Task 13125148
| Name | ParityModified-1647040416-11880-1-0_0 |
| Workunit | 10250904 |
| Created | 14 Mar 2022, 4:18:28 UTC |
| Sent | 21 Mar 2022, 19:46:47 UTC |
| Report deadline | 29 Mar 2022, 19:46:47 UTC |
| Received | 23 Mar 2022, 21:38:18 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 7737 |
| Run time | 3 hours 24 min 29 sec |
| CPU time | 2 hours 26 min 55 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,508.72 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.80 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> main:574] : INFO : Epoch 1602 | loss: 0.031228 | val_loss: 0.0312252 | Time: 5420.71 ms [2022-03-23 16:14:17 main:574] : INFO : Epoch 1603 | loss: 0.0312227 | val_loss: 0.0312222 | Time: 5839.07 ms [2022-03-23 16:14:33 main:574] : INFO : Epoch 1604 | loss: 0.0312202 | val_loss: 0.0312199 | Time: 15780.4 ms [2022-03-23 16:14:38 main:574] : INFO : Epoch 1605 | loss: 0.0312204 | val_loss: 0.0312228 | Time: 5306.8 ms [2022-03-23 16:14:44 main:574] : INFO : Epoch 1606 | loss: 0.0312174 | val_loss: 0.0312193 | Time: 5196.56 ms [2022-03-23 16:14:49 main:574] : INFO : Epoch 1607 | loss: 0.0312173 | val_loss: 0.0312208 | Time: 5347.12 ms [2022-03-23 16:14:54 main:574] : INFO : Epoch 1608 | loss: 0.0312152 | val_loss: 0.0312161 | Time: 5160.68 ms [2022-03-23 16:15:11 main:574] : INFO : Epoch 1609 | loss: 0.0312144 | val_loss: 0.0312135 | Time: 16379.5 ms [2022-03-23 16:15:16 main:574] : INFO : Epoch 1610 | loss: 0.0312171 | val_loss: 0.0312172 | Time: 4962.98 ms [2022-03-23 16:15:21 main:574] : INFO : Epoch 1611 | loss: 0.0312125 | val_loss: 0.0312119 | Time: 5225.21 ms [2022-03-23 16:15:27 main:574] : INFO : Epoch 1612 | loss: 0.0312126 | val_loss: 0.0312139 | Time: 5166.99 ms [2022-03-23 16:15:32 main:574] : INFO : Epoch 1613 | loss: 0.0312142 | val_loss: 0.0312196 | Time: 5228.4 ms [2022-03-23 16:15:37 main:574] : INFO : Epoch 1614 | loss: 0.0312132 | val_loss: 0.0312113 | Time: 4906.07 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 960M) [2022-03-23 16:21:50 main:435] : INFO : Set logging level to 1 [2022-03-23 16:21:51 main:441] : INFO : Running in BOINC Client mode [2022-03-23 16:21:51 main:444] : INFO : Resolving all filenames [2022-03-23 16:21:51 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-23 16:21:51 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-23 16:21:51 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-23 16:21:51 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-23 16:21:52 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-23 16:21:52 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-23 16:21:52 main:474] : INFO : Configuration: [2022-03-23 16:21:52 main:475] : INFO : Model type: GRU [2022-03-23 16:21:52 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-23 16:21:53 main:477] : INFO : Max Epochs: 2048 [2022-03-23 16:21:53 main:478] : INFO : Batch Size: 128 [2022-03-23 16:21:53 main:479] : INFO : Learning Rate: 0.01 [2022-03-23 16:21:53 main:480] : INFO : Patience: 10 [2022-03-23 16:21:53 main:481] : INFO : Hidden Width: 12 [2022-03-23 16:21:53 main:482] : INFO : # Recurrent Layers: 4 [2022-03-23 16:21:53 main:483] : INFO : # Backend Layers: 4 [2022-03-23 16:21:54 main:484] : INFO : # Threads: 1 [2022-03-23 16:21:54 main:486] : INFO : Preparing Dataset [2022-03-23 16:21:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-23 16:21:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-23 16:22:01 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-23 16:22:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-23 16:22:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-23 16:22:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-23 16:22:02 main:494] : INFO : Creating Model [2022-03-23 16:22:02 main:507] : INFO : Preparing config file [2022-03-23 16:22:02 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-23 16:22:02 main:512] : INFO : Loading config [2022-03-23 16:22:03 main:514] : INFO : Loading state [2022-03-23 16:22:05 main:559] : INFO : Loading DataLoader into Memory [2022-03-23 16:22:06 main:562] : INFO : Starting Training [2022-03-23 16:22:13 main:574] : INFO : Epoch 1605 | loss: 0.0312749 | val_loss: 0.0312434 | Time: 6555.7 ms [2022-03-23 16:22:28 main:574] : INFO : Epoch 1606 | loss: 0.0312321 | val_loss: 0.031216 | Time: 15193.3 ms [2022-03-23 16:22:34 main:574] : INFO : Epoch 1607 | loss: 0.0312167 | val_loss: 0.0312136 | Time: 5818.81 ms [2022-03-23 16:22:50 main:574] : INFO : Epoch 1608 | loss: 0.0312108 | val_loss: 0.0312094 | Time: 15714.9 ms [2022-03-23 16:22:55 main:574] : INFO : Epoch 1609 | loss: 0.0312068 | val_loss: 0.0312067 | Time: 5313.09 ms [2022-03-23 16:23:10 main:574] : INFO : Epoch 1610 | loss: 0.0312057 | val_loss: 0.0312044 | Time: 4754.25 ms [2022-03-23 16:23:37 main:574] : INFO : Epoch 1611 | loss: 0.0312047 | val_loss: 0.0312026 | Time: 26503.6 ms [2022-03-23 16:23:42 main:574] : INFO : Epoch 1612 | loss: 0.0312022 | val_loss: 0.0312007 | Time: 4951.33 ms [2022-03-23 16:23:57 main:574] : INFO : Epoch 1613 | loss: 0.0312004 | val_loss: 0.0312016 | Time: 15446.4 ms [2022-03-23 16:24:03 main:574] : INFO : Epoch 1614 | loss: 0.0312005 | val_loss: 0.0312015 | Time: 5556.16 ms [2022-03-23 16:24:19 main:574] : INFO : Epoch 1615 | loss: 0.0312015 | val_loss: 0.0312019 | Time: 15631.6 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 960M) [2022-03-23 16:51:12 main:435] : INFO : Set logging level to 1 [2022-03-23 16:51:12 main:441] : INFO : Running in BOINC Client mode [2022-03-23 16:51:12 main:444] : INFO : Resolving all filenames [2022-03-23 16:51:12 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-23 16:51:12 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-23 16:51:12 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-23 16:51:12 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-23 16:51:13 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-23 16:51:13 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-23 16:51:13 main:474] : INFO : Configuration: [2022-03-23 16:51:13 main:475] : INFO : Model type: GRU [2022-03-23 16:51:13 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-23 16:51:13 main:477] : INFO : Max Epochs: 2048 [2022-03-23 16:51:13 main:478] : INFO : Batch Size: 128 [2022-03-23 16:51:14 main:479] : INFO : Learning Rate: 0.01 [2022-03-23 16:51:14 main:480] : INFO : Patience: 10 [2022-03-23 16:51:14 main:481] : INFO : Hidden Width: 12 [2022-03-23 16:51:14 main:482] : INFO : # Recurrent Layers: 4 [2022-03-23 16:51:14 main:483] : INFO : # Backend Layers: 4 [2022-03-23 16:51:14 main:484] : INFO : # Threads: 1 [2022-03-23 16:51:15 main:486] : INFO : Preparing Dataset [2022-03-23 16:51:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-23 16:51:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-23 16:51:21 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-23 16:51:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-23 16:51:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-23 16:51:22 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-23 16:51:22 main:494] : INFO : Creating Model [2022-03-23 16:51:22 main:507] : INFO : Preparing config file [2022-03-23 16:51:22 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-23 16:51:22 main:512] : INFO : Loading config [2022-03-23 16:51:22 main:514] : INFO : Loading state [2022-03-23 16:51:24 main:559] : INFO : Loading DataLoader into Memory [2022-03-23 16:51:25 main:562] : INFO : Starting Training [2022-03-23 16:51:30 main:574] : INFO : Epoch 1616 | loss: 0.0312674 | val_loss: 0.0312251 | Time: 5352.02 ms [2022-03-23 16:51:35 main:574] : INFO : Epoch 1617 | loss: 0.0312088 | val_loss: 0.0312021 | Time: 4913.69 ms [2022-03-23 16:51:40 main:574] : INFO : Epoch 1618 | loss: 0.0311998 | val_loss: 0.0312028 | Time: 5067.22 ms [2022-03-23 16:51:46 main:574] : INFO : Epoch 1619 | loss: 0.0311982 | val_loss: 0.0311974 | Time: 5318.35 ms [2022-03-23 16:51:51 main:574] : INFO : Epoch 1620 | loss: 0.0311959 | val_loss: 0.0311996 | Time: 4947.3 ms [2022-03-23 16:51:56 main:574] : INFO : Epoch 1621 | loss: 0.031197 | val_loss: 0.0311966 | Time: 5109.59 ms [2022-03-23 16:52:02 main:574] : INFO : Epoch 1622 | loss: 0.0311951 | val_loss: 0.0311961 | Time: 5403.38 ms [2022-03-23 16:52:07 main:574] : INFO : Epoch 1623 | loss: 0.0311952 | val_loss: 0.0311946 | Time: 5058.93 ms [2022-03-23 16:52:13 main:574] : INFO : Epoch 1624 | loss: 0.031196 | val_loss: 0.0311982 | Time: 5578.76 ms [2022-03-23 16:52:18 main:574] : INFO : Epoch 1625 | loss: 0.0311922 | val_loss: 0.031194 | Time: 5640.69 ms [2022-03-23 16:52:23 main:574] : INFO : Epoch 1626 | loss: 0.0311916 | val_loss: 0.031195 | Time: 4693.09 ms [2022-03-23 16:52:29 main:574] : INFO : Epoch 1627 | loss: 0.0311912 | val_loss: 0.0311938 | Time: 5481.29 ms [2022-03-23 16:52:34 main:574] : INFO : Epoch 1628 | loss: 0.0311914 | val_loss: 0.0311928 | Time: 5491.18 ms [2022-03-23 16:52:40 main:574] : INFO : Epoch 1629 | loss: 0.0311889 | val_loss: 0.0311922 | Time: 5372.57 ms [2022-03-23 16:53:06 main:574] : INFO : Epoch 1630 | loss: 0.0311888 | val_loss: 0.0311934 | Time: 25739.8 ms [2022-03-23 16:53:11 main:574] : INFO : Epoch 1631 | loss: 0.0311901 | val_loss: 0.0311908 | Time: 5366.59 ms [2022-03-23 16:53:16 main:574] : INFO : Epoch 1632 | loss: 0.0311892 | val_loss: 0.0311905 | Time: 4798.83 ms [2022-03-23 16:53:21 main:574] : INFO : Epoch 1633 | loss: 0.0311909 | val_loss: 0.0311921 | Time: 5022.68 ms [2022-03-23 16:53:27 main:574] : INFO : Epoch 1634 | loss: 0.0311921 | val_loss: 0.0311937 | Time: 5312.32 ms [2022-03-23 16:53:32 main:574] : INFO : Epoch 1635 | loss: 0.031192 | val_loss: 0.0311902 | Time: 5044.08 ms [2022-03-23 16:53:37 main:574] : INFO : Epoch 1636 | loss: 0.0311889 | val_loss: 0.0311953 | Time: 5124.83 ms [2022-03-23 16:53:44 main:574] : INFO : Epoch 1637 | loss: 0.0311882 | val_loss: 0.03119 | Time: 6335.98 ms [2022-03-23 16:53:59 main:574] : INFO : Epoch 1638 | loss: 0.031188 | val_loss: 0.0311894 | Time: 15234.9 ms [2022-03-23 16:54:04 main:574] : INFO : Epoch 1639 | loss: 0.0311877 | val_loss: 0.0311885 | Time: 4923.51 ms [2022-03-23 16:54:10 main:574] : INFO : Epoch 1640 | loss: 0.0311886 | val_loss: 0.0311909 | Time: 5372.75 ms [2022-03-23 16:54:15 main:574] : INFO : Epoch 1641 | loss: 0.031191 | val_loss: 0.0311907 | Time: 5320.83 ms [2022-03-23 16:54:20 main:574] : INFO : Epoch 1642 | loss: 0.0311904 | val_loss: 0.0311889 | Time: 4901.84 ms [2022-03-23 16:54:26 main:574] : INFO : Epoch 1643 | loss: 0.0311875 | val_loss: 0.0311866 | Time: 5738.27 ms [2022-03-23 16:54:32 main:574] : INFO : Epoch 1644 | loss: 0.0311882 | val_loss: 0.0311862 | Time: 5629.99 ms [2022-03-23 16:54:48 main:574] : INFO : Epoch 1645 | loss: 0.031186 | val_loss: 0.0311859 | Time: 15683.6 ms [2022-03-23 16:54:53 main:574] : INFO : Epoch 1646 | loss: 0.0311856 | val_loss: 0.0311901 | Time: 5366.96 ms [2022-03-23 16:55:19 main:574] : INFO : Epoch 1647 | loss: 0.0311847 | val_loss: 0.0311878 | Time: 25550 ms [2022-03-23 16:55:24 main:574] : INFO : Epoch 1648 | loss: 0.0311829 | val_loss: 0.0311861 | Time: 4772.49 ms [2022-03-23 16:55:29 main:574] : INFO : Epoch 1649 | loss: 0.0311817 | val_loss: 0.0311867 | Time: 5049.01 ms [2022-03-23 16:55:35 main:574] : INFO : Epoch 1650 | loss: 0.0311839 | val_loss: 0.0311846 | Time: 5855.29 ms [2022-03-23 16:55:50 main:574] : INFO : Epoch 1651 | loss: 0.0311828 | val_loss: 0.0311842 | Time: 15054.5 ms [2022-03-23 16:55:55 main:574] : INFO : Epoch 1652 | loss: 0.0311813 | val_loss: 0.031184 | Time: 5304.38 ms [2022-03-23 16:56:01 main:574] : INFO : Epoch 1653 | loss: 0.031183 | val_loss: 0.0311949 | Time: 5744.79 ms [2022-03-23 16:56:07 main:574] : INFO : Epoch 1654 | loss: 0.0311882 | val_loss: 0.0311835 | Time: 5214.76 ms [2022-03-23 16:56:12 main:574] : INFO : Epoch 1655 | loss: 0.0311848 | val_loss: 0.0311943 | Time: 5467.54 ms [2022-03-23 16:56:28 main:574] : INFO : Epoch 1656 | loss: 0.0311829 | val_loss: 0.0311844 | Time: 15641.3 ms [2022-03-23 16:56:33 main:574] : INFO : Epoch 1657 | loss: 0.0311791 | val_loss: 0.0311857 | Time: 4814.49 ms [2022-03-23 16:56:38 main:574] : INFO : Epoch 1658 | loss: 0.0311788 | val_loss: 0.0311815 | Time: 5366.62 ms [2022-03-23 16:56:44 main:574] : INFO : Epoch 1659 | loss: 0.0311783 | val_loss: 0.0311826 | Time: 5660.87 ms [2022-03-23 16:56:49 main:574] : INFO : Epoch 1660 | loss: 0.0311787 | val_loss: 0.0311832 | Time: 4899.9 ms [2022-03-23 16:56:55 main:574] : INFO : Epoch 1661 | loss: 0.0311781 | val_loss: 0.0311815 | Time: 5546.67 ms [2022-03-23 16:57:11 main:574] : INFO : Epoch 1662 | loss: 0.0311783 | val_loss: 0.0311814 | Time: 15884.9 ms [2022-03-23 16:57:16 main:574] : INFO : Epoch 1663 | loss: 0.031178 | val_loss: 0.0311821 | Time: 4989.88 ms [2022-03-23 16:57:21 main:574] : INFO : Epoch 1664 | loss: 0.0311775 | val_loss: 0.0311823 | Time: 5290.71 ms [2022-03-23 16:57:27 main:574] : INFO : Epoch 1665 | loss: 0.0311772 | val_loss: 0.0311814 | Time: 5658.78 ms [2022-03-23 16:57:32 main:574] : INFO : Epoch 1666 | loss: 0.0311776 | val_loss: 0.0311906 | Time: 5084.64 ms [2022-03-23 16:57:37 main:574] : INFO : Epoch 1667 | loss: 0.0311835 | val_loss: 0.0311828 | Time: 5253.81 ms [2022-03-23 16:57:43 main:574] : INFO : Epoch 1668 | loss: 0.0311818 | val_loss: 0.0311861 | Time: 5526.13 ms [2022-03-23 16:57:48 main:574] : INFO : Epoch 1669 | loss: 0.0311777 | val_loss: 0.0311802 | Time: 5165.67 ms [2022-03-23 16:57:54 main:574] : INFO : Epoch 1670 | loss: 0.0311769 | val_loss: 0.0311809 | Time: 5381.31 ms [2022-03-23 16:58:00 main:574] : INFO : Epoch 1671 | loss: 0.0311794 | val_loss: 0.0311862 | Time: 5862.44 ms [2022-03-23 16:58:06 main:574] : INFO : Epoch 1672 | loss: 0.0311779 | val_loss: 0.0311809 | Time: 5561.6 ms [2022-03-23 16:58:21 main:574] : INFO : Epoch 1673 | loss: 0.0311777 | val_loss: 0.0311853 | Time: 15480.8 ms [2022-03-23 16:58:38 main:574] : INFO : Epoch 1674 | loss: 0.0311783 | val_loss: 0.0311846 | Time: 16423 ms [2022-03-23 16:58:43 main:574] : INFO : Epoch 1675 | loss: 0.031176 | val_loss: 0.0311811 | Time: 5230.07 ms [2022-03-23 16:58:49 main:574] : INFO : Epoch 1676 | loss: 0.0311763 | val_loss: 0.0311796 | Time: 5396.71 ms [2022-03-23 16:58:54 main:574] : INFO : Epoch 1677 | loss: 0.0311763 | val_loss: 0.0311787 | Time: 5717.39 ms [2022-03-23 16:59:50 main:574] : INFO : Epoch 1678 | loss: 0.0311748 | val_loss: 0.0311804 | Time: 55759.3 ms [2022-03-23 16:59:55 main:574] : INFO : Epoch 1679 | loss: 0.0311754 | val_loss: 0.0311791 | Time: 5005.21 ms [2022-03-23 17:00:01 main:574] : INFO : Epoch 1680 | loss: 0.0311745 | val_loss: 0.0311802 | Time: 5471.11 ms [2022-03-23 17:00:08 main:574] : INFO : Epoch 1681 | loss: 0.031175 | val_loss: 0.0311799 | Time: 7088.67 ms [2022-03-23 17:00:16 main:574] : INFO : Epoch 1682 | loss: 0.0311747 | val_loss: 0.0311804 | Time: 7152.24 ms [2022-03-23 17:00:31 main:574] : INFO : Epoch 1683 | loss: 0.0311734 | val_loss: 0.0311786 | Time: 15160 ms [2022-03-23 17:00:37 main:574] : INFO : Epoch 1684 | loss: 0.031173 | val_loss: 0.0311789 | Time: 5850.46 ms [2022-03-23 17:01:03 main:574] : INFO : Epoch 1685 | loss: 0.0311757 | val_loss: 0.0311835 | Time: 25699 ms [2022-03-23 17:01:08 main:574] : INFO : Epoch 1686 | loss: 0.0311769 | val_loss: 0.0311799 | Time: 4766.09 ms [2022-03-23 17:01:13 main:574] : INFO : Epoch 1687 | loss: 0.0311778 | val_loss: 0.0311803 | Time: 5218.53 ms [2022-03-23 17:01:19 main:574] : INFO : Epoch 1688 | loss: 0.0311761 | val_loss: 0.0311794 | Time: 5649.06 ms [2022-03-23 17:01:24 main:574] : INFO : Epoch 1689 | loss: 0.0311754 | val_loss: 0.0311787 | Time: 5293.01 ms [2022-03-23 17:01:30 main:574] : INFO : Epoch 1690 | loss: 0.0311721 | val_loss: 0.0311807 | Time: 5271.81 ms [2022-03-23 17:01:35 main:574] : INFO : Epoch 1691 | loss: 0.0311722 | val_loss: 0.0311779 | Time: 5568.57 ms [2022-03-23 17:01:40 main:574] : INFO : Epoch 1692 | loss: 0.0311731 | val_loss: 0.0311799 | Time: 4929.41 ms [2022-03-23 17:01:45 main:574] : INFO : Epoch 1693 | loss: 0.0311731 | val_loss: 0.0311769 | Time: 4953.33 ms [2022-03-23 17:01:51 main:574] : INFO : Epoch 1694 | loss: 0.0311725 | val_loss: 0.031178 | Time: 5677.83 ms [2022-03-23 17:01:56 main:574] : INFO : Epoch 1695 | loss: 0.0311725 | val_loss: 0.0311782 | Time: 5094.8 ms [2022-03-23 17:02:01 main:574] : INFO : Epoch 1696 | loss: 0.0311733 | val_loss: 0.0311837 | Time: 5063.87 ms [2022-03-23 17:02:07 main:574] : INFO : Epoch 1697 | loss: 0.0311741 | val_loss: 0.03118 | Time: 5804.89 ms [2022-03-23 17:02:13 main:574] : INFO : Epoch 1698 | loss: 0.0311749 | val_loss: 0.0311859 | Time: 5063.44 ms [2022-03-23 17:02:18 main:574] : INFO : Epoch 1699 | loss: 0.0311754 | val_loss: 0.0311823 | Time: 5179.84 ms [2022-03-23 17:02:24 main:574] : INFO : Epoch 1700 | loss: 0.0311722 | val_loss: 0.0311776 | Time: 5711.81 ms [2022-03-23 17:02:29 main:574] : INFO : Epoch 1701 | loss: 0.0311734 | val_loss: 0.0311814 | Time: 4962.42 ms [2022-03-23 17:02:34 main:574] : INFO : Epoch 1702 | loss: 0.0311717 | val_loss: 0.0311771 | Time: 5466.3 ms [2022-03-23 17:02:40 main:574] : INFO : Epoch 1703 | loss: 0.0311714 | val_loss: 0.0311831 | Time: 5599.86 ms [2022-03-23 17:02:45 main:574] : INFO : Epoch 1704 | loss: 0.0311706 | val_loss: 0.031178 | Time: 4787.73 ms [2022-03-23 17:02:51 main:574] : INFO : Epoch 1705 | loss: 0.031169 | val_loss: 0.0311788 | Time: 5449.13 ms [2022-03-23 17:02:56 main:574] : INFO : Epoch 1706 | loss: 0.031173 | val_loss: 0.0311811 | Time: 5799.34 ms [2022-03-23 17:03:12 main:574] : INFO : Epoch 1707 | loss: 0.0311832 | val_loss: 0.0311804 | Time: 15218.7 ms [2022-03-23 17:03:17 main:574] : INFO : Epoch 1708 | loss: 0.0311807 | val_loss: 0.0311796 | Time: 5289.65 ms [2022-03-23 17:03:24 main:574] : INFO : Epoch 1709 | loss: 0.0311802 | val_loss: 0.0311756 | Time: 6312.4 ms [2022-03-23 17:03:29 main:574] : INFO : Epoch 1710 | loss: 0.0311788 | val_loss: 0.0311756 | Time: 5738.93 ms [2022-03-23 17:03:46 main:574] : INFO : Epoch 1711 | loss: 0.0311746 | val_loss: 0.0311764 | Time: 15966.6 ms [2022-03-23 17:04:01 main:574] : INFO : Epoch 1712 | loss: 0.0311739 | val_loss: 0.0311757 | Time: 15781.5 ms [2022-03-23 17:04:06 main:574] : INFO : Epoch 1713 | loss: 0.0311795 | val_loss: 0.0311996 | Time: 4985.1 ms [2022-03-23 17:04:12 main:574] : INFO : Epoch 1714 | loss: 0.0312005 | val_loss: 0.0311953 | Time: 5038.9 ms [2022-03-23 17:04:17 main:574] : INFO : Epoch 1715 | loss: 0.0311957 | val_loss: 0.0311915 | Time: 5510.66 ms [2022-03-23 17:04:22 main:574] : INFO : Epoch 1716 | loss: 0.0311918 | val_loss: 0.031192 | Time: 4959.35 ms [2022-03-23 17:04:27 main:574] : INFO : Epoch 1717 | loss: 0.0311869 | val_loss: 0.0311799 | Time: 5060.1 ms [2022-03-23 17:04:33 main:574] : INFO : Epoch 1718 | loss: 0.0311828 | val_loss: 0.0311791 | Time: 5748.92 ms [2022-03-23 17:04:39 main:574] : INFO : Epoch 1719 | loss: 0.0311812 | val_loss: 0.0311767 | Time: 5867.69 ms [2022-03-23 17:04:54 main:574] : INFO : Epoch 1720 | loss: 0.0311801 | val_loss: 0.0311754 | Time: 14772.4 ms [2022-03-23 17:04:59 main:574] : INFO : Epoch 1721 | loss: 0.0311806 | val_loss: 0.0311788 | Time: 5109.58 ms [2022-03-23 17:05:06 main:574] : INFO : Epoch 1722 | loss: 0.03118 | val_loss: 0.0311762 | Time: 5939.85 ms [2022-03-23 17:05:21 main:574] : INFO : Epoch 1723 | loss: 0.0311775 | val_loss: 0.0311749 | Time: 15540.2 ms [2022-03-23 17:05:26 main:574] : INFO : Epoch 1724 | loss: 0.0311775 | val_loss: 0.0311757 | Time: 4708.64 ms [2022-03-23 17:05:31 main:574] : INFO : Epoch 1725 | loss: 0.0311765 | val_loss: 0.0311726 | Time: 5381.35 ms [2022-03-23 17:05:36 main:574] : INFO : Epoch 1726 | loss: 0.0311769 | val_loss: 0.0311775 | Time: 4910.38 ms [2022-03-23 17:05:41 main:574] : INFO : Epoch 1727 | loss: 0.0311778 | val_loss: 0.0311731 | Time: 4852.5 ms [2022-03-23 17:05:47 main:574] : INFO : Epoch 1728 | loss: 0.0311756 | val_loss: 0.0311714 | Time: 5382.47 ms [2022-03-23 17:05:52 main:574] : INFO : Epoch 1729 | loss: 0.031175 | val_loss: 0.0311712 | Time: 4788.83 ms [2022-03-23 17:05:57 main:574] : INFO : Epoch 1730 | loss: 0.0311755 | val_loss: 0.0311726 | Time: 4878.6 ms [2022-03-23 17:06:02 main:574] : INFO : Epoch 1731 | loss: 0.0311756 | val_loss: 0.0311731 | Time: 5296.57 ms [2022-03-23 17:06:07 main:574] : INFO : Epoch 1732 | loss: 0.0311747 | val_loss: 0.0311736 | Time: 4856.01 ms [2022-03-23 17:06:12 main:574] : INFO : Epoch 1733 | loss: 0.0311775 | val_loss: 0.0311725 | Time: 5293.15 ms [2022-03-23 17:06:18 main:574] : INFO : Epoch 1734 | loss: 0.0311766 | val_loss: 0.0311717 | Time: 5378.41 ms [2022-03-23 17:06:23 main:574] : INFO : Epoch 1735 | loss: 0.0311736 | val_loss: 0.0311731 | Time: 5019.81 ms [2022-03-23 17:06:28 main:574] : INFO : Epoch 1736 | loss: 0.0311746 | val_loss: 0.0311748 | Time: 4845.06 ms [2022-03-23 17:06:33 main:574] : INFO : Epoch 1737 | loss: 0.0311757 | val_loss: 0.0311714 | Time: 5277.5 ms [2022-03-23 17:06:38 main:574] : INFO : Epoch 1738 | loss: 0.0311725 | val_loss: 0.0311719 | Time: 5064.3 ms [2022-03-23 17:06:44 main:574] : INFO : Epoch 1739 | loss: 0.0311747 | val_loss: 0.031171 | Time: 4911.07 ms [2022-03-23 17:06:49 main:574] : INFO : Epoch 1740 | loss: 0.0311737 | val_loss: 0.0311726 | Time: 5203.75 ms [2022-03-23 17:06:54 main:574] : INFO : Epoch 1741 | loss: 0.0311725 | val_loss: 0.0311708 | Time: 5048.59 ms [2022-03-23 17:06:59 main:574] : INFO : Epoch 1742 | loss: 0.0311724 | val_loss: 0.0311706 | Time: 4891.51 ms [2022-03-23 17:07:05 main:574] : INFO : Epoch 1743 | loss: 0.0311729 | val_loss: 0.0311738 | Time: 6242.9 ms [2022-03-23 17:07:11 main:574] : INFO : Epoch 1744 | loss: 0.0311725 | val_loss: 0.0311704 | Time: 5385.63 ms [2022-03-23 17:07:26 main:574] : INFO : Epoch 1745 | loss: 0.0311714 | val_loss: 0.0311709 | Time: 14702.2 ms [2022-03-23 17:07:31 main:574] : INFO : Epoch 1746 | loss: 0.0311735 | val_loss: 0.0311789 | Time: 5430.88 ms [2022-03-23 17:07:36 main:574] : INFO : Epoch 1747 | loss: 0.0311777 | val_loss: 0.0311731 | Time: 5165.37 ms [2022-03-23 17:07:41 main:574] : INFO : Epoch 1748 | loss: 0.0311718 | val_loss: 0.0311724 | Time: 4918.97 ms [2022-03-23 17:07:47 main:574] : INFO : Epoch 1749 | loss: 0.0311726 | val_loss: 0.0311719 | Time: 5228.28 ms [2022-03-23 17:07:52 main:574] : INFO : Epoch 1750 | loss: 0.0311716 | val_loss: 0.0311745 | Time: 4962.22 ms [2022-03-23 17:07:57 main:574] : INFO : Epoch 1751 | loss: 0.0311714 | val_loss: 0.0311703 | Time: 4876.92 ms [2022-03-23 17:08:02 main:574] : INFO : Epoch 1752 | loss: 0.0311708 | val_loss: 0.0311703 | Time: 4997.89 ms [2022-03-23 17:08:07 main:574] : INFO : Epoch 1753 | loss: 0.0311718 | val_loss: 0.0311704 | Time: 5044.63 ms [2022-03-23 17:08:12 main:574] : INFO : Epoch 1754 | loss: 0.0311743 | val_loss: 0.0311734 | Time: 4920.64 ms [2022-03-23 17:08:17 main:574] : INFO : Epoch 1755 | loss: 0.0311727 | val_loss: 0.0311728 | Time: 4967.25 ms [2022-03-23 17:08:22 main:574] : INFO : Epoch 1756 | loss: 0.0311734 | val_loss: 0.0311718 | Time: 5274.8 ms [2022-03-23 17:08:27 main:574] : INFO : Epoch 1757 | loss: 0.031172 | val_loss: 0.0311715 | Time: 4891.84 ms [2022-03-23 17:08:32 main:574] : INFO : Epoch 1758 | loss: 0.0311714 | val_loss: 0.0311718 | Time: 4956.22 ms [2022-03-23 17:08:38 main:574] : INFO : Epoch 1759 | loss: 0.0311713 | val_loss: 0.0311723 | Time: 5239.81 ms [2022-03-23 17:08:53 main:574] : INFO : Epoch 1760 | loss: 0.0311708 | val_loss: 0.0311699 | Time: 15426.7 ms [2022-03-23 17:08:58 main:574] : INFO : Epoch 1761 | loss: 0.0311724 | val_loss: 0.0311706 | Time: 4896.79 ms [2022-03-23 17:09:04 main:574] : INFO : Epoch 1762 | loss: 0.0311714 | val_loss: 0.0311721 | Time: 5226.15 ms [2022-03-23 17:09:09 main:574] : INFO : Epoch 1763 | loss: 0.0311705 | val_loss: 0.0311713 | Time: 4932.76 ms [2022-03-23 17:09:14 main:574] : INFO : Epoch 1764 | loss: 0.0311724 | val_loss: 0.0311694 | Time: 5132.61 ms [2022-03-23 17:09:19 main:574] : INFO : Epoch 1765 | loss: 0.0311701 | val_loss: 0.0311703 | Time: 5225.91 ms [2022-03-23 17:09:24 main:574] : INFO : Epoch 1766 | loss: 0.0311709 | val_loss: 0.0311728 | Time: 4861.15 ms [2022-03-23 17:09:29 main:574] : INFO : Epoch 1767 | loss: 0.0311694 | val_loss: 0.0311706 | Time: 4945.46 ms [2022-03-23 17:09:35 main:574] : INFO : Epoch 1768 | loss: 0.0311727 | val_loss: 0.0311751 | Time: 6103.59 ms [2022-03-23 17:09:41 main:574] : INFO : Epoch 1769 | loss: 0.0311719 | val_loss: 0.0311703 | Time: 5126.33 ms [2022-03-23 17:09:56 main:574] : INFO : Epoch 1770 | loss: 0.0311713 | val_loss: 0.031171 | Time: 14778 ms [2022-03-23 17:10:01 main:574] : INFO : Epoch 1771 | loss: 0.0311719 | val_loss: 0.0311701 | Time: 5235.76 ms [2022-03-23 17:10:07 main:574] : INFO : Epoch 1772 | loss: 0.0311692 | val_loss: 0.0311699 | Time: 5949.15 ms [2022-03-23 17:10:13 main:574] : INFO : Epoch 1773 | loss: 0.0311749 | val_loss: 0.0311757 | Time: 5651.3 ms [2022-03-23 17:10:28 main:574] : INFO : Epoch 1774 | loss: 0.031176 | val_loss: 0.0311756 | Time: 15231.2 ms [2022-03-23 17:10:33 main:574] : INFO : Epoch 1775 | loss: 0.0311746 | val_loss: 0.0311715 | Time: 5224.48 ms [2022-03-23 17:10:38 main:574] : INFO : Epoch 1776 | loss: 0.0311725 | val_loss: 0.0311767 | Time: 4783.72 ms [2022-03-23 17:10:43 main:574] : INFO : Epoch 1777 | loss: 0.0311772 | val_loss: 0.0311722 | Time: 5010.5 ms [2022-03-23 17:10:49 main:574] : INFO : Epoch 1778 | loss: 0.0311737 | val_loss: 0.0311809 | Time: 5216.76 ms [2022-03-23 17:10:53 main:574] : INFO : Epoch 1779 | loss: 0.0311807 | val_loss: 0.0311823 | Time: 4752.26 ms [2022-03-23 17:10:58 main:574] : INFO : Epoch 1780 | loss: 0.0311794 | val_loss: 0.0311763 | Time: 4957.82 ms [2022-03-23 17:11:04 main:574] : INFO : Epoch 1781 | loss: 0.0311739 | val_loss: 0.0311738 | Time: 5425.08 ms [2022-03-23 17:11:09 main:574] : INFO : Epoch 1782 | loss: 0.0311744 | val_loss: 0.0311749 | Time: 4769.17 ms [2022-03-23 17:11:14 main:574] : INFO : Epoch 1783 | loss: 0.0311733 | val_loss: 0.0311722 | Time: 4783.34 ms [2022-03-23 17:11:19 main:574] : INFO : Epoch 1784 | loss: 0.0311734 | val_loss: 0.0311709 | Time: 5240.67 ms [2022-03-23 17:11:24 main:574] : INFO : Epoch 1785 | loss: 0.0311722 | val_loss: 0.0311717 | Time: 5099.1 ms [2022-03-23 17:11:29 main:574] : INFO : Epoch 1786 | loss: 0.0311709 | val_loss: 0.0311717 | Time: 4888.53 ms [2022-03-23 17:11:34 main:574] : INFO : Epoch 1787 | loss: 0.0311721 | val_loss: 0.0311759 | Time: 5082.38 ms [2022-03-23 17:11:40 main:574] : INFO : Epoch 1788 | loss: 0.031172 | val_loss: 0.0311719 | Time: 5063.61 ms [2022-03-23 17:11:44 main:574] : INFO : Epoch 1789 | loss: 0.0311705 | val_loss: 0.0311709 | Time: 4696.26 ms [2022-03-23 17:11:50 main:574] : INFO : Epoch 1790 | loss: 0.0311716 | val_loss: 0.0311711 | Time: 5197.91 ms [2022-03-23 17:11:55 main:574] : INFO : Epoch 1791 | loss: 0.0311696 | val_loss: 0.0311734 | Time: 5147.77 ms [2022-03-23 17:12:00 main:574] : INFO : Epoch 1792 | loss: 0.0311707 | val_loss: 0.0311726 | Time: 4847.13 ms [2022-03-23 17:12:05 main:574] : INFO : Epoch 1793 | loss: 0.0311693 | val_loss: 0.03117 | Time: 5113.06 ms [2022-03-23 17:12:10 main:574] : INFO : Epoch 1794 | loss: 0.0311693 | val_loss: 0.0311694 | Time: 5072.01 ms [2022-03-23 17:12:15 main:574] : INFO : Epoch 1795 | loss: 0.0311683 | val_loss: 0.031172 | Time: 4613.64 ms [2022-03-23 17:12:20 main:574] : INFO : Epoch 1796 | loss: 0.0311698 | val_loss: 0.0311723 | Time: 5196.64 ms [2022-03-23 17:12:25 main:574] : INFO : Epoch 1797 | loss: 0.0311701 | val_loss: 0.0311713 | Time: 5082.26 ms [2022-03-23 17:12:30 main:574] : INFO : Epoch 1798 | loss: 0.0311709 | val_loss: 0.0311728 | Time: 4881.68 ms [2022-03-23 17:12:35 main:574] : INFO : Epoch 1799 | loss: 0.0311706 | val_loss: 0.0311721 | Time: 4840.58 ms [2022-03-23 17:12:41 main:574] : INFO : Epoch 1800 | loss: 0.0311703 | val_loss: 0.0311728 | Time: 5506.12 ms [2022-03-23 17:12:46 main:574] : INFO : Epoch 1801 | loss: 0.0311714 | val_loss: 0.0311726 | Time: 5069.09 ms [2022-03-23 17:12:51 main:574] : INFO : Epoch 1802 | loss: 0.0311712 | val_loss: 0.0311731 | Time: 4966.93 ms [2022-03-23 17:12:57 main:574] : INFO : Epoch 1803 | loss: 0.0311749 | val_loss: 0.0311777 | Time: 5821.55 ms [2022-03-23 17:13:03 main:574] : INFO : Epoch 1804 | loss: 0.0311726 | val_loss: 0.0311706 | Time: 5424.49 ms [2022-03-23 17:13:18 main:574] : INFO : Epoch 1805 | loss: 0.0311712 | val_loss: 0.0311766 | Time: 14838.6 ms [2022-03-23 17:13:23 main:574] : INFO : Epoch 1806 | loss: 0.0311752 | val_loss: 0.0311721 | Time: 5491.64 ms [2022-03-23 17:13:28 main:574] : INFO : Epoch 1807 | loss: 0.0311907 | val_loss: 0.0311958 | Time: 5068.87 ms [2022-03-23 17:13:33 main:574] : INFO : Epoch 1808 | loss: 0.0311932 | val_loss: 0.0311942 | Time: 4635.94 ms [2022-03-23 17:13:38 main:574] : INFO : Epoch 1809 | loss: 0.0311923 | val_loss: 0.0311919 | Time: 5323.71 ms [2022-03-23 17:13:44 main:574] : INFO : Epoch 1810 | loss: 0.031188 | val_loss: 0.0311911 | Time: 5671.78 ms [2022-03-23 17:13:59 main:574] : INFO : Epoch 1811 | loss: 0.0311871 | val_loss: 0.031189 | Time: 14876.3 ms [2022-03-23 17:14:04 main:574] : INFO : Epoch 1812 | loss: 0.0311887 | val_loss: 0.0311943 | Time: 4947.85 ms [2022-03-23 17:14:10 main:574] : INFO : Epoch 1813 | loss: 0.0311868 | val_loss: 0.0311923 | Time: 5383.34 ms [2022-03-23 17:14:15 main:574] : INFO : Epoch 1814 | loss: 0.031187 | val_loss: 0.0311862 | Time: 5036.37 ms [2022-03-23 17:14:20 main:574] : INFO : Epoch 1815 | loss: 0.0311837 | val_loss: 0.0311861 | Time: 4840.6 ms [2022-03-23 17:14:26 main:574] : INFO : Epoch 1816 | loss: 0.0311827 | val_loss: 0.0311835 | Time: 5647.53 ms [2022-03-23 17:14:31 main:574] : INFO : Epoch 1817 | loss: 0.0311819 | val_loss: 0.0311835 | Time: 5295.11 ms [2022-03-23 17:14:47 main:574] : INFO : Epoch 1818 | loss: 0.0311801 | val_loss: 0.0311815 | Time: 15492.3 ms [2022-03-23 17:14:52 main:574] : INFO : Epoch 1819 | loss: 0.0311814 | val_loss: 0.0311838 | Time: 5405.72 ms [2022-03-23 17:14:58 main:574] : INFO : Epoch 1820 | loss: 0.0311798 | val_loss: 0.0311803 | Time: 5563.95 ms [2022-03-23 17:15:03 main:574] : INFO : Epoch 1821 | loss: 0.0311783 | val_loss: 0.0311801 | Time: 5094.86 ms [2022-03-23 17:15:19 main:574] : INFO : Epoch 1822 | loss: 0.0311783 | val_loss: 0.0311787 | Time: 15513.6 ms [2022-03-23 17:15:24 main:574] : INFO : Epoch 1823 | loss: 0.0311774 | val_loss: 0.0311806 | Time: 5516.67 ms [2022-03-23 17:15:29 main:574] : INFO : Epoch 1824 | loss: 0.0311789 | val_loss: 0.0311804 | Time: 4872.95 ms [2022-03-23 17:15:35 main:574] : INFO : Epoch 1825 | loss: 0.0311772 | val_loss: 0.0311783 | Time: 5122.68 ms [2022-03-23 17:15:40 main:574] : INFO : Epoch 1826 | loss: 0.031178 | val_loss: 0.0311759 | Time: 5865.39 ms [2022-03-23 17:15:45 main:574] : INFO : Epoch 1827 | loss: 0.0311769 | val_loss: 0.0311783 | Time: 4865.17 ms [2022-03-23 17:15:50 main:574] : INFO : Epoch 1828 | loss: 0.0311765 | val_loss: 0.0311763 | Time: 4782.49 ms [2022-03-23 17:15:56 main:574] : INFO : Epoch 1829 | loss: 0.0311766 | val_loss: 0.0311782 | Time: 5262.73 ms [2022-03-23 17:16:01 main:574] : INFO : Epoch 1830 | loss: 0.0311754 | val_loss: 0.0311776 | Time: 5048.25 ms [2022-03-23 17:16:06 main:574] : INFO : Epoch 1831 | loss: 0.0311754 | val_loss: 0.0311755 | Time: 5083.4 ms [2022-03-23 17:16:12 main:574] : INFO : Epoch 1832 | loss: 0.0311748 | val_loss: 0.0311754 | Time: 5551.88 ms [2022-03-23 17:16:17 main:574] : INFO : Epoch 1833 | loss: 0.0311748 | val_loss: 0.0311752 | Time: 5531.8 ms [2022-03-23 17:16:22 main:574] : INFO : Epoch 1834 | loss: 0.0311766 | val_loss: 0.0311745 | Time: 4703.83 ms [2022-03-23 17:16:27 main:574] : INFO : Epoch 1835 | loss: 0.0311741 | val_loss: 0.031174 | Time: 5186.46 ms [2022-03-23 17:16:33 main:574] : INFO : Epoch 1836 | loss: 0.0311753 | val_loss: 0.0311747 | Time: 5108.36 ms [2022-03-23 17:16:38 main:574] : INFO : Epoch 1837 | loss: 0.0311734 | val_loss: 0.0311736 | Time: 4839.84 ms [2022-03-23 17:16:43 main:574] : INFO : Epoch 1838 | loss: 0.0311735 | val_loss: 0.0311743 | Time: 5448.07 ms [2022-03-23 17:16:49 main:574] : INFO : Epoch 1839 | loss: 0.0311778 | val_loss: 0.0311724 | Time: 5263.88 ms [2022-03-23 17:16:53 main:574] : INFO : Epoch 1840 | loss: 0.0311742 | val_loss: 0.0311744 | Time: 4656.33 ms [2022-03-23 17:17:09 main:574] : INFO : Epoch 1841 | loss: 0.0311735 | val_loss: 0.0311745 | Time: 15706.7 ms [2022-03-23 17:17:14 main:574] : INFO : Epoch 1842 | loss: 0.0311802 | val_loss: 0.0311731 | Time: 5268.86 ms [2022-03-23 17:17:20 main:574] : INFO : Epoch 1843 | loss: 0.0311787 | val_loss: 0.0311823 | Time: 5077.88 ms [2022-03-23 17:17:25 main:574] : INFO : Epoch 1844 | loss: 0.0311779 | val_loss: 0.0311771 | Time: 5223.19 ms [2022-03-23 17:17:30 main:574] : INFO : Epoch 1845 | loss: 0.0311743 | val_loss: 0.0311744 | Time: 5263.96 ms [2022-03-23 17:17:36 main:574] : INFO : Epoch 1846 | loss: 0.0311735 | val_loss: 0.0311721 | Time: 5081.13 ms [2022-03-23 17:17:41 main:574] : INFO : Epoch 1847 | loss: 0.0311714 | val_loss: 0.0311728 | Time: 5357.01 ms [2022-03-23 17:17:46 main:574] : INFO : Epoch 1848 | loss: 0.0311712 | val_loss: 0.0311768 | Time: 5392.59 ms [2022-03-23 17:17:52 main:574] : INFO : Epoch 1849 | loss: 0.0311727 | val_loss: 0.0311714 | Time: 4939.56 ms [2022-03-23 17:17:57 main:574] : INFO : Epoch 1850 | loss: 0.0311736 | val_loss: 0.0311734 | Time: 5174.04 ms [2022-03-23 17:18:02 main:574] : INFO : Epoch 1851 | loss: 0.0311726 | val_loss: 0.0311718 | Time: 5479.29 ms [2022-03-23 17:18:08 main:574] : INFO : Epoch 1852 | loss: 0.0311711 | val_loss: 0.0311709 | Time: 4998.97 ms [2022-03-23 17:18:13 main:574] : INFO : Epoch 1853 | loss: 0.0311703 | val_loss: 0.0311727 | Time: 5052.15 ms [2022-03-23 17:18:18 main:574] : INFO : Epoch 1854 | loss: 0.0311705 | val_loss: 0.0311711 | Time: 5548.32 ms [2022-03-23 17:18:24 main:574] : INFO : Epoch 1855 | loss: 0.0311708 | val_loss: 0.031171 | Time: 5231.5 ms [2022-03-23 17:18:29 main:574] : INFO : Epoch 1856 | loss: 0.0311708 | val_loss: 0.0311711 | Time: 5012.13 ms [2022-03-23 17:18:34 main:574] : INFO : Epoch 1857 | loss: 0.0311717 | val_loss: 0.031171 | Time: 5238.04 ms [2022-03-23 17:18:39 main:574] : INFO : Epoch 1858 | loss: 0.0311702 | val_loss: 0.0311735 | Time: 4884.64 ms [2022-03-23 17:18:44 main:574] : INFO : Epoch 1859 | loss: 0.0311719 | val_loss: 0.0311782 | Time: 5092.32 ms [2022-03-23 17:19:00 main:574] : INFO : Epoch 1860 | loss: 0.0311717 | val_loss: 0.0311708 | Time: 15903.7 ms [2022-03-23 17:19:05 main:574] : INFO : Epoch 1861 | loss: 0.0311689 | val_loss: 0.0311719 | Time: 5010.87 ms [2022-03-23 17:19:10 main:574] : INFO : Epoch 1862 | loss: 0.0311713 | val_loss: 0.0311704 | Time: 4765.09 ms [2022-03-23 17:19:16 main:574] : INFO : Epoch 1863 | loss: 0.0311706 | val_loss: 0.0311711 | Time: 5439.89 ms [2022-03-23 17:19:21 main:574] : INFO : Epoch 1864 | loss: 0.0311689 | val_loss: 0.0311718 | Time: 5011.23 ms [2022-03-23 17:19:26 main:574] : INFO : Epoch 1865 | loss: 0.0311708 | val_loss: 0.0311708 | Time: 5023.2 ms [2022-03-23 17:19:32 main:574] : INFO : Epoch 1866 | loss: 0.0311694 | val_loss: 0.0311721 | Time: 5506.9 ms [2022-03-23 17:19:38 main:574] : INFO : Epoch 1867 | loss: 0.0311685 | val_loss: 0.0311694 | Time: 5901.73 ms [2022-03-23 17:19:53 main:574] : INFO : Epoch 1868 | loss: 0.0311679 | val_loss: 0.031171 | Time: 15359 ms [2022-03-23 17:19:59 main:574] : INFO : Epoch 1869 | loss: 0.0311681 | val_loss: 0.0311717 | Time: 5366.17 ms [2022-03-23 17:20:05 main:574] : INFO : Epoch 1870 | loss: 0.031168 | val_loss: 0.0311703 | Time: 5817.16 ms [2022-03-23 17:20:20 main:574] : INFO : Epoch 1871 | loss: 0.0311678 | val_loss: 0.0311698 | Time: 15612.3 ms [2022-03-23 17:20:25 main:574] : INFO : Epoch 1872 | loss: 0.0311672 | val_loss: 0.0311713 | Time: 4934.26 ms [2022-03-23 17:20:31 main:574] : INFO : Epoch 1873 | loss: 0.0311684 | val_loss: 0.0311701 | Time: 5205.92 ms [2022-03-23 17:20:36 main:574] : INFO : Epoch 1874 | loss: 0.0311678 | val_loss: 0.0311713 | Time: 5103.22 ms [2022-03-23 17:20:41 main:574] : INFO : Epoch 1875 | loss: 0.0311683 | val_loss: 0.0311719 | Time: 4861.7 ms [2022-03-23 17:20:46 main:574] : INFO : Epoch 1876 | loss: 0.0311679 | val_loss: 0.0311716 | Time: 5086.59 ms [2022-03-23 17:20:51 main:574] : INFO : Epoch 1877 | loss: 0.0311683 | val_loss: 0.031171 | Time: 4853.37 ms [2022-03-23 17:20:56 main:574] : INFO : Epoch 1878 | loss: 0.0311689 | val_loss: 0.0311719 | Time: 4758.38 ms [2022-03-23 17:21:01 main:574] : INFO : Epoch 1879 | loss: 0.0311683 | val_loss: 0.0311753 | Time: 5346.09 ms [2022-03-23 17:21:07 main:574] : INFO : Epoch 1880 | loss: 0.0311671 | val_loss: 0.0311725 | Time: 5816.77 ms [2022-03-23 17:21:23 main:574] : INFO : Epoch 1881 | loss: 0.0311674 | val_loss: 0.0311702 | Time: 15220.6 ms [2022-03-23 17:21:28 main:574] : INFO : Epoch 1882 | loss: 0.0311679 | val_loss: 0.0311704 | Time: 5213.93 ms [2022-03-23 17:21:33 main:574] : INFO : Epoch 1883 | loss: 0.0311695 | val_loss: 0.0311712 | Time: 5394.36 ms [2022-03-23 17:21:38 main:574] : INFO : Epoch 1884 | loss: 0.0311674 | val_loss: 0.0311725 | Time: 4966.14 ms [2022-03-23 17:21:44 main:574] : INFO : Epoch 1885 | loss: 0.03117 | val_loss: 0.0311726 | Time: 5115.16 ms [2022-03-23 17:21:49 main:574] : INFO : Epoch 1886 | loss: 0.0311703 | val_loss: 0.031172 | Time: 5116.04 ms [2022-03-23 17:21:54 main:574] : INFO : Epoch 1887 | loss: 0.0311704 | val_loss: 0.0311705 | Time: 4964.67 ms [2022-03-23 17:21:59 main:574] : INFO : Epoch 1888 | loss: 0.0311666 | val_loss: 0.0311708 | Time: 5088.43 ms [2022-03-23 17:22:04 main:574] : INFO : Epoch 1889 | loss: 0.0311665 | val_loss: 0.031172 | Time: 5151.41 ms [2022-03-23 17:22:09 main:574] : INFO : Epoch 1890 | loss: 0.0311677 | val_loss: 0.03117 | Time: 5021.4 ms [2022-03-23 17:22:15 main:574] : INFO : Epoch 1891 | loss: 0.0311668 | val_loss: 0.0311719 | Time: 5146.68 ms [2022-03-23 17:22:20 main:574] : INFO : Epoch 1892 | loss: 0.031167 | val_loss: 0.0311719 | Time: 4923.75 ms [2022-03-23 17:22:25 main:574] : INFO : Epoch 1893 | loss: 0.0311673 | val_loss: 0.0311736 | Time: 4972.64 ms [2022-03-23 17:22:30 main:574] : INFO : Epoch 1894 | loss: 0.0311699 | val_loss: 0.0311705 | Time: 4916.03 ms [2022-03-23 17:22:35 main:574] : INFO : Epoch 1895 | loss: 0.031168 | val_loss: 0.0311708 | Time: 5221.41 ms [2022-03-23 17:22:40 main:574] : INFO : Epoch 1896 | loss: 0.0311674 | val_loss: 0.031171 | Time: 5011.68 ms [2022-03-23 17:22:45 main:574] : INFO : Epoch 1897 | loss: 0.0311674 | val_loss: 0.0311702 | Time: 4833.23 ms [2022-03-23 17:22:50 main:574] : INFO : Epoch 1898 | loss: 0.0311668 | val_loss: 0.031172 | Time: 5125.12 ms [2022-03-23 17:22:55 main:574] : INFO : Epoch 1899 | loss: 0.0311699 | val_loss: 0.031173 | Time: 4891.72 ms [2022-03-23 17:23:00 main:574] : INFO : Epoch 1900 | loss: 0.0311678 | val_loss: 0.0311707 | Time: 4961.68 ms [2022-03-23 17:23:06 main:574] : INFO : Epoch 1901 | loss: 0.0311666 | val_loss: 0.0311709 | Time: 5803.82 ms [2022-03-23 17:23:22 main:574] : INFO : Epoch 1902 | loss: 0.0311667 | val_loss: 0.0311707 | Time: 15535.8 ms [2022-03-23 17:23:27 main:574] : INFO : Epoch 1903 | loss: 0.031168 | val_loss: 0.031171 | Time: 5015.7 ms [2022-03-23 17:23:32 main:574] : INFO : Epoch 1904 | loss: 0.0311671 | val_loss: 0.0311709 | Time: 5169.58 ms [2022-03-23 17:23:37 main:574] : INFO : Epoch 1905 | loss: 0.031168 | val_loss: 0.0311715 | Time: 5071.21 ms [2022-03-23 17:23:43 main:574] : INFO : Epoch 1906 | loss: 0.0311696 | val_loss: 0.0311726 | Time: 4988.53 ms [2022-03-23 17:23:48 main:574] : INFO : Epoch 1907 | loss: 0.0311691 | val_loss: 0.031171 | Time: 5339.43 ms [2022-03-23 17:23:53 main:574] : INFO : Epoch 1908 | loss: 0.0311676 | val_loss: 0.0311767 | Time: 5038.47 ms [2022-03-23 17:23:58 main:574] : INFO : Epoch 1909 | loss: 0.0311744 | val_loss: 0.0311824 | Time: 4883.79 ms [2022-03-23 17:24:04 main:574] : INFO : Epoch 1910 | loss: 0.031181 | val_loss: 0.0311829 | Time: 5584.78 ms [2022-03-23 17:24:09 main:574] : INFO : Epoch 1911 | loss: 0.0311724 | val_loss: 0.03117 | Time: 5065.5 ms [2022-03-23 17:24:14 main:574] : INFO : Epoch 1912 | loss: 0.0311673 | val_loss: 0.0311726 | Time: 4935.27 ms [2022-03-23 17:24:19 main:574] : INFO : Epoch 1913 | loss: 0.031166 | val_loss: 0.0311703 | Time: 5384.26 ms [2022-03-23 17:24:25 main:574] : INFO : Epoch 1914 | loss: 0.0311665 | val_loss: 0.0311703 | Time: 5212.64 ms [2022-03-23 17:24:30 main:574] : INFO : Epoch 1915 | loss: 0.0311646 | val_loss: 0.0311715 | Time: 4966.83 ms [2022-03-23 17:24:36 main:574] : INFO : Epoch 1916 | loss: 0.0311682 | val_loss: 0.0311715 | Time: 5934.88 ms [2022-03-23 17:24:41 main:574] : INFO : Epoch 1917 | loss: 0.0311662 | val_loss: 0.0311692 | Time: 5269.17 ms [2022-03-23 17:24:57 main:574] : INFO : Epoch 1918 | loss: 0.0311666 | val_loss: 0.0311699 | Time: 5261.21 ms [2022-03-23 17:25:02 main:574] : INFO : Epoch 1919 | loss: 0.031165 | val_loss: 0.0311719 | Time: 5185.99 ms [2022-03-23 17:25:07 main:574] : INFO : Epoch 1920 | loss: 0.0311645 | val_loss: 0.031171 | Time: 5309.8 ms [2022-03-23 17:25:13 main:574] : INFO : Epoch 1921 | loss: 0.031165 | val_loss: 0.0311718 | Time: 5229.7 ms [2022-03-23 17:25:19 main:574] : INFO : Epoch 1922 | loss: 0.0311678 | val_loss: 0.031179 | Time: 5648.17 ms [2022-03-23 17:25:24 main:574] : INFO : Epoch 1923 | loss: 0.0311684 | val_loss: 0.0311741 | Time: 5141.96 ms [2022-03-23 17:25:29 main:574] : INFO : Epoch 1924 | loss: 0.0311655 | val_loss: 0.0311742 | Time: 4772.72 ms [2022-03-23 17:25:34 main:574] : INFO : Epoch 1925 | loss: 0.0311646 | val_loss: 0.0311737 | Time: 5235.4 ms [2022-03-23 17:25:39 main:574] : INFO : Epoch 1926 | loss: 0.0311643 | val_loss: 0.0311712 | Time: 5141.36 ms [2022-03-23 17:25:44 main:574] : INFO : Epoch 1927 | loss: 0.0311641 | val_loss: 0.0311725 | Time: 5134.55 ms [2022-03-23 17:25:50 main:574] : INFO : Epoch 1928 | loss: 0.0311635 | val_loss: 0.03117 | Time: 5303.52 ms [2022-03-23 17:25:55 main:574] : INFO : Epoch 1929 | loss: 0.0311636 | val_loss: 0.0311711 | Time: 5109.12 ms [2022-03-23 17:26:00 main:574] : INFO : Epoch 1930 | loss: 0.0311654 | val_loss: 0.0311768 | Time: 5339.17 ms [2022-03-23 17:26:06 main:574] : INFO : Epoch 1931 | loss: 0.0311639 | val_loss: 0.0311719 | Time: 5378.01 ms [2022-03-23 17:26:11 main:574] : INFO : Epoch 1932 | loss: 0.0311648 | val_loss: 0.0311731 | Time: 5238.74 ms [2022-03-23 17:26:17 main:574] : INFO : Epoch 1933 | loss: 0.0311649 | val_loss: 0.0311761 | Time: 5291.08 ms [2022-03-23 17:26:22 main:574] : INFO : Epoch 1934 | loss: 0.0311649 | val_loss: 0.0311707 | Time: 5475.58 ms [2022-03-23 17:26:28 main:574] : INFO : Epoch 1935 | loss: 0.0311659 | val_loss: 0.0311802 | Time: 5736.09 ms [2022-03-23 17:26:43 main:574] : INFO : Epoch 1936 | loss: 0.0311648 | val_loss: 0.0311708 | Time: 15144.7 ms [2022-03-23 17:26:49 main:574] : INFO : Epoch 1937 | loss: 0.0311649 | val_loss: 0.0311705 | Time: 5471.53 ms [2022-03-23 17:26:54 main:574] : INFO : Epoch 1938 | loss: 0.0311658 | val_loss: 0.0311694 | Time: 5072.31 ms [2022-03-23 17:26:59 main:574] : INFO : Epoch 1939 | loss: 0.0311631 | val_loss: 0.0311712 | Time: 5092.56 ms [2022-03-23 17:27:05 main:574] : INFO : Epoch 1940 | loss: 0.0311626 | val_loss: 0.0311723 | Time: 5650.54 ms [2022-03-23 17:27:11 main:574] : INFO : Epoch 1941 | loss: 0.0311641 | val_loss: 0.0311703 | Time: 5820.46 ms [2022-03-23 17:27:26 main:574] : INFO : Epoch 1942 | loss: 0.0311624 | val_loss: 0.0311701 | Time: 15137.4 ms [2022-03-23 17:27:32 main:574] : INFO : Epoch 1943 | loss: 0.0311639 | val_loss: 0.0311739 | Time: 5497.2 ms [2022-03-23 17:27:37 main:574] : INFO : Epoch 1944 | loss: 0.0311638 | val_loss: 0.0311705 | Time: 5049.15 ms [2022-03-23 17:27:42 main:574] : INFO : Epoch 1945 | loss: 0.0311638 | val_loss: 0.0311699 | Time: 5245.89 ms [2022-03-23 17:27:48 main:574] : INFO : Epoch 1946 | loss: 0.0311649 | val_loss: 0.0311693 | Time: 5314.27 ms [2022-03-23 17:27:53 main:574] : INFO : Epoch 1947 | loss: 0.0311648 | val_loss: 0.0311704 | Time: 5218.22 ms [2022-03-23 17:27:59 main:574] : INFO : Epoch 1948 | loss: 0.0311629 | val_loss: 0.0311707 | Time: 5539.17 ms [2022-03-23 17:28:15 main:574] : INFO : Epoch 1949 | loss: 0.0311623 | val_loss: 0.0311708 | Time: 15892.4 ms [2022-03-23 17:28:20 main:574] : INFO : Epoch 1950 | loss: 0.0311625 | val_loss: 0.0311709 | Time: 5256.44 ms [2022-03-23 17:28:25 main:574] : INFO : Epoch 1951 | loss: 0.0311645 | val_loss: 0.0311708 | Time: 5272.86 ms [2022-03-23 17:28:31 main:574] : INFO : Epoch 1952 | loss: 0.0311638 | val_loss: 0.0311706 | Time: 5317.89 ms [2022-03-23 17:28:36 main:574] : INFO : Epoch 1953 | loss: 0.0311623 | val_loss: 0.031172 | Time: 5212.25 ms [2022-03-23 17:28:42 main:574] : INFO : Epoch 1954 | loss: 0.0311647 | val_loss: 0.0311751 | Time: 5308.29 ms [2022-03-23 17:28:48 main:574] : INFO : Epoch 1955 | loss: 0.0311638 | val_loss: 0.0311736 | Time: 5854.92 ms [2022-03-23 17:28:53 main:574] : INFO : Epoch 1956 | loss: 0.0311629 | val_loss: 0.0311711 | Time: 5605.35 ms [2022-03-23 17:29:08 main:574] : INFO : Epoch 1957 | loss: 0.0311616 | val_loss: 0.0311773 | Time: 14940.2 ms [2022-03-23 17:29:14 main:574] : INFO : Epoch 1958 | loss: 0.0311631 | val_loss: 0.0311691 | Time: 5184.53 ms [2022-03-23 17:29:19 main:574] : INFO : Epoch 1959 | loss: 0.0311611 | val_loss: 0.0311696 | Time: 5169.39 ms [2022-03-23 17:29:24 main:574] : INFO : Epoch 1960 | loss: 0.0311619 | val_loss: 0.0311737 | Time: 5223.18 ms [2022-03-23 17:29:30 main:574] : INFO : Epoch 1961 | loss: 0.0311723 | val_loss: 0.0311733 | Time: 5371.53 ms [2022-03-23 17:29:46 main:574] : INFO : Epoch 1962 | loss: 0.0311766 | val_loss: 0.0311749 | Time: 16265.2 ms [2022-03-23 17:29:51 main:574] : INFO : Epoch 1963 | loss: 0.0311783 | val_loss: 0.0311773 | Time: 4958.51 ms [2022-03-23 17:29:56 main:574] : INFO : Epoch 1964 | loss: 0.031186 | val_loss: 0.0311818 | Time: 5272.16 ms [2022-03-23 17:30:02 main:574] : INFO : Epoch 1965 | loss: 0.0311816 | val_loss: 0.0311802 | Time: 5239.04 ms [2022-03-23 17:30:28 main:574] : INFO : Epoch 1966 | loss: 0.0311823 | val_loss: 0.0311775 | Time: 25494.7 ms [2022-03-23 17:30:33 main:574] : INFO : Epoch 1967 | loss: 0.0311769 | val_loss: 0.0311774 | Time: 4972.46 ms [2022-03-23 17:30:37 main:574] : INFO : Epoch 1968 | loss: 0.0311749 | val_loss: 0.0311752 | Time: 4807.59 ms [2022-03-23 17:30:42 main:574] : INFO : Epoch 1969 | loss: 0.0311754 | val_loss: 0.0311784 | Time: 4778.63 ms [2022-03-23 17:30:47 main:574] : INFO : Epoch 1970 | loss: 0.0311777 | val_loss: 0.0311843 | Time: 5012.59 ms [2022-03-23 17:30:52 main:574] : INFO : Epoch 1971 | loss: 0.031176 | val_loss: 0.0311761 | Time: 4774.48 ms [2022-03-23 17:30:57 main:574] : INFO : Epoch 1972 | loss: 0.0311753 | val_loss: 0.0311734 | Time: 4703.37 ms [2022-03-23 17:31:02 main:574] : INFO : Epoch 1973 | loss: 0.0311756 | val_loss: 0.0311742 | Time: 5095.49 ms [2022-03-23 17:31:07 main:574] : INFO : Epoch 1974 | loss: 0.0311744 | val_loss: 0.0311743 | Time: 5044.95 ms [2022-03-23 17:31:13 main:574] : INFO : Epoch 1975 | loss: 0.0311736 | val_loss: 0.0311723 | Time: 5430.55 ms [2022-03-23 17:31:18 main:574] : INFO : Epoch 1976 | loss: 0.0311717 | val_loss: 0.0311729 | Time: 5129.42 ms [2022-03-23 17:31:23 main:574] : INFO : Epoch 1977 | loss: 0.0311733 | val_loss: 0.0311742 | Time: 4796.01 ms [2022-03-23 17:31:28 main:574] : INFO : Epoch 1978 | loss: 0.0311726 | val_loss: 0.0311707 | Time: 4945.43 ms [2022-03-23 17:31:33 main:574] : INFO : Epoch 1979 | loss: 0.0311707 | val_loss: 0.0311733 | Time: 5118.67 ms [2022-03-23 17:31:38 main:574] : INFO : Epoch 1980 | loss: 0.0311695 | val_loss: 0.0311719 | Time: 4619.41 ms [2022-03-23 17:31:43 main:574] : INFO : Epoch 1981 | loss: 0.0311687 | val_loss: 0.0311714 | Time: 4875.46 ms [2022-03-23 17:31:48 main:574] : INFO : Epoch 1982 | loss: 0.0311691 | val_loss: 0.0311709 | Time: 4983.24 ms [2022-03-23 17:31:53 main:574] : INFO : Epoch 1983 | loss: 0.0311715 | val_loss: 0.0311703 | Time: 4734.61 ms [2022-03-23 17:31:58 main:574] : INFO : Epoch 1984 | loss: 0.0311683 | val_loss: 0.0311704 | Time: 5089.71 ms [2022-03-23 17:32:03 main:574] : INFO : Epoch 1985 | loss: 0.0311687 | val_loss: 0.0311712 | Time: 4963.54 ms [2022-03-23 17:32:08 main:574] : INFO : Epoch 1986 | loss: 0.031171 | val_loss: 0.0311732 | Time: 4733 ms [2022-03-23 17:32:13 main:574] : INFO : Epoch 1987 | loss: 0.0311692 | val_loss: 0.0311693 | Time: 4795.73 ms [2022-03-23 17:32:18 main:574] : INFO : Epoch 1988 | loss: 0.031168 | val_loss: 0.0311726 | Time: 5015.89 ms [2022-03-23 17:32:23 main:574] : INFO : Epoch 1989 | loss: 0.0311702 | val_loss: 0.0311707 | Time: 4873.62 ms [2022-03-23 17:32:28 main:574] : INFO : Epoch 1990 | loss: 0.0311662 | val_loss: 0.0311704 | Time: 4842.97 ms [2022-03-23 17:32:33 main:574] : INFO : Epoch 1991 | loss: 0.0311665 | val_loss: 0.0311717 | Time: 4939.53 ms [2022-03-23 17:32:37 main:574] : INFO : Epoch 1992 | loss: 0.0311661 | val_loss: 0.0311708 | Time: 4706.6 ms [2022-03-23 17:32:43 main:574] : INFO : Epoch 1993 | loss: 0.0311658 | val_loss: 0.0311707 | Time: 5098.03 ms [2022-03-23 17:32:47 main:574] : INFO : Epoch 1994 | loss: 0.0311665 | val_loss: 0.0311675 | Time: 4712.43 ms [2022-03-23 17:32:53 main:574] : INFO : Epoch 1995 | loss: 0.0311653 | val_loss: 0.0311696 | Time: 5280.79 ms [2022-03-23 17:32:58 main:574] : INFO : Epoch 1996 | loss: 0.0311666 | val_loss: 0.0311689 | Time: 5658.16 ms [2022-03-23 17:33:03 main:574] : INFO : Epoch 1997 | loss: 0.0311649 | val_loss: 0.0311677 | Time: 4706.93 ms [2022-03-23 17:33:09 main:574] : INFO : Epoch 1998 | loss: 0.0311643 | val_loss: 0.0311683 | Time: 5293.22 ms [2022-03-23 17:33:14 main:574] : INFO : Epoch 1999 | loss: 0.0311629 | val_loss: 0.0311692 | Time: 5721.14 ms [2022-03-23 17:33:19 main:574] : INFO : Epoch 2000 | loss: 0.0311665 | val_loss: 0.0311704 | Time: 4705.65 ms [2022-03-23 17:33:24 main:574] : INFO : Epoch 2001 | loss: 0.0311666 | val_loss: 0.0311687 | Time: 4938.01 ms [2022-03-23 17:33:29 main:574] : INFO : Epoch 2002 | loss: 0.0311697 | val_loss: 0.0311779 | Time: 5087.16 ms [2022-03-23 17:33:34 main:574] : INFO : Epoch 2003 | loss: 0.0311681 | val_loss: 0.0311707 | Time: 4570.15 ms [2022-03-23 17:33:39 main:574] : INFO : Epoch 2004 | loss: 0.0311657 | val_loss: 0.031169 | Time: 5166.19 ms [2022-03-23 17:33:44 main:574] : INFO : Epoch 2005 | loss: 0.0311654 | val_loss: 0.0311688 | Time: 4905.65 ms [2022-03-23 17:33:49 main:574] : INFO : Epoch 2006 | loss: 0.031164 | val_loss: 0.0311693 | Time: 4593.21 ms [2022-03-23 17:33:54 main:574] : INFO : Epoch 2007 | loss: 0.0311646 | val_loss: 0.0311687 | Time: 5063.57 ms [2022-03-23 17:33:59 main:574] : INFO : Epoch 2008 | loss: 0.0311632 | val_loss: 0.0311694 | Time: 4803.94 ms [2022-03-23 17:34:04 main:574] : INFO : Epoch 2009 | loss: 0.0311628 | val_loss: 0.0311687 | Time: 4762.58 ms [2022-03-23 17:34:09 main:574] : INFO : Epoch 2010 | loss: 0.0311623 | val_loss: 0.0311689 | Time: 5129.94 ms [2022-03-23 17:34:14 main:574] : INFO : Epoch 2011 | loss: 0.0311633 | val_loss: 0.0311715 | Time: 4853.38 ms [2022-03-23 17:34:19 main:574] : INFO : Epoch 2012 | loss: 0.0311657 | val_loss: 0.0311724 | Time: 4811.54 ms [2022-03-23 17:34:24 main:574] : INFO : Epoch 2013 | loss: 0.0311633 | val_loss: 0.0311706 | Time: 5147.16 ms [2022-03-23 17:34:29 main:574] : INFO : Epoch 2014 | loss: 0.0311648 | val_loss: 0.0311686 | Time: 4714.42 ms [2022-03-23 17:34:34 main:574] : INFO : Epoch 2015 | loss: 0.0311628 | val_loss: 0.0311684 | Time: 5330.87 ms [2022-03-23 17:34:50 main:574] : INFO : Epoch 2016 | loss: 0.0311638 | val_loss: 0.0311689 | Time: 15836 ms [2022-03-23 17:34:55 main:574] : INFO : Epoch 2017 | loss: 0.0311632 | val_loss: 0.0311709 | Time: 5017.53 ms [2022-03-23 17:35:00 main:574] : INFO : Epoch 2018 | loss: 0.0311622 | val_loss: 0.0311676 | Time: 4662.86 ms [2022-03-23 17:35:06 main:574] : INFO : Epoch 2019 | loss: 0.0311645 | val_loss: 0.0311697 | Time: 6079.54 ms [2022-03-23 17:35:21 main:574] : INFO : Epoch 2020 | loss: 0.0311617 | val_loss: 0.0311677 | Time: 15076.2 ms [2022-03-23 17:35:26 main:574] : INFO : Epoch 2021 | loss: 0.0311612 | val_loss: 0.0311671 | Time: 4502.01 ms [2022-03-23 17:35:31 main:574] : INFO : Epoch 2022 | loss: 0.0311611 | val_loss: 0.031167 | Time: 5206.67 ms [2022-03-23 17:35:36 main:574] : INFO : Epoch 2023 | loss: 0.0311616 | val_loss: 0.0311719 | Time: 4822.67 ms [2022-03-23 17:35:41 main:574] : INFO : Epoch 2024 | loss: 0.0311632 | val_loss: 0.0311676 | Time: 4780.74 ms [2022-03-23 17:35:46 main:574] : INFO : Epoch 2025 | loss: 0.0311611 | val_loss: 0.0311676 | Time: 5259.31 ms [2022-03-23 17:35:51 main:574] : INFO : Epoch 2026 | loss: 0.0311618 | val_loss: 0.0311757 | Time: 4588.57 ms [2022-03-23 17:35:56 main:574] : INFO : Epoch 2027 | loss: 0.0311657 | val_loss: 0.0311701 | Time: 4797.32 ms [2022-03-23 17:36:01 main:574] : INFO : Epoch 2028 | loss: 0.031199 | val_loss: 0.0313144 | Time: 5157.65 ms [2022-03-23 17:36:06 main:574] : INFO : Epoch 2029 | loss: 0.0343658 | val_loss: 0.0338262 | Time: 4619.98 ms [2022-03-23 17:36:11 main:574] : INFO : Epoch 2030 | loss: 0.032801 | val_loss: 0.0318006 | Time: 5041.99 ms [2022-03-23 17:36:16 main:574] : INFO : Epoch 2031 | loss: 0.0314256 | val_loss: 0.0312659 | Time: 5009.19 ms [2022-03-23 17:36:21 main:574] : INFO : Epoch 2032 | loss: 0.0312712 | val_loss: 0.0312483 | Time: 4531.66 ms [2022-03-23 17:36:26 main:574] : INFO : Epoch 2033 | loss: 0.0312446 | val_loss: 0.0312375 | Time: 4960.49 ms [2022-03-23 17:36:31 main:574] : INFO : Epoch 2034 | loss: 0.0312349 | val_loss: 0.0312306 | Time: 5065.12 ms [2022-03-23 17:36:35 main:574] : INFO : Epoch 2035 | loss: 0.0312233 | val_loss: 0.0312169 | Time: 4504.55 ms [2022-03-23 17:36:41 main:574] : INFO : Epoch 2036 | loss: 0.0312123 | val_loss: 0.0312163 | Time: 5102.67 ms [2022-03-23 17:36:46 main:574] : INFO : Epoch 2037 | loss: 0.0312077 | val_loss: 0.0311987 | Time: 5706.77 ms [2022-03-23 17:37:01 main:574] : INFO : Epoch 2038 | loss: 0.0311978 | val_loss: 0.0311929 | Time: 14855.3 ms [2022-03-23 17:37:07 main:574] : INFO : Epoch 2039 | loss: 0.0312045 | val_loss: 0.0311975 | Time: 5240.53 ms [2022-03-23 17:37:12 main:574] : INFO : Epoch 2040 | loss: 0.0312024 | val_loss: 0.0312041 | Time: 5631.38 ms [2022-03-23 17:37:17 main:574] : INFO : Epoch 2041 | loss: 0.0311932 | val_loss: 0.0311897 | Time: 4943.77 ms [2022-03-23 17:37:23 main:574] : INFO : Epoch 2042 | loss: 0.0311956 | val_loss: 0.0311906 | Time: 5194.85 ms [2022-03-23 17:37:28 main:574] : INFO : Epoch 2043 | loss: 0.0312022 | val_loss: 0.0312182 | Time: 5106.93 ms [2022-03-23 17:37:32 main:574] : INFO : Epoch 2044 | loss: 0.0312025 | val_loss: 0.0311914 | Time: 4450.91 ms [2022-03-23 17:37:38 main:574] : INFO : Epoch 2045 | loss: 0.0311905 | val_loss: 0.0311851 | Time: 5169.32 ms [2022-03-23 17:37:43 main:574] : INFO : Epoch 2046 | loss: 0.0311884 | val_loss: 0.0311832 | Time: 4951.41 ms [2022-03-23 17:37:47 main:574] : INFO : Epoch 2047 | loss: 0.0311927 | val_loss: 0.0311921 | Time: 4609.59 ms [2022-03-23 17:37:53 main:574] : INFO : Epoch 2048 | loss: 0.0311877 | val_loss: 0.0311847 | Time: 5271.6 ms [2022-03-23 17:37:53 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311847 [2022-03-23 17:37:53 main:603] : INFO : Saving end state to config to file [2022-03-23 17:37:53 main:608] : INFO : Success, exiting.. 17:37:53 (26204): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)