132 lr=0.000100 epoch_time=55.975 2023-03-17 16:24:50,668 - CLTR - INFO - Training Epoch:[289/1500] loss=2.96898 lr=0.000100 epoch_time=55.884 2023-03-17 16:25:48,336 - CLTR - INFO - Training Epoch:[290/1500] loss=2.79595 lr=0.000100 epoch_time=57.665 2023-03-17 16:26:45,214 - CLTR - INFO - Training Epoch:[291/1500] loss=2.90249 lr=0.000100 epoch_time=56.876 2023-03-17 16:27:43,577 - CLTR - INFO - Training Epoch:[292/1500] loss=2.96204 lr=0.000100 epoch_time=58.361 2023-03-17 16:28:40,006 - CLTR - INFO - Training Epoch:[293/1500] loss=3.03212 lr=0.000100 epoch_time=56.426 2023-03-17 16:29:37,542 - CLTR - INFO - Training Epoch:[294/1500] loss=3.34789 lr=0.000100 epoch_time=57.533 2023-03-17 16:30:37,602 - CLTR - INFO - Training Epoch:[295/1500] loss=3.26802 lr=0.000100 epoch_time=60.057 2023-03-17 16:31:36,439 - CLTR - INFO - Training Epoch:[296/1500] loss=3.02730 lr=0.000100 epoch_time=58.834 2023-03-17 16:32:33,622 - CLTR - INFO - Training Epoch:[297/1500] loss=2.88094 lr=0.000100 epoch_time=57.181 2023-03-17 16:33:32,733 - CLTR - INFO - Training Epoch:[298/1500] loss=2.88068 lr=0.000100 epoch_time=59.109 2023-03-17 16:34:31,416 - CLTR - INFO - Training Epoch:[299/1500] loss=2.92399 lr=0.000100 epoch_time=58.679 2023-03-17 16:35:32,382 - CLTR - INFO - Training Epoch:[300/1500] loss=2.81527 lr=0.000100 epoch_time=60.962 2023-03-17 16:35:32,385 - CLTR - INFO - begin test 2023-03-17 16:36:41,022 - CLTR - INFO - Testing Epoch:[300/1500] mae=64.134 mse=227.879 best_mae=55.898
2023-03-17 16:37:39,004 - CLTR - INFO - Training Epoch:[301/1500] loss=2.82214 lr=0.000100 epoch_time=57.981 2023-03-17 16:38:36,147 - CLTR - INFO - Training Epoch:[302/1500] loss=2.81596 lr=0.000100 epoch_time=57.141 2023-03-17 16:39:32,136 - CLTR - INFO - Training Epoch:[303/1500] loss=2.90682 lr=0.000100 epoch_time=55.986 2023-03-17 16:40:31,842 - CLTR - INFO - Training Epoch:[304/1500] loss=2.94568 lr=0.000100 epoch_time=59.703 2023-03-17 16:41:27,476 - CLTR - INFO - Training Epoch:[305/1500] loss=2.98106 lr=0.000100 epoch_time=55.626 2023-03-17 16:42:25,041 - CLTR - INFO - Training Epoch:[306/1500] loss=2.94039 lr=0.000100 epoch_time=57.562 2023-03-17 16:43:20,537 - CLTR - INFO - Training Epoch:[307/1500] loss=2.84407 lr=0.000100 epoch_time=55.494 2023-03-17 16:44:17,175 - CLTR - INFO - Training Epoch:[308/1500] loss=2.93980 lr=0.000100 epoch_time=56.635 2023-03-17 16:45:12,740 - CLTR - INFO - Training Epoch:[309/1500] loss=2.99218 lr=0.000100 epoch_time=55.562 2023-03-17 16:46:09,936 - CLTR - INFO - Training Epoch:[310/1500] loss=2.78911 lr=0.000100 epoch_time=57.193 2023-03-17 16:47:06,212 - CLTR - INFO - Training Epoch:[311/1500] loss=2.83608 lr=0.000100 epoch_time=56.274 2023-03-17 16:48:04,080 - CLTR - INFO - Training Epoch:[312/1500] loss=2.82646 lr=0.000100 epoch_time=57.864 2023-03-17 16:49:01,258 - CLTR - INFO - Training Epoch:[313/1500] loss=2.99040 lr=0.000100 epoch_time=57.176 2023-03-17 16:50:01,588 - CLTR - INFO - Training Epoch:[314/1500] loss=3.22936 lr=0.000100 epoch_time=60.328 2023-03-17 16:51:04,339 - CLTR - INFO - Training Epoch:[315/1500] loss=2.84675 lr=0.000100 epoch_time=62.747 2023-03-17 16:52:02,344 - CLTR - INFO - Training Epoch:[316/1500] loss=3.11216 lr=0.000100 epoch_time=58.001 2023-03-17 16:53:00,757 - CLTR - INFO - Training Epoch:[317/1500] loss=2.97571 lr=0.000100 epoch_time=58.410 2023-03-17 16:53:59,930 - CLTR - INFO - Training Epoch:[318/1500] loss=2.92569 lr=0.000100 epoch_time=59.170 2023-03-17 16:54:59,267 - CLTR - INFO - Training Epoch:[319/1500] loss=2.89518 lr=0.000100 epoch_time=59.334 2023-03-17 16:55:59,123 - CLTR - INFO - Training Epoch:[320/1500] loss=2.82782 lr=0.000100 epoch_time=59.853 2023-03-17 16:55:59,125 - CLTR - INFO - begin test 2023-03-17 16:57:12,107 - CLTR - INFO - Testing Epoch:[320/1500] mae=63.572 mse=226.726 best_mae=55.898
2023-03-17 16:58:06,224 - CLTR - INFO - Training Epoch:[321/1500] loss=3.06165 lr=0.000100 epoch_time=54.115 2023-03-17 16:59:07,152 - CLTR - INFO - Training Epoch:[322/1500] loss=3.09798 lr=0.000100 epoch_time=60.921 2023-03-17 17:00:07,555 - CLTR - INFO - Training Epoch:[323/1500] loss=2.93177 lr=0.000100 epoch_time=60.400 2023-03-17 17:01:07,379 - CLTR - INFO - Training Epoch:[324/1500] loss=2.97873 lr=0.000100 epoch_time=59.821 2023-03-17 17:02:05,141 - CLTR - INFO - Training Epoch:[325/1500] loss=2.83898 lr=0.000100 epoch_time=57.757 2023-03-17 17:03:02,123 - CLTR - INFO - Training Epoch:[326/1500] loss=2.92107 lr=0.000100 epoch_time=56.981 2023-03-17 17:03:57,874 - CLTR - INFO - Training Epoch:[327/1500] loss=2.91745 lr=0.000100 epoch_time=55.745 2023-03-17 17:04:56,408 - CLTR - INFO - Training Epoch:[328/1500] loss=2.86971 lr=0.000100 epoch_time=58.531 2023-03-17 17:05:52,320 - CLTR - INFO - Training Epoch:[329/1500] loss=2.96992 lr=0.000100 epoch_time=55.909 2023-03-17 17:06:50,179 - CLTR - INFO - Training Epoch:[330/1500] loss=2.95627 lr=0.000100 epoch_time=57.857 2023-03-17 17:07:48,718 - CLTR - INFO - Training Epoch:[331/1500] loss=2.93724 lr=0.000100 epoch_time=58.536 2023-03-17 17:08:48,085 - CLTR - INFO - Training Epoch:[332/1500] loss=2.84646 lr=0.000100 epoch_time=59.364 2023-03-17 17:09:48,284 - CLTR - INFO - Training Epoch:[333/1500] loss=3.02856 lr=0.000100 epoch_time=60.196 2023-03-17 17:10:47,417 - CLTR - INFO - Training Epoch:[334/1500] loss=2.93666 lr=0.000100 epoch_time=59.130 2023-03-17 17:11:48,454 - CLTR - INFO - Training Epoch:[335/1500] loss=2.84168 lr=0.000100 epoch_time=61.034 2023-03-17 17:12:49,489 - CLTR - INFO - Training Epoch:[336/1500] loss=2.85260 lr=0.000100 epoch_time=61.032 2023-03-17 17:13:48,119 - CLTR - INFO - Training Epoch:[337/1500] loss=3.14594 lr=0.000100 epoch_time=58.627 2023-03-17 17:14:46,504 - CLTR - INFO - Training Epoch:[338/1500] loss=2.87113 lr=0.000100 epoch_time=58.383 2023-03-17 17:15:44,799 - CLTR - INFO - Training Epoch:[339/1500] loss=2.86257 lr=0.000100 epoch_time=58.293 2023-03-17 17:16:45,737 - CLTR - INFO - Training Epoch:[340/1500] loss=2.80313 lr=0.000100 epoch_time=60.935 2023-03-17 17:16:45,739 - CLTR - INFO - begin test 2023-03-17 17:17:55,382 - CLTR - INFO - Testing Epoch:[340/1500] mae=87.236 mse=287.083 best_mae=55.898
2023-03-17 17:18:53,334 - CLTR - INFO - Training Epoch:[341/1500] loss=2.96089 lr=0.000100 epoch_time=57.950 2023-03-17 17:19:53,668 - CLTR - INFO - Training Epoch:[342/1500] loss=2.81028 lr=0.000100 epoch_time=60.331 2023-03-17 17:20:49,908 - CLTR - INFO - Training Epoch:[343/1500] loss=3.10054 lr=0.000100 epoch_time=56.237 2023-03-17 17:21:47,868 - CLTR - INFO - Training Epoch:[344/1500] loss=3.12501 lr=0.000100 epoch_time=57.957 2023-03-17 17:22:44,267 - CLTR - INFO - Training Epoch:[345/1500] loss=2.83342 lr=0.000100 epoch_time=56.397 2023-03-17 17:23:41,115 - CLTR - INFO - Training Epoch:[346/1500] loss=2.84861 lr=0.000100 epoch_time=56.845 2023-03-17 17:24:37,256 - CLTR - INFO - Training Epoch:[347/1500] loss=2.98639 lr=0.000100 epoch_time=56.138 2023-03-17 17:25:36,354 - CLTR - INFO - Training Epoch:[348/1500] loss=2.87286 lr=0.000100 epoch_time=59.095 2023-03-17 17:26:35,336 - CLTR - INFO - Training Epoch:[349/1500] loss=2.94202 lr=0.000100 epoch_time=58.979 2023-03-17 17:27:34,830 - CLTR - INFO - Training Epoch:[350/1500] loss=2.77092 lr=0.000100 epoch_time=59.492 2023-03-17 17:28:35,685 - CLTR - INFO - Training Epoch:[351/1500] loss=2.75882 lr=0.000100 epoch_time=60.852 2023-03-17 17:29:35,867 - CLTR - INFO - Training Epoch:[352/1500] loss=2.86968 lr=0.000100 epoch_time=60.180 2023-03-17 17:30:37,693 - CLTR - INFO - Training Epoch:[353/1500] loss=2.75150 lr=0.000100 epoch_time=61.822 2023-03-17 17:31:33,749 - CLTR - INFO - Training Epoch:[354/1500] loss=3.21373 lr=0.000100 epoch_time=56.053 2023-03-17 17:32:30,398 - CLTR - INFO - Training Epoch:[355/1500] loss=2.99161 lr=0.000100 epoch_time=56.645 2023-03-17 17:33:28,514 - CLTR - INFO - Training Epoch:[356/1500] loss=2.85070 lr=0.000100 epoch_time=58.113 2023-03-17 17:34:27,608 - CLTR - INFO - Training Epoch:[357/1500] loss=2.97317 lr=0.000100 epoch_time=59.091 2023-03-17 17:35:29,250 - CLTR - INFO - Training Epoch:[358/1500] loss=3.13712 lr=0.000100 epoch_time=61.639 2023-03-17 17:36:28,354 - CLTR - INFO - Training Epoch:[359/1500] loss=2.85017 lr=0.000100 epoch_time=59.101 2023-03-17 17:37:32,122 - CLTR - INFO - Training Epoch:[360/1500] loss=2.83273 lr=0.000100 epoch_time=63.766 2023-03-17 17:37:32,124 - CLTR - INFO - begin test 2023-03-17 17:38:44,173 - CLTR - INFO - Testing Epoch:[360/1500] mae=108.222 mse=464.377 best_mae=55.898
2023-03-17 17:39:38,246 - CLTR - INFO - Training Epoch:[361/1500] loss=2.74235 lr=0.000100 epoch_time=54.071 2023-03-17 17:40:36,096 - CLTR - INFO - Training Epoch:[362/1500] loss=2.71690 lr=0.000100 epoch_time=57.847 2023-03-17 17:41:33,579 - CLTR - INFO - Training Epoch:[363/1500] loss=3.00965 lr=0.000100 epoch_time=57.480 2023-03-17 17:42:29,731 - CLTR - INFO - Training Epoch:[364/1500] loss=2.96559 lr=0.000100 epoch_time=56.149 2023-03-17 17:43:27,832 - CLTR - INFO - Training Epoch:[365/1500] loss=3.12419 lr=0.000100 epoch_time=58.095 2023-03-17 17:44:25,004 - CLTR - INFO - Training Epoch:[366/1500] loss=2.99921 lr=0.000100 epoch_time=57.169 2023-03-17 17:45:23,343 - CLTR - INFO - Training Epoch:[367/1500] loss=2.99894 lr=0.000100 epoch_time=58.335 2023-03-17 17:46:21,391 - CLTR - INFO - Training Epoch:[368/1500] loss=2.83345 lr=0.000100 epoch_time=58.045 2023-03-17 17:47:20,813 - CLTR - INFO - Training Epoch:[369/1500] loss=2.69825 lr=0.000100 epoch_time=59.419 2023-03-17 17:48:19,687 - CLTR - INFO - Training Epoch:[370/1500] loss=2.78320 lr=0.000100 epoch_time=58.871 2023-03-17 17:49:15,421 - CLTR - INFO - Training Epoch:[371/1500] loss=2.90771 lr=0.000100 epoch_time=55.730 2023-03-17 17:50:14,854 - CLTR - INFO - Training Epoch:[372/1500] loss=2.74009 lr=0.000100 epoch_time=59.431 2023-03-17 17:51:11,886 - CLTR - INFO - Training Epoch:[373/1500] loss=2.77976 lr=0.000100 epoch_time=57.029 2023-03-17 17:52:12,242 - CLTR - INFO - Training Epoch:[374/1500] loss=2.75948 lr=0.000100 epoch_time=60.353 2023-03-17 17:53:12,146 - CLTR - INFO - Training Epoch:[375/1500] loss=2.96402 lr=0.000100 epoch_time=59.901 2023-03-17 17:54:11,670 - CLTR - INFO - Training Epoch:[376/1500] loss=2.74114 lr=0.000100 epoch_time=59.521 2023-03-17 17:55:10,676 - CLTR - INFO - Training Epoch:[377/1500] loss=2.97053 lr=0.000100 epoch_time=59.003 2023-03-17 17:56:09,571 - CLTR - INFO - Training Epoch:[378/1500] loss=2.66884 lr=0.000100 epoch_time=58.892 2023-03-17 17:57:04,902 - CLTR - INFO - Training Epoch:[379/1500] loss=2.78729 lr=0.000100 epoch_time=55.329 2023-03-17 17:58:02,833 - CLTR - INFO - Training Epoch:[380/1500] loss=2.84734 lr=0.000100 epoch_time=57.928 2023-03-17 17:58:02,835 - CLTR - INFO - begin test 2023-03-17 17:59:16,850 - CLTR - INFO - Testing Epoch:[380/1500] mae=62.922 mse=261.140 best_mae=55.898
2023-03-17 18:00:08,126 - CLTR - INFO - Training Epoch:[381/1500] loss=2.86244 lr=0.000100 epoch_time=51.274 2023-03-17 18:01:05,955 - CLTR - INFO - Training Epoch:[382/1500] loss=2.93410 lr=0.000100 epoch_time=57.827 2023-03-17 18:02:04,531 - CLTR - INFO - Training Epoch:[383/1500] loss=2.70409 lr=0.000100 epoch_time=58.574 2023-03-17 18:03:05,220 - CLTR - INFO - Training Epoch:[384/1500] loss=2.90401 lr=0.000100 epoch_time=60.685 2023-03-17 18:04:02,671 - CLTR - INFO - Training Epoch:[385/1500] loss=2.86166 lr=0.000100 epoch_time=57.447 2023-03-17 18:05:01,873 - CLTR - INFO - Training Epoch:[386/1500] loss=2.77729 lr=0.000100 epoch_time=59.198 2023-03-17 18:06:00,076 - CLTR - INFO - Training Epoch:[387/1500] loss=2.73209 lr=0.000100 epoch_time=58.201 2023-03-17 18:07:00,556 - CLTR - INFO - Training Epoch:[388/1500] loss=2.69307 lr=0.000100 epoch_time=60.477 2023-03-17 18:07:59,649 - CLTR - INFO - Training Epoch:[389/1500] loss=2.97966 lr=0.000100 epoch_time=59.091 2023-03-17 18:09:00,904 - CLTR - INFO - Training Epoch:[390/1500] loss=2.83920 lr=0.000100 epoch_time=61.252 2023-03-17 18:09:59,116 - CLTR - INFO - Training Epoch:[391/1500] loss=2.84141 lr=0.000100 epoch_time=58.209 2023-03-17 18:10:57,067 - CLTR - INFO - Training Epoch:[392/1500] loss=3.06752 lr=0.000100 epoch_time=57.949 2023-03-17 18:11:56,558 - CLTR - INFO - Training Epoch:[393/1500] loss=3.09613 lr=0.000100 epoch_time=59.488 2023-03-17 18:12:55,458 - CLTR - INFO - Training Epoch:[394/1500] loss=2.94428 lr=0.000100 epoch_time=58.897 2023-03-17 18:13:53,343 - CLTR - INFO - Training Epoch:[395/1500] loss=2.77345 lr=0.000100 epoch_time=57.882 2023-03-17 18:14:50,110 - CLTR - INFO - Training Epoch:[396/1500] loss=3.00640 lr=0.000100 epoch_time=56.764 2023-03-17 18:15:46,689 - CLTR - INFO - Training Epoch:[397/1500] loss=2.81036 lr=0.000100 epoch_time=56.576 2023-03-17 18:16:44,218 - CLTR - INFO - Training Epoch:[398/1500] loss=2.77691 lr=0.000100 epoch_time=57.526 2023-03-17 18:17:40,088 - CLTR - INFO - Training Epoch:[399/1500] loss=2.90561 lr=0.000100 epoch_time=55.868 2023-03-17 18:18:36,200 - CLTR - INFO - Training Epoch:[400/1500] loss=2.74374 lr=0.000100 epoch_time=56.109 2023-03-17 18:18:36,201 - CLTR - INFO - begin test 2023-03-17 18:19:43,806 - CLTR - INFO - Testing Epoch:[400/1500] mae=76.142 mse=262.625 best_mae=55.898
2023-03-17 18:20:43,909 - CLTR - INFO - Training Epoch:[401/1500] loss=2.77250 lr=0.000100 epoch_time=60.103 2023-03-17 18:21:44,026 - CLTR - INFO - Training Epoch:[402/1500] loss=2.90641 lr=0.000100 epoch_time=60.113 2023-03-17 18:22:44,381 - CLTR - INFO - Training Epoch:[403/1500] loss=2.99241 lr=0.000100 epoch_time=60.352 2023-03-17 18:23:40,783 - CLTR - INFO - Training Epoch:[404/1500] loss=2.74336 lr=0.000100 epoch_time=56.399 2023-03-17 18:24:39,081 - CLTR - INFO - Training Epoch:[405/1500] loss=2.97302 lr=0.000100 epoch_time=58.294 2023-03-17 18:25:37,615 - CLTR - INFO - Training Epoch:[406/1500] loss=3.11577 lr=0.000100 epoch_time=58.525 2023-03-17 18:26:34,919 - CLTR - INFO - Training Epoch:[407/1500] loss=2.71694 lr=0.000100 epoch_time=57.302 2023-03-17 18:27:31,768 - CLTR - INFO - Training Epoch:[408/1500] loss=2.90213 lr=0.000100 epoch_time=56.845 2023-03-17 18:28:30,193 - CLTR - INFO - Training Epoch:[409/1500] loss=2.80674 lr=0.000100 epoch_time=58.422 2023-03-17 18:29:35,086 - CLTR - INFO - Training Epoch:[410/1500] loss=2.94500 lr=0.000100 epoch_time=64.891 2023-03-17 18:30:32,558 - CLTR - INFO - Training Epoch:[411/1500] loss=2.93060 lr=0.000100 epoch_time=57.469 2023-03-17 18:31:31,880 - CLTR - INFO - Training Epoch:[412/1500] loss=2.86282 lr=0.000100 epoch_time=59.320 2023-03-17 18:32:30,297 - CLTR - INFO - Training Epoch:[413/1500] loss=2.80552 lr=0.000100 epoch_time=58.414 2023-03-17 18:33:26,710 - CLTR - INFO - Training Epoch:[414/1500] loss=2.89852 lr=0.000100 epoch_time=56.410 2023-03-17 18:34:21,362 - CLTR - INFO - Training Epoch:[415/1500] loss=2.70396 lr=0.000100 epoch_time=54.649 2023-03-17 18:35:18,314 - CLTR - INFO - Training Epoch:[416/1500] loss=2.99937 lr=0.000100 epoch_time=56.948 2023-03-17 18:36:15,518 - CLTR - INFO - Training Epoch:[417/1500] loss=2.65683 lr=0.000100 epoch_time=57.201 2023-03-17 18:37:14,770 - CLTR - INFO - Training Epoch:[418/1500] loss=2.79579 lr=0.000100 epoch_time=59.248 2023-03-17 18:38:15,611 - CLTR - INFO - Training Epoch:[419/1500] loss=2.85473 lr=0.000100 epoch_time=60.839 2023-03-17 18:39:15,775 - CLTR - INFO - Training Epoch:[420/1500] loss=2.80916 lr=0.000100 epoch_time=60.161 2023-03-17 18:39:15,777 - CLTR - INFO - begin test 2023-03-17 18:40:32,975 - CLTR - INFO - Testing Epoch:[420/1500] mae=66.678 mse=245.904 best_mae=55.898
2023-03-17 18:41:25,649 - CLTR - INFO - Training Epoch:[421/1500] loss=2.85408 lr=0.000100 epoch_time=52.672 2023-03-17 18:42:22,453 - CLTR - INFO - Training Epoch:[422/1500] loss=2.75352 lr=0.000100 epoch_time=56.801 2023-03-17 18:43:21,171 - CLTR - INFO - Training Epoch:[423/1500] loss=2.85125 lr=0.000100 epoch_time=58.716 2023-03-17 18:44:25,518 - CLTR - INFO - Training Epoch:[424/1500] loss=2.90932 lr=0.000100 epoch_time=64.344 2023-03-17 18:45:26,042 - CLTR - INFO - Training Epoch:[425/1500] loss=2.70064 lr=0.000100 epoch_time=60.521 2023-03-17 18:46:24,790 - CLTR - INFO - Training Epoch:[426/1500] loss=2.82707 lr=0.000100 epoch_time=58.745 2023-03-17 18:47:25,359 - CLTR - INFO - Training Epoch:[427/1500] loss=2.99888 lr=0.000100 epoch_time=60.566 2023-03-17 18:48:24,308 - CLTR - INFO - Training Epoch:[428/1500] loss=2.75841 lr=0.000100 epoch_time=58.946 2023-03-17 18:49:24,054 - CLTR - INFO - Training Epoch:[429/1500] loss=3.09373 lr=0.000100 epoch_time=59.742 2023-03-17 18:50:21,976 - CLTR - INFO - Training Epoch:[430/1500] loss=2.83936 lr=0.000100 epoch_time=57.918 2023-03-17 18:51:19,987 - CLTR - INFO - Training Epoch:[431/1500] loss=2.98494 lr=0.000100 epoch_time=58.008 2023-03-17 18:52:17,009 - CLTR - INFO - Training Epoch:[432/1500] loss=2.82184 lr=0.000100 epoch_time=57.019 2023-03-17 18:53:14,432 - CLTR - INFO - Training Epoch:[433/1500] loss=2.85665 lr=0.000100 epoch_time=57.419 2023-03-17 18:54:12,154 - CLTR - INFO - Training Epoch:[434/1500] loss=2.70168 lr=0.000100 epoch_time=57.720 2023-03-17 18:55:10,196 - CLTR - INFO - Training Epoch:[435/1500] loss=2.88207 lr=0.000100 epoch_time=58.039 2023-03-17 18:56:08,463 - CLTR - INFO - Training Epoch:[436/1500] loss=2.71121 lr=0.000100 epoch_time=58.264 2023-03-17 18:57:08,447 - CLTR - INFO - Training Epoch:[437/1500] loss=2.83284 lr=0.000100 epoch_time=59.981 2023-03-17 18:58:08,608 - CLTR - INFO - Training Epoch:[438/1500] loss=2.75578 lr=0.000100 epoch_time=60.159 2023-03-17 18:59:05,337 - CLTR - INFO - Training Epoch:[439/1500] loss=3.04252 lr=0.000100 epoch_time=56.726 2023-03-17 19:00:02,131 - CLTR - INFO - Training Epoch:[440/1500] loss=2.82569 lr=0.000100 epoch_time=56.792 2023-03-17 19:00:02,133 - CLTR - INFO - begin test 2023-03-17 19:01:26,513 - CLTR - INFO - Testing Epoch:[440/1500] mae=56.638 mse=233.471 best_mae=55.898
2023-03-17 19:02:18,243 - CLTR - INFO - Training Epoch:[441/1500] loss=2.94817 lr=0.000100 epoch_time=51.729 2023-03-17 19:03:21,125 - CLTR - INFO - Training Epoch:[442/1500] loss=2.95185 lr=0.000100 epoch_time=62.879 2023-03-17 19:04:22,824 - CLTR - INFO - Training Epoch:[443/1500] loss=2.88639 lr=0.000100 epoch_time=61.697 2023-03-17 19:05:24,234 - CLTR - INFO - Training Epoch:[444/1500] loss=2.92564 lr=0.000100 epoch_time=61.406 2023-03-17 19:06:30,837 - CLTR - INFO - Training Epoch:[445/1500] loss=2.93179 lr=0.000100 epoch_time=66.600 2023-03-17 19:07:31,266 - CLTR - INFO - Training Epoch:[446/1500] loss=2.94795 lr=0.000100 epoch_time=60.425 2023-03-17 19:08:25,965 - CLTR - INFO - Training Epoch:[447/1500] loss=3.02465 lr=0.000100 epoch_time=54.697 2023-03-17 19:09:23,551 - CLTR - INFO - Training Epoch:[448/1500] loss=2.74129 lr=0.000100 epoch_time=57.583 2023-03-17 19:10:19,846 - CLTR - INFO - Training Epoch:[449/1500] loss=2.92194 lr=0.000100 epoch_time=56.291 2023-03-17 19:11:18,634 - CLTR - INFO - Training Epoch:[450/1500] loss=2.81846 lr=0.000100 epoch_time=58.785 2023-03-17 19:12:17,286 - CLTR - INFO - Training Epoch:[451/1500] loss=2.88786 lr=0.000100 epoch_time=58.649 2023-03-17 19:13:17,120 - CLTR - INFO - Training Epoch:[452/1500] loss=2.89754 lr=0.000100 epoch_time=59.831 2023-03-17 19:14:17,854 - CLTR - INFO - Training Epoch:[453/1500] loss=2.87406 lr=0.000100 epoch_time=60.731 2023-03-17 19:15:17,799 - CLTR - INFO - Training Epoch:[454/1500] loss=2.98760 lr=0.000100 epoch_time=59.943 2023-03-17 19:16:17,386 - CLTR - INFO - Training Epoch:[455/1500] loss=3.06535 lr=0.000100 epoch_time=59.584 2023-03-17 19:17:19,515 - CLTR - INFO - Training Epoch:[456/1500] loss=2.88095 lr=0.000100 epoch_time=62.126 2023-03-17 19:18:17,018 - CLTR - INFO - Training Epoch:[457/1500] loss=2.79066 lr=0.000100 epoch_time=57.500 2023-03-17 19:19:16,502 - CLTR - INFO - Training Epoch:[458/1500] loss=2.90017 lr=0.000100 epoch_time=59.481 2023-03-17 19:20:14,292 - CLTR - INFO - Training Epoch:[459/1500] loss=2.94276 lr=0.000100 epoch_time=57.788 2023-03-17 19:21:12,044 - CLTR - INFO - Training Epoch:[460/1500] loss=2.85019 lr=0.000100 epoch_time=57.748 2023-03-17 19:21:12,045 - CLTR - INFO - begin test 2023-03-17 19:22:17,788 - CLTR - INFO - Testing Epoch:[460/1500] mae=62.752 mse=230.277 best_mae=55.898
2023-03-17 19:23:14,905 - CLTR - INFO - Training Epoch:[461/1500] loss=2.87021 lr=0.000100 epoch_time=57.115 2023-03-17 19:24:14,906 - CLTR - INFO - Training Epoch:[462/1500] loss=2.85099 lr=0.000100 epoch_time=59.997 2023-03-17 19:25:14,579 - CLTR - INFO - Training Epoch:[463/1500] loss=2.90980 lr=0.000100 epoch_time=59.670 2023-03-17 19:26:10,547 - CLTR - INFO - Training Epoch:[464/1500] loss=2.81148 lr=0.000100 epoch_time=55.966 2023-03-17 19:27:09,156 - CLTR - INFO - Training Epoch:[465/1500] loss=2.76237 lr=0.000100 epoch_time=58.607 2023-03-17 19:28:08,147 - CLTR - INFO - Training Epoch:[466/1500] loss=2.73694 lr=0.000100 epoch_time=58.988 2023-03-17 19:29:06,491 - CLTR - INFO - Training Epoch:[467/1500] loss=2.84401 lr=0.000100 epoch_time=58.341 2023-03-17 19:30:05,318 - CLTR - INFO - Training Epoch:[468/1500] loss=2.90584 lr=0.000100 epoch_time=58.825 2023-03-17 19:31:02,383 - CLTR - INFO - Training Epoch:[469/1500] loss=2.73467 lr=0.000100 epoch_time=57.062 2023-03-17 19:31:59,989 - CLTR - INFO - Training Epoch:[470/1500] loss=2.75369 lr=0.000100 epoch_time=57.604 2023-03-17 19:32:58,367 - CLTR - INFO - Training Epoch:[471/1500] loss=2.97180 lr=0.000100 epoch_time=58.375 2023-03-17 19:33:56,016 - CLTR - INFO - Training Epoch:[472/1500] loss=2.76410 lr=0.000100 epoch_time=57.647 2023-03-17 19:34:52,378 - CLTR - INFO - Training Epoch:[473/1500] loss=2.95642 lr=0.000100 epoch_time=56.360 2023-03-17 19:35:49,672 - CLTR - INFO - Training Epoch:[474/1500] loss=2.85350 lr=0.000100 epoch_time=57.292 2023-03-17 19:36:49,390 - CLTR - INFO - Training Epoch:[475/1500] loss=2.89585 lr=0.000100 epoch_time=59.714 2023-03-17 19:37:47,972 - CLTR - INFO - Training Epoch:[476/1500] loss=2.78756 lr=0.000100 epoch_time=58.579 2023-03-17 19:38:43,092 - CLTR - INFO - Training Epoch:[477/1500] loss=2.79820 lr=0.000100 epoch_time=55.118 2023-03-17 19:39:39,880 - CLTR - INFO - Training Epoch:[478/1500] loss=2.91972 lr=0.000100 epoch_time=56.783 2023-03-17 19:40:37,494 - CLTR - INFO - Training Epoch:[479/1500] loss=2.74024 lr=0.000100 epoch_time=57.612 2023-03-17 19:41:36,548 - CLTR - INFO - Training Epoch:[480/1500] loss=2.95844 lr=0.000100 epoch_time=59.051 2023-03-17 19:41:36,550 - CLTR - INFO - begin test 2023-03-17 19:42:51,365 - CLTR - INFO - Testing Epoch:[480/1500] mae=60.326 mse=235.786 best_mae=55.898
2023-03-17 19:43:47,860 - CLTR - INFO - Training Epoch:[481/1500] loss=2.82083 lr=0.000100 epoch_time=56.491 2023-03-17 19:44:47,687 - CLTR - INFO - Training Epoch:[482/1500] loss=2.89020 lr=0.000100 epoch_time=59.824 2023-03-17 19:45:48,744 - CLTR - INFO - Training Epoch:[483/1500] loss=2.87263 lr=0.000100 epoch_time=61.054 2023-03-17 19:46:51,055 - CLTR - INFO - Training Epoch:[484/1500] loss=2.92276 lr=0.000100 epoch_time=62.308 2023-03-17 19:47:51,259 - CLTR - INFO - Training Epoch:[485/1500] loss=2.81803 lr=0.000100 epoch_time=60.201 2023-03-17 19:48:51,916 - CLTR - INFO - Training Epoch:[486/1500] loss=2.93867 lr=0.000100 epoch_time=60.654 2023-03-17 19:49:50,171 - CLTR - INFO - Training Epoch:[487/1500] loss=2.85187 lr=0.000100 epoch_time=58.252 2023-03-17 19:50:48,675 - CLTR - INFO - Training Epoch:[488/1500] loss=2.90979 lr=0.000100 epoch_time=58.501 2023-03-17 19:51:44,920 - CLTR - INFO - Training Epoch:[489/1500] loss=2.71391 lr=0.000100 epoch_time=56.242 2023-03-17 19:52:43,809 - CLTR - INFO - Training Epoch:[490/1500] loss=2.88341 lr=0.000100 epoch_time=58.886 2023-03-17 19:53:42,970 - CLTR - INFO - Training Epoch:[491/1500] loss=2.72923 lr=0.000100 epoch_time=59.158 2023-03-17 19:54:41,463 - CLTR - INFO - Training Epoch:[492/1500] loss=2.59295 lr=0.000100 epoch_time=58.491 2023-03-17 19:55:38,966 - CLTR - INFO - Training Epoch:[493/1500] loss=2.89910 lr=0.000100 epoch_time=57.500 2023-03-17 19:56:36,139 - CLTR - INFO - Training Epoch:[494/1500] loss=2.81895 lr=0.000100 epoch_time=57.170 2023-03-17 19:57:33,031 - CLTR - INFO - Training Epoch:[495/1500] loss=2.66849 lr=0.000100 epoch_time=56.888 2023-03-17 19:58:29,809 - CLTR - INFO - Training Epoch:[496/1500] loss=2.79747 lr=0.000100 epoch_time=56.776 2023-03-17 19:59:26,280 - CLTR - INFO - Training Epoch:[497/1500] loss=2.94849 lr=0.000100 epoch_time=56.468 2023-03-17 20:00:24,089 - CLTR - INFO - Training Epoch:[498/1500] loss=2.98663 lr=0.000100 epoch_time=57.807 2023-03-17 20:01:21,079 - CLTR - INFO - Training Epoch:[499/1500] loss=3.04426 lr=0.000100 epoch_time=56.986 2023-03-17 20:02:17,573 - CLTR - INFO - Training Epoch:[500/1500] loss=2.83485 lr=0.000100 epoch_time=56.491 2023-03-17 20:02:17,576 - CLTR - INFO - begin test 2023-03-17 20:03:32,255 - CLTR - INFO - Testing Epoch:[500/1500] mae=78.856 mse=265.874 best_mae=55.898
2023-03-17 20:04:26,941 - CLTR - INFO - Training Epoch:[501/1500] loss=2.86562 lr=0.000100 epoch_time=54.684 2023-03-17 20:05:26,906 - CLTR - INFO - Training Epoch:[502/1500] loss=2.82743 lr=0.000100 epoch_time=59.962 2023-03-17 20:06:24,994 - CLTR - INFO - Training Epoch:[503/1500] loss=2.71080 lr=0.000100 epoch_time=58.084 2023-03-17 20:07:25,778 - CLTR - INFO - Training Epoch:[504/1500] loss=2.81789 lr=0.000100 epoch_time=60.781 2023-03-17 20:08:24,831 - CLTR - INFO - Training Epoch:[505/1500] loss=2.74347 lr=0.000100 epoch_time=59.050 2023-03-17 20:09:22,347 - CLTR - INFO - Training Epoch:[506/1500] loss=3.02404 lr=0.000100 epoch_time=57.514 2023-03-17 20:10:19,963 - CLTR - INFO - Training Epoch:[507/1500] loss=2.82846 lr=0.000100 epoch_time=57.613 2023-03-17 20:11:19,295 - CLTR - INFO - Training Epoch:[508/1500] loss=2.86889 lr=0.000100 epoch_time=59.329 2023-03-17 20:12:16,013 - CLTR - INFO - Training Epoch:[509/1500] loss=2.80714 lr=0.000100 epoch_time=56.715 2023-03-17 20:13:12,949 - CLTR - INFO - Training Epoch:[510/1500] loss=2.82011 lr=0.000100 epoch_time=56.934 2023-03-17 20:14:08,438 - CLTR - INFO - Training Epoch:[511/1500] loss=3.00003 lr=0.000100 epoch_time=55.486 2023-03-17 20:15:06,302 - CLTR - INFO - Training Epoch:[512/1500] loss=2.74333 lr=0.000100 epoch_time=57.861 2023-03-17 20:16:06,850 - CLTR - INFO - Training Epoch:[513/1500] loss=2.90069 lr=0.000100 epoch_time=60.545 2023-03-17 20:17:07,816 - CLTR - INFO - Training Epoch:[514/1500] loss=2.81629 lr=0.000100 epoch_time=60.962 2023-03-17 20:18:08,014 - CLTR - INFO - Training Epoch:[515/1500] loss=2.71689 lr=0.000100 epoch_time=60.195 2023-03-17 20:19:07,600 - CLTR - INFO - Training Epoch:[516/1500] loss=2.69874 lr=0.000100 epoch_time=59.583 2023-03-17 20:20:02,164 - CLTR - INFO - Training Epoch:[517/1500] loss=2.93453 lr=0.000100 epoch_time=54.561 2023-03-17 20:20:57,686 - CLTR - INFO - Training Epoch:[518/1500] loss=2.67777 lr=0.000100 epoch_time=55.519 2023-03-17 20:21:54,080 - CLTR - INFO - Training Epoch:[519/1500] loss=2.81764 lr=0.000100 epoch_time=56.391 2023-03-17 20:22:51,638 - CLTR - INFO - Training Epoch:[520/1500] loss=2.72557 lr=0.000100 epoch_time=57.555 2023-03-17 20:22:51,640 - CLTR - INFO - begin test 2023-03-17 20:24:06,007 - CLTR - INFO - Testing Epoch:[520/1500] mae=81.156 mse=267.611 best_mae=55.898
2023-03-17 20:24:59,151 - CLTR - INFO - Training Epoch:[521/1500] loss=2.74430 lr=0.000100 epoch_time=53.143 2023-03-17 20:25:58,647 - CLTR - INFO - Training Epoch:[522/1500] loss=2.80529 lr=0.000100 epoch_time=59.492 2023-03-17 20:26:57,540 - CLTR - INFO - Training Epoch:[523/1500] loss=2.70908 lr=0.000100 epoch_time=58.890 2023-03-17 20:27:54,895 - CLTR - INFO - Training Epoch:[524/1500] loss=2.88860 lr=0.000100 epoch_time=57.351 2023-03-17 20:28:53,314 - CLTR - INFO - Training Epoch:[525/1500] loss=2.74829 lr=0.000100 epoch_time=58.415 2023-03-17 20:29:51,444 - CLTR - INFO - Training Epoch:[526/1500] loss=2.98829 lr=0.000100 epoch_time=58.128 2023-03-17 20:30:50,459 - CLTR - INFO - Training Epoch:[527/1500] loss=2.95617 lr=0.000100 epoch_time=59.011 2023-03-17 20:31:48,927 - CLTR - INFO - Training Epoch:[528/1500] loss=2.93968 lr=0.000100 epoch_time=58.465 2023-03-17 20:32:47,226 - CLTR - INFO - Training Epoch:[529/1500] loss=2.86588 lr=0.000100 epoch_time=58.297 2023-03-17 20:33:44,233 - CLTR - INFO - Training Epoch:[530/1500] loss=2.81067 lr=0.000100 epoch_time=57.004 2023-03-17 20:34:44,301 - CLTR - INFO - Training Epoch:[531/1500] loss=2.81389 lr=0.000100 epoch_time=60.065 2023-03-17 20:35:46,944 - CLTR - INFO - Training Epoch:[532/1500] loss=2.72366 lr=0.000100 epoch_time=62.640 2023-03-17 20:36:47,805 - CLTR - INFO - Training Epoch:[533/1500] loss=2.61896 lr=0.000100 epoch_time=60.858 2023-03-17 20:37:49,280 - CLTR - INFO - Training Epoch:[534/1500] loss=2.89506 lr=0.000100 epoch_time=61.473 2023-03-17 20:38:47,900 - CLTR - INFO - Training Epoch:[535/1500] loss=2.63924 lr=0.000100 epoch_time=58.617 2023-03-17 20:39:53,743 - CLTR - INFO - Training Epoch:[536/1500] loss=2.80343 lr=0.000100 epoch_time=65.841 2023-03-17 20:40:53,130 - CLTR - INFO - Training Epoch:[537/1500] loss=2.78010 lr=0.000100 epoch_time=59.384 2023-03-17 20:41:51,010 - CLTR - INFO - Training Epoch:[538/1500] loss=2.60767 lr=0.000100 epoch_time=57.877 2023-03-17 20:42:48,310 - CLTR - INFO - Training Epoch:[539/1500] loss=2.84020 lr=0.000100 epoch_time=57.298 2023-03-17 20:43:46,380 - CLTR - INFO - Training Epoch:[540/1500] loss=2.80542 lr=0.000100 epoch_time=58.067 2023-03-17 20:43:46,383 - CLTR - INFO - begin test 2023-03-17 20:45:00,062 - CLTR - INFO - Testing Epoch:[540/1500] mae=57.322 mse=229.457 best_mae=55.898
2023-03-17 20:45:50,616 - CLTR - INFO - Training Epoch:[541/1500] loss=2.88221 lr=0.000100 epoch_time=50.551 2023-03-17 20:46:47,694 - CLTR - INFO - Training Epoch:[542/1500] loss=2.90887 lr=0.000100 epoch_time=57.076 2023-03-17 20:47:45,689 - CLTR - INFO - Training Epoch:[543/1500] loss=2.72233 lr=0.000100 epoch_time=57.993 2023-03-17 20:48:43,859 - CLTR - INFO - Training Epoch:[544/1500] loss=2.75853 lr=0.000100 epoch_time=58.167 2023-03-17 20:49:42,337 - CLTR - INFO - Training Epoch:[545/1500] loss=2.73921 lr=0.000100 epoch_time=58.475 2023-03-17 20:50:44,421 - CLTR - INFO - Training Epoch:[546/1500] loss=2.67309 lr=0.000100 epoch_time=62.082 2023-03-17 20:51:45,235 - CLTR - INFO - Training Epoch:[547/1500] loss=2.73831 lr=0.000100 epoch_time=60.811 2023-03-17 20:52:44,551 - CLTR - INFO - Training Epoch:[548/1500] loss=2.75036 lr=0.000100 epoch_time=59.312 2023-03-17 20:53:44,168 - CLTR - INFO - Training Epoch:[549/1500] loss=2.70027 lr=0.000100 epoch_time=59.612 2023-03-17 20:54:44,001 - CLTR - INFO - Training Epoch:[550/1500] loss=2.59089 lr=0.000100 epoch_time=59.830 2023-03-17 20:55:43,590 - CLTR - INFO - Training Epoch:[551/1500] loss=2.81095 lr=0.000100 epoch_time=59.587 2023-03-17 20:56:44,319 - CLTR - INFO - Training Epoch:[552/1500] loss=2.93786 lr=0.000100 epoch_time=60.727 2023-03-17 20:57:42,622 - CLTR - INFO - Training Epoch:[553/1500] loss=2.77214 lr=0.000100 epoch_time=58.301 2023-03-17 20:58:41,477 - CLTR - INFO - Training Epoch:[554/1500] loss=2.61282 lr=0.000100 epoch_time=58.853 2023-03-17 20:59:39,391 - CLTR - INFO - Training Epoch:[555/1500] loss=2.87053 lr=0.000100 epoch_time=57.911 2023-03-17 21:00:38,649 - CLTR - INFO - Training Epoch:[556/1500] loss=2.83177 lr=0.000100 epoch_time=59.255 2023-03-17 21:01:37,737 - CLTR - INFO - Training Epoch:[557/1500] loss=2.93215 lr=0.000100 epoch_time=59.085 2023-03-17 21:02:37,643 - CLTR - INFO - Training Epoch:[558/1500] loss=2.91282 lr=0.000100 epoch_time=59.903 2023-03-17 21:03:34,030 - CLTR - INFO - Training Epoch:[559/1500] loss=2.78361 lr=0.000100 epoch_time=56.384 2023-03-17 21:04:30,307 - CLTR - INFO - Training Epoch:[560/1500] loss=2.80404 lr=0.000100 epoch_time=56.273 2023-03-17 21:04:30,309 - CLTR - INFO - begin test 2023-03-17 21:05:44,622 - CLTR - INFO - Testing Epoch:[560/1500] mae=70.038 mse=263.799 best_mae=55.898
2023-03-17 21:06:36,858 - CLTR - INFO - Training Epoch:[561/1500] loss=2.70976 lr=0.000100 epoch_time=52.233 2023-03-17 21:07:35,136 - CLTR - INFO - Training Epoch:[562/1500] loss=2.83188 lr=0.000100 epoch_time=58.274 2023-03-17 21:08:34,218 - CLTR - INFO - Training Epoch:[563/1500] loss=2.83108 lr=0.000100 epoch_time=59.080 2023-03-17 21:09:34,570 - CLTR - INFO - Training Epoch:[564/1500] loss=2.59354 lr=0.000100 epoch_time=60.349 2023-03-17 21:10:36,403 - CLTR - INFO - Training Epoch:[565/1500] loss=2.73060 lr=0.000100 epoch_time=61.829 2023-03-17 21:11:38,912 - CLTR - INFO - Training Epoch:[566/1500] loss=2.94129 lr=0.000100 epoch_time=62.506 2023-03-17 21:12:40,365 - CLTR - INFO - Training Epoch:[567/1500] loss=2.75593 lr=0.000100 epoch_time=61.450 2023-03-17 21:13:43,340 - CLTR - INFO - Training Epoch:[568/1500] loss=2.63991 lr=0.000100 epoch_time=62.972 2023-03-17 21:14:44,741 - CLTR - INFO - Training Epoch:[569/1500] loss=2.59767 lr=0.000100 epoch_time=61.399 2023-03-17 21:15:44,300 - CLTR - INFO - Training Epoch:[570/1500] loss=2.75692 lr=0.000100 epoch_time=59.555 2023-03-17 21:16:45,390 - CLTR - INFO - Training Epoch:[571/1500] loss=2.75052 lr=0.000100 epoch_time=61.087 2023-03-17 21:17:43,999 - CLTR - INFO - Training Epoch:[572/1500] loss=2.75297 lr=0.000100 epoch_time=58.607 2023-03-17 21:18:41,615 - CLTR - INFO - Training Epoch:[573/1500] loss=2.67707 lr=0.000100 epoch_time=57.613 2023-03-17 21:19:40,541 - CLTR - INFO - Training Epoch:[574/1500] loss=2.91367 lr=0.000100 epoch_time=58.924 2023-03-17 21:20:39,469 - CLTR - INFO - Training Epoch:[575/1500] loss=2.71608 lr=0.000100 epoch_time=58.925 2023-03-17 21:21:37,395 - CLTR - INFO - Training Epoch:[576/1500] loss=2.77086 lr=0.000100 epoch_time=57.923 2023-03-17 21:22:37,147 - CLTR - INFO - Training Epoch:[577/1500] loss=2.90263 lr=0.000100 epoch_time=59.749 2023-03-17 21:23:35,649 - CLTR - INFO - Training Epoch:[578/1500] loss=2.71651 lr=0.000100 epoch_time=58.499 2023-03-17 21:24:37,142 - CLTR - INFO - Training Epoch:[579/1500] loss=2.86981 lr=0.000100 epoch_time=61.490 2023-03-17 21:25:33,224 - CLTR - INFO - Training Epoch:[580/1500] loss=2.84683 lr=0.000100 epoch_time=56.079 2023-03-17 21:25:33,227 - CLTR - INFO - begin test 2023-03-17 21:26:47,467 - CLTR - INFO - Testing Epoch:[580/1500] mae=56.862 mse=233.630 best_mae=55.898
2023-03-17 21:27:40,045 - CLTR - INFO - Training Epoch:[581/1500] loss=2.62635 lr=0.000100 epoch_time=52.574 2023-03-17 21:28:36,540 - CLTR - INFO - Training Epoch:[582/1500] loss=2.89444 lr=0.000100 epoch_time=56.492 2023-03-17 21:29:33,086 - CLTR - INFO - Training Epoch:[583/1500] loss=2.88900 lr=0.000100 epoch_time=56.543 2023-03-17 21:30:30,144 - CLTR - INFO - Training Epoch:[584/1500] loss=2.73325 lr=0.000100 epoch_time=57.054 2023-03-17 21:31:31,518 - CLTR - INFO - Training Epoch:[585/1500] loss=2.70260 lr=0.000100 epoch_time=61.371 2023-03-17 21:32:30,382 - CLTR - INFO - Training Epoch:[586/1500] loss=2.89416 lr=0.000100 epoch_time=58.856 2023-03-17 21:33:30,233 - CLTR - INFO - Training Epoch:[587/1500] loss=2.85057 lr=0.000100 epoch_time=59.848 2023-03-17 21:34:28,793 - CLTR - INFO - Training Epoch:[588/1500] loss=2.79524 lr=0.000100 epoch_time=58.556 2023-03-17 21:35:26,666 - CLTR - INFO - Training Epoch:[589/1500] loss=2.84326 lr=0.000100 epoch_time=57.870 2023-03-17 21:36:27,482 - CLTR - INFO - Training Epoch:[590/1500] loss=2.84601 lr=0.000100 epoch_time=60.813 2023-03-17 21:37:23,932 - CLTR - INFO - Training Epoch:[591/1500] loss=2.79235 lr=0.000100 epoch_time=56.448 2023-03-17 21:38:24,963 - CLTR - INFO - Training Epoch:[592/1500] loss=2.78326 lr=0.000100 epoch_time=61.027 2023-03-17 21:39:22,890 - CLTR - INFO - Training Epoch:[593/1500] loss=2.91386 lr=0.000100 epoch_time=57.924 2023-03-17 21:40:20,748 - CLTR - INFO - Training Epoch:[594/1500] loss=2.98646 lr=0.000100 epoch_time=57.855 2023-03-17 21:41:19,962 - CLTR - INFO - Training Epoch:[595/1500] loss=2.89989 lr=0.000100 epoch_time=59.212 2023-03-17 21:42:15,601 - CLTR - INFO - Training Epoch:[596/1500] loss=3.06680 lr=0.000100 epoch_time=55.636 2023-03-17 21:43:14,068 - CLTR - INFO - Training Epoch:[597/1500] loss=2.71725 lr=0.000100 epoch_time=58.463 2023-03-17 21:44:12,910 - CLTR - INFO - Training Epoch:[598/1500] loss=2.76194 lr=0.000100 epoch_time=58.839 2023-03-17 21:45:10,808 - CLTR - INFO - Training Epoch:[599/1500] loss=2.83307 lr=0.000100 epoch_time=57.895 2023-03-17 21:46:13,709 - CLTR - INFO - Training Epoch:[600/1500] loss=2.75809 lr=0.000100 epoch_time=62.898 2023-03-17 21:46:13,711 - CLTR - INFO - begin test 2023-03-17 21:47:29,997 - CLTR - INFO - Testing Epoch:[600/1500] mae=85.096 mse=278.394 best_mae=55.898
2023-03-17 21:48:20,824 - CLTR - INFO - Training Epoch:[601/1500] loss=2.71521 lr=0.000100 epoch_time=50.826 2023-03-17 21:49:18,698 - CLTR - INFO - Training Epoch:[602/1500] loss=2.91155 lr=0.000100 epoch_time=57.872 2023-03-17 21:50:16,269 - CLTR - INFO - Training Epoch:[603/1500] loss=2.85979 lr=0.000100 epoch_time=57.568 2023-03-17 21:51:14,702 - CLTR - INFO - Training Epoch:[604/1500] loss=2.68393 lr=0.000100 epoch_time=58.430 2023-03-17 21:52:13,562 - CLTR - INFO - Training Epoch:[605/1500] loss=2.77313 lr=0.000100 epoch_time=58.857 2023-03-17 21:53:14,728 - CLTR - INFO - Training Epoch:[606/1500] loss=2.74141 lr=0.000100 epoch_time=61.163 2023-03-17 21:54:13,935 - CLTR - INFO - Training Epoch:[607/1500] loss=2.83281 lr=0.000100 epoch_time=59.204 2023-03-17 21:55:11,145 - CLTR - INFO - Training Epoch:[608/1500] loss=2.75447 lr=0.000100 epoch_time=57.205 2023-03-17 21:56:08,584 - CLTR - INFO - Training Epoch:[609/1500] loss=2.70244 lr=0.000100 epoch_time=57.437 2023-03-17 21:57:09,082 - CLTR - INFO - Training Epoch:[610/1500] loss=2.80291 lr=0.000100 epoch_time=60.495 2023-03-17 21:58:09,968 - CLTR - INFO - Training Epoch:[611/1500] loss=2.57821 lr=0.000100 epoch_time=60.884 2023-03-17 21:59:09,825 - CLTR - INFO - Training Epoch:[612/1500] loss=2.61559 lr=0.000100 epoch_time=59.854 2023-03-17 22:00:11,756 - CLTR - INFO - Training Epoch:[613/1500] loss=2.74860 lr=0.000100 epoch_time=61.929 2023-03-17 22:01:11,705 - CLTR - INFO - Training Epoch:[614/1500] loss=2.69616 lr=0.000100 epoch_time=59.946 2023-03-17 22:02:10,768 - CLTR - INFO - Training Epoch:[615/1500] loss=2.80785 lr=0.000100 epoch_time=59.060 2023-03-17 22:03:11,248 - CLTR - INFO - Training Epoch:[616/1500] loss=2.75595 lr=0.000100 epoch_time=60.477 2023-03-17 22:04:10,764 - CLTR - INFO - Training Epoch:[617/1500] loss=2.68153 lr=0.000100 epoch_time=59.512 2023-03-17 22:05:09,604 - CLTR - INFO - Training Epoch:[618/1500] loss=2.96448 lr=0.000100 epoch_time=58.837 2023-03-17 22:06:10,969 - CLTR - INFO - Training Epoch:[619/1500] loss=2.68383 lr=0.000100 epoch_time=61.362 2023-03-17 22:07:12,707 - CLTR - INFO - Training Epoch:[620/1500] loss=2.74391 lr=0.000100 epoch_time=61.736 2023-03-17 22:07:12,710 - CLTR - INFO - begin test 2023-03-17 22:08:28,861 - CLTR - INFO - Testing Epoch:[620/1500] mae=67.050 mse=296.952 best_mae=55.898
2023-03-17 22:09:24,325 - CLTR - INFO - Training Epoch:[621/1500] loss=2.62688 lr=0.000100 epoch_time=55.462 2023-03-17 22:10:25,169 - CLTR - INFO - Training Epoch:[622/1500] loss=2.66414 lr=0.000100 epoch_time=60.841 2023-03-17 22:11:25,999 - CLTR - INFO - Training Epoch:[623/1500] loss=2.76520 lr=0.000100 epoch_time=60.827 2023-03-17 22:12:25,420 - CLTR - INFO - Training Epoch:[624/1500] loss=2.68481 lr=0.000100 epoch_time=59.418 2023-03-17 22:13:25,980 - CLTR - INFO - Training Epoch:[625/1500] loss=2.72470 lr=0.000100 epoch_time=60.557 2023-03-17 22:14:24,657 - CLTR - INFO - Training Epoch:[626/1500] loss=2.78515 lr=0.000100 epoch_time=58.674 2023-03-17 22:15:26,522 - CLTR - INFO - Training Epoch:[627/1500] loss=2.64997 lr=0.000100 epoch_time=61.862 2023-03-17 22:16:28,836 - CLTR - INFO - Training Epoch:[628/1500] loss=2.90015 lr=0.000100 epoch_time=62.310 2023-03-17 22:17:30,395 - CLTR - INFO - Training Epoch:[629/1500] loss=2.70563 lr=0.000100 epoch_time=61.555 2023-03-17 22:18:32,743 - CLTR - INFO - Training Epoch:[630/1500] loss=2.83303 lr=0.000100 epoch_time=62.345 2023-03-17 22:19:37,516 - CLTR - INFO - Training Epoch:[631/1500] loss=2.71901 lr=0.000100 epoch_time=64.771 2023-03-17 22:20:38,339 - CLTR - INFO - Training Epoch:[632/1500] loss=2.73528 lr=0.000100 epoch_time=60.820 2023-03-17 22:21:41,138 - CLTR - INFO - Training Epoch:[633/1500] loss=2.63641 lr=0.000100 epoch_time=62.797 2023-03-17 22:22:42,572 - CLTR - INFO - Training Epoch:[634/1500] loss=2.82413 lr=0.000100 epoch_time=61.432 2023-03-17 22:23:46,507 - CLTR - INFO - Training Epoch:[635/1500] loss=2.67262 lr=0.000100 epoch_time=63.931 2023-03-17 22:24:45,540 - CLTR - INFO - Training Epoch:[636/1500] loss=2.80754 lr=0.000100 epoch_time=59.027 2023-03-17 22:25:44,568 - CLTR - INFO - Training Epoch:[637/1500] loss=2.86472 lr=0.000100 epoch_time=59.025 2023-03-17 22:26:45,417 - CLTR - INFO - Training Epoch:[638/1500] loss=2.61924 lr=0.000100 epoch_time=60.846 2023-03-17 22:27:44,707 - CLTR - INFO - Training Epoch:[639/1500] loss=2.62030 lr=0.000100 epoch_time=59.288 2023-03-17 22:28:44,963 - CLTR - INFO - Training Epoch:[640/1500] loss=3.00725 lr=0.000100 epoch_time=60.253 2023-03-17 22:28:44,965 - CLTR - INFO - begin test 2023-03-17 22:29:58,728 - CLTR - INFO - Testing Epoch:[640/1500] mae=70.192 mse=255.570 best_mae=55.898
2023-03-17 22:30:56,075 - CLTR - INFO - Training Epoch:[641/1500] loss=2.99055 lr=0.000100 epoch_time=57.343 2023-03-17 22:31:54,210 - CLTR - INFO - Training Epoch:[642/1500] loss=2.76528 lr=0.000100 epoch_time=58.132 2023-03-17 22:32:53,261 - CLTR - INFO - Training Epoch:[643/1500] loss=2.75290 lr=0.000100 epoch_time=59.049 2023-03-17 22:33:51,191 - CLTR - INFO - Training Epoch:[644/1500] loss=2.70699 lr=0.000100 epoch_time=57.927 2023-03-17 22:34:52,991 - CLTR - INFO - Training Epoch:[645/1500] loss=2.75440 lr=0.000100 epoch_time=61.797 2023-03-17 22:35:49,974 - CLTR - INFO - Training Epoch:[646/1500] loss=2.91186 lr=0.000100 epoch_time=56.981 2023-03-17 22:36:50,510 - CLTR - INFO - Training Epoch:[647/1500] loss=2.80674 lr=0.000100 epoch_time=60.534 2023-03-17 22:37:49,960 - CLTR - INFO - Training Epoch:[648/1500] loss=2.66582 lr=0.000100 epoch_time=59.447 2023-03-17 22:38:51,818 - CLTR - INFO - Training Epoch:[649/1500] loss=2.68668 lr=0.000100 epoch_time=61.854 2023-03-17 22:39:52,112 - CLTR - INFO - Training Epoch:[650/1500] loss=2.49363 lr=0.000100 epoch_time=60.291 2023-03-17 22:40:54,341 - CLTR - INFO - Training Epoch:[651/1500] loss=2.71529 lr=0.000100 epoch_time=62.226 2023-03-17 22:41:56,526 - CLTR - INFO - Training Epoch:[652/1500] loss=2.65369 lr=0.000100 epoch_time=62.182 2023-03-17 22:42:55,708 - CLTR - INFO - Training Epoch:[653/1500] loss=2.70546 lr=0.000100 epoch_time=59.180 2023-03-17 22:43:53,546 - CLTR - INFO - Training Epoch:[654/1500] loss=2.80512 lr=0.000100 epoch_time=57.835 2023-03-17 22:44:53,354 - CLTR - INFO - Training Epoch:[655/1500] loss=2.71539 lr=0.000100 epoch_time=59.805 2023-03-17 22:45:50,965 - CLTR - INFO - Training Epoch:[656/1500] loss=2.80234 lr=0.000100 epoch_time=57.608 2023-03-17 22:46:47,693 - CLTR - INFO - Training Epoch:[657/1500] loss=2.77581 lr=0.000100 epoch_time=56.725 2023-03-17 22:47:47,631 - CLTR - INFO - Training Epoch:[658/1500] loss=2.74408 lr=0.000100 epoch_time=59.935 2023-03-17 22:48:45,259 - CLTR - INFO - Training Epoch:[659/1500] loss=2.93077 lr=0.000100 epoch_time=57.625 2023-03-17 22:49:45,429 - CLTR - INFO - Training Epoch:[660/1500] loss=2.61509 lr=0.000100 epoch_time=60.168 2023-03-17 22:49:45,431 - CLTR - INFO - begin test 2023-03-17 22:50:54,854 - CLTR - INFO - Testing Epoch:[660/1500] mae=57.172 mse=225.236 best_mae=55.898
2023-03-17 22:51:51,340 - CLTR - INFO - Training Epoch:[661/1500] loss=2.76708 lr=0.000100 epoch_time=56.484 2023-03-17 22:52:49,047 - CLTR - INFO - Training Epoch:[662/1500] loss=2.74727 lr=0.000100 epoch_time=57.704 2023-03-17 22:53:46,151 - CLTR - INFO - Training Epoch:[663/1500] loss=2.74088 lr=0.000100 epoch_time=57.101 2023-03-17 22:54:42,274 - CLTR - INFO - Training Epoch:[664/1500] loss=2.71156 lr=0.000100 epoch_time=56.121 2023-03-17 22:55:45,951 - CLTR - INFO - Training Epoch:[665/1500] loss=2.74510 lr=0.000100 epoch_time=63.674 2023-03-17 22:56:46,495 - CLTR - INFO - Training Epoch:[666/1500] loss=2.85392 lr=0.000100 epoch_time=60.541 2023-03-17 22:57:49,491 - CLTR - INFO - Training Epoch:[667/1500] loss=2.69881 lr=0.000100 epoch_time=62.993 2023-03-17 22:58:48,705 - CLTR - INFO - Training Epoch:[668/1500] loss=2.65772 lr=0.000100 epoch_time=59.211 2023-03-17 22:59:50,860 - CLTR - INFO - Training Epoch:[669/1500] loss=2.82535 lr=0.000100 epoch_time=62.152 2023-03-17 23:00:48,960 - CLTR - INFO - Training Epoch:[670/1500] loss=2.75519 lr=0.000100 epoch_time=58.096 2023-03-17 23:01:46,998 - CLTR - INFO - Training Epoch:[671/1500] loss=2.80577 lr=0.000100 epoch_time=58.034 2023-03-17 23:02:46,042 - CLTR - INFO - Training Epoch:[672/1500] loss=2.68866 lr=0.000100 epoch_time=59.041 2023-03-17 23:03:43,250 - CLTR - INFO - Training Epoch:[673/1500] loss=2.78456 lr=0.000100 epoch_time=57.203 2023-03-17 23:04:43,511 - CLTR - INFO - Training Epoch:[674/1500] loss=2.87477 lr=0.000100 epoch_time=60.258 2023-03-17 23:05:44,701 - CLTR - INFO - Training Epoch:[675/1500] loss=2.66070 lr=0.000100 epoch_time=61.187 2023-03-17 23:06:46,452 - CLTR - INFO - Training Epoch:[676/1500] loss=2.89206 lr=0.000100 epoch_time=61.748 2023-03-17 23:07:48,831 - CLTR - INFO - Training Epoch:[677/1500] loss=2.89989 lr=0.000100 epoch_time=62.377 2023-03-17 23:08:49,664 - CLTR - INFO - Training Epoch:[678/1500] loss=2.84576 lr=0.000100 epoch_time=60.829 2023-03-17 23:09:50,420 - CLTR - INFO - Training Epoch:[679/1500] loss=2.71308 lr=0.000100 epoch_time=60.752 2023-03-17 23:10:49,143 - CLTR - INFO - Training Epoch:[680/1500] loss=2.68805 lr=0.000100 epoch_time=58.720 2023-03-17 23:10:49,144 - CLTR - INFO - begin test 2023-03-17 23:12:04,791 - CLTR - INFO - Testing Epoch:[680/1500] mae=51.578 mse=224.127 best_mae=51.578
2023-03-17 23:13:05,814 - CLTR - INFO - Training Epoch:[681/1500] loss=2.74388 lr=0.000100 epoch_time=61.021 2023-03-17 23:14:04,521 - CLTR - INFO - Training Epoch:[682/1500] loss=2.74138 lr=0.000100 epoch_time=58.704 2023-03-17 23:15:04,652 - CLTR - INFO - Training Epoch:[683/1500] loss=2.56439 lr=0.000100 epoch_time=60.128 2023-03-17 23:16:07,411 - CLTR - INFO - Training Epoch:[684/1500] loss=2.68453 lr=0.000100 epoch_time=62.755 2023-03-17 23:17:10,053 - CLTR - INFO - Training Epoch:[685/1500] loss=2.72931 lr=0.000100 epoch_time=62.638 2023-03-17 23:18:10,331 - CLTR - INFO - Training Epoch:[686/1500] loss=3.16732 lr=0.000100 epoch_time=60.275 2023-03-17 23:19:07,882 - CLTR - INFO - Training Epoch:[687/1500] loss=2.87807 lr=0.000100 epoch_time=57.549 2023-03-17 23:20:08,651 - CLTR - INFO - Training Epoch:[688/1500] loss=2.65018 lr=0.000100 epoch_time=60.765 2023-03-17 23:21:07,696 - CLTR - INFO - Training Epoch:[689/1500] loss=2.79000 lr=0.000100 epoch_time=59.043 2023-03-17 23:22:06,847 - CLTR - INFO - Training Epoch:[690/1500] loss=2.69742 lr=0.000100 epoch_time=59.148 2023-03-17 23:23:03,440 - CLTR - INFO - Training Epoch:[691/1500] loss=2.75474 lr=0.000100 epoch_time=56.590 2023-03-17 23:24:02,788 - CLTR - INFO - Training Epoch:[692/1500] loss=2.65338 lr=0.000100 epoch_time=59.344 2023-03-17 23:25:03,585 - CLTR - INFO - Training Epoch:[693/1500] loss=2.64670 lr=0.000100 epoch_time=60.793 2023-03-17 23:26:03,876 - CLTR - INFO - Training Epoch:[694/1500] loss=2.73656 lr=0.000100 epoch_time=60.289 2023-03-17 23:27:03,706 - CLTR - INFO - Training Epoch:[695/1500] loss=2.70602 lr=0.000100 epoch_time=59.827 2023-03-17 23:28:02,965 - CLTR - INFO - Training Epoch:[696/1500] loss=2.88759 lr=0.000100 epoch_time=59.256 2023-03-17 23:29:01,097 - CLTR - INFO - Training Epoch:[697/1500] loss=2.68987 lr=0.000100 epoch_time=58.128 2023-03-17 23:29:58,570 - CLTR - INFO - Training Epoch:[698/1500] loss=2.65685 lr=0.000100 epoch_time=57.470 2023-03-17 23:30:56,418 - CLTR - INFO - Training Epoch:[699/1500] loss=2.73834 lr=0.000100 epoch_time=57.842 2023-03-17 23:31:55,300 - CLTR - INFO - Training Epoch:[700/1500] loss=2.74870 lr=0.000100 epoch_time=58.879 2023-03-17 23:31:55,303 - CLTR - INFO - begin test 2023-03-17 23:33:06,398 - CLTR - INFO - Testing Epoch:[700/1500] mae=62.004 mse=230.044 best_mae=51.578
2023-03-17 23:34:06,375 - CLTR - INFO - Training Epoch:[701/1500] loss=2.65401 lr=0.000100 epoch_time=59.976 2023-03-17 23:35:08,848 - CLTR - INFO - Training Epoch:[702/1500] loss=2.66546 lr=0.000100 epoch_time=62.470 2023-03-17 23:36:10,671 - CLTR - INFO - Training Epoch:[703/1500] loss=2.74223 lr=0.000100 epoch_time=61.820 2023-03-17 23:37:12,533 - CLTR - INFO - Training Epoch:[704/1500] loss=2.76367 lr=0.000100 epoch_time=61.858 2023-03-17 23:38:14,179 - CLTR - INFO - Training Epoch:[705/1500] loss=2.64149 lr=0.000100 epoch_time=61.643 2023-03-17 23:39:13,467 - CLTR - INFO - Training Epoch:[706/1500] loss=2.74821 lr=0.000100 epoch_time=59.285 2023-03-17 23:40:16,876 - CLTR - INFO - Training Epoch:[707/1500] loss=2.81556 lr=0.000100 epoch_time=63.407 2023-03-17 23:41:20,142 - CLTR - INFO - Training Epoch:[708/1500] loss=2.70832 lr=0.000100 epoch_time=63.262 2023-03-17 23:42:23,929 - CLTR - INFO - Training Epoch:[709/1500] loss=2.91108 lr=0.000100 epoch_time=63.784 2023-03-17 23:43:23,985 - CLTR - INFO - Training Epoch:[710/1500] loss=2.85431 lr=0.000100 epoch_time=60.054 2023-03-17 23:44:30,102 - CLTR - INFO - Training Epoch:[711/1500] loss=2.73507 lr=0.000100 epoch_time=66.113 2023-03-17 23:45:31,347 - CLTR - INFO - Training Epoch:[712/1500] loss=2.61436 lr=0.000100 epoch_time=61.242 2023-03-17 23:46:32,118 - CLTR - INFO - Training Epoch:[713/1500] loss=2.71955 lr=0.000100 epoch_time=60.768 2023-03-17 23:47:30,732 - CLTR - INFO - Training Epoch:[714/1500] loss=2.74672 lr=0.000100 epoch_time=58.610 2023-03-17 23:48:31,071 - CLTR - INFO - Training Epoch:[715/1500] loss=2.72148 lr=0.000100 epoch_time=60.336 2023-03-17 23:49:30,519 - CLTR - INFO - Training Epoch:[716/1500] loss=2.59953 lr=0.000100 epoch_time=59.446 2023-03-17 23:50:29,292 - CLTR - INFO - Training Epoch:[717/1500] loss=2.80867 lr=0.000100 epoch_time=58.769 2023-03-17 23:51:29,167 - CLTR - INFO - Training Epoch:[718/1500] loss=2.87486 lr=0.000100 epoch_time=59.872 2023-03-17 23:52:26,144 - CLTR - INFO - Training Epoch:[719/1500] loss=2.57705 lr=0.000100 epoch_time=56.974 2023-03-17 23:53:25,212 - CLTR - INFO - Training Epoch:[720/1500] loss=2.77123 lr=0.000100 epoch_time=59.064 2023-03-17 23:53:25,214 - CLTR - INFO - begin test 2023-03-17 23:54:38,050 - CLTR - INFO - Testing Epoch:[720/1500] mae=57.610 mse=230.430 best_mae=51.578
2023-03-17 23:55:38,629 - CLTR - INFO - Training Epoch:[721/1500] loss=2.84307 lr=0.000100 epoch_time=60.577 2023-03-17 23:56:38,837 - CLTR - INFO - Training Epoch:[722/1500] loss=2.78802 lr=0.000100 epoch_time=60.205 2023-03-17 23:57:39,747 - CLTR - INFO - Training Epoch:[723/1500] loss=2.74140 lr=0.000100 epoch_time=60.907 2023-03-17 23:58:40,876 - CLTR - INFO - Training Epoch:[724/1500] loss=2.77691 lr=0.000100 epoch_time=61.127 2023-03-17 23:59:41,663 - CLTR - INFO - Training Epoch:[725/1500] loss=2.65374 lr=0.000100 epoch_time=60.784 2023-03-18 00:00:43,953 - CLTR - INFO - Training Epoch:[726/1500] loss=2.50272 lr=0.000100 epoch_time=62.287 2023-03-18 00:01:44,544 - CLTR - INFO - Training Epoch:[727/1500] loss=2.78169 lr=0.000100 epoch_time=60.588 2023-03-18 00:02:43,916 - CLTR - INFO - Training Epoch:[728/1500] loss=2.78468 lr=0.000100 epoch_time=59.369 2023-03-18 00:03:44,099 - CLTR - INFO - Training Epoch:[729/1500] loss=2.74391 lr=0.000100 epoch_time=60.180 2023-03-18 00:04:44,247 - CLTR - INFO - Training Epoch:[730/1500] loss=2.78673 lr=0.000100 epoch_time=60.146 2023-03-18 00:05:46,724 - CLTR - INFO - Training Epoch:[731/1500] loss=2.73619 lr=0.000100 epoch_time=62.474 2023-03-18 00:06:46,571 - CLTR - INFO - Training Epoch:[732/1500] loss=2.59249 lr=0.000100 epoch_time=59.844 2023-03-18 00:07:46,408 - CLTR - INFO - Training Epoch:[733/1500] loss=2.63446 lr=0.000100 epoch_time=59.834 2023-03-18 00:08:43,811 - CLTR - INFO - Training Epoch:[734/1500] loss=2.76143 lr=0.000100 epoch_time=57.400 2023-03-18 00:09:41,040 - CLTR - INFO - Training Epoch:[735/1500] loss=2.59657 lr=0.000100 epoch_time=57.226 2023-03-18 00:10:41,403 - CLTR - INFO - Training Epoch:[736/1500] loss=2.54891 lr=0.000100 epoch_time=60.361 2023-03-18 00:11:42,699 - CLTR - INFO - Training Epoch:[737/1500] loss=2.79742 lr=0.000100 epoch_time=61.293 2023-03-18 00:12:44,763 - CLTR - INFO - Training Epoch:[738/1500] loss=2.78440 lr=0.000100 epoch_time=62.062 2023-03-18 00:13:45,880 - CLTR - INFO - Training Epoch:[739/1500] loss=2.88672 lr=0.000100 epoch_time=61.114 2023-03-18 00:14:45,575 - CLTR - INFO - Training Epoch:[740/1500] loss=2.70361 lr=0.000100 epoch_time=59.692 2023-03-18 00:14:45,577 - CLTR - INFO - begin test 2023-03-18 00:15:56,380 - CLTR - INFO - Testing Epoch:[740/1500] mae=87.220 mse=302.314 best_mae=51.578
2023-03-18 00:16:56,634 - CLTR - INFO - Training Epoch:[741/1500] loss=2.76909 lr=0.000100 epoch_time=60.253 2023-03-18 00:17:54,525 - CLTR - INFO - Training Epoch:[742/1500] loss=2.58909 lr=0.000100 epoch_time=57.887 2023-03-18 00:18:56,302 - CLTR - INFO - Training Epoch:[743/1500] loss=2.66422 lr=0.000100 epoch_time=61.775 2023-03-18 00:19:57,734 - CLTR - INFO - Training Epoch:[744/1500] loss=2.67478 lr=0.000100 epoch_time=61.429 2023-03-18 00:20:58,341 - CLTR - INFO - Training Epoch:[745/1500] loss=2.70473 lr=0.000100 epoch_time=60.605 2023-03-18 00:21:59,125 - CLTR - INFO - Training Epoch:[746/1500] loss=2.65563 lr=0.000100 epoch_time=60.781 2023-03-18 00:22:57,875 - CLTR - INFO - Training Epoch:[747/1500] loss=2.62240 lr=0.000100 epoch_time=58.746 2023-03-18 00:23:57,092 - CLTR - INFO - Training Epoch:[748/1500] loss=2.55444 lr=0.000100 epoch_time=59.214 2023-03-18 00:24:56,307 - CLTR - INFO - Training Epoch:[749/1500] loss=2.83149 lr=0.000100 epoch_time=59.212 2023-03-18 00:25:56,018 - CLTR - INFO - Training Epoch:[750/1500] loss=2.75525 lr=0.000100 epoch_time=59.708 2023-03-18 00:26:54,295 - CLTR - INFO - Training Epoch:[751/1500] loss=2.81128 lr=0.000100 epoch_time=58.274 2023-03-18 00:27:53,781 - CLTR - INFO - Training Epoch:[752/1500] loss=2.75026 lr=0.000100 epoch_time=59.483 2023-03-18 00:28:49,614 - CLTR - INFO - Training Epoch:[753/1500] loss=2.80895 lr=0.000100 epoch_time=55.830 2023-03-18 00:29:50,432 - CLTR - INFO - Training Epoch:[754/1500] loss=2.73025 lr=0.000100 epoch_time=60.815 2023-03-18 00:30:52,509 - CLTR - INFO - Training Epoch:[755/1500] loss=2.95272 lr=0.000100 epoch_time=62.075 2023-03-18 00:31:53,947 - CLTR - INFO - Training Epoch:[756/1500] loss=2.62221 lr=0.000100 epoch_time=61.436 2023-03-18 00:32:53,530 - CLTR - INFO - Training Epoch:[757/1500] loss=2.79134 lr=0.000100 epoch_time=59.581 2023-03-18 00:33:54,456 - CLTR - INFO - Training Epoch:[758/1500] loss=2.64041 lr=0.000100 epoch_time=60.924 2023-03-18 00:34:52,897 - CLTR - INFO - Training Epoch:[759/1500] loss=2.89140 lr=0.000100 epoch_time=58.438 2023-03-18 00:35:53,159 - CLTR - INFO - Training Epoch:[760/1500] loss=3.02668 lr=0.000100 epoch_time=60.259 2023-03-18 00:35:53,162 - CLTR - INFO - begin test 2023-03-18 00:37:02,067 - CLTR - INFO - Testing Epoch:[760/1500] mae=185.646 mse=337.714 best_mae=51.578
2023-03-18 00:37:59,985 - CLTR - INFO - Training Epoch:[761/1500] loss=2.82138 lr=0.000100 epoch_time=57.916 2023-03-18 00:38:59,361 - CLTR - INFO - Training Epoch:[762/1500] loss=2.67790 lr=0.000100 epoch_time=59.373 2023-03-18 00:39:58,580 - CLTR - INFO - Training Epoch:[763/1500] loss=2.94550 lr=0.000100 epoch_time=59.214 2023-03-18 00:40:57,864 - CLTR - INFO - Training Epoch:[764/1500] loss=2.89960 lr=0.000100 epoch_time=59.282 2023-03-18 00:41:58,887 - CLTR - INFO - Training Epoch:[765/1500] loss=2.67496 lr=0.000100 epoch_time=61.020 2023-03-18 00:42:55,936 - CLTR - INFO - Training Epoch:[766/1500] loss=2.72832 lr=0.000100 epoch_time=57.046 2023-03-18 00:43:53,878 - CLTR - INFO - Training Epoch:[767/1500] loss=2.78445 lr=0.000100 epoch_time=57.939 2023-03-18 00:44:53,083 - CLTR - INFO - Training Epoch:[768/1500] loss=2.60692 lr=0.000100 epoch_time=59.202 2023-03-18 00:45:48,575 - CLTR - INFO - Training Epoch:[769/1500] loss=2.76327 lr=0.000100 epoch_time=55.489 2023-03-18 00:46:46,924 - CLTR - INFO - Training Epoch:[770/1500] loss=2.71243 lr=0.000100 epoch_time=58.347 2023-03-18 00:47:45,277 - CLTR - INFO - Training Epoch:[771/1500] loss=3.16799 lr=0.000100 epoch_time=58.350 2023-03-18 00:48:47,504 - CLTR - INFO - Training Epoch:[772/1500] loss=2.75375 lr=0.000100 epoch_time=62.224 2023-03-18 00:49:48,725 - CLTR - INFO - Training Epoch:[773/1500] loss=2.70283 lr=0.000100 epoch_time=61.218 2023-03-18 00:50:50,358 - CLTR - INFO - Training Epoch:[774/1500] loss=2.55977 lr=0.000100 epoch_time=61.629 2023-03-18 00:51:51,444 - CLTR - INFO - Training Epoch:[775/1500] loss=2.76798 lr=0.000100 epoch_time=61.082 2023-03-18 00:52:48,647 - CLTR - INFO - Training Epoch:[776/1500] loss=2.95677 lr=0.000100 epoch_time=57.201 2023-03-18 00:53:48,037 - CLTR - INFO - Training Epoch:[777/1500] loss=2.83489 lr=0.000100 epoch_time=59.388 2023-03-18 00:54:49,224 - CLTR - INFO - Training Epoch:[778/1500] loss=2.91776 lr=0.000100 epoch_time=61.184 2023-03-18 00:55:51,144 - CLTR - INFO - Training Epoch:[779/1500] loss=2.46323 lr=0.000100 epoch_time=61.917 2023-03-18 00:56:51,670 - CLTR - INFO - Training Epoch:[780/1500] loss=2.68636 lr=0.000100 epoch_time=60.524 2023-03-18 00:56:51,673 - CLTR - INFO - begin test 2023-03-18 00:58:00,551 - CLTR - INFO - Testing Epoch:[780/1500] mae=57.998 mse=237.947 best_mae=51.578
2023-03-18 00:58:59,681 - CLTR - INFO - Training Epoch:[781/1500] loss=2.69247 lr=0.000100 epoch_time=59.128 2023-03-18 00:59:57,961 - CLTR - INFO - Training Epoch:[782/1500] loss=2.86895 lr=0.000100 epoch_time=58.277 2023-03-18 01:00:54,874 - CLTR - INFO - Training Epoch:[783/1500] loss=2.78014 lr=0.000100 epoch_time=56.910 2023-03-18 01:01:53,280 - CLTR - INFO - Training Epoch:[784/1500] loss=2.75977 lr=0.000100 epoch_time=58.403 2023-03-18 01:02:49,196 - CLTR - INFO - Training Epoch:[785/1500] loss=2.70068 lr=0.000100 epoch_time=55.914 2023-03-18 01:03:47,808 - CLTR - INFO - Training Epoch:[786/1500] loss=2.75279 lr=0.000100 epoch_time=58.609 2023-03-18 01:04:44,507 - CLTR - INFO - Training Epoch:[787/1500] loss=2.77501 lr=0.000100 epoch_time=56.696 2023-03-18 01:05:45,498 - CLTR - INFO - Training Epoch:[788/1500] loss=2.52678 lr=0.000100 epoch_time=60.987 2023-03-18 01:06:48,552 - CLTR - INFO - Training Epoch:[789/1500] loss=2.66024 lr=0.000100 epoch_time=63.052 2023-03-18 01:07:48,474 - CLTR - INFO - Training Epoch:[790/1500] loss=2.64143 lr=0.000100 epoch_time=59.919 2023-03-18 01:08:50,045 - CLTR - INFO - Training Epoch:[791/1500] loss=2.70239 lr=0.000100 epoch_time=61.569 2023-03-18 01:09:50,105 - CLTR - INFO - Training Epoch:[792/1500] loss=2.71921 lr=0.000100 epoch_time=60.056 2023-03-18 01:10:48,699 - CLTR - INFO - Training Epoch:[793/1500] loss=2.67405 lr=0.000100 epoch_time=58.591 2023-03-18 01:11:49,622 - CLTR - INFO - Training Epoch:[794/1500] loss=2.71436 lr=0.000100 epoch_time=60.921 2023-03-18 01:12:46,995 - CLTR - INFO - Training Epoch:[795/1500] loss=2.92654 lr=0.000100 epoch_time=57.365 2023-03-18 01:13:44,111 - CLTR - INFO - Training Epoch:[796/1500] loss=2.87583 lr=0.000100 epoch_time=57.113 2023-03-18 01:14:41,278 - CLTR - INFO - Training Epoch:[797/1500] loss=2.90650 lr=0.000100 epoch_time=57.164 2023-03-18 01:15:39,532 - CLTR - INFO - Training Epoch:[798/1500] loss=2.84862 lr=0.000100 epoch_time=58.252 2023-03-18 01:16:35,972 - CLTR - INFO - Training Epoch:[799/1500] loss=2.75142 lr=0.000100 epoch_time=56.436 2023-03-18 01:17:36,646 - CLTR - INFO - Training Epoch:[800/1500] loss=2.65130 lr=0.000100 epoch_time=60.671 2023-03-18 01:17:36,649 - CLTR - INFO - begin test 2023-03-18 01:18:45,796 - CLTR - INFO - Testing Epoch:[800/1500] mae=53.272 mse=233.252 best_mae=51.578
2023-03-18 01:19:42,555 - CLTR - INFO - Training Epoch:[801/1500] loss=2.73473 lr=0.000100 epoch_time=56.753 2023-03-18 01:20:41,643 - CLTR - INFO - Training Epoch:[802/1500] loss=2.94695 lr=0.000100 epoch_time=59.085 2023-03-18 01:21:39,901 - CLTR - INFO - Training Epoch:[803/1500] loss=2.82776 lr=0.000100 epoch_time=58.255 2023-03-18 01:22:36,998 - CLTR - INFO - Training Epoch:[804/1500] loss=2.82454 lr=0.000100 epoch_time=57.094 2023-03-18 01:23:36,768 - CLTR - INFO - Training Epoch:[805/1500] loss=2.72395 lr=0.000100 epoch_time=59.766 2023-03-18 01:24:35,744 - CLTR - INFO - Training Epoch:[806/1500] loss=2.54339 lr=0.000100 epoch_time=58.974 2023-03-18 01:25:36,192 - CLTR - INFO - Training Epoch:[807/1500] loss=2.81588 lr=0.000100 epoch_time=60.446 2023-03-18 01:26:36,053 - CLTR - INFO - Training Epoch:[808/1500] loss=2.58485 lr=0.000100 epoch_time=59.858 2023-03-18 01:27:38,449 - CLTR - INFO - Training Epoch:[809/1500] loss=2.68441 lr=0.000100 epoch_time=62.392 2023-03-18 01:28:35,740 - CLTR - INFO - Training Epoch:[810/1500] loss=2.72496 lr=0.000100 epoch_time=57.289 2023-03-18 01:29:31,286 - CLTR - INFO - Training Epoch:[811/1500] loss=2.64036 lr=0.000100 epoch_time=55.542 2023-03-18 01:30:29,769 - CLTR - INFO - Training Epoch:[812/1500] loss=2.62438 lr=0.000100 epoch_time=58.480 2023-03-18 01:31:28,017 - CLTR - INFO - Training Epoch:[813/1500] loss=2.97992 lr=0.000100 epoch_time=58.245 2023-03-18 01:32:28,307 - CLTR - INFO - Training Epoch:[814/1500] loss=2.76359 lr=0.000100 epoch_time=60.287 2023-03-18 01:33:24,385 - CLTR - INFO - Training Epoch:[815/1500] loss=2.76081 lr=0.000100 epoch_time=56.076 2023-03-18 01:34:20,984 - CLTR - INFO - Training Epoch:[816/1500] loss=2.66957 lr=0.000100 epoch_time=56.596 2023-03-18 01:35:20,211 - CLTR - INFO - Training Epoch:[817/1500] loss=2.80447 lr=0.000100 epoch_time=59.225 2023-03-18 01:36:18,185 - CLTR - INFO - Training Epoch:[818/1500] loss=2.61573 lr=0.000100 epoch_time=57.971 2023-03-18 01:37:14,661 - CLTR - INFO - Training Epoch:[819/1500] loss=2.81644 lr=0.000100 epoch_time=56.474 2023-03-18 01:38:11,012 - CLTR - INFO - Training Epoch:[820/1500] loss=2.62418 lr=0.000100 epoch_time=56.348 2023-03-18 01:38:11,015 - CLTR - INFO - begin test 2023-03-18 01:39:24,046 - CLTR - INFO - Testing Epoch:[820/1500] mae=69.282 mse=239.056 best_mae=51.578
2023-03-18 01:40:15,389 - CLTR - INFO - Training Epoch:[821/1500] loss=2.64317 lr=0.000100 epoch_time=51.341 2023-03-18 01:41:11,544 - CLTR - INFO - Training Epoch:[822/1500] loss=2.77701 lr=0.000100 epoch_time=56.152 2023-03-18 01:42:08,455 - CLTR - INFO - Training Epoch:[823/1500] loss=2.77225 lr=0.000100 epoch_time=56.908 2023-03-18 01:43:06,985 - CLTR - INFO - Training Epoch:[824/1500] loss=2.66043 lr=0.000100 epoch_time=58.528 2023-03-18 01:44:02,511 - CLTR - INFO - Training Epoch:[825/1500] loss=2.83585 lr=0.000100 epoch_time=55.523 2023-03-18 01:45:02,262 - CLTR - INFO - Training Epoch:[826/1500] loss=2.80851 lr=0.000100 epoch_time=59.749 2023-03-18 01:46:00,116 - CLTR - INFO - Training Epoch:[827/1500] loss=2.73452 lr=0.000100 epoch_time=57.852 2023-03-18 01:46:59,483 - CLTR - INFO - Training Epoch:[828/1500] loss=2.71181 lr=0.000100 epoch_time=59.365 2023-03-18 01:47:57,638 - CLTR - INFO - Training Epoch:[829/1500] loss=2.58766 lr=0.000100 epoch_time=58.153 2023-03-18 01:48:54,132 - CLTR - INFO - Training Epoch:[830/1500] loss=2.54334 lr=0.000100 epoch_time=56.490 2023-03-18 01:49:53,175 - CLTR - INFO - Training Epoch:[831/1500] loss=2.77525 lr=0.000100 epoch_time=59.041 2023-03-18 01:50:49,795 - CLTR - INFO - Training Epoch:[832/1500] loss=2.65533 lr=0.000100 epoch_time=56.618 2023-03-18 01:51:46,236 - CLTR - INFO - Training Epoch:[833/1500] loss=2.61297 lr=0.000100 epoch_time=56.438 2023-03-18 01:52:44,426 - CLTR - INFO - Training Epoch:[834/1500] loss=2.65758 lr=0.000100 epoch_time=58.187 2023-03-18 01:53:40,974 - CLTR - INFO - Training Epoch:[835/1500] loss=2.68391 lr=0.000100 epoch_time=56.543 2023-03-18 01:54:44,350 - CLTR - INFO - Training Epoch:[836/1500] loss=2.65210 lr=0.000100 epoch_time=63.374 2023-03-18 01:55:45,061 - CLTR - INFO - Training Epoch:[837/1500] loss=2.64836 lr=0.000100 epoch_time=60.708 2023-03-18 01:56:41,674 - CLTR - INFO - Training Epoch:[838/1500] loss=2.73947 lr=0.000100 epoch_time=56.612 2023-03-18 01:57:40,076 - CLTR - INFO - Training Epoch:[839/1500] loss=2.56927 lr=0.000100 epoch_time=58.400 2023-03-18 01:58:42,887 - CLTR - INFO - Training Epoch:[840/1500] loss=2.78459 lr=0.000100 epoch_time=62.808 2023-03-18 01:58:42,890 - CLTR - INFO - begin test 2023-03-18 01:59:51,510 - CLTR - INFO - Testing Epoch:[840/1500] mae=72.314 mse=257.137 best_mae=51.578
2023-03-18 02:00:53,296 - CLTR - INFO - Training Epoch:[841/1500] loss=2.74697 lr=0.000100 epoch_time=61.785 2023-03-18 02:01:49,131 - CLTR - INFO - Training Epoch:[842/1500] loss=2.75075 lr=0.000100 epoch_time=55.832 2023-03-18 02:02:47,474 - CLTR - INFO - Training Epoch:[843/1500] loss=2.57765 lr=0.000100 epoch_time=58.341 2023-03-18 02:03:44,588 - CLTR - INFO - Training Epoch:[844/1500] loss=2.68627 lr=0.000100 epoch_time=57.111 2023-03-18 02:04:42,608 - CLTR - INFO - Training Epoch:[845/1500] loss=2.55560 lr=0.000100 epoch_time=58.017 2023-03-18 02:05:41,218 - CLTR - INFO - Training Epoch:[846/1500] loss=2.51730 lr=0.000100 epoch_time=58.608 2023-03-18 02:06:41,859 - CLTR - INFO - Training Epoch:[847/1500] loss=2.71761 lr=0.000100 epoch_time=60.639 2023-03-18 02:07:38,478 - CLTR - INFO - Training Epoch:[848/1500] loss=3.27018 lr=0.000100 epoch_time=56.617 2023-03-18 02:08:36,898 - CLTR - INFO - Training Epoch:[849/1500] loss=3.11692 lr=0.000100 epoch_time=58.417 2023-03-18 02:09:36,711 - CLTR - INFO - Training Epoch:[850/1500] loss=2.64083 lr=0.000100 epoch_time=59.810 2023-03-18 02:10:33,367 - CLTR - INFO - Training Epoch:[851/1500] loss=2.77178 lr=0.000100 epoch_time=56.653 2023-03-18 02:11:31,088 - CLTR - INFO - Training Epoch:[852/1500] loss=2.82514 lr=0.000100 epoch_time=57.718 2023-03-18 02:12:29,973 - CLTR - INFO - Training Epoch:[853/1500] loss=2.58390 lr=0.000100 epoch_time=58.883 2023-03-18 02:13:27,770 - CLTR - INFO - Training Epoch:[854/1500] loss=2.86949 lr=0.000100 epoch_time=57.794 2023-03-18 02:14:28,335 - CLTR - INFO - Training Epoch:[855/1500] loss=2.87632 lr=0.000100 epoch_time=60.562 2023-03-18 02:15:28,483 - CLTR - INFO - Training Epoch:[856/1500] loss=2.68841 lr=0.000100 epoch_time=60.146 2023-03-18 02:16:24,019 - CLTR - INFO - Training Epoch:[857/1500] loss=2.76148 lr=0.000100 epoch_time=55.534 2023-03-18 02:17:22,423 - CLTR - INFO - Training Epoch:[858/1500] loss=2.85565 lr=0.000100 epoch_time=58.402 2023-03-18 02:18:20,839 - CLTR - INFO - Training Epoch:[859/1500] loss=2.83252 lr=0.000100 epoch_time=58.413 2023-03-18 02:19:18,136 - CLTR - INFO - Training Epoch:[860/1500] loss=2.67069 lr=0.000100 epoch_time=57.294 2023-03-18 02:19:18,139 - CLTR - INFO - begin test 2023-03-18 02:20:26,690 - CLTR - INFO - Testing Epoch:[860/1500] mae=91.666 mse=308.819 best_mae=51.578
2023-03-18 02:21:24,876 - CLTR - INFO - Training Epoch:[861/1500] loss=2.68726 lr=0.000100 epoch_time=58.185 2023-03-18 02:22:24,398 - CLTR - INFO - Training Epoch:[862/1500] loss=2.70582 lr=0.000100 epoch_time=59.520 2023-03-18 02:23:20,582 - CLTR - INFO - Training Epoch:[863/1500] loss=2.64709 lr=0.000100 epoch_time=56.182 2023-03-18 02:24:18,774 - CLTR - INFO - Training Epoch:[864/1500] loss=2.54563 lr=0.000100 epoch_time=58.190 2023-03-18 02:25:14,681 - CLTR - INFO - Training Epoch:[865/1500] loss=2.67296 lr=0.000100 epoch_time=55.905 2023-03-18 02:26:11,292 - CLTR - INFO - Training Epoch:[866/1500] loss=2.61187 lr=0.000100 epoch_time=56.608 2023-03-18 02:27:10,250 - CLTR - INFO - Training Epoch:[867/1500] loss=2.65905 lr=0.000100 epoch_time=58.955 2023-03-18 02:28:08,002 - CLTR - INFO - Training Epoch:[868/1500] loss=2.58774 lr=0.000100 epoch_time=57.751 2023-03-18 02:29:06,838 - CLTR - INFO - Training Epoch:[869/1500] loss=2.68109 lr=0.000100 epoch_time=58.834 2023-03-18 02:30:05,216 - CLTR - INFO - Training Epoch:[870/1500] loss=2.60147 lr=0.000100 epoch_time=58.376 2023-03-18 02:30:59,873 - CLTR - INFO - Training Epoch:[871/1500] loss=2.83175 lr=0.000100 epoch_time=54.651 2023-03-18 02:31:59,148 - CLTR - INFO - Training Epoch:[872/1500] loss=2.71306 lr=0.000100 epoch_time=59.271 2023-03-18 02:32:58,519 - CLTR - INFO - Training Epoch:[873/1500] loss=2.59069 lr=0.000100 epoch_time=59.369 2023-03-18 02:33:53,677 - CLTR - INFO - Training Epoch:[874/1500] loss=2.63177 lr=0.000100 epoch_time=55.155 2023-03-18 02:34:51,015 - CLTR - INFO - Training Epoch:[875/1500] loss=2.59131 lr=0.000100 epoch_time=57.335 2023-03-18 02:35:48,190 - CLTR - INFO - Training Epoch:[876/1500] loss=2.79414 lr=0.000100 epoch_time=57.173 2023-03-18 02:36:45,887 - CLTR - INFO - Training Epoch:[877/1500] loss=2.61824 lr=0.000100 epoch_time=57.694 2023-03-18 02:37:44,508 - CLTR - INFO - Training Epoch:[878/1500] loss=2.81284 lr=0.000100 epoch_time=58.618 2023-03-18 02:38:42,000 - CLTR - INFO - Training Epoch:[879/1500] loss=2.60570 lr=0.000100 epoch_time=57.490 2023-03-18 02:39:39,971 - CLTR - INFO - Training Epoch:[880/1500] loss=2.56030 lr=0.000100 epoch_time=57.969 2023-03-18 02:39:39,973 - CLTR - INFO - begin test 2023-03-18 02:40:49,342 - CLTR - INFO - Testing Epoch:[880/1500] mae=64.756 mse=249.042 best_mae=51.578
2023-03-18 02:41:47,927 - CLTR - INFO - Training Epoch:[881/1500] loss=2.70994 lr=0.000100 epoch_time=58.583 2023-03-18 02:42:46,692 - CLTR - INFO - Training Epoch:[882/1500] loss=2.75347 lr=0.000100 epoch_time=58.762 2023-03-18 02:43:46,051 - CLTR - INFO - Training Epoch:[883/1500] loss=2.50143 lr=0.000100 epoch_time=59.356 2023-03-18 02:44:44,687 - CLTR - INFO - Training Epoch:[884/1500] loss=2.83138 lr=0.000100 epoch_time=58.634 2023-03-18 02:45:44,723 - CLTR - INFO - Training Epoch:[885/1500] loss=2.80608 lr=0.000100 epoch_time=60.033 2023-03-18 02:46:44,227 - CLTR - INFO - Training Epoch:[886/1500] loss=2.68167 lr=0.000100 epoch_time=59.500 2023-03-18 02:47:42,131 - CLTR - INFO - Training Epoch:[887/1500] loss=2.52818 lr=0.000100 epoch_time=57.900 2023-03-18 02:48:41,125 - CLTR - INFO - Training Epoch:[888/1500] loss=2.62712 lr=0.000100 epoch_time=58.992 2023-03-18 02:49:40,842 - CLTR - INFO - Training Epoch:[889/1500] loss=2.56497 lr=0.000100 epoch_time=59.715 2023-03-18 02:50:38,120 - CLTR - INFO - Training Epoch:[890/1500] loss=2.57602 lr=0.000100 epoch_time=57.276 2023-03-18 02:51:37,392 - CLTR - INFO - Training Epoch:[891/1500] loss=2.61662 lr=0.000100 epoch_time=59.269 2023-03-18 02:52:35,781 - CLTR - INFO - Training Epoch:[892/1500] loss=2.46120 lr=0.000100 epoch_time=58.386 2023-03-18 02:53:35,284 - CLTR - INFO - Training Epoch:[893/1500] loss=2.57887 lr=0.000100 epoch_time=59.500 2023-03-18 02:54:35,667 - CLTR - INFO - Training Epoch:[894/1500] loss=2.65069 lr=0.000100 epoch_time=60.380 2023-03-18 02:55:32,805 - CLTR - INFO - Training Epoch:[895/1500] loss=2.60517 lr=0.000100 epoch_time=57.135 2023-03-18 02:56:31,285 - CLTR - INFO - Training Epoch:[896/1500] loss=2.58574 lr=0.000100 epoch_time=58.477 2023-03-18 02:57:31,912 - CLTR - INFO - Training Epoch:[897/1500] loss=2.87498 lr=0.000100 epoch_time=60.624 2023-03-18 02:58:29,186 - CLTR - INFO - Training Epoch:[898/1500] loss=2.62654 lr=0.000100 epoch_time=57.272 2023-03-18 02:59:26,049 - CLTR - INFO - Training Epoch:[899/1500] loss=2.73046 lr=0.000100 epoch_time=56.859 2023-03-18 03:00:27,720 - CLTR - INFO - Training Epoch:[900/1500] loss=2.64067 lr=0.000100 epoch_time=61.666 2023-03-18 03:00:27,721 - CLTR - INFO - begin test 2023-03-18 03:01:37,157 - CLTR - INFO - Testing Epoch:[900/1500] mae=65.412 mse=233.785 best_mae=51.578
2023-03-18 03:02:38,001 - CLTR - INFO - Training Epoch:[901/1500] loss=2.69636 lr=0.000100 epoch_time=60.843 2023-03-18 03:03:35,570 - CLTR - INFO - Training Epoch:[902/1500] loss=2.68663 lr=0.000100 epoch_time=57.566 2023-03-18 03:04:32,467 - CLTR - INFO - Training Epoch:[903/1500] loss=3.30460 lr=0.000100 epoch_time=56.894 2023-03-18 03:05:29,770 - CLTR - INFO - Training Epoch:[904/1500] loss=2.83292 lr=0.000100 epoch_time=57.301 2023-03-18 03:06:24,911 - CLTR - INFO - Training Epoch:[905/1500] loss=2.74959 lr=0.000100 epoch_time=55.138 2023-03-18 03:07:23,893 - CLTR - INFO - Training Epoch:[906/1500] loss=2.82969 lr=0.000100 epoch_time=58.980 2023-03-18 03:08:18,691 - CLTR - INFO - Training Epoch:[907/1500] loss=2.58730 lr=0.000100 epoch_time=54.795 2023-03-18 03:09:16,505 - CLTR - INFO - Training Epoch:[908/1500] loss=2.61989 lr=0.000100 epoch_time=57.812 2023-03-18 03:10:12,346 - CLTR - INFO - Training Epoch:[909/1500] loss=2.75323 lr=0.000100 epoch_time=55.837 2023-03-18 03:11:09,156 - CLTR - INFO - Training Epoch:[910/1500] loss=2.67876 lr=0.000100 epoch_time=56.807 2023-03-18 03:12:04,591 - CLTR - INFO - Training Epoch:[911/1500] loss=2.54923 lr=0.000100 epoch_time=55.433 2023-03-18 03:13:01,132 - CLTR - INFO - Training Epoch:[912/1500] loss=2.80270 lr=0.000100 epoch_time=56.540 2023-03-18 03:14:01,206 - CLTR - INFO - Training Epoch:[913/1500] loss=2.47834 lr=0.000100 epoch_time=60.071 2023-03-18 03:14:57,981 - CLTR - INFO - Training Epoch:[914/1500] loss=2.70631 lr=0.000100 epoch_time=56.773 2023-03-18 03:15:53,551 - CLTR - INFO - Training Epoch:[915/1500] loss=2.66418 lr=0.000100 epoch_time=55.567 2023-03-18 03:16:50,483 - CLTR - INFO - Training Epoch:[916/1500] loss=2.61695 lr=0.000100 epoch_time=56.930 2023-03-18 03:17:45,655 - CLTR - INFO - Training Epoch:[917/1500] loss=2.78523 lr=0.000100 epoch_time=55.168 2023-03-18 03:18:42,805 - CLTR - INFO - Training Epoch:[918/1500] loss=2.60615 lr=0.000100 epoch_time=57.147 2023-03-18 03:19:41,534 - CLTR - INFO - Training Epoch:[919/1500] loss=2.57785 lr=0.000100 epoch_time=58.726 2023-03-18 03:20:38,806 - CLTR - INFO - Training Epoch:[920/1500] loss=2.61309 lr=0.000100 epoch_time=57.268 2023-03-18 03:20:38,808 - CLTR - INFO - begin test 2023-03-18 03:21:51,093 - CLTR - INFO - Testing Epoch:[920/1500] mae=55.072 mse=215.484 best_mae=51.578
2023-03-18 03:22:42,950 - CLTR - INFO - Training Epoch:[921/1500] loss=2.56939 lr=0.000100 epoch_time=51.855 2023-03-18 03:23:38,759 - CLTR - INFO - Training Epoch:[922/1500] loss=2.72351 lr=0.000100 epoch_time=55.806 2023-03-18 03:24:35,218 - CLTR - INFO - Training Epoch:[923/1500] loss=2.76238 lr=0.000100 epoch_time=56.456 2023-03-18 03:25:33,907 - CLTR - INFO - Training Epoch:[924/1500] loss=2.78806 lr=0.000100 epoch_time=58.686 2023-03-18 03:26:32,098 - CLTR - INFO - Training Epoch:[925/1500] loss=2.65417 lr=0.000100 epoch_time=58.188 2023-03-18 03:27:28,696 - CLTR - INFO - Training Epoch:[926/1500] loss=2.97806 lr=0.000100 epoch_time=56.596 2023-03-18 03:28:26,194 - CLTR - INFO - Training Epoch:[927/1500] loss=2.89119 lr=0.000100 epoch_time=57.496 2023-03-18 03:29:22,890 - CLTR - INFO - Training Epoch:[928/1500] loss=2.61005 lr=0.000100 epoch_time=56.692 2023-03-18 03:30:20,943 - CLTR - INFO - Training Epoch:[929/1500] loss=2.79386 lr=0.000100 epoch_time=58.050 2023-03-18 03:31:19,807 - CLTR - INFO - Training Epoch:[930/1500] loss=2.77910 lr=0.000100 epoch_time=58.862 2023-03-18 03:32:18,568 - CLTR - INFO - Training Epoch:[931/1500] loss=2.78172 lr=0.000100 epoch_time=58.758 2023-03-18 03:33:18,209 - CLTR - INFO - Training Epoch:[932/1500] loss=2.69334 lr=0.000100 epoch_time=59.639 2023-03-18 03:34:15,372 - CLTR - INFO - Training Epoch:[933/1500] loss=2.67289 lr=0.000100 epoch_time=57.161 2023-03-18 03:35:13,371 - CLTR - INFO - Training Epoch:[934/1500] loss=2.56230 lr=0.000100 epoch_time=57.997 2023-03-18 03:36:12,575 - CLTR - INFO - Training Epoch:[935/1500] loss=2.45483 lr=0.000100 epoch_time=59.200 2023-03-18 03:37:12,301 - CLTR - INFO - Training Epoch:[936/1500] loss=2.60030 lr=0.000100 epoch_time=59.724 2023-03-18 03:38:13,840 - CLTR - INFO - Training Epoch:[937/1500] loss=2.75864 lr=0.000100 epoch_time=61.537 2023-03-18 03:39:12,268 - CLTR - INFO - Training Epoch:[938/1500] loss=2.64285 lr=0.000100 epoch_time=58.425 2023-03-18 03:40:08,902 - CLTR - INFO - Training Epoch:[939/1500] loss=2.56443 lr=0.000100 epoch_time=56.632 2023-03-18 03:41:07,762 - CLTR - INFO - Training Epoch:[940/1500] loss=2.63337 lr=0.000100 epoch_time=58.858 2023-03-18 03:41:07,764 - CLTR - INFO - begin test 2023-03-18 03:42:16,596 - CLTR - INFO - Testing Epoch:[940/1500] mae=57.098 mse=229.595 best_mae=51.578
2023-03-18 03:43:14,687 - CLTR - INFO - Training Epoch:[941/1500] loss=2.57003 lr=0.000100 epoch_time=58.089 2023-03-18 03:44:11,877 - CLTR - INFO - Training Epoch:[942/1500] loss=2.70312 lr=0.000100 epoch_time=57.186 2023-03-18 03:45:09,966 - CLTR - INFO - Training Epoch:[943/1500] loss=2.51704 lr=0.000100 epoch_time=58.087 2023-03-18 03:46:08,737 - CLTR - INFO - Training Epoch:[944/1500] loss=2.50715 lr=0.000100 epoch_time=58.769 2023-03-18 03:47:07,334 - CLTR - INFO - Training Epoch:[945/1500] loss=2.78312 lr=0.000100 epoch_time=58.594 2023-03-18 03:48:08,751 - CLTR - INFO - Training Epoch:[946/1500] loss=2.77248 lr=0.000100 epoch_time=61.414 2023-03-18 03:49:07,715 - CLTR - INFO - Training Epoch:[947/1500] loss=2.86087 lr=0.000100 epoch_time=58.962 2023-03-18 03:50:04,943 - CLTR - INFO - Training Epoch:[948/1500] loss=2.65824 lr=0.000100 epoch_time=57.224 2023-03-18 03:51:04,708 - CLTR - INFO - Training Epoch:[949/1500] loss=2.58585 lr=0.000100 epoch_time=59.763 2023-03-18 03:52:06,939 - CLTR - INFO - Training Epoch:[950/1500] loss=2.65256 lr=0.000100 epoch_time=62.227 2023-03-18 03:53:07,283 - CLTR - INFO - Training Epoch:[951/1500] loss=2.61540 lr=0.000100 epoch_time=60.342 2023-03-18 03:54:04,855 - CLTR - INFO - Training Epoch:[952/1500] loss=2.80413 lr=0.000100 epoch_time=57.570 2023-03-18 03:55:04,952 - CLTR - INFO - Training Epoch:[953/1500] loss=2.75282 lr=0.000100 epoch_time=60.095 2023-03-18 03:56:02,254 - CLTR - INFO - Training Epoch:[954/1500] loss=2.74681 lr=0.000100 epoch_time=57.299 2023-03-18 03:57:00,080 - CLTR - INFO - Training Epoch:[955/1500] loss=2.64877 lr=0.000100 epoch_time=57.824 2023-03-18 03:57:59,425 - CLTR - INFO - Training Epoch:[956/1500] loss=2.61342 lr=0.000100 epoch_time=59.341 2023-03-18 03:58:59,772 - CLTR - INFO - Training Epoch:[957/1500] loss=2.44089 lr=0.000100 epoch_time=60.344 2023-03-18 04:00:00,254 - CLTR - INFO - Training Epoch:[958/1500] loss=2.69919 lr=0.000100 epoch_time=60.479 2023-03-18 04:00:59,493 - CLTR - INFO - Training Epoch:[959/1500] loss=2.71394 lr=0.000100 epoch_time=59.237 2023-03-18 04:01:57,055 - CLTR - INFO - Training Epoch:[960/1500] loss=2.49502 lr=0.000100 epoch_time=57.559 2023-03-18 04:01:57,058 - CLTR - INFO - begin test 2023-03-18 04:03:06,848 - CLTR - INFO - Testing Epoch:[960/1500] mae=55.132 mse=229.965 best_mae=51.578
2023-03-18 04:04:06,021 - CLTR - INFO - Training Epoch:[961/1500] loss=2.73357 lr=0.000100 epoch_time=59.166 2023-03-18 04:05:06,016 - CLTR - INFO - Training Epoch:[962/1500] loss=2.53493 lr=0.000100 epoch_time=59.992 2023-03-18 04:06:03,255 - CLTR - INFO - Training Epoch:[963/1500] loss=2.65529 lr=0.000100 epoch_time=57.236 2023-03-18 04:07:00,177 - CLTR - INFO - Training Epoch:[964/1500] loss=2.72584 lr=0.000100 epoch_time=56.919 2023-03-18 04:07:58,800 - CLTR - INFO - Training Epoch:[965/1500] loss=2.65861 lr=0.000100 epoch_time=58.620 2023-03-18 04:08:55,111 - CLTR - INFO - Training Epoch:[966/1500] loss=2.79053 lr=0.000100 epoch_time=56.309 2023-03-18 04:09:53,842 - CLTR - INFO - Training Epoch:[967/1500] loss=2.78325 lr=0.000100 epoch_time=58.727 2023-03-18 04:10:54,566 - CLTR - INFO - Training Epoch:[968/1500] loss=2.58861 lr=0.000100 epoch_time=60.721 2023-03-18 04:11:54,071 - CLTR - INFO - Training Epoch:[969/1500] loss=2.79496 lr=0.000100 epoch_time=59.503 2023-03-18 04:12:57,029 - CLTR - INFO - Training Epoch:[970/1500] loss=2.84420 lr=0.000100 epoch_time=62.955 2023-03-18 04:13:57,907 - CLTR - INFO - Training Epoch:[971/1500] loss=2.57150 lr=0.000100 epoch_time=60.876 2023-03-18 04:14:59,729 - CLTR - INFO - Training Epoch:[972/1500] loss=2.66393 lr=0.000100 epoch_time=61.820 2023-03-18 04:15:59,900 - CLTR - INFO - Training Epoch:[973/1500] loss=2.90241 lr=0.000100 epoch_time=60.168 2023-03-18 04:16:58,508 - CLTR - INFO - Training Epoch:[974/1500] loss=2.55335 lr=0.000100 epoch_time=58.606 2023-03-18 04:17:56,335 - CLTR - INFO - Training Epoch:[975/1500] loss=2.73565 lr=0.000100 epoch_time=57.824 2023-03-18 04:18:54,410 - CLTR - INFO - Training Epoch:[976/1500] loss=2.85618 lr=0.000100 epoch_time=58.072 2023-03-18 04:19:52,676 - CLTR - INFO - Training Epoch:[977/1500] loss=2.73430 lr=0.000100 epoch_time=58.264 2023-03-18 04:20:50,745 - CLTR - INFO - Training Epoch:[978/1500] loss=2.56435 lr=0.000100 epoch_time=58.067 2023-03-18 04:21:52,432 - CLTR - INFO - Training Epoch:[979/1500] loss=2.90583 lr=0.000100 epoch_time=61.684 2023-03-18 04:22:53,173 - CLTR - INFO - Training Epoch:[980/1500] loss=2.69041 lr=0.000100 epoch_time=60.737 2023-03-18 04:22:53,175 - CLTR - INFO - begin test 2023-03-18 04:24:02,099 - CLTR - INFO - Testing Epoch:[980/1500] mae=61.374 mse=246.311 best_mae=51.578
2023-03-18 04:25:00,873 - CLTR - INFO - Training Epoch:[981/1500] loss=2.41006 lr=0.000100 epoch_time=58.771 2023-03-18 04:25:57,595 - CLTR - INFO - Training Epoch:[982/1500] loss=2.47856 lr=0.000100 epoch_time=56.720 2023-03-18 04:26:55,517 - CLTR - INFO - Training Epoch:[983/1500] loss=2.65955 lr=0.000100 epoch_time=57.920 2023-03-18 04:27:53,463 - CLTR - INFO - Training Epoch:[984/1500] loss=2.76287 lr=0.000100 epoch_time=57.944 2023-03-18 04:28:51,220 - CLTR - INFO - Training Epoch:[985/1500] loss=2.68241 lr=0.000100 epoch_time=57.755 2023-03-18 04:29:49,023 - CLTR - INFO - Training Epoch:[986/1500] loss=2.66225 lr=0.000100 epoch_time=57.801 2023-03-18 04:30:47,735 - CLTR - INFO - Training Epoch:[987/1500] loss=2.82718 lr=0.000100 epoch_time=58.708 2023-03-18 04:31:50,061 - CLTR - INFO - Training Epoch:[988/1500] loss=2.71882 lr=0.000100 epoch_time=62.324 2023-03-18 04:32:48,747 - CLTR - INFO - Training Epoch:[989/1500] loss=2.66646 lr=0.000100 epoch_time=58.683 2023-03-18 04:33:46,453 - CLTR - INFO - Training Epoch:[990/1500] loss=2.58832 lr=0.000100 epoch_time=57.703 2023-03-18 04:34:46,807 - CLTR - INFO - Training Epoch:[991/1500] loss=2.55482 lr=0.000100 epoch_time=60.352 2023-03-18 04:35:46,769 - CLTR - INFO - Training Epoch:[992/1500] loss=2.63891 lr=0.000100 epoch_time=59.958 2023-03-18 04:36:44,021 - CLTR - INFO - Training Epoch:[993/1500] loss=2.56179 lr=0.000100 epoch_time=57.250 2023-03-18 04:37:41,805 - CLTR - INFO - Training Epoch:[994/1500] loss=2.49939 lr=0.000100 epoch_time=57.782 2023-03-18 04:38:39,971 - CLTR - INFO - Training Epoch:[995/1500] loss=2.60594 lr=0.000100 epoch_time=58.164 2023-03-18 04:39:39,461 - CLTR - INFO - Training Epoch:[996/1500] loss=2.54889 lr=0.000100 epoch_time=59.484 2023-03-18 04:40:38,586 - CLTR - INFO - Training Epoch:[997/1500] loss=2.57196 lr=0.000100 epoch_time=59.123 2023-03-18 04:41:38,565 - CLTR - INFO - Training Epoch:[998/1500] loss=2.70102 lr=0.000100 epoch_time=59.977 2023-03-18 04:42:36,132 - CLTR - INFO - Training Epoch:[999/1500] loss=2.71985 lr=0.000100 epoch_time=57.564 2023-03-18 04:43:32,699 - CLTR - INFO - Training Epoch:[1000/1500] loss=2.56520 lr=0.000100 epoch_time=56.565 2023-03-18 04:43:32,702 - CLTR - INFO - begin test 2023-03-18 04:44:37,978 - CLTR - INFO - Testing Epoch:[1000/1500] mae=62.120 mse=232.338 best_mae=51.578
2023-03-18 04:45:36,852 - CLTR - INFO - Training Epoch:[1001/1500] loss=2.59912 lr=0.000100 epoch_time=58.873 2023-03-18 04:46:36,649 - CLTR - INFO - Training Epoch:[1002/1500] loss=2.73019 lr=0.000100 epoch_time=59.795 2023-03-18 04:47:37,243 - CLTR - INFO - Training Epoch:[1003/1500] loss=2.79564 lr=0.000100 epoch_time=60.590 2023-03-18 04:48:36,829 - CLTR - INFO - Training Epoch:[1004/1500] loss=2.55852 lr=0.000100 epoch_time=59.582 2023-03-18 04:49:36,492 - CLTR - INFO - Training Epoch:[1005/1500] loss=2.65390 lr=0.000100 epoch_time=59.659 2023-03-18 04:50:35,724 - CLTR - INFO - Training Epoch:[1006/1500] loss=2.75170 lr=0.000100 epoch_time=59.230 2023-03-18 04:51:35,423 - CLTR - INFO - Training Epoch:[1007/1500] loss=2.77159 lr=0.000100 epoch_time=59.696 2023-03-18 04:52:34,103 - CLTR - INFO - Training Epoch:[1008/1500] loss=2.81590 lr=0.000100 epoch_time=58.678 2023-03-18 04:53:35,435 - CLTR - INFO - Training Epoch:[1009/1500] loss=2.63932 lr=0.000100 epoch_time=61.329 2023-03-18 04:54:35,016 - CLTR - INFO - Training Epoch:[1010/1500] loss=2.72609 lr=0.000100 epoch_time=59.579 2023-03-18 04:55:34,510 - CLTR - INFO - Training Epoch:[1011/1500] loss=2.44236 lr=0.000100 epoch_time=59.491 2023-03-18 04:56:33,121 - CLTR - INFO - Training Epoch:[1012/1500] loss=2.52674 lr=0.000100 epoch_time=58.607 2023-03-18 04:57:33,849 - CLTR - INFO - Training Epoch:[1013/1500] loss=2.69194 lr=0.000100 epoch_time=60.726 2023-03-18 04:58:31,012 - CLTR - INFO - Training Epoch:[1014/1500] loss=2.71142 lr=0.000100 epoch_time=57.161 2023-03-18 04:59:32,032 - CLTR - INFO - Training Epoch:[1015/1500] loss=2.60691 lr=0.000100 epoch_time=61.017 2023-03-18 05:00:30,861 - CLTR - INFO - Training Epoch:[1016/1500] loss=2.74102 lr=0.000100 epoch_time=58.823 2023-03-18 05:01:31,967 - CLTR - INFO - Training Epoch:[1017/1500] loss=2.86158 lr=0.000100 epoch_time=61.101 2023-03-18 05:02:32,743 - CLTR - INFO - Training Epoch:[1018/1500] loss=2.78143 lr=0.000100 epoch_time=60.773 2023-03-18 05:03:31,377 - CLTR - INFO - Training Epoch:[1019/1500] loss=2.75471 lr=0.000100 epoch_time=58.631 2023-03-18 05:04:29,251 - CLTR - INFO - Training Epoch:[1020/1500] loss=2.61931 lr=0.000100 epoch_time=57.870 2023-03-18 05:04:29,253 - CLTR - INFO - begin test 2023-03-18 05:05:38,871 - CLTR - INFO - Testing Epoch:[1020/1500] mae=56.676 mse=243.094 best_mae=51.578
2023-03-18 05:06:36,745 - CLTR - INFO - Training Epoch:[1021/1500] loss=2.52328 lr=0.000100 epoch_time=57.872 2023-03-18 05:07:34,800 - CLTR - INFO - Training Epoch:[1022/1500] loss=2.59292 lr=0.000100 epoch_time=58.053 2023-03-18 05:08:35,824 - CLTR - INFO - Training Epoch:[1023/1500] loss=2.60051 lr=0.000100 epoch_time=61.020 2023-03-18 05:09:35,729 - CLTR - INFO - Training Epoch:[1024/1500] loss=2.66293 lr=0.000100 epoch_time=59.902 2023-03-18 05:10:36,105 - CLTR - INFO - Training Epoch:[1025/1500] loss=2.81138 lr=0.000100 epoch_time=60.373 2023-03-18 05:11:33,802 - CLTR - INFO - Training Epoch:[1026/1500] loss=2.56632 lr=0.000100 epoch_time=57.694 2023-03-18 05:12:32,836 - CLTR - INFO - Training Epoch:[1027/1500] loss=2.66883 lr=0.000100 epoch_time=59.032 2023-03-18 05:13:33,030 - CLTR - INFO - Training Epoch:[1028/1500] loss=2.63722 lr=0.000100 epoch_time=60.191 2023-03-18 05:14:34,161 - CLTR - INFO - Training Epoch:[1029/1500] loss=2.69715 lr=0.000100 epoch_time=61.128 2023-03-18 05:15:35,284 - CLTR - INFO - Training Epoch:[1030/1500] loss=2.56108 lr=0.000100 epoch_time=61.120 2023-03-18 05:16:36,319 - CLTR - INFO - Training Epoch:[1031/1500] loss=2.52962 lr=0.000100 epoch_time=61.031 2023-03-18 05:17:38,103 - CLTR - INFO - Training Epoch:[1032/1500] loss=2.73072 lr=0.000100 epoch_time=61.781 2023-03-18 05:18:36,054 - CLTR - INFO - Training Epoch:[1033/1500] loss=2.67122 lr=0.000100 epoch_time=57.947 2023-03-18 05:19:36,561 - CLTR - INFO - Training Epoch:[1034/1500] loss=2.64659 lr=0.000100 epoch_time=60.505 2023-03-18 05:20:36,082 - CLTR - INFO - Training Epoch:[1035/1500] loss=2.74236 lr=0.000100 epoch_time=59.518 2023-03-18 05:21:34,765 - CLTR - INFO - Training Epoch:[1036/1500] loss=2.68407 lr=0.000100 epoch_time=58.681 2023-03-18 05:22:32,544 - CLTR - INFO - Training Epoch:[1037/1500] loss=2.43128 lr=0.000100 epoch_time=57.777 2023-03-18 05:23:31,844 - CLTR - INFO - Training Epoch:[1038/1500] loss=2.67597 lr=0.000100 epoch_time=59.298 2023-03-18 05:24:30,374 - CLTR - INFO - Training Epoch:[1039/1500] loss=2.54431 lr=0.000100 epoch_time=58.527 2023-03-18 05:25:29,488 - CLTR - INFO - Training Epoch:[1040/1500] loss=2.67604 lr=0.000100 epoch_time=59.111 2023-03-18 05:25:29,490 - CLTR - INFO - begin test 2023-03-18 05:26:38,447 - CLTR - INFO - Testing Epoch:[1040/1500] mae=63.956 mse=240.492 best_mae=51.578
2023-03-18 05:27:37,353 - CLTR - INFO - Training Epoch:[1041/1500] loss=2.69050 lr=0.000100 epoch_time=58.904 2023-03-18 05:28:35,255 - CLTR - INFO - Training Epoch:[1042/1500] loss=2.69920 lr=0.000100 epoch_time=57.898 2023-03-18 05:29:32,929 - CLTR - INFO - Training Epoch:[1043/1500] loss=2.68751 lr=0.000100 epoch_time=57.672 2023-03-18 05:30:32,816 - CLTR - INFO - Training Epoch:[1044/1500] loss=2.95164 lr=0.000100 epoch_time=59.884 2023-03-18 05:31:34,543 - CLTR - INFO - Training Epoch:[1045/1500] loss=2.74817 lr=0.000100 epoch_time=61.723 2023-03-18 05:32:31,658 - CLTR - INFO - Training Epoch:[1046/1500] loss=2.68399 lr=0.000100 epoch_time=57.112 2023-03-18 05:33:31,723 - CLTR - INFO - Training Epoch:[1047/1500] loss=2.63193 lr=0.000100 epoch_time=60.062 2023-03-18 05:34:30,456 - CLTR - INFO - Training Epoch:[1048/1500] loss=2.65679 lr=0.000100 epoch_time=58.731 2023-03-18 05:35:29,941 - CLTR - INFO - Training Epoch:[1049/1500] loss=2.75431 lr=0.000100 epoch_time=59.482 2023-03-18 05:36:28,138 - CLTR - INFO - Training Epoch:[1050/1500] loss=2.78495 lr=0.000100 epoch_time=58.196 2023-03-18 05:37:27,570 - CLTR - INFO - Training Epoch:[1051/1500] loss=2.74494 lr=0.000100 epoch_time=59.430 2023-03-18 05:38:25,728 - CLTR - INFO - Training Epoch:[1052/1500] loss=2.56594 lr=0.000100 epoch_time=58.155 2023-03-18 05:39:24,569 - CLTR - INFO - Training Epoch:[1053/1500] loss=2.51245 lr=0.000100 epoch_time=58.838 2023-03-18 05:40:24,841 - CLTR - INFO - Training Epoch:[1054/1500] loss=2.75010 lr=0.000100 epoch_time=60.270 2023-03-18 05:41:24,703 - CLTR - INFO - Training Epoch:[1055/1500] loss=2.50328 lr=0.000100 epoch_time=59.860 2023-03-18 05:42:22,500 - CLTR - INFO - Training Epoch:[1056/1500] loss=2.78133 lr=0.000100 epoch_time=57.794 2023-03-18 05:43:21,800 - CLTR - INFO - Training Epoch:[1057/1500] loss=2.61208 lr=0.000100 epoch_time=59.298 2023-03-18 05:44:22,320 - CLTR - INFO - Training Epoch:[1058/1500] loss=2.74524 lr=0.000100 epoch_time=60.517 2023-03-18 05:45:19,150 - CLTR - INFO - Training Epoch:[1059/1500] loss=2.81937 lr=0.000100 epoch_time=56.828 2023-03-18 05:46:18,753 - CLTR - INFO - Training Epoch:[1060/1500] loss=2.82187 lr=0.000100 epoch_time=59.600 2023-03-18 05:46:18,754 - CLTR - INFO - begin test 2023-03-18 05:47:24,485 - CLTR - INFO - Testing Epoch:[1060/1500] mae=78.030 mse=298.515 best_mae=51.578
2023-03-18 05:48:25,081 - CLTR - INFO - Training Epoch:[1061/1500] loss=2.58592 lr=0.000100 epoch_time=60.595 2023-03-18 05:49:23,482 - CLTR - INFO - Training Epoch:[1062/1500] loss=2.59378 lr=0.000100 epoch_time=58.400 2023-03-18 05:50:21,004 - CLTR - INFO - Training Epoch:[1063/1500] loss=2.67326 lr=0.000100 epoch_time=57.519 2023-03-18 05:51:20,704 - CLTR - INFO - Training Epoch:[1064/1500] loss=2.62926 lr=0.000100 epoch_time=59.697 2023-03-18 05:52:17,460 - CLTR - INFO - Training Epoch:[1065/1500] loss=2.66393 lr=0.000100 epoch_time=56.753 2023-03-18 05:53:16,895 - CLTR - INFO - Training Epoch:[1066/1500] loss=2.56635 lr=0.000100 epoch_time=59.432 2023-03-18 05:54:17,490 - CLTR - INFO - Training Epoch:[1067/1500] loss=2.51588 lr=0.000100 epoch_time=60.592 2023-03-18 05:55:18,510 - CLTR - INFO - Training Epoch:[1068/1500] loss=2.72196 lr=0.000100 epoch_time=61.018 2023-03-18 05:56:15,382 - CLTR - INFO - Training Epoch:[1069/1500] loss=2.53079 lr=0.000100 epoch_time=56.870 2023-03-18 05:57:15,725 - CLTR - INFO - Training Epoch:[1070/1500] loss=2.54586 lr=0.000100 epoch_time=60.341 2023-03-18 05:58:13,175 - CLTR - INFO - Training Epoch:[1071/1500] loss=2.68546 lr=0.000100 epoch_time=57.447 2023-03-18 05:59:15,285 - CLTR - INFO - Training Epoch:[1072/1500] loss=2.65617 lr=0.000100 epoch_time=62.107 2023-03-18 06:00:17,763 - CLTR - INFO - Training Epoch:[1073/1500] loss=2.80712 lr=0.000100 epoch_time=62.475 2023-03-18 06:01:20,068 - CLTR - INFO - Training Epoch:[1074/1500] loss=2.58789 lr=0.000100 epoch_time=62.302 2023-03-18 06:02:21,107 - CLTR - INFO - Training Epoch:[1075/1500] loss=2.49163 lr=0.000100 epoch_time=61.036 2023-03-18 06:03:21,904 - CLTR - INFO - Training Epoch:[1076/1500] loss=2.51675 lr=0.000100 epoch_time=60.795 2023-03-18 06:04:23,033 - CLTR - INFO - Training Epoch:[1077/1500] loss=2.64840 lr=0.000100 epoch_time=61.126 2023-03-18 06:05:20,727 - CLTR - INFO - Training Epoch:[1078/1500] loss=2.57799 lr=0.000100 epoch_time=57.690 2023-03-18 06:06:17,717 - CLTR - INFO - Training Epoch:[1079/1500] loss=2.70819 lr=0.000100 epoch_time=56.987 2023-03-18 06:07:13,757 - CLTR - INFO - Training Epoch:[1080/1500] loss=2.62139 lr=0.000100 epoch_time=56.038 2023-03-18 06:07:13,760 - CLTR - INFO - begin test 2023-03-18 06:08:19,011 - CLTR - INFO - Testing Epoch:[1080/1500] mae=62.414 mse=257.358 best_mae=51.578
2023-03-18 06:09:19,468 - CLTR - INFO - Training Epoch:[1081/1500] loss=2.64935 lr=0.000100 epoch_time=60.457 2023-03-18 06:10:18,467 - CLTR - INFO - Training Epoch:[1082/1500] loss=2.71807 lr=0.000100 epoch_time=58.997 2023-03-18 06:11:16,947 - CLTR - INFO - Training Epoch:[1083/1500] loss=2.58013 lr=0.000100 epoch_time=58.478 2023-03-18 06:12:17,606 - CLTR - INFO - Training Epoch:[1084/1500] loss=2.45128 lr=0.000100 epoch_time=60.655 2023-03-18 06:13:17,454 - CLTR - INFO - Training Epoch:[1085/1500] loss=2.68950 lr=0.000100 epoch_time=59.845 2023-03-18 06:14:16,863 - CLTR - INFO - Training Epoch:[1086/1500] loss=2.61834 lr=0.000100 epoch_time=59.407 2023-03-18 06:15:14,662 - CLTR - INFO - Training Epoch:[1087/1500] loss=2.72971 lr=0.000100 epoch_time=57.796 2023-03-18 06:16:12,368 - CLTR - INFO - Training Epoch:[1088/1500] loss=2.75331 lr=0.000100 epoch_time=57.703 2023-03-18 06:17:09,828 - CLTR - INFO - Training Epoch:[1089/1500] loss=2.69080 lr=0.000100 epoch_time=57.457 2023-03-18 06:18:05,356 - CLTR - INFO - Training Epoch:[1090/1500] loss=2.57445 lr=0.000100 epoch_time=55.525 2023-03-18 06:19:05,364 - CLTR - INFO - Training Epoch:[1091/1500] loss=2.77012 lr=0.000100 epoch_time=60.005 2023-03-18 06:20:03,856 - CLTR - INFO - Training Epoch:[1092/1500] loss=2.48847 lr=0.000100 epoch_time=58.490 2023-03-18 06:21:03,675 - CLTR - INFO - Training Epoch:[1093/1500] loss=2.70126 lr=0.000100 epoch_time=59.816 2023-03-18 06:22:06,033 - CLTR - INFO - Training Epoch:[1094/1500] loss=2.54891 lr=0.000100 epoch_time=62.355 2023-03-18 06:23:04,402 - CLTR - INFO - Training Epoch:[1095/1500] loss=2.63556 lr=0.000100 epoch_time=58.365 2023-03-18 06:24:04,409 - CLTR - INFO - Training Epoch:[1096/1500] loss=2.82114 lr=0.000100 epoch_time=60.004 2023-03-18 06:25:00,463 - CLTR - INFO - Training Epoch:[1097/1500] loss=2.67456 lr=0.000100 epoch_time=56.052 2023-03-18 06:25:58,421 - CLTR - INFO - Training Epoch:[1098/1500] loss=2.65643 lr=0.000100 epoch_time=57.955 2023-03-18 06:26:57,514 - CLTR - INFO - Training Epoch:[1099/1500] loss=2.44338 lr=0.000100 epoch_time=59.090 2023-03-18 06:27:54,673 - CLTR - INFO - Training Epoch:[1100/1500] loss=2.58980 lr=0.000100 epoch_time=57.156 2023-03-18 06:27:54,675 - CLTR - INFO - begin test 2023-03-18 06:29:03,319 - CLTR - INFO - Testing Epoch:[1100/1500] mae=67.470 mse=242.616 best_mae=51.578
2023-03-18 06:30:05,333 - CLTR - INFO - Training Epoch:[1101/1500] loss=2.62242 lr=0.000100 epoch_time=62.012 2023-03-18 06:31:01,709 - CLTR - INFO - Training Epoch:[1102/1500] loss=2.51942 lr=0.000100 epoch_time=56.373 2023-03-18 06:32:00,261 - CLTR - INFO - Training Epoch:[1103/1500] loss=2.61764 lr=0.000100 epoch_time=58.548 2023-03-18 06:32:59,140 - CLTR - INFO - Training Epoch:[1104/1500] loss=2.56862 lr=0.000100 epoch_time=58.872 2023-03-18 06:33:56,096 - CLTR - INFO - Training Epoch:[1105/1500] loss=2.50437 lr=0.000100 epoch_time=56.953 2023-03-18 06:34:55,427 - CLTR - INFO - Training Epoch:[1106/1500] loss=2.58626 lr=0.000100 epoch_time=59.329 2023-03-18 06:35:55,162 - CLTR - INFO - Training Epoch:[1107/1500] loss=2.47740 lr=0.000100 epoch_time=59.733 2023-03-18 06:36:53,550 - CLTR - INFO - Training Epoch:[1108/1500] loss=2.58837 lr=0.000100 epoch_time=58.385 2023-03-18 06:37:50,827 - CLTR - INFO - Training Epoch:[1109/1500] loss=2.55813 lr=0.000100 epoch_time=57.275 2023-03-18 06:38:50,731 - CLTR - INFO - Training Epoch:[1110/1500] loss=2.65686 lr=0.000100 epoch_time=59.901 2023-03-18 06:39:50,274 - CLTR - INFO - Training Epoch:[1111/1500] loss=2.61887 lr=0.000100 epoch_time=59.540 2023-03-18 06:40:47,873 - CLTR - INFO - Training Epoch:[1112/1500] loss=2.57888 lr=0.000100 epoch_time=57.597 2023-03-18 06:41:44,235 - CLTR - INFO - Training Epoch:[1113/1500] loss=2.68016 lr=0.000100 epoch_time=56.359 2023-03-18 06:42:43,941 - CLTR - INFO - Training Epoch:[1114/1500] loss=2.60657 lr=0.000100 epoch_time=59.703 2023-03-18 06:43:41,696 - CLTR - INFO - Training Epoch:[1115/1500] loss=2.64529 lr=0.000100 epoch_time=57.753 2023-03-18 06:44:40,228 - CLTR - INFO - Training Epoch:[1116/1500] loss=2.48095 lr=0.000100 epoch_time=58.530 2023-03-18 06:45:39,035 - CLTR - INFO - Training Epoch:[1117/1500] loss=2.80329 lr=0.000100 epoch_time=58.802 2023-03-18 06:46:37,366 - CLTR - INFO - Training Epoch:[1118/1500] loss=2.72699 lr=0.000100 epoch_time=58.328 2023-03-18 06:47:32,329 - CLTR - INFO - Training Epoch:[1119/1500] loss=3.04252 lr=0.000100 epoch_time=54.960 2023-03-18 06:48:31,063 - CLTR - INFO - Training Epoch:[1120/1500] loss=2.79636 lr=0.000100 epoch_time=58.732 2023-03-18 06:48:31,066 - CLTR - INFO - begin test 2023-03-18 06:49:36,568 - CLTR - INFO - Testing Epoch:[1120/1500] mae=57.654 mse=249.791 best_mae=51.578
2023-03-18 06:50:37,112 - CLTR - INFO - Training Epoch:[1121/1500] loss=2.72889 lr=0.000100 epoch_time=60.543 2023-03-18 06:51:37,069 - CLTR - INFO - Training Epoch:[1122/1500] loss=2.86185 lr=0.000100 epoch_time=59.954 2023-03-18 06:52:38,427 - CLTR - INFO - Training Epoch:[1123/1500] loss=2.52946 lr=0.000100 epoch_time=61.355 2023-03-18 06:53:37,979 - CLTR - INFO - Training Epoch:[1124/1500] loss=2.47614 lr=0.000100 epoch_time=59.549 2023-03-18 06:54:35,985 - CLTR - INFO - Training Epoch:[1125/1500] loss=2.67035 lr=0.000100 epoch_time=58.003 2023-03-18 06:55:32,018 - CLTR - INFO - Training Epoch:[1126/1500] loss=2.72347 lr=0.000100 epoch_time=56.030 2023-03-18 06:56:28,904 - CLTR - INFO - Training Epoch:[1127/1500] loss=2.58544 lr=0.000100 epoch_time=56.883 2023-03-18 06:57:27,927 - CLTR - INFO - Training Epoch:[1128/1500] loss=2.63817 lr=0.000100 epoch_time=59.020 2023-03-18 06:58:28,710 - CLTR - INFO - Training Epoch:[1129/1500] loss=2.53223 lr=0.000100 epoch_time=60.781 2023-03-18 06:59:29,180 - CLTR - INFO - Training Epoch:[1130/1500] loss=2.48503 lr=0.000100 epoch_time=60.467 2023-03-18 07:00:28,774 - CLTR - INFO - Training Epoch:[1131/1500] loss=2.59941 lr=0.000100 epoch_time=59.591 2023-03-18 07:01:27,506 - CLTR - INFO - Training Epoch:[1132/1500] loss=2.43268 lr=0.000100 epoch_time=58.729 2023-03-18 07:02:27,647 - CLTR - INFO - Training Epoch:[1133/1500] loss=2.69363 lr=0.000100 epoch_time=60.138 2023-03-18 07:03:30,780 - CLTR - INFO - Training Epoch:[1134/1500] loss=2.76068 lr=0.000100 epoch_time=63.130 2023-03-18 07:04:31,067 - CLTR - INFO - Training Epoch:[1135/1500] loss=2.74371 lr=0.000100 epoch_time=60.284 2023-03-18 07:05:31,689 - CLTR - INFO - Training Epoch:[1136/1500] loss=2.64203 lr=0.000100 epoch_time=60.620 2023-03-18 07:06:31,167 - CLTR - INFO - Training Epoch:[1137/1500] loss=2.73058 lr=0.000100 epoch_time=59.476 2023-03-18 07:07:30,746 - CLTR - INFO - Training Epoch:[1138/1500] loss=2.70452 lr=0.000100 epoch_time=59.576 2023-03-18 07:08:29,578 - CLTR - INFO - Training Epoch:[1139/1500] loss=2.62751 lr=0.000100 epoch_time=58.829 2023-03-18 07:09:30,281 - CLTR - INFO - Training Epoch:[1140/1500] loss=2.66406 lr=0.000100 epoch_time=60.701 2023-03-18 07:09:30,284 - CLTR - INFO - begin test 2023-03-18 07:10:39,538 - CLTR - INFO - Testing Epoch:[1140/1500] mae=78.598 mse=275.611 best_mae=51.578
2023-03-18 07:11:38,404 - CLTR - INFO - Training Epoch:[1141/1500] loss=2.66821 lr=0.000100 epoch_time=58.863 2023-03-18 07:12:40,135 - CLTR - INFO - Training Epoch:[1142/1500] loss=2.62244 lr=0.000100 epoch_time=61.729 2023-03-18 07:13:38,961 - CLTR - INFO - Training Epoch:[1143/1500] loss=2.50559 lr=0.000100 epoch_time=58.823 2023-03-18 07:14:38,599 - CLTR - INFO - Training Epoch:[1144/1500] loss=2.65635 lr=0.000100 epoch_time=59.635 2023-03-18 07:15:37,154 - CLTR - INFO - Training Epoch:[1145/1500] loss=2.72085 lr=0.000100 epoch_time=58.552 2023-03-18 07:16:37,030 - CLTR - INFO - Training Epoch:[1146/1500] loss=2.65869 lr=0.000100 epoch_time=59.873 2023-03-18 07:17:35,482 - CLTR - INFO - Training Epoch:[1147/1500] loss=2.74621 lr=0.000100 epoch_time=58.450 2023-03-18 07:18:34,937 - CLTR - INFO - Training Epoch:[1148/1500] loss=2.57336 lr=0.000100 epoch_time=59.452 2023-03-18 07:19:37,317 - CLTR - INFO - Training Epoch:[1149/1500] loss=2.61843 lr=0.000100 epoch_time=62.377 2023-03-18 07:20:34,542 - CLTR - INFO - Training Epoch:[1150/1500] loss=2.76269 lr=0.000100 epoch_time=57.222 2023-03-18 07:21:32,489 - CLTR - INFO - Training Epoch:[1151/1500] loss=2.93695 lr=0.000100 epoch_time=57.945 2023-03-18 07:22:30,983 - CLTR - INFO - Training Epoch:[1152/1500] loss=2.61295 lr=0.000100 epoch_time=58.491 2023-03-18 07:23:30,829 - CLTR - INFO - Training Epoch:[1153/1500] loss=2.69374 lr=0.000100 epoch_time=59.843 2023-03-18 07:24:31,654 - CLTR - INFO - Training Epoch:[1154/1500] loss=2.47125 lr=0.000100 epoch_time=60.823 2023-03-18 07:25:30,637 - CLTR - INFO - Training Epoch:[1155/1500] loss=2.71775 lr=0.000100 epoch_time=58.981 2023-03-18 07:26:27,916 - CLTR - INFO - Training Epoch:[1156/1500] loss=2.45475 lr=0.000100 epoch_time=57.277 2023-03-18 07:27:28,260 - CLTR - INFO - Training Epoch:[1157/1500] loss=2.81967 lr=0.000100 epoch_time=60.341 2023-03-18 07:28:26,121 - CLTR - INFO - Training Epoch:[1158/1500] loss=2.63616 lr=0.000100 epoch_time=57.858 2023-03-18 07:29:25,318 - CLTR - INFO - Training Epoch:[1159/1500] loss=2.76503 lr=0.000100 epoch_time=59.195 2023-03-18 07:30:27,326 - CLTR - INFO - Training Epoch:[1160/1500] loss=2.60032 lr=0.000100 epoch_time=62.006 2023-03-18 07:30:27,329 - CLTR - INFO - begin test 2023-03-18 07:31:35,967 - CLTR - INFO - Testing Epoch:[1160/1500] mae=66.392 mse=236.664 best_mae=51.578
2023-03-18 07:32:34,424 - CLTR - INFO - Training Epoch:[1161/1500] loss=2.72184 lr=0.000100 epoch_time=58.455 2023-03-18 07:33:35,853 - CLTR - INFO - Training Epoch:[1162/1500] loss=2.40953 lr=0.000100 epoch_time=61.427 2023-03-18 07:34:33,830 - CLTR - INFO - Training Epoch:[1163/1500] loss=2.70554 lr=0.000100 epoch_time=57.975 2023-03-18 07:35:37,202 - CLTR - INFO - Training Epoch:[1164/1500] loss=2.53743 lr=0.000100 epoch_time=63.370 2023-03-18 07:36:35,749 - CLTR - INFO - Training Epoch:[1165/1500] loss=2.70671 lr=0.000100 epoch_time=58.545 2023-03-18 07:37:34,284 - CLTR - INFO - Training Epoch:[1166/1500] loss=2.53090 lr=0.000100 epoch_time=58.531 2023-03-18 07:38:33,614 - CLTR - INFO - Training Epoch:[1167/1500] loss=2.52256 lr=0.000100 epoch_time=59.327 2023-03-18 07:39:35,044 - CLTR - INFO - Training Epoch:[1168/1500] loss=2.69198 lr=0.000100 epoch_time=61.428 2023-03-18 07:40:34,008 - CLTR - INFO - Training Epoch:[1169/1500] loss=2.56260 lr=0.000100 epoch_time=58.960 2023-03-18 07:41:35,437 - CLTR - INFO - Training Epoch:[1170/1500] loss=2.75987 lr=0.000100 epoch_time=61.425 2023-03-18 07:42:33,864 - CLTR - INFO - Training Epoch:[1171/1500] loss=2.70390 lr=0.000100 epoch_time=58.424 2023-03-18 07:43:36,705 - CLTR - INFO - Training Epoch:[1172/1500] loss=2.55506 lr=0.000100 epoch_time=62.839 2023-03-18 07:44:35,973 - CLTR - INFO - Training Epoch:[1173/1500] loss=2.70329 lr=0.000100 epoch_time=59.265 2023-03-18 07:45:34,088 - CLTR - INFO - Training Epoch:[1174/1500] loss=2.65592 lr=0.000100 epoch_time=58.113 2023-03-18 07:46:33,474 - CLTR - INFO - Training Epoch:[1175/1500] loss=2.59595 lr=0.000100 epoch_time=59.384 2023-03-18 07:47:32,487 - CLTR - INFO - Training Epoch:[1176/1500] loss=2.58045 lr=0.000100 epoch_time=59.010 2023-03-18 07:48:29,832 - CLTR - INFO - Training Epoch:[1177/1500] loss=2.55722 lr=0.000100 epoch_time=57.343 2023-03-18 07:49:33,245 - CLTR - INFO - Training Epoch:[1178/1500] loss=2.61798 lr=0.000100 epoch_time=63.411 2023-03-18 07:50:31,662 - CLTR - INFO - Training Epoch:[1179/1500] loss=2.65069 lr=0.000100 epoch_time=58.414 2023-03-18 07:51:30,119 - CLTR - INFO - Training Epoch:[1180/1500] loss=2.60068 lr=0.000100 epoch_time=58.455 2023-03-18 07:51:30,123 - CLTR - INFO - begin test 2023-03-18 07:52:39,285 - CLTR - INFO - Testing Epoch:[1180/1500] mae=58.058 mse=239.083 best_mae=51.578
2023-03-18 07:53:39,314 - CLTR - INFO - Training Epoch:[1181/1500] loss=2.45750 lr=0.000100 epoch_time=60.027 2023-03-18 07:54:40,035 - CLTR - INFO - Training Epoch:[1182/1500] loss=2.72820 lr=0.000100 epoch_time=60.719 2023-03-18 07:55:39,633 - CLTR - INFO - Training Epoch:[1183/1500] loss=2.36176 lr=0.000100 epoch_time=59.596 2023-03-18 07:56:39,004 - CLTR - INFO - Training Epoch:[1184/1500] loss=2.53891 lr=0.000100 epoch_time=59.367 2023-03-18 07:57:39,510 - CLTR - INFO - Training Epoch:[1185/1500] loss=2.57804 lr=0.000100 epoch_time=60.503 2023-03-18 07:58:40,754 - CLTR - INFO - Training Epoch:[1186/1500] loss=2.51175 lr=0.000100 epoch_time=61.241 2023-03-18 07:59:40,704 - CLTR - INFO - Training Epoch:[1187/1500] loss=2.47567 lr=0.000100 epoch_time=59.947 2023-03-18 08:00:38,294 - CLTR - INFO - Training Epoch:[1188/1500] loss=2.66525 lr=0.000100 epoch_time=57.587 2023-03-18 08:01:38,043 - CLTR - INFO - Training Epoch:[1189/1500] loss=3.01510 lr=0.000100 epoch_time=59.747 2023-03-18 08:02:38,539 - CLTR - INFO - Training Epoch:[1190/1500] loss=2.47512 lr=0.000100 epoch_time=60.492 2023-03-18 08:03:35,957 - CLTR - INFO - Training Epoch:[1191/1500] loss=2.57357 lr=0.000100 epoch_time=57.414 2023-03-18 08:04:36,681 - CLTR - INFO - Training Epoch:[1192/1500] loss=2.63961 lr=0.000100 epoch_time=60.722 2023-03-18 08:05:35,465 - CLTR - INFO - Training Epoch:[1193/1500] loss=2.47650 lr=0.000100 epoch_time=58.780 2023-03-18 08:06:35,569 - CLTR - INFO - Training Epoch:[1194/1500] loss=2.52453 lr=0.000100 epoch_time=60.101 2023-03-18 08:07:35,941 - CLTR - INFO - Training Epoch:[1195/1500] loss=2.64905 lr=0.000100 epoch_time=60.369 2023-03-18 08:08:34,724 - CLTR - INFO - Training Epoch:[1196/1500] loss=2.86420 lr=0.000100 epoch_time=58.781 2023-03-18 08:09:41,916 - CLTR - INFO - Training Epoch:[1197/1500] loss=2.43170 lr=0.000100 epoch_time=67.189 2023-03-18 08:10:42,812 - CLTR - INFO - Training Epoch:[1198/1500] loss=2.55297 lr=0.000100 epoch_time=60.891 2023-03-18 08:11:41,522 - CLTR - INFO - Training Epoch:[1199/1500] loss=2.61603 lr=0.000100 epoch_time=58.707 2023-03-18 08:12:40,890 - CLTR - INFO - Training Epoch:[1200/1500] loss=2.52476 lr=0.000100 epoch_time=59.365 2023-03-18 08:12:40,892 - CLTR - INFO - begin test 2023-03-18 08:13:49,786 - CLTR - INFO - Testing Epoch:[1200/1500] mae=60.608 mse=244.212 best_mae=51.578
2023-03-18 08:14:49,392 - CLTR - INFO - Training Epoch:[1201/1500] loss=2.55673 lr=0.000100 epoch_time=59.604 2023-03-18 08:15:48,280 - CLTR - INFO - Training Epoch:[1202/1500] loss=2.60254 lr=0.000100 epoch_time=58.885 2023-03-18 08:16:54,534 - CLTR - INFO - Training Epoch:[1203/1500] loss=2.38624 lr=0.000100 epoch_time=66.251 2023-03-18 08:17:54,046 - CLTR - INFO - Training Epoch:[1204/1500] loss=2.64132 lr=0.000100 epoch_time=59.508 2023-03-18 08:18:55,444 - CLTR - INFO - Training Epoch:[1205/1500] loss=2.56772 lr=0.000100 epoch_time=61.392 2023-03-18 08:19:56,608 - CLTR - INFO - Training Epoch:[1206/1500] loss=2.50189 lr=0.000100 epoch_time=61.158 2023-03-18 08:20:54,689 - CLTR - INFO - Training Epoch:[1207/1500] loss=2.43698 lr=0.000100 epoch_time=58.078 2023-03-18 08:21:56,685 - CLTR - INFO - Training Epoch:[1208/1500] loss=2.35180 lr=0.000100 epoch_time=61.993 2023-03-18 08:22:59,987 - CLTR - INFO - Training Epoch:[1209/1500] loss=2.64003 lr=0.000100 epoch_time=63.299 2023-03-18 08:23:56,302 - CLTR - INFO - Training Epoch:[1210/1500] loss=2.49495 lr=0.000100 epoch_time=56.308 2023-03-18 08:24:57,995 - CLTR - INFO - Training Epoch:[1211/1500] loss=2.37741 lr=0.000100 epoch_time=61.690 2023-03-18 08:25:58,032 - CLTR - INFO - Training Epoch:[1212/1500] loss=2.49630 lr=0.000100 epoch_time=60.035 2023-03-18 08:26:55,638 - CLTR - INFO - Training Epoch:[1213/1500] loss=2.44390 lr=0.000100 epoch_time=57.603 2023-03-18 08:27:56,542 - CLTR - INFO - Training Epoch:[1214/1500] loss=2.41601 lr=0.000100 epoch_time=60.902 2023-03-18 08:28:55,335 - CLTR - INFO - Training Epoch:[1215/1500] loss=2.39296 lr=0.000100 epoch_time=58.790 2023-03-18 08:29:58,875 - CLTR - INFO - Training Epoch:[1216/1500] loss=2.41400 lr=0.000100 epoch_time=63.536 2023-03-18 08:31:01,011 - CLTR - INFO - Training Epoch:[1217/1500] loss=2.57178 lr=0.000100 epoch_time=62.133 2023-03-18 08:32:01,556 - CLTR - INFO - Training Epoch:[1218/1500] loss=2.33558 lr=0.000100 epoch_time=60.542 2023-03-18 08:33:01,101 - CLTR - INFO - Training Epoch:[1219/1500] loss=2.47118 lr=0.000100 epoch_time=59.542 2023-03-18 08:34:04,570 - CLTR - INFO - Training Epoch:[1220/1500] loss=2.41436 lr=0.000100 epoch_time=63.466 2023-03-18 08:34:04,572 - CLTR - INFO - begin test 2023-03-18 08:35:13,791 - CLTR - INFO - Testing Epoch:[1220/1500] mae=54.736 mse=230.318 best_mae=51.578
2023-03-18 08:36:14,777 - CLTR - INFO - Training Epoch:[1221/1500] loss=2.52757 lr=0.000100 epoch_time=60.984 2023-03-18 08:37:17,951 - CLTR - INFO - Training Epoch:[1222/1500] loss=2.29713 lr=0.000100 epoch_time=63.171 2023-03-18 08:38:19,372 - CLTR - INFO - Training Epoch:[1223/1500] loss=2.52184 lr=0.000100 epoch_time=61.419 2023-03-18 08:39:18,900 - CLTR - INFO - Training Epoch:[1224/1500] loss=2.43260 lr=0.000100 epoch_time=59.525 2023-03-18 08:40:16,707 - CLTR - INFO - Training Epoch:[1225/1500] loss=2.32364 lr=0.000100 epoch_time=57.805 2023-03-18 08:41:16,568 - CLTR - INFO - Training Epoch:[1226/1500] loss=2.33127 lr=0.000100 epoch_time=59.858 2023-03-18 08:42:16,900 - CLTR - INFO - Training Epoch:[1227/1500] loss=2.58892 lr=0.000100 epoch_time=60.330 2023-03-18 08:43:18,839 - CLTR - INFO - Training Epoch:[1228/1500] loss=2.37490 lr=0.000100 epoch_time=61.936 2023-03-18 08:44:20,090 - CLTR - INFO - Training Epoch:[1229/1500] loss=2.23160 lr=0.000100 epoch_time=61.249 2023-03-18 08:45:19,158 - CLTR - INFO - Training Epoch:[1230/1500] loss=2.46368 lr=0.000100 epoch_time=59.066 2023-03-18 08:46:21,085 - CLTR - INFO - Training Epoch:[1231/1500] loss=2.43327 lr=0.000100 epoch_time=61.925 2023-03-18 08:47:22,533 - CLTR - INFO - Training Epoch:[1232/1500] loss=2.40836 lr=0.000100 epoch_time=61.444 2023-03-18 08:48:23,012 - CLTR - INFO - Training Epoch:[1233/1500] loss=2.50057 lr=0.000100 epoch_time=60.477 2023-03-18 08:49:23,991 - CLTR - INFO - Training Epoch:[1234/1500] loss=2.37182 lr=0.000100 epoch_time=60.977 2023-03-18 08:50:24,360 - CLTR - INFO - Training Epoch:[1235/1500] loss=2.47223 lr=0.000100 epoch_time=60.365 2023-03-18 08:51:25,830 - CLTR - INFO - Training Epoch:[1236/1500] loss=2.42204 lr=0.000100 epoch_time=61.467 2023-03-18 08:52:25,792 - CLTR - INFO - Training Epoch:[1237/1500] loss=2.27836 lr=0.000100 epoch_time=59.959 2023-03-18 08:53:24,103 - CLTR - INFO - Training Epoch:[1238/1500] loss=2.54221 lr=0.000100 epoch_time=58.308 2023-03-18 08:54:26,311 - CLTR - INFO - Training Epoch:[1239/1500] loss=2.55475 lr=0.000100 epoch_time=62.205 2023-03-18 08:55:25,447 - CLTR - INFO - Training Epoch:[1240/1500] loss=2.41938 lr=0.000100 epoch_time=59.133 2023-03-18 08:55:25,450 - CLTR - INFO - begin test 2023-03-18 08:56:34,630 - CLTR - INFO - Testing Epoch:[1240/1500] mae=53.354 mse=225.786 best_mae=51.578
2023-03-18 08:57:34,569 - CLTR - INFO - Training Epoch:[1241/1500] loss=2.45584 lr=0.000100 epoch_time=59.937 2023-03-18 08:58:34,658 - CLTR - INFO - Training Epoch:[1242/1500] loss=2.37685 lr=0.000100 epoch_time=60.087 2023-03-18 08:59:37,379 - CLTR - INFO - Training Epoch:[1243/1500] loss=2.42261 lr=0.000100 epoch_time=62.718 2023-03-18 09:00:34,881 - CLTR - INFO - Training Epoch:[1244/1500] loss=2.43761 lr=0.000100 epoch_time=57.499 2023-03-18 09:01:36,000 - CLTR - INFO - Training Epoch:[1245/1500] loss=2.47809 lr=0.000100 epoch_time=61.117 2023-03-18 09:02:36,166 - CLTR - INFO - Training Epoch:[1246/1500] loss=2.41908 lr=0.000100 epoch_time=60.162 2023-03-18 09:03:37,814 - CLTR - INFO - Training Epoch:[1247/1500] loss=2.35876 lr=0.000100 epoch_time=61.646 2023-03-18 09:04:41,781 - CLTR - INFO - Training Epoch:[1248/1500] loss=2.48797 lr=0.000100 epoch_time=63.965 2023-03-18 09:05:43,515 - CLTR - INFO - Training Epoch:[1249/1500] loss=2.45919 lr=0.000100 epoch_time=61.731 2023-03-18 09:06:43,586 - CLTR - INFO - Training Epoch:[1250/1500] loss=2.38177 lr=0.000100 epoch_time=60.068 2023-03-18 09:07:43,374 - CLTR - INFO - Training Epoch:[1251/1500] loss=2.40663 lr=0.000100 epoch_time=59.785 2023-03-18 09:08:43,678 - CLTR - INFO - Training Epoch:[1252/1500] loss=2.35928 lr=0.000100 epoch_time=60.301 2023-03-18 09:09:43,310 - CLTR - INFO - Training Epoch:[1253/1500] loss=2.36137 lr=0.000100 epoch_time=59.628 2023-03-18 09:10:43,779 - CLTR - INFO - Training Epoch:[1254/1500] loss=2.32400 lr=0.000100 epoch_time=60.467 2023-03-18 09:11:43,659 - CLTR - INFO - Training Epoch:[1255/1500] loss=2.35113 lr=0.000100 epoch_time=59.877 2023-03-18 09:12:42,969 - CLTR - INFO - Training Epoch:[1256/1500] loss=2.42197 lr=0.000100 epoch_time=59.307 2023-03-18 09:13:41,599 - CLTR - INFO - Training Epoch:[1257/1500] loss=2.41335 lr=0.000100 epoch_time=58.627 2023-03-18 09:14:40,387 - CLTR - INFO - Training Epoch:[1258/1500] loss=2.52742 lr=0.000100 epoch_time=58.785 2023-03-18 09:15:40,455 - CLTR - INFO - Training Epoch:[1259/1500] loss=2.41541 lr=0.000100 epoch_time=60.065 2023-03-18 09:16:39,782 - CLTR - INFO - Training Epoch:[1260/1500] loss=2.42388 lr=0.000100 epoch_time=59.325 2023-03-18 09:16:39,784 - CLTR - INFO - begin test 2023-03-18 09:17:45,256 - CLTR - INFO - Testing Epoch:[1260/1500] mae=53.532 mse=225.921 best_mae=51.578
2023-03-18 09:18:47,725 - CLTR - INFO - Training Epoch:[1261/1500] loss=2.49575 lr=0.000100 epoch_time=62.467 2023-03-18 09:19:51,476 - CLTR - INFO - Training Epoch:[1262/1500] loss=2.38241 lr=0.000100 epoch_time=63.747 2023-03-18 09:20:55,788 - CLTR - INFO - Training Epoch:[1263/1500] loss=2.48758 lr=0.000100 epoch_time=64.310 2023-03-18 09:21:55,764 - CLTR - INFO - Training Epoch:[1264/1500] loss=2.37322 lr=0.000100 epoch_time=59.974 2023-03-18 09:23:00,411 - CLTR - INFO - Training Epoch:[1265/1500] loss=2.39427 lr=0.000100 epoch_time=64.644 2023-03-18 09:24:03,527 - CLTR - INFO - Training Epoch:[1266/1500] loss=2.51788 lr=0.000100 epoch_time=63.114 2023-03-18 09:25:02,451 - CLTR - INFO - Training Epoch:[1267/1500] loss=2.34691 lr=0.000100 epoch_time=58.922 2023-03-18 09:26:03,088 - CLTR - INFO - Training Epoch:[1268/1500] loss=2.36763 lr=0.000100 epoch_time=60.634 2023-03-18 09:27:01,467 - CLTR - INFO - Training Epoch:[1269/1500] loss=2.32871 lr=0.000100 epoch_time=58.375 2023-03-18 09:28:05,536 - CLTR - INFO - Training Epoch:[1270/1500] loss=2.41307 lr=0.000100 epoch_time=64.064 2023-03-18 09:29:07,341 - CLTR - INFO - Training Epoch:[1271/1500] loss=2.38948 lr=0.000100 epoch_time=61.802 2023-03-18 09:30:07,587 - CLTR - INFO - Training Epoch:[1272/1500] loss=2.52891 lr=0.000100 epoch_time=60.244 2023-03-18 09:31:10,700 - CLTR - INFO - Training Epoch:[1273/1500] loss=2.26320 lr=0.000100 epoch_time=63.109 2023-03-18 09:32:15,734 - CLTR - INFO - Training Epoch:[1274/1500] loss=2.39518 lr=0.000100 epoch_time=65.031 2023-03-18 09:33:18,448 - CLTR - INFO - Training Epoch:[1275/1500] loss=2.48048 lr=0.000100 epoch_time=62.711 2023-03-18 09:34:15,769 - CLTR - INFO - Training Epoch:[1276/1500] loss=2.40421 lr=0.000100 epoch_time=57.317 2023-03-18 09:35:16,074 - CLTR - INFO - Training Epoch:[1277/1500] loss=2.35156 lr=0.000100 epoch_time=60.302 2023-03-18 09:36:18,395 - CLTR - INFO - Training Epoch:[1278/1500] loss=2.36354 lr=0.000100 epoch_time=62.319 2023-03-18 09:37:20,027 - CLTR - INFO - Training Epoch:[1279/1500] loss=2.53738 lr=0.000100 epoch_time=61.630 2023-03-18 09:38:22,497 - CLTR - INFO - Training Epoch:[1280/1500] loss=2.61123 lr=0.000100 epoch_time=62.466 2023-03-18 09:38:22,499 - CLTR - INFO - begin test 2023-03-18 09:39:28,118 - CLTR - INFO - Testing Epoch:[1280/1500] mae=55.756 mse=231.470 best_mae=51.578
2023-03-18 09:40:31,469 - CLTR - INFO - Training Epoch:[1281/1500] loss=2.45932 lr=0.000100 epoch_time=63.350 2023-03-18 09:41:31,865 - CLTR - INFO - Training Epoch:[1282/1500] loss=2.41387 lr=0.000100 epoch_time=60.393 2023-03-18 09:42:34,384 - CLTR - INFO - Training Epoch:[1283/1500] loss=2.37528 lr=0.000100 epoch_time=62.517 2023-03-18 09:43:32,135 - CLTR - INFO - Training Epoch:[1284/1500] loss=2.39107 lr=0.000100 epoch_time=57.748 2023-03-18 09:44:33,430 - CLTR - INFO - Training Epoch:[1285/1500] loss=2.40808 lr=0.000100 epoch_time=61.292 2023-03-18 09:45:33,894 - CLTR - INFO - Training Epoch:[1286/1500] loss=2.46018 lr=0.000100 epoch_time=60.462 2023-03-18 09:46:34,651 - CLTR - INFO - Training Epoch:[1287/1500] loss=2.37751 lr=0.000100 epoch_time=60.755 2023-03-18 09:47:32,510 - CLTR - INFO - Training Epoch:[1288/1500] loss=2.35351 lr=0.000100 epoch_time=57.857 2023-03-18 09:48:33,163 - CLTR - INFO - Training Epoch:[1289/1500] loss=2.32169 lr=0.000100 epoch_time=60.651 2023-03-18 09:49:32,871 - CLTR - INFO - Training Epoch:[1290/1500] loss=2.48711 lr=0.000100 epoch_time=59.706 2023-03-18 09:50:37,257 - CLTR - INFO - Training Epoch:[1291/1500] loss=2.55600 lr=0.000100 epoch_time=64.383 2023-03-18 09:51:37,533 - CLTR - INFO - Training Epoch:[1292/1500] loss=2.48123 lr=0.000100 epoch_time=60.273 2023-03-18 09:52:38,331 - CLTR - INFO - Training Epoch:[1293/1500] loss=2.33741 lr=0.000100 epoch_time=60.795 2023-03-18 09:53:39,309 - CLTR - INFO - Training Epoch:[1294/1500] loss=2.44071 lr=0.000100 epoch_time=60.975 2023-03-18 09:54:40,640 - CLTR - INFO - Training Epoch:[1295/1500] loss=2.42386 lr=0.000100 epoch_time=61.329 2023-03-18 09:55:40,246 - CLTR - INFO - Training Epoch:[1296/1500] loss=2.43592 lr=0.000100 epoch_time=59.604 2023-03-18 09:56:40,470 - CLTR - INFO - Training Epoch:[1297/1500] loss=2.60389 lr=0.000100 epoch_time=60.221 2023-03-18 09:57:43,810 - CLTR - INFO - Training Epoch:[1298/1500] loss=2.42837 lr=0.000100 epoch_time=63.336 2023-03-18 09:58:43,625 - CLTR - INFO - Training Epoch:[1299/1500] loss=2.46049 lr=0.000100 epoch_time=59.812 2023-03-18 09:59:44,018 - CLTR - INFO - Training Epoch:[1300/1500] loss=2.34046 lr=0.000100 epoch_time=60.391 2023-03-18 09:59:44,020 - CLTR - INFO - begin test 2023-03-18 10:00:49,157 - CLTR - INFO - Testing Epoch:[1300/1500] mae=52.978 mse=227.052 best_mae=51.578
2023-03-18 10:01:53,095 - CLTR - INFO - Training Epoch:[1301/1500] loss=2.34911 lr=0.000100 epoch_time=63.937 2023-03-18 10:02:54,800 - CLTR - INFO - Training Epoch:[1302/1500] loss=2.34275 lr=0.000100 epoch_time=61.701 2023-03-18 10:03:53,847 - CLTR - INFO - Training Epoch:[1303/1500] loss=2.36594 lr=0.000100 epoch_time=59.041 2023-03-18 10:04:55,788 - CLTR - INFO - Training Epoch:[1304/1500] loss=2.31525 lr=0.000100 epoch_time=61.938 2023-03-18 10:05:58,014 - CLTR - INFO - Training Epoch:[1305/1500] loss=2.40112 lr=0.000100 epoch_time=62.222 2023-03-18 10:06:58,688 - CLTR - INFO - Training Epoch:[1306/1500] loss=2.29076 lr=0.000100 epoch_time=60.672 2023-03-18 10:07:59,795 - CLTR - INFO - Training Epoch:[1307/1500] loss=2.42040 lr=0.000100 epoch_time=61.104 2023-03-18 10:09:00,513 - CLTR - INFO - Training Epoch:[1308/1500] loss=2.48850 lr=0.000100 epoch_time=60.716 2023-03-18 10:09:58,594 - CLTR - INFO - Training Epoch:[1309/1500] loss=2.30652 lr=0.000100 epoch_time=58.078 2023-03-18 10:10:57,091 - CLTR - INFO - Training Epoch:[1310/1500] loss=2.47429 lr=0.000100 epoch_time=58.494 2023-03-18 10:11:57,722 - CLTR - INFO - Training Epoch:[1311/1500] loss=2.37382 lr=0.000100 epoch_time=60.628 2023-03-18 10:12:59,906 - CLTR - INFO - Training Epoch:[1312/1500] loss=2.27344 lr=0.000100 epoch_time=62.182 2023-03-18 10:14:00,182 - CLTR - INFO - Training Epoch:[1313/1500] loss=2.46886 lr=0.000100 epoch_time=60.274 2023-03-18 10:15:01,741 - CLTR - INFO - Training Epoch:[1314/1500] loss=2.31654 lr=0.000100 epoch_time=61.556 2023-03-18 10:16:01,255 - CLTR - INFO - Training Epoch:[1315/1500] loss=2.35552 lr=0.000100 epoch_time=59.511 2023-03-18 10:17:01,409 - CLTR - INFO - Training Epoch:[1316/1500] loss=2.49236 lr=0.000100 epoch_time=60.152 2023-03-18 10:18:02,670 - CLTR - INFO - Training Epoch:[1317/1500] loss=2.45679 lr=0.000100 epoch_time=61.259 2023-03-18 10:19:04,391 - CLTR - INFO - Training Epoch:[1318/1500] loss=2.54080 lr=0.000100 epoch_time=61.717 2023-03-18 10:20:07,190 - CLTR - INFO - Training Epoch:[1319/1500] loss=2.52735 lr=0.000100 epoch_time=62.797 2023-03-18 10:21:07,009 - CLTR - INFO - Training Epoch:[1320/1500] loss=2.46450 lr=0.000100 epoch_time=59.816 2023-03-18 10:21:07,012 - CLTR - INFO - begin test 2023-03-18 10:22:12,664 - CLTR - INFO - Testing Epoch:[1320/1500] mae=56.722 mse=239.176 best_mae=51.578
2023-03-18 10:23:12,272 - CLTR - INFO - Training Epoch:[1321/1500] loss=2.40502 lr=0.000100 epoch_time=59.607 2023-03-18 10:24:12,228 - CLTR - INFO - Training Epoch:[1322/1500] loss=2.39858 lr=0.000100 epoch_time=59.954 2023-03-18 10:25:10,468 - CLTR - INFO - Training Epoch:[1323/1500] loss=2.37254 lr=0.000100 epoch_time=58.237 2023-03-18 10:26:10,851 - CLTR - INFO - Training Epoch:[1324/1500] loss=2.38452 lr=0.000100 epoch_time=60.380 2023-03-18 10:27:12,839 - CLTR - INFO - Training Epoch:[1325/1500] loss=2.45915 lr=0.000100 epoch_time=61.985 2023-03-18 10:28:12,997 - CLTR - INFO - Training Epoch:[1326/1500] loss=2.40924 lr=0.000100 epoch_time=60.155 2023-03-18 10:29:13,860 - CLTR - INFO - Training Epoch:[1327/1500] loss=2.41487 lr=0.000100 epoch_time=60.860 2023-03-18 10:30:14,854 - CLTR - INFO - Training Epoch:[1328/1500] loss=2.43169 lr=0.000100 epoch_time=60.992 2023-03-18 10:31:14,533 - CLTR - INFO - Training Epoch:[1329/1500] loss=2.35997 lr=0.000100 epoch_time=59.675 2023-03-18 10:32:15,597 - CLTR - INFO - Training Epoch:[1330/1500] loss=2.45027 lr=0.000100 epoch_time=61.060 2023-03-18 10:33:16,162 - CLTR - INFO - Training Epoch:[1331/1500] loss=2.32744 lr=0.000100 epoch_time=60.563 2023-03-18 10:34:14,523 - CLTR - INFO - Training Epoch:[1332/1500] loss=2.37340 lr=0.000100 epoch_time=58.357 2023-03-18 10:35:15,811 - CLTR - INFO - Training Epoch:[1333/1500] loss=2.32923 lr=0.000100 epoch_time=61.285 2023-03-18 10:36:15,634 - CLTR - INFO - Training Epoch:[1334/1500] loss=2.33375 lr=0.000100 epoch_time=59.821 2023-03-18 10:37:14,725 - CLTR - INFO - Training Epoch:[1335/1500] loss=2.40817 lr=0.000100 epoch_time=59.088 2023-03-18 10:38:16,133 - CLTR - INFO - Training Epoch:[1336/1500] loss=2.47469 lr=0.000100 epoch_time=61.405 2023-03-18 10:39:15,051 - CLTR - INFO - Training Epoch:[1337/1500] loss=2.36423 lr=0.000100 epoch_time=58.915 2023-03-18 10:40:14,153 - CLTR - INFO - Training Epoch:[1338/1500] loss=2.30566 lr=0.000100 epoch_time=59.099 2023-03-18 10:41:11,740 - CLTR - INFO - Training Epoch:[1339/1500] loss=2.41244 lr=0.000100 epoch_time=57.582 2023-03-18 10:42:13,212 - CLTR - INFO - Training Epoch:[1340/1500] loss=2.36018 lr=0.000100 epoch_time=61.471 2023-03-18 10:42:13,214 - CLTR - INFO - begin test 2023-03-18 10:43:19,578 - CLTR - INFO - Testing Epoch:[1340/1500] mae=53.992 mse=228.816 best_mae=51.578
2023-03-18 10:44:19,792 - CLTR - INFO - Training Epoch:[1341/1500] loss=2.47723 lr=0.000100 epoch_time=60.213 2023-03-18 10:45:20,003 - CLTR - INFO - Training Epoch:[1342/1500] loss=2.32580 lr=0.000100 epoch_time=60.208 2023-03-18 10:46:22,380 - CLTR - INFO - Training Epoch:[1343/1500] loss=2.37697 lr=0.000100 epoch_time=62.370 2023-03-18 10:47:22,156 - CLTR - INFO - Training Epoch:[1344/1500] loss=2.49763 lr=0.000100 epoch_time=59.773 2023-03-18 10:48:22,429 - CLTR - INFO - Training Epoch:[1345/1500] loss=2.34755 lr=0.000100 epoch_time=60.269 2023-03-18 10:49:21,298 - CLTR - INFO - Training Epoch:[1346/1500] loss=2.24694 lr=0.000100 epoch_time=58.867 2023-03-18 10:50:22,642 - CLTR - INFO - Training Epoch:[1347/1500] loss=2.30434 lr=0.000100 epoch_time=61.340 2023-03-18 10:51:24,634 - CLTR - INFO - Training Epoch:[1348/1500] loss=2.35637 lr=0.000100 epoch_time=61.989 2023-03-18 10:52:25,565 - CLTR - INFO - Training Epoch:[1349/1500] loss=2.49575 lr=0.000100 epoch_time=60.927 2023-03-18 10:53:28,007 - CLTR - INFO - Training Epoch:[1350/1500] loss=2.37234 lr=0.000100 epoch_time=62.440 2023-03-18 10:54:27,620 - CLTR - INFO - Training Epoch:[1351/1500] loss=2.27138 lr=0.000100 epoch_time=59.610 2023-03-18 10:55:25,067 - CLTR - INFO - Training Epoch:[1352/1500] loss=2.45140 lr=0.000100 epoch_time=57.443 2023-03-18 10:56:27,424 - CLTR - INFO - Training Epoch:[1353/1500] loss=2.37459 lr=0.000100 epoch_time=62.354 2023-03-18 10:57:30,280 - CLTR - INFO - Training Epoch:[1354/1500] loss=2.33883 lr=0.000100 epoch_time=62.853 2023-03-18 10:58:29,982 - CLTR - INFO - Training Epoch:[1355/1500] loss=2.38930 lr=0.000100 epoch_time=59.698 2023-03-18 10:59:29,419 - CLTR - INFO - Training Epoch:[1356/1500] loss=2.33554 lr=0.000100 epoch_time=59.435 2023-03-18 11:00:33,388 - CLTR - INFO - Training Epoch:[1357/1500] loss=2.38775 lr=0.000100 epoch_time=63.966 2023-03-18 11:01:35,468 - CLTR - INFO - Training Epoch:[1358/1500] loss=2.36264 lr=0.000100 epoch_time=62.076 2023-03-18 11:02:35,819 - CLTR - INFO - Training Epoch:[1359/1500] loss=2.50155 lr=0.000100 epoch_time=60.348 2023-03-18 11:03:37,842 - CLTR - INFO - Training Epoch:[1360/1500] loss=2.43004 lr=0.000100 epoch_time=62.020 2023-03-18 11:03:37,845 - CLTR - INFO - begin test 2023-03-18 11:04:57,459 - CLTR - INFO - Testing Epoch:[1360/1500] mae=51.248 mse=225.120 best_mae=51.248
2023-03-18 11:05:52,410 - CLTR - INFO - Training Epoch:[1361/1500] loss=2.45744 lr=0.000100 epoch_time=54.950 2023-03-18 11:06:50,565 - CLTR - INFO - Training Epoch:[1362/1500] loss=2.28334 lr=0.000100 epoch_time=58.152 2023-03-18 11:07:50,627 - CLTR - INFO - Training Epoch:[1363/1500] loss=2.23979 lr=0.000100 epoch_time=60.059 2023-03-18 11:08:51,779 - CLTR - INFO - Training Epoch:[1364/1500] loss=2.45729 lr=0.000100 epoch_time=61.149 2023-03-18 11:09:51,548 - CLTR - INFO - Training Epoch:[1365/1500] loss=2.29715 lr=0.000100 epoch_time=59.766 2023-03-18 11:10:51,172 - CLTR - INFO - Training Epoch:[1366/1500] loss=2.37393 lr=0.000100 epoch_time=59.621 2023-03-18 11:11:53,006 - CLTR - INFO - Training Epoch:[1367/1500] loss=2.38843 lr=0.000100 epoch_time=61.831 2023-03-18 11:12:52,591 - CLTR - INFO - Training Epoch:[1368/1500] loss=2.48408 lr=0.000100 epoch_time=59.582 2023-03-18 11:13:53,702 - CLTR - INFO - Training Epoch:[1369/1500] loss=2.42286 lr=0.000100 epoch_time=61.109 2023-03-18 11:14:52,154 - CLTR - INFO - Training Epoch:[1370/1500] loss=2.51214 lr=0.000100 epoch_time=58.449 2023-03-18 11:15:50,677 - CLTR - INFO - Training Epoch:[1371/1500] loss=2.38802 lr=0.000100 epoch_time=58.520 2023-03-18 11:16:50,266 - CLTR - INFO - Training Epoch:[1372/1500] loss=2.45356 lr=0.000100 epoch_time=59.585 2023-03-18 11:17:49,004 - CLTR - INFO - Training Epoch:[1373/1500] loss=2.31393 lr=0.000100 epoch_time=58.735 2023-03-18 11:18:47,502 - CLTR - INFO - Training Epoch:[1374/1500] loss=2.42013 lr=0.000100 epoch_time=58.495 2023-03-18 11:19:49,733 - CLTR - INFO - Training Epoch:[1375/1500] loss=2.38061 lr=0.000100 epoch_time=62.228 2023-03-18 11:20:52,181 - CLTR - INFO - Training Epoch:[1376/1500] loss=2.32325 lr=0.000100 epoch_time=62.446 2023-03-18 11:21:52,307 - CLTR - INFO - Training Epoch:[1377/1500] loss=2.43762 lr=0.000100 epoch_time=60.123 2023-03-18 11:22:53,546 - CLTR - INFO - Training Epoch:[1378/1500] loss=2.26697 lr=0.000100 epoch_time=61.236 2023-03-18 11:23:51,964 - CLTR - INFO - Training Epoch:[1379/1500] loss=2.45758 lr=0.000100 epoch_time=58.416 2023-03-18 11:24:55,099 - CLTR - INFO - Training Epoch:[1380/1500] loss=2.38843 lr=0.000100 epoch_time=63.132 2023-03-18 11:24:55,101 - CLTR - INFO - begin test 2023-03-18 11:26:01,656 - CLTR - INFO - Testing Epoch:[1380/1500] mae=52.728 mse=227.491 best_mae=51.248
2023-03-18 11:27:03,516 - CLTR - INFO - Training Epoch:[1381/1500] loss=2.34703 lr=0.000100 epoch_time=61.858 2023-03-18 11:28:04,234 - CLTR - INFO - Training Epoch:[1382/1500] loss=2.33635 lr=0.000100 epoch_time=60.715 2023-03-18 11:29:06,702 - CLTR - INFO - Training Epoch:[1383/1500] loss=2.40887 lr=0.000100 epoch_time=62.465 2023-03-18 11:30:08,718 - CLTR - INFO - Training Epoch:[1384/1500] loss=2.44622 lr=0.000100 epoch_time=62.012 2023-03-18 11:31:12,029 - CLTR - INFO - Training Epoch:[1385/1500] loss=2.26590 lr=0.000100 epoch_time=63.308 2023-03-18 11:32:14,014 - CLTR - INFO - Training Epoch:[1386/1500] loss=2.28618 lr=0.000100 epoch_time=61.982 2023-03-18 11:33:12,840 - CLTR - INFO - Training Epoch:[1387/1500] loss=2.48965 lr=0.000100 epoch_time=58.823 2023-03-18 11:34:10,433 - CLTR - INFO - Training Epoch:[1388/1500] loss=2.31652 lr=0.000100 epoch_time=57.590 2023-03-18 11:35:09,141 - CLTR - INFO - Training Epoch:[1389/1500] loss=2.36164 lr=0.000100 epoch_time=58.705 2023-03-18 11:36:10,227 - CLTR - INFO - Training Epoch:[1390/1500] loss=2.36757 lr=0.000100 epoch_time=61.082 2023-03-18 11:37:09,557 - CLTR - INFO - Training Epoch:[1391/1500] loss=2.39824 lr=0.000100 epoch_time=59.328 2023-03-18 11:38:09,922 - CLTR - INFO - Training Epoch:[1392/1500] loss=2.35942 lr=0.000100 epoch_time=60.362 2023-03-18 11:39:10,724 - CLTR - INFO - Training Epoch:[1393/1500] loss=2.28171 lr=0.000100 epoch_time=60.799 2023-03-18 11:40:13,224 - CLTR - INFO - Training Epoch:[1394/1500] loss=2.50121 lr=0.000100 epoch_time=62.498 2023-03-18 11:41:14,917 - CLTR - INFO - Training Epoch:[1395/1500] loss=2.39124 lr=0.000100 epoch_time=61.690 2023-03-18 11:42:15,533 - CLTR - INFO - Training Epoch:[1396/1500] loss=2.27106 lr=0.000100 epoch_time=60.612 2023-03-18 11:43:19,016 - CLTR - INFO - Training Epoch:[1397/1500] loss=2.40995 lr=0.000100 epoch_time=63.481 2023-03-18 11:44:18,062 - CLTR - INFO - Training Epoch:[1398/1500] loss=2.43028 lr=0.000100 epoch_time=59.043 2023-03-18 11:45:19,079 - CLTR - INFO - Training Epoch:[1399/1500] loss=2.40912 lr=0.000100 epoch_time=61.014 2023-03-18 11:46:19,892 - CLTR - INFO - Training Epoch:[1400/1500] loss=2.36204 lr=0.000100 epoch_time=60.810 2023-03-18 11:46:19,895 - CLTR - INFO - begin test 2023-03-18 11:47:32,481 - CLTR - INFO - Testing Epoch:[1400/1500] mae=53.222 mse=227.035 best_mae=51.248
2023-03-18 11:48:32,487 - CLTR - INFO - Training Epoch:[1401/1500] loss=2.34725 lr=0.000100 epoch_time=60.003 2023-03-18 11:49:33,117 - CLTR - INFO - Training Epoch:[1402/1500] loss=2.46233 lr=0.000100 epoch_time=60.628 2023-03-18 11:50:38,259 - CLTR - INFO - Training Epoch:[1403/1500] loss=2.39398 lr=0.000100 epoch_time=65.139 2023-03-18 11:51:39,575 - CLTR - INFO - Training Epoch:[1404/1500] loss=2.27670 lr=0.000100 epoch_time=61.313 2023-03-18 11:52:38,495 - CLTR - INFO - Training Epoch:[1405/1500] loss=2.47053 lr=0.000100 epoch_time=58.917 2023-03-18 11:53:37,608 - CLTR - INFO - Training Epoch:[1406/1500] loss=2.58455 lr=0.000100 epoch_time=59.109 2023-03-18 11:54:36,935 - CLTR - INFO - Training Epoch:[1407/1500] loss=2.54588 lr=0.000100 epoch_time=59.324 2023-03-18 11:55:35,368 - CLTR - INFO - Training Epoch:[1408/1500] loss=2.37288 lr=0.000100 epoch_time=58.430 2023-03-18 11:56:34,754 - CLTR - INFO - Training Epoch:[1409/1500] loss=2.28636 lr=0.000100 epoch_time=59.383 2023-03-18 11:57:35,398 - CLTR - INFO - Training Epoch:[1410/1500] loss=2.40743 lr=0.000100 epoch_time=60.641 2023-03-18 11:58:36,548 - CLTR - INFO - Training Epoch:[1411/1500] loss=2.30368 lr=0.000100 epoch_time=61.147 2023-03-18 11:59:37,848 - CLTR - INFO - Training Epoch:[1412/1500] loss=2.50052 lr=0.000100 epoch_time=61.297 2023-03-18 12:00:37,660 - CLTR - INFO - Training Epoch:[1413/1500] loss=2.29004 lr=0.000100 epoch_time=59.808 2023-03-18 12:01:39,046 - CLTR - INFO - Training Epoch:[1414/1500] loss=2.45988 lr=0.000100 epoch_time=61.383 2023-03-18 12:02:41,931 - CLTR - INFO - Training Epoch:[1415/1500] loss=2.35973 lr=0.000100 epoch_time=62.882 2023-03-18 12:03:43,169 - CLTR - INFO - Training Epoch:[1416/1500] loss=2.35223 lr=0.000100 epoch_time=61.235 2023-03-18 12:04:43,245 - CLTR - INFO - Training Epoch:[1417/1500] loss=2.33849 lr=0.000100 epoch_time=60.074 2023-03-18 12:05:44,228 - CLTR - INFO - Training Epoch:[1418/1500] loss=2.31895 lr=0.000100 epoch_time=60.980 2023-03-18 12:06:46,575 - CLTR - INFO - Training Epoch:[1419/1500] loss=2.50401 lr=0.000100 epoch_time=62.344 2023-03-18 12:07:48,536 - CLTR - INFO - Training Epoch:[1420/1500] loss=2.41891 lr=0.000100 epoch_time=61.958 2023-03-18 12:07:48,537 - CLTR - INFO - begin test 2023-03-18 12:08:57,595 - CLTR - INFO - Testing Epoch:[1420/1500] mae=52.092 mse=228.239 best_mae=51.248
2023-03-18 12:10:01,112 - CLTR - INFO - Training Epoch:[1421/1500] loss=2.43744 lr=0.000100 epoch_time=63.516 2023-03-18 12:11:01,149 - CLTR - INFO - Training Epoch:[1422/1500] loss=2.35077 lr=0.000100 epoch_time=60.033 2023-03-18 12:12:00,809 - CLTR - INFO - Training Epoch:[1423/1500] loss=2.28959 lr=0.000100 epoch_time=59.657 2023-03-18 12:13:00,635 - CLTR - INFO - Training Epoch:[1424/1500] loss=2.42259 lr=0.000100 epoch_time=59.824 2023-03-18 12:13:59,310 - CLTR - INFO - Training Epoch:[1425/1500] loss=2.30727 lr=0.000100 epoch_time=58.671 2023-03-18 12:15:00,996 - CLTR - INFO - Training Epoch:[1426/1500] loss=2.36035 lr=0.000100 epoch_time=61.683 2023-03-18 12:15:59,637 - CLTR - INFO - Training Epoch:[1427/1500] loss=2.32489 lr=0.000100 epoch_time=58.637 2023-03-18 12:16:59,424 - CLTR - INFO - Training Epoch:[1428/1500] loss=2.33301 lr=0.000100 epoch_time=59.784 2023-03-18 12:18:00,896 - CLTR - INFO - Training Epoch:[1429/1500] loss=2.25049 lr=0.000100 epoch_time=61.470 2023-03-18 12:19:05,745 - CLTR - INFO - Training Epoch:[1430/1500] loss=2.33966 lr=0.000100 epoch_time=64.846 2023-03-18 12:20:04,769 - CLTR - INFO - Training Epoch:[1431/1500] loss=2.47100 lr=0.000100 epoch_time=59.022 2023-03-18 12:21:09,088 - CLTR - INFO - Training Epoch:[1432/1500] loss=2.43026 lr=0.000100 epoch_time=64.316 2023-03-18 12:22:12,318 - CLTR - INFO - Training Epoch:[1433/1500] loss=2.41107 lr=0.000100 epoch_time=63.227 2023-03-18 12:23:16,951 - CLTR - INFO - Training Epoch:[1434/1500] loss=2.45215 lr=0.000100 epoch_time=64.630 2023-03-18 12:24:20,441 - CLTR - INFO - Training Epoch:[1435/1500] loss=2.49417 lr=0.000100 epoch_time=63.488 2023-03-18 12:25:21,586 - CLTR - INFO - Training Epoch:[1436/1500] loss=2.35259 lr=0.000100 epoch_time=61.142 2023-03-18 12:26:24,859 - CLTR - INFO - Training Epoch:[1437/1500] loss=2.41410 lr=0.000100 epoch_time=63.270 2023-03-18 12:27:27,581 - CLTR - INFO - Training Epoch:[1438/1500] loss=2.40045 lr=0.000100 epoch_time=62.719 2023-03-18 12:28:30,338 - CLTR - INFO - Training Epoch:[1439/1500] loss=2.46389 lr=0.000100 epoch_time=62.753 2023-03-18 12:29:33,029 - CLTR - INFO - Training Epoch:[1440/1500] loss=2.26984 lr=0.000100 epoch_time=62.689 2023-03-18 12:29:33,031 - CLTR - INFO - begin test 2023-03-18 12:30:42,130 - CLTR - INFO - Testing Epoch:[1440/1500] mae=51.250 mse=229.130 best_mae=51.248
2023-03-18 12:31:45,339 - CLTR - INFO - Training Epoch:[1441/1500] loss=2.50735 lr=0.000100 epoch_time=63.208 2023-03-18 12:32:44,916 - CLTR - INFO - Training Epoch:[1442/1500] loss=2.41775 lr=0.000100 epoch_time=59.575 2023-03-18 12:33:43,999 - CLTR - INFO - Training Epoch:[1443/1500] loss=2.44035 lr=0.000100 epoch_time=59.080 2023-03-18 12:34:45,856 - CLTR - INFO - Training Epoch:[1444/1500] loss=2.38466 lr=0.000100 epoch_time=61.854 2023-03-18 12:35:43,638 - CLTR - INFO - Training Epoch:[1445/1500] loss=2.44285 lr=0.000100 epoch_time=57.779 2023-03-18 12:36:41,506 - CLTR - INFO - Training Epoch:[1446/1500] loss=2.47766 lr=0.000100 epoch_time=57.864 2023-03-18 12:37:40,923 - CLTR - INFO - Training Epoch:[1447/1500] loss=2.37065 lr=0.000100 epoch_time=59.415 2023-03-18 12:38:43,344 - CLTR - INFO - Training Epoch:[1448/1500] loss=2.41881 lr=0.000100 epoch_time=62.418 2023-03-18 12:39:46,577 - CLTR - INFO - Training Epoch:[1449/1500] loss=2.34439 lr=0.000100 epoch_time=63.230 2023-03-18 12:40:47,206 - CLTR - INFO - Training Epoch:[1450/1500] loss=2.30498 lr=0.000100 epoch_time=60.626 2023-03-18 12:41:47,358 - CLTR - INFO - Training Epoch:[1451/1500] loss=2.49621 lr=0.000100 epoch_time=60.150 2023-03-18 12:42:49,236 - CLTR - INFO - Training Epoch:[1452/1500] loss=2.28388 lr=0.000100 epoch_time=61.875 2023-03-18 12:43:49,369 - CLTR - INFO - Training Epoch:[1453/1500] loss=2.34853 lr=0.000100 epoch_time=60.130 2023-03-18 12:44:50,698 - CLTR - INFO - Training Epoch:[1454/1500] loss=2.43467 lr=0.000100 epoch_time=61.326 2023-03-18 12:45:50,293 - CLTR - INFO - Training Epoch:[1455/1500] loss=2.39658 lr=0.000100 epoch_time=59.592 2023-03-18 12:46:53,105 - CLTR - INFO - Training Epoch:[1456/1500] loss=2.40205 lr=0.000100 epoch_time=62.809 2023-03-18 12:47:54,819 - CLTR - INFO - Training Epoch:[1457/1500] loss=2.26904 lr=0.000100 epoch_time=61.711 2023-03-18 12:48:58,594 - CLTR - INFO - Training Epoch:[1458/1500] loss=2.38793 lr=0.000100 epoch_time=63.772 2023-03-18 12:49:59,340 - CLTR - INFO - Training Epoch:[1459/1500] loss=2.36929 lr=0.000100 epoch_time=60.743 2023-03-18 12:51:01,447 - CLTR - INFO - Training Epoch:[1460/1500] loss=2.35077 lr=0.000100 epoch_time=62.103 2023-03-18 12:51:01,449 - CLTR - INFO - begin test 2023-03-18 12:52:13,931 - CLTR - INFO - Testing Epoch:[1460/1500] mae=52.692 mse=227.549 best_mae=51.248
2023-03-18 12:53:10,070 - CLTR - INFO - Training Epoch:[1461/1500] loss=2.27329 lr=0.000100 epoch_time=56.136 2023-03-18 12:54:09,177 - CLTR - INFO - Training Epoch:[1462/1500] loss=2.39360 lr=0.000100 epoch_time=59.104 2023-03-18 12:55:09,211 - CLTR - INFO - Training Epoch:[1463/1500] loss=2.33601 lr=0.000100 epoch_time=60.030 2023-03-18 12:56:11,194 - CLTR - INFO - Training Epoch:[1464/1500] loss=2.43144 lr=0.000100 epoch_time=61.979 2023-03-18 12:57:13,446 - CLTR - INFO - Training Epoch:[1465/1500] loss=2.49712 lr=0.000100 epoch_time=62.249 2023-03-18 12:58:15,610 - CLTR - INFO - Training Epoch:[1466/1500] loss=2.24850 lr=0.000100 epoch_time=62.161 2023-03-18 12:59:18,398 - CLTR - INFO - Training Epoch:[1467/1500] loss=2.44146 lr=0.000100 epoch_time=62.785 2023-03-18 13:00:21,526 - CLTR - INFO - Training Epoch:[1468/1500] loss=2.42486 lr=0.000100 epoch_time=63.125 2023-03-18 13:01:26,956 - CLTR - INFO - Training Epoch:[1469/1500] loss=2.47576 lr=0.000100 epoch_time=65.427 2023-03-18 13:02:32,782 - CLTR - INFO - Training Epoch:[1470/1500] loss=2.37884 lr=0.000100 epoch_time=65.822 2023-03-18 13:03:38,498 - CLTR - INFO - Training Epoch:[1471/1500] loss=2.48053 lr=0.000100 epoch_time=65.714 2023-03-18 13:04:44,590 - CLTR - INFO - Training Epoch:[1472/1500] loss=2.34183 lr=0.000100 epoch_time=66.089 2023-03-18 13:05:44,991 - CLTR - INFO - Training Epoch:[1473/1500] loss=2.33919 lr=0.000100 epoch_time=60.399 2023-03-18 13:06:50,548 - CLTR - INFO - Training Epoch:[1474/1500] loss=2.33401 lr=0.000100 epoch_time=65.555 2023-03-18 13:07:55,359 - CLTR - INFO - Training Epoch:[1475/1500] loss=2.47805 lr=0.000100 epoch_time=64.807 2023-03-18 13:08:56,377 - CLTR - INFO - Training Epoch:[1476/1500] loss=2.42021 lr=0.000100 epoch_time=61.015 2023-03-18 13:09:59,370 - CLTR - INFO - Training Epoch:[1477/1500] loss=2.37982 lr=0.000100 epoch_time=62.990 2023-03-18 13:11:01,528 - CLTR - INFO - Training Epoch:[1478/1500] loss=2.35288 lr=0.000100 epoch_time=62.156 2023-03-18 13:12:04,777 - CLTR - INFO - Training Epoch:[1479/1500] loss=2.32889 lr=0.000100 epoch_time=63.246 2023-03-18 13:13:06,012 - CLTR - INFO - Training Epoch:[1480/1500] loss=2.38842 lr=0.000100 epoch_time=61.232 2023-03-18 13:13:06,014 - CLTR - INFO - begin test 2023-03-18 13:14:15,132 - CLTR - INFO - Testing Epoch:[1480/1500] mae=56.114 mse=238.308 best_mae=51.248
2023-03-18 13:15:16,830 - CLTR - INFO - Training Epoch:[1481/1500] loss=2.34932 lr=0.000100 epoch_time=61.698 2023-03-18 13:16:16,056 - CLTR - INFO - Training Epoch:[1482/1500] loss=2.39294 lr=0.000100 epoch_time=59.224 2023-03-18 13:17:15,826 - CLTR - INFO - Training Epoch:[1483/1500] loss=2.23347 lr=0.000100 epoch_time=59.767 2023-03-18 13:18:16,427 - CLTR - INFO - Training Epoch:[1484/1500] loss=2.40059 lr=0.000100 epoch_time=60.598 2023-03-18 13:19:15,362 - CLTR - INFO - Training Epoch:[1485/1500] loss=2.35887 lr=0.000100 epoch_time=58.929 2023-03-18 13:20:17,558 - CLTR - INFO - Training Epoch:[1486/1500] loss=2.19635 lr=0.000100 epoch_time=62.194 2023-03-18 13:21:17,620 - CLTR - INFO - Training Epoch:[1487/1500] loss=2.38605 lr=0.000100 epoch_time=60.059 2023-03-18 13:22:19,754 - CLTR - INFO - Training Epoch:[1488/1500] loss=2.46621 lr=0.000100 epoch_time=62.129 2023-03-18 13:23:27,425 - CLTR - INFO - Training Epoch:[1489/1500] loss=2.31551 lr=0.000100 epoch_time=67.668 2023-03-18 13:24:29,072 - CLTR - INFO - Training Epoch:[1490/1500] loss=2.48956 lr=0.000100 epoch_time=61.645 2023-03-18 13:25:29,740 - CLTR - INFO - Training Epoch:[1491/1500] loss=2.32603 lr=0.000100 epoch_time=60.666 2023-03-18 13:26:30,167 - CLTR - INFO - Training Epoch:[1492/1500] loss=2.28852 lr=0.000100 epoch_time=60.424 2023-03-18 13:27:28,593 - CLTR - INFO - Training Epoch:[1493/1500] loss=2.25795 lr=0.000100 epoch_time=58.424 2023-03-18 13:28:26,768 - CLTR - INFO - Training Epoch:[1494/1500] loss=2.32842 lr=0.000100 epoch_time=58.172 2023-03-18 13:29:26,702 - CLTR - INFO - Training Epoch:[1495/1500] loss=2.26937 lr=0.000100 epoch_time=59.931 2023-03-18 13:30:26,877 - CLTR - INFO - Training Epoch:[1496/1500] loss=2.38116 lr=0.000100 epoch_time=60.172 2023-03-18 13:31:28,465 - CLTR - INFO - Training Epoch:[1497/1500] loss=2.31443 lr=0.000100 epoch_time=61.585 2023-03-18 13:32:29,922 - CLTR - INFO - Training Epoch:[1498/1500] loss=2.35810 lr=0.000100 epoch_time=61.454 2023-03-18 13:33:34,113 - CLTR - INFO - Training Epoch:[1499/1500] loss=2.44391 lr=0.000100 epoch_time=64.189 2023-03-18 13:34:38,638 - CLTR - INFO - Training Epoch:[1500/1500] loss=2.36945 lr=0.000100 epoch_time=64.522 2023-03-18 13:34:38,641 - CLTR - INFO - begin test 2023-03-18 13:35:50,933 - CLTR - INFO - Testing Epoch:[1500/1500] mae=55.526 mse=232.027 best_mae=51.248

dk-liang commented 1 year ago

This is a reproduced log provided by other people

825632955 commented 1 year ago

I have no problem with the jhu dataset, but I do not converge on the nwpu and qnrf datasets

simurgh7 commented 1 year ago

Same here, with jhu dataset it runs fine for me but nwpu does not converge. I am sharing the log upto 1000 out of 1500 epoch. The mae and mse do not improve.

18:30:07,318 - CLTR - INFO - model params: = 43.498 2023-06-22 18:30:07,319 - CLTR - INFO - {'dataset': 'nwpu', 'save_path': './save_file/log_file/debug/', 'workers': 1, 'print_freq': 200, 'start_epoch': 0, 'epochs': 1500, 'pre': 'None', 'batch_size': 4, 'crop_size': 256, 'lr_step': 1200, 'seed': 1, 'best_pred': 100000.0, 'gpu_id': '0', 'lr': 0.0001, 'weight_decay': 0.0005, 'save': True, 'scale_aug': True, 'scale_type': 1, 'scale_p': 0.3, 'gray_aug': True, 'gray_p': 0.1, 'test_patch': True, 'channel_point': 3, 'num_patch': 1, 'min_num': -1, 'num_knn': 4, 'test_per_epoch': 100, 'threshold': 0.35, 'video_path': './video_demo/1.mp4', 'local_rank': 0, 'lr_backbone': 0.0001, 'lr_drop': 40, 'clip_max_norm': 0.1, 'frozen_weights': None, 'backbone': 'resnet50', 'dilation': False, 'position_embedding': 'sine', 'enc_layers': 6, 'dec_layers': 6, 'dim_feedforward': 2048, 'hidden_dim': 256, 'dropout': 0.1, 'nheads': 8, 'num_queries': 700, 'pre_norm': False, 'masks': False, 'aux_loss': True, 'set_cost_class': 2, 'set_cost_point': 5, 'set_cost_giou': 2, 'mask_loss_coef': 1, 'dice_loss_coef': 1, 'cls_loss_coef': 2, 'count_loss_coef': 2, 'point_loss_coef': 5, 'giou_loss_coef': 2, 'focal_alpha': 0.25, 'dataset_file': 'crowd_data', 'coco_path': None, 'coco_panoptic_path': None, 'remove_difficult': False, 'output_dir': '', 'device': 'cuda', 'resume': '', 'eval': False, 'num_workers': 0, 'world_size': 1, 'dist_url': 'env:// ', 'master_port': 29501, 'distributed': False, 'train_patch': True} 2023-06-22 18:30:07,319 - CLTR - INFO - => no checkpoint found at 'None' 2023-06-22 18:30:07,319 - CLTR - INFO - best result = 100000.000 2023-06-22 18:30:07,326 - CLTR - INFO - best result=100000.000 start epoch=0.000 2023-06-22 18:30:07,326 - CLTR - INFO - start training! 2023-06-22 18:32:36,770 - CLTR - INFO - Training Epoch:[0/1500] loss=13.69195 lr=0.000100 epoch_time=149.444 2023-06-22 18:32:36,771 - CLTR - INFO - begin test 2023-06-22 18:36:59,171 - CLTR - INFO - Testing Epoch:[0/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-22 18:39:27,250 - CLTR - INFO - Training Epoch:[1/1500] loss=13.04141 lr=0.000100 epoch_time=148.078 2023-06-22 18:41:52,611 - CLTR - INFO - Training Epoch:[2/1500] loss=12.73299 lr=0.000100 epoch_time=145.359 2023-06-22 18:44:18,293 - CLTR - INFO - Training Epoch:[3/1500] loss=12.49702 lr=0.000100 epoch_time=145.681 2023-06-22 18:46:43,455 - CLTR - INFO - Training Epoch:[4/1500] loss=11.67156 lr=0.000100 epoch_time=145.160 2023-06-22 18:49:05,968 - CLTR - INFO - Training Epoch:[5/1500] loss=10.81632 lr=0.000100 epoch_time=142.511 2023-06-22 18:51:32,234 - CLTR - INFO - Training Epoch:[6/1500] loss=10.64090 lr=0.000100 epoch_time=146.265 2023-06-22 18:53:59,706 - CLTR - INFO - Training Epoch:[7/1500] loss=10.66299 lr=0.000100 epoch_time=147.469 2023-06-22 18:56:27,739 - CLTR - INFO - Training Epoch:[8/1500] loss=10.67869 lr=0.000100 epoch_time=148.032 2023-06-22 18:58:46,782 - CLTR - INFO - Training Epoch:[9/1500] loss=10.77509 lr=0.000100 epoch_time=139.041 2023-06-22 19:01:11,638 - CLTR - INFO - Training Epoch:[10/1500] loss=10.49761 lr=0.000100 epoch_time=144.854 2023-06-22 19:03:35,440 - CLTR - INFO - Training Epoch:[11/1500] loss=10.72207 lr=0.000100 epoch_time=143.800 2023-06-22 19:06:05,337 - CLTR - INFO - Training Epoch:[12/1500] loss=10.63329 lr=0.000100 epoch_time=149.895 2023-06-22 19:08:30,782 - CLTR - INFO - Training Epoch:[13/1500] loss=10.51054 lr=0.000100 epoch_time=145.444 2023-06-22 19:10:52,252 - CLTR - INFO - Training Epoch:[14/1500] loss=10.62527 lr=0.000100 epoch_time=141.468 2023-06-22 19:13:16,584 - CLTR - INFO - Training Epoch:[15/1500] loss=10.51097 lr=0.000100 epoch_time=144.330 2023-06-22 19:15:38,049 - CLTR - INFO - Training Epoch:[16/1500] loss=10.56824 lr=0.000100 epoch_time=141.464 2023-06-22 19:18:03,629 - CLTR - INFO - Training Epoch:[17/1500] loss=10.46170 lr=0.000100 epoch_time=145.579 2023-06-22 19:20:29,949 - CLTR - INFO - Training Epoch:[18/1500] loss=10.49790 lr=0.000100 epoch_time=146.318 2023-06-22 19:22:53,768 - CLTR - INFO - Training Epoch:[19/1500] loss=10.50792 lr=0.000100 epoch_time=143.817 2023-06-22 19:25:22,177 - CLTR - INFO - Training Epoch:[20/1500] loss=10.70329 lr=0.000100 epoch_time=148.407 2023-06-22 19:27:42,588 - CLTR - INFO - Training Epoch:[21/1500] loss=10.49435 lr=0.000100 epoch_time=140.409 2023-06-22 19:30:07,405 - CLTR - INFO - Training Epoch:[22/1500] loss=10.70724 lr=0.000100 epoch_time=144.815 2023-06-22 19:32:26,060 - CLTR - INFO - Training Epoch:[23/1500] loss=10.40823 lr=0.000100 epoch_time=138.654 2023-06-22 19:34:50,987 - CLTR - INFO - Training Epoch:[24/1500] loss=10.39844 lr=0.000100 epoch_time=144.926 2023-06-22 19:37:16,428 - CLTR - INFO - Training Epoch:[25/1500] loss=10.57620 lr=0.000100 epoch_time=145.439 2023-06-22 19:39:41,547 - CLTR - INFO - Training Epoch:[26/1500] loss=10.48364 lr=0.000100 epoch_time=145.118 2023-06-22 19:42:02,602 - CLTR - INFO - Training Epoch:[27/1500] loss=10.50678 lr=0.000100 epoch_time=141.053 2023-06-22 19:44:29,756 - CLTR - INFO - Training Epoch:[28/1500] loss=10.60200 lr=0.000100 epoch_time=147.152 2023-06-22 19:46:57,522 - CLTR - INFO - Training Epoch:[29/1500] loss=10.46198 lr=0.000100 epoch_time=147.765 2023-06-22 19:49:25,663 - CLTR - INFO - Training Epoch:[30/1500] loss=10.42277 lr=0.000100 epoch_time=148.139 2023-06-22 19:51:50,748 - CLTR - INFO - Training Epoch:[31/1500] loss=10.46043 lr=0.000100 epoch_time=145.084 2023-06-22 19:54:16,809 - CLTR - INFO - Training Epoch:[32/1500] loss=10.55762 lr=0.000100 epoch_time=146.059 2023-06-22 19:56:42,038 - CLTR - INFO - Training Epoch:[33/1500] loss=10.47425 lr=0.000100 epoch_time=145.227 2023-06-22 19:58:58,471 - CLTR - INFO - Training Epoch:[34/1500] loss=10.39416 lr=0.000100 epoch_time=136.432 2023-06-22 20:01:22,494 - CLTR - INFO - Training Epoch:[35/1500] loss=10.29890 lr=0.000100 epoch_time=144.021 2023-06-22 20:03:47,627 - CLTR - INFO - Training Epoch:[36/1500] loss=10.51068 lr=0.000100 epoch_time=145.131 2023-06-22 20:06:11,303 - CLTR - INFO - Training Epoch:[37/1500] loss=10.40558 lr=0.000100 epoch_time=143.675 2023-06-22 20:08:36,444 - CLTR - INFO - Training Epoch:[38/1500] loss=10.35333 lr=0.000100 epoch_time=145.139 2023-06-22 20:11:05,736 - CLTR - INFO - Training Epoch:[39/1500] loss=10.38863 lr=0.000100 epoch_time=149.291 2023-06-22 20:13:30,064 - CLTR - INFO - Training Epoch:[40/1500] loss=10.44498 lr=0.000100 epoch_time=144.327 2023-06-22 20:15:53,143 - CLTR - INFO - Training Epoch:[41/1500] loss=10.41234 lr=0.000100 epoch_time=143.077 2023-06-22 20:18:20,053 - CLTR - INFO - Training Epoch:[42/1500] loss=10.44184 lr=0.000100 epoch_time=146.908 2023-06-22 20:20:38,495 - CLTR - INFO - Training Epoch:[43/1500] loss=10.44144 lr=0.000100 epoch_time=138.440 2023-06-22 20:23:04,364 - CLTR - INFO - Training Epoch:[44/1500] loss=10.48778 lr=0.000100 epoch_time=145.867 2023-06-22 20:25:23,265 - CLTR - INFO - Training Epoch:[45/1500] loss=10.51865 lr=0.000100 epoch_time=138.900 2023-06-22 20:27:50,544 - CLTR - INFO - Training Epoch:[46/1500] loss=10.48660 lr=0.000100 epoch_time=147.277 2023-06-22 20:30:16,433 - CLTR - INFO - Training Epoch:[47/1500] loss=10.44466 lr=0.000100 epoch_time=145.887 2023-06-22 20:32:44,229 - CLTR - INFO - Training Epoch:[48/1500] loss=10.31834 lr=0.000100 epoch_time=147.794 2023-06-22 20:35:10,333 - CLTR - INFO - Training Epoch:[49/1500] loss=10.45755 lr=0.000100 epoch_time=146.103 2023-06-22 20:37:31,575 - CLTR - INFO - Training Epoch:[50/1500] loss=10.51550 lr=0.000100 epoch_time=141.240 2023-06-22 20:39:52,134 - CLTR - INFO - Training Epoch:[51/1500] loss=10.35873 lr=0.000100 epoch_time=140.558 2023-06-22 20:42:16,678 - CLTR - INFO - Training Epoch:[52/1500] loss=10.47634 lr=0.000100 epoch_time=144.542 2023-06-22 20:44:40,642 - CLTR - INFO - Training Epoch:[53/1500] loss=10.40410 lr=0.000100 epoch_time=143.963 2023-06-22 20:47:05,861 - CLTR - INFO - Training Epoch:[54/1500] loss=10.27072 lr=0.000100 epoch_time=145.217 2023-06-22 20:49:34,130 - CLTR - INFO - Training Epoch:[55/1500] loss=10.50280 lr=0.000100 epoch_time=148.268 2023-06-22 20:51:58,769 - CLTR - INFO - Training Epoch:[56/1500] loss=10.42423 lr=0.000100 epoch_time=144.637 2023-06-22 20:54:19,635 - CLTR - INFO - Training Epoch:[57/1500] loss=10.38978 lr=0.000100 epoch_time=140.864 2023-06-22 20:56:40,229 - CLTR - INFO - Training Epoch:[58/1500] loss=10.35147 lr=0.000100 epoch_time=140.592 2023-06-22 20:59:07,920 - CLTR - INFO - Training Epoch:[59/1500] loss=10.45594 lr=0.000100 epoch_time=147.689 2023-06-22 21:01:27,771 - CLTR - INFO - Training Epoch:[60/1500] loss=10.35404 lr=0.000100 epoch_time=139.849 2023-06-22 21:03:53,935 - CLTR - INFO - Training Epoch:[61/1500] loss=10.36723 lr=0.000100 epoch_time=146.163 2023-06-22 21:06:21,503 - CLTR - INFO - Training Epoch:[62/1500] loss=10.45726 lr=0.000100 epoch_time=147.566 2023-06-22 21:08:45,974 - CLTR - INFO - Training Epoch:[63/1500] loss=10.42044 lr=0.000100 epoch_time=144.470 2023-06-22 21:11:12,358 - CLTR - INFO - Training Epoch:[64/1500] loss=10.37196 lr=0.000100 epoch_time=146.382 2023-06-22 21:13:36,413 - CLTR - INFO - Training Epoch:[65/1500] loss=10.65691 lr=0.000100 epoch_time=144.054 2023-06-22 21:16:01,599 - CLTR - INFO - Training Epoch:[66/1500] loss=10.45981 lr=0.000100 epoch_time=145.184 2023-06-22 21:18:18,868 - CLTR - INFO - Training Epoch:[67/1500] loss=10.37713 lr=0.000100 epoch_time=137.268 2023-06-22 21:20:38,168 - CLTR - INFO - Training Epoch:[68/1500] loss=10.43814 lr=0.000100 epoch_time=139.299 2023-06-22 21:22:58,397 - CLTR - INFO - Training Epoch:[69/1500] loss=10.22068 lr=0.000100 epoch_time=140.228 2023-06-22 21:25:27,160 - CLTR - INFO - Training Epoch:[70/1500] loss=10.46811 lr=0.000100 epoch_time=148.760 2023-06-22 21:27:45,740 - CLTR - INFO - Training Epoch:[71/1500] loss=10.41105 lr=0.000100 epoch_time=138.578 2023-06-22 21:30:13,606 - CLTR - INFO - Training Epoch:[72/1500] loss=10.34463 lr=0.000100 epoch_time=147.865 2023-06-22 21:32:33,390 - CLTR - INFO - Training Epoch:[73/1500] loss=10.52484 lr=0.000100 epoch_time=139.782 2023-06-22 21:34:58,651 - CLTR - INFO - Training Epoch:[74/1500] loss=10.32082 lr=0.000100 epoch_time=145.259 2023-06-22 21:37:22,051 - CLTR - INFO - Training Epoch:[75/1500] loss=10.35570 lr=0.000100 epoch_time=143.398 2023-06-22 21:39:40,649 - CLTR - INFO - Training Epoch:[76/1500] loss=10.38904 lr=0.000100 epoch_time=138.596 2023-06-22 21:42:10,497 - CLTR - INFO - Training Epoch:[77/1500] loss=10.48872 lr=0.000100 epoch_time=149.846 2023-06-22 21:44:36,823 - CLTR - INFO - Training Epoch:[78/1500] loss=10.45338 lr=0.000100 epoch_time=146.325 2023-06-22 21:47:02,125 - CLTR - INFO - Training Epoch:[79/1500] loss=10.35763 lr=0.000100 epoch_time=145.300 2023-06-22 21:49:20,364 - CLTR - INFO - Training Epoch:[80/1500] loss=10.30847 lr=0.000100 epoch_time=138.237 2023-06-22 21:51:47,380 - CLTR - INFO - Training Epoch:[81/1500] loss=47.91180 lr=0.000100 epoch_time=147.015 2023-06-22 21:54:12,147 - CLTR - INFO - Training Epoch:[82/1500] loss=10.36685 lr=0.000100 epoch_time=144.765 2023-06-22 21:56:41,186 - CLTR - INFO - Training Epoch:[83/1500] loss=10.32718 lr=0.000100 epoch_time=149.038 2023-06-22 21:59:01,148 - CLTR - INFO - Training Epoch:[84/1500] loss=10.35593 lr=0.000100 epoch_time=139.960 2023-06-22 22:01:22,397 - CLTR - INFO - Training Epoch:[85/1500] loss=10.39384 lr=0.000100 epoch_time=141.247 2023-06-22 22:03:49,020 - CLTR - INFO - Training Epoch:[86/1500] loss=10.45098 lr=0.000100 epoch_time=146.621 2023-06-22 22:06:16,722 - CLTR - INFO - Training Epoch:[87/1500] loss=10.41351 lr=0.000100 epoch_time=147.701 2023-06-22 22:08:41,963 - CLTR - INFO - Training Epoch:[88/1500] loss=10.36573 lr=0.000100 epoch_time=145.239 2023-06-22 22:11:09,899 - CLTR - INFO - Training Epoch:[89/1500] loss=10.45703 lr=0.000100 epoch_time=147.934 2023-06-22 22:13:30,356 - CLTR - INFO - Training Epoch:[90/1500] loss=10.38444 lr=0.000100 epoch_time=140.456 2023-06-22 22:15:56,969 - CLTR - INFO - Training Epoch:[91/1500] loss=10.37154 lr=0.000100 epoch_time=146.611 2023-06-22 22:18:15,883 - CLTR - INFO - Training Epoch:[92/1500] loss=10.47832 lr=0.000100 epoch_time=138.913 2023-06-22 22:20:46,348 - CLTR - INFO - Training Epoch:[93/1500] loss=10.45945 lr=0.000100 epoch_time=150.463 2023-06-22 22:23:13,395 - CLTR - INFO - Training Epoch:[94/1500] loss=10.43674 lr=0.000100 epoch_time=147.045 2023-06-22 22:25:43,109 - CLTR - INFO - Training Epoch:[95/1500] loss=10.37656 lr=0.000100 epoch_time=149.712 2023-06-22 22:28:08,764 - CLTR - INFO - Training Epoch:[96/1500] loss=10.34224 lr=0.000100 epoch_time=145.653 2023-06-22 22:30:34,184 - CLTR - INFO - Training Epoch:[97/1500] loss=10.67097 lr=0.000100 epoch_time=145.419 2023-06-22 22:32:59,845 - CLTR - INFO - Training Epoch:[98/1500] loss=10.36756 lr=0.000100 epoch_time=145.659 2023-06-22 22:35:23,521 - CLTR - INFO - Training Epoch:[99/1500] loss=10.36108 lr=0.000100 epoch_time=143.674 2023-06-22 22:37:49,818 - CLTR - INFO - Training Epoch:[100/1500] loss=10.39692 lr=0.000100 epoch_time=146.296 2023-06-22 22:37:49,819 - CLTR - INFO - begin test 2023-06-22 22:42:15,285 - CLTR - INFO - Testing Epoch:[100/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-22 22:44:48,259 - CLTR - INFO - Training Epoch:[101/1500] loss=10.40291 lr=0.000100 epoch_time=152.973 2023-06-22 22:47:17,234 - CLTR - INFO - Training Epoch:[102/1500] loss=10.45274 lr=0.000100 epoch_time=148.974 2023-06-22 22:49:47,049 - CLTR - INFO - Training Epoch:[103/1500] loss=10.36965 lr=0.000100 epoch_time=149.813 2023-06-22 22:52:18,785 - CLTR - INFO - Training Epoch:[104/1500] loss=10.46867 lr=0.000100 epoch_time=151.734 2023-06-22 22:54:45,999 - CLTR - INFO - Training Epoch:[105/1500] loss=10.38425 lr=0.000100 epoch_time=147.212 2023-06-22 22:57:03,829 - CLTR - INFO - Training Epoch:[106/1500] loss=10.36860 lr=0.000100 epoch_time=137.828 2023-06-22 22:59:30,920 - CLTR - INFO - Training Epoch:[107/1500] loss=10.37552 lr=0.000100 epoch_time=147.089 2023-06-22 23:02:02,287 - CLTR - INFO - Training Epoch:[108/1500] loss=10.35631 lr=0.000100 epoch_time=151.366 2023-06-22 23:04:32,167 - CLTR - INFO - Training Epoch:[109/1500] loss=10.30182 lr=0.000100 epoch_time=149.878 2023-06-22 23:07:02,277 - CLTR - INFO - Training Epoch:[110/1500] loss=10.27945 lr=0.000100 epoch_time=150.108 2023-06-22 23:09:19,903 - CLTR - INFO - Training Epoch:[111/1500] loss=10.31746 lr=0.000100 epoch_time=137.624 2023-06-22 23:11:50,878 - CLTR - INFO - Training Epoch:[112/1500] loss=10.35407 lr=0.000100 epoch_time=150.973 2023-06-22 23:14:19,663 - CLTR - INFO - Training Epoch:[113/1500] loss=10.27758 lr=0.000100 epoch_time=148.783 2023-06-22 23:16:48,532 - CLTR - INFO - Training Epoch:[114/1500] loss=10.42204 lr=0.000100 epoch_time=148.868 2023-06-22 23:19:23,159 - CLTR - INFO - Training Epoch:[115/1500] loss=10.40005 lr=0.000100 epoch_time=154.625 2023-06-22 23:21:52,682 - CLTR - INFO - Training Epoch:[116/1500] loss=10.40402 lr=0.000100 epoch_time=149.521 2023-06-22 23:24:23,090 - CLTR - INFO - Training Epoch:[117/1500] loss=10.43832 lr=0.000100 epoch_time=150.407 2023-06-22 23:26:54,904 - CLTR - INFO - Training Epoch:[118/1500] loss=10.48095 lr=0.000100 epoch_time=151.811 2023-06-22 23:29:20,034 - CLTR - INFO - Training Epoch:[119/1500] loss=10.28492 lr=0.000100 epoch_time=145.129 2023-06-22 23:31:44,408 - CLTR - INFO - Training Epoch:[120/1500] loss=10.36421 lr=0.000100 epoch_time=144.372 2023-06-22 23:34:09,775 - CLTR - INFO - Training Epoch:[121/1500] loss=10.38027 lr=0.000100 epoch_time=145.365 2023-06-22 23:36:38,329 - CLTR - INFO - Training Epoch:[122/1500] loss=10.26317 lr=0.000100 epoch_time=148.553 2023-06-22 23:39:09,251 - CLTR - INFO - Training Epoch:[123/1500] loss=10.28277 lr=0.000100 epoch_time=150.920 2023-06-22 23:41:32,789 - CLTR - INFO - Training Epoch:[124/1500] loss=10.36083 lr=0.000100 epoch_time=143.537 2023-06-22 23:44:01,301 - CLTR - INFO - Training Epoch:[125/1500] loss=10.39317 lr=0.000100 epoch_time=148.510 2023-06-22 23:46:23,160 - CLTR - INFO - Training Epoch:[126/1500] loss=10.39481 lr=0.000100 epoch_time=141.858 2023-06-22 23:48:52,948 - CLTR - INFO - Training Epoch:[127/1500] loss=11.19246 lr=0.000100 epoch_time=149.786 2023-06-22 23:51:24,108 - CLTR - INFO - Training Epoch:[128/1500] loss=10.48141 lr=0.000100 epoch_time=151.159 2023-06-22 23:53:56,895 - CLTR - INFO - Training Epoch:[129/1500] loss=10.33242 lr=0.000100 epoch_time=152.784 2023-06-22 23:56:25,233 - CLTR - INFO - Training Epoch:[130/1500] loss=10.46260 lr=0.000100 epoch_time=148.337 2023-06-22 23:58:42,642 - CLTR - INFO - Training Epoch:[131/1500] loss=10.21621 lr=0.000100 epoch_time=137.408 2023-06-23 00:01:14,307 - CLTR - INFO - Training Epoch:[132/1500] loss=10.44037 lr=0.000100 epoch_time=151.663 2023-06-23 00:03:37,624 - CLTR - INFO - Training Epoch:[133/1500] loss=10.25553 lr=0.000100 epoch_time=143.316 2023-06-23 00:06:07,685 - CLTR - INFO - Training Epoch:[134/1500] loss=10.40767 lr=0.000100 epoch_time=150.059 2023-06-23 00:08:31,852 - CLTR - INFO - Training Epoch:[135/1500] loss=10.30100 lr=0.000100 epoch_time=144.165 2023-06-23 00:10:56,744 - CLTR - INFO - Training Epoch:[136/1500] loss=10.41198 lr=0.000100 epoch_time=144.891 2023-06-23 00:13:27,076 - CLTR - INFO - Training Epoch:[137/1500] loss=10.33924 lr=0.000100 epoch_time=150.329 2023-06-23 00:15:56,875 - CLTR - INFO - Training Epoch:[138/1500] loss=10.28900 lr=0.000100 epoch_time=149.798 2023-06-23 00:18:27,543 - CLTR - INFO - Training Epoch:[139/1500] loss=10.44650 lr=0.000100 epoch_time=150.666 2023-06-23 00:20:56,595 - CLTR - INFO - Training Epoch:[140/1500] loss=10.30145 lr=0.000100 epoch_time=149.051 2023-06-23 00:23:26,073 - CLTR - INFO - Training Epoch:[141/1500] loss=10.32076 lr=0.000100 epoch_time=149.476 2023-06-23 00:25:58,094 - CLTR - INFO - Training Epoch:[142/1500] loss=10.35594 lr=0.000100 epoch_time=152.019 2023-06-23 00:28:19,735 - CLTR - INFO - Training Epoch:[143/1500] loss=10.30628 lr=0.000100 epoch_time=141.639 2023-06-23 00:30:40,557 - CLTR - INFO - Training Epoch:[144/1500] loss=10.21926 lr=0.000100 epoch_time=140.821 2023-06-23 00:33:07,732 - CLTR - INFO - Training Epoch:[145/1500] loss=10.32469 lr=0.000100 epoch_time=147.173 2023-06-23 00:35:27,431 - CLTR - INFO - Training Epoch:[146/1500] loss=10.47318 lr=0.000100 epoch_time=139.697 2023-06-23 00:37:58,112 - CLTR - INFO - Training Epoch:[147/1500] loss=10.24695 lr=0.000100 epoch_time=150.679 2023-06-23 00:40:27,937 - CLTR - INFO - Training Epoch:[148/1500] loss=10.29349 lr=0.000100 epoch_time=149.824 2023-06-23 00:42:52,550 - CLTR - INFO - Training Epoch:[149/1500] loss=10.35368 lr=0.000100 epoch_time=144.611 2023-06-23 00:45:18,199 - CLTR - INFO - Training Epoch:[150/1500] loss=10.33908 lr=0.000100 epoch_time=145.647 2023-06-23 00:47:48,964 - CLTR - INFO - Training Epoch:[151/1500] loss=10.24406 lr=0.000100 epoch_time=150.763 2023-06-23 00:50:19,865 - CLTR - INFO - Training Epoch:[152/1500] loss=10.36065 lr=0.000100 epoch_time=150.900 2023-06-23 00:52:48,635 - CLTR - INFO - Training Epoch:[153/1500] loss=10.35355 lr=0.000100 epoch_time=148.768 2023-06-23 00:55:15,962 - CLTR - INFO - Training Epoch:[154/1500] loss=10.41209 lr=0.000100 epoch_time=147.324 2023-06-23 00:57:45,295 - CLTR - INFO - Training Epoch:[155/1500] loss=10.19125 lr=0.000100 epoch_time=149.331 2023-06-23 01:00:13,991 - CLTR - INFO - Training Epoch:[156/1500] loss=10.43948 lr=0.000100 epoch_time=148.695 2023-06-23 01:02:38,444 - CLTR - INFO - Training Epoch:[157/1500] loss=10.27377 lr=0.000100 epoch_time=144.451 2023-06-23 01:05:01,768 - CLTR - INFO - Training Epoch:[158/1500] loss=10.39827 lr=0.000100 epoch_time=143.323 2023-06-23 01:07:32,144 - CLTR - INFO - Training Epoch:[159/1500] loss=10.30815 lr=0.000100 epoch_time=150.374 2023-06-23 01:09:55,189 - CLTR - INFO - Training Epoch:[160/1500] loss=10.30296 lr=0.000100 epoch_time=143.044 2023-06-23 01:12:13,055 - CLTR - INFO - Training Epoch:[161/1500] loss=10.38196 lr=0.000100 epoch_time=137.865 2023-06-23 01:14:32,095 - CLTR - INFO - Training Epoch:[162/1500] loss=10.28495 lr=0.000100 epoch_time=139.037 2023-06-23 01:16:55,397 - CLTR - INFO - Training Epoch:[163/1500] loss=10.31547 lr=0.000100 epoch_time=143.300 2023-06-23 01:19:26,041 - CLTR - INFO - Training Epoch:[164/1500] loss=10.28445 lr=0.000100 epoch_time=150.642 2023-06-23 01:21:45,865 - CLTR - INFO - Training Epoch:[165/1500] loss=10.35843 lr=0.000100 epoch_time=139.823 2023-06-23 01:24:13,791 - CLTR - INFO - Training Epoch:[166/1500] loss=10.28125 lr=0.000100 epoch_time=147.924 2023-06-23 01:26:33,683 - CLTR - INFO - Training Epoch:[167/1500] loss=10.26507 lr=0.000100 epoch_time=139.890 2023-06-23 01:29:03,658 - CLTR - INFO - Training Epoch:[168/1500] loss=10.32076 lr=0.000100 epoch_time=149.973 2023-06-23 01:31:21,277 - CLTR - INFO - Training Epoch:[169/1500] loss=10.34481 lr=0.000100 epoch_time=137.618 2023-06-23 01:33:49,518 - CLTR - INFO - Training Epoch:[170/1500] loss=10.37344 lr=0.000100 epoch_time=148.239 2023-06-23 01:36:17,670 - CLTR - INFO - Training Epoch:[171/1500] loss=10.29068 lr=0.000100 epoch_time=148.150 2023-06-23 01:38:49,940 - CLTR - INFO - Training Epoch:[172/1500] loss=10.31843 lr=0.000100 epoch_time=152.268 2023-06-23 01:41:19,144 - CLTR - INFO - Training Epoch:[173/1500] loss=10.25031 lr=0.000100 epoch_time=149.203 2023-06-23 01:43:46,474 - CLTR - INFO - Training Epoch:[174/1500] loss=10.32730 lr=0.000100 epoch_time=147.328 2023-06-23 01:46:10,559 - CLTR - INFO - Training Epoch:[175/1500] loss=10.27998 lr=0.000100 epoch_time=144.084 2023-06-23 01:48:35,992 - CLTR - INFO - Training Epoch:[176/1500] loss=10.40851 lr=0.000100 epoch_time=145.431 2023-06-23 01:50:59,988 - CLTR - INFO - Training Epoch:[177/1500] loss=10.20446 lr=0.000100 epoch_time=143.995 2023-06-23 01:53:26,006 - CLTR - INFO - Training Epoch:[178/1500] loss=10.24947 lr=0.000100 epoch_time=146.016 2023-06-23 01:55:54,881 - CLTR - INFO - Training Epoch:[179/1500] loss=10.25756 lr=0.000100 epoch_time=148.873 2023-06-23 01:58:24,084 - CLTR - INFO - Training Epoch:[180/1500] loss=10.28917 lr=0.000100 epoch_time=149.202 2023-06-23 02:00:53,422 - CLTR - INFO - Training Epoch:[181/1500] loss=10.32555 lr=0.000100 epoch_time=149.336 2023-06-23 02:03:10,353 - CLTR - INFO - Training Epoch:[182/1500] loss=10.28685 lr=0.000100 epoch_time=136.930 2023-06-23 02:05:30,799 - CLTR - INFO - Training Epoch:[183/1500] loss=10.46505 lr=0.000100 epoch_time=140.444 2023-06-23 02:07:55,798 - CLTR - INFO - Training Epoch:[184/1500] loss=10.33897 lr=0.000100 epoch_time=144.997 2023-06-23 02:10:27,848 - CLTR - INFO - Training Epoch:[185/1500] loss=10.40484 lr=0.000100 epoch_time=152.048 2023-06-23 02:12:57,389 - CLTR - INFO - Training Epoch:[186/1500] loss=10.39339 lr=0.000100 epoch_time=149.540 2023-06-23 02:15:25,241 - CLTR - INFO - Training Epoch:[187/1500] loss=10.26597 lr=0.000100 epoch_time=147.850 2023-06-23 02:17:56,477 - CLTR - INFO - Training Epoch:[188/1500] loss=10.33521 lr=0.000100 epoch_time=151.234 2023-06-23 02:20:21,096 - CLTR - INFO - Training Epoch:[189/1500] loss=10.33534 lr=0.000100 epoch_time=144.618 2023-06-23 02:22:45,380 - CLTR - INFO - Training Epoch:[190/1500] loss=10.22390 lr=0.000100 epoch_time=144.282 2023-06-23 02:25:18,111 - CLTR - INFO - Training Epoch:[191/1500] loss=10.29375 lr=0.000100 epoch_time=152.729 2023-06-23 02:27:44,552 - CLTR - INFO - Training Epoch:[192/1500] loss=10.34294 lr=0.000100 epoch_time=146.439 2023-06-23 02:30:07,685 - CLTR - INFO - Training Epoch:[193/1500] loss=10.23822 lr=0.000100 epoch_time=143.131 2023-06-23 02:32:37,039 - CLTR - INFO - Training Epoch:[194/1500] loss=10.33149 lr=0.000100 epoch_time=149.352 2023-06-23 02:34:59,772 - CLTR - INFO - Training Epoch:[195/1500] loss=10.20916 lr=0.000100 epoch_time=142.732 2023-06-23 02:37:30,361 - CLTR - INFO - Training Epoch:[196/1500] loss=10.28675 lr=0.000100 epoch_time=150.588 2023-06-23 02:40:02,191 - CLTR - INFO - Training Epoch:[197/1500] loss=10.45894 lr=0.000100 epoch_time=151.827 2023-06-23 02:42:35,069 - CLTR - INFO - Training Epoch:[198/1500] loss=10.44277 lr=0.000100 epoch_time=152.877 2023-06-23 02:44:57,103 - CLTR - INFO - Training Epoch:[199/1500] loss=10.39303 lr=0.000100 epoch_time=142.032 2023-06-23 02:47:25,404 - CLTR - INFO - Training Epoch:[200/1500] loss=10.38809 lr=0.000100 epoch_time=148.300 2023-06-23 02:47:25,405 - CLTR - INFO - begin test 2023-06-23 02:51:50,351 - CLTR - INFO - Testing Epoch:[200/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-23 02:54:19,672 - CLTR - INFO - Training Epoch:[201/1500] loss=10.30146 lr=0.000100 epoch_time=149.320 2023-06-23 02:56:45,604 - CLTR - INFO - Training Epoch:[202/1500] loss=10.38069 lr=0.000100 epoch_time=145.930 2023-06-23 02:59:16,035 - CLTR - INFO - Training Epoch:[203/1500] loss=10.30944 lr=0.000100 epoch_time=150.430 2023-06-23 03:01:39,416 - CLTR - INFO - Training Epoch:[204/1500] loss=10.37504 lr=0.000100 epoch_time=143.380 2023-06-23 03:04:05,078 - CLTR - INFO - Training Epoch:[205/1500] loss=10.30194 lr=0.000100 epoch_time=145.660 2023-06-23 03:06:33,646 - CLTR - INFO - Training Epoch:[206/1500] loss=10.37184 lr=0.000100 epoch_time=148.566 2023-06-23 03:09:04,419 - CLTR - INFO - Training Epoch:[207/1500] loss=10.43318 lr=0.000100 epoch_time=150.772 2023-06-23 03:11:33,254 - CLTR - INFO - Training Epoch:[208/1500] loss=10.24925 lr=0.000100 epoch_time=148.833 2023-06-23 03:13:59,394 - CLTR - INFO - Training Epoch:[209/1500] loss=10.46754 lr=0.000100 epoch_time=146.138 2023-06-23 03:16:27,693 - CLTR - INFO - Training Epoch:[210/1500] loss=10.20446 lr=0.000100 epoch_time=148.298 2023-06-23 03:18:47,059 - CLTR - INFO - Training Epoch:[211/1500] loss=10.15805 lr=0.000100 epoch_time=139.364 2023-06-23 03:21:16,206 - CLTR - INFO - Training Epoch:[212/1500] loss=10.25639 lr=0.000100 epoch_time=149.146 2023-06-23 03:23:45,073 - CLTR - INFO - Training Epoch:[213/1500] loss=10.21582 lr=0.000100 epoch_time=148.865 2023-06-23 03:26:16,642 - CLTR - INFO - Training Epoch:[214/1500] loss=10.30585 lr=0.000100 epoch_time=151.567 2023-06-23 03:28:46,489 - CLTR - INFO - Training Epoch:[215/1500] loss=10.31756 lr=0.000100 epoch_time=149.846 2023-06-23 03:31:09,767 - CLTR - INFO - Training Epoch:[216/1500] loss=10.43904 lr=0.000100 epoch_time=143.276 2023-06-23 03:33:40,152 - CLTR - INFO - Training Epoch:[217/1500] loss=10.35037 lr=0.000100 epoch_time=150.384 2023-06-23 03:36:07,715 - CLTR - INFO - Training Epoch:[218/1500] loss=10.37903 lr=0.000100 epoch_time=147.561 2023-06-23 03:38:26,177 - CLTR - INFO - Training Epoch:[219/1500] loss=10.29877 lr=0.000100 epoch_time=138.460 2023-06-23 03:40:47,292 - CLTR - INFO - Training Epoch:[220/1500] loss=10.23852 lr=0.000100 epoch_time=141.113 2023-06-23 03:43:10,999 - CLTR - INFO - Training Epoch:[221/1500] loss=10.39047 lr=0.000100 epoch_time=143.706 2023-06-23 03:45:41,539 - CLTR - INFO - Training Epoch:[222/1500] loss=10.22885 lr=0.000100 epoch_time=150.538 2023-06-23 03:48:02,602 - CLTR - INFO - Training Epoch:[223/1500] loss=10.27623 lr=0.000100 epoch_time=141.061 2023-06-23 03:50:29,423 - CLTR - INFO - Training Epoch:[224/1500] loss=10.27681 lr=0.000100 epoch_time=146.820 2023-06-23 03:52:58,365 - CLTR - INFO - Training Epoch:[225/1500] loss=10.30461 lr=0.000100 epoch_time=148.940 2023-06-23 03:55:22,341 - CLTR - INFO - Training Epoch:[226/1500] loss=10.31450 lr=0.000100 epoch_time=143.974 2023-06-23 03:57:47,692 - CLTR - INFO - Training Epoch:[227/1500] loss=10.30558 lr=0.000100 epoch_time=145.350 2023-06-23 04:00:11,067 - CLTR - INFO - Training Epoch:[228/1500] loss=10.35724 lr=0.000100 epoch_time=143.373 2023-06-23 04:02:32,197 - CLTR - INFO - Training Epoch:[229/1500] loss=10.30447 lr=0.000100 epoch_time=141.128 2023-06-23 04:05:01,005 - CLTR - INFO - Training Epoch:[230/1500] loss=10.28958 lr=0.000100 epoch_time=148.806 2023-06-23 04:07:25,598 - CLTR - INFO - Training Epoch:[231/1500] loss=10.37585 lr=0.000100 epoch_time=144.592 2023-06-23 04:09:55,157 - CLTR - INFO - Training Epoch:[232/1500] loss=10.17275 lr=0.000100 epoch_time=149.556 2023-06-23 04:12:22,651 - CLTR - INFO - Training Epoch:[233/1500] loss=10.16768 lr=0.000100 epoch_time=147.492 2023-06-23 04:14:47,351 - CLTR - INFO - Training Epoch:[234/1500] loss=10.39389 lr=0.000100 epoch_time=144.698 2023-06-23 04:17:12,295 - CLTR - INFO - Training Epoch:[235/1500] loss=10.34837 lr=0.000100 epoch_time=144.943 2023-06-23 04:19:33,034 - CLTR - INFO - Training Epoch:[236/1500] loss=10.32002 lr=0.000100 epoch_time=140.737 2023-06-23 04:22:04,141 - CLTR - INFO - Training Epoch:[237/1500] loss=10.38481 lr=0.000100 epoch_time=151.105 2023-06-23 04:24:22,596 - CLTR - INFO - Training Epoch:[238/1500] loss=10.32360 lr=0.000100 epoch_time=138.454 2023-06-23 04:26:53,770 - CLTR - INFO - Training Epoch:[239/1500] loss=10.24544 lr=0.000100 epoch_time=151.172 2023-06-23 04:29:18,133 - CLTR - INFO - Training Epoch:[240/1500] loss=10.31307 lr=0.000100 epoch_time=144.361 2023-06-23 04:31:49,586 - CLTR - INFO - Training Epoch:[241/1500] loss=10.30589 lr=0.000100 epoch_time=151.452 2023-06-23 04:34:14,296 - CLTR - INFO - Training Epoch:[242/1500] loss=10.39068 lr=0.000100 epoch_time=144.708 2023-06-23 04:36:44,103 - CLTR - INFO - Training Epoch:[243/1500] loss=10.35791 lr=0.000100 epoch_time=149.805 2023-06-23 04:39:16,305 - CLTR - INFO - Training Epoch:[244/1500] loss=10.34158 lr=0.000100 epoch_time=152.200 2023-06-23 04:41:49,021 - CLTR - INFO - Training Epoch:[245/1500] loss=10.22852 lr=0.000100 epoch_time=152.714 2023-06-23 04:44:17,624 - CLTR - INFO - Training Epoch:[246/1500] loss=10.37353 lr=0.000100 epoch_time=148.602 2023-06-23 04:46:48,350 - CLTR - INFO - Training Epoch:[247/1500] loss=10.36149 lr=0.000100 epoch_time=150.725 2023-06-23 04:49:13,679 - CLTR - INFO - Training Epoch:[248/1500] loss=10.35076 lr=0.000100 epoch_time=145.327 2023-06-23 04:51:33,490 - CLTR - INFO - Training Epoch:[249/1500] loss=10.36932 lr=0.000100 epoch_time=139.809 2023-06-23 04:54:02,035 - CLTR - INFO - Training Epoch:[250/1500] loss=10.18511 lr=0.000100 epoch_time=148.543 2023-06-23 04:56:22,699 - CLTR - INFO - Training Epoch:[251/1500] loss=10.24707 lr=0.000100 epoch_time=140.663 2023-06-23 04:58:41,214 - CLTR - INFO - Training Epoch:[252/1500] loss=10.29819 lr=0.000100 epoch_time=138.514 2023-06-23 05:01:12,524 - CLTR - INFO - Training Epoch:[253/1500] loss=10.34115 lr=0.000100 epoch_time=151.307 2023-06-23 05:03:30,348 - CLTR - INFO - Training Epoch:[254/1500] loss=10.37990 lr=0.000100 epoch_time=137.823 2023-06-23 05:06:00,846 - CLTR - INFO - Training Epoch:[255/1500] loss=10.36030 lr=0.000100 epoch_time=150.496 2023-06-23 05:08:19,940 - CLTR - INFO - Training Epoch:[256/1500] loss=10.37711 lr=0.000100 epoch_time=139.093 2023-06-23 05:10:51,476 - CLTR - INFO - Training Epoch:[257/1500] loss=10.31723 lr=0.000100 epoch_time=151.534 2023-06-23 05:13:22,092 - CLTR - INFO - Training Epoch:[258/1500] loss=10.32665 lr=0.000100 epoch_time=150.614 2023-06-23 05:15:52,191 - CLTR - INFO - Training Epoch:[259/1500] loss=10.24607 lr=0.000100 epoch_time=150.097 2023-06-23 05:18:19,326 - CLTR - INFO - Training Epoch:[260/1500] loss=10.25300 lr=0.000100 epoch_time=147.134 2023-06-23 05:20:47,724 - CLTR - INFO - Training Epoch:[261/1500] loss=10.31733 lr=0.000100 epoch_time=148.396 2023-06-23 05:23:11,793 - CLTR - INFO - Training Epoch:[262/1500] loss=10.22895 lr=0.000100 epoch_time=144.067 2023-06-23 05:25:41,367 - CLTR - INFO - Training Epoch:[263/1500] loss=10.29483 lr=0.000100 epoch_time=149.572 2023-06-23 05:28:06,100 - CLTR - INFO - Training Epoch:[264/1500] loss=10.34794 lr=0.000100 epoch_time=144.732 2023-06-23 05:30:34,885 - CLTR - INFO - Training Epoch:[265/1500] loss=10.19398 lr=0.000100 epoch_time=148.783 2023-06-23 05:33:05,598 - CLTR - INFO - Training Epoch:[266/1500] loss=10.37040 lr=0.000100 epoch_time=150.711 2023-06-23 05:35:26,918 - CLTR - INFO - Training Epoch:[267/1500] loss=10.34868 lr=0.000100 epoch_time=141.318 2023-06-23 05:37:53,097 - CLTR - INFO - Training Epoch:[268/1500] loss=10.31414 lr=0.000100 epoch_time=146.178 2023-06-23 05:40:23,188 - CLTR - INFO - Training Epoch:[269/1500] loss=10.36279 lr=0.000100 epoch_time=150.089 2023-06-23 05:42:47,673 - CLTR - INFO - Training Epoch:[270/1500] loss=10.26925 lr=0.000100 epoch_time=144.483 2023-06-23 05:45:13,580 - CLTR - INFO - Training Epoch:[271/1500] loss=10.38907 lr=0.000100 epoch_time=145.906 2023-06-23 05:47:43,795 - CLTR - INFO - Training Epoch:[272/1500] loss=10.29507 lr=0.000100 epoch_time=150.214 2023-06-23 05:50:14,070 - CLTR - INFO - Training Epoch:[273/1500] loss=10.26981 lr=0.000100 epoch_time=150.273 2023-06-23 05:52:33,191 - CLTR - INFO - Training Epoch:[274/1500] loss=10.26626 lr=0.000100 epoch_time=139.119 2023-06-23 05:54:49,850 - CLTR - INFO - Training Epoch:[275/1500] loss=10.31050 lr=0.000100 epoch_time=136.657 2023-06-23 05:57:19,834 - CLTR - INFO - Training Epoch:[276/1500] loss=10.39946 lr=0.000100 epoch_time=149.982 2023-06-23 05:59:49,590 - CLTR - INFO - Training Epoch:[277/1500] loss=10.30590 lr=0.000100 epoch_time=149.754 2023-06-23 06:02:21,077 - CLTR - INFO - Training Epoch:[278/1500] loss=10.31782 lr=0.000100 epoch_time=151.485 2023-06-23 06:04:50,917 - CLTR - INFO - Training Epoch:[279/1500] loss=10.39487 lr=0.000100 epoch_time=149.838 2023-06-23 06:07:21,263 - CLTR - INFO - Training Epoch:[280/1500] loss=10.30029 lr=0.000100 epoch_time=150.345 2023-06-23 06:09:45,750 - CLTR - INFO - Training Epoch:[281/1500] loss=10.30366 lr=0.000100 epoch_time=144.485 2023-06-23 06:12:09,486 - CLTR - INFO - Training Epoch:[282/1500] loss=10.26226 lr=0.000100 epoch_time=143.734 2023-06-23 06:14:26,167 - CLTR - INFO - Training Epoch:[283/1500] loss=10.21888 lr=0.000100 epoch_time=136.679 2023-06-23 06:16:52,385 - CLTR - INFO - Training Epoch:[284/1500] loss=10.26807 lr=0.000100 epoch_time=146.217 2023-06-23 06:19:19,645 - CLTR - INFO - Training Epoch:[285/1500] loss=10.32985 lr=0.000100 epoch_time=147.258 2023-06-23 06:21:50,036 - CLTR - INFO - Training Epoch:[286/1500] loss=10.34783 lr=0.000100 epoch_time=150.390 2023-06-23 06:24:12,905 - CLTR - INFO - Training Epoch:[287/1500] loss=10.32954 lr=0.000100 epoch_time=142.867 2023-06-23 06:26:44,049 - CLTR - INFO - Training Epoch:[288/1500] loss=10.35573 lr=0.000100 epoch_time=151.143 2023-06-23 06:29:06,163 - CLTR - INFO - Training Epoch:[289/1500] loss=10.36974 lr=0.000100 epoch_time=142.112 2023-06-23 06:31:30,485 - CLTR - INFO - Training Epoch:[290/1500] loss=10.12942 lr=0.000100 epoch_time=144.320 2023-06-23 06:34:03,479 - CLTR - INFO - Training Epoch:[291/1500] loss=10.25904 lr=0.000100 epoch_time=152.992 2023-06-23 06:36:25,134 - CLTR - INFO - Training Epoch:[292/1500] loss=10.32754 lr=0.000100 epoch_time=141.654 2023-06-23 06:38:59,471 - CLTR - INFO - Training Epoch:[293/1500] loss=10.37822 lr=0.000100 epoch_time=154.335 2023-06-23 06:41:28,122 - CLTR - INFO - Training Epoch:[294/1500] loss=10.35034 lr=0.000100 epoch_time=148.650 2023-06-23 06:43:57,077 - CLTR - INFO - Training Epoch:[295/1500] loss=10.26894 lr=0.000100 epoch_time=148.954 2023-06-23 06:46:16,953 - CLTR - INFO - Training Epoch:[296/1500] loss=10.25826 lr=0.000100 epoch_time=139.874 2023-06-23 06:48:40,846 - CLTR - INFO - Training Epoch:[297/1500] loss=10.25711 lr=0.000100 epoch_time=143.891 2023-06-23 06:51:09,280 - CLTR - INFO - Training Epoch:[298/1500] loss=10.35797 lr=0.000100 epoch_time=148.433 2023-06-23 06:53:40,247 - CLTR - INFO - Training Epoch:[299/1500] loss=10.25506 lr=0.000100 epoch_time=150.966 2023-06-23 06:56:08,561 - CLTR - INFO - Training Epoch:[300/1500] loss=10.30725 lr=0.000100 epoch_time=148.312 2023-06-23 06:56:08,562 - CLTR - INFO - begin test 2023-06-23 07:00:35,580 - CLTR - INFO - Testing Epoch:[300/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-23 07:03:04,738 - CLTR - INFO - Training Epoch:[301/1500] loss=10.31058 lr=0.000100 epoch_time=149.157 2023-06-23 07:05:35,363 - CLTR - INFO - Training Epoch:[302/1500] loss=10.32369 lr=0.000100 epoch_time=150.623 2023-06-23 07:08:05,149 - CLTR - INFO - Training Epoch:[303/1500] loss=10.23009 lr=0.000100 epoch_time=149.785 2023-06-23 07:10:34,502 - CLTR - INFO - Training Epoch:[304/1500] loss=10.31277 lr=0.000100 epoch_time=149.351 2023-06-23 07:12:54,778 - CLTR - INFO - Training Epoch:[305/1500] loss=10.31834 lr=0.000100 epoch_time=140.275 2023-06-23 07:15:24,365 - CLTR - INFO - Training Epoch:[306/1500] loss=10.25398 lr=0.000100 epoch_time=149.585 2023-06-23 07:17:54,177 - CLTR - INFO - Training Epoch:[307/1500] loss=10.32803 lr=0.000100 epoch_time=149.810 2023-06-23 07:20:15,105 - CLTR - INFO - Training Epoch:[308/1500] loss=10.32276 lr=0.000100 epoch_time=140.926 2023-06-23 07:22:46,492 - CLTR - INFO - Training Epoch:[309/1500] loss=10.23849 lr=0.000100 epoch_time=151.385 2023-06-23 07:25:17,514 - CLTR - INFO - Training Epoch:[310/1500] loss=10.42318 lr=0.000100 epoch_time=151.021 2023-06-23 07:27:48,194 - CLTR - INFO - Training Epoch:[311/1500] loss=10.28809 lr=0.000100 epoch_time=150.678 2023-06-23 07:30:18,019 - CLTR - INFO - Training Epoch:[312/1500] loss=10.29545 lr=0.000100 epoch_time=149.823 2023-06-23 07:32:47,674 - CLTR - INFO - Training Epoch:[313/1500] loss=10.28563 lr=0.000100 epoch_time=149.653 2023-06-23 07:35:10,777 - CLTR - INFO - Training Epoch:[314/1500] loss=10.29690 lr=0.000100 epoch_time=143.101 2023-06-23 07:37:40,372 - CLTR - INFO - Training Epoch:[315/1500] loss=10.39838 lr=0.000100 epoch_time=149.593 2023-06-23 07:40:10,230 - CLTR - INFO - Training Epoch:[316/1500] loss=10.27655 lr=0.000100 epoch_time=149.856 2023-06-23 07:42:38,571 - CLTR - INFO - Training Epoch:[317/1500] loss=10.28683 lr=0.000100 epoch_time=148.339 2023-06-23 07:44:57,240 - CLTR - INFO - Training Epoch:[318/1500] loss=10.31066 lr=0.000100 epoch_time=138.667 2023-06-23 07:47:29,795 - CLTR - INFO - Training Epoch:[319/1500] loss=10.34574 lr=0.000100 epoch_time=152.553 2023-06-23 07:50:02,062 - CLTR - INFO - Training Epoch:[320/1500] loss=10.33276 lr=0.000100 epoch_time=152.266 2023-06-23 07:52:29,910 - CLTR - INFO - Training Epoch:[321/1500] loss=10.19811 lr=0.000100 epoch_time=147.847 2023-06-23 07:54:56,081 - CLTR - INFO - Training Epoch:[322/1500] loss=10.23889 lr=0.000100 epoch_time=146.168 2023-06-23 07:57:25,468 - CLTR - INFO - Training Epoch:[323/1500] loss=10.26196 lr=0.000100 epoch_time=149.386 2023-06-23 07:59:55,808 - CLTR - INFO - Training Epoch:[324/1500] loss=10.19681 lr=0.000100 epoch_time=150.338 2023-06-23 08:02:20,477 - CLTR - INFO - Training Epoch:[325/1500] loss=10.35216 lr=0.000100 epoch_time=144.668 2023-06-23 08:04:52,041 - CLTR - INFO - Training Epoch:[326/1500] loss=10.27845 lr=0.000100 epoch_time=151.562 2023-06-23 08:07:17,010 - CLTR - INFO - Training Epoch:[327/1500] loss=10.26548 lr=0.000100 epoch_time=144.967 2023-06-23 08:09:49,485 - CLTR - INFO - Training Epoch:[328/1500] loss=10.30170 lr=0.000100 epoch_time=152.473 2023-06-23 08:12:21,887 - CLTR - INFO - Training Epoch:[329/1500] loss=10.28113 lr=0.000100 epoch_time=152.400 2023-06-23 08:14:50,071 - CLTR - INFO - Training Epoch:[330/1500] loss=10.41440 lr=0.000100 epoch_time=148.183 2023-06-23 08:17:20,982 - CLTR - INFO - Training Epoch:[331/1500] loss=10.17732 lr=0.000100 epoch_time=150.909 2023-06-23 08:19:48,792 - CLTR - INFO - Training Epoch:[332/1500] loss=10.35087 lr=0.000100 epoch_time=147.808 2023-06-23 08:22:13,512 - CLTR - INFO - Training Epoch:[333/1500] loss=10.26642 lr=0.000100 epoch_time=144.718 2023-06-23 08:24:42,683 - CLTR - INFO - Training Epoch:[334/1500] loss=10.32388 lr=0.000100 epoch_time=149.170 2023-06-23 08:27:12,910 - CLTR - INFO - Training Epoch:[335/1500] loss=10.41960 lr=0.000100 epoch_time=150.225 2023-06-23 08:29:35,975 - CLTR - INFO - Training Epoch:[336/1500] loss=10.26770 lr=0.000100 epoch_time=143.063 2023-06-23 08:32:06,397 - CLTR - INFO - Training Epoch:[337/1500] loss=10.27594 lr=0.000100 epoch_time=150.420 2023-06-23 08:34:35,865 - CLTR - INFO - Training Epoch:[338/1500] loss=10.31492 lr=0.000100 epoch_time=149.467 2023-06-23 08:36:59,176 - CLTR - INFO - Training Epoch:[339/1500] loss=10.41886 lr=0.000100 epoch_time=143.309 2023-06-23 08:39:28,139 - CLTR - INFO - Training Epoch:[340/1500] loss=10.23882 lr=0.000100 epoch_time=148.962 2023-06-23 08:41:56,103 - CLTR - INFO - Training Epoch:[341/1500] loss=10.29899 lr=0.000100 epoch_time=147.962 2023-06-23 08:44:26,585 - CLTR - INFO - Training Epoch:[342/1500] loss=10.43138 lr=0.000100 epoch_time=150.481 2023-06-23 08:46:58,380 - CLTR - INFO - Training Epoch:[343/1500] loss=10.35406 lr=0.000100 epoch_time=151.793 2023-06-23 08:49:29,292 - CLTR - INFO - Training Epoch:[344/1500] loss=10.29227 lr=0.000100 epoch_time=150.910 2023-06-23 08:51:59,495 - CLTR - INFO - Training Epoch:[345/1500] loss=10.33917 lr=0.000100 epoch_time=150.202 2023-06-23 08:54:26,924 - CLTR - INFO - Training Epoch:[346/1500] loss=10.30820 lr=0.000100 epoch_time=147.427 2023-06-23 08:56:52,451 - CLTR - INFO - Training Epoch:[347/1500] loss=10.35610 lr=0.000100 epoch_time=145.526 2023-06-23 08:59:22,379 - CLTR - INFO - Training Epoch:[348/1500] loss=10.35393 lr=0.000100 epoch_time=149.926 2023-06-23 09:01:48,369 - CLTR - INFO - Training Epoch:[349/1500] loss=10.26959 lr=0.000100 epoch_time=145.988 2023-06-23 09:04:20,886 - CLTR - INFO - Training Epoch:[350/1500] loss=10.28854 lr=0.000100 epoch_time=152.516 2023-06-23 09:06:43,194 - CLTR - INFO - Training Epoch:[351/1500] loss=10.35103 lr=0.000100 epoch_time=142.306 2023-06-23 09:09:14,670 - CLTR - INFO - Training Epoch:[352/1500] loss=10.35620 lr=0.000100 epoch_time=151.475 2023-06-23 09:11:49,085 - CLTR - INFO - Training Epoch:[353/1500] loss=10.34129 lr=0.000100 epoch_time=154.413 2023-06-23 09:14:19,388 - CLTR - INFO - Training Epoch:[354/1500] loss=10.27676 lr=0.000100 epoch_time=150.301 2023-06-23 09:16:51,175 - CLTR - INFO - Training Epoch:[355/1500] loss=10.30388 lr=0.000100 epoch_time=151.786 2023-06-23 09:19:22,567 - CLTR - INFO - Training Epoch:[356/1500] loss=10.39547 lr=0.000100 epoch_time=151.391 2023-06-23 09:21:52,590 - CLTR - INFO - Training Epoch:[357/1500] loss=10.43099 lr=0.000100 epoch_time=150.021 2023-06-23 09:24:23,477 - CLTR - INFO - Training Epoch:[358/1500] loss=10.25342 lr=0.000100 epoch_time=150.885 2023-06-23 09:26:52,875 - CLTR - INFO - Training Epoch:[359/1500] loss=10.38295 lr=0.000100 epoch_time=149.396 2023-06-23 09:29:21,730 - CLTR - INFO - Training Epoch:[360/1500] loss=10.12507 lr=0.000100 epoch_time=148.853 2023-06-23 09:31:51,672 - CLTR - INFO - Training Epoch:[361/1500] loss=10.37012 lr=0.000100 epoch_time=149.941 2023-06-23 09:34:17,944 - CLTR - INFO - Training Epoch:[362/1500] loss=10.29734 lr=0.000100 epoch_time=146.270 2023-06-23 09:36:39,713 - CLTR - INFO - Training Epoch:[363/1500] loss=10.42575 lr=0.000100 epoch_time=141.767 2023-06-23 09:39:07,960 - CLTR - INFO - Training Epoch:[364/1500] loss=10.30637 lr=0.000100 epoch_time=148.246 2023-06-23 09:41:38,737 - CLTR - INFO - Training Epoch:[365/1500] loss=10.25476 lr=0.000100 epoch_time=150.775 2023-06-23 09:44:11,148 - CLTR - INFO - Training Epoch:[366/1500] loss=10.27910 lr=0.000100 epoch_time=152.409 2023-06-23 09:46:43,236 - CLTR - INFO - Training Epoch:[367/1500] loss=10.31521 lr=0.000100 epoch_time=152.087 2023-06-23 09:49:14,801 - CLTR - INFO - Training Epoch:[368/1500] loss=10.27284 lr=0.000100 epoch_time=151.564 2023-06-23 09:51:45,303 - CLTR - INFO - Training Epoch:[369/1500] loss=10.16469 lr=0.000100 epoch_time=150.500 2023-06-23 09:54:15,833 - CLTR - INFO - Training Epoch:[370/1500] loss=10.39662 lr=0.000100 epoch_time=150.528 2023-06-23 09:56:38,366 - CLTR - INFO - Training Epoch:[371/1500] loss=10.29450 lr=0.000100 epoch_time=142.532 2023-06-23 09:59:10,224 - CLTR - INFO - Training Epoch:[372/1500] loss=10.42306 lr=0.000100 epoch_time=151.856 2023-06-23 10:01:39,933 - CLTR - INFO - Training Epoch:[373/1500] loss=10.31214 lr=0.000100 epoch_time=149.708 2023-06-23 10:04:11,646 - CLTR - INFO - Training Epoch:[374/1500] loss=10.26377 lr=0.000100 epoch_time=151.711 2023-06-23 10:06:43,718 - CLTR - INFO - Training Epoch:[375/1500] loss=10.23118 lr=0.000100 epoch_time=152.070 2023-06-23 10:09:15,478 - CLTR - INFO - Training Epoch:[376/1500] loss=10.31232 lr=0.000100 epoch_time=151.759 2023-06-23 10:11:42,620 - CLTR - INFO - Training Epoch:[377/1500] loss=10.32899 lr=0.000100 epoch_time=147.140 2023-06-23 10:14:15,163 - CLTR - INFO - Training Epoch:[378/1500] loss=10.32472 lr=0.000100 epoch_time=152.541 2023-06-23 10:16:45,865 - CLTR - INFO - Training Epoch:[379/1500] loss=10.22723 lr=0.000100 epoch_time=150.701 2023-06-23 10:19:15,749 - CLTR - INFO - Training Epoch:[380/1500] loss=10.21689 lr=0.000100 epoch_time=149.882 2023-06-23 10:21:42,219 - CLTR - INFO - Training Epoch:[381/1500] loss=10.45729 lr=0.000100 epoch_time=146.469 2023-06-23 10:24:11,338 - CLTR - INFO - Training Epoch:[382/1500] loss=10.35226 lr=0.000100 epoch_time=149.117 2023-06-23 10:26:45,013 - CLTR - INFO - Training Epoch:[383/1500] loss=10.34723 lr=0.000100 epoch_time=153.674 2023-06-23 10:29:15,555 - CLTR - INFO - Training Epoch:[384/1500] loss=10.28112 lr=0.000100 epoch_time=150.540 2023-06-23 10:31:46,865 - CLTR - INFO - Training Epoch:[385/1500] loss=10.29860 lr=0.000100 epoch_time=151.309 2023-06-23 10:34:10,723 - CLTR - INFO - Training Epoch:[386/1500] loss=10.33581 lr=0.000100 epoch_time=143.856 2023-06-23 10:36:41,737 - CLTR - INFO - Training Epoch:[387/1500] loss=10.19491 lr=0.000100 epoch_time=151.013 2023-06-23 10:39:05,928 - CLTR - INFO - Training Epoch:[388/1500] loss=10.27965 lr=0.000100 epoch_time=144.190 2023-06-23 10:41:24,531 - CLTR - INFO - Training Epoch:[389/1500] loss=10.22320 lr=0.000100 epoch_time=138.602 2023-06-23 10:43:53,862 - CLTR - INFO - Training Epoch:[390/1500] loss=10.27259 lr=0.000100 epoch_time=149.328 2023-06-23 10:46:27,073 - CLTR - INFO - Training Epoch:[391/1500] loss=10.23925 lr=0.000100 epoch_time=153.209 2023-06-23 10:48:58,842 - CLTR - INFO - Training Epoch:[392/1500] loss=10.47392 lr=0.000100 epoch_time=151.767 2023-06-23 10:51:30,046 - CLTR - INFO - Training Epoch:[393/1500] loss=10.32770 lr=0.000100 epoch_time=151.202 2023-06-23 10:53:49,547 - CLTR - INFO - Training Epoch:[394/1500] loss=10.24254 lr=0.000100 epoch_time=139.500 2023-06-23 10:56:20,598 - CLTR - INFO - Training Epoch:[395/1500] loss=10.32156 lr=0.000100 epoch_time=151.050 2023-06-23 10:58:44,473 - CLTR - INFO - Training Epoch:[396/1500] loss=10.22499 lr=0.000100 epoch_time=143.873 2023-06-23 11:01:09,064 - CLTR - INFO - Training Epoch:[397/1500] loss=10.26545 lr=0.000100 epoch_time=144.590 2023-06-23 11:03:33,934 - CLTR - INFO - Training Epoch:[398/1500] loss=10.32071 lr=0.000100 epoch_time=144.868 2023-06-23 11:06:05,440 - CLTR - INFO - Training Epoch:[399/1500] loss=10.24467 lr=0.000100 epoch_time=151.505 2023-06-23 11:08:36,035 - CLTR - INFO - Training Epoch:[400/1500] loss=10.19828 lr=0.000100 epoch_time=150.593 2023-06-23 11:08:36,036 - CLTR - INFO - begin test 2023-06-23 11:13:09,300 - CLTR - INFO - Testing Epoch:[400/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-23 11:15:34,069 - CLTR - INFO - Training Epoch:[401/1500] loss=10.30024 lr=0.000100 epoch_time=144.768 2023-06-23 11:17:57,902 - CLTR - INFO - Training Epoch:[402/1500] loss=10.24795 lr=0.000100 epoch_time=143.831 2023-06-23 11:20:16,071 - CLTR - INFO - Training Epoch:[403/1500] loss=10.31338 lr=0.000100 epoch_time=138.168 2023-06-23 11:22:47,399 - CLTR - INFO - Training Epoch:[404/1500] loss=10.29388 lr=0.000100 epoch_time=151.326 2023-06-23 11:25:17,878 - CLTR - INFO - Training Epoch:[405/1500] loss=10.36797 lr=0.000100 epoch_time=150.477 2023-06-23 11:27:39,199 - CLTR - INFO - Training Epoch:[406/1500] loss=10.31904 lr=0.000100 epoch_time=141.319 2023-06-23 11:29:58,769 - CLTR - INFO - Training Epoch:[407/1500] loss=10.27304 lr=0.000100 epoch_time=139.568 2023-06-23 11:32:21,613 - CLTR - INFO - Training Epoch:[408/1500] loss=10.24093 lr=0.000100 epoch_time=142.843 2023-06-23 11:34:50,733 - CLTR - INFO - Training Epoch:[409/1500] loss=10.26420 lr=0.000100 epoch_time=149.119 2023-06-23 11:37:23,098 - CLTR - INFO - Training Epoch:[410/1500] loss=10.29081 lr=0.000100 epoch_time=152.363 2023-06-23 11:39:54,963 - CLTR - INFO - Training Epoch:[411/1500] loss=10.25467 lr=0.000100 epoch_time=151.864 2023-06-23 11:42:26,120 - CLTR - INFO - Training Epoch:[412/1500] loss=10.20864 lr=0.000100 epoch_time=151.155 2023-06-23 11:44:57,489 - CLTR - INFO - Training Epoch:[413/1500] loss=10.19729 lr=0.000100 epoch_time=151.368 2023-06-23 11:47:15,440 - CLTR - INFO - Training Epoch:[414/1500] loss=10.31328 lr=0.000100 epoch_time=137.949 2023-06-23 11:49:46,033 - CLTR - INFO - Training Epoch:[415/1500] loss=10.27985 lr=0.000100 epoch_time=150.591 2023-06-23 11:52:12,054 - CLTR - INFO - Training Epoch:[416/1500] loss=10.28808 lr=0.000100 epoch_time=146.019 2023-06-23 11:54:36,987 - CLTR - INFO - Training Epoch:[417/1500] loss=10.20505 lr=0.000100 epoch_time=144.932 2023-06-23 11:57:07,742 - CLTR - INFO - Training Epoch:[418/1500] loss=10.28345 lr=0.000100 epoch_time=150.753 2023-06-23 11:59:26,209 - CLTR - INFO - Training Epoch:[419/1500] loss=10.23931 lr=0.000100 epoch_time=138.466 2023-06-23 12:01:57,551 - CLTR - INFO - Training Epoch:[420/1500] loss=10.25233 lr=0.000100 epoch_time=151.340 2023-06-23 12:04:28,643 - CLTR - INFO - Training Epoch:[421/1500] loss=10.37551 lr=0.000100 epoch_time=151.091 2023-06-23 12:06:57,420 - CLTR - INFO - Training Epoch:[422/1500] loss=10.30416 lr=0.000100 epoch_time=148.776 2023-06-23 12:09:29,341 - CLTR - INFO - Training Epoch:[423/1500] loss=10.25466 lr=0.000100 epoch_time=151.919 2023-06-23 12:11:49,142 - CLTR - INFO - Training Epoch:[424/1500] loss=10.23871 lr=0.000100 epoch_time=139.799 2023-06-23 12:14:22,146 - CLTR - INFO - Training Epoch:[425/1500] loss=10.37301 lr=0.000100 epoch_time=153.002 2023-06-23 12:16:52,036 - CLTR - INFO - Training Epoch:[426/1500] loss=10.28720 lr=0.000100 epoch_time=149.889 2023-06-23 12:19:17,100 - CLTR - INFO - Training Epoch:[427/1500] loss=10.32262 lr=0.000100 epoch_time=145.062 2023-06-23 12:21:47,614 - CLTR - INFO - Training Epoch:[428/1500] loss=10.25839 lr=0.000100 epoch_time=150.513 2023-06-23 12:24:18,256 - CLTR - INFO - Training Epoch:[429/1500] loss=10.31335 lr=0.000100 epoch_time=150.640 2023-06-23 12:26:43,414 - CLTR - INFO - Training Epoch:[430/1500] loss=10.31269 lr=0.000100 epoch_time=145.156 2023-06-23 12:29:09,389 - CLTR - INFO - Training Epoch:[431/1500] loss=10.30430 lr=0.000100 epoch_time=145.973 2023-06-23 12:31:40,116 - CLTR - INFO - Training Epoch:[432/1500] loss=10.41559 lr=0.000100 epoch_time=150.725 2023-06-23 12:34:06,444 - CLTR - INFO - Training Epoch:[433/1500] loss=10.25706 lr=0.000100 epoch_time=146.327 2023-06-23 12:36:35,609 - CLTR - INFO - Training Epoch:[434/1500] loss=10.33856 lr=0.000100 epoch_time=149.163 2023-06-23 12:39:00,114 - CLTR - INFO - Training Epoch:[435/1500] loss=10.41421 lr=0.000100 epoch_time=144.503 2023-06-23 12:41:30,384 - CLTR - INFO - Training Epoch:[436/1500] loss=10.29102 lr=0.000100 epoch_time=150.268 2023-06-23 12:43:50,087 - CLTR - INFO - Training Epoch:[437/1500] loss=10.41101 lr=0.000100 epoch_time=139.701 2023-06-23 12:46:09,618 - CLTR - INFO - Training Epoch:[438/1500] loss=10.38860 lr=0.000100 epoch_time=139.530 2023-06-23 12:48:38,483 - CLTR - INFO - Training Epoch:[439/1500] loss=10.30683 lr=0.000100 epoch_time=148.863 2023-06-23 12:51:05,737 - CLTR - INFO - Training Epoch:[440/1500] loss=10.31147 lr=0.000100 epoch_time=147.253 2023-06-23 12:53:39,638 - CLTR - INFO - Training Epoch:[441/1500] loss=10.32043 lr=0.000100 epoch_time=153.898 2023-06-23 12:56:11,166 - CLTR - INFO - Training Epoch:[442/1500] loss=10.37149 lr=0.000100 epoch_time=151.527 2023-06-23 12:58:44,328 - CLTR - INFO - Training Epoch:[443/1500] loss=10.33796 lr=0.000100 epoch_time=153.160 2023-06-23 13:01:14,827 - CLTR - INFO - Training Epoch:[444/1500] loss=10.22517 lr=0.000100 epoch_time=150.497 2023-06-23 13:03:36,768 - CLTR - INFO - Training Epoch:[445/1500] loss=10.31143 lr=0.000100 epoch_time=141.939 2023-06-23 13:05:57,763 - CLTR - INFO - Training Epoch:[446/1500] loss=10.36921 lr=0.000100 epoch_time=140.993 2023-06-23 13:08:23,945 - CLTR - INFO - Training Epoch:[447/1500] loss=10.27641 lr=0.000100 epoch_time=146.180 2023-06-23 13:10:57,482 - CLTR - INFO - Training Epoch:[448/1500] loss=10.30527 lr=0.000100 epoch_time=153.535 2023-06-23 13:13:28,765 - CLTR - INFO - Training Epoch:[449/1500] loss=10.30233 lr=0.000100 epoch_time=151.282 2023-06-23 13:15:56,515 - CLTR - INFO - Training Epoch:[450/1500] loss=10.35561 lr=0.000100 epoch_time=147.749 2023-06-23 13:18:24,628 - CLTR - INFO - Training Epoch:[451/1500] loss=10.27464 lr=0.000100 epoch_time=148.111 2023-06-23 13:20:54,887 - CLTR - INFO - Training Epoch:[452/1500] loss=10.24171 lr=0.000100 epoch_time=150.257 2023-06-23 13:23:23,916 - CLTR - INFO - Training Epoch:[453/1500] loss=10.23766 lr=0.000100 epoch_time=149.027 2023-06-23 13:25:55,029 - CLTR - INFO - Training Epoch:[454/1500] loss=10.30241 lr=0.000100 epoch_time=151.112 2023-06-23 13:28:26,780 - CLTR - INFO - Training Epoch:[455/1500] loss=10.34227 lr=0.000100 epoch_time=151.749 2023-06-23 13:30:50,366 - CLTR - INFO - Training Epoch:[456/1500] loss=10.26729 lr=0.000100 epoch_time=143.584 2023-06-23 13:33:22,167 - CLTR - INFO - Training Epoch:[457/1500] loss=10.20627 lr=0.000100 epoch_time=151.800 2023-06-23 13:35:56,281 - CLTR - INFO - Training Epoch:[458/1500] loss=10.41741 lr=0.000100 epoch_time=154.111 2023-06-23 13:38:25,651 - CLTR - INFO - Training Epoch:[459/1500] loss=10.22046 lr=0.000100 epoch_time=149.369 2023-06-23 13:40:54,058 - CLTR - INFO - Training Epoch:[460/1500] loss=10.28030 lr=0.000100 epoch_time=148.404 2023-06-23 13:43:25,298 - CLTR - INFO - Training Epoch:[461/1500] loss=10.28035 lr=0.000100 epoch_time=151.239 2023-06-23 13:45:50,127 - CLTR - INFO - Training Epoch:[462/1500] loss=10.20169 lr=0.000100 epoch_time=144.827 2023-06-23 13:48:15,368 - CLTR - INFO - Training Epoch:[463/1500] loss=10.36970 lr=0.000100 epoch_time=145.240 2023-06-23 13:50:45,927 - CLTR - INFO - Training Epoch:[464/1500] loss=10.36256 lr=0.000100 epoch_time=150.557 2023-06-23 13:53:12,819 - CLTR - INFO - Training Epoch:[465/1500] loss=10.29700 lr=0.000100 epoch_time=146.891 2023-06-23 13:55:37,389 - CLTR - INFO - Training Epoch:[466/1500] loss=10.32811 lr=0.000100 epoch_time=144.568 2023-06-23 13:58:03,396 - CLTR - INFO - Training Epoch:[467/1500] loss=10.37439 lr=0.000100 epoch_time=146.005 2023-06-23 14:00:36,365 - CLTR - INFO - Training Epoch:[468/1500] loss=10.32927 lr=0.000100 epoch_time=152.968 2023-06-23 14:03:04,933 - CLTR - INFO - Training Epoch:[469/1500] loss=10.24915 lr=0.000100 epoch_time=148.566 2023-06-23 14:05:35,072 - CLTR - INFO - Training Epoch:[470/1500] loss=10.36302 lr=0.000100 epoch_time=150.137 2023-06-23 14:08:03,612 - CLTR - INFO - Training Epoch:[471/1500] loss=10.18878 lr=0.000100 epoch_time=148.538 2023-06-23 14:10:32,375 - CLTR - INFO - Training Epoch:[472/1500] loss=10.15984 lr=0.000100 epoch_time=148.762 2023-06-23 14:13:05,875 - CLTR - INFO - Training Epoch:[473/1500] loss=10.35928 lr=0.000100 epoch_time=153.498 2023-06-23 14:15:34,311 - CLTR - INFO - Training Epoch:[474/1500] loss=10.34880 lr=0.000100 epoch_time=148.434 2023-06-23 14:18:03,923 - CLTR - INFO - Training Epoch:[475/1500] loss=10.32558 lr=0.000100 epoch_time=149.610 2023-06-23 14:20:22,534 - CLTR - INFO - Training Epoch:[476/1500] loss=10.28016 lr=0.000100 epoch_time=138.610 2023-06-23 14:22:46,522 - CLTR - INFO - Training Epoch:[477/1500] loss=10.24344 lr=0.000100 epoch_time=143.986 2023-06-23 14:25:17,504 - CLTR - INFO - Training Epoch:[478/1500] loss=10.36017 lr=0.000100 epoch_time=150.981 2023-06-23 14:27:47,975 - CLTR - INFO - Training Epoch:[479/1500] loss=10.32125 lr=0.000100 epoch_time=150.469 2023-06-23 14:30:18,705 - CLTR - INFO - Training Epoch:[480/1500] loss=10.26849 lr=0.000100 epoch_time=150.728 2023-06-23 14:32:49,278 - CLTR - INFO - Training Epoch:[481/1500] loss=10.35310 lr=0.000100 epoch_time=150.571 2023-06-23 14:35:19,291 - CLTR - INFO - Training Epoch:[482/1500] loss=10.27699 lr=0.000100 epoch_time=150.011 2023-06-23 14:37:49,546 - CLTR - INFO - Training Epoch:[483/1500] loss=10.28755 lr=0.000100 epoch_time=150.253 2023-06-23 14:40:12,682 - CLTR - INFO - Training Epoch:[484/1500] loss=10.27618 lr=0.000100 epoch_time=143.135 2023-06-23 14:42:33,383 - CLTR - INFO - Training Epoch:[485/1500] loss=10.19166 lr=0.000100 epoch_time=140.699 2023-06-23 14:45:06,784 - CLTR - INFO - Training Epoch:[486/1500] loss=10.25188 lr=0.000100 epoch_time=153.400 2023-06-23 14:47:37,495 - CLTR - INFO - Training Epoch:[487/1500] loss=10.21281 lr=0.000100 epoch_time=150.709 2023-06-23 14:50:08,352 - CLTR - INFO - Training Epoch:[488/1500] loss=10.37157 lr=0.000100 epoch_time=150.856 2023-06-23 14:52:31,195 - CLTR - INFO - Training Epoch:[489/1500] loss=10.22861 lr=0.000100 epoch_time=142.841 2023-06-23 14:54:56,500 - CLTR - INFO - Training Epoch:[490/1500] loss=10.35679 lr=0.000100 epoch_time=145.303 2023-06-23 14:57:18,559 - CLTR - INFO - Training Epoch:[491/1500] loss=10.28305 lr=0.000100 epoch_time=142.058 2023-06-23 14:59:36,020 - CLTR - INFO - Training Epoch:[492/1500] loss=10.25007 lr=0.000100 epoch_time=137.459 2023-06-23 15:02:04,530 - CLTR - INFO - Training Epoch:[493/1500] loss=10.13187 lr=0.000100 epoch_time=148.508 2023-06-23 15:04:35,491 - CLTR - INFO - Training Epoch:[494/1500] loss=10.23165 lr=0.000100 epoch_time=150.960 2023-06-23 15:07:07,941 - CLTR - INFO - Training Epoch:[495/1500] loss=10.27103 lr=0.000100 epoch_time=152.448 2023-06-23 15:09:34,654 - CLTR - INFO - Training Epoch:[496/1500] loss=10.27414 lr=0.000100 epoch_time=146.711 2023-06-23 15:11:57,596 - CLTR - INFO - Training Epoch:[497/1500] loss=10.26569 lr=0.000100 epoch_time=142.940 2023-06-23 15:14:27,556 - CLTR - INFO - Training Epoch:[498/1500] loss=10.17590 lr=0.000100 epoch_time=149.959 2023-06-23 15:16:50,954 - CLTR - INFO - Training Epoch:[499/1500] loss=10.29976 lr=0.000100 epoch_time=143.396 2023-06-23 15:19:22,034 - CLTR - INFO - Training Epoch:[500/1500] loss=10.21389 lr=0.000100 epoch_time=151.078 2023-06-23 15:19:22,034 - CLTR - INFO - begin test 2023-06-23 15:23:47,874 - CLTR - INFO - Testing Epoch:[500/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-23 15:26:05,084 - CLTR - INFO - Training Epoch:[501/1500] loss=10.26328 lr=0.000100 epoch_time=137.209 2023-06-23 15:28:27,680 - CLTR - INFO - Training Epoch:[502/1500] loss=10.24418 lr=0.000100 epoch_time=142.594 2023-06-23 15:30:45,185 - CLTR - INFO - Training Epoch:[503/1500] loss=10.22758 lr=0.000100 epoch_time=137.503 2023-06-23 15:33:07,865 - CLTR - INFO - Training Epoch:[504/1500] loss=10.21028 lr=0.000100 epoch_time=142.678 2023-06-23 15:35:33,899 - CLTR - INFO - Training Epoch:[505/1500] loss=10.22202 lr=0.000100 epoch_time=146.032 2023-06-23 15:37:53,346 - CLTR - INFO - Training Epoch:[506/1500] loss=10.32523 lr=0.000100 epoch_time=139.445 2023-06-23 15:40:18,941 - CLTR - INFO - Training Epoch:[507/1500] loss=10.24915 lr=0.000100 epoch_time=145.594 2023-06-23 15:42:37,803 - CLTR - INFO - Training Epoch:[508/1500] loss=10.31746 lr=0.000100 epoch_time=138.860 2023-06-23 15:45:02,096 - CLTR - INFO - Training Epoch:[509/1500] loss=10.28437 lr=0.000100 epoch_time=144.291 2023-06-23 15:47:22,429 - CLTR - INFO - Training Epoch:[510/1500] loss=10.36955 lr=0.000100 epoch_time=140.331 2023-06-23 15:49:48,246 - CLTR - INFO - Training Epoch:[511/1500] loss=10.32553 lr=0.000100 epoch_time=145.815 2023-06-23 15:52:10,751 - CLTR - INFO - Training Epoch:[512/1500] loss=10.27716 lr=0.000100 epoch_time=142.503 2023-06-23 15:54:37,142 - CLTR - INFO - Training Epoch:[513/1500] loss=10.33578 lr=0.000100 epoch_time=146.390 2023-06-23 15:57:01,132 - CLTR - INFO - Training Epoch:[514/1500] loss=10.20108 lr=0.000100 epoch_time=143.988 2023-06-23 15:59:23,597 - CLTR - INFO - Training Epoch:[515/1500] loss=10.21885 lr=0.000100 epoch_time=142.464 2023-06-23 16:01:48,154 - CLTR - INFO - Training Epoch:[516/1500] loss=10.27484 lr=0.000100 epoch_time=144.555 2023-06-23 16:04:12,446 - CLTR - INFO - Training Epoch:[517/1500] loss=10.39596 lr=0.000100 epoch_time=144.290 2023-06-23 16:06:36,749 - CLTR - INFO - Training Epoch:[518/1500] loss=10.19548 lr=0.000100 epoch_time=144.301 2023-06-23 16:08:58,332 - CLTR - INFO - Training Epoch:[519/1500] loss=10.21929 lr=0.000100 epoch_time=141.582 2023-06-23 16:11:22,560 - CLTR - INFO - Training Epoch:[520/1500] loss=10.32976 lr=0.000100 epoch_time=144.226 2023-06-23 16:13:45,345 - CLTR - INFO - Training Epoch:[521/1500] loss=10.15689 lr=0.000100 epoch_time=142.784 2023-06-23 16:16:05,053 - CLTR - INFO - Training Epoch:[522/1500] loss=10.33353 lr=0.000100 epoch_time=139.706 2023-06-23 16:18:30,387 - CLTR - INFO - Training Epoch:[523/1500] loss=10.41110 lr=0.000100 epoch_time=145.333 2023-06-23 16:20:56,468 - CLTR - INFO - Training Epoch:[524/1500] loss=10.40168 lr=0.000100 epoch_time=146.079 2023-06-23 16:23:17,906 - CLTR - INFO - Training Epoch:[525/1500] loss=10.23555 lr=0.000100 epoch_time=141.436 2023-06-23 16:25:41,537 - CLTR - INFO - Training Epoch:[526/1500] loss=10.28724 lr=0.000100 epoch_time=143.629 2023-06-23 16:28:02,209 - CLTR - INFO - Training Epoch:[527/1500] loss=10.21965 lr=0.000100 epoch_time=140.671 2023-06-23 16:30:26,740 - CLTR - INFO - Training Epoch:[528/1500] loss=10.24653 lr=0.000100 epoch_time=144.529 2023-06-23 16:32:44,491 - CLTR - INFO - Training Epoch:[529/1500] loss=10.22116 lr=0.000100 epoch_time=137.750 2023-06-23 16:35:14,266 - CLTR - INFO - Training Epoch:[530/1500] loss=10.25191 lr=0.000100 epoch_time=149.773 2023-06-23 16:37:39,089 - CLTR - INFO - Training Epoch:[531/1500] loss=10.29931 lr=0.000100 epoch_time=144.821 2023-06-23 16:40:04,096 - CLTR - INFO - Training Epoch:[532/1500] loss=10.25323 lr=0.000100 epoch_time=145.005 2023-06-23 16:42:26,466 - CLTR - INFO - Training Epoch:[533/1500] loss=10.17858 lr=0.000100 epoch_time=142.368 2023-06-23 16:44:47,680 - CLTR - INFO - Training Epoch:[534/1500] loss=10.32942 lr=0.000100 epoch_time=141.213 2023-06-23 16:47:08,379 - CLTR - INFO - Training Epoch:[535/1500] loss=10.30079 lr=0.000100 epoch_time=140.697 2023-06-23 16:49:29,595 - CLTR - INFO - Training Epoch:[536/1500] loss=10.44465 lr=0.000100 epoch_time=141.215 2023-06-23 16:51:55,544 - CLTR - INFO - Training Epoch:[537/1500] loss=10.33636 lr=0.000100 epoch_time=145.947 2023-06-23 16:54:21,637 - CLTR - INFO - Training Epoch:[538/1500] loss=10.31854 lr=0.000100 epoch_time=146.092 2023-06-23 16:56:41,249 - CLTR - INFO - Training Epoch:[539/1500] loss=10.32661 lr=0.000100 epoch_time=139.610 2023-06-23 16:59:07,904 - CLTR - INFO - Training Epoch:[540/1500] loss=10.23802 lr=0.000100 epoch_time=146.653 2023-06-23 17:01:31,824 - CLTR - INFO - Training Epoch:[541/1500] loss=10.21882 lr=0.000100 epoch_time=143.918 2023-06-23 17:03:57,711 - CLTR - INFO - Training Epoch:[542/1500] loss=10.21050 lr=0.000100 epoch_time=145.885 2023-06-23 17:06:21,210 - CLTR - INFO - Training Epoch:[543/1500] loss=10.18673 lr=0.000100 epoch_time=143.497 2023-06-23 17:08:45,431 - CLTR - INFO - Training Epoch:[544/1500] loss=10.29487 lr=0.000100 epoch_time=144.219 2023-06-23 17:11:09,494 - CLTR - INFO - Training Epoch:[545/1500] loss=10.27890 lr=0.000100 epoch_time=144.062 2023-06-23 17:13:29,958 - CLTR - INFO - Training Epoch:[546/1500] loss=10.27329 lr=0.000100 epoch_time=140.462 2023-06-23 17:15:54,345 - CLTR - INFO - Training Epoch:[547/1500] loss=10.25674 lr=0.000100 epoch_time=144.386 2023-06-23 17:18:17,471 - CLTR - INFO - Training Epoch:[548/1500] loss=10.38197 lr=0.000100 epoch_time=143.124 2023-06-23 17:20:40,824 - CLTR - INFO - Training Epoch:[549/1500] loss=10.24080 lr=0.000100 epoch_time=143.351 2023-06-23 17:22:55,763 - CLTR - INFO - Training Epoch:[550/1500] loss=10.39887 lr=0.000100 epoch_time=134.937 2023-06-23 17:25:20,444 - CLTR - INFO - Training Epoch:[551/1500] loss=10.30175 lr=0.000100 epoch_time=144.680 2023-06-23 17:27:46,613 - CLTR - INFO - Training Epoch:[552/1500] loss=10.36789 lr=0.000100 epoch_time=146.168 2023-06-23 17:30:13,558 - CLTR - INFO - Training Epoch:[553/1500] loss=10.12252 lr=0.000100 epoch_time=146.943 2023-06-23 17:32:41,455 - CLTR - INFO - Training Epoch:[554/1500] loss=10.24773 lr=0.000100 epoch_time=147.896 2023-06-23 17:35:06,443 - CLTR - INFO - Training Epoch:[555/1500] loss=10.24292 lr=0.000100 epoch_time=144.986 2023-06-23 17:37:33,884 - CLTR - INFO - Training Epoch:[556/1500] loss=10.34810 lr=0.000100 epoch_time=147.440 2023-06-23 17:39:53,066 - CLTR - INFO - Training Epoch:[557/1500] loss=10.23033 lr=0.000100 epoch_time=139.181 2023-06-23 17:42:10,060 - CLTR - INFO - Training Epoch:[558/1500] loss=10.19414 lr=0.000100 epoch_time=136.992 2023-06-23 17:44:35,637 - CLTR - INFO - Training Epoch:[559/1500] loss=10.31454 lr=0.000100 epoch_time=145.576 2023-06-23 17:46:54,873 - CLTR - INFO - Training Epoch:[560/1500] loss=10.30288 lr=0.000100 epoch_time=139.234 2023-06-23 17:49:22,729 - CLTR - INFO - Training Epoch:[561/1500] loss=10.42483 lr=0.000100 epoch_time=147.854 2023-06-23 17:51:45,971 - CLTR - INFO - Training Epoch:[562/1500] loss=10.30697 lr=0.000100 epoch_time=143.240 2023-06-23 17:54:10,796 - CLTR - INFO - Training Epoch:[563/1500] loss=10.29754 lr=0.000100 epoch_time=144.824 2023-06-23 17:56:27,146 - CLTR - INFO - Training Epoch:[564/1500] loss=10.26218 lr=0.000100 epoch_time=136.348 2023-06-23 17:58:43,732 - CLTR - INFO - Training Epoch:[565/1500] loss=10.33766 lr=0.000100 epoch_time=136.584 2023-06-23 18:01:07,673 - CLTR - INFO - Training Epoch:[566/1500] loss=10.26411 lr=0.000100 epoch_time=143.940 2023-06-23 18:03:31,477 - CLTR - INFO - Training Epoch:[567/1500] loss=10.28690 lr=0.000100 epoch_time=143.802 2023-06-23 18:05:56,134 - CLTR - INFO - Training Epoch:[568/1500] loss=10.17411 lr=0.000100 epoch_time=144.656 2023-06-23 18:08:19,607 - CLTR - INFO - Training Epoch:[569/1500] loss=10.13723 lr=0.000100 epoch_time=143.471 2023-06-23 18:10:48,101 - CLTR - INFO - Training Epoch:[570/1500] loss=10.35409 lr=0.000100 epoch_time=148.492 2023-06-23 18:13:16,231 - CLTR - INFO - Training Epoch:[571/1500] loss=10.33504 lr=0.000100 epoch_time=148.129 2023-06-23 18:15:39,687 - CLTR - INFO - Training Epoch:[572/1500] loss=10.14299 lr=0.000100 epoch_time=143.454 2023-06-23 18:18:03,489 - CLTR - INFO - Training Epoch:[573/1500] loss=10.24970 lr=0.000100 epoch_time=143.800 2023-06-23 18:20:25,604 - CLTR - INFO - Training Epoch:[574/1500] loss=10.26176 lr=0.000100 epoch_time=142.114 2023-06-23 18:22:48,741 - CLTR - INFO - Training Epoch:[575/1500] loss=10.28035 lr=0.000100 epoch_time=143.134 2023-06-23 18:25:18,102 - CLTR - INFO - Training Epoch:[576/1500] loss=10.26354 lr=0.000100 epoch_time=149.360 2023-06-23 18:27:42,502 - CLTR - INFO - Training Epoch:[577/1500] loss=10.28942 lr=0.000100 epoch_time=144.398 2023-06-23 18:30:04,791 - CLTR - INFO - Training Epoch:[578/1500] loss=10.43946 lr=0.000100 epoch_time=142.288 2023-06-23 18:32:26,290 - CLTR - INFO - Training Epoch:[579/1500] loss=10.25718 lr=0.000100 epoch_time=141.496 2023-06-23 18:34:50,014 - CLTR - INFO - Training Epoch:[580/1500] loss=10.26769 lr=0.000100 epoch_time=143.722 2023-06-23 18:37:15,703 - CLTR - INFO - Training Epoch:[581/1500] loss=10.36663 lr=0.000100 epoch_time=145.688 2023-06-23 18:39:43,456 - CLTR - INFO - Training Epoch:[582/1500] loss=10.36657 lr=0.000100 epoch_time=147.751 2023-06-23 18:42:07,943 - CLTR - INFO - Training Epoch:[583/1500] loss=10.25698 lr=0.000100 epoch_time=144.485 2023-06-23 18:44:30,331 - CLTR - INFO - Training Epoch:[584/1500] loss=10.23303 lr=0.000100 epoch_time=142.386 2023-06-23 18:46:50,244 - CLTR - INFO - Training Epoch:[585/1500] loss=10.20154 lr=0.000100 epoch_time=139.911 2023-06-23 18:49:13,876 - CLTR - INFO - Training Epoch:[586/1500] loss=10.31599 lr=0.000100 epoch_time=143.631 2023-06-23 18:51:38,248 - CLTR - INFO - Training Epoch:[587/1500] loss=10.21216 lr=0.000100 epoch_time=144.370 2023-06-23 18:54:04,137 - CLTR - INFO - Training Epoch:[588/1500] loss=10.30649 lr=0.000100 epoch_time=145.888 2023-06-23 18:56:28,663 - CLTR - INFO - Training Epoch:[589/1500] loss=10.34290 lr=0.000100 epoch_time=144.524 2023-06-23 18:58:54,726 - CLTR - INFO - Training Epoch:[590/1500] loss=10.31762 lr=0.000100 epoch_time=146.061 2023-06-23 19:01:17,546 - CLTR - INFO - Training Epoch:[591/1500] loss=10.13398 lr=0.000100 epoch_time=142.819 2023-06-23 19:03:41,792 - CLTR - INFO - Training Epoch:[592/1500] loss=10.32632 lr=0.000100 epoch_time=144.245 2023-06-23 19:06:05,288 - CLTR - INFO - Training Epoch:[593/1500] loss=10.30714 lr=0.000100 epoch_time=143.494 2023-06-23 19:08:28,918 - CLTR - INFO - Training Epoch:[594/1500] loss=10.22596 lr=0.000100 epoch_time=143.629 2023-06-23 19:10:53,697 - CLTR - INFO - Training Epoch:[595/1500] loss=10.26901 lr=0.000100 epoch_time=144.777 2023-06-23 19:13:16,819 - CLTR - INFO - Training Epoch:[596/1500] loss=10.35990 lr=0.000100 epoch_time=143.121 2023-06-23 19:15:41,507 - CLTR - INFO - Training Epoch:[597/1500] loss=10.21141 lr=0.000100 epoch_time=144.687 2023-06-23 19:18:02,613 - CLTR - INFO - Training Epoch:[598/1500] loss=10.17828 lr=0.000100 epoch_time=141.104 2023-06-23 19:20:27,481 - CLTR - INFO - Training Epoch:[599/1500] loss=10.27160 lr=0.000100 epoch_time=144.867 2023-06-23 19:22:46,848 - CLTR - INFO - Training Epoch:[600/1500] loss=10.29431 lr=0.000100 epoch_time=139.365 2023-06-23 19:22:46,848 - CLTR - INFO - begin test 2023-06-23 19:27:26,030 - CLTR - INFO - Testing Epoch:[600/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-23 19:29:53,672 - CLTR - INFO - Training Epoch:[601/1500] loss=10.34819 lr=0.000100 epoch_time=147.641 2023-06-23 19:32:25,557 - CLTR - INFO - Training Epoch:[602/1500] loss=10.24787 lr=0.000100 epoch_time=151.883 2023-06-23 19:34:58,160 - CLTR - INFO - Training Epoch:[603/1500] loss=10.16142 lr=0.000100 epoch_time=152.602 2023-06-23 19:37:28,059 - CLTR - INFO - Training Epoch:[604/1500] loss=10.27182 lr=0.000100 epoch_time=149.898 2023-06-23 19:39:55,367 - CLTR - INFO - Training Epoch:[605/1500] loss=10.23812 lr=0.000100 epoch_time=147.306 2023-06-23 19:42:21,950 - CLTR - INFO - Training Epoch:[606/1500] loss=10.21197 lr=0.000100 epoch_time=146.582 2023-06-23 19:44:46,665 - CLTR - INFO - Training Epoch:[607/1500] loss=10.26656 lr=0.000100 epoch_time=144.713 2023-06-23 19:47:19,723 - CLTR - INFO - Training Epoch:[608/1500] loss=10.31433 lr=0.000100 epoch_time=153.056 2023-06-23 19:49:52,115 - CLTR - INFO - Training Epoch:[609/1500] loss=10.29008 lr=0.000100 epoch_time=152.391 2023-06-23 19:52:17,885 - CLTR - INFO - Training Epoch:[610/1500] loss=10.21544 lr=0.000100 epoch_time=145.768 2023-06-23 19:54:49,359 - CLTR - INFO - Training Epoch:[611/1500] loss=10.28390 lr=0.000100 epoch_time=151.473 2023-06-23 19:57:18,586 - CLTR - INFO - Training Epoch:[612/1500] loss=10.24707 lr=0.000100 epoch_time=149.224 2023-06-23 19:59:48,322 - CLTR - INFO - Training Epoch:[613/1500] loss=10.21331 lr=0.000100 epoch_time=149.735 2023-06-23 20:02:11,945 - CLTR - INFO - Training Epoch:[614/1500] loss=10.23760 lr=0.000100 epoch_time=143.622 2023-06-23 20:04:35,206 - CLTR - INFO - Training Epoch:[615/1500] loss=10.27493 lr=0.000100 epoch_time=143.259 2023-06-23 20:07:06,904 - CLTR - INFO - Training Epoch:[616/1500] loss=10.31105 lr=0.000100 epoch_time=151.696 2023-06-23 20:09:23,528 - CLTR - INFO - Training Epoch:[617/1500] loss=10.29048 lr=0.000100 epoch_time=136.623 2023-06-23 20:11:54,854 - CLTR - INFO - Training Epoch:[618/1500] loss=10.29434 lr=0.000100 epoch_time=151.324 2023-06-23 20:14:09,769 - CLTR - INFO - Training Epoch:[619/1500] loss=10.34599 lr=0.000100 epoch_time=134.913 2023-06-23 20:16:40,528 - CLTR - INFO - Training Epoch:[620/1500] loss=10.28892 lr=0.000100 epoch_time=150.757 2023-06-23 20:19:12,637 - CLTR - INFO - Training Epoch:[621/1500] loss=10.29862 lr=0.000100 epoch_time=152.108 2023-06-23 20:21:42,945 - CLTR - INFO - Training Epoch:[622/1500] loss=10.42854 lr=0.000100 epoch_time=150.307 2023-06-23 20:23:59,890 - CLTR - INFO - Training Epoch:[623/1500] loss=10.28316 lr=0.000100 epoch_time=136.943 2023-06-23 20:26:24,461 - CLTR - INFO - Training Epoch:[624/1500] loss=10.20999 lr=0.000100 epoch_time=144.569 2023-06-23 20:28:47,486 - CLTR - INFO - Training Epoch:[625/1500] loss=10.39976 lr=0.000100 epoch_time=143.023 2023-06-23 20:31:19,927 - CLTR - INFO - Training Epoch:[626/1500] loss=10.36316 lr=0.000100 epoch_time=152.439 2023-06-23 20:33:52,830 - CLTR - INFO - Training Epoch:[627/1500] loss=10.33737 lr=0.000100 epoch_time=152.901 2023-06-23 20:36:23,851 - CLTR - INFO - Training Epoch:[628/1500] loss=10.31200 lr=0.000100 epoch_time=151.019 2023-06-23 20:38:46,996 - CLTR - INFO - Training Epoch:[629/1500] loss=10.26436 lr=0.000100 epoch_time=143.144 2023-06-23 20:41:05,408 - CLTR - INFO - Training Epoch:[630/1500] loss=10.33459 lr=0.000100 epoch_time=138.410 2023-06-23 20:43:28,720 - CLTR - INFO - Training Epoch:[631/1500] loss=10.33268 lr=0.000100 epoch_time=143.311 2023-06-23 20:45:59,017 - CLTR - INFO - Training Epoch:[632/1500] loss=10.30507 lr=0.000100 epoch_time=150.296 2023-06-23 20:48:27,113 - CLTR - INFO - Training Epoch:[633/1500] loss=10.21504 lr=0.000100 epoch_time=148.094 2023-06-23 20:50:50,826 - CLTR - INFO - Training Epoch:[634/1500] loss=10.37852 lr=0.000100 epoch_time=143.712 2023-06-23 20:53:21,773 - CLTR - INFO - Training Epoch:[635/1500] loss=10.23092 lr=0.000100 epoch_time=150.945 2023-06-23 20:55:48,341 - CLTR - INFO - Training Epoch:[636/1500] loss=10.25148 lr=0.000100 epoch_time=146.566 2023-06-23 20:58:15,240 - CLTR - INFO - Training Epoch:[637/1500] loss=10.25334 lr=0.000100 epoch_time=146.898 2023-06-23 21:00:39,347 - CLTR - INFO - Training Epoch:[638/1500] loss=10.28290 lr=0.000100 epoch_time=144.106 2023-06-23 21:03:08,316 - CLTR - INFO - Training Epoch:[639/1500] loss=10.25035 lr=0.000100 epoch_time=148.967 2023-06-23 21:05:39,220 - CLTR - INFO - Training Epoch:[640/1500] loss=10.29823 lr=0.000100 epoch_time=150.902 2023-06-23 21:08:07,269 - CLTR - INFO - Training Epoch:[641/1500] loss=10.27080 lr=0.000100 epoch_time=148.047 2023-06-23 21:10:35,338 - CLTR - INFO - Training Epoch:[642/1500] loss=10.21531 lr=0.000100 epoch_time=148.068 2023-06-23 21:13:05,675 - CLTR - INFO - Training Epoch:[643/1500] loss=10.19081 lr=0.000100 epoch_time=150.335 2023-06-23 21:15:34,815 - CLTR - INFO - Training Epoch:[644/1500] loss=10.32380 lr=0.000100 epoch_time=149.138 2023-06-23 21:17:57,378 - CLTR - INFO - Training Epoch:[645/1500] loss=10.21345 lr=0.000100 epoch_time=142.562 2023-06-23 21:20:18,252 - CLTR - INFO - Training Epoch:[646/1500] loss=10.22145 lr=0.000100 epoch_time=140.873 2023-06-23 21:22:40,315 - CLTR - INFO - Training Epoch:[647/1500] loss=10.22190 lr=0.000100 epoch_time=142.061 2023-06-23 21:24:59,961 - CLTR - INFO - Training Epoch:[648/1500] loss=10.27152 lr=0.000100 epoch_time=139.644 2023-06-23 21:27:26,881 - CLTR - INFO - Training Epoch:[649/1500] loss=10.11850 lr=0.000100 epoch_time=146.918 2023-06-23 21:29:56,192 - CLTR - INFO - Training Epoch:[650/1500] loss=10.24878 lr=0.000100 epoch_time=149.309 2023-06-23 21:32:14,554 - CLTR - INFO - Training Epoch:[651/1500] loss=10.45702 lr=0.000100 epoch_time=138.360 2023-06-23 21:34:42,490 - CLTR - INFO - Training Epoch:[652/1500] loss=10.31199 lr=0.000100 epoch_time=147.934 2023-06-23 21:37:15,128 - CLTR - INFO - Training Epoch:[653/1500] loss=10.35533 lr=0.000100 epoch_time=152.637 2023-06-23 21:39:37,949 - CLTR - INFO - Training Epoch:[654/1500] loss=10.22635 lr=0.000100 epoch_time=142.819 2023-06-23 21:42:05,681 - CLTR - INFO - Training Epoch:[655/1500] loss=10.27677 lr=0.000100 epoch_time=147.730 2023-06-23 21:44:36,299 - CLTR - INFO - Training Epoch:[656/1500] loss=10.30076 lr=0.000100 epoch_time=150.616 2023-06-23 21:47:06,624 - CLTR - INFO - Training Epoch:[657/1500] loss=10.21672 lr=0.000100 epoch_time=150.324 2023-06-23 21:49:26,577 - CLTR - INFO - Training Epoch:[658/1500] loss=10.27289 lr=0.000100 epoch_time=139.951 2023-06-23 21:51:49,866 - CLTR - INFO - Training Epoch:[659/1500] loss=10.20422 lr=0.000100 epoch_time=143.287 2023-06-23 21:54:18,825 - CLTR - INFO - Training Epoch:[660/1500] loss=10.26736 lr=0.000100 epoch_time=148.958 2023-06-23 21:56:40,634 - CLTR - INFO - Training Epoch:[661/1500] loss=10.46969 lr=0.000100 epoch_time=141.807 2023-06-23 21:59:07,068 - CLTR - INFO - Training Epoch:[662/1500] loss=10.26568 lr=0.000100 epoch_time=146.433 2023-06-23 22:01:35,064 - CLTR - INFO - Training Epoch:[663/1500] loss=10.30896 lr=0.000100 epoch_time=147.994 2023-06-23 22:04:04,921 - CLTR - INFO - Training Epoch:[664/1500] loss=10.22759 lr=0.000100 epoch_time=149.855 2023-06-23 22:06:31,531 - CLTR - INFO - Training Epoch:[665/1500] loss=10.26861 lr=0.000100 epoch_time=146.609 2023-06-23 22:09:01,712 - CLTR - INFO - Training Epoch:[666/1500] loss=10.24947 lr=0.000100 epoch_time=150.179 2023-06-23 22:11:21,602 - CLTR - INFO - Training Epoch:[667/1500] loss=10.28943 lr=0.000100 epoch_time=139.889 2023-06-23 22:13:49,601 - CLTR - INFO - Training Epoch:[668/1500] loss=10.29700 lr=0.000100 epoch_time=147.997 2023-06-23 22:16:13,326 - CLTR - INFO - Training Epoch:[669/1500] loss=10.15180 lr=0.000100 epoch_time=143.724 2023-06-23 22:18:37,190 - CLTR - INFO - Training Epoch:[670/1500] loss=10.39399 lr=0.000100 epoch_time=143.862 2023-06-23 22:21:09,789 - CLTR - INFO - Training Epoch:[671/1500] loss=10.26356 lr=0.000100 epoch_time=152.597 2023-06-23 22:23:41,269 - CLTR - INFO - Training Epoch:[672/1500] loss=10.30658 lr=0.000100 epoch_time=151.478 2023-06-23 22:26:12,985 - CLTR - INFO - Training Epoch:[673/1500] loss=10.37784 lr=0.000100 epoch_time=151.715 2023-06-23 22:28:44,864 - CLTR - INFO - Training Epoch:[674/1500] loss=10.36838 lr=0.000100 epoch_time=151.877 2023-06-23 22:31:08,468 - CLTR - INFO - Training Epoch:[675/1500] loss=10.28039 lr=0.000100 epoch_time=143.602 2023-06-23 22:33:32,212 - CLTR - INFO - Training Epoch:[676/1500] loss=10.23515 lr=0.000100 epoch_time=143.742 2023-06-23 22:36:04,823 - CLTR - INFO - Training Epoch:[677/1500] loss=10.36862 lr=0.000100 epoch_time=152.610 2023-06-23 22:38:30,544 - CLTR - INFO - Training Epoch:[678/1500] loss=10.30233 lr=0.000100 epoch_time=145.719 2023-06-23 22:40:46,782 - CLTR - INFO - Training Epoch:[679/1500] loss=10.16332 lr=0.000100 epoch_time=136.237 2023-06-23 22:43:15,856 - CLTR - INFO - Training Epoch:[680/1500] loss=10.28530 lr=0.000100 epoch_time=149.073 2023-06-23 22:45:48,844 - CLTR - INFO - Training Epoch:[681/1500] loss=10.41570 lr=0.000100 epoch_time=152.986 2023-06-23 22:48:19,639 - CLTR - INFO - Training Epoch:[682/1500] loss=10.36197 lr=0.000100 epoch_time=150.794 2023-06-23 22:50:49,288 - CLTR - INFO - Training Epoch:[683/1500] loss=10.40075 lr=0.000100 epoch_time=149.647 2023-06-23 22:53:20,684 - CLTR - INFO - Training Epoch:[684/1500] loss=10.35166 lr=0.000100 epoch_time=151.395 2023-06-23 22:55:53,748 - CLTR - INFO - Training Epoch:[685/1500] loss=10.33533 lr=0.000100 epoch_time=153.062 2023-06-23 22:58:24,519 - CLTR - INFO - Training Epoch:[686/1500] loss=10.25826 lr=0.000100 epoch_time=150.769 2023-06-23 23:00:54,931 - CLTR - INFO - Training Epoch:[687/1500] loss=10.23952 lr=0.000100 epoch_time=150.411 2023-06-23 23:03:21,025 - CLTR - INFO - Training Epoch:[688/1500] loss=10.26906 lr=0.000100 epoch_time=146.092 2023-06-23 23:05:50,646 - CLTR - INFO - Training Epoch:[689/1500] loss=10.32743 lr=0.000100 epoch_time=149.619 2023-06-23 23:08:21,657 - CLTR - INFO - Training Epoch:[690/1500] loss=10.25903 lr=0.000100 epoch_time=151.010 2023-06-23 23:10:51,312 - CLTR - INFO - Training Epoch:[691/1500] loss=10.27071 lr=0.000100 epoch_time=149.654 2023-06-23 23:13:15,320 - CLTR - INFO - Training Epoch:[692/1500] loss=10.24186 lr=0.000100 epoch_time=144.006 2023-06-23 23:15:41,179 - CLTR - INFO - Training Epoch:[693/1500] loss=10.22483 lr=0.000100 epoch_time=145.858 2023-06-23 23:18:12,257 - CLTR - INFO - Training Epoch:[694/1500] loss=10.27578 lr=0.000100 epoch_time=151.077 2023-06-23 23:20:30,645 - CLTR - INFO - Training Epoch:[695/1500] loss=10.28596 lr=0.000100 epoch_time=138.385 2023-06-23 23:22:59,250 - CLTR - INFO - Training Epoch:[696/1500] loss=10.26998 lr=0.000100 epoch_time=148.603 2023-06-23 23:25:16,417 - CLTR - INFO - Training Epoch:[697/1500] loss=10.27854 lr=0.000100 epoch_time=137.166 2023-06-23 23:27:46,369 - CLTR - INFO - Training Epoch:[698/1500] loss=10.29166 lr=0.000100 epoch_time=149.950 2023-06-23 23:30:16,239 - CLTR - INFO - Training Epoch:[699/1500] loss=10.46073 lr=0.000100 epoch_time=149.869 2023-06-23 23:32:43,765 - CLTR - INFO - Training Epoch:[700/1500] loss=10.39120 lr=0.000100 epoch_time=147.525 2023-06-23 23:32:43,766 - CLTR - INFO - begin test 2023-06-23 23:37:13,961 - CLTR - INFO - Testing Epoch:[700/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-23 23:39:38,862 - CLTR - INFO - Training Epoch:[701/1500] loss=10.16180 lr=0.000100 epoch_time=144.900 2023-06-23 23:42:10,786 - CLTR - INFO - Training Epoch:[702/1500] loss=10.27249 lr=0.000100 epoch_time=151.923 2023-06-23 23:44:42,195 - CLTR - INFO - Training Epoch:[703/1500] loss=10.29476 lr=0.000100 epoch_time=151.407 2023-06-23 23:47:05,665 - CLTR - INFO - Training Epoch:[704/1500] loss=10.24614 lr=0.000100 epoch_time=143.468 2023-06-23 23:49:34,480 - CLTR - INFO - Training Epoch:[705/1500] loss=10.20349 lr=0.000100 epoch_time=148.813 2023-06-23 23:52:07,807 - CLTR - INFO - Training Epoch:[706/1500] loss=10.28903 lr=0.000100 epoch_time=153.326 2023-06-23 23:54:40,402 - CLTR - INFO - Training Epoch:[707/1500] loss=10.20019 lr=0.000100 epoch_time=152.593 2023-06-23 23:57:04,814 - CLTR - INFO - Training Epoch:[708/1500] loss=10.18810 lr=0.000100 epoch_time=144.411 2023-06-23 23:59:32,364 - CLTR - INFO - Training Epoch:[709/1500] loss=10.24693 lr=0.000100 epoch_time=147.548 2023-06-24 00:02:04,870 - CLTR - INFO - Training Epoch:[710/1500] loss=10.37231 lr=0.000100 epoch_time=152.504 2023-06-24 00:04:36,127 - CLTR - INFO - Training Epoch:[711/1500] loss=10.33590 lr=0.000100 epoch_time=151.256 2023-06-24 00:07:06,582 - CLTR - INFO - Training Epoch:[712/1500] loss=10.30245 lr=0.000100 epoch_time=150.453 2023-06-24 00:09:39,064 - CLTR - INFO - Training Epoch:[713/1500] loss=10.34034 lr=0.000100 epoch_time=152.480 2023-06-24 00:12:10,432 - CLTR - INFO - Training Epoch:[714/1500] loss=10.31880 lr=0.000100 epoch_time=151.367 2023-06-24 00:14:40,571 - CLTR - INFO - Training Epoch:[715/1500] loss=10.28144 lr=0.000100 epoch_time=150.137 2023-06-24 00:17:00,501 - CLTR - INFO - Training Epoch:[716/1500] loss=10.26731 lr=0.000100 epoch_time=139.929 2023-06-24 00:19:24,821 - CLTR - INFO - Training Epoch:[717/1500] loss=10.27490 lr=0.000100 epoch_time=144.318 2023-06-24 00:21:55,430 - CLTR - INFO - Training Epoch:[718/1500] loss=10.28987 lr=0.000100 epoch_time=150.608 2023-06-24 00:24:11,691 - CLTR - INFO - Training Epoch:[719/1500] loss=10.31469 lr=0.000100 epoch_time=136.259 2023-06-24 00:26:42,820 - CLTR - INFO - Training Epoch:[720/1500] loss=10.33808 lr=0.000100 epoch_time=151.128 2023-06-24 00:29:14,687 - CLTR - INFO - Training Epoch:[721/1500] loss=10.26954 lr=0.000100 epoch_time=151.865 2023-06-24 00:31:47,784 - CLTR - INFO - Training Epoch:[722/1500] loss=10.28957 lr=0.000100 epoch_time=153.096 2023-06-24 00:34:18,399 - CLTR - INFO - Training Epoch:[723/1500] loss=10.32055 lr=0.000100 epoch_time=150.613 2023-06-24 00:36:45,928 - CLTR - INFO - Training Epoch:[724/1500] loss=10.32392 lr=0.000100 epoch_time=147.527 2023-06-24 00:39:00,949 - CLTR - INFO - Training Epoch:[725/1500] loss=10.32283 lr=0.000100 epoch_time=135.019 2023-06-24 00:41:30,329 - CLTR - INFO - Training Epoch:[726/1500] loss=10.32208 lr=0.000100 epoch_time=149.379 2023-06-24 00:44:00,750 - CLTR - INFO - Training Epoch:[727/1500] loss=10.30586 lr=0.000100 epoch_time=150.419 2023-06-24 00:46:31,079 - CLTR - INFO - Training Epoch:[728/1500] loss=10.25403 lr=0.000100 epoch_time=150.328 2023-06-24 00:48:58,259 - CLTR - INFO - Training Epoch:[729/1500] loss=10.24103 lr=0.000100 epoch_time=147.178 2023-06-24 00:51:23,162 - CLTR - INFO - Training Epoch:[730/1500] loss=10.10094 lr=0.000100 epoch_time=144.902 2023-06-24 00:53:52,271 - CLTR - INFO - Training Epoch:[731/1500] loss=10.26361 lr=0.000100 epoch_time=149.107 2023-06-24 00:56:22,071 - CLTR - INFO - Training Epoch:[732/1500] loss=10.25242 lr=0.000100 epoch_time=149.798 2023-06-24 00:58:44,677 - CLTR - INFO - Training Epoch:[733/1500] loss=10.31900 lr=0.000100 epoch_time=142.604 2023-06-24 01:01:02,077 - CLTR - INFO - Training Epoch:[734/1500] loss=10.24628 lr=0.000100 epoch_time=137.399 2023-06-24 01:03:31,735 - CLTR - INFO - Training Epoch:[735/1500] loss=10.25773 lr=0.000100 epoch_time=149.656 2023-06-24 01:05:52,701 - CLTR - INFO - Training Epoch:[736/1500] loss=10.20359 lr=0.000100 epoch_time=140.964 2023-06-24 01:08:23,104 - CLTR - INFO - Training Epoch:[737/1500] loss=10.35531 lr=0.000100 epoch_time=150.401 2023-06-24 01:10:54,837 - CLTR - INFO - Training Epoch:[738/1500] loss=10.34960 lr=0.000100 epoch_time=151.731 2023-06-24 01:13:27,579 - CLTR - INFO - Training Epoch:[739/1500] loss=10.33165 lr=0.000100 epoch_time=152.740 2023-06-24 01:15:57,371 - CLTR - INFO - Training Epoch:[740/1500] loss=10.31214 lr=0.000100 epoch_time=149.791 2023-06-24 01:18:26,368 - CLTR - INFO - Training Epoch:[741/1500] loss=10.32333 lr=0.000100 epoch_time=148.995 2023-06-24 01:20:51,941 - CLTR - INFO - Training Epoch:[742/1500] loss=10.20596 lr=0.000100 epoch_time=145.572 2023-06-24 01:23:21,184 - CLTR - INFO - Training Epoch:[743/1500] loss=10.37702 lr=0.000100 epoch_time=149.241 2023-06-24 01:25:52,180 - CLTR - INFO - Training Epoch:[744/1500] loss=10.07911 lr=0.000100 epoch_time=150.994 2023-06-24 01:28:21,312 - CLTR - INFO - Training Epoch:[745/1500] loss=10.32922 lr=0.000100 epoch_time=149.131 2023-06-24 01:30:53,656 - CLTR - INFO - Training Epoch:[746/1500] loss=10.32637 lr=0.000100 epoch_time=152.343 2023-06-24 01:33:20,051 - CLTR - INFO - Training Epoch:[747/1500] loss=10.26464 lr=0.000100 epoch_time=146.393 2023-06-24 01:35:51,412 - CLTR - INFO - Training Epoch:[748/1500] loss=10.35170 lr=0.000100 epoch_time=151.360 2023-06-24 01:38:12,101 - CLTR - INFO - Training Epoch:[749/1500] loss=10.34666 lr=0.000100 epoch_time=140.687 2023-06-24 01:40:42,874 - CLTR - INFO - Training Epoch:[750/1500] loss=10.17966 lr=0.000100 epoch_time=150.771 2023-06-24 01:43:06,793 - CLTR - INFO - Training Epoch:[751/1500] loss=10.16652 lr=0.000100 epoch_time=143.918 2023-06-24 01:45:34,807 - CLTR - INFO - Training Epoch:[752/1500] loss=10.10368 lr=0.000100 epoch_time=148.012 2023-06-24 01:48:04,698 - CLTR - INFO - Training Epoch:[753/1500] loss=10.18434 lr=0.000100 epoch_time=149.889 2023-06-24 01:50:35,472 - CLTR - INFO - Training Epoch:[754/1500] loss=10.30618 lr=0.000100 epoch_time=150.772 2023-06-24 01:53:05,900 - CLTR - INFO - Training Epoch:[755/1500] loss=10.32957 lr=0.000100 epoch_time=150.426 2023-06-24 01:55:36,034 - CLTR - INFO - Training Epoch:[756/1500] loss=10.51304 lr=0.000100 epoch_time=150.132 2023-06-24 01:58:09,506 - CLTR - INFO - Training Epoch:[757/1500] loss=10.31632 lr=0.000100 epoch_time=153.470 2023-06-24 02:00:31,543 - CLTR - INFO - Training Epoch:[758/1500] loss=10.28447 lr=0.000100 epoch_time=142.036 2023-06-24 02:02:55,849 - CLTR - INFO - Training Epoch:[759/1500] loss=10.23798 lr=0.000100 epoch_time=144.304 2023-06-24 02:05:28,065 - CLTR - INFO - Training Epoch:[760/1500] loss=10.27521 lr=0.000100 epoch_time=152.214 2023-06-24 02:07:59,020 - CLTR - INFO - Training Epoch:[761/1500] loss=10.32161 lr=0.000100 epoch_time=150.954 2023-06-24 02:10:29,804 - CLTR - INFO - Training Epoch:[762/1500] loss=10.26732 lr=0.000100 epoch_time=150.783 2023-06-24 02:13:01,492 - CLTR - INFO - Training Epoch:[763/1500] loss=10.37798 lr=0.000100 epoch_time=151.686 2023-06-24 02:15:24,589 - CLTR - INFO - Training Epoch:[764/1500] loss=10.23818 lr=0.000100 epoch_time=143.095 2023-06-24 02:17:51,971 - CLTR - INFO - Training Epoch:[765/1500] loss=10.28241 lr=0.000100 epoch_time=147.381 2023-06-24 02:20:11,951 - CLTR - INFO - Training Epoch:[766/1500] loss=10.29366 lr=0.000100 epoch_time=139.978 2023-06-24 02:22:44,473 - CLTR - INFO - Training Epoch:[767/1500] loss=10.21015 lr=0.000100 epoch_time=152.520 2023-06-24 02:25:01,389 - CLTR - INFO - Training Epoch:[768/1500] loss=10.21233 lr=0.000100 epoch_time=136.914 2023-06-24 02:27:25,686 - CLTR - INFO - Training Epoch:[769/1500] loss=10.25416 lr=0.000100 epoch_time=144.296 2023-06-24 02:29:58,595 - CLTR - INFO - Training Epoch:[770/1500] loss=10.47186 lr=0.000100 epoch_time=152.907 2023-06-24 02:32:17,146 - CLTR - INFO - Training Epoch:[771/1500] loss=10.28890 lr=0.000100 epoch_time=138.549 2023-06-24 02:34:42,582 - CLTR - INFO - Training Epoch:[772/1500] loss=10.30243 lr=0.000100 epoch_time=145.435 2023-06-24 02:37:11,719 - CLTR - INFO - Training Epoch:[773/1500] loss=10.31330 lr=0.000100 epoch_time=149.135 2023-06-24 02:39:30,453 - CLTR - INFO - Training Epoch:[774/1500] loss=10.29731 lr=0.000100 epoch_time=138.733 2023-06-24 02:42:01,893 - CLTR - INFO - Training Epoch:[775/1500] loss=10.28614 lr=0.000100 epoch_time=151.438 2023-06-24 02:44:31,885 - CLTR - INFO - Training Epoch:[776/1500] loss=10.26456 lr=0.000100 epoch_time=149.991 2023-06-24 02:46:50,078 - CLTR - INFO - Training Epoch:[777/1500] loss=10.40709 lr=0.000100 epoch_time=138.191 2023-06-24 02:49:22,445 - CLTR - INFO - Training Epoch:[778/1500] loss=10.32548 lr=0.000100 epoch_time=152.365 2023-06-24 02:51:55,712 - CLTR - INFO - Training Epoch:[779/1500] loss=10.32289 lr=0.000100 epoch_time=153.266 2023-06-24 02:54:23,919 - CLTR - INFO - Training Epoch:[780/1500] loss=10.24597 lr=0.000100 epoch_time=148.205 2023-06-24 02:56:41,167 - CLTR - INFO - Training Epoch:[781/1500] loss=10.42258 lr=0.000100 epoch_time=137.247 2023-06-24 02:59:04,720 - CLTR - INFO - Training Epoch:[782/1500] loss=10.29100 lr=0.000100 epoch_time=143.552 2023-06-24 03:01:22,770 - CLTR - INFO - Training Epoch:[783/1500] loss=10.19365 lr=0.000100 epoch_time=138.048 2023-06-24 03:03:54,771 - CLTR - INFO - Training Epoch:[784/1500] loss=10.22528 lr=0.000100 epoch_time=152.000 2023-06-24 03:06:18,845 - CLTR - INFO - Training Epoch:[785/1500] loss=10.32735 lr=0.000100 epoch_time=144.072 2023-06-24 03:08:49,392 - CLTR - INFO - Training Epoch:[786/1500] loss=10.23114 lr=0.000100 epoch_time=150.546 2023-06-24 03:11:21,067 - CLTR - INFO - Training Epoch:[787/1500] loss=10.26839 lr=0.000100 epoch_time=151.674 2023-06-24 03:13:41,273 - CLTR - INFO - Training Epoch:[788/1500] loss=10.34798 lr=0.000100 epoch_time=140.205 2023-06-24 03:16:12,594 - CLTR - INFO - Training Epoch:[789/1500] loss=10.22516 lr=0.000100 epoch_time=151.319 2023-06-24 03:18:41,395 - CLTR - INFO - Training Epoch:[790/1500] loss=10.29665 lr=0.000100 epoch_time=148.799 2023-06-24 03:21:05,908 - CLTR - INFO - Training Epoch:[791/1500] loss=10.30942 lr=0.000100 epoch_time=144.511 2023-06-24 03:23:30,630 - CLTR - INFO - Training Epoch:[792/1500] loss=10.27039 lr=0.000100 epoch_time=144.720 2023-06-24 03:25:54,526 - CLTR - INFO - Training Epoch:[793/1500] loss=10.23852 lr=0.000100 epoch_time=143.895 2023-06-24 03:28:19,000 - CLTR - INFO - Training Epoch:[794/1500] loss=10.34230 lr=0.000100 epoch_time=144.473 2023-06-24 03:30:48,603 - CLTR - INFO - Training Epoch:[795/1500] loss=10.25879 lr=0.000100 epoch_time=149.601 2023-06-24 03:33:20,049 - CLTR - INFO - Training Epoch:[796/1500] loss=10.26857 lr=0.000100 epoch_time=151.445 2023-06-24 03:35:51,105 - CLTR - INFO - Training Epoch:[797/1500] loss=10.30656 lr=0.000100 epoch_time=151.054 2023-06-24 03:38:20,362 - CLTR - INFO - Training Epoch:[798/1500] loss=10.28053 lr=0.000100 epoch_time=149.255 2023-06-24 03:40:45,109 - CLTR - INFO - Training Epoch:[799/1500] loss=10.26342 lr=0.000100 epoch_time=144.746 2023-06-24 03:43:16,828 - CLTR - INFO - Training Epoch:[800/1500] loss=10.32966 lr=0.000100 epoch_time=151.718 2023-06-24 03:43:16,829 - CLTR - INFO - begin test 2023-06-24 03:47:55,841 - CLTR - INFO - Testing Epoch:[800/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-24 03:50:25,343 - CLTR - INFO - Training Epoch:[801/1500] loss=10.26900 lr=0.000100 epoch_time=149.501 2023-06-24 03:52:55,909 - CLTR - INFO - Training Epoch:[802/1500] loss=10.33556 lr=0.000100 epoch_time=150.565 2023-06-24 03:55:26,550 - CLTR - INFO - Training Epoch:[803/1500] loss=10.18473 lr=0.000100 epoch_time=150.639 2023-06-24 03:57:58,984 - CLTR - INFO - Training Epoch:[804/1500] loss=10.30596 lr=0.000100 epoch_time=152.433 2023-06-24 04:00:31,220 - CLTR - INFO - Training Epoch:[805/1500] loss=10.30391 lr=0.000100 epoch_time=152.234 2023-06-24 04:03:01,273 - CLTR - INFO - Training Epoch:[806/1500] loss=10.29851 lr=0.000100 epoch_time=150.052 2023-06-24 04:05:31,958 - CLTR - INFO - Training Epoch:[807/1500] loss=10.26744 lr=0.000100 epoch_time=150.683 2023-06-24 04:08:03,847 - CLTR - INFO - Training Epoch:[808/1500] loss=10.31672 lr=0.000100 epoch_time=151.887 2023-06-24 04:10:33,435 - CLTR - INFO - Training Epoch:[809/1500] loss=10.28326 lr=0.000100 epoch_time=149.586 2023-06-24 04:12:52,456 - CLTR - INFO - Training Epoch:[810/1500] loss=10.32036 lr=0.000100 epoch_time=139.019 2023-06-24 04:15:22,656 - CLTR - INFO - Training Epoch:[811/1500] loss=10.29220 lr=0.000100 epoch_time=150.198 2023-06-24 04:17:53,242 - CLTR - INFO - Training Epoch:[812/1500] loss=10.21959 lr=0.000100 epoch_time=150.584 2023-06-24 04:20:18,045 - CLTR - INFO - Training Epoch:[813/1500] loss=10.30797 lr=0.000100 epoch_time=144.802 2023-06-24 04:22:45,523 - CLTR - INFO - Training Epoch:[814/1500] loss=10.21759 lr=0.000100 epoch_time=147.476 2023-06-24 04:25:16,952 - CLTR - INFO - Training Epoch:[815/1500] loss=10.16392 lr=0.000100 epoch_time=151.427 2023-06-24 04:27:43,752 - CLTR - INFO - Training Epoch:[816/1500] loss=10.28105 lr=0.000100 epoch_time=146.799 2023-06-24 04:30:03,881 - CLTR - INFO - Training Epoch:[817/1500] loss=10.23350 lr=0.000100 epoch_time=140.128 2023-06-24 04:32:34,745 - CLTR - INFO - Training Epoch:[818/1500] loss=10.30494 lr=0.000100 epoch_time=150.862 2023-06-24 04:35:03,817 - CLTR - INFO - Training Epoch:[819/1500] loss=10.22154 lr=0.000100 epoch_time=149.071 2023-06-24 04:37:33,355 - CLTR - INFO - Training Epoch:[820/1500] loss=10.17430 lr=0.000100 epoch_time=149.536 2023-06-24 04:40:02,074 - CLTR - INFO - Training Epoch:[821/1500] loss=10.24800 lr=0.000100 epoch_time=148.718 2023-06-24 04:42:32,358 - CLTR - INFO - Training Epoch:[822/1500] loss=10.27119 lr=0.000100 epoch_time=150.282 2023-06-24 04:45:02,371 - CLTR - INFO - Training Epoch:[823/1500] loss=10.32079 lr=0.000100 epoch_time=150.012 2023-06-24 04:47:25,068 - CLTR - INFO - Training Epoch:[824/1500] loss=10.29003 lr=0.000100 epoch_time=142.695 2023-06-24 04:49:54,302 - CLTR - INFO - Training Epoch:[825/1500] loss=10.19842 lr=0.000100 epoch_time=149.232 2023-06-24 04:52:13,652 - CLTR - INFO - Training Epoch:[826/1500] loss=10.24413 lr=0.000100 epoch_time=139.348 2023-06-24 04:54:39,251 - CLTR - INFO - Training Epoch:[827/1500] loss=10.34606 lr=0.000100 epoch_time=145.597 2023-06-24 04:57:08,036 - CLTR - INFO - Training Epoch:[828/1500] loss=10.27462 lr=0.000100 epoch_time=148.784 2023-06-24 04:59:39,064 - CLTR - INFO - Training Epoch:[829/1500] loss=10.36574 lr=0.000100 epoch_time=151.025 2023-06-24 05:01:59,848 - CLTR - INFO - Training Epoch:[830/1500] loss=10.34022 lr=0.000100 epoch_time=140.783 2023-06-24 05:04:28,027 - CLTR - INFO - Training Epoch:[831/1500] loss=10.22305 lr=0.000100 epoch_time=148.177 2023-06-24 05:06:57,705 - CLTR - INFO - Training Epoch:[832/1500] loss=10.26916 lr=0.000100 epoch_time=149.676 2023-06-24 05:09:20,456 - CLTR - INFO - Training Epoch:[833/1500] loss=10.35928 lr=0.000100 epoch_time=142.750 2023-06-24 05:11:43,056 - CLTR - INFO - Training Epoch:[834/1500] loss=10.23821 lr=0.000100 epoch_time=142.598 2023-06-24 05:14:08,210 - CLTR - INFO - Training Epoch:[835/1500] loss=10.25394 lr=0.000100 epoch_time=145.152 2023-06-24 05:16:27,315 - CLTR - INFO - Training Epoch:[836/1500] loss=10.17082 lr=0.000100 epoch_time=139.103 2023-06-24 05:18:56,542 - CLTR - INFO - Training Epoch:[837/1500] loss=10.32868 lr=0.000100 epoch_time=149.226 2023-06-24 05:21:23,133 - CLTR - INFO - Training Epoch:[838/1500] loss=10.37983 lr=0.000100 epoch_time=146.590 2023-06-24 05:23:51,901 - CLTR - INFO - Training Epoch:[839/1500] loss=10.32515 lr=0.000100 epoch_time=148.766 2023-06-24 05:26:23,621 - CLTR - INFO - Training Epoch:[840/1500] loss=10.24026 lr=0.000100 epoch_time=151.719 2023-06-24 05:28:53,111 - CLTR - INFO - Training Epoch:[841/1500] loss=10.31324 lr=0.000100 epoch_time=149.488 2023-06-24 05:31:10,686 - CLTR - INFO - Training Epoch:[842/1500] loss=10.25824 lr=0.000100 epoch_time=137.573 2023-06-24 05:33:42,540 - CLTR - INFO - Training Epoch:[843/1500] loss=10.22451 lr=0.000100 epoch_time=151.853 2023-06-24 05:36:13,516 - CLTR - INFO - Training Epoch:[844/1500] loss=10.32482 lr=0.000100 epoch_time=150.973 2023-06-24 05:38:43,510 - CLTR - INFO - Training Epoch:[845/1500] loss=10.43267 lr=0.000100 epoch_time=149.993 2023-06-24 05:41:15,828 - CLTR - INFO - Training Epoch:[846/1500] loss=10.30136 lr=0.000100 epoch_time=152.317 2023-06-24 05:43:46,825 - CLTR - INFO - Training Epoch:[847/1500] loss=10.28234 lr=0.000100 epoch_time=150.995 2023-06-24 05:46:05,942 - CLTR - INFO - Training Epoch:[848/1500] loss=10.19655 lr=0.000100 epoch_time=139.116 2023-06-24 05:48:30,565 - CLTR - INFO - Training Epoch:[849/1500] loss=10.33696 lr=0.000100 epoch_time=144.621 2023-06-24 05:50:56,522 - CLTR - INFO - Training Epoch:[850/1500] loss=10.34621 lr=0.000100 epoch_time=145.956 2023-06-24 05:53:19,437 - CLTR - INFO - Training Epoch:[851/1500] loss=10.24255 lr=0.000100 epoch_time=142.913 2023-06-24 05:55:51,087 - CLTR - INFO - Training Epoch:[852/1500] loss=10.26827 lr=0.000100 epoch_time=151.647 2023-06-24 05:58:22,116 - CLTR - INFO - Training Epoch:[853/1500] loss=10.25954 lr=0.000100 epoch_time=151.027 2023-06-24 06:00:46,268 - CLTR - INFO - Training Epoch:[854/1500] loss=10.21000 lr=0.000100 epoch_time=144.150 2023-06-24 06:03:11,035 - CLTR - INFO - Training Epoch:[855/1500] loss=10.40349 lr=0.000100 epoch_time=144.766 2023-06-24 06:05:34,434 - CLTR - INFO - Training Epoch:[856/1500] loss=10.17091 lr=0.000100 epoch_time=143.398 2023-06-24 06:07:51,249 - CLTR - INFO - Training Epoch:[857/1500] loss=10.27284 lr=0.000100 epoch_time=136.814 2023-06-24 06:10:21,211 - CLTR - INFO - Training Epoch:[858/1500] loss=10.30075 lr=0.000100 epoch_time=149.960 2023-06-24 06:12:49,257 - CLTR - INFO - Training Epoch:[859/1500] loss=10.27156 lr=0.000100 epoch_time=148.044 2023-06-24 06:15:16,081 - CLTR - INFO - Training Epoch:[860/1500] loss=10.22961 lr=0.000100 epoch_time=146.822 2023-06-24 06:17:45,732 - CLTR - INFO - Training Epoch:[861/1500] loss=10.17806 lr=0.000100 epoch_time=149.650 2023-06-24 06:20:10,024 - CLTR - INFO - Training Epoch:[862/1500] loss=10.18815 lr=0.000100 epoch_time=144.290 2023-06-24 06:22:41,586 - CLTR - INFO - Training Epoch:[863/1500] loss=10.28868 lr=0.000100 epoch_time=151.560 2023-06-24 06:25:04,642 - CLTR - INFO - Training Epoch:[864/1500] loss=10.27358 lr=0.000100 epoch_time=143.055 2023-06-24 06:27:28,677 - CLTR - INFO - Training Epoch:[865/1500] loss=10.29837 lr=0.000100 epoch_time=144.033 2023-06-24 06:29:54,864 - CLTR - INFO - Training Epoch:[866/1500] loss=10.42198 lr=0.000100 epoch_time=146.186 2023-06-24 06:32:23,486 - CLTR - INFO - Training Epoch:[867/1500] loss=10.27159 lr=0.000100 epoch_time=148.620 2023-06-24 06:34:53,652 - CLTR - INFO - Training Epoch:[868/1500] loss=10.17919 lr=0.000100 epoch_time=150.164 2023-06-24 06:37:22,672 - CLTR - INFO - Training Epoch:[869/1500] loss=10.33224 lr=0.000100 epoch_time=149.019 2023-06-24 06:39:55,803 - CLTR - INFO - Training Epoch:[870/1500] loss=10.31089 lr=0.000100 epoch_time=153.129 2023-06-24 06:42:24,688 - CLTR - INFO - Training Epoch:[871/1500] loss=10.12858 lr=0.000100 epoch_time=148.884 2023-06-24 06:44:47,624 - CLTR - INFO - Training Epoch:[872/1500] loss=10.34075 lr=0.000100 epoch_time=142.935 2023-06-24 06:47:12,697 - CLTR - INFO - Training Epoch:[873/1500] loss=10.41841 lr=0.000100 epoch_time=145.071 2023-06-24 06:49:38,628 - CLTR - INFO - Training Epoch:[874/1500] loss=10.25375 lr=0.000100 epoch_time=145.929 2023-06-24 06:52:01,837 - CLTR - INFO - Training Epoch:[875/1500] loss=10.18879 lr=0.000100 epoch_time=143.208 2023-06-24 06:54:31,851 - CLTR - INFO - Training Epoch:[876/1500] loss=10.29419 lr=0.000100 epoch_time=150.012 2023-06-24 06:57:03,823 - CLTR - INFO - Training Epoch:[877/1500] loss=10.21388 lr=0.000100 epoch_time=151.970 2023-06-24 06:59:29,051 - CLTR - INFO - Training Epoch:[878/1500] loss=10.23270 lr=0.000100 epoch_time=145.227 2023-06-24 07:01:50,693 - CLTR - INFO - Training Epoch:[879/1500] loss=10.32585 lr=0.000100 epoch_time=141.641 2023-06-24 07:04:24,092 - CLTR - INFO - Training Epoch:[880/1500] loss=10.29844 lr=0.000100 epoch_time=153.397 2023-06-24 07:06:43,413 - CLTR - INFO - Training Epoch:[881/1500] loss=10.31427 lr=0.000100 epoch_time=139.320 2023-06-24 07:09:14,698 - CLTR - INFO - Training Epoch:[882/1500] loss=10.31118 lr=0.000100 epoch_time=151.283 2023-06-24 07:11:39,603 - CLTR - INFO - Training Epoch:[883/1500] loss=10.22715 lr=0.000100 epoch_time=144.904 2023-06-24 07:14:10,480 - CLTR - INFO - Training Epoch:[884/1500] loss=10.29727 lr=0.000100 epoch_time=150.875 2023-06-24 07:16:41,372 - CLTR - INFO - Training Epoch:[885/1500] loss=10.23294 lr=0.000100 epoch_time=150.890 2023-06-24 07:19:11,404 - CLTR - INFO - Training Epoch:[886/1500] loss=10.27832 lr=0.000100 epoch_time=150.030 2023-06-24 07:21:42,122 - CLTR - INFO - Training Epoch:[887/1500] loss=10.27418 lr=0.000100 epoch_time=150.716 2023-06-24 07:24:15,058 - CLTR - INFO - Training Epoch:[888/1500] loss=10.28984 lr=0.000100 epoch_time=152.934 2023-06-24 07:26:48,989 - CLTR - INFO - Training Epoch:[889/1500] loss=10.21221 lr=0.000100 epoch_time=153.929 2023-06-24 07:29:20,148 - CLTR - INFO - Training Epoch:[890/1500] loss=10.33088 lr=0.000100 epoch_time=151.158 2023-06-24 07:31:44,029 - CLTR - INFO - Training Epoch:[891/1500] loss=10.24458 lr=0.000100 epoch_time=143.879 2023-06-24 07:34:17,439 - CLTR - INFO - Training Epoch:[892/1500] loss=10.28074 lr=0.000100 epoch_time=153.409 2023-06-24 07:36:49,491 - CLTR - INFO - Training Epoch:[893/1500] loss=10.22624 lr=0.000100 epoch_time=152.050 2023-06-24 07:39:13,343 - CLTR - INFO - Training Epoch:[894/1500] loss=10.41424 lr=0.000100 epoch_time=143.850 2023-06-24 07:41:38,785 - CLTR - INFO - Training Epoch:[895/1500] loss=10.37089 lr=0.000100 epoch_time=145.441 2023-06-24 07:44:08,495 - CLTR - INFO - Training Epoch:[896/1500] loss=10.28989 lr=0.000100 epoch_time=149.708 2023-06-24 07:46:36,923 - CLTR - INFO - Training Epoch:[897/1500] loss=10.22555 lr=0.000100 epoch_time=148.426 2023-06-24 07:48:58,066 - CLTR - INFO - Training Epoch:[898/1500] loss=10.26564 lr=0.000100 epoch_time=141.141 2023-06-24 07:51:27,796 - CLTR - INFO - Training Epoch:[899/1500] loss=10.29047 lr=0.000100 epoch_time=149.729 2023-06-24 07:53:58,658 - CLTR - INFO - Training Epoch:[900/1500] loss=10.27275 lr=0.000100 epoch_time=150.860 2023-06-24 07:53:58,659 - CLTR - INFO - begin test 2023-06-24 07:58:35,245 - CLTR - INFO - Testing Epoch:[900/1500] mae=391.606 mse=1053.676 best_mae=391.606
2023-06-24 08:00:56,027 - CLTR - INFO - Training Epoch:[901/1500] loss=10.25209 lr=0.000100 epoch_time=140.782 2023-06-24 08:03:28,295 - CLTR - INFO - Training Epoch:[902/1500] loss=10.30949 lr=0.000100 epoch_time=152.266 2023-06-24 08:05:52,804 - CLTR - INFO - Training Epoch:[903/1500] loss=10.27285 lr=0.000100 epoch_time=144.507 2023-06-24 08:08:14,858 - CLTR - INFO - Training Epoch:[904/1500] loss=10.39652 lr=0.000100 epoch_time=142.052 2023-06-24 08:10:45,263 - CLTR - INFO - Training Epoch:[905/1500] loss=10.30720 lr=0.000100 epoch_time=150.404 2023-06-24 08:13:01,695 - CLTR - INFO - Training Epoch:[906/1500] loss=10.26078 lr=0.000100 epoch_time=136.430 2023-06-24 08:15:18,631 - CLTR - INFO - Training Epoch:[907/1500] loss=10.24320 lr=0.000100 epoch_time=136.934 2023-06-24 08:17:48,933 - CLTR - INFO - Training Epoch:[908/1500] loss=10.36249 lr=0.000100 epoch_time=150.301 2023-06-24 08:20:19,037 - CLTR - INFO - Training Epoch:[909/1500] loss=10.19177 lr=0.000100 epoch_time=150.102 2023-06-24 08:22:44,050 - CLTR - INFO - Training Epoch:[910/1500] loss=10.14987 lr=0.000100 epoch_time=145.012 2023-06-24 08:25:15,447 - CLTR - INFO - Training Epoch:[911/1500] loss=10.29906 lr=0.000100 epoch_time=151.395 2023-06-24 08:27:45,827 - CLTR - INFO - Training Epoch:[912/1500] loss=10.28355 lr=0.000100 epoch_time=150.378 2023-06-24 08:30:10,293 - CLTR - INFO - Training Epoch:[913/1500] loss=10.23932 lr=0.000100 epoch_time=144.464 2023-06-24 08:32:37,748 - CLTR - INFO - Training Epoch:[914/1500] loss=10.27903 lr=0.000100 epoch_time=147.454 2023-06-24 08:35:09,717 - CLTR - INFO - Training Epoch:[915/1500] loss=10.36890 lr=0.000100 epoch_time=151.967 2023-06-24 08:37:35,507 - CLTR - INFO - Training Epoch:[916/1500] loss=10.34877 lr=0.000100 epoch_time=145.789 2023-06-24 08:39:58,221 - CLTR - INFO - Training Epoch:[917/1500] loss=10.39523 lr=0.000100 epoch_time=142.712 2023-06-24 08:42:26,324 - CLTR - INFO - Training Epoch:[918/1500] loss=10.14925 lr=0.000100 epoch_time=148.102 2023-06-24 08:44:56,747 - CLTR - INFO - Training Epoch:[919/1500] loss=10.30151 lr=0.000100 epoch_time=150.421 2023-06-24 08:47:28,423 - CLTR - INFO - Training Epoch:[920/1500] loss=10.29961 lr=0.000100 epoch_time=151.674 2023-06-24 08:50:00,429 - CLTR - INFO - Training Epoch:[921/1500] loss=10.29688 lr=0.000100 epoch_time=152.004 2023-06-24 08:52:31,212 - CLTR - INFO - Training Epoch:[922/1500] loss=10.25200 lr=0.000100 epoch_time=150.781 2023-06-24 08:55:04,106 - CLTR - INFO - Training Epoch:[923/1500] loss=10.21645 lr=0.000100 epoch_time=152.893 2023-06-24 08:57:36,349 - CLTR - INFO - Training Epoch:[924/1500] loss=10.26646 lr=0.000100 epoch_time=152.241 2023-06-24 09:00:05,326 - CLTR - INFO - Training Epoch:[925/1500] loss=10.31808 lr=0.000100 epoch_time=148.975 2023-06-24 09:02:24,380 - CLTR - INFO - Training Epoch:[926/1500] loss=10.24416 lr=0.000100 epoch_time=139.052 2023-06-24 09:04:54,946 - CLTR - INFO - Training Epoch:[927/1500] loss=10.38073 lr=0.000100 epoch_time=150.565 2023-06-24 09:07:24,995 - CLTR - INFO - Training Epoch:[928/1500] loss=10.31432 lr=0.000100 epoch_time=150.047 2023-06-24 09:09:48,879 - CLTR - INFO - Training Epoch:[929/1500] loss=10.39733 lr=0.000100 epoch_time=143.882 2023-06-24 09:12:20,224 - CLTR - INFO - Training Epoch:[930/1500] loss=10.35415 lr=0.000100 epoch_time=151.344 2023-06-24 09:14:44,390 - CLTR - INFO - Training Epoch:[931/1500] loss=10.42557 lr=0.000100 epoch_time=144.164 2023-06-24 09:17:14,322 - CLTR - INFO - Training Epoch:[932/1500] loss=10.36241 lr=0.000100 epoch_time=149.931 2023-06-24 09:19:46,145 - CLTR - INFO - Training Epoch:[933/1500] loss=10.40629 lr=0.000100 epoch_time=151.821 2023-06-24 09:22:08,379 - CLTR - INFO - Training Epoch:[934/1500] loss=10.17413 lr=0.000100 epoch_time=142.232 2023-06-24 09:24:41,072 - CLTR - INFO - Training Epoch:[935/1500] loss=10.30106 lr=0.000100 epoch_time=152.691 2023-06-24 09:27:08,408 - CLTR - INFO - Training Epoch:[936/1500] loss=10.16157 lr=0.000100 epoch_time=147.334 2023-06-24 09:29:31,677 - CLTR - INFO - Training Epoch:[937/1500] loss=10.16341 lr=0.000100 epoch_time=143.267 2023-06-24 09:32:02,928 - CLTR - INFO - Training Epoch:[938/1500] loss=10.34249 lr=0.000100 epoch_time=151.250 2023-06-24 09:34:21,341 - CLTR - INFO - Training Epoch:[939/1500] loss=10.30669 lr=0.000100 epoch_time=138.412 2023-06-24 09:36:51,252 - CLTR - INFO - Training Epoch:[940/1500] loss=10.34615 lr=0.000100 epoch_time=149.909 2023-06-24 09:39:11,389 - CLTR - INFO - Training Epoch:[941/1500] loss=10.19585 lr=0.000100 epoch_time=140.135 2023-06-24 09:41:38,584 - CLTR - INFO - Training Epoch:[942/1500] loss=10.18902 lr=0.000100 epoch_time=147.194 2023-06-24 09:44:12,285 - CLTR - INFO - Training Epoch:[943/1500] loss=10.37893 lr=0.000100 epoch_time=153.699 2023-06-24 09:46:38,081 - CLTR - INFO - Training Epoch:[944/1500] loss=10.39023 lr=0.000100 epoch_time=145.794 2023-06-24 09:49:09,440 - CLTR - INFO - Training Epoch:[945/1500] loss=10.31791 lr=0.000100 epoch_time=151.357 2023-06-24 09:51:27,247 - CLTR - INFO - Training Epoch:[946/1500] loss=10.33966 lr=0.000100 epoch_time=137.805 2023-06-24 09:53:57,388 - CLTR - INFO - Training Epoch:[947/1500] loss=10.30118 lr=0.000100 epoch_time=150.140 2023-06-24 09:56:32,937 - CLTR - INFO - Training Epoch:[948/1500] loss=10.34925 lr=0.000100 epoch_time=155.547 2023-06-24 09:58:58,415 - CLTR - INFO - Training Epoch:[949/1500] loss=10.19111 lr=0.000100 epoch_time=145.476 2023-06-24 10:01:27,576 - CLTR - INFO - Training Epoch:[950/1500] loss=10.36969 lr=0.000100 epoch_time=149.159 2023-06-24 10:03:58,693 - CLTR - INFO - Training Epoch:[951/1500] loss=10.25365 lr=0.000100 epoch_time=151.115 2023-06-24 10:06:20,389 - CLTR - INFO - Training Epoch:[952/1500] loss=10.30132 lr=0.000100 epoch_time=141.694 2023-06-24 10:08:52,546 - CLTR - INFO - Training Epoch:[953/1500] loss=10.34697 lr=0.000100 epoch_time=152.155 2023-06-24 10:11:16,944 - CLTR - INFO - Training Epoch:[954/1500] loss=10.31323 lr=0.000100 epoch_time=144.396 2023-06-24 10:13:47,506 - CLTR - INFO - Training Epoch:[955/1500] loss=10.35172 lr=0.000100 epoch_time=150.561 2023-06-24 10:16:21,435 - CLTR - INFO - Training Epoch:[956/1500] loss=10.28070 lr=0.000100 epoch_time=153.928 2023-06-24 10:18:53,289 - CLTR - INFO - Training Epoch:[957/1500] loss=10.17757 lr=0.000100 epoch_time=151.852 2023-06-24 10:21:24,248 - CLTR - INFO - Training Epoch:[958/1500] loss=10.21338 lr=0.000100 epoch_time=150.958 2023-06-24 10:23:52,199 - CLTR - INFO - Training Epoch:[959/1500] loss=10.29959 lr=0.000100 epoch_time=147.949 2023-06-24 10:26:10,604 - CLTR - INFO - Training Epoch:[960/1500] loss=10.25253 lr=0.000100 epoch_time=138.403 2023-06-24 10:28:40,593 - CLTR - INFO - Training Epoch:[961/1500] loss=10.43471 lr=0.000100 epoch_time=149.988 2023-06-24 10:31:04,864 - CLTR - INFO - Training Epoch:[962/1500] loss=10.23293 lr=0.000100 epoch_time=144.269 2023-06-24 10:33:35,660 - CLTR - INFO - Training Epoch:[963/1500] loss=10.23857 lr=0.000100 epoch_time=150.794 2023-06-24 10:36:05,082 - CLTR - INFO - Training Epoch:[964/1500] loss=10.30174 lr=0.000100 epoch_time=149.421 2023-06-24 10:38:33,393 - CLTR - INFO - Training Epoch:[965/1500] loss=10.19263 lr=0.000100 epoch_time=148.309 2023-06-24 10:41:04,910 - CLTR - INFO - Training Epoch:[966/1500] loss=10.25469 lr=0.000100 epoch_time=151.516 2023-06-24 10:43:28,723 - CLTR - INFO - Training Epoch:[967/1500] loss=10.31068 lr=0.000100 epoch_time=143.811 2023-06-24 10:45:56,649 - CLTR - INFO - Training Epoch:[968/1500] loss=10.08516 lr=0.000100 epoch_time=147.924 2023-06-24 10:48:28,001 - CLTR - INFO - Training Epoch:[969/1500] loss=10.23852 lr=0.000100 epoch_time=151.351 2023-06-24 10:50:53,209 - CLTR - INFO - Training Epoch:[970/1500] loss=10.22150 lr=0.000100 epoch_time=145.206 2023-06-24 10:53:11,316 - CLTR - INFO - Training Epoch:[971/1500] loss=10.13609 lr=0.000100 epoch_time=138.105 2023-06-24 10:55:42,989 - CLTR - INFO - Training Epoch:[972/1500] loss=10.33055 lr=0.000100 epoch_time=151.671 2023-06-24 10:58:06,601 - CLTR - INFO - Training Epoch:[973/1500] loss=10.26425 lr=0.000100 epoch_time=143.610 2023-06-24 11:00:33,883 - CLTR - INFO - Training Epoch:[974/1500] loss=10.25523 lr=0.000100 epoch_time=147.281 2023-06-24 11:02:58,131 - CLTR - INFO - Training Epoch:[975/1500] loss=10.41867 lr=0.000100 epoch_time=144.246 2023-06-24 11:05:30,731 - CLTR - INFO - Training Epoch:[976/1500] loss=10.36430 lr=0.000100 epoch_time=152.598 2023-06-24 11:08:01,953 - CLTR - INFO - Training Epoch:[977/1500] loss=10.34808 lr=0.000100 epoch_time=151.221 2023-06-24 11:10:21,003 - CLTR - INFO - Training Epoch:[978/1500] loss=10.16516 lr=0.000100 epoch_time=139.048 2023-06-24 11:12:49,829 - CLTR - INFO - Training Epoch:[979/1500] loss=10.28701 lr=0.000100 epoch_time=148.824 2023-06-24 11:15:17,559 - CLTR - INFO - Training Epoch:[980/1500] loss=10.28184 lr=0.000100 epoch_time=147.728 2023-06-24 11:17:47,424 - CLTR - INFO - Training Epoch:[981/1500] loss=10.25450 lr=0.000100 epoch_time=149.863 2023-06-24 11:20:19,329 - CLTR - INFO - Training Epoch:[982/1500] loss=10.34444 lr=0.000100 epoch_time=151.903 2023-06-24 11:22:47,100 - CLTR - INFO - Training Epoch:[983/1500] loss=10.35315 lr=0.000100 epoch_time=147.770 2023-06-24 11:25:16,200 - CLTR - INFO - Training Epoch:[984/1500] loss=10.25386 lr=0.000100 epoch_time=149.098 2023-06-24 11:27:41,046 - CLTR - INFO - Training Epoch:[985/1500] loss=10.29253 lr=0.000100 epoch_time=144.844 2023-06-24 11:30:05,047 - CLTR - INFO - Training Epoch:[986/1500] loss=10.15013 lr=0.000100 epoch_time=144.000 2023-06-24 11:32:30,296 - CLTR - INFO - Training Epoch:[987/1500] loss=10.39358 lr=0.000100 epoch_time=145.247 2023-06-24 11:34:49,384 - CLTR - INFO - Training Epoch:[988/1500] loss=10.22007 lr=0.000100 epoch_time=139.086 2023-06-24 11:37:12,629 - CLTR - INFO - Training Epoch:[989/1500] loss=10.32368 lr=0.000100 epoch_time=143.244 2023-06-24 11:39:41,291 - CLTR - INFO - Training Epoch:[990/1500] loss=10.21228 lr=0.000100 epoch_time=148.660 2023-06-24 11:42:10,454 - CLTR - INFO - Training Epoch:[991/1500] loss=10.29629 lr=0.000100 epoch_time=149.161 2023-06-24 11:44:42,104 - CLTR - INFO - Training Epoch:[992/1500] loss=10.42642 lr=0.000100 epoch_time=151.648 2023-06-24 11:47:10,836 - CLTR - INFO - Training Epoch:[993/1500] loss=10.34836 lr=0.000100 epoch_time=148.730 2023-06-24 11:49:41,198 - CLTR - INFO - Training Epoch:[994/1500] loss=10.19334 lr=0.000100 epoch_time=150.361 2023-06-24 11:52:13,743 - CLTR - INFO - Training Epoch:[995/1500] loss=10.29994 lr=0.000100 epoch_time=152.543 2023-06-24 11:54:43,949 - CLTR - INFO - Training Epoch:[996/1500] loss=10.26813 lr=0.000100 epoch_time=150.204 2023-06-24 11:57:13,033 - CLTR - INFO - Training Epoch:[997/1500] loss=10.39346 lr=0.000100 epoch_time=149.082 2023-06-24 11:59:42,467 - CLTR - INFO - Training Epoch:[998/1500] loss=10.17000 lr=0.000100 epoch_time=149.433 2023-06-24 12:02:12,168 - CLTR - INFO - Training Epoch:[999/1500] loss=10.29142 lr=0.000100 epoch_time=149.699 2023-06-24 12:04:43,771 - CLTR - INFO - Training Epoch:[1000/1500] loss=10.26741 lr=0.000100 epoch_time=151.601 2023-06-24 12:04:43,772 - CLTR - INFO - begin test 2023-06-24 12:09:17,013 - CLTR - INFO - Testing Epoch:[1000/1500] mae=391.606 mse=1053.676 best_mae=391.606

dk-liang commented 1 year ago

@realamanisha, how many gpus do you use to train NWPU?

simurgh7 commented 1 year ago

@dk-liang I am using just one GPU.

dk-liang commented 1 year ago

@dk-liang I am using just one GPU.

Maybe you can try to utilize 4 GPUs.

simurgh7 commented 1 year ago

@dk-liang I am utilizing 4 GPUs this time. However, the code seems to get stuck after completing epoch 0. I have reduced the batch size to 4 to avoid Cuda memory error. The log file looks like this - 2023-07-01 14:22:42,553 - CLTR - INFO - model params: = 43.498
2023-07-01 14:22:42,556 - CLTR - INFO - {'dataset': 'nwpu', 'save_path': '/data/aanisha/crowd/localization/code/CLTR/save_file/log_file/20230701_142242', 'workers': 1, 'print_freq': 200, 'start_epoch': 0, 'epochs': 1500, 'pre': 'None', 'batch_size': 4, 'crop_size': 256, 'lr_step': 1200, 'seed': 1, 'best_pred': 100000.0, 'gpu_id': '0,1,2,3', 'lr': 0.0001, 'weight_decay': 0.0005, 'save': True, 'scale_aug': True, 'scale_type': 1, 'scale_p': 0.3, 'gray_aug': True, 'gray_p': 0.1, 'test_patch': True, 'channel_point': 3, 'num_patch': 1, 'min_num': -1, 'num_knn': 4, 'test_per_epoch': 20, 'threshold': 0.35, 'video_path': './video_demo/1.mp4', 'local_rank': 0, 'lr_backbone': 0.0001, 'lr_drop': 40, 'clip_max_norm': 0.1, 'frozen_weights': None, 'backbone': 'resnet50', 'dilation': False, 'position_embedding': 'sine', 'enc_layers': 6, 'dec_layers': 6, 'dim_feedforward': 2048, 'hidden_dim': 256, 'dropout': 0.1, 'nheads': 8, 'num_queries': 700, 'pre_norm': False, 'masks': False, 'aux_loss': True, 'set_cost_class': 2, 'set_cost_point': 5, 'set_cost_giou': 2, 'mask_loss_coef': 1, 'dice_loss_coef': 1, 'cls_loss_coef': 2, 'count_loss_coef': 2, 'point_loss_coef': 5, 'giou_loss_coef': 2, 'focal_alpha': 0.25, 'dataset_file': 'crowd_data', 'coco_path': None, 'coco_panoptic_path': None, 'remove_difficult': False, 'output_dir': '', 'device': 'cuda', 'resume': '', 'eval': False, 'num_workers': 0, 'world_size': 4, 'dist_url': 'env:// ', 'master_port': 29501, 'rank': 0, 'gpu': 0, 'distributed': True, 'dist_backend': 'nccl'} 2023-07-01 14:22:42,557 - CLTR - INFO - => no checkpoint found at 'None' 2023-07-01 14:22:42,557 - CLTR - INFO - best result = 100000.000 2023-07-01 14:22:42,608 - CLTR - INFO - best result=100000.000 start epoch=0.000 2023-07-01 14:22:42,609 - CLTR - INFO - start training! 2023-07-01 14:24:56,136 - CLTR - INFO - Training Epoch:[0/1500] loss=11.07623 lr=0.000100 epoch_time=133.527 2023-07-01 14:24:56,138 - CLTR - INFO - begin test

bartoszptak commented 9 months ago

This issue is still not solved.