Task 9097943
| Name | ParityModified-1636181832-21162-2-0_0 |
| Workunit | 6542898 |
| Created | 22 Nov 2021, 0:56:35 UTC |
| Sent | 30 Nov 2021, 12:38:48 UTC |
| Report deadline | 8 Dec 2021, 12:38:48 UTC |
| Received | 3 Jan 2022, 7:26:33 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5902 |
| Run time | 1 hours 48 min 21 sec |
| CPU time | 1 hours 47 min 10 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 646.36 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.58 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:474] : INFO : Configuration:
[2021-12-06 14:38:51 main:475] : INFO : Model type: GRU
[2021-12-06 14:38:51 main:476] : INFO : Validation Loss Threshold: 0.0001
[2021-12-06 14:38:51 main:477] : INFO : Max Epochs: 2048
[2021-12-06 14:38:51 main:478] : INFO : Batch Size: 128
[2021-12-06 14:38:51 main:479] : INFO : Learning Rate: 0.01
[2021-12-06 14:38:51 main:480] : INFO : Patience: 10
[2021-12-06 14:38:51 main:481] : INFO : Hidden Width: 12
[2021-12-06 14:38:51 main:482] : INFO : # Recurrent Layers: 4
[2021-12-06 14:38:51 main:483] : INFO : # Backend Layers: 4
[2021-12-06 14:38:51 main:484] : INFO : # Threads: 1
[2021-12-06 14:38:51 main:486] : INFO : Preparing Dataset
[2021-12-06 14:38:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-06 14:38:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-06 14:38:53 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2021-12-06 14:38:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-06 14:38:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-06 14:38:53 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2021-12-06 14:38:53 main:494] : INFO : Creating Model
[2021-12-06 14:38:53 main:507] : INFO : Preparing config file
[2021-12-06 14:38:53 main:511] : INFO : Found checkpoint, attempting to load...
[2021-12-06 14:38:53 main:512] : INFO : Loading config
[2021-12-06 14:38:53 main:514] : INFO : Loading state
[2021-12-06 14:38:53 main:559] : INFO : Loading DataLoader into Memory
[2021-12-06 14:38:53 main:562] : INFO : Starting Training
[2021-12-06 14:39:07 main:574] : INFO : Epoch 1619 | loss: 0.0336707 | val_loss: 0.0316281 | Time: 13409.6 ms
[2021-12-06 14:39:10 main:574] : INFO : Epoch 1620 | loss: 0.0315632 | val_loss: 0.0314323 | Time: 3006.02 ms
[2021-12-06 14:39:13 main:574] : INFO : Epoch 1621 | loss: 0.0313272 | val_loss: 0.0312771 | Time: 3017.61 ms
[2021-12-06 14:39:16 main:574] : INFO : Epoch 1622 | loss: 0.0312638 | val_loss: 0.0312506 | Time: 3023.45 ms
[2021-12-06 14:39:19 main:574] : INFO : Epoch 1623 | loss: 0.0312376 | val_loss: 0.0312285 | Time: 3032.43 ms
[2021-12-06 14:39:22 main:574] : INFO : Epoch 1624 | loss: 0.031224 | val_loss: 0.0312212 | Time: 3027.8 ms
[2021-12-06 14:39:25 main:574] : INFO : Epoch 1625 | loss: 0.0312189 | val_loss: 0.0312173 | Time: 3001.6 ms
[2021-12-06 14:39:28 main:574] : INFO : Epoch 1626 | loss: 0.0312161 | val_loss: 0.0312144 | Time: 2997.78 ms
[2021-12-06 14:39:31 main:574] : INFO : Epoch 1627 | loss: 0.0312136 | val_loss: 0.0312126 | Time: 3031.98 ms
[2021-12-06 14:39:34 main:574] : INFO : Epoch 1628 | loss: 0.0312116 | val_loss: 0.0312122 | Time: 3253.38 ms
[2021-12-06 14:39:37 main:574] : INFO : Epoch 1629 | loss: 0.0312101 | val_loss: 0.0312123 | Time: 3060.03 ms
[2021-12-06 14:39:40 main:574] : INFO : Epoch 1630 | loss: 0.0312098 | val_loss: 0.0312081 | Time: 2998.24 ms
[2021-12-06 14:39:43 main:574] : INFO : Epoch 1631 | loss: 0.0312073 | val_loss: 0.0312067 | Time: 2997.16 ms
[2021-12-06 14:39:46 main:574] : INFO : Epoch 1632 | loss: 0.0312054 | val_loss: 0.0312044 | Time: 2997.65 ms
[2021-12-06 14:39:49 main:574] : INFO : Epoch 1633 | loss: 0.0312045 | val_loss: 0.0312028 | Time: 2994.85 ms
[2021-12-06 14:39:52 main:574] : INFO : Epoch 1634 | loss: 0.0312033 | val_loss: 0.0312018 | Time: 3029.3 ms
[2021-12-06 14:39:55 main:574] : INFO : Epoch 1635 | loss: 0.031202 | val_loss: 0.0312013 | Time: 3006.6 ms
[2021-12-06 14:39:58 main:574] : INFO : Epoch 1636 | loss: 0.0312012 | val_loss: 0.0311985 | Time: 3083.39 ms
[2021-12-06 14:40:01 main:574] : INFO : Epoch 1637 | loss: 0.0312022 | val_loss: 0.0311987 | Time: 3049.26 ms
[2021-12-06 14:40:04 main:574] : INFO : Epoch 1638 | loss: 0.0312008 | val_loss: 0.031198 | Time: 3002.55 ms
[2021-12-06 14:40:17 main:574] : INFO : Epoch 1639 | loss: 0.0311998 | val_loss: 0.0312008 | Time: 13062.9 ms
[2021-12-06 14:40:20 main:574] : INFO : Epoch 1640 | loss: 0.0311981 | val_loss: 0.0311974 | Time: 3007.45 ms
[2021-12-06 14:40:23 main:574] : INFO : Epoch 1641 | loss: 0.0311954 | val_loss: 0.0311934 | Time: 3000.86 ms
[2021-12-06 14:40:26 main:574] : INFO : Epoch 1642 | loss: 0.0311932 | val_loss: 0.0311923 | Time: 3002.25 ms
[2021-12-06 14:40:29 main:574] : INFO : Epoch 1643 | loss: 0.0311935 | val_loss: 0.0312038 | Time: 3000.81 ms
[2021-12-06 14:40:32 main:574] : INFO : Epoch 1644 | loss: 0.0311954 | val_loss: 0.0311933 | Time: 3012.69 ms
[2021-12-06 14:40:35 main:574] : INFO : Epoch 1645 | loss: 0.0311926 | val_loss: 0.0311962 | Time: 3012.45 ms
[2021-12-06 14:40:38 main:574] : INFO : Epoch 1646 | loss: 0.0311922 | val_loss: 0.0311919 | Time: 3008.48 ms
[2021-12-06 14:40:41 main:574] : INFO : Epoch 1647 | loss: 0.0311905 | val_loss: 0.0311919 | Time: 3011.5 ms
[2021-12-06 14:40:44 main:574] : INFO : Epoch 1648 | loss: 0.0311918 | val_loss: 0.0311918 | Time: 3012.19 ms
[2021-12-06 14:40:47 main:574] : INFO : Epoch 1649 | loss: 0.0311894 | val_loss: 0.0311911 | Time: 2997.48 ms
[2021-12-06 14:40:50 main:574] : INFO : Epoch 1650 | loss: 0.031189 | val_loss: 0.031193 | Time: 2994.81 ms
[2021-12-06 14:40:53 main:574] : INFO : Epoch 1651 | loss: 0.0311894 | val_loss: 0.0311905 | Time: 3001.45 ms
[2021-12-06 14:41:07 main:574] : INFO : Epoch 1652 | loss: 0.0311901 | val_loss: 0.0311883 | Time: 13025 ms
[2021-12-06 14:41:10 main:574] : INFO : Epoch 1653 | loss: 0.03119 | val_loss: 0.0311957 | Time: 2999.12 ms
[2021-12-06 14:41:13 main:574] : INFO : Epoch 1654 | loss: 0.0311884 | val_loss: 0.0311879 | Time: 3022.88 ms
[2021-12-06 14:41:16 main:574] : INFO : Epoch 1655 | loss: 0.0311862 | val_loss: 0.0311863 | Time: 3003.02 ms
[2021-12-06 14:41:19 main:574] : INFO : Epoch 1656 | loss: 0.0311895 | val_loss: 0.0311942 | Time: 3016.85 ms
[2021-12-06 14:41:22 main:574] : INFO : Epoch 1657 | loss: 0.0311904 | val_loss: 0.0311877 | Time: 3014.57 ms
[2021-12-06 14:41:25 main:574] : INFO : Epoch 1658 | loss: 0.0311851 | val_loss: 0.0311927 | Time: 3017.45 ms
[2021-12-06 14:41:28 main:574] : INFO : Epoch 1659 | loss: 0.0311865 | val_loss: 0.031187 | Time: 3020.21 ms
[2021-12-06 14:41:31 main:574] : INFO : Epoch 1660 | loss: 0.0311911 | val_loss: 0.0311853 | Time: 3015.62 ms
[2021-12-06 14:41:34 main:574] : INFO : Epoch 1661 | loss: 0.0311849 | val_loss: 0.031186 | Time: 2997.77 ms
[2021-12-06 14:41:37 main:574] : INFO : Epoch 1662 | loss: 0.0311841 | val_loss: 0.0311869 | Time: 2994.53 ms
[2021-12-06 14:41:40 main:574] : INFO : Epoch 1663 | loss: 0.031186 | val_loss: 0.0311872 | Time: 2996.51 ms
[2021-12-06 14:41:43 main:574] : INFO : Epoch 1664 | loss: 0.0311882 | val_loss: 0.0311912 | Time: 3009.71 ms
[2021-12-06 14:41:46 main:574] : INFO : Epoch 1665 | loss: 0.0311866 | val_loss: 0.031187 | Time: 2989.87 ms
[2021-12-06 14:41:49 main:574] : INFO : Epoch 1666 | loss: 0.0311849 | val_loss: 0.0311906 | Time: 2999.85 ms
[2021-12-06 14:41:52 main:574] : INFO : Epoch 1667 | loss: 0.0311832 | val_loss: 0.0311907 | Time: 2996.86 ms
[2021-12-06 14:41:55 main:574] : INFO : Epoch 1668 | loss: 0.0311847 | val_loss: 0.0311867 | Time: 3000.93 ms
[2021-12-06 14:41:58 main:574] : INFO : Epoch 1669 | loss: 0.0311822 | val_loss: 0.0311843 | Time: 3037.26 ms
[2021-12-06 14:42:01 main:574] : INFO : Epoch 1670 | loss: 0.0311853 | val_loss: 0.0312156 | Time: 3019.24 ms
[2021-12-06 14:42:04 main:574] : INFO : Epoch 1671 | loss: 0.03119 | val_loss: 0.0311923 | Time: 3000.71 ms
[2021-12-06 14:42:07 main:574] : INFO : Epoch 1672 | loss: 0.0311835 | val_loss: 0.0311864 | Time: 3005.87 ms
[2021-12-06 14:42:20 main:574] : INFO : Epoch 1673 | loss: 0.0311827 | val_loss: 0.0311861 | Time: 13139.9 ms
[2021-12-06 14:42:23 main:574] : INFO : Epoch 1674 | loss: 0.0311874 | val_loss: 0.0311925 | Time: 3018.65 ms
[2021-12-06 14:42:26 main:574] : INFO : Epoch 1675 | loss: 0.0311841 | val_loss: 0.0312 | Time: 3015.83 ms
[2021-12-06 14:42:29 main:574] : INFO : Epoch 1676 | loss: 0.0311953 | val_loss: 0.0312014 | Time: 3114.77 ms
[2021-12-06 14:42:32 main:574] : INFO : Epoch 1677 | loss: 0.0311858 | val_loss: 0.0311932 | Time: 3035.94 ms
[2021-12-06 14:42:35 main:574] : INFO : Epoch 1678 | loss: 0.0311861 | val_loss: 0.0312016 | Time: 3016.62 ms
[2021-12-06 14:42:38 main:574] : INFO : Epoch 1679 | loss: 0.0311857 | val_loss: 0.0311948 | Time: 3010.81 ms
[2021-12-06 14:42:41 main:574] : INFO : Epoch 1680 | loss: 0.0311834 | val_loss: 0.0311946 | Time: 3017.26 ms
[2021-12-06 14:42:44 main:574] : INFO : Epoch 1681 | loss: 0.0311811 | val_loss: 0.0311991 | Time: 2994.72 ms
[2021-12-06 14:42:47 main:574] : INFO : Epoch 1682 | loss: 0.0311863 | val_loss: 0.0311896 | Time: 2999.15 ms
[2021-12-06 14:42:50 main:574] : INFO : Epoch 1683 | loss: 0.0311835 | val_loss: 0.0311879 | Time: 3008.77 ms
[2021-12-06 14:42:53 main:574] : INFO : Epoch 1684 | loss: 0.0311808 | val_loss: 0.0311864 | Time: 3020.67 ms
[2021-12-06 14:42:56 main:574] : INFO : Epoch 1685 | loss: 0.0311815 | val_loss: 0.0311857 | Time: 3001.63 ms
[2021-12-06 14:42:59 main:574] : INFO : Epoch 1686 | loss: 0.0311802 | val_loss: 0.0311901 | Time: 3017.62 ms
[2021-12-06 14:43:02 main:574] : INFO : Epoch 1687 | loss: 0.0311817 | val_loss: 0.0311892 | Time: 3011.3 ms
[2021-12-06 14:43:05 main:574] : INFO : Epoch 1688 | loss: 0.0311854 | val_loss: 0.0311861 | Time: 3003.96 ms
[2021-12-06 14:43:08 main:574] : INFO : Epoch 1689 | loss: 0.0311795 | val_loss: 0.0311877 | Time: 3006.21 ms
[2021-12-06 14:43:11 main:574] : INFO : Epoch 1690 | loss: 0.0311802 | val_loss: 0.0311958 | Time: 3005.57 ms
[2021-12-06 14:43:14 main:574] : INFO : Epoch 1691 | loss: 0.0311849 | val_loss: 0.0312014 | Time: 3009.26 ms
[2021-12-06 14:43:17 main:574] : INFO : Epoch 1692 | loss: 0.0311863 | val_loss: 0.031188 | Time: 3008.26 ms
[2021-12-06 14:43:20 main:574] : INFO : Epoch 1693 | loss: 0.0311825 | val_loss: 0.0311885 | Time: 2999.75 ms
[2021-12-06 14:43:23 main:574] : INFO : Epoch 1694 | loss: 0.0311837 | val_loss: 0.0311893 | Time: 3001.28 ms
[2021-12-06 14:43:26 main:574] : INFO : Epoch 1695 | loss: 0.0311802 | val_loss: 0.031188 | Time: 3001.74 ms
[2021-12-06 14:43:29 main:574] : INFO : Epoch 1696 | loss: 0.0311794 | val_loss: 0.0311882 | Time: 3007.53 ms
[2021-12-06 14:43:32 main:574] : INFO : Epoch 1697 | loss: 0.0311978 | val_loss: 0.0311944 | Time: 3004.48 ms
[2021-12-06 14:43:35 main:574] : INFO : Epoch 1698 | loss: 0.0311995 | val_loss: 0.0312 | Time: 3004.1 ms
[2021-12-06 14:43:38 main:574] : INFO : Epoch 1699 | loss: 0.0311874 | val_loss: 0.0312035 | Time: 3003.83 ms
[2021-12-06 14:43:41 main:574] : INFO : Epoch 1700 | loss: 0.0311888 | val_loss: 0.0311866 | Time: 3004.95 ms
[2021-12-06 14:43:44 main:574] : INFO : Epoch 1701 | loss: 0.0311807 | val_loss: 0.0311856 | Time: 3050.34 ms
[2021-12-06 14:43:47 main:574] : INFO : Epoch 1702 | loss: 0.03118 | val_loss: 0.0311941 | Time: 3072.35 ms
[2021-12-06 14:43:50 main:574] : INFO : Epoch 1703 | loss: 0.0311811 | val_loss: 0.0311837 | Time: 3009.52 ms
[2021-12-06 14:43:53 main:574] : INFO : Epoch 1704 | loss: 0.0311832 | val_loss: 0.0311863 | Time: 3003.55 ms
[2021-12-06 14:43:56 main:574] : INFO : Epoch 1705 | loss: 0.0311862 | val_loss: 0.0311846 | Time: 3000.88 ms
[2021-12-06 14:43:59 main:574] : INFO : Epoch 1706 | loss: 0.0311808 | val_loss: 0.0311863 | Time: 3002.58 ms
[2021-12-06 14:44:02 main:574] : INFO : Epoch 1707 | loss: 0.0311818 | val_loss: 0.0311845 | Time: 3004.17 ms
[2021-12-06 14:44:05 main:574] : INFO : Epoch 1708 | loss: 0.0311823 | val_loss: 0.0311869 | Time: 3002.44 ms
[2021-12-06 14:44:08 main:574] : INFO : Epoch 1709 | loss: 0.0311829 | val_loss: 0.0311865 | Time: 2999.95 ms
[2021-12-06 14:44:11 main:574] : INFO : Epoch 1710 | loss: 0.0311796 | val_loss: 0.031194 | Time: 2995.1 ms
[2021-12-06 14:44:14 main:574] : INFO : Epoch 1711 | loss: 0.0311778 | val_loss: 0.0311848 | Time: 3005.93 ms
[2021-12-06 14:44:17 main:574] : INFO : Epoch 1712 | loss: 0.0311784 | val_loss: 0.0311877 | Time: 3006.91 ms
[2021-12-06 14:44:21 main:574] : INFO : Epoch 1713 | loss: 0.0311807 | val_loss: 0.0311898 | Time: 3010.54 ms
[2021-12-06 14:44:24 main:574] : INFO : Epoch 1714 | loss: 0.031187 | val_loss: 0.031199 | Time: 2998.8 ms
[2021-12-06 14:44:27 main:574] : INFO : Epoch 1715 | loss: 0.0311887 | val_loss: 0.0311881 | Time: 3000.64 ms
[2021-12-06 14:44:30 main:574] : INFO : Epoch 1716 | loss: 0.0311929 | val_loss: 0.0311946 | Time: 3079.93 ms
[2021-12-06 14:44:33 main:574] : INFO : Epoch 1717 | loss: 0.0311817 | val_loss: 0.0311885 | Time: 3141.68 ms
[2021-12-06 14:44:36 main:574] : INFO : Epoch 1718 | loss: 0.0311783 | val_loss: 0.0311854 | Time: 3005.8 ms
[2021-12-06 14:44:39 main:574] : INFO : Epoch 1719 | loss: 0.0311766 | val_loss: 0.0311855 | Time: 3008.71 ms
[2021-12-06 14:44:42 main:574] : INFO : Epoch 1720 | loss: 0.0311844 | val_loss: 0.0311986 | Time: 3015.57 ms
[2021-12-06 14:44:45 main:574] : INFO : Epoch 1721 | loss: 0.0311811 | val_loss: 0.0311855 | Time: 3023.55 ms
[2021-12-06 14:44:48 main:574] : INFO : Epoch 1722 | loss: 0.031177 | val_loss: 0.0311927 | Time: 3008.29 ms
[2021-12-06 14:44:51 main:574] : INFO : Epoch 1723 | loss: 0.0311893 | val_loss: 0.0312004 | Time: 3018.91 ms
[2021-12-06 14:44:54 main:574] : INFO : Epoch 1724 | loss: 0.0311814 | val_loss: 0.0311852 | Time: 3037.12 ms
[2021-12-06 14:44:57 main:574] : INFO : Epoch 1725 | loss: 0.0311768 | val_loss: 0.0311831 | Time: 3005.28 ms
[2021-12-06 14:45:00 main:574] : INFO : Epoch 1726 | loss: 0.0311761 | val_loss: 0.0311829 | Time: 3007.67 ms
[2021-12-06 14:45:03 main:574] : INFO : Epoch 1727 | loss: 0.0311759 | val_loss: 0.0311848 | Time: 3021.42 ms
[2021-12-06 14:45:06 main:574] : INFO : Epoch 1728 | loss: 0.0311825 | val_loss: 0.0311966 | Time: 3031.81 ms
[2021-12-06 14:45:09 main:574] : INFO : Epoch 1729 | loss: 0.0311917 | val_loss: 0.0311876 | Time: 3011.54 ms
[2021-12-06 14:45:12 main:574] : INFO : Epoch 1730 | loss: 0.0311878 | val_loss: 0.0311873 | Time: 3000.18 ms
[2021-12-06 14:45:15 main:574] : INFO : Epoch 1731 | loss: 0.0311839 | val_loss: 0.0311879 | Time: 3005.56 ms
[2021-12-06 14:45:18 main:574] : INFO : Epoch 1732 | loss: 0.0311815 | val_loss: 0.0311866 | Time: 3003.78 ms
[2021-12-06 14:45:21 main:574] : INFO : Epoch 1733 | loss: 0.0311809 | val_loss: 0.0311829 | Time: 3003.91 ms
[2021-12-06 14:45:24 main:574] : INFO : Epoch 1734 | loss: 0.0311863 | val_loss: 0.0311854 | Time: 3004.1 ms
[2021-12-06 14:45:27 main:574] : INFO : Epoch 1735 | loss: 0.0311822 | val_loss: 0.0311889 | Time: 3005.99 ms
[2021-12-06 14:45:30 main:574] : INFO : Epoch 1736 | loss: 0.031178 | val_loss: 0.0311849 | Time: 3007.87 ms
[2021-12-06 14:45:33 main:574] : INFO : Epoch 1737 | loss: 0.0311784 | val_loss: 0.0311845 | Time: 3001.63 ms
[2021-12-06 14:45:36 main:574] : INFO : Epoch 1738 | loss: 0.0311805 | val_loss: 0.0311978 | Time: 2999.37 ms
[2021-12-06 14:45:39 main:574] : INFO : Epoch 1739 | loss: 0.0311838 | val_loss: 0.0311824 | Time: 3006.35 ms
[2021-12-06 14:45:42 main:574] : INFO : Epoch 1740 | loss: 0.0311773 | val_loss: 0.0311856 | Time: 3009.67 ms
[2021-12-06 14:45:45 main:574] : INFO : Epoch 1741 | loss: 0.0311826 | val_loss: 0.0312112 | Time: 2998.58 ms
[2021-12-06 14:45:48 main:574] : INFO : Epoch 1742 | loss: 0.0311842 | val_loss: 0.0311887 | Time: 3001.6 ms
[2021-12-06 14:45:51 main:574] : INFO : Epoch 1743 | loss: 0.0311807 | val_loss: 0.0311813 | Time: 3012.53 ms
[2021-12-06 14:45:54 main:574] : INFO : Epoch 1744 | loss: 0.0311802 | val_loss: 0.0311932 | Time: 3002.29 ms
[2021-12-06 14:45:57 main:574] : INFO : Epoch 1745 | loss: 0.0311797 | val_loss: 0.0311814 | Time: 3000.85 ms
[2021-12-06 14:46:00 main:574] : INFO : Epoch 1746 | loss: 0.0311767 | val_loss: 0.0311795 | Time: 3006.36 ms
[2021-12-06 14:46:03 main:574] : INFO : Epoch 1747 | loss: 0.031176 | val_loss: 0.0311856 | Time: 3007.32 ms
[2021-12-06 14:46:06 main:574] : INFO : Epoch 1748 | loss: 0.0311897 | val_loss: 0.0312015 | Time: 3008.71 ms
[2021-12-06 14:46:09 main:574] : INFO : Epoch 1749 | loss: 0.0311925 | val_loss: 0.0311943 | Time: 2999.38 ms
[2021-12-06 14:46:12 main:574] : INFO : Epoch 1750 | loss: 0.031191 | val_loss: 0.0311917 | Time: 3005.22 ms
[2021-12-06 14:46:15 main:574] : INFO : Epoch 1751 | loss: 0.031189 | val_loss: 0.031199 | Time: 3003.9 ms
[2021-12-06 14:46:18 main:574] : INFO : Epoch 1752 | loss: 0.031189 | val_loss: 0.0311907 | Time: 2997.8 ms
[2021-12-06 14:46:21 main:574] : INFO : Epoch 1753 | loss: 0.0311853 | val_loss: 0.0311859 | Time: 3005.95 ms
[2021-12-06 14:46:24 main:574] : INFO : Epoch 1754 | loss: 0.0311817 | val_loss: 0.0311857 | Time: 3010.4 ms
[2021-12-06 14:46:27 main:574] : INFO : Epoch 1755 | loss: 0.0311827 | val_loss: 0.0311831 | Time: 3008.96 ms
[2021-12-06 14:46:30 main:574] : INFO : Epoch 1756 | loss: 0.0311881 | val_loss: 0.0311838 | Time: 3005.79 ms
[2021-12-06 14:46:33 main:574] : INFO : Epoch 1757 | loss: 0.0311875 | val_loss: 0.0311964 | Time: 3000.56 ms
[2021-12-06 14:46:36 main:574] : INFO : Epoch 1758 | loss: 0.0311866 | val_loss: 0.0311836 | Time: 2995.25 ms
[2021-12-06 14:46:49 main:574] : INFO : Epoch 1759 | loss: 0.031181 | val_loss: 0.0311867 | Time: 12945.9 ms
[2021-12-06 14:46:52 main:574] : INFO : Epoch 1760 | loss: 0.0311795 | val_loss: 0.0311826 | Time: 3005.56 ms
[2021-12-06 14:46:55 main:574] : INFO : Epoch 1761 | loss: 0.0311849 | val_loss: 0.031206 | Time: 3013.02 ms
[2021-12-06 14:46:58 main:574] : INFO : Epoch 1762 | loss: 0.0311838 | val_loss: 0.0311816 | Time: 3009.78 ms
[2021-12-06 14:47:01 main:574] : INFO : Epoch 1763 | loss: 0.0311789 | val_loss: 0.0311819 | Time: 3014.5 ms
[2021-12-06 14:47:04 main:574] : INFO : Epoch 1764 | loss: 0.0311768 | val_loss: 0.031185 | Time: 2994.61 ms
[2021-12-06 14:47:07 main:574] : INFO : Epoch 1765 | loss: 0.0311789 | val_loss: 0.0311832 | Time: 2999.89 ms
[2021-12-06 14:47:10 main:574] : INFO : Epoch 1766 | loss: 0.0311818 | val_loss: 0.0311906 | Time: 3002.89 ms
[2021-12-06 14:47:13 main:574] : INFO : Epoch 1767 | loss: 0.0311789 | val_loss: 0.0311817 | Time: 2999.95 ms
[2021-12-06 14:47:16 main:574] : INFO : Epoch 1768 | loss: 0.0311871 | val_loss: 0.0311899 | Time: 3001.02 ms
[2021-12-06 14:47:19 main:574] : INFO : Epoch 1769 | loss: 0.0311863 | val_loss: 0.0311863 | Time: 3000.47 ms
[2021-12-06 14:47:22 main:574] : INFO : Epoch 1770 | loss: 0.0311836 | val_loss: 0.0311995 | Time: 3000.56 ms
[2021-12-06 14:47:25 main:574] : INFO : Epoch 1771 | loss: 0.0311774 | val_loss: 0.0311859 | Time: 3000.54 ms
[2021-12-06 14:47:28 main:574] : INFO : Epoch 1772 | loss: 0.031179 | val_loss: 0.0311841 | Time: 2999.61 ms
[2021-12-06 14:47:31 main:574] : INFO : Epoch 1773 | loss: 0.0311758 | val_loss: 0.0311822 | Time: 2998.84 ms
[2021-12-06 14:47:34 main:574] : INFO : Epoch 1774 | loss: 0.0311768 | val_loss: 0.0311829 | Time: 3006.2 ms
[2021-12-06 14:47:37 main:574] : INFO : Epoch 1775 | loss: 0.0311797 | val_loss: 0.0311835 | Time: 3008.36 ms
[2021-12-06 14:47:40 main:574] : INFO : Epoch 1776 | loss: 0.0311875 | val_loss: 0.0311978 | Time: 2997.2 ms
[2021-12-06 14:47:43 main:574] : INFO : Epoch 1777 | loss: 0.0311851 | val_loss: 0.0311834 | Time: 3006.25 ms
[2021-12-06 14:47:46 main:574] : INFO : Epoch 1778 | loss: 0.0311839 | val_loss: 0.0311886 | Time: 2999.28 ms
[2021-12-06 14:47:49 main:574] : INFO : Epoch 1779 | loss: 0.0311824 | val_loss: 0.0311918 | Time: 2998.61 ms
[2021-12-06 14:47:52 main:574] : INFO : Epoch 1780 | loss: 0.0311822 | val_loss: 0.0311867 | Time: 3001.63 ms
[2021-12-06 14:47:55 main:574] : INFO : Epoch 1781 | loss: 0.031179 | val_loss: 0.0311853 | Time: 3006.51 ms
[2021-12-06 14:47:58 main:574] : INFO : Epoch 1782 | loss: 0.031177 | val_loss: 0.031194 | Time: 3009.88 ms
[2021-12-06 14:48:01 main:574] : INFO : Epoch 1783 | loss: 0.0311813 | val_loss: 0.0311839 | Time: 3006.8 ms
[2021-12-06 14:48:04 main:574] : INFO : Epoch 1784 | loss: 0.0311749 | val_loss: 0.0311813 | Time: 3013.99 ms
[2021-12-06 14:48:07 main:574] : INFO : Epoch 1785 | loss: 0.0311794 | val_loss: 0.0311843 | Time: 3081.53 ms
[2021-12-06 14:48:10 main:574] : INFO : Epoch 1786 | loss: 0.0311746 | val_loss: 0.0311859 | Time: 3055.68 ms
[2021-12-06 14:48:13 main:574] : INFO : Epoch 1787 | loss: 0.0311789 | val_loss: 0.031188 | Time: 2994.3 ms
[2021-12-06 14:48:16 main:574] : INFO : Epoch 1788 | loss: 0.0311759 | val_loss: 0.0311823 | Time: 3000.64 ms
[2021-12-06 14:48:19 main:574] : INFO : Epoch 1789 | loss: 0.0311743 | val_loss: 0.0311851 | Time: 3004.88 ms
[2021-12-06 14:48:22 main:574] : INFO : Epoch 1790 | loss: 0.0311726 | val_loss: 0.031187 | Time: 3005.22 ms
[2021-12-06 14:48:26 main:574] : INFO : Epoch 1791 | loss: 0.0311756 | val_loss: 0.0312004 | Time: 3020.58 ms
[2021-12-06 14:48:29 main:574] : INFO : Epoch 1792 | loss: 0.0311806 | val_loss: 0.0311952 | Time: 2998.1 ms
[2021-12-06 14:48:32 main:574] : INFO : Epoch 1793 | loss: 0.0311764 | val_loss: 0.0311819 | Time: 3000.01 ms
[2021-12-06 14:48:35 main:574] : INFO : Epoch 1794 | loss: 0.0311717 | val_loss: 0.0311793 | Time: 3000.93 ms
[2021-12-06 14:48:38 main:574] : INFO : Epoch 1795 | loss: 0.0311712 | val_loss: 0.0311876 | Time: 3004.61 ms
[2021-12-06 14:48:41 main:574] : INFO : Epoch 1796 | loss: 0.0311796 | val_loss: 0.0311847 | Time: 3000.72 ms
[2021-12-06 14:48:44 main:574] : INFO : Epoch 1797 | loss: 0.031173 | val_loss: 0.0311795 | Time: 3000.41 ms
[2021-12-06 14:48:47 main:574] : INFO : Epoch 1798 | loss: 0.031174 | val_loss: 0.0311857 | Time: 3000.66 ms
[2021-12-06 14:48:50 main:574] : INFO : Epoch 1799 | loss: 0.0311771 | val_loss: 0.0312034 | Time: 3008.11 ms
[2021-12-06 14:48:53 main:574] : INFO : Epoch 1800 | loss: 0.0311837 | val_loss: 0.0312148 | Time: 2999.66 ms
[2021-12-06 14:48:56 main:574] : INFO : Epoch 1801 | loss: 0.0311827 | val_loss: 0.0311803 | Time: 3001.62 ms
[2021-12-06 14:48:59 main:574] : INFO : Epoch 1802 | loss: 0.0311714 | val_loss: 0.0311816 | Time: 3003.94 ms
[2021-12-06 14:49:02 main:574] : INFO : Epoch 1803 | loss: 0.0311691 | val_loss: 0.0311819 | Time: 3013.09 ms
[2021-12-06 14:49:05 main:574] : INFO : Epoch 1804 | loss: 0.0311693 | val_loss: 0.0311829 | Time: 2995.07 ms
[2021-12-06 14:49:08 main:574] : INFO : Epoch 1805 | loss: 0.0311833 | val_loss: 0.0311901 | Time: 3007.98 ms
[2021-12-06 14:49:11 main:574] : INFO : Epoch 1806 | loss: 0.0311764 | val_loss: 0.0311847 | Time: 3000.23 ms
[2021-12-06 14:49:14 main:574] : INFO : Epoch 1807 | loss: 0.0311765 | val_loss: 0.0311908 | Time: 3002.42 ms
[2021-12-06 14:49:17 main:574] : INFO : Epoch 1808 | loss: 0.0311744 | val_loss: 0.0311889 | Time: 3014.77 ms
[2021-12-06 14:49:20 main:574] : INFO : Epoch 1809 | loss: 0.0311729 | val_loss: 0.0311855 | Time: 3007.74 ms
[2021-12-06 14:49:23 main:574] : INFO : Epoch 1810 | loss: 0.031171 | val_loss: 0.0311803 | Time: 3007.66 ms
[2021-12-06 14:49:26 main:574] : INFO : Epoch 1811 | loss: 0.031171 | val_loss: 0.0311827 | Time: 3004.93 ms
[2021-12-06 14:49:29 main:574] : INFO : Epoch 1812 | loss: 0.0311736 | val_loss: 0.0311981 | Time: 3001.97 ms
[2021-12-06 14:49:32 main:574] : INFO : Epoch 1813 | loss: 0.0311716 | val_loss: 0.0311797 | Time: 2999.66 ms
[2021-12-06 14:49:35 main:574] : INFO : Epoch 1814 | loss: 0.031173 | val_loss: 0.0311813 | Time: 2998.44 ms
[2021-12-06 14:49:38 main:574] : INFO : Epoch 1815 | loss: 0.0311771 | val_loss: 0.0311801 | Time: 3004.41 ms
[2021-12-06 14:49:41 main:574] : INFO : Epoch 1816 | loss: 0.0311741 | val_loss: 0.0311861 | Time: 3001.06 ms
[2021-12-06 14:49:44 main:574] : INFO : Epoch 1817 | loss: 0.0311729 | val_loss: 0.0311935 | Time: 3001.15 ms
[2021-12-06 14:49:47 main:574] : INFO : Epoch 1818 | loss: 0.0311711 | val_loss: 0.0311838 | Time: 2999.93 ms
[2021-12-06 14:49:50 main:574] : INFO : Epoch 1819 | loss: 0.0311712 | val_loss: 0.0311841 | Time: 3008.5 ms
[2021-12-06 14:49:53 main:574] : INFO : Epoch 1820 | loss: 0.0311714 | val_loss: 0.0311804 | Time: 3000.99 ms
[2021-12-06 14:49:56 main:574] : INFO : Epoch 1821 | loss: 0.0311713 | val_loss: 0.0311896 | Time: 3004.5 ms
[2021-12-06 14:49:59 main:574] : INFO : Epoch 1822 | loss: 0.0311733 | val_loss: 0.0311845 | Time: 3005.43 ms
[2021-12-06 14:50:02 main:574] : INFO : Epoch 1823 | loss: 0.031169 | val_loss: 0.0311842 | Time: 3004.98 ms
[2021-12-06 14:50:05 main:574] : INFO : Epoch 1824 | loss: 0.0311744 | val_loss: 0.0311952 | Time: 3000.08 ms
[2021-12-06 14:50:08 main:574] : INFO : Epoch 1825 | loss: 0.0311791 | val_loss: 0.0311825 | Time: 3000.06 ms
[2021-12-06 14:50:11 main:574] : INFO : Epoch 1826 | loss: 0.0311741 | val_loss: 0.0311871 | Time: 3280.87 ms
[2021-12-06 14:50:14 main:574] : INFO : Epoch 1827 | loss: 0.031173 | val_loss: 0.0311789 | Time: 2977.88 ms
[2021-12-06 14:50:17 main:574] : INFO : Epoch 1828 | loss: 0.031172 | val_loss: 0.0311823 | Time: 2971.41 ms
[2021-12-06 14:50:20 main:574] : INFO : Epoch 1829 | loss: 0.0311723 | val_loss: 0.0311894 | Time: 2965.77 ms
[2021-12-06 14:50:23 main:574] : INFO : Epoch 1830 | loss: 0.0311722 | val_loss: 0.0311799 | Time: 2978.22 ms
[2021-12-06 14:50:26 main:574] : INFO : Epoch 1831 | loss: 0.0311746 | val_loss: 0.0311847 | Time: 2980.94 ms
[2021-12-06 14:50:29 main:574] : INFO : Epoch 1832 | loss: 0.0311701 | val_loss: 0.0311812 | Time: 2968.81 ms
[2021-12-06 14:50:32 main:574] : INFO : Epoch 1833 | loss: 0.0311757 | val_loss: 0.0311824 | Time: 2973.24 ms
[2021-12-06 14:50:35 main:574] : INFO : Epoch 1834 | loss: 0.0311696 | val_loss: 0.0311904 | Time: 2973.51 ms
[2021-12-06 14:50:38 main:574] : INFO : Epoch 1835 | loss: 0.031187 | val_loss: 0.0312073 | Time: 2970.47 ms
[2021-12-06 14:50:41 main:574] : INFO : Epoch 1836 | loss: 0.0311755 | val_loss: 0.0311851 | Time: 2976.76 ms
[2021-12-06 14:50:44 main:574] : INFO : Epoch 1837 | loss: 0.0311712 | val_loss: 0.0311842 | Time: 2971.5 ms
[2021-12-06 14:50:47 main:574] : INFO : Epoch 1838 | loss: 0.031174 | val_loss: 0.0311806 | Time: 2976.01 ms
[2021-12-06 14:50:50 main:574] : INFO : Epoch 1839 | loss: 0.0311727 | val_loss: 0.0311813 | Time: 2978 ms
[2021-12-06 14:50:53 main:574] : INFO : Epoch 1840 | loss: 0.03117 | val_loss: 0.0311788 | Time: 2972.53 ms
[2021-12-06 14:50:56 main:574] : INFO : Epoch 1841 | loss: 0.0311689 | val_loss: 0.031187 | Time: 2978.02 ms
[2021-12-06 14:50:59 main:574] : INFO : Epoch 1842 | loss: 0.031173 | val_loss: 0.0311835 | Time: 2971.84 ms
[2021-12-06 14:51:02 main:574] : INFO : Epoch 1843 | loss: 0.0311735 | val_loss: 0.0311863 | Time: 2973.77 ms
[2021-12-06 14:51:05 main:574] : INFO : Epoch 1844 | loss: 0.0311681 | val_loss: 0.0311842 | Time: 2967.91 ms
[2021-12-06 14:51:08 main:574] : INFO : Epoch 1845 | loss: 0.03117 | val_loss: 0.0311826 | Time: 2975.75 ms
[2021-12-06 14:51:11 main:574] : INFO : Epoch 1846 | loss: 0.0311715 | val_loss: 0.03119 | Time: 2969.61 ms
[2021-12-06 14:51:14 main:574] : INFO : Epoch 1847 | loss: 0.0311834 | val_loss: 0.0311886 | Time: 2978.83 ms
[2021-12-06 14:51:17 main:574] : INFO : Epoch 1848 | loss: 0.0311801 | val_loss: 0.0311801 | Time: 2963.48 ms
[2021-12-06 14:51:19 main:574] : INFO : Epoch 1849 | loss: 0.0311731 | val_loss: 0.0311913 | Time: 2972.08 ms
[2021-12-06 14:51:22 main:574] : INFO : Epoch 1850 | loss: 0.0311742 | val_loss: 0.0311817 | Time: 2970.43 ms
[2021-12-06 14:51:25 main:574] : INFO : Epoch 1851 | loss: 0.0311723 | val_loss: 0.031194 | Time: 2973.58 ms
[2021-12-06 14:51:28 main:574] : INFO : Epoch 1852 | loss: 0.031178 | val_loss: 0.0311881 | Time: 2973.59 ms
[2021-12-06 14:51:31 main:574] : INFO : Epoch 1853 | loss: 0.0311693 | val_loss: 0.0311789 | Time: 2970.16 ms
[2021-12-06 14:51:34 main:574] : INFO : Epoch 1854 | loss: 0.0311688 | val_loss: 0.0311795 | Time: 2972.77 ms
[2021-12-06 14:51:37 main:574] : INFO : Epoch 1855 | loss: 0.0311728 | val_loss: 0.0311924 | Time: 2977.06 ms
[2021-12-06 14:51:40 main:574] : INFO : Epoch 1856 | loss: 0.0311733 | val_loss: 0.0311826 | Time: 2965.26 ms
[2021-12-06 14:51:43 main:574] : INFO : Epoch 1857 | loss: 0.0311728 | val_loss: 0.0311853 | Time: 2979.15 ms
[2021-12-06 14:51:46 main:574] : INFO : Epoch 1858 | loss: 0.0311686 | val_loss: 0.0311811 | Time: 2977.42 ms
[2021-12-06 14:51:49 main:574] : INFO : Epoch 1859 | loss: 0.031173 | val_loss: 0.0311811 | Time: 2983.68 ms
[2021-12-06 14:51:52 main:574] : INFO : Epoch 1860 | loss: 0.0311744 | val_loss: 0.0311809 | Time: 2968.11 ms
[2021-12-06 14:51:55 main:574] : INFO : Epoch 1861 | loss: 0.03117 | val_loss: 0.0311792 | Time: 2975.04 ms
[2021-12-06 14:51:58 main:574] : INFO : Epoch 1862 | loss: 0.0311667 | val_loss: 0.0311848 | Time: 2977.11 ms
[2021-12-06 14:52:01 main:574] : INFO : Epoch 1863 | loss: 0.0311727 | val_loss: 0.0311906 | Time: 2973.21 ms
[2021-12-06 14:52:04 main:574] : INFO : Epoch 1864 | loss: 0.0311764 | val_loss: 0.0311835 | Time: 2966.83 ms
[2021-12-06 14:52:07 main:574] : INFO : Epoch 1865 | loss: 0.0311756 | val_loss: 0.031181 | Time: 2974.22 ms
[2021-12-06 14:52:10 main:574] : INFO : Epoch 1866 | loss: 0.0311735 | val_loss: 0.0311835 | Time: 2981.63 ms
[2021-12-06 14:52:13 main:574] : INFO : Epoch 1867 | loss: 0.0311704 | val_loss: 0.031196 | Time: 2975.89 ms
[2021-12-06 14:52:16 main:574] : INFO : Epoch 1868 | loss: 0.0311757 | val_loss: 0.0311867 | Time: 2971.27 ms
[2021-12-06 14:52:19 main:574] : INFO : Epoch 1869 | loss: 0.0311727 | val_loss: 0.0311797 | Time: 2977.64 ms
[2021-12-06 14:52:22 main:574] : INFO : Epoch 1870 | loss: 0.0311688 | val_loss: 0.0311799 | Time: 2972.29 ms
[2021-12-06 14:52:25 main:574] : INFO : Epoch 1871 | loss: 0.0311703 | val_loss: 0.0311864 | Time: 2973.42 ms
[2021-12-06 14:52:28 main:574] : INFO : Epoch 1872 | loss: 0.0311683 | val_loss: 0.0311809 | Time: 2973.93 ms
[2021-12-06 14:52:31 main:574] : INFO : Epoch 1873 | loss: 0.0311673 | val_loss: 0.0311873 | Time: 2972.82 ms
[2021-12-06 14:52:34 main:574] : INFO : Epoch 1874 | loss: 0.0311715 | val_loss: 0.0311858 | Time: 2973.62 ms
[2021-12-06 14:52:37 main:574] : INFO : Epoch 1875 | loss: 0.0311698 | val_loss: 0.0311792 | Time: 2973.83 ms
[2021-12-06 14:52:40 main:574] : INFO : Epoch 1876 | loss: 0.0311723 | val_loss: 0.0311907 | Time: 2973.68 ms
[2021-12-06 14:52:43 main:574] : INFO : Epoch 1877 | loss: 0.0311723 | val_loss: 0.0311811 | Time: 2968.9 ms
[2021-12-06 14:52:46 main:574] : INFO : Epoch 1878 | loss: 0.0311683 | val_loss: 0.0311798 | Time: 2976.7 ms
[2021-12-06 14:52:49 main:574] : INFO : Epoch 1879 | loss: 0.0311684 | val_loss: 0.0312062 | Time: 2974.17 ms
[2021-12-06 14:52:52 main:574] : INFO : Epoch 1880 | loss: 0.0311748 | val_loss: 0.0311815 | Time: 2972.02 ms
[2021-12-06 14:52:55 main:574] : INFO : Epoch 1881 | loss: 0.0311682 | val_loss: 0.0311844 | Time: 2970.79 ms
[2021-12-06 14:52:58 main:574] : INFO : Epoch 1882 | loss: 0.0311707 | val_loss: 0.0311863 | Time: 2974.07 ms
[2021-12-06 14:53:01 main:574] : INFO : Epoch 1883 | loss: 0.0311704 | val_loss: 0.0311807 | Time: 2980.96 ms
[2021-12-06 14:53:04 main:574] : INFO : Epoch 1884 | loss: 0.0311668 | val_loss: 0.0311801 | Time: 2970.19 ms
[2021-12-06 14:53:07 main:574] : INFO : Epoch 1885 | loss: 0.0311654 | val_loss: 0.0311814 | Time: 2963.85 ms
[2021-12-06 14:53:10 main:574] : INFO : Epoch 1886 | loss: 0.0311683 | val_loss: 0.0311831 | Time: 2978.88 ms
[2021-12-06 14:53:13 main:574] : INFO : Epoch 1887 | loss: 0.0311653 | val_loss: 0.0311844 | Time: 2978.69 ms
[2021-12-06 14:53:16 main:574] : INFO : Epoch 1888 | loss: 0.0311664 | val_loss: 0.0311808 | Time: 2963.55 ms
[2021-12-06 14:53:19 main:574] : INFO : Epoch 1889 | loss: 0.0311662 | val_loss: 0.0311847 | Time: 2977.31 ms
[2021-12-06 14:53:22 main:574] : INFO : Epoch 1890 | loss: 0.0311715 | val_loss: 0.0311868 | Time: 2969.19 ms
[2021-12-06 14:53:25 main:574] : INFO : Epoch 1891 | loss: 0.0311751 | val_loss: 0.0311899 | Time: 2967.47 ms
[2021-12-06 14:53:28 main:574] : INFO : Epoch 1892 | loss: 0.0311687 | val_loss: 0.0311832 | Time: 2967.3 ms
[2021-12-06 14:53:30 main:574] : INFO : Epoch 1893 | loss: 0.0311647 | val_loss: 0.0311858 | Time: 2969.45 ms
[2021-12-06 14:53:33 main:574] : INFO : Epoch 1894 | loss: 0.0311678 | val_loss: 0.0311819 | Time: 2970.85 ms
[2021-12-06 14:53:36 main:574] : INFO : Epoch 1895 | loss: 0.0311677 | val_loss: 0.0311955 | Time: 2976.48 ms
[2021-12-06 14:53:39 main:574] : INFO : Epoch 1896 | loss: 0.0311678 | val_loss: 0.031186 | Time: 2972.11 ms
[2021-12-06 14:53:42 main:574] : INFO : Epoch 1897 | loss: 0.0311728 | val_loss: 0.0311903 | Time: 2973.18 ms
[2021-12-06 14:53:45 main:574] : INFO : Epoch 1898 | loss: 0.0311757 | val_loss: 0.0311823 | Time: 2971.13 ms
[2021-12-06 14:53:48 main:574] : INFO : Epoch 1899 | loss: 0.0311678 | val_loss: 0.0311902 | Time: 2972.89 ms
[2021-12-06 14:53:51 main:574] : INFO : Epoch 1900 | loss: 0.031167 | val_loss: 0.0311827 | Time: 2970.64 ms
[2021-12-06 14:53:54 main:574] : INFO : Epoch 1901 | loss: 0.0311667 | val_loss: 0.0311846 | Time: 2977.81 ms
[2021-12-06 14:53:57 main:574] : INFO : Epoch 1902 | loss: 0.0311693 | val_loss: 0.0311817 | Time: 2974.49 ms
[2021-12-06 14:54:00 main:574] : INFO : Epoch 1903 | loss: 0.0311702 | val_loss: 0.0311957 | Time: 2981.11 ms
[2021-12-06 14:54:03 main:574] : INFO : Epoch 1904 | loss: 0.031172 | val_loss: 0.0311837 | Time: 2965.57 ms
[2021-12-06 14:54:06 main:574] : INFO : Epoch 1905 | loss: 0.0311694 | val_loss: 0.0311874 | Time: 2981.51 ms
[2021-12-06 14:54:09 main:574] : INFO : Epoch 1906 | loss: 0.0311631 | val_loss: 0.0311951 | Time: 2973.55 ms
[2021-12-06 14:54:12 main:574] : INFO : Epoch 1907 | loss: 0.0311714 | val_loss: 0.0311874 | Time: 2975.63 ms
[2021-12-06 14:54:15 main:574] : INFO : Epoch 1908 | loss: 0.0311651 | val_loss: 0.0311811 | Time: 2973.7 ms
[2021-12-06 14:54:18 main:574] : INFO : Epoch 1909 | loss: 0.031164 | val_loss: 0.0311829 | Time: 2976.58 ms
[2021-12-06 14:54:21 main:574] : INFO : Epoch 1910 | loss: 0.0311639 | val_loss: 0.0311855 | Time: 2968.23 ms
[2021-12-06 14:54:24 main:574] : INFO : Epoch 1911 | loss: 0.0311648 | val_loss: 0.0311853 | Time: 2972.17 ms
[2021-12-06 14:54:27 main:574] : INFO : Epoch 1912 | loss: 0.031165 | val_loss: 0.0311902 | Time: 2962.11 ms
[2021-12-06 14:54:30 main:574] : INFO : Epoch 1913 | loss: 0.0311609 | val_loss: 0.0311824 | Time: 2971.98 ms
[2021-12-06 14:54:33 main:574] : INFO : Epoch 1914 | loss: 0.0311644 | val_loss: 0.0311861 | Time: 2976.92 ms
[2021-12-06 14:54:36 main:574] : INFO : Epoch 1915 | loss: 0.0311666 | val_loss: 0.0311833 | Time: 2981.39 ms
[2021-12-06 14:54:39 main:574] : INFO : Epoch 1916 | loss: 0.0311678 | val_loss: 0.0311838 | Time: 2972.63 ms
[2021-12-06 14:54:42 main:574] : INFO : Epoch 1917 | loss: 0.0311668 | val_loss: 0.0311854 | Time: 2972.28 ms
[2021-12-06 14:54:45 main:574] : INFO : Epoch 1918 | loss: 0.0311657 | val_loss: 0.0311836 | Time: 2971.57 ms
[2021-12-06 14:54:48 main:574] : INFO : Epoch 1919 | loss: 0.0311661 | val_loss: 0.031183 | Time: 2974.97 ms
[2021-12-06 14:54:51 main:574] : INFO : Epoch 1920 | loss: 0.0311665 | val_loss: 0.0311835 | Time: 2968.77 ms
[2021-12-06 14:54:54 main:574] : INFO : Epoch 1921 | loss: 0.0311756 | val_loss: 0.0311837 | Time: 2970.98 ms
[2021-12-06 14:54:57 main:574] : INFO : Epoch 1922 | loss: 0.0311772 | val_loss: 0.0311819 | Time: 2981.07 ms
[2021-12-06 14:55:00 main:574] : INFO : Epoch 1923 | loss: 0.0311752 | val_loss: 0.0311862 | Time: 2975.51 ms
[2021-12-06 14:55:03 main:574] : INFO : Epoch 1924 | loss: 0.0311746 | val_loss: 0.0311787 | Time: 2969.38 ms
[2021-12-06 14:55:06 main:574] : INFO : Epoch 1925 | loss: 0.0311753 | val_loss: 0.0311824 | Time: 2976.76 ms
[2021-12-06 14:55:09 main:574] : INFO : Epoch 1926 | loss: 0.0311753 | val_loss: 0.031184 | Time: 2975.94 ms
[2021-12-06 14:55:12 main:574] : INFO : Epoch 1927 | loss: 0.0311753 | val_loss: 0.0311906 | Time: 2973.14 ms
[2021-12-06 14:55:15 main:574] : INFO : Epoch 1928 | loss: 0.0311771 | val_loss: 0.0311792 | Time: 2974.67 ms
[2021-12-06 14:55:18 main:574] : INFO : Epoch 1929 | loss: 0.0311783 | val_loss: 0.0311839 | Time: 2975.36 ms
[2021-12-06 14:55:21 main:574] : INFO : Epoch 1930 | loss: 0.0311728 | val_loss: 0.0311799 | Time: 2973.21 ms
[2021-12-06 14:55:24 main:574] : INFO : Epoch 1931 | loss: 0.0311735 | val_loss: 0.03118 | Time: 2975.89 ms
[2021-12-06 14:55:27 main:574] : INFO : Epoch 1932 | loss: 0.031176 | val_loss: 0.0312068 | Time: 2971.25 ms
[2021-12-06 14:55:30 main:574] : INFO : Epoch 1933 | loss: 0.0311766 | val_loss: 0.0311802 | Time: 2967.67 ms
[2021-12-06 14:55:33 main:574] : INFO : Epoch 1934 | loss: 0.0311718 | val_loss: 0.0311797 | Time: 2971.23 ms
[2021-12-06 14:55:36 main:574] : INFO : Epoch 1935 | loss: 0.0311739 | val_loss: 0.0311801 | Time: 2973.78 ms
[2021-12-06 14:55:39 main:574] : INFO : Epoch 1936 | loss: 0.0311709 | val_loss: 0.0311787 | Time: 2975.64 ms
[2021-12-06 14:55:41 main:574] : INFO : Epoch 1937 | loss: 0.0311694 | val_loss: 0.0311833 | Time: 2974.19 ms
[2021-12-06 14:55:44 main:574] : INFO : Epoch 1938 | loss: 0.0311703 | val_loss: 0.0311841 | Time: 2970.63 ms
[2021-12-06 14:55:47 main:574] : INFO : Epoch 1939 | loss: 0.0311717 | val_loss: 0.0311786 | Time: 2980.1 ms
[2021-12-06 14:55:50 main:574] : INFO : Epoch 1940 | loss: 0.0311739 | val_loss: 0.0311811 | Time: 2972.26 ms
[2021-12-06 14:56:03 main:574] : INFO : Epoch 1941 | loss: 0.0311696 | val_loss: 0.0311801 | Time: 12979.1 ms
[2021-12-06 14:56:06 main:574] : INFO : Epoch 1942 | loss: 0.0311739 | val_loss: 0.031182 | Time: 2982.01 ms
[2021-12-06 14:56:09 main:574] : INFO : Epoch 1943 | loss: 0.0311731 | val_loss: 0.0311903 | Time: 2977.94 ms
[2021-12-06 14:56:12 main:574] : INFO : Epoch 1944 | loss: 0.031174 | val_loss: 0.0311877 | Time: 2971.85 ms
[2021-12-06 14:56:15 main:574] : INFO : Epoch 1945 | loss: 0.0311735 | val_loss: 0.0311827 | Time: 2972.99 ms
[2021-12-06 14:56:18 main:574] : INFO : Epoch 1946 | loss: 0.0311689 | val_loss: 0.0311809 | Time: 2973.51 ms
[2021-12-06 14:56:21 main:574] : INFO : Epoch 1947 | loss: 0.031167 | val_loss: 0.0311788 | Time: 2970.14 ms
[2021-12-06 14:56:24 main:574] : INFO : Epoch 1948 | loss: 0.031172 | val_loss: 0.0311789 | Time: 2968.19 ms
[2021-12-06 14:56:27 main:574] : INFO : Epoch 1949 | loss: 0.031174 | val_loss: 0.0312029 | Time: 2970.72 ms
[2021-12-06 14:56:30 main:574] : INFO : Epoch 1950 | loss: 0.0311787 | val_loss: 0.031188 | Time: 2978.79 ms
[2021-12-06 14:56:33 main:574] : INFO : Epoch 1951 | loss: 0.0311704 | val_loss: 0.0311794 | Time: 2973.11 ms
[2021-12-06 14:56:36 main:574] : INFO : Epoch 1952 | loss: 0.0311755 | val_loss: 0.0311947 | Time: 2967.28 ms
[2021-12-06 14:56:39 main:574] : INFO : Epoch 1953 | loss: 0.0311828 | val_loss: 0.0311879 | Time: 2974.14 ms
[2021-12-06 14:56:42 main:574] : INFO : Epoch 1954 | loss: 0.0311725 | val_loss: 0.0311817 | Time: 2967.62 ms
[2021-12-06 14:56:45 main:574] : INFO : Epoch 1955 | loss: 0.0311672 | val_loss: 0.0311814 | Time: 2975.14 ms
[2021-12-06 14:56:48 main:574] : INFO : Epoch 1956 | loss: 0.0311703 | val_loss: 0.0311872 | Time: 2974.38 ms
[2021-12-06 14:56:51 main:574] : INFO : Epoch 1957 | loss: 0.0311709 | val_loss: 0.0311929 | Time: 2978.4 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P400)
[2022-01-03 08:19:58 main:435] : INFO : Set logging level to 1
[2022-01-03 08:19:58 main:441] : INFO : Running in BOINC Client mode
[2022-01-03 08:19:58 main:444] : INFO : Resolving all filenames
[2022-01-03 08:19:58 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-03 08:19:58 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-03 08:19:58 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-03 08:19:58 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-03 08:19:58 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-03 08:19:58 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-01-03 08:19:58 main:474] : INFO : Configuration:
[2022-01-03 08:19:58 main:475] : INFO : Model type: GRU
[2022-01-03 08:19:58 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-01-03 08:19:58 main:477] : INFO : Max Epochs: 2048
[2022-01-03 08:19:58 main:478] : INFO : Batch Size: 128
[2022-01-03 08:19:58 main:479] : INFO : Learning Rate: 0.01
[2022-01-03 08:19:58 main:480] : INFO : Patience: 10
[2022-01-03 08:19:58 main:481] : INFO : Hidden Width: 12
[2022-01-03 08:19:58 main:482] : INFO : # Recurrent Layers: 4
[2022-01-03 08:19:58 main:483] : INFO : # Backend Layers: 4
[2022-01-03 08:19:58 main:484] : INFO : # Threads: 1
[2022-01-03 08:19:58 main:486] : INFO : Preparing Dataset
[2022-01-03 08:19:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-03 08:19:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-03 08:20:02 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-01-03 08:20:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-03 08:20:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-03 08:20:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-01-03 08:20:02 main:494] : INFO : Creating Model
[2022-01-03 08:20:02 main:507] : INFO : Preparing config file
[2022-01-03 08:20:02 main:511] : INFO : Found checkpoint, attempting to load...
[2022-01-03 08:20:02 main:512] : INFO : Loading config
[2022-01-03 08:20:02 main:514] : INFO : Loading state
[2022-01-03 08:20:04 main:559] : INFO : Loading DataLoader into Memory
[2022-01-03 08:20:04 main:562] : INFO : Starting Training
[2022-01-03 08:20:08 main:574] : INFO : Epoch 1923 | loss: 0.0323141 | val_loss: 0.0315232 | Time: 4003.09 ms
[2022-01-03 08:20:11 main:574] : INFO : Epoch 1924 | loss: 0.0313865 | val_loss: 0.0313116 | Time: 3069.77 ms
[2022-01-03 08:20:14 main:574] : INFO : Epoch 1925 | loss: 0.0312653 | val_loss: 0.0312472 | Time: 3044.22 ms
[2022-01-03 08:20:17 main:574] : INFO : Epoch 1926 | loss: 0.0312351 | val_loss: 0.031225 | Time: 2996.89 ms
[2022-01-03 08:20:20 main:574] : INFO : Epoch 1927 | loss: 0.0312163 | val_loss: 0.0312055 | Time: 2996.61 ms
[2022-01-03 08:20:23 main:574] : INFO : Epoch 1928 | loss: 0.0311937 | val_loss: 0.0311872 | Time: 3017.56 ms
[2022-01-03 08:20:26 main:574] : INFO : Epoch 1929 | loss: 0.0311783 | val_loss: 0.0311797 | Time: 2990.55 ms
[2022-01-03 08:20:29 main:574] : INFO : Epoch 1930 | loss: 0.0311745 | val_loss: 0.0311841 | Time: 2999.83 ms
[2022-01-03 08:20:32 main:574] : INFO : Epoch 1931 | loss: 0.0311732 | val_loss: 0.0311804 | Time: 2986.39 ms
[2022-01-03 08:20:35 main:574] : INFO : Epoch 1932 | loss: 0.0311721 | val_loss: 0.031179 | Time: 3090.81 ms
[2022-01-03 08:20:38 main:574] : INFO : Epoch 1933 | loss: 0.0311732 | val_loss: 0.0311809 | Time: 2985.41 ms
[2022-01-03 08:20:41 main:574] : INFO : Epoch 1934 | loss: 0.0311702 | val_loss: 0.0311825 | Time: 2992.7 ms
[2022-01-03 08:20:44 main:574] : INFO : Epoch 1935 | loss: 0.0311686 | val_loss: 0.031177 | Time: 2990.46 ms
[2022-01-03 08:20:47 main:574] : INFO : Epoch 1936 | loss: 0.0311663 | val_loss: 0.0311778 | Time: 2990.46 ms
[2022-01-03 08:20:50 main:574] : INFO : Epoch 1937 | loss: 0.0311667 | val_loss: 0.0311839 | Time: 3184.09 ms
[2022-01-03 08:20:53 main:574] : INFO : Epoch 1938 | loss: 0.0311688 | val_loss: 0.0311794 | Time: 3016.87 ms
[2022-01-03 08:20:56 main:574] : INFO : Epoch 1939 | loss: 0.0311647 | val_loss: 0.0311785 | Time: 2996.9 ms
[2022-01-03 08:20:59 main:574] : INFO : Epoch 1940 | loss: 0.0311635 | val_loss: 0.0311776 | Time: 2994.66 ms
[2022-01-03 08:21:02 main:574] : INFO : Epoch 1941 | loss: 0.0311627 | val_loss: 0.0311794 | Time: 2988.5 ms
[2022-01-03 08:21:05 main:574] : INFO : Epoch 1942 | loss: 0.0311642 | val_loss: 0.0311772 | Time: 2988.99 ms
[2022-01-03 08:21:08 main:574] : INFO : Epoch 1943 | loss: 0.0311622 | val_loss: 0.0311757 | Time: 2986.55 ms
[2022-01-03 08:21:11 main:574] : INFO : Epoch 1944 | loss: 0.031165 | val_loss: 0.0311769 | Time: 3001.22 ms
[2022-01-03 08:21:14 main:574] : INFO : Epoch 1945 | loss: 0.0311626 | val_loss: 0.0311807 | Time: 2984.95 ms
[2022-01-03 08:21:17 main:574] : INFO : Epoch 1946 | loss: 0.0311663 | val_loss: 0.0311853 | Time: 2992.74 ms
[2022-01-03 08:21:20 main:574] : INFO : Epoch 1947 | loss: 0.0311649 | val_loss: 0.0311779 | Time: 2987.3 ms
[2022-01-03 08:21:23 main:574] : INFO : Epoch 1948 | loss: 0.031165 | val_loss: 0.0311761 | Time: 2989.82 ms
[2022-01-03 08:21:26 main:574] : INFO : Epoch 1949 | loss: 0.0311616 | val_loss: 0.0311788 | Time: 2983.06 ms
[2022-01-03 08:21:29 main:574] : INFO : Epoch 1950 | loss: 0.031161 | val_loss: 0.0311776 | Time: 2983.58 ms
[2022-01-03 08:21:32 main:574] : INFO : Epoch 1951 | loss: 0.0311662 | val_loss: 0.0311763 | Time: 2995.39 ms
[2022-01-03 08:21:35 main:574] : INFO : Epoch 1952 | loss: 0.0311629 | val_loss: 0.0311804 | Time: 2996.24 ms
[2022-01-03 08:21:38 main:574] : INFO : Epoch 1953 | loss: 0.0311625 | val_loss: 0.0311812 | Time: 2992.08 ms
[2022-01-03 08:21:41 main:574] : INFO : Epoch 1954 | loss: 0.031162 | val_loss: 0.0311809 | Time: 2985.34 ms
[2022-01-03 08:21:44 main:574] : INFO : Epoch 1955 | loss: 0.0311626 | val_loss: 0.0311783 | Time: 2988.24 ms
[2022-01-03 08:21:47 main:574] : INFO : Epoch 1956 | loss: 0.031161 | val_loss: 0.0311767 | Time: 2992.54 ms
[2022-01-03 08:21:50 main:574] : INFO : Epoch 1957 | loss: 0.0311603 | val_loss: 0.0311762 | Time: 2983.27 ms
[2022-01-03 08:21:53 main:574] : INFO : Epoch 1958 | loss: 0.0311598 | val_loss: 0.0311757 | Time: 2996.85 ms
[2022-01-03 08:21:56 main:574] : INFO : Epoch 1959 | loss: 0.03116 | val_loss: 0.031177 | Time: 2984.66 ms
[2022-01-03 08:21:59 main:574] : INFO : Epoch 1960 | loss: 0.0311601 | val_loss: 0.0311817 | Time: 3007.78 ms
[2022-01-03 08:22:02 main:574] : INFO : Epoch 1961 | loss: 0.0311606 | val_loss: 0.0311782 | Time: 2993.43 ms
[2022-01-03 08:22:05 main:574] : INFO : Epoch 1962 | loss: 0.0311605 | val_loss: 0.0311779 | Time: 2987.12 ms
[2022-01-03 08:22:08 main:574] : INFO : Epoch 1963 | loss: 0.0311636 | val_loss: 0.0311848 | Time: 2985.84 ms
[2022-01-03 08:22:11 main:574] : INFO : Epoch 1964 | loss: 0.0311612 | val_loss: 0.0311789 | Time: 2985.04 ms
[2022-01-03 08:22:14 main:574] : INFO : Epoch 1965 | loss: 0.0311622 | val_loss: 0.031176 | Time: 2982.62 ms
[2022-01-03 08:22:17 main:574] : INFO : Epoch 1966 | loss: 0.0311639 | val_loss: 0.0311761 | Time: 2989.04 ms
[2022-01-03 08:22:20 main:574] : INFO : Epoch 1967 | loss: 0.0311641 | val_loss: 0.031177 | Time: 2983.5 ms
[2022-01-03 08:22:23 main:574] : INFO : Epoch 1968 | loss: 0.0311645 | val_loss: 0.0311756 | Time: 2990.55 ms
[2022-01-03 08:22:26 main:574] : INFO : Epoch 1969 | loss: 0.0311638 | val_loss: 0.0311769 | Time: 2975.74 ms
[2022-01-03 08:22:29 main:574] : INFO : Epoch 1970 | loss: 0.0311652 | val_loss: 0.0311795 | Time: 2985.92 ms
[2022-01-03 08:22:32 main:574] : INFO : Epoch 1971 | loss: 0.0311659 | val_loss: 0.0311751 | Time: 2989.07 ms
[2022-01-03 08:22:35 main:574] : INFO : Epoch 1972 | loss: 0.0311656 | val_loss: 0.0311781 | Time: 2995.53 ms
[2022-01-03 08:22:38 main:574] : INFO : Epoch 1973 | loss: 0.0311667 | val_loss: 0.0311784 | Time: 2981.3 ms
[2022-01-03 08:22:41 main:574] : INFO : Epoch 1974 | loss: 0.0311643 | val_loss: 0.0311839 | Time: 2992.36 ms
[2022-01-03 08:22:44 main:574] : INFO : Epoch 1975 | loss: 0.0311659 | val_loss: 0.0311899 | Time: 2983.53 ms
[2022-01-03 08:22:47 main:574] : INFO : Epoch 1976 | loss: 0.0311623 | val_loss: 0.0311798 | Time: 2983.42 ms
[2022-01-03 08:22:50 main:574] : INFO : Epoch 1977 | loss: 0.0311684 | val_loss: 0.0311758 | Time: 2977.23 ms
[2022-01-03 08:22:53 main:574] : INFO : Epoch 1978 | loss: 0.0311655 | val_loss: 0.0311742 | Time: 2988.67 ms
[2022-01-03 08:22:56 main:574] : INFO : Epoch 1979 | loss: 0.031167 | val_loss: 0.0311742 | Time: 2983.34 ms
[2022-01-03 08:22:59 main:574] : INFO : Epoch 1980 | loss: 0.0311646 | val_loss: 0.0311823 | Time: 2997.12 ms
[2022-01-03 08:23:02 main:574] : INFO : Epoch 1981 | loss: 0.0311644 | val_loss: 0.0311754 | Time: 2992.16 ms
[2022-01-03 08:23:05 main:574] : INFO : Epoch 1982 | loss: 0.0311697 | val_loss: 0.0311795 | Time: 2985.81 ms
[2022-01-03 08:23:08 main:574] : INFO : Epoch 1983 | loss: 0.0311732 | val_loss: 0.0311918 | Time: 2983.95 ms
[2022-01-03 08:23:11 main:574] : INFO : Epoch 1984 | loss: 0.0311707 | val_loss: 0.031178 | Time: 2990.69 ms
[2022-01-03 08:23:14 main:574] : INFO : Epoch 1985 | loss: 0.0311667 | val_loss: 0.0311765 | Time: 2982.28 ms
[2022-01-03 08:23:17 main:574] : INFO : Epoch 1986 | loss: 0.0311665 | val_loss: 0.0311779 | Time: 2992.27 ms
[2022-01-03 08:23:20 main:574] : INFO : Epoch 1987 | loss: 0.0311661 | val_loss: 0.0311794 | Time: 2976.86 ms
[2022-01-03 08:23:23 main:574] : INFO : Epoch 1988 | loss: 0.0311681 | val_loss: 0.0311764 | Time: 2979.96 ms
[2022-01-03 08:23:26 main:574] : INFO : Epoch 1989 | loss: 0.0311645 | val_loss: 0.031177 | Time: 2976.79 ms
[2022-01-03 08:23:29 main:574] : INFO : Epoch 1990 | loss: 0.0311646 | val_loss: 0.031178 | Time: 2976.78 ms
[2022-01-03 08:23:32 main:574] : INFO : Epoch 1991 | loss: 0.0311636 | val_loss: 0.0311775 | Time: 2983.86 ms
[2022-01-03 08:23:35 main:574] : INFO : Epoch 1992 | loss: 0.0311623 | val_loss: 0.0311782 | Time: 2981.75 ms
[2022-01-03 08:23:38 main:574] : INFO : Epoch 1993 | loss: 0.0311629 | val_loss: 0.0311823 | Time: 2975.46 ms
[2022-01-03 08:23:41 main:574] : INFO : Epoch 1994 | loss: 0.0311638 | val_loss: 0.0311776 | Time: 2978.96 ms
[2022-01-03 08:23:44 main:574] : INFO : Epoch 1995 | loss: 0.0311628 | val_loss: 0.0311763 | Time: 2986.83 ms
[2022-01-03 08:23:47 main:574] : INFO : Epoch 1996 | loss: 0.031165 | val_loss: 0.0311828 | Time: 2978.46 ms
[2022-01-03 08:23:50 main:574] : INFO : Epoch 1997 | loss: 0.0311701 | val_loss: 0.0311808 | Time: 2973.48 ms
[2022-01-03 08:23:53 main:574] : INFO : Epoch 1998 | loss: 0.0311662 | val_loss: 0.0311793 | Time: 2982.3 ms
[2022-01-03 08:23:56 main:574] : INFO : Epoch 1999 | loss: 0.031162 | val_loss: 0.0311809 | Time: 2980.56 ms
[2022-01-03 08:23:59 main:574] : INFO : Epoch 2000 | loss: 0.0311628 | val_loss: 0.0311834 | Time: 2989.79 ms
[2022-01-03 08:24:02 main:574] : INFO : Epoch 2001 | loss: 0.0311637 | val_loss: 0.0311777 | Time: 2980.42 ms
[2022-01-03 08:24:05 main:574] : INFO : Epoch 2002 | loss: 0.0311629 | val_loss: 0.0311879 | Time: 2982.48 ms
[2022-01-03 08:24:08 main:574] : INFO : Epoch 2003 | loss: 0.0311615 | val_loss: 0.0311764 | Time: 2981.37 ms
[2022-01-03 08:24:11 main:574] : INFO : Epoch 2004 | loss: 0.0311624 | val_loss: 0.0311852 | Time: 2976.62 ms
[2022-01-03 08:24:14 main:574] : INFO : Epoch 2005 | loss: 0.0311638 | val_loss: 0.0312168 | Time: 2977.19 ms
[2022-01-03 08:24:17 main:574] : INFO : Epoch 2006 | loss: 0.0311632 | val_loss: 0.0312105 | Time: 2976.13 ms
[2022-01-03 08:24:20 main:574] : INFO : Epoch 2007 | loss: 0.0311634 | val_loss: 0.0312047 | Time: 2982.35 ms
[2022-01-03 08:24:23 main:574] : INFO : Epoch 2008 | loss: 0.0311667 | val_loss: 0.0312043 | Time: 2983.51 ms
[2022-01-03 08:24:26 main:574] : INFO : Epoch 2009 | loss: 0.0311668 | val_loss: 0.0312072 | Time: 2977.53 ms
[2022-01-03 08:24:29 main:574] : INFO : Epoch 2010 | loss: 0.0311619 | val_loss: 0.0311821 | Time: 2975.48 ms
[2022-01-03 08:24:32 main:574] : INFO : Epoch 2011 | loss: 0.0311612 | val_loss: 0.0311841 | Time: 2982.61 ms
[2022-01-03 08:24:35 main:574] : INFO : Epoch 2012 | loss: 0.0311606 | val_loss: 0.0311751 | Time: 2984.06 ms
[2022-01-03 08:24:38 main:574] : INFO : Epoch 2013 | loss: 0.0311587 | val_loss: 0.0311836 | Time: 2979.37 ms
[2022-01-03 08:24:41 main:574] : INFO : Epoch 2014 | loss: 0.0311597 | val_loss: 0.0311765 | Time: 2983.23 ms
[2022-01-03 08:24:44 main:574] : INFO : Epoch 2015 | loss: 0.0311618 | val_loss: 0.03118 | Time: 2978.64 ms
[2022-01-03 08:24:47 main:574] : INFO : Epoch 2016 | loss: 0.0311603 | val_loss: 0.0311838 | Time: 2986.01 ms
[2022-01-03 08:24:50 main:574] : INFO : Epoch 2017 | loss: 0.0311615 | val_loss: 0.0311768 | Time: 2972.41 ms
[2022-01-03 08:24:53 main:574] : INFO : Epoch 2018 | loss: 0.0311599 | val_loss: 0.0311764 | Time: 2978.29 ms
[2022-01-03 08:24:56 main:574] : INFO : Epoch 2019 | loss: 0.0311612 | val_loss: 0.0311745 | Time: 2980.61 ms
[2022-01-03 08:24:59 main:574] : INFO : Epoch 2020 | loss: 0.0311602 | val_loss: 0.031178 | Time: 2984.67 ms
[2022-01-03 08:25:02 main:574] : INFO : Epoch 2021 | loss: 0.0311592 | val_loss: 0.0311762 | Time: 2984.69 ms
[2022-01-03 08:25:05 main:574] : INFO : Epoch 2022 | loss: 0.0311602 | val_loss: 0.0311761 | Time: 2986.11 ms
[2022-01-03 08:25:08 main:574] : INFO : Epoch 2023 | loss: 0.0311609 | val_loss: 0.0311778 | Time: 2979.54 ms
[2022-01-03 08:25:10 main:574] : INFO : Epoch 2024 | loss: 0.0311604 | val_loss: 0.0311749 | Time: 2978.99 ms
[2022-01-03 08:25:13 main:574] : INFO : Epoch 2025 | loss: 0.0311593 | val_loss: 0.0311843 | Time: 2975.5 ms
[2022-01-03 08:25:16 main:574] : INFO : Epoch 2026 | loss: 0.0311622 | val_loss: 0.031182 | Time: 2979.46 ms
[2022-01-03 08:25:19 main:574] : INFO : Epoch 2027 | loss: 0.0311619 | val_loss: 0.0311774 | Time: 2982.02 ms
[2022-01-03 08:25:22 main:574] : INFO : Epoch 2028 | loss: 0.0311695 | val_loss: 0.0311768 | Time: 2987.87 ms
[2022-01-03 08:25:25 main:574] : INFO : Epoch 2029 | loss: 0.0311691 | val_loss: 0.031182 | Time: 2971.65 ms
[2022-01-03 08:25:28 main:574] : INFO : Epoch 2030 | loss: 0.0311652 | val_loss: 0.0311775 | Time: 2984.38 ms
[2022-01-03 08:25:31 main:574] : INFO : Epoch 2031 | loss: 0.0311654 | val_loss: 0.031196 | Time: 2977.14 ms
[2022-01-03 08:25:34 main:574] : INFO : Epoch 2032 | loss: 0.0311606 | val_loss: 0.0311815 | Time: 2984.88 ms
[2022-01-03 08:25:37 main:574] : INFO : Epoch 2033 | loss: 0.0311572 | val_loss: 0.0311785 | Time: 2974.5 ms
[2022-01-03 08:25:40 main:574] : INFO : Epoch 2034 | loss: 0.0311579 | val_loss: 0.0311791 | Time: 2978.25 ms
[2022-01-03 08:25:43 main:574] : INFO : Epoch 2035 | loss: 0.0311614 | val_loss: 0.031186 | Time: 2980.48 ms
[2022-01-03 08:25:46 main:574] : INFO : Epoch 2036 | loss: 0.03116 | val_loss: 0.0311774 | Time: 2984.72 ms
[2022-01-03 08:25:49 main:574] : INFO : Epoch 2037 | loss: 0.0311613 | val_loss: 0.031177 | Time: 2983 ms
[2022-01-03 08:25:52 main:574] : INFO : Epoch 2038 | loss: 0.0311568 | val_loss: 0.0311776 | Time: 2982.4 ms
[2022-01-03 08:25:55 main:574] : INFO : Epoch 2039 | loss: 0.0311561 | val_loss: 0.0311772 | Time: 2982.69 ms
[2022-01-03 08:25:58 main:574] : INFO : Epoch 2040 | loss: 0.0311575 | val_loss: 0.0311834 | Time: 2981.36 ms
[2022-01-03 08:26:01 main:574] : INFO : Epoch 2041 | loss: 0.031158 | val_loss: 0.0311795 | Time: 2978.41 ms
[2022-01-03 08:26:04 main:574] : INFO : Epoch 2042 | loss: 0.0311607 | val_loss: 0.0311822 | Time: 2981.51 ms
[2022-01-03 08:26:07 main:574] : INFO : Epoch 2043 | loss: 0.0311614 | val_loss: 0.0311798 | Time: 2974.42 ms
[2022-01-03 08:26:10 main:574] : INFO : Epoch 2044 | loss: 0.0311566 | val_loss: 0.0311777 | Time: 2988.38 ms
[2022-01-03 08:26:13 main:574] : INFO : Epoch 2045 | loss: 0.0311576 | val_loss: 0.0311854 | Time: 2980.67 ms
[2022-01-03 08:26:16 main:574] : INFO : Epoch 2046 | loss: 0.0311594 | val_loss: 0.0311794 | Time: 2978.59 ms
[2022-01-03 08:26:19 main:574] : INFO : Epoch 2047 | loss: 0.0311587 | val_loss: 0.0311795 | Time: 2979.48 ms
[2022-01-03 08:26:22 main:574] : INFO : Epoch 2048 | loss: 0.0311588 | val_loss: 0.0311818 | Time: 2983.75 ms
[2022-01-03 08:26:22 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311818
[2022-01-03 08:26:22 main:603] : INFO : Saving end state to config to file
[2022-01-03 08:26:22 main:608] : INFO : Success, exiting..
08:26:22 (8756): 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)