Task 13046946
| Name | ParityModified-1647042962-28183-1-0_0 |
| Workunit | 10174332 |
| Created | 13 Mar 2022, 12:25:23 UTC |
| Sent | 22 Mar 2022, 2:41:58 UTC |
| Report deadline | 30 Mar 2022, 2:41:58 UTC |
| Received | 28 Mar 2022, 22:27:33 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18339 |
| Run time | 10 hours 41 min 9 sec |
| CPU time | 8 hours 20 min 45 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,705.01 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.59 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> [2022-03-25 08:47:37 main:574] : INFO : Epoch 1629 | loss: 0.0310894 | val_loss: 0.0311831 | Time: 28174.6 ms [2022-03-25 08:47:52 main:574] : INFO : Epoch 1630 | loss: 0.0311219 | val_loss: 0.0311726 | Time: 14449 ms [2022-03-25 08:48:08 main:574] : INFO : Epoch 1631 | loss: 0.0311614 | val_loss: 0.0311652 | Time: 16016.5 ms [2022-03-25 08:48:25 main:574] : INFO : Epoch 1632 | loss: 0.0311556 | val_loss: 0.0311663 | Time: 17078.5 ms [2022-03-25 08:48:42 main:574] : INFO : Epoch 1633 | loss: 0.0311501 | val_loss: 0.0311673 | Time: 16687.5 ms [2022-03-25 08:48:57 main:574] : INFO : Epoch 1634 | loss: 0.0311449 | val_loss: 0.0311656 | Time: 15449.6 ms [2022-03-25 08:49:15 main:574] : INFO : Epoch 1635 | loss: 0.0311424 | val_loss: 0.0311663 | Time: 17298.6 ms [2022-03-25 08:49:31 main:574] : INFO : Epoch 1636 | loss: 0.0311379 | val_loss: 0.0311736 | Time: 16736 ms [2022-03-25 08:49:47 main:574] : INFO : Epoch 1637 | loss: 0.0311345 | val_loss: 0.031171 | Time: 15898.9 ms [2022-03-25 08:50:05 main:574] : INFO : Epoch 1638 | loss: 0.0311325 | val_loss: 0.031169 | Time: 17245.9 ms [2022-03-25 08:50:24 main:574] : INFO : Epoch 1639 | loss: 0.0311297 | val_loss: 0.0311684 | Time: 18938 ms [2022-03-25 08:50:41 main:574] : INFO : Epoch 1640 | loss: 0.0311255 | val_loss: 0.031173 | Time: 17729.8 ms [2022-03-25 08:51:21 main:574] : INFO : Epoch 1641 | loss: 0.031124 | val_loss: 0.0311772 | Time: 39458.1 ms [2022-03-25 08:51:41 main:574] : INFO : Epoch 1642 | loss: 0.0311225 | val_loss: 0.0311783 | Time: 20040.4 ms [2022-03-25 08:52:11 main:574] : INFO : Epoch 1643 | loss: 0.0311229 | val_loss: 0.0311706 | Time: 30420.3 ms [2022-03-25 08:52:53 main:574] : INFO : Epoch 1644 | loss: 0.0311219 | val_loss: 0.0311775 | Time: 41098.9 ms [2022-03-25 08:53:12 main:574] : INFO : Epoch 1645 | loss: 0.0311186 | val_loss: 0.031187 | Time: 19917.9 ms [2022-03-25 08:53:34 main:574] : INFO : Epoch 1646 | loss: 0.0311187 | val_loss: 0.0311744 | Time: 21376.2 ms [2022-03-25 08:53:54 main:574] : INFO : Epoch 1647 | loss: 0.0311163 | val_loss: 0.0311778 | Time: 20043.7 ms [2022-03-25 08:54:24 main:574] : INFO : Epoch 1648 | loss: 0.0311172 | val_loss: 0.0311707 | Time: 29577.8 ms [2022-03-25 08:54:45 main:574] : INFO : Epoch 1649 | loss: 0.0311255 | val_loss: 0.0311757 | Time: 21108.2 ms [2022-03-25 08:55:05 main:574] : INFO : Epoch 1650 | loss: 0.0311206 | val_loss: 0.031181 | Time: 20232.5 ms [2022-03-25 08:55:26 main:574] : INFO : Epoch 1651 | loss: 0.0311159 | val_loss: 0.0311821 | Time: 20784.1 ms [2022-03-25 08:55:54 main:574] : INFO : Epoch 1652 | loss: 0.0311129 | val_loss: 0.0311791 | Time: 27975.6 ms [2022-03-25 08:56:16 main:574] : INFO : Epoch 1653 | loss: 0.0311117 | val_loss: 0.0311801 | Time: 21700.1 ms [2022-03-25 08:56:46 main:574] : INFO : Epoch 1654 | loss: 0.0311126 | val_loss: 0.031182 | Time: 29906.2 ms [2022-03-25 08:57:13 main:574] : INFO : Epoch 1655 | loss: 0.0311105 | val_loss: 0.0311758 | Time: 27539 ms [2022-03-25 08:57:32 main:574] : INFO : Epoch 1656 | loss: 0.0311107 | val_loss: 0.0311864 | Time: 18708.4 ms [2022-03-25 08:58:04 main:574] : INFO : Epoch 1657 | loss: 0.0311074 | val_loss: 0.0311873 | Time: 31703.8 ms [2022-03-25 08:58:31 main:574] : INFO : Epoch 1658 | loss: 0.0311105 | val_loss: 0.031185 | Time: 27481.4 ms [2022-03-25 08:59:13 main:574] : INFO : Epoch 1659 | loss: 0.0311166 | val_loss: 0.0311762 | Time: 42142.5 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 with Max-Q Design) [2022-03-26 17:26:18 main:435] : INFO : Set logging level to 1 [2022-03-26 17:26:18 main:441] : INFO : Running in BOINC Client mode [2022-03-26 17:26:18 main:444] : INFO : Resolving all filenames [2022-03-26 17:26:18 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-26 17:26:18 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-26 17:26:18 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-26 17:26:18 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-26 17:26:18 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-26 17:26:18 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-26 17:26:18 main:474] : INFO : Configuration: [2022-03-26 17:26:18 main:475] : INFO : Model type: GRU [2022-03-26 17:26:18 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-26 17:26:18 main:477] : INFO : Max Epochs: 2048 [2022-03-26 17:26:18 main:478] : INFO : Batch Size: 128 [2022-03-26 17:26:18 main:479] : INFO : Learning Rate: 0.01 [2022-03-26 17:26:18 main:480] : INFO : Patience: 10 [2022-03-26 17:26:18 main:481] : INFO : Hidden Width: 12 [2022-03-26 17:26:18 main:482] : INFO : # Recurrent Layers: 4 [2022-03-26 17:26:18 main:483] : INFO : # Backend Layers: 4 [2022-03-26 17:26:18 main:484] : INFO : # Threads: 1 [2022-03-26 17:26:18 main:486] : INFO : Preparing Dataset [2022-03-26 17:26:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-26 17:26:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-26 17:26:34 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-26 17:26:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-26 17:26:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-26 17:26:35 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-26 17:26:35 main:494] : INFO : Creating Model [2022-03-26 17:26:35 main:507] : INFO : Preparing config file [2022-03-26 17:26:35 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-26 17:26:35 main:512] : INFO : Loading config [2022-03-26 17:26:35 main:514] : INFO : Loading state [2022-03-26 17:26:42 main:559] : INFO : Loading DataLoader into Memory [2022-03-26 17:26:42 main:562] : INFO : Starting Training [2022-03-26 17:26:57 main:574] : INFO : Epoch 1658 | loss: 0.0311541 | val_loss: 0.0311815 | Time: 14902.8 ms [2022-03-26 17:27:12 main:574] : INFO : Epoch 1659 | loss: 0.0311177 | val_loss: 0.03119 | Time: 14991.7 ms [2022-03-26 17:27:27 main:574] : INFO : Epoch 1660 | loss: 0.0311129 | val_loss: 0.0311795 | Time: 14753.7 ms [2022-03-26 17:27:54 main:574] : INFO : Epoch 1661 | loss: 0.0311128 | val_loss: 0.0311787 | Time: 27084.6 ms [2022-03-26 17:28:51 main:574] : INFO : Epoch 1662 | loss: 0.0311172 | val_loss: 0.0311775 | Time: 56816.5 ms [2022-03-26 17:29:05 main:574] : INFO : Epoch 1663 | loss: 0.0311282 | val_loss: 0.0311829 | Time: 13666.7 ms [2022-03-26 17:29:49 main:574] : INFO : Epoch 1664 | loss: 0.0311182 | val_loss: 0.0311727 | Time: 43619.9 ms [2022-03-26 17:30:06 main:574] : INFO : Epoch 1665 | loss: 0.0311135 | val_loss: 0.0311771 | Time: 17124.3 ms [2022-03-26 17:31:05 main:574] : INFO : Epoch 1666 | loss: 0.0311088 | val_loss: 0.0311767 | Time: 58487 ms [2022-03-26 17:31:43 main:574] : INFO : Epoch 1667 | loss: 0.0311207 | val_loss: 0.031176 | Time: 38712.5 ms [2022-03-26 17:31:59 main:574] : INFO : Epoch 1668 | loss: 0.0311162 | val_loss: 0.0311722 | Time: 15918.4 ms [2022-03-26 17:32:37 main:574] : INFO : Epoch 1669 | loss: 0.0311114 | val_loss: 0.0311771 | Time: 37389.7 ms [2022-03-26 17:33:06 main:574] : INFO : Epoch 1670 | loss: 0.0311078 | val_loss: 0.0311766 | Time: 29673.6 ms [2022-03-26 17:33:44 main:574] : INFO : Epoch 1671 | loss: 0.0311088 | val_loss: 0.0311792 | Time: 38034.2 ms [2022-03-26 17:34:04 main:574] : INFO : Epoch 1672 | loss: 0.031105 | val_loss: 0.0311768 | Time: 19224.3 ms [2022-03-26 17:34:23 main:574] : INFO : Epoch 1673 | loss: 0.0311047 | val_loss: 0.0311889 | Time: 19106.2 ms [2022-03-26 17:34:42 main:574] : INFO : Epoch 1674 | loss: 0.031103 | val_loss: 0.0311815 | Time: 19576.1 ms [2022-03-26 17:35:02 main:574] : INFO : Epoch 1675 | loss: 0.0310977 | val_loss: 0.0311845 | Time: 19572.7 ms [2022-03-26 17:35:24 main:574] : INFO : Epoch 1676 | loss: 0.031102 | val_loss: 0.0311972 | Time: 21794.1 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 with Max-Q Design) [2022-03-27 07:47:08 main:435] : INFO : Set logging level to 1 [2022-03-27 07:47:08 main:441] : INFO : Running in BOINC Client mode [2022-03-27 07:47:08 main:444] : INFO : Resolving all filenames [2022-03-27 07:47:08 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-27 07:47:08 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-27 07:47:08 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-27 07:47:08 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-27 07:47:08 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-27 07:47:08 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-27 07:47:08 main:474] : INFO : Configuration: [2022-03-27 07:47:08 main:475] : INFO : Model type: GRU [2022-03-27 07:47:08 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-27 07:47:08 main:477] : INFO : Max Epochs: 2048 [2022-03-27 07:47:08 main:478] : INFO : Batch Size: 128 [2022-03-27 07:47:08 main:479] : INFO : Learning Rate: 0.01 [2022-03-27 07:47:08 main:480] : INFO : Patience: 10 [2022-03-27 07:47:08 main:481] : INFO : Hidden Width: 12 [2022-03-27 07:47:08 main:482] : INFO : # Recurrent Layers: 4 [2022-03-27 07:47:08 main:483] : INFO : # Backend Layers: 4 [2022-03-27 07:47:08 main:484] : INFO : # Threads: 1 [2022-03-27 07:47:08 main:486] : INFO : Preparing Dataset [2022-03-27 07:47:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-27 07:47:10 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-27 07:47:24 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-27 07:47:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-27 07:47:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-27 07:47:25 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-27 07:47:25 main:494] : INFO : Creating Model [2022-03-27 07:47:25 main:507] : INFO : Preparing config file [2022-03-27 07:47:25 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-27 07:47:25 main:512] : INFO : Loading config [2022-03-27 07:47:25 main:514] : INFO : Loading state [2022-03-27 07:47:48 main:559] : INFO : Loading DataLoader into Memory [2022-03-27 07:47:48 main:562] : INFO : Starting Training [2022-03-27 07:48:13 main:574] : INFO : Epoch 1676 | loss: 0.031159 | val_loss: 0.0311857 | Time: 25148.3 ms [2022-03-27 07:48:25 main:574] : INFO : Epoch 1677 | loss: 0.0311132 | val_loss: 0.031191 | Time: 12337.5 ms [2022-03-27 07:48:37 main:574] : INFO : Epoch 1678 | loss: 0.0311124 | val_loss: 0.0311823 | Time: 12112 ms [2022-03-27 07:48:58 main:574] : INFO : Epoch 1679 | loss: 0.0311035 | val_loss: 0.0311837 | Time: 20106.5 ms [2022-03-27 07:49:46 main:574] : INFO : Epoch 1680 | loss: 0.0310998 | val_loss: 0.0311867 | Time: 48411.1 ms [2022-03-27 07:50:21 main:574] : INFO : Epoch 1681 | loss: 0.0310963 | val_loss: 0.0311957 | Time: 35098.9 ms [2022-03-27 07:51:20 main:574] : INFO : Epoch 1682 | loss: 0.0310983 | val_loss: 0.0311718 | Time: 58519.2 ms [2022-03-27 07:51:41 main:574] : INFO : Epoch 1683 | loss: 0.0311005 | val_loss: 0.0311813 | Time: 20737 ms [2022-03-27 07:52:21 main:574] : INFO : Epoch 1684 | loss: 0.0311143 | val_loss: 0.0311711 | Time: 40468.2 ms [2022-03-27 07:52:52 main:574] : INFO : Epoch 1685 | loss: 0.0311066 | val_loss: 0.0311918 | Time: 31264 ms [2022-03-27 07:53:34 main:574] : INFO : Epoch 1686 | loss: 0.0310959 | val_loss: 0.0311815 | Time: 41569.6 ms [2022-03-27 07:54:17 main:574] : INFO : Epoch 1687 | loss: 0.0310957 | val_loss: 0.0311786 | Time: 42543.3 ms [2022-03-27 07:54:56 main:574] : INFO : Epoch 1688 | loss: 0.0310962 | val_loss: 0.0311806 | Time: 39722.2 ms [2022-03-27 07:55:38 main:574] : INFO : Epoch 1689 | loss: 0.0310926 | val_loss: 0.0311884 | Time: 41047.7 ms [2022-03-27 07:56:19 main:574] : INFO : Epoch 1690 | loss: 0.0310889 | val_loss: 0.0311932 | Time: 41282.9 ms [2022-03-27 07:56:57 main:574] : INFO : Epoch 1691 | loss: 0.0310881 | val_loss: 0.031193 | Time: 38034.9 ms [2022-03-27 07:57:39 main:574] : INFO : Epoch 1692 | loss: 0.0310939 | val_loss: 0.0311848 | Time: 42204 ms [2022-03-27 07:58:21 main:574] : INFO : Epoch 1693 | loss: 0.0310982 | val_loss: 0.0311805 | Time: 42185.3 ms [2022-03-27 07:59:15 main:574] : INFO : Epoch 1694 | loss: 0.0310977 | val_loss: 0.0311963 | Time: 54083.5 ms [2022-03-27 07:59:43 main:574] : INFO : Epoch 1695 | loss: 0.0310922 | val_loss: 0.0311846 | Time: 27728.5 ms [2022-03-27 08:00:22 main:574] : INFO : Epoch 1696 | loss: 0.0310931 | val_loss: 0.0311975 | Time: 38569.4 ms [2022-03-27 08:00:54 main:574] : INFO : Epoch 1697 | loss: 0.0310909 | val_loss: 0.031178 | Time: 32537.8 ms [2022-03-27 08:01:34 main:574] : INFO : Epoch 1698 | loss: 0.0310921 | val_loss: 0.031196 | Time: 39670.1 ms [2022-03-27 08:02:16 main:574] : INFO : Epoch 1699 | loss: 0.0310904 | val_loss: 0.0311971 | Time: 42090.5 ms [2022-03-27 08:03:03 main:574] : INFO : Epoch 1700 | loss: 0.0310946 | val_loss: 0.0311856 | Time: 46459.7 ms [2022-03-27 08:03:21 main:574] : INFO : Epoch 1701 | loss: 0.0310911 | val_loss: 0.0311958 | Time: 17760.1 ms [2022-03-27 08:03:52 main:574] : INFO : Epoch 1702 | loss: 0.0310926 | val_loss: 0.0311733 | Time: 31115.4 ms [2022-03-27 08:04:11 main:574] : INFO : Epoch 1703 | loss: 0.0310996 | val_loss: 0.0311999 | Time: 18901 ms [2022-03-27 08:04:39 main:574] : INFO : Epoch 1704 | loss: 0.0310946 | val_loss: 0.0311908 | Time: 28301.3 ms [2022-03-27 08:05:00 main:574] : INFO : Epoch 1705 | loss: 0.0310878 | val_loss: 0.031182 | Time: 21090.6 ms [2022-03-27 08:05:20 main:574] : INFO : Epoch 1706 | loss: 0.0310862 | val_loss: 0.0311984 | Time: 20315.3 ms [2022-03-27 08:05:41 main:574] : INFO : Epoch 1707 | loss: 0.0310883 | val_loss: 0.0311822 | Time: 20344.4 ms [2022-03-27 08:06:00 main:574] : INFO : Epoch 1708 | loss: 0.0310866 | val_loss: 0.0311944 | Time: 19432.5 ms [2022-03-27 08:06:19 main:574] : INFO : Epoch 1709 | loss: 0.0310834 | val_loss: 0.0312045 | Time: 19196.2 ms [2022-03-27 08:06:40 main:574] : INFO : Epoch 1710 | loss: 0.0310844 | val_loss: 0.0311983 | Time: 21014.3 ms [2022-03-27 08:07:03 main:574] : INFO : Epoch 1711 | loss: 0.0310885 | val_loss: 0.031189 | Time: 22233.6 ms [2022-03-27 08:07:31 main:574] : INFO : Epoch 1712 | loss: 0.0310864 | val_loss: 0.0312043 | Time: 28310.2 ms [2022-03-27 08:07:49 main:574] : INFO : Epoch 1713 | loss: 0.0310842 | val_loss: 0.0311826 | Time: 17586.3 ms [2022-03-27 08:08:08 main:574] : INFO : Epoch 1714 | loss: 0.0310846 | val_loss: 0.0311968 | Time: 19527.2 ms [2022-03-27 08:08:44 main:574] : INFO : Epoch 1715 | loss: 0.031084 | val_loss: 0.0311908 | Time: 35880.1 ms [2022-03-27 08:09:11 main:574] : INFO : Epoch 1716 | loss: 0.0310835 | val_loss: 0.0311881 | Time: 26481.2 ms [2022-03-27 08:09:38 main:574] : INFO : Epoch 1717 | loss: 0.031095 | val_loss: 0.0311958 | Time: 27540.6 ms [2022-03-27 08:10:14 main:574] : INFO : Epoch 1718 | loss: 0.0310982 | val_loss: 0.0311799 | Time: 35699.8 ms [2022-03-27 08:10:32 main:574] : INFO : Epoch 1719 | loss: 0.0311051 | val_loss: 0.0311789 | Time: 18390.8 ms [2022-03-27 08:10:58 main:574] : INFO : Epoch 1720 | loss: 0.0311068 | val_loss: 0.0311659 | Time: 25810 ms [2022-03-27 08:11:27 main:574] : INFO : Epoch 1721 | loss: 0.0311113 | val_loss: 0.0311886 | Time: 28545 ms [2022-03-27 08:11:53 main:574] : INFO : Epoch 1722 | loss: 0.0311005 | val_loss: 0.0311776 | Time: 26297.3 ms [2022-03-27 08:12:21 main:574] : INFO : Epoch 1723 | loss: 0.0310984 | val_loss: 0.0311864 | Time: 27963.9 ms [2022-03-27 08:12:50 main:574] : INFO : Epoch 1724 | loss: 0.0311015 | val_loss: 0.0311832 | Time: 29335.6 ms [2022-03-27 08:13:49 main:574] : INFO : Epoch 1725 | loss: 0.0311083 | val_loss: 0.0311843 | Time: 59001.9 ms [2022-03-27 08:14:33 main:574] : INFO : Epoch 1726 | loss: 0.0311029 | val_loss: 0.0311745 | Time: 43447.5 ms [2022-03-27 08:15:13 main:574] : INFO : Epoch 1727 | loss: 0.0310944 | val_loss: 0.0311831 | Time: 39986.8 ms [2022-03-27 08:16:07 main:574] : INFO : Epoch 1728 | loss: 0.0310947 | val_loss: 0.0311884 | Time: 53948.4 ms [2022-03-27 08:16:49 main:574] : INFO : Epoch 1729 | loss: 0.0310945 | val_loss: 0.0311916 | Time: 41805.2 ms [2022-03-27 08:17:43 main:574] : INFO : Epoch 1730 | loss: 0.0310899 | val_loss: 0.0311927 | Time: 54508.3 ms [2022-03-27 08:18:25 main:574] : INFO : Epoch 1731 | loss: 0.0311002 | val_loss: 0.0311888 | Time: 41106.2 ms [2022-03-27 08:19:22 main:574] : INFO : Epoch 1732 | loss: 0.0311034 | val_loss: 0.0311827 | Time: 57922 ms [2022-03-27 08:19:48 main:574] : INFO : Epoch 1733 | loss: 0.0310987 | val_loss: 0.031186 | Time: 25652.1 ms [2022-03-27 08:20:12 main:574] : INFO : Epoch 1734 | loss: 0.0310954 | val_loss: 0.0311957 | Time: 23952.7 ms [2022-03-27 08:20:29 main:574] : INFO : Epoch 1735 | loss: 0.0310889 | val_loss: 0.0311918 | Time: 16675.5 ms [2022-03-27 08:20:49 main:574] : INFO : Epoch 1736 | loss: 0.0310873 | val_loss: 0.0311914 | Time: 20324.2 ms [2022-03-27 08:21:19 main:574] : INFO : Epoch 1737 | loss: 0.0310871 | val_loss: 0.0311958 | Time: 29540.5 ms [2022-03-27 08:21:47 main:574] : INFO : Epoch 1738 | loss: 0.0310935 | val_loss: 0.0312022 | Time: 28267.6 ms [2022-03-27 08:22:10 main:574] : INFO : Epoch 1739 | loss: 0.0310872 | val_loss: 0.0311887 | Time: 23277.7 ms [2022-03-27 08:22:41 main:574] : INFO : Epoch 1740 | loss: 0.0310863 | val_loss: 0.0311898 | Time: 30374.5 ms [2022-03-27 08:23:04 main:574] : INFO : Epoch 1741 | loss: 0.0310899 | val_loss: 0.0311849 | Time: 23130.1 ms [2022-03-27 08:23:36 main:574] : INFO : Epoch 1742 | loss: 0.0310842 | val_loss: 0.0311875 | Time: 31792.7 ms [2022-03-27 08:25:42 main:574] : INFO : Epoch 1743 | loss: 0.0310855 | val_loss: 0.031193 | Time: 125933 ms [2022-03-27 08:26:14 main:574] : INFO : Epoch 1744 | loss: 0.0310888 | val_loss: 0.0311993 | Time: 31869.8 ms [2022-03-27 08:26:43 main:574] : INFO : Epoch 1745 | loss: 0.031083 | val_loss: 0.0311987 | Time: 29414.3 ms [2022-03-27 08:27:05 main:574] : INFO : Epoch 1746 | loss: 0.0310811 | val_loss: 0.0312047 | Time: 21426.3 ms [2022-03-27 08:27:35 main:574] : INFO : Epoch 1747 | loss: 0.0310844 | val_loss: 0.0311946 | Time: 30620.8 ms [2022-03-27 08:27:54 main:574] : INFO : Epoch 1748 | loss: 0.0310849 | val_loss: 0.0311947 | Time: 18247.2 ms [2022-03-27 08:28:25 main:574] : INFO : Epoch 1749 | loss: 0.031087 | val_loss: 0.0312126 | Time: 31046.5 ms [2022-03-27 08:28:42 main:574] : INFO : Epoch 1750 | loss: 0.0310911 | val_loss: 0.0311897 | Time: 17084.9 ms [2022-03-27 08:29:01 main:574] : INFO : Epoch 1751 | loss: 0.031091 | val_loss: 0.0311927 | Time: 18915 ms [2022-03-27 08:29:20 main:574] : INFO : Epoch 1752 | loss: 0.031087 | val_loss: 0.0311883 | Time: 18764.7 ms [2022-03-27 08:29:37 main:574] : INFO : Epoch 1753 | loss: 0.0310825 | val_loss: 0.0312069 | Time: 17601.1 ms [2022-03-27 08:30:06 main:574] : INFO : Epoch 1754 | loss: 0.0310812 | val_loss: 0.0312079 | Time: 28431.9 ms [2022-03-27 08:30:26 main:574] : INFO : Epoch 1755 | loss: 0.0310828 | val_loss: 0.0311971 | Time: 20158.4 ms [2022-03-27 08:30:46 main:574] : INFO : Epoch 1756 | loss: 0.0310764 | val_loss: 0.0312168 | Time: 20016.6 ms [2022-03-27 08:31:05 main:574] : INFO : Epoch 1757 | loss: 0.031078 | val_loss: 0.0311943 | Time: 19264.3 ms [2022-03-27 08:31:36 main:574] : INFO : Epoch 1758 | loss: 0.0310853 | val_loss: 0.0311928 | Time: 30443.1 ms [2022-03-27 08:31:53 main:574] : INFO : Epoch 1759 | loss: 0.0310812 | val_loss: 0.0311913 | Time: 17490.6 ms [2022-03-27 08:32:36 main:574] : INFO : Epoch 1760 | loss: 0.0310787 | val_loss: 0.0311901 | Time: 42874.6 ms [2022-03-27 08:33:30 main:574] : INFO : Epoch 1761 | loss: 0.0310848 | val_loss: 0.0311807 | Time: 54309.3 ms [2022-03-27 08:34:12 main:574] : INFO : Epoch 1762 | loss: 0.0311086 | val_loss: 0.0311802 | Time: 41314.5 ms [2022-03-27 08:34:54 main:574] : INFO : Epoch 1763 | loss: 0.0311001 | val_loss: 0.0311978 | Time: 42115.6 ms [2022-03-27 08:35:33 main:574] : INFO : Epoch 1764 | loss: 0.031098 | val_loss: 0.0312162 | Time: 39510.3 ms [2022-03-27 08:36:27 main:574] : INFO : Epoch 1765 | loss: 0.0310866 | val_loss: 0.0311949 | Time: 53379.8 ms [2022-03-27 08:37:07 main:574] : INFO : Epoch 1766 | loss: 0.0310827 | val_loss: 0.0311915 | Time: 40088.5 ms [2022-03-27 08:37:48 main:574] : INFO : Epoch 1767 | loss: 0.0310826 | val_loss: 0.0312088 | Time: 40636.3 ms [2022-03-27 08:38:16 main:574] : INFO : Epoch 1768 | loss: 0.0310824 | val_loss: 0.0311865 | Time: 28119.7 ms [2022-03-27 08:39:10 main:574] : INFO : Epoch 1769 | loss: 0.0310814 | val_loss: 0.0311963 | Time: 53714.3 ms [2022-03-27 08:39:52 main:574] : INFO : Epoch 1770 | loss: 0.0310928 | val_loss: 0.0311937 | Time: 42276.9 ms [2022-03-27 08:40:33 main:574] : INFO : Epoch 1771 | loss: 0.0311087 | val_loss: 0.0311954 | Time: 41198.5 ms [2022-03-27 08:41:18 main:574] : INFO : Epoch 1772 | loss: 0.0310972 | val_loss: 0.0311857 | Time: 45028.3 ms [2022-03-27 08:42:10 main:574] : INFO : Epoch 1773 | loss: 0.0310915 | val_loss: 0.031196 | Time: 51567.2 ms [2022-03-27 08:43:02 main:574] : INFO : Epoch 1774 | loss: 0.0310904 | val_loss: 0.031193 | Time: 52276.3 ms [2022-03-27 08:43:44 main:574] : INFO : Epoch 1775 | loss: 0.0310862 | val_loss: 0.0312081 | Time: 41314.1 ms [2022-03-27 08:44:26 main:574] : INFO : Epoch 1776 | loss: 0.0310855 | val_loss: 0.0311933 | Time: 42621.1 ms [2022-03-27 08:45:08 main:574] : INFO : Epoch 1777 | loss: 0.0310871 | val_loss: 0.0312028 | Time: 41396.1 ms [2022-03-27 08:46:04 main:574] : INFO : Epoch 1778 | loss: 0.0310848 | val_loss: 0.031205 | Time: 56057.9 ms [2022-03-27 08:46:49 main:574] : INFO : Epoch 1779 | loss: 0.0310888 | val_loss: 0.0311906 | Time: 45375.3 ms [2022-03-27 08:47:57 main:574] : INFO : Epoch 1780 | loss: 0.0310873 | val_loss: 0.0311998 | Time: 68009 ms [2022-03-27 08:48:38 main:574] : INFO : Epoch 1781 | loss: 0.0310853 | val_loss: 0.03119 | Time: 40569.5 ms [2022-03-27 08:49:18 main:574] : INFO : Epoch 1782 | loss: 0.0310804 | val_loss: 0.0312084 | Time: 40152.9 ms [2022-03-27 08:49:47 main:574] : INFO : Epoch 1783 | loss: 0.031091 | val_loss: 0.031185 | Time: 28802.7 ms [2022-03-27 08:50:06 main:574] : INFO : Epoch 1784 | loss: 0.031088 | val_loss: 0.0311944 | Time: 19158.1 ms [2022-03-27 08:50:48 main:574] : INFO : Epoch 1785 | loss: 0.0310833 | val_loss: 0.0311909 | Time: 42200.8 ms [2022-03-27 08:51:39 main:574] : INFO : Epoch 1786 | loss: 0.0310836 | val_loss: 0.0311996 | Time: 51139.5 ms [2022-03-27 08:52:19 main:574] : INFO : Epoch 1787 | loss: 0.0310853 | val_loss: 0.0312032 | Time: 39156.7 ms [2022-03-27 08:52:59 main:574] : INFO : Epoch 1788 | loss: 0.031081 | val_loss: 0.0311969 | Time: 40403.2 ms [2022-03-27 08:53:14 main:574] : INFO : Epoch 1789 | loss: 0.0310914 | val_loss: 0.03118 | Time: 14457 ms [2022-03-27 08:53:32 main:574] : INFO : Epoch 1790 | loss: 0.031099 | val_loss: 0.0311811 | Time: 18896.2 ms [2022-03-27 08:53:52 main:574] : INFO : Epoch 1791 | loss: 0.0310968 | val_loss: 0.0312099 | Time: 19666.7 ms [2022-03-27 08:54:11 main:574] : INFO : Epoch 1792 | loss: 0.0310888 | val_loss: 0.031189 | Time: 18311.6 ms [2022-03-27 08:54:50 main:574] : INFO : Epoch 1793 | loss: 0.0310822 | val_loss: 0.0311976 | Time: 39669 ms [2022-03-27 08:55:13 main:574] : INFO : Epoch 1794 | loss: 0.0310806 | val_loss: 0.0311927 | Time: 22979.3 ms [2022-03-27 08:55:28 main:574] : INFO : Epoch 1795 | loss: 0.0310829 | val_loss: 0.0311943 | Time: 14567.5 ms [2022-03-27 08:55:40 main:574] : INFO : Epoch 1796 | loss: 0.0310801 | val_loss: 0.0311923 | Time: 12342.5 ms [2022-03-27 08:55:52 main:574] : INFO : Epoch 1797 | loss: 0.0310919 | val_loss: 0.0312048 | Time: 11269.2 ms [2022-03-27 08:56:03 main:574] : INFO : Epoch 1798 | loss: 0.0310892 | val_loss: 0.0311899 | Time: 11362.1 ms [2022-03-27 08:56:15 main:574] : INFO : Epoch 1799 | loss: 0.0310857 | val_loss: 0.0311904 | Time: 11870.6 ms [2022-03-27 08:56:27 main:574] : INFO : Epoch 1800 | loss: 0.0310869 | val_loss: 0.031199 | Time: 11786.7 ms [2022-03-27 08:56:38 main:574] : INFO : Epoch 1801 | loss: 0.0310877 | val_loss: 0.0311917 | Time: 11582.4 ms [2022-03-27 08:56:50 main:574] : INFO : Epoch 1802 | loss: 0.0310914 | val_loss: 0.0312013 | Time: 11970.1 ms [2022-03-27 08:57:02 main:574] : INFO : Epoch 1803 | loss: 0.0310863 | val_loss: 0.031187 | Time: 11655.5 ms [2022-03-27 08:57:14 main:574] : INFO : Epoch 1804 | loss: 0.0310931 | val_loss: 0.0311887 | Time: 11951.8 ms [2022-03-27 08:57:26 main:574] : INFO : Epoch 1805 | loss: 0.0310883 | val_loss: 0.0311948 | Time: 12227.3 ms [2022-03-27 08:57:40 main:574] : INFO : Epoch 1806 | loss: 0.03109 | val_loss: 0.0311967 | Time: 13806.3 ms [2022-03-27 08:57:53 main:574] : INFO : Epoch 1807 | loss: 0.0310907 | val_loss: 0.0311927 | Time: 13503.1 ms [2022-03-27 08:58:07 main:574] : INFO : Epoch 1808 | loss: 0.0310866 | val_loss: 0.0311913 | Time: 13599.4 ms [2022-03-27 08:58:40 main:574] : INFO : Epoch 1809 | loss: 0.0310883 | val_loss: 0.0311961 | Time: 33166.5 ms [2022-03-27 08:58:47 main:574] : INFO : Epoch 1810 | loss: 0.0310871 | val_loss: 0.0311995 | Time: 6636.89 ms [2022-03-27 08:58:55 main:574] : INFO : Epoch 1811 | loss: 0.0310795 | val_loss: 0.0311911 | Time: 7677.73 ms [2022-03-27 08:59:04 main:574] : INFO : Epoch 1812 | loss: 0.0310945 | val_loss: 0.0311973 | Time: 9710.2 ms [2022-03-27 08:59:17 main:574] : INFO : Epoch 1813 | loss: 0.0310964 | val_loss: 0.0311919 | Time: 12783.8 ms [2022-03-27 08:59:34 main:574] : INFO : Epoch 1814 | loss: 0.0310836 | val_loss: 0.0311822 | Time: 17183.2 ms [2022-03-27 08:59:42 main:574] : INFO : Epoch 1815 | loss: 0.0310908 | val_loss: 0.0311951 | Time: 7891.55 ms [2022-03-27 08:59:53 main:574] : INFO : Epoch 1816 | loss: 0.0310895 | val_loss: 0.0311807 | Time: 10855.9 ms [2022-03-27 09:00:04 main:574] : INFO : Epoch 1817 | loss: 0.031092 | val_loss: 0.0312006 | Time: 10853.1 ms [2022-03-27 09:00:16 main:574] : INFO : Epoch 1818 | loss: 0.0310928 | val_loss: 0.0311829 | Time: 11437.9 ms [2022-03-27 09:00:27 main:574] : INFO : Epoch 1819 | loss: 0.0310955 | val_loss: 0.0311887 | Time: 11866.9 ms [2022-03-27 09:00:41 main:574] : INFO : Epoch 1820 | loss: 0.0310884 | val_loss: 0.0311796 | Time: 13942 ms [2022-03-27 09:01:12 main:574] : INFO : Epoch 1821 | loss: 0.0310836 | val_loss: 0.0312039 | Time: 30635 ms [2022-03-27 09:01:19 main:574] : INFO : Epoch 1822 | loss: 0.0310848 | val_loss: 0.0311978 | Time: 6475.12 ms [2022-03-27 09:01:26 main:574] : INFO : Epoch 1823 | loss: 0.0310844 | val_loss: 0.0311935 | Time: 6913.48 ms [2022-03-27 09:01:34 main:574] : INFO : Epoch 1824 | loss: 0.0310957 | val_loss: 0.0311884 | Time: 8710.67 ms [2022-03-27 09:01:45 main:574] : INFO : Epoch 1825 | loss: 0.0310892 | val_loss: 0.0311997 | Time: 11080.1 ms [2022-03-27 09:01:56 main:574] : INFO : Epoch 1826 | loss: 0.03109 | val_loss: 0.0311847 | Time: 11091.4 ms [2022-03-27 09:02:08 main:574] : INFO : Epoch 1827 | loss: 0.0310937 | val_loss: 0.0311863 | Time: 11712.3 ms [2022-03-27 09:02:20 main:574] : INFO : Epoch 1828 | loss: 0.0311002 | val_loss: 0.0311783 | Time: 11376.5 ms [2022-03-27 09:02:31 main:574] : INFO : Epoch 1829 | loss: 0.0310999 | val_loss: 0.0311843 | Time: 11851.7 ms [2022-03-27 09:02:51 main:574] : INFO : Epoch 1830 | loss: 0.0310882 | val_loss: 0.0312059 | Time: 19334.8 ms [2022-03-27 09:03:23 main:574] : INFO : Epoch 1831 | loss: 0.0310848 | val_loss: 0.0311941 | Time: 31664.9 ms [2022-03-27 09:03:30 main:574] : INFO : Epoch 1832 | loss: 0.0310793 | val_loss: 0.0311983 | Time: 7023.77 ms [2022-03-27 09:03:37 main:574] : INFO : Epoch 1833 | loss: 0.0310799 | val_loss: 0.0312035 | Time: 7279.84 ms [2022-03-27 09:03:48 main:574] : INFO : Epoch 1834 | loss: 0.0310818 | val_loss: 0.0311952 | Time: 11384.8 ms [2022-03-27 09:04:00 main:574] : INFO : Epoch 1835 | loss: 0.031094 | val_loss: 0.0311868 | Time: 11702 ms [2022-03-27 09:04:15 main:574] : INFO : Epoch 1836 | loss: 0.0310923 | val_loss: 0.0311873 | Time: 15034.7 ms [2022-03-27 09:04:45 main:574] : INFO : Epoch 1837 | loss: 0.0310961 | val_loss: 0.031207 | Time: 29675.3 ms [2022-03-27 09:04:52 main:574] : INFO : Epoch 1838 | loss: 0.0310983 | val_loss: 0.0311865 | Time: 7529.05 ms [2022-03-27 09:04:59 main:574] : INFO : Epoch 1839 | loss: 0.0310968 | val_loss: 0.0311906 | Time: 6972.66 ms [2022-03-27 09:05:09 main:574] : INFO : Epoch 1840 | loss: 0.0310863 | val_loss: 0.0311949 | Time: 9917.62 ms [2022-03-27 09:05:22 main:574] : INFO : Epoch 1841 | loss: 0.0310846 | val_loss: 0.0311938 | Time: 12234.2 ms [2022-03-27 09:05:55 main:574] : INFO : Epoch 1842 | loss: 0.0310896 | val_loss: 0.0311848 | Time: 32986.3 ms [2022-03-27 09:06:04 main:574] : INFO : Epoch 1843 | loss: 0.0310892 | val_loss: 0.0311979 | Time: 9151.43 ms [2022-03-27 09:06:17 main:574] : INFO : Epoch 1844 | loss: 0.0310858 | val_loss: 0.0312084 | Time: 13563.1 ms [2022-03-27 09:06:32 main:574] : INFO : Epoch 1845 | loss: 0.0310806 | val_loss: 0.0311858 | Time: 14143.8 ms [2022-03-27 09:06:44 main:574] : INFO : Epoch 1846 | loss: 0.0310867 | val_loss: 0.0311917 | Time: 12189.9 ms [2022-03-27 09:06:57 main:574] : INFO : Epoch 1847 | loss: 0.031085 | val_loss: 0.0312052 | Time: 12727.9 ms [2022-03-27 09:07:11 main:574] : INFO : Epoch 1848 | loss: 0.0310778 | val_loss: 0.0312039 | Time: 14470.2 ms [2022-03-27 09:07:24 main:574] : INFO : Epoch 1849 | loss: 0.0310783 | val_loss: 0.0311887 | Time: 12797.9 ms [2022-03-27 09:07:36 main:574] : INFO : Epoch 1850 | loss: 0.0310842 | val_loss: 0.0312085 | Time: 12114.5 ms [2022-03-27 09:07:49 main:574] : INFO : Epoch 1851 | loss: 0.031083 | val_loss: 0.0311949 | Time: 13010 ms [2022-03-27 09:08:02 main:574] : INFO : Epoch 1852 | loss: 0.0310773 | val_loss: 0.031189 | Time: 12894.7 ms [2022-03-27 09:08:15 main:574] : INFO : Epoch 1853 | loss: 0.0310773 | val_loss: 0.0312046 | Time: 13034.7 ms [2022-03-27 09:08:27 main:574] : INFO : Epoch 1854 | loss: 0.031076 | val_loss: 0.0312133 | Time: 12349.7 ms [2022-03-27 09:08:40 main:574] : INFO : Epoch 1855 | loss: 0.0310878 | val_loss: 0.0312026 | Time: 12305.7 ms [2022-03-27 09:08:52 main:574] : INFO : Epoch 1856 | loss: 0.031084 | val_loss: 0.0312021 | Time: 12510.1 ms [2022-03-27 09:09:05 main:574] : INFO : Epoch 1857 | loss: 0.0310797 | val_loss: 0.0312003 | Time: 12936.9 ms [2022-03-27 09:09:19 main:574] : INFO : Epoch 1858 | loss: 0.0310732 | val_loss: 0.0311986 | Time: 13387.9 ms [2022-03-27 09:09:38 main:574] : INFO : Epoch 1859 | loss: 0.0310769 | val_loss: 0.0312003 | Time: 19802.5 ms [2022-03-27 09:09:51 main:574] : INFO : Epoch 1860 | loss: 0.0310778 | val_loss: 0.0312 | Time: 12643.5 ms [2022-03-27 09:10:06 main:574] : INFO : Epoch 1861 | loss: 0.0310846 | val_loss: 0.0311912 | Time: 14619.9 ms [2022-03-27 09:10:18 main:574] : INFO : Epoch 1862 | loss: 0.0310828 | val_loss: 0.0311955 | Time: 11953.8 ms [2022-03-27 09:10:31 main:574] : INFO : Epoch 1863 | loss: 0.0310803 | val_loss: 0.0311966 | Time: 13224.6 ms [2022-03-27 09:10:44 main:574] : INFO : Epoch 1864 | loss: 0.0310836 | val_loss: 0.0311958 | Time: 12510.7 ms [2022-03-27 09:10:57 main:574] : INFO : Epoch 1865 | loss: 0.0310818 | val_loss: 0.0311954 | Time: 13420.9 ms [2022-03-27 09:11:10 main:574] : INFO : Epoch 1866 | loss: 0.0310801 | val_loss: 0.0312014 | Time: 12580.5 ms [2022-03-27 09:11:22 main:574] : INFO : Epoch 1867 | loss: 0.0310926 | val_loss: 0.03118 | Time: 12271.2 ms [2022-03-27 09:11:34 main:574] : INFO : Epoch 1868 | loss: 0.0311019 | val_loss: 0.031187 | Time: 12141.3 ms [2022-03-27 09:11:46 main:574] : INFO : Epoch 1869 | loss: 0.0310895 | val_loss: 0.031194 | Time: 12111.5 ms [2022-03-27 09:11:59 main:574] : INFO : Epoch 1870 | loss: 0.0310779 | val_loss: 0.0311978 | Time: 12324.7 ms [2022-03-27 09:12:11 main:574] : INFO : Epoch 1871 | loss: 0.031077 | val_loss: 0.031186 | Time: 12214.8 ms [2022-03-27 09:12:22 main:574] : INFO : Epoch 1872 | loss: 0.0310749 | val_loss: 0.0311937 | Time: 11462.5 ms [2022-03-27 09:12:35 main:574] : INFO : Epoch 1873 | loss: 0.0310816 | val_loss: 0.0312061 | Time: 12348.7 ms [2022-03-27 09:12:48 main:574] : INFO : Epoch 1874 | loss: 0.0310825 | val_loss: 0.0311877 | Time: 13300.7 ms [2022-03-27 09:13:00 main:574] : INFO : Epoch 1875 | loss: 0.0310852 | val_loss: 0.0311882 | Time: 12161.2 ms [2022-03-27 09:13:14 main:574] : INFO : Epoch 1876 | loss: 0.0310802 | val_loss: 0.031197 | Time: 13561 ms [2022-03-27 09:13:27 main:574] : INFO : Epoch 1877 | loss: 0.0310821 | val_loss: 0.0312182 | Time: 12904.5 ms [2022-03-27 09:14:11 main:574] : INFO : Epoch 1878 | loss: 0.0310801 | val_loss: 0.0311832 | Time: 44019.5 ms [2022-03-27 09:14:24 main:574] : INFO : Epoch 1879 | loss: 0.031085 | val_loss: 0.0312002 | Time: 13551.2 ms [2022-03-27 09:14:38 main:574] : INFO : Epoch 1880 | loss: 0.0310869 | val_loss: 0.0311823 | Time: 13833.2 ms [2022-03-27 09:15:07 main:574] : INFO : Epoch 1881 | loss: 0.0310928 | val_loss: 0.0311874 | Time: 28851.8 ms [2022-03-27 09:15:16 main:574] : INFO : Epoch 1882 | loss: 0.031092 | val_loss: 0.0311863 | Time: 8990.66 ms [2022-03-27 09:15:24 main:574] : INFO : Epoch 1883 | loss: 0.0310878 | val_loss: 0.0311887 | Time: 8152.25 ms [2022-03-27 09:15:34 main:574] : INFO : Epoch 1884 | loss: 0.0310881 | val_loss: 0.031194 | Time: 9204.06 ms [2022-03-27 09:15:44 main:574] : INFO : Epoch 1885 | loss: 0.0310861 | val_loss: 0.0311942 | Time: 9914.88 ms [2022-03-27 09:15:53 main:574] : INFO : Epoch 1886 | loss: 0.0310834 | val_loss: 0.0311959 | Time: 9420.62 ms [2022-03-27 09:16:03 main:574] : INFO : Epoch 1887 | loss: 0.0310953 | val_loss: 0.0311951 | Time: 9731.94 ms [2022-03-27 09:16:12 main:574] : INFO : Epoch 1888 | loss: 0.0310901 | val_loss: 0.0311833 | Time: 9332.51 ms [2022-03-27 09:16:21 main:574] : INFO : Epoch 1889 | loss: 0.0310855 | val_loss: 0.0311934 | Time: 9131.26 ms [2022-03-27 09:16:31 main:574] : INFO : Epoch 1890 | loss: 0.0310839 | val_loss: 0.0311904 | Time: 9695.64 ms [2022-03-27 09:16:42 main:574] : INFO : Epoch 1891 | loss: 0.0310817 | val_loss: 0.0311882 | Time: 10620.2 ms [2022-03-27 09:17:01 main:574] : INFO : Epoch 1892 | loss: 0.0310842 | val_loss: 0.0312149 | Time: 19270 ms [2022-03-27 09:17:20 main:574] : INFO : Epoch 1893 | loss: 0.0310877 | val_loss: 0.03119 | Time: 18601.9 ms [2022-03-27 09:17:36 main:574] : INFO : Epoch 1894 | loss: 0.0310913 | val_loss: 0.0311975 | Time: 16651.7 ms [2022-03-27 09:17:55 main:574] : INFO : Epoch 1895 | loss: 0.031148 | val_loss: 0.0311732 | Time: 18874.6 ms [2022-03-27 09:18:14 main:574] : INFO : Epoch 1896 | loss: 0.0311471 | val_loss: 0.0311637 | Time: 18875.6 ms [2022-03-27 09:18:33 main:574] : INFO : Epoch 1897 | loss: 0.0311334 | val_loss: 0.0311622 | Time: 18472.3 ms [2022-03-27 09:18:52 main:574] : INFO : Epoch 1898 | loss: 0.0311255 | val_loss: 0.0311738 | Time: 19067 ms [2022-03-27 09:19:10 main:574] : INFO : Epoch 1899 | loss: 0.0311211 | val_loss: 0.0311677 | Time: 17953.5 ms [2022-03-27 09:19:28 main:574] : INFO : Epoch 1900 | loss: 0.031118 | val_loss: 0.0311669 | Time: 17982.1 ms [2022-03-27 09:19:46 main:574] : INFO : Epoch 1901 | loss: 0.0311082 | val_loss: 0.0311739 | Time: 17871.3 ms [2022-03-27 09:20:05 main:574] : INFO : Epoch 1902 | loss: 0.0311023 | val_loss: 0.0311748 | Time: 19574.9 ms [2022-03-27 09:20:25 main:574] : INFO : Epoch 1903 | loss: 0.031096 | val_loss: 0.0311866 | Time: 19356.8 ms [2022-03-27 09:20:44 main:574] : INFO : Epoch 1904 | loss: 0.0310903 | val_loss: 0.0311885 | Time: 19075 ms [2022-03-27 09:21:02 main:574] : INFO : Epoch 1905 | loss: 0.0310914 | val_loss: 0.0311854 | Time: 18371.2 ms [2022-03-27 09:21:21 main:574] : INFO : Epoch 1906 | loss: 0.031086 | val_loss: 0.0311919 | Time: 19124.4 ms [2022-03-27 09:21:39 main:574] : INFO : Epoch 1907 | loss: 0.0310824 | val_loss: 0.0311972 | Time: 17191.1 ms [2022-03-27 09:22:23 main:574] : INFO : Epoch 1908 | loss: 0.0310842 | val_loss: 0.0311883 | Time: 44756.7 ms [2022-03-27 09:22:48 main:574] : INFO : Epoch 1909 | loss: 0.0310774 | val_loss: 0.0311962 | Time: 24285 ms [2022-03-27 09:23:28 main:574] : INFO : Epoch 1910 | loss: 0.0310781 | val_loss: 0.0312065 | Time: 40251.1 ms [2022-03-27 09:23:46 main:574] : INFO : Epoch 1911 | loss: 0.0310791 | val_loss: 0.0311909 | Time: 17632.3 ms [2022-03-27 09:24:04 main:574] : INFO : Epoch 1912 | loss: 0.0310816 | val_loss: 0.0311935 | Time: 18522.2 ms [2022-03-27 09:24:46 main:574] : INFO : Epoch 1913 | loss: 0.0310948 | val_loss: 0.0311887 | Time: 41332.7 ms [2022-03-27 09:25:10 main:574] : INFO : Epoch 1914 | loss: 0.0310872 | val_loss: 0.0312056 | Time: 24932.2 ms [2022-03-27 09:25:46 main:574] : INFO : Epoch 1915 | loss: 0.0310801 | val_loss: 0.0311962 | Time: 13262.3 ms [2022-03-27 09:26:03 main:574] : INFO : Epoch 1916 | loss: 0.0310759 | val_loss: 0.031203 | Time: 17504.4 ms [2022-03-27 09:26:22 main:574] : INFO : Epoch 1917 | loss: 0.0310832 | val_loss: 0.0312027 | Time: 18451 ms [2022-03-27 09:26:41 main:574] : INFO : Epoch 1918 | loss: 0.031078 | val_loss: 0.0312073 | Time: 19359.7 ms [2022-03-27 09:26:59 main:574] : INFO : Epoch 1919 | loss: 0.0310778 | val_loss: 0.0312016 | Time: 18052.6 ms [2022-03-27 09:27:18 main:574] : INFO : Epoch 1920 | loss: 0.0310846 | val_loss: 0.0311952 | Time: 18795.4 ms [2022-03-27 09:27:37 main:574] : INFO : Epoch 1921 | loss: 0.031095 | val_loss: 0.0311728 | Time: 19106.9 ms [2022-03-27 09:27:55 main:574] : INFO : Epoch 1922 | loss: 0.0311443 | val_loss: 0.0311651 | Time: 17621.8 ms [2022-03-27 09:28:13 main:574] : INFO : Epoch 1923 | loss: 0.0311391 | val_loss: 0.0311628 | Time: 18048.1 ms [2022-03-27 09:28:32 main:574] : INFO : Epoch 1924 | loss: 0.0311318 | val_loss: 0.0311626 | Time: 19154.4 ms [2022-03-27 09:28:52 main:574] : INFO : Epoch 1925 | loss: 0.0311275 | val_loss: 0.0311614 | Time: 19663.1 ms [2022-03-27 09:29:11 main:574] : INFO : Epoch 1926 | loss: 0.0311258 | val_loss: 0.0311633 | Time: 19663.8 ms [2022-03-27 09:29:40 main:574] : INFO : Epoch 1927 | loss: 0.0311251 | val_loss: 0.031166 | Time: 28478.2 ms [2022-03-27 09:29:57 main:574] : INFO : Epoch 1928 | loss: 0.03112 | val_loss: 0.0311676 | Time: 16664.6 ms [2022-03-27 09:30:15 main:574] : INFO : Epoch 1929 | loss: 0.03112 | val_loss: 0.0311683 | Time: 18810.2 ms [2022-03-27 09:30:33 main:574] : INFO : Epoch 1930 | loss: 0.031116 | val_loss: 0.0311753 | Time: 17628.1 ms [2022-03-27 09:30:51 main:574] : INFO : Epoch 1931 | loss: 0.031117 | val_loss: 0.0311777 | Time: 17561 ms [2022-03-27 09:31:08 main:574] : INFO : Epoch 1932 | loss: 0.0311104 | val_loss: 0.0311746 | Time: 16997.4 ms [2022-03-27 09:31:25 main:574] : INFO : Epoch 1933 | loss: 0.031107 | val_loss: 0.031174 | Time: 17354.3 ms [2022-03-27 09:31:42 main:574] : INFO : Epoch 1934 | loss: 0.0311049 | val_loss: 0.0311893 | Time: 16413.6 ms [2022-03-27 09:31:59 main:574] : INFO : Epoch 1935 | loss: 0.0311049 | val_loss: 0.031178 | Time: 17523.6 ms [2022-03-27 09:32:18 main:574] : INFO : Epoch 1936 | loss: 0.0311024 | val_loss: 0.031182 | Time: 18445.4 ms [2022-03-27 09:32:36 main:574] : INFO : Epoch 1937 | loss: 0.03111 | val_loss: 0.0311758 | Time: 18363.8 ms [2022-03-27 09:32:53 main:574] : INFO : Epoch 1938 | loss: 0.0311168 | val_loss: 0.0311716 | Time: 16724.7 ms [2022-03-27 09:33:11 main:574] : INFO : Epoch 1939 | loss: 0.0311081 | val_loss: 0.0311825 | Time: 17708.1 ms [2022-03-27 09:33:28 main:574] : INFO : Epoch 1940 | loss: 0.0310997 | val_loss: 0.0311855 | Time: 17412.3 ms [2022-03-27 09:33:44 main:574] : INFO : Epoch 1941 | loss: 0.0310926 | val_loss: 0.0311858 | Time: 16013.2 ms [2022-03-27 09:34:01 main:574] : INFO : Epoch 1942 | loss: 0.0310883 | val_loss: 0.0311888 | Time: 16769 ms [2022-03-27 09:34:18 main:574] : INFO : Epoch 1943 | loss: 0.0310902 | val_loss: 0.031178 | Time: 17602.9 ms [2022-03-27 09:34:36 main:574] : INFO : Epoch 1944 | loss: 0.0310906 | val_loss: 0.0311918 | Time: 17100 ms [2022-03-27 09:34:53 main:574] : INFO : Epoch 1945 | loss: 0.0310835 | val_loss: 0.031188 | Time: 17905.7 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 with Max-Q Design) [2022-03-28 07:28:23 main:435] : INFO : Set logging level to 1 [2022-03-28 07:28:23 main:441] : INFO : Running in BOINC Client mode [2022-03-28 07:28:23 main:444] : INFO : Resolving all filenames [2022-03-28 07:28:23 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-28 07:28:23 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-28 07:28:24 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-28 07:28:24 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-28 07:28:24 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-28 07:28:24 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-28 07:28:24 main:474] : INFO : Configuration: [2022-03-28 07:28:24 main:475] : INFO : Model type: GRU [2022-03-28 07:28:24 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-28 07:28:24 main:477] : INFO : Max Epochs: 2048 [2022-03-28 07:28:24 main:478] : INFO : Batch Size: 128 [2022-03-28 07:28:24 main:479] : INFO : Learning Rate: 0.01 [2022-03-28 07:28:24 main:480] : INFO : Patience: 10 [2022-03-28 07:28:24 main:481] : INFO : Hidden Width: 12 [2022-03-28 07:28:24 main:482] : INFO : # Recurrent Layers: 4 [2022-03-28 07:28:24 main:483] : INFO : # Backend Layers: 4 [2022-03-28 07:28:24 main:484] : INFO : # Threads: 1 [2022-03-28 07:28:24 main:486] : INFO : Preparing Dataset [2022-03-28 07:28:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-28 07:28:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-28 07:28:37 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-28 07:28:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-28 07:28:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-28 07:28:37 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-28 07:28:37 main:494] : INFO : Creating Model [2022-03-28 07:28:37 main:507] : INFO : Preparing config file [2022-03-28 07:28:37 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-28 07:28:37 main:512] : INFO : Loading config [2022-03-28 07:28:37 main:514] : INFO : Loading state [2022-03-28 07:29:18 main:559] : INFO : Loading DataLoader into Memory [2022-03-28 07:29:18 main:562] : INFO : Starting Training [2022-03-28 07:29:33 main:574] : INFO : Epoch 1937 | loss: 0.0311396 | val_loss: 0.031181 | Time: 14410.3 ms [2022-03-28 07:29:46 main:574] : INFO : Epoch 1938 | loss: 0.0311115 | val_loss: 0.0311845 | Time: 13625.8 ms [2022-03-28 07:30:14 main:574] : INFO : Epoch 1939 | loss: 0.0311051 | val_loss: 0.0311978 | Time: 27622.9 ms [2022-03-28 07:30:28 main:574] : INFO : Epoch 1940 | loss: 0.0311081 | val_loss: 0.0311773 | Time: 13838.5 ms [2022-03-28 07:30:49 main:574] : INFO : Epoch 1941 | loss: 0.0311011 | val_loss: 0.0311885 | Time: 20713.2 ms [2022-03-28 07:33:28 main:574] : INFO : Epoch 1942 | loss: 0.0310944 | val_loss: 0.0311857 | Time: 158788 ms [2022-03-28 07:33:55 main:574] : INFO : Epoch 1943 | loss: 0.0311029 | val_loss: 0.0311771 | Time: 27665.4 ms [2022-03-28 07:34:19 main:574] : INFO : Epoch 1944 | loss: 0.0311112 | val_loss: 0.0311766 | Time: 23782.2 ms [2022-03-28 07:35:00 main:574] : INFO : Epoch 1945 | loss: 0.0311023 | val_loss: 0.0311868 | Time: 40757.6 ms [2022-03-28 07:35:30 main:574] : INFO : Epoch 1946 | loss: 0.0310944 | val_loss: 0.0311879 | Time: 29722.4 ms [2022-03-28 07:36:00 main:574] : INFO : Epoch 1947 | loss: 0.03109 | val_loss: 0.0311802 | Time: 30500.8 ms [2022-03-28 07:36:27 main:574] : INFO : Epoch 1948 | loss: 0.031085 | val_loss: 0.031187 | Time: 26756 ms [2022-03-28 07:36:57 main:574] : INFO : Epoch 1949 | loss: 0.0310847 | val_loss: 0.031198 | Time: 29678.7 ms [2022-03-28 07:37:35 main:574] : INFO : Epoch 1950 | loss: 0.0310822 | val_loss: 0.0311932 | Time: 38791.7 ms [2022-03-28 07:37:53 main:574] : INFO : Epoch 1951 | loss: 0.0310832 | val_loss: 0.0312024 | Time: 17657.2 ms [2022-03-28 07:38:10 main:574] : INFO : Epoch 1952 | loss: 0.0310809 | val_loss: 0.0311913 | Time: 17248.4 ms [2022-03-28 07:38:29 main:574] : INFO : Epoch 1953 | loss: 0.0310797 | val_loss: 0.031214 | Time: 18131.3 ms [2022-03-28 07:38:47 main:574] : INFO : Epoch 1954 | loss: 0.0310873 | val_loss: 0.0311898 | Time: 18282.1 ms [2022-03-28 07:39:07 main:574] : INFO : Epoch 1955 | loss: 0.0310831 | val_loss: 0.0311906 | Time: 19817.3 ms [2022-03-28 07:39:26 main:574] : INFO : Epoch 1956 | loss: 0.031083 | val_loss: 0.0311934 | Time: 19514.1 ms [2022-03-28 07:39:46 main:574] : INFO : Epoch 1957 | loss: 0.0310825 | val_loss: 0.0311898 | Time: 19284.6 ms [2022-03-28 07:40:06 main:574] : INFO : Epoch 1958 | loss: 0.0310865 | val_loss: 0.031197 | Time: 20206.3 ms [2022-03-28 07:40:25 main:574] : INFO : Epoch 1959 | loss: 0.0310859 | val_loss: 0.0311993 | Time: 19098.9 ms [2022-03-28 07:40:43 main:574] : INFO : Epoch 1960 | loss: 0.0310836 | val_loss: 0.0311918 | Time: 18411.7 ms [2022-03-28 07:41:13 main:574] : INFO : Epoch 1961 | loss: 0.0310847 | val_loss: 0.0311959 | Time: 29377.9 ms [2022-03-28 07:41:30 main:574] : INFO : Epoch 1962 | loss: 0.0310807 | val_loss: 0.0312029 | Time: 17594.3 ms [2022-03-28 07:41:59 main:574] : INFO : Epoch 1963 | loss: 0.0310808 | val_loss: 0.0311898 | Time: 28249.8 ms [2022-03-28 07:42:19 main:574] : INFO : Epoch 1964 | loss: 0.0310856 | val_loss: 0.0312021 | Time: 19770 ms [2022-03-28 07:42:39 main:574] : INFO : Epoch 1965 | loss: 0.0310911 | val_loss: 0.0311888 | Time: 20093.5 ms [2022-03-28 07:43:08 main:574] : INFO : Epoch 1966 | loss: 0.0311053 | val_loss: 0.0311722 | Time: 28960 ms [2022-03-28 07:43:37 main:574] : INFO : Epoch 1967 | loss: 0.0310914 | val_loss: 0.0312075 | Time: 28712.4 ms [2022-03-28 07:43:55 main:574] : INFO : Epoch 1968 | loss: 0.0311152 | val_loss: 0.0311692 | Time: 18895.7 ms [2022-03-28 07:44:14 main:574] : INFO : Epoch 1969 | loss: 0.031125 | val_loss: 0.0311703 | Time: 19012.1 ms [2022-03-28 07:44:34 main:574] : INFO : Epoch 1970 | loss: 0.0311143 | val_loss: 0.0311705 | Time: 19316.6 ms [2022-03-28 07:44:53 main:574] : INFO : Epoch 1971 | loss: 0.0311048 | val_loss: 0.0311715 | Time: 18757.7 ms [2022-03-28 07:45:12 main:574] : INFO : Epoch 1972 | loss: 0.0310995 | val_loss: 0.0311898 | Time: 18984.9 ms [2022-03-28 07:45:30 main:574] : INFO : Epoch 1973 | loss: 0.0310932 | val_loss: 0.0311835 | Time: 18654.7 ms [2022-03-28 07:45:59 main:574] : INFO : Epoch 1974 | loss: 0.0310906 | val_loss: 0.0311957 | Time: 28761.7 ms [2022-03-28 07:46:17 main:574] : INFO : Epoch 1975 | loss: 0.0310878 | val_loss: 0.0311817 | Time: 18194.8 ms [2022-03-28 07:46:37 main:574] : INFO : Epoch 1976 | loss: 0.0310912 | val_loss: 0.0311881 | Time: 19677.8 ms [2022-03-28 07:46:57 main:574] : INFO : Epoch 1977 | loss: 0.0310894 | val_loss: 0.0311895 | Time: 19837.3 ms [2022-03-28 07:47:16 main:574] : INFO : Epoch 1978 | loss: 0.0310931 | val_loss: 0.0311846 | Time: 19367.2 ms [2022-03-28 07:47:36 main:574] : INFO : Epoch 1979 | loss: 0.0310851 | val_loss: 0.0311835 | Time: 19388.2 ms [2022-03-28 07:47:56 main:574] : INFO : Epoch 1980 | loss: 0.0310836 | val_loss: 0.0312031 | Time: 19924.5 ms [2022-03-28 07:48:17 main:574] : INFO : Epoch 1981 | loss: 0.0310813 | val_loss: 0.0311924 | Time: 20777.5 ms [2022-03-28 07:48:36 main:574] : INFO : Epoch 1982 | loss: 0.0310769 | val_loss: 0.0312009 | Time: 19755.6 ms [2022-03-28 07:48:56 main:574] : INFO : Epoch 1983 | loss: 0.0310884 | val_loss: 0.0311809 | Time: 19729.8 ms [2022-03-28 07:49:15 main:574] : INFO : Epoch 1984 | loss: 0.0310902 | val_loss: 0.0311911 | Time: 19086.4 ms [2022-03-28 07:49:34 main:574] : INFO : Epoch 1985 | loss: 0.0310889 | val_loss: 0.0311976 | Time: 19184.1 ms [2022-03-28 07:49:54 main:574] : INFO : Epoch 1986 | loss: 0.0310813 | val_loss: 0.031212 | Time: 19639.1 ms [2022-03-28 07:50:13 main:574] : INFO : Epoch 1987 | loss: 0.0310822 | val_loss: 0.0311844 | Time: 19205.6 ms [2022-03-28 07:50:31 main:574] : INFO : Epoch 1988 | loss: 0.0310953 | val_loss: 0.031188 | Time: 17889.6 ms [2022-03-28 07:50:51 main:574] : INFO : Epoch 1989 | loss: 0.0310934 | val_loss: 0.0311849 | Time: 19212.4 ms [2022-03-28 07:51:08 main:574] : INFO : Epoch 1990 | loss: 0.0310793 | val_loss: 0.0312009 | Time: 17593.3 ms [2022-03-28 07:51:25 main:574] : INFO : Epoch 1991 | loss: 0.0310804 | val_loss: 0.0312148 | Time: 17263.9 ms [2022-03-28 07:51:44 main:574] : INFO : Epoch 1992 | loss: 0.0310912 | val_loss: 0.0311684 | Time: 18383.7 ms [2022-03-28 07:52:02 main:574] : INFO : Epoch 1993 | loss: 0.0311205 | val_loss: 0.0311746 | Time: 18184.6 ms [2022-03-28 07:52:21 main:574] : INFO : Epoch 1994 | loss: 0.0311065 | val_loss: 0.0311851 | Time: 18456.3 ms [2022-03-28 07:52:39 main:574] : INFO : Epoch 1995 | loss: 0.0310947 | val_loss: 0.0311794 | Time: 18064.4 ms [2022-03-28 07:52:58 main:574] : INFO : Epoch 1996 | loss: 0.0310915 | val_loss: 0.0311925 | Time: 19603.6 ms [2022-03-28 07:53:17 main:574] : INFO : Epoch 1997 | loss: 0.031088 | val_loss: 0.031191 | Time: 18864 ms [2022-03-28 07:53:37 main:574] : INFO : Epoch 1998 | loss: 0.0310905 | val_loss: 0.0311871 | Time: 19927.7 ms [2022-03-28 07:53:57 main:574] : INFO : Epoch 1999 | loss: 0.031089 | val_loss: 0.0311913 | Time: 19393.6 ms [2022-03-28 07:54:16 main:574] : INFO : Epoch 2000 | loss: 0.0310837 | val_loss: 0.0311816 | Time: 19196 ms [2022-03-28 07:54:35 main:574] : INFO : Epoch 2001 | loss: 0.031082 | val_loss: 0.031199 | Time: 19006.4 ms [2022-03-28 07:54:54 main:574] : INFO : Epoch 2002 | loss: 0.0310832 | val_loss: 0.0311903 | Time: 18601.6 ms [2022-03-28 07:55:22 main:574] : INFO : Epoch 2003 | loss: 0.0310839 | val_loss: 0.0312001 | Time: 28254.3 ms [2022-03-28 07:55:36 main:574] : INFO : Epoch 2004 | loss: 0.0310884 | val_loss: 0.0311885 | Time: 14078.8 ms [2022-03-28 07:55:53 main:574] : INFO : Epoch 2005 | loss: 0.0310861 | val_loss: 0.0311885 | Time: 16738.9 ms [2022-03-28 07:56:12 main:574] : INFO : Epoch 2006 | loss: 0.0310889 | val_loss: 0.0311947 | Time: 19396.2 ms [2022-03-28 07:56:30 main:574] : INFO : Epoch 2007 | loss: 0.0310905 | val_loss: 0.0311865 | Time: 18196.1 ms [2022-03-28 07:56:49 main:574] : INFO : Epoch 2008 | loss: 0.0310931 | val_loss: 0.0311951 | Time: 19069.6 ms [2022-03-28 07:57:18 main:574] : INFO : Epoch 2009 | loss: 0.0310874 | val_loss: 0.0312042 | Time: 28517.2 ms [2022-03-28 07:57:36 main:574] : INFO : Epoch 2010 | loss: 0.0310935 | val_loss: 0.0311958 | Time: 17898.4 ms [2022-03-28 07:57:56 main:574] : INFO : Epoch 2011 | loss: 0.0310857 | val_loss: 0.0312031 | Time: 20166.7 ms [2022-03-28 07:58:16 main:574] : INFO : Epoch 2012 | loss: 0.031083 | val_loss: 0.0312038 | Time: 19662.5 ms [2022-03-28 07:58:46 main:574] : INFO : Epoch 2013 | loss: 0.0310826 | val_loss: 0.0311919 | Time: 30115.2 ms [2022-03-28 07:59:03 main:574] : INFO : Epoch 2014 | loss: 0.0310873 | val_loss: 0.031212 | Time: 17249.3 ms [2022-03-28 07:59:23 main:574] : INFO : Epoch 2015 | loss: 0.0310825 | val_loss: 0.0312002 | Time: 19321 ms [2022-03-28 07:59:47 main:574] : INFO : Epoch 2016 | loss: 0.0310863 | val_loss: 0.0311963 | Time: 24389.1 ms [2022-03-28 08:00:07 main:574] : INFO : Epoch 2017 | loss: 0.0310829 | val_loss: 0.0311847 | Time: 19936.6 ms [2022-03-28 08:00:26 main:574] : INFO : Epoch 2018 | loss: 0.0310892 | val_loss: 0.0312016 | Time: 18911.3 ms [2022-03-28 08:00:45 main:574] : INFO : Epoch 2019 | loss: 0.0310782 | val_loss: 0.0311984 | Time: 19115.4 ms [2022-03-28 08:01:05 main:574] : INFO : Epoch 2020 | loss: 0.0310843 | val_loss: 0.0311942 | Time: 19666.5 ms [2022-03-28 08:01:26 main:574] : INFO : Epoch 2021 | loss: 0.0310775 | val_loss: 0.031207 | Time: 20709.4 ms [2022-03-28 08:01:55 main:574] : INFO : Epoch 2022 | loss: 0.0310755 | val_loss: 0.0312094 | Time: 29389 ms [2022-03-28 08:02:14 main:574] : INFO : Epoch 2023 | loss: 0.0310746 | val_loss: 0.0311961 | Time: 18580.9 ms [2022-03-28 08:02:33 main:574] : INFO : Epoch 2024 | loss: 0.031075 | val_loss: 0.0311867 | Time: 19430.8 ms [2022-03-28 08:02:52 main:574] : INFO : Epoch 2025 | loss: 0.0310801 | val_loss: 0.0312175 | Time: 18781.3 ms [2022-03-28 08:03:10 main:574] : INFO : Epoch 2026 | loss: 0.0310808 | val_loss: 0.0311989 | Time: 18021.7 ms [2022-03-28 08:03:42 main:574] : INFO : Epoch 2027 | loss: 0.0310744 | val_loss: 0.0312156 | Time: 31469.6 ms [2022-03-28 08:04:02 main:574] : INFO : Epoch 2028 | loss: 0.031079 | val_loss: 0.0311868 | Time: 20076.6 ms [2022-03-28 08:04:22 main:574] : INFO : Epoch 2029 | loss: 0.0310862 | val_loss: 0.0311986 | Time: 20776.1 ms [2022-03-28 08:04:45 main:574] : INFO : Epoch 2030 | loss: 0.0310816 | val_loss: 0.0311965 | Time: 22746 ms [2022-03-28 08:05:34 main:574] : INFO : Epoch 2031 | loss: 0.0310835 | val_loss: 0.0312009 | Time: 48881.3 ms [2022-03-28 08:06:23 main:574] : INFO : Epoch 2032 | loss: 0.0310831 | val_loss: 0.031199 | Time: 48520.7 ms [2022-03-28 08:06:39 main:574] : INFO : Epoch 2033 | loss: 0.0310841 | val_loss: 0.031216 | Time: 16313.3 ms [2022-03-28 08:07:10 main:574] : INFO : Epoch 2034 | loss: 0.031087 | val_loss: 0.0311961 | Time: 31140.5 ms [2022-03-28 08:07:37 main:574] : INFO : Epoch 2035 | loss: 0.0310976 | val_loss: 0.0311863 | Time: 26454.7 ms [2022-03-28 08:08:04 main:574] : INFO : Epoch 2036 | loss: 0.0310897 | val_loss: 0.0311901 | Time: 27612.9 ms [2022-03-28 08:08:34 main:574] : INFO : Epoch 2037 | loss: 0.0310829 | val_loss: 0.0312136 | Time: 29305.6 ms [2022-03-28 08:09:00 main:574] : INFO : Epoch 2038 | loss: 0.0310864 | val_loss: 0.031188 | Time: 26053.7 ms [2022-03-28 08:09:20 main:574] : INFO : Epoch 2039 | loss: 0.0310811 | val_loss: 0.0311976 | Time: 20332.9 ms [2022-03-28 08:10:07 main:574] : INFO : Epoch 2040 | loss: 0.031075 | val_loss: 0.0311951 | Time: 46564.6 ms [2022-03-28 08:10:44 main:574] : INFO : Epoch 2041 | loss: 0.03108 | val_loss: 0.0312033 | Time: 37627.2 ms [2022-03-28 08:11:11 main:574] : INFO : Epoch 2042 | loss: 0.0310787 | val_loss: 0.0311924 | Time: 26518 ms [2022-03-28 08:11:38 main:574] : INFO : Epoch 2043 | loss: 0.0310775 | val_loss: 0.0312066 | Time: 27106 ms [2022-03-28 08:12:15 main:574] : INFO : Epoch 2044 | loss: 0.0310876 | val_loss: 0.0312135 | Time: 36754 ms [2022-03-28 08:12:42 main:574] : INFO : Epoch 2045 | loss: 0.0310886 | val_loss: 0.0311987 | Time: 27330.5 ms [2022-03-28 08:13:10 main:574] : INFO : Epoch 2046 | loss: 0.0310784 | val_loss: 0.0312012 | Time: 27941.8 ms [2022-03-28 08:13:41 main:574] : INFO : Epoch 2047 | loss: 0.0310801 | val_loss: 0.0312011 | Time: 31195.5 ms [2022-03-28 08:14:07 main:574] : INFO : Epoch 2048 | loss: 0.0310845 | val_loss: 0.0312049 | Time: 25845.4 ms [2022-03-28 08:14:07 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312049 [2022-03-28 08:14:07 main:603] : INFO : Saving end state to config to file [2022-03-28 08:14:07 main:608] : INFO : Success, exiting.. 08:14:07 (37748): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)