2022/07/22 14:03:53 - mmengine - INFO - load model from: https://download.openmmlab.com/mmaction/recognition/c3d/c3d_sports1m_pretrain_20201016-dcc47ddc.pth 2022/07/22 14:03:53 - mmengine - INFO - http loads checkpoint from path: https://download.openmmlab.com/mmaction/recognition/c3d/c3d_sports1m_pretrain_20201016-dcc47ddc.pth 2022/07/22 14:03:55 - mmengine - INFO - Checkpoints will be saved to /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb by HardDiskBackend. 2022/07/22 14:05:09 - mmengine - INFO - Epoch(train) [1][20/40] lr: 1.0000e-03 eta: 1:50:01 time: 3.7088 data_time: 3.3850 memory: 6067 grad_norm: 7.8052 top1_acc: 0.2000 top5_acc: 0.3333 loss_cls: 4.4669 loss: 4.4669 2022/07/22 14:05:13 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:05:13 - mmengine - INFO - Epoch(train) [1][40/40] lr: 1.0000e-03 eta: 0:57:05 time: 0.1836 data_time: 0.0239 memory: 6067 grad_norm: 14.2581 top1_acc: 0.4348 top5_acc: 0.7391 loss_cls: 3.2775 loss: 3.2775 2022/07/22 14:05:18 - mmengine - INFO - Epoch(train) [2][20/40] lr: 1.0000e-03 eta: 0:40:09 time: 0.2619 data_time: 0.0703 memory: 6067 grad_norm: 18.0002 top1_acc: 0.6667 top5_acc: 0.8333 loss_cls: 1.7569 loss: 1.7569 2022/07/22 14:05:22 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:05:22 - mmengine - INFO - Epoch(train) [2][40/40] lr: 1.0000e-03 eta: 0:31:08 time: 0.1915 data_time: 0.0236 memory: 6067 grad_norm: 17.2091 top1_acc: 0.4348 top5_acc: 0.9130 loss_cls: 1.3383 loss: 1.3383 2022/07/22 14:05:27 - mmengine - INFO - Epoch(train) [3][20/40] lr: 1.0000e-03 eta: 0:25:58 time: 0.2395 data_time: 0.0546 memory: 6067 grad_norm: 14.7620 top1_acc: 0.7667 top5_acc: 1.0000 loss_cls: 0.9187 loss: 0.9187 2022/07/22 14:05:31 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:05:31 - mmengine - INFO - Epoch(train) [3][40/40] lr: 1.0000e-03 eta: 0:22:23 time: 0.2136 data_time: 0.0258 memory: 6067 grad_norm: 14.6458 top1_acc: 0.8696 top5_acc: 1.0000 loss_cls: 0.8217 loss: 0.8217 2022/07/22 14:05:37 - mmengine - INFO - Epoch(train) [4][20/40] lr: 1.0000e-03 eta: 0:19:59 time: 0.2581 data_time: 0.0687 memory: 6067 grad_norm: 13.7916 top1_acc: 0.6333 top5_acc: 0.9333 loss_cls: 0.6018 loss: 0.6018 2022/07/22 14:05:41 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:05:41 - mmengine - INFO - Epoch(train) [4][40/40] lr: 1.0000e-03 eta: 0:17:56 time: 0.1952 data_time: 0.0229 memory: 6067 grad_norm: 13.0364 top1_acc: 0.8261 top5_acc: 0.9130 loss_cls: 0.5750 loss: 0.5750 2022/07/22 14:05:45 - mmengine - INFO - Epoch(train) [5][20/40] lr: 1.0000e-03 eta: 0:16:29 time: 0.2450 data_time: 0.0532 memory: 6067 grad_norm: 12.7963 top1_acc: 0.7333 top5_acc: 1.0000 loss_cls: 0.5201 loss: 0.5201 2022/07/22 14:05:55 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:05:55 - mmengine - INFO - Epoch(train) [5][40/40] lr: 1.0000e-03 eta: 0:15:51 time: 0.4526 data_time: 0.0203 memory: 6067 grad_norm: 12.2670 top1_acc: 0.8696 top5_acc: 1.0000 loss_cls: 0.4574 loss: 0.4574 2022/07/22 14:05:55 - mmengine - INFO - Saving checkpoint at 5 epochs 2022/07/22 14:07:16 - mmengine - INFO - Epoch(val) [5][16/16] acc/top1: 0.7653 acc/top5: 0.9413 acc/mean1: 0.7646 2022/07/22 14:07:20 - mmengine - INFO - The best checkpoint with 0.7653 acc/top1 at 6 epoch is saved to best_acc/top1_epoch_6.pth. 2022/07/22 14:07:24 - mmengine - INFO - Epoch(train) [6][20/40] lr: 1.0000e-03 eta: 0:14:49 time: 0.2440 data_time: 0.0686 memory: 6067 grad_norm: 11.2640 top1_acc: 0.8667 top5_acc: 1.0000 loss_cls: 0.3384 loss: 0.3384 2022/07/22 14:07:28 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:07:28 - mmengine - INFO - Epoch(train) [6][40/40] lr: 1.0000e-03 eta: 0:13:49 time: 0.1834 data_time: 0.0205 memory: 6067 grad_norm: 11.4988 top1_acc: 0.8696 top5_acc: 1.0000 loss_cls: 0.3798 loss: 0.3798 2022/07/22 14:07:33 - mmengine - INFO - Epoch(train) [7][20/40] lr: 1.0000e-03 eta: 0:13:06 time: 0.2622 data_time: 0.0544 memory: 6067 grad_norm: 10.7417 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.2846 loss: 0.2846 2022/07/22 14:07:37 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:07:37 - mmengine - INFO - Epoch(train) [7][40/40] lr: 1.0000e-03 eta: 0:12:22 time: 0.1999 data_time: 0.0245 memory: 6067 grad_norm: 11.1765 top1_acc: 0.9130 top5_acc: 1.0000 loss_cls: 0.2858 loss: 0.2858 2022/07/22 14:07:43 - mmengine - INFO - Epoch(train) [8][20/40] lr: 1.0000e-03 eta: 0:11:50 time: 0.2640 data_time: 0.0549 memory: 6067 grad_norm: 10.3953 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.2805 loss: 0.2805 2022/07/22 14:07:46 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:07:46 - mmengine - INFO - Epoch(train) [8][40/40] lr: 1.0000e-03 eta: 0:11:14 time: 0.1888 data_time: 0.0268 memory: 6067 grad_norm: 10.5403 top1_acc: 0.8261 top5_acc: 0.9565 loss_cls: 0.3073 loss: 0.3073 2022/07/22 14:07:52 - mmengine - INFO - Epoch(train) [9][20/40] lr: 1.0000e-03 eta: 0:10:48 time: 0.2600 data_time: 0.0599 memory: 6067 grad_norm: 9.9475 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.2143 loss: 0.2143 2022/07/22 14:07:55 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:07:55 - mmengine - INFO - Epoch(train) [9][40/40] lr: 1.0000e-03 eta: 0:10:18 time: 0.1851 data_time: 0.0203 memory: 6067 grad_norm: 10.6337 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2457 loss: 0.2457 2022/07/22 14:08:00 - mmengine - INFO - Epoch(train) [10][20/40] lr: 1.0000e-03 eta: 0:09:56 time: 0.2417 data_time: 0.0584 memory: 6067 grad_norm: 9.8469 top1_acc: 0.9667 top5_acc: 0.9667 loss_cls: 0.2393 loss: 0.2393 2022/07/22 14:08:04 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:08:04 - mmengine - INFO - Epoch(train) [10][40/40] lr: 1.0000e-03 eta: 0:09:31 time: 0.1906 data_time: 0.0217 memory: 6067 grad_norm: 9.5914 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.2056 loss: 0.2056 2022/07/22 14:08:04 - mmengine - INFO - Saving checkpoint at 10 epochs 2022/07/22 14:08:12 - mmengine - INFO - Epoch(val) [10][16/16] acc/top1: 0.7629 acc/top5: 0.9418 acc/mean1: 0.7635 2022/07/22 14:08:17 - mmengine - INFO - Epoch(train) [11][20/40] lr: 1.0000e-03 eta: 0:09:13 time: 0.2503 data_time: 0.0511 memory: 6067 grad_norm: 8.6292 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.2005 loss: 0.2005 2022/07/22 14:08:21 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:08:21 - mmengine - INFO - Epoch(train) [11][40/40] lr: 1.0000e-03 eta: 0:08:53 time: 0.2023 data_time: 0.0253 memory: 6067 grad_norm: 9.1550 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.1417 loss: 0.1417 2022/07/22 14:08:26 - mmengine - INFO - Epoch(train) [12][20/40] lr: 1.0000e-03 eta: 0:08:36 time: 0.2516 data_time: 0.0598 memory: 6067 grad_norm: 8.9493 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1321 loss: 0.1321 2022/07/22 14:08:31 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:08:31 - mmengine - INFO - Epoch(train) [12][40/40] lr: 1.0000e-03 eta: 0:08:19 time: 0.2126 data_time: 0.0250 memory: 6067 grad_norm: 8.3611 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1610 loss: 0.1610 2022/07/22 14:08:37 - mmengine - INFO - Epoch(train) [13][20/40] lr: 1.0000e-03 eta: 0:08:10 time: 0.3397 data_time: 0.0645 memory: 6067 grad_norm: 8.6620 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.1288 loss: 0.1288 2022/07/22 14:08:41 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:08:41 - mmengine - INFO - Epoch(train) [13][40/40] lr: 1.0000e-03 eta: 0:07:53 time: 0.2001 data_time: 0.0269 memory: 6067 grad_norm: 8.2260 top1_acc: 0.8696 top5_acc: 0.9565 loss_cls: 0.1098 loss: 0.1098 2022/07/22 14:08:46 - mmengine - INFO - Epoch(train) [14][20/40] lr: 1.0000e-03 eta: 0:07:40 time: 0.2465 data_time: 0.0535 memory: 6067 grad_norm: 8.5581 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.1866 loss: 0.1866 2022/07/22 14:08:50 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:08:50 - mmengine - INFO - Epoch(train) [14][40/40] lr: 1.0000e-03 eta: 0:07:25 time: 0.1921 data_time: 0.0200 memory: 6067 grad_norm: 8.3367 top1_acc: 0.9130 top5_acc: 1.0000 loss_cls: 0.1558 loss: 0.1558 2022/07/22 14:08:55 - mmengine - INFO - Epoch(train) [15][20/40] lr: 1.0000e-03 eta: 0:07:14 time: 0.2609 data_time: 0.0776 memory: 6067 grad_norm: 8.1821 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.1416 loss: 0.1416 2022/07/22 14:08:59 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:08:59 - mmengine - INFO - Epoch(train) [15][40/40] lr: 1.0000e-03 eta: 0:07:00 time: 0.1880 data_time: 0.0223 memory: 6067 grad_norm: 8.2150 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.1337 loss: 0.1337 2022/07/22 14:08:59 - mmengine - INFO - Saving checkpoint at 15 epochs 2022/07/22 14:09:06 - mmengine - INFO - Epoch(val) [15][16/16] acc/top1: 0.7772 acc/top5: 0.9440 acc/mean1: 0.7756 2022/07/22 14:09:06 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb/best_acc/top1_epoch_6.pth is removed 2022/07/22 14:09:11 - mmengine - INFO - The best checkpoint with 0.7772 acc/top1 at 16 epoch is saved to best_acc/top1_epoch_16.pth. 2022/07/22 14:09:17 - mmengine - INFO - Epoch(train) [16][20/40] lr: 1.0000e-03 eta: 0:06:50 time: 0.2632 data_time: 0.0696 memory: 6067 grad_norm: 7.5593 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.1156 loss: 0.1156 2022/07/22 14:09:21 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:09:21 - mmengine - INFO - Epoch(train) [16][40/40] lr: 1.0000e-03 eta: 0:06:37 time: 0.1966 data_time: 0.0194 memory: 6067 grad_norm: 7.9179 top1_acc: 0.9130 top5_acc: 1.0000 loss_cls: 0.1012 loss: 0.1012 2022/07/22 14:09:26 - mmengine - INFO - Epoch(train) [17][20/40] lr: 1.0000e-03 eta: 0:06:27 time: 0.2531 data_time: 0.0590 memory: 6067 grad_norm: 7.1545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0856 loss: 0.0856 2022/07/22 14:09:30 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:09:30 - mmengine - INFO - Epoch(train) [17][40/40] lr: 1.0000e-03 eta: 0:06:16 time: 0.1928 data_time: 0.0233 memory: 6067 grad_norm: 7.2712 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1305 loss: 0.1305 2022/07/22 14:09:35 - mmengine - INFO - Epoch(train) [18][20/40] lr: 1.0000e-03 eta: 0:06:07 time: 0.2748 data_time: 0.0767 memory: 6067 grad_norm: 6.8890 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0825 loss: 0.0825 2022/07/22 14:09:39 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:09:39 - mmengine - INFO - Epoch(train) [18][40/40] lr: 1.0000e-03 eta: 0:05:56 time: 0.2017 data_time: 0.0252 memory: 6067 grad_norm: 7.3049 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0957 loss: 0.0957 2022/07/22 14:09:44 - mmengine - INFO - Epoch(train) [19][20/40] lr: 1.0000e-03 eta: 0:05:47 time: 0.2435 data_time: 0.0578 memory: 6067 grad_norm: 6.3109 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0933 loss: 0.0933 2022/07/22 14:09:48 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:09:48 - mmengine - INFO - Epoch(train) [19][40/40] lr: 1.0000e-03 eta: 0:05:37 time: 0.1879 data_time: 0.0240 memory: 6067 grad_norm: 6.9598 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0855 loss: 0.0855 2022/07/22 14:09:53 - mmengine - INFO - Epoch(train) [20][20/40] lr: 1.0000e-03 eta: 0:05:28 time: 0.2517 data_time: 0.0518 memory: 6067 grad_norm: 7.0951 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1126 loss: 0.1126 2022/07/22 14:09:57 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:09:57 - mmengine - INFO - Epoch(train) [20][40/40] lr: 1.0000e-03 eta: 0:05:19 time: 0.2116 data_time: 0.0224 memory: 6067 grad_norm: 6.6412 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0697 loss: 0.0697 2022/07/22 14:09:57 - mmengine - INFO - Saving checkpoint at 20 epochs 2022/07/22 14:10:04 - mmengine - INFO - Epoch(val) [20][16/16] acc/top1: 0.7795 acc/top5: 0.9432 acc/mean1: 0.7766 2022/07/22 14:10:04 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb/best_acc/top1_epoch_16.pth is removed 2022/07/22 14:10:07 - mmengine - INFO - The best checkpoint with 0.7795 acc/top1 at 21 epoch is saved to best_acc/top1_epoch_21.pth. 2022/07/22 14:10:12 - mmengine - INFO - Epoch(train) [21][20/40] lr: 1.0000e-04 eta: 0:05:11 time: 0.2396 data_time: 0.0489 memory: 6067 grad_norm: 5.9833 top1_acc: 0.9667 top5_acc: 0.9667 loss_cls: 0.0966 loss: 0.0966 2022/07/22 14:10:16 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:10:16 - mmengine - INFO - Epoch(train) [21][40/40] lr: 1.0000e-04 eta: 0:05:02 time: 0.1848 data_time: 0.0232 memory: 6067 grad_norm: 5.8160 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0533 loss: 0.0533 2022/07/22 14:10:21 - mmengine - INFO - Epoch(train) [22][20/40] lr: 1.0000e-04 eta: 0:04:54 time: 0.2472 data_time: 0.0531 memory: 6067 grad_norm: 5.1913 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0587 loss: 0.0587 2022/07/22 14:10:24 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:10:24 - mmengine - INFO - Epoch(train) [22][40/40] lr: 1.0000e-04 eta: 0:04:45 time: 0.1874 data_time: 0.0209 memory: 6067 grad_norm: 5.5729 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0667 loss: 0.0667 2022/07/22 14:10:30 - mmengine - INFO - Epoch(train) [23][20/40] lr: 1.0000e-04 eta: 0:04:38 time: 0.2587 data_time: 0.0545 memory: 6067 grad_norm: 5.1968 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0450 loss: 0.0450 2022/07/22 14:10:34 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:10:34 - mmengine - INFO - Epoch(train) [23][40/40] lr: 1.0000e-04 eta: 0:04:29 time: 0.1941 data_time: 0.0195 memory: 6067 grad_norm: 5.5367 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0450 loss: 0.0450 2022/07/22 14:10:38 - mmengine - INFO - Epoch(train) [24][20/40] lr: 1.0000e-04 eta: 0:04:22 time: 0.2357 data_time: 0.0551 memory: 6067 grad_norm: 5.0453 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0565 loss: 0.0565 2022/07/22 14:10:42 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:10:42 - mmengine - INFO - Epoch(train) [24][40/40] lr: 1.0000e-04 eta: 0:04:14 time: 0.1981 data_time: 0.0337 memory: 6067 grad_norm: 5.3638 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0675 loss: 0.0675 2022/07/22 14:10:48 - mmengine - INFO - Epoch(train) [25][20/40] lr: 1.0000e-04 eta: 0:04:07 time: 0.2682 data_time: 0.0693 memory: 6067 grad_norm: 5.3252 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0509 loss: 0.0509 2022/07/22 14:10:52 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:10:52 - mmengine - INFO - Epoch(train) [25][40/40] lr: 1.0000e-04 eta: 0:03:59 time: 0.1926 data_time: 0.0194 memory: 6067 grad_norm: 5.3295 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0490 loss: 0.0490 2022/07/22 14:10:52 - mmengine - INFO - Saving checkpoint at 25 epochs 2022/07/22 14:10:59 - mmengine - INFO - Epoch(val) [25][16/16] acc/top1: 0.7930 acc/top5: 0.9503 acc/mean1: 0.7911 2022/07/22 14:10:59 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb/best_acc/top1_epoch_21.pth is removed 2022/07/22 14:11:04 - mmengine - INFO - The best checkpoint with 0.7930 acc/top1 at 26 epoch is saved to best_acc/top1_epoch_26.pth. 2022/07/22 14:11:08 - mmengine - INFO - Epoch(train) [26][20/40] lr: 1.0000e-04 eta: 0:03:52 time: 0.2307 data_time: 0.0468 memory: 6067 grad_norm: 5.1672 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0535 loss: 0.0535 2022/07/22 14:11:12 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:11:12 - mmengine - INFO - Epoch(train) [26][40/40] lr: 1.0000e-04 eta: 0:03:45 time: 0.2053 data_time: 0.0252 memory: 6067 grad_norm: 4.8441 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0512 loss: 0.0512 2022/07/22 14:11:18 - mmengine - INFO - Epoch(train) [27][20/40] lr: 1.0000e-04 eta: 0:03:39 time: 0.2701 data_time: 0.0759 memory: 6067 grad_norm: 4.8884 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0313 loss: 0.0313 2022/07/22 14:11:22 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:11:22 - mmengine - INFO - Epoch(train) [27][40/40] lr: 1.0000e-04 eta: 0:03:32 time: 0.2118 data_time: 0.0234 memory: 6067 grad_norm: 5.9763 top1_acc: 0.9130 top5_acc: 1.0000 loss_cls: 0.0656 loss: 0.0656 2022/07/22 14:11:27 - mmengine - INFO - Epoch(train) [28][20/40] lr: 1.0000e-04 eta: 0:03:25 time: 0.2581 data_time: 0.0600 memory: 6067 grad_norm: 5.0958 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0406 loss: 0.0406 2022/07/22 14:11:31 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:11:31 - mmengine - INFO - Epoch(train) [28][40/40] lr: 1.0000e-04 eta: 0:03:18 time: 0.1907 data_time: 0.0192 memory: 6067 grad_norm: 5.1365 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0609 loss: 0.0609 2022/07/22 14:11:36 - mmengine - INFO - Epoch(train) [29][20/40] lr: 1.0000e-04 eta: 0:03:12 time: 0.2679 data_time: 0.0744 memory: 6067 grad_norm: 5.1118 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0396 loss: 0.0396 2022/07/22 14:11:40 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:11:40 - mmengine - INFO - Epoch(train) [29][40/40] lr: 1.0000e-04 eta: 0:03:05 time: 0.1905 data_time: 0.0224 memory: 6067 grad_norm: 5.2079 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0558 loss: 0.0558 2022/07/22 14:11:45 - mmengine - INFO - Epoch(train) [30][20/40] lr: 1.0000e-04 eta: 0:02:59 time: 0.2465 data_time: 0.0583 memory: 6067 grad_norm: 5.2804 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0625 loss: 0.0625 2022/07/22 14:11:49 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:11:49 - mmengine - INFO - Epoch(train) [30][40/40] lr: 1.0000e-04 eta: 0:02:52 time: 0.1882 data_time: 0.0184 memory: 6067 grad_norm: 5.2523 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0362 loss: 0.0362 2022/07/22 14:11:49 - mmengine - INFO - Saving checkpoint at 30 epochs 2022/07/22 14:11:56 - mmengine - INFO - Epoch(val) [30][16/16] acc/top1: 0.7943 acc/top5: 0.9511 acc/mean1: 0.7923 2022/07/22 14:11:56 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb/best_acc/top1_epoch_26.pth is removed 2022/07/22 14:11:59 - mmengine - INFO - The best checkpoint with 0.7943 acc/top1 at 31 epoch is saved to best_acc/top1_epoch_31.pth. 2022/07/22 14:12:03 - mmengine - INFO - Epoch(train) [31][20/40] lr: 1.0000e-04 eta: 0:02:46 time: 0.2254 data_time: 0.0471 memory: 6067 grad_norm: 5.0410 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0652 loss: 0.0652 2022/07/22 14:12:07 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:12:07 - mmengine - INFO - Epoch(train) [31][40/40] lr: 1.0000e-04 eta: 0:02:39 time: 0.1984 data_time: 0.0265 memory: 6067 grad_norm: 5.1314 top1_acc: 0.9130 top5_acc: 1.0000 loss_cls: 0.0565 loss: 0.0565 2022/07/22 14:12:13 - mmengine - INFO - Epoch(train) [32][20/40] lr: 1.0000e-04 eta: 0:02:33 time: 0.2579 data_time: 0.0543 memory: 6067 grad_norm: 5.0057 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0531 loss: 0.0531 2022/07/22 14:12:16 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:12:16 - mmengine - INFO - Epoch(train) [32][40/40] lr: 1.0000e-04 eta: 0:02:27 time: 0.1931 data_time: 0.0244 memory: 6067 grad_norm: 5.1313 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0430 loss: 0.0430 2022/07/22 14:12:21 - mmengine - INFO - Epoch(train) [33][20/40] lr: 1.0000e-04 eta: 0:02:21 time: 0.2434 data_time: 0.0530 memory: 6067 grad_norm: 4.6810 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0361 loss: 0.0361 2022/07/22 14:12:25 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:12:25 - mmengine - INFO - Epoch(train) [33][40/40] lr: 1.0000e-04 eta: 0:02:15 time: 0.1927 data_time: 0.0203 memory: 6067 grad_norm: 5.3817 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0493 loss: 0.0493 2022/07/22 14:12:30 - mmengine - INFO - Epoch(train) [34][20/40] lr: 1.0000e-04 eta: 0:02:09 time: 0.2503 data_time: 0.0519 memory: 6067 grad_norm: 4.8754 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.0507 loss: 0.0507 2022/07/22 14:12:34 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:12:34 - mmengine - INFO - Epoch(train) [34][40/40] lr: 1.0000e-04 eta: 0:02:03 time: 0.1918 data_time: 0.0240 memory: 6067 grad_norm: 5.4710 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0447 loss: 0.0447 2022/07/22 14:12:39 - mmengine - INFO - Epoch(train) [35][20/40] lr: 1.0000e-04 eta: 0:01:57 time: 0.2559 data_time: 0.0556 memory: 6067 grad_norm: 5.2163 top1_acc: 0.9333 top5_acc: 1.0000 loss_cls: 0.0675 loss: 0.0675 2022/07/22 14:12:43 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:12:43 - mmengine - INFO - Epoch(train) [35][40/40] lr: 1.0000e-04 eta: 0:01:51 time: 0.1958 data_time: 0.0239 memory: 6067 grad_norm: 5.3091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0504 loss: 0.0504 2022/07/22 14:12:43 - mmengine - INFO - Saving checkpoint at 35 epochs 2022/07/22 14:12:50 - mmengine - INFO - Epoch(val) [35][16/16] acc/top1: 0.7912 acc/top5: 0.9508 acc/mean1: 0.7906 2022/07/22 14:12:57 - mmengine - INFO - Epoch(train) [36][20/40] lr: 1.0000e-04 eta: 0:01:46 time: 0.3582 data_time: 0.0759 memory: 6067 grad_norm: 4.9023 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0540 loss: 0.0540 2022/07/22 14:13:01 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:13:01 - mmengine - INFO - Epoch(train) [36][40/40] lr: 1.0000e-04 eta: 0:01:40 time: 0.1896 data_time: 0.0222 memory: 6067 grad_norm: 4.9665 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0333 loss: 0.0333 2022/07/22 14:13:06 - mmengine - INFO - Epoch(train) [37][20/40] lr: 1.0000e-04 eta: 0:01:34 time: 0.2569 data_time: 0.0642 memory: 6067 grad_norm: 5.2489 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0312 loss: 0.0312 2022/07/22 14:13:10 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:13:10 - mmengine - INFO - Epoch(train) [37][40/40] lr: 1.0000e-04 eta: 0:01:28 time: 0.1948 data_time: 0.0194 memory: 6067 grad_norm: 4.4728 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/07/22 14:13:15 - mmengine - INFO - Epoch(train) [38][20/40] lr: 1.0000e-04 eta: 0:01:22 time: 0.2562 data_time: 0.0556 memory: 6067 grad_norm: 4.8901 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0470 loss: 0.0470 2022/07/22 14:13:19 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:13:19 - mmengine - INFO - Epoch(train) [38][40/40] lr: 1.0000e-04 eta: 0:01:17 time: 0.1911 data_time: 0.0198 memory: 6067 grad_norm: 5.2679 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0384 loss: 0.0384 2022/07/22 14:13:24 - mmengine - INFO - Epoch(train) [39][20/40] lr: 1.0000e-04 eta: 0:01:11 time: 0.2478 data_time: 0.0597 memory: 6067 grad_norm: 5.4473 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0401 loss: 0.0401 2022/07/22 14:13:28 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:13:28 - mmengine - INFO - Epoch(train) [39][40/40] lr: 1.0000e-04 eta: 0:01:05 time: 0.1915 data_time: 0.0230 memory: 6067 grad_norm: 5.0466 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0375 loss: 0.0375 2022/07/22 14:13:33 - mmengine - INFO - Epoch(train) [40][20/40] lr: 1.0000e-04 eta: 0:01:00 time: 0.2667 data_time: 0.0523 memory: 6067 grad_norm: 5.3541 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0594 loss: 0.0594 2022/07/22 14:13:37 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:13:37 - mmengine - INFO - Epoch(train) [40][40/40] lr: 1.0000e-04 eta: 0:00:54 time: 0.1995 data_time: 0.0249 memory: 6067 grad_norm: 5.4607 top1_acc: 0.9565 top5_acc: 1.0000 loss_cls: 0.0432 loss: 0.0432 2022/07/22 14:13:38 - mmengine - INFO - Saving checkpoint at 40 epochs 2022/07/22 14:13:45 - mmengine - INFO - Epoch(val) [40][16/16] acc/top1: 0.7970 acc/top5: 0.9516 acc/mean1: 0.7962 2022/07/22 14:13:45 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb/best_acc/top1_epoch_31.pth is removed 2022/07/22 14:13:49 - mmengine - INFO - The best checkpoint with 0.7970 acc/top1 at 41 epoch is saved to best_acc/top1_epoch_41.pth. 2022/07/22 14:13:53 - mmengine - INFO - Epoch(train) [41][20/40] lr: 1.0000e-05 eta: 0:00:49 time: 0.2394 data_time: 0.0488 memory: 6067 grad_norm: 4.5774 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0229 loss: 0.0229 2022/07/22 14:13:57 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:13:57 - mmengine - INFO - Epoch(train) [41][40/40] lr: 1.0000e-05 eta: 0:00:43 time: 0.1898 data_time: 0.0266 memory: 6067 grad_norm: 4.9951 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0468 loss: 0.0468 2022/07/22 14:14:02 - mmengine - INFO - Epoch(train) [42][20/40] lr: 1.0000e-05 eta: 0:00:37 time: 0.2452 data_time: 0.0544 memory: 6067 grad_norm: 4.8200 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0464 loss: 0.0464 2022/07/22 14:14:06 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:14:06 - mmengine - INFO - Epoch(train) [42][40/40] lr: 1.0000e-05 eta: 0:00:32 time: 0.1923 data_time: 0.0198 memory: 6067 grad_norm: 4.8263 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0275 loss: 0.0275 2022/07/22 14:14:13 - mmengine - INFO - Epoch(train) [43][20/40] lr: 1.0000e-05 eta: 0:00:27 time: 0.3358 data_time: 0.0582 memory: 6067 grad_norm: 5.0716 top1_acc: 0.9667 top5_acc: 1.0000 loss_cls: 0.0590 loss: 0.0590 2022/07/22 14:14:17 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:14:17 - mmengine - INFO - Epoch(train) [43][40/40] lr: 1.0000e-05 eta: 0:00:21 time: 0.1906 data_time: 0.0230 memory: 6067 grad_norm: 5.0497 top1_acc: 0.9130 top5_acc: 1.0000 loss_cls: 0.0526 loss: 0.0526 2022/07/22 14:14:22 - mmengine - INFO - Epoch(train) [44][20/40] lr: 1.0000e-05 eta: 0:00:16 time: 0.2398 data_time: 0.0550 memory: 6067 grad_norm: 5.0016 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0362 loss: 0.0362 2022/07/22 14:14:26 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:14:26 - mmengine - INFO - Epoch(train) [44][40/40] lr: 1.0000e-05 eta: 0:00:10 time: 0.1935 data_time: 0.0208 memory: 6067 grad_norm: 4.7628 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0321 loss: 0.0321 2022/07/22 14:14:31 - mmengine - INFO - Epoch(train) [45][20/40] lr: 1.0000e-05 eta: 0:00:05 time: 0.2486 data_time: 0.0556 memory: 6067 grad_norm: 5.1471 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0435 loss: 0.0435 2022/07/22 14:14:34 - mmengine - INFO - Exp name: c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb_20220722_140343 2022/07/22 14:14:34 - mmengine - INFO - Epoch(train) [45][40/40] lr: 1.0000e-05 eta: 0:00:00 time: 0.1916 data_time: 0.0193 memory: 6067 grad_norm: 5.1943 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0439 loss: 0.0439 2022/07/22 14:14:34 - mmengine - INFO - Saving checkpoint at 45 epochs 2022/07/22 14:14:42 - mmengine - INFO - Epoch(val) [45][16/16] acc/top1: 0.7978 acc/top5: 0.9522 acc/mean1: 0.7966 2022/07/22 14:14:42 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/c3d_sports1m_16x1x1_45e_8xb30_ucf101_rgb/best_acc/top1_epoch_41.pth is removed 2022/07/22 14:14:46 - mmengine - INFO - The best checkpoint with 0.7978 acc/top1 at 46 epoch is saved to best_acc/top1_epoch_46.pth.