| Name | ParityModified-1647047598-31528-3-0_0 |
| Workunit | 11335621 |
| Created | 3 Apr 2022, 2:10:01 UTC |
| Sent | 11 Apr 2022, 0:02:31 UTC |
| Report deadline | 19 Apr 2022, 0:02:31 UTC |
| Received | 15 Apr 2022, 13:35:18 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18919 |
| Run time | 1 hours 9 min 36 sec |
| CPU time | 1 hours 9 min 36 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,378.59 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.64 GB |
| Peak swap size | 3.63 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> s [2022-04-12 07:19:49 main:574] : INFO : Epoch 1634 | loss: 0.0311899 | val_loss: 0.031188 | Time: 3993.33 ms [2022-04-12 07:19:53 main:574] : INFO : Epoch 1635 | loss: 0.0311889 | val_loss: 0.0311866 | Time: 4166.86 ms [2022-04-12 07:19:56 main:574] : INFO : Epoch 1636 | loss: 0.0311885 | val_loss: 0.0311864 | Time: 2739.44 ms [2022-04-12 07:20:09 main:574] : INFO : Epoch 1637 | loss: 0.0311886 | val_loss: 0.031187 | Time: 11348.9 ms [2022-04-12 07:20:12 main:574] : INFO : Epoch 1638 | loss: 0.0311895 | val_loss: 0.0311864 | Time: 2487.17 ms [2022-04-12 07:20:14 main:574] : INFO : Epoch 1639 | loss: 0.0311877 | val_loss: 0.0311852 | Time: 2602.81 ms [2022-04-12 07:20:17 main:574] : INFO : Epoch 1640 | loss: 0.0311873 | val_loss: 0.0311855 | Time: 2353.75 ms [2022-04-12 07:20:19 main:574] : INFO : Epoch 1641 | loss: 0.0311877 | val_loss: 0.0311855 | Time: 2541.84 ms [2022-04-12 07:20:22 main:574] : INFO : Epoch 1642 | loss: 0.0311883 | val_loss: 0.0311875 | Time: 2890.94 ms [2022-04-12 07:20:25 main:574] : INFO : Epoch 1643 | loss: 0.0311865 | val_loss: 0.0311849 | Time: 2805.25 ms [2022-04-12 07:20:28 main:574] : INFO : Epoch 1644 | loss: 0.0311863 | val_loss: 0.0311848 | Time: 2707.32 ms [2022-04-12 07:20:30 main:574] : INFO : Epoch 1645 | loss: 0.031187 | val_loss: 0.0311854 | Time: 2674.94 ms [2022-04-12 07:20:33 main:574] : INFO : Epoch 1646 | loss: 0.0311863 | val_loss: 0.0311839 | Time: 2396.57 ms [2022-04-12 07:20:35 main:574] : INFO : Epoch 1647 | loss: 0.0311859 | val_loss: 0.0311836 | Time: 2530.33 ms [2022-04-12 07:20:38 main:574] : INFO : Epoch 1648 | loss: 0.0311855 | val_loss: 0.031184 | Time: 2610.86 ms [2022-04-12 07:20:40 main:574] : INFO : Epoch 1649 | loss: 0.031186 | val_loss: 0.0311835 | Time: 2412.26 ms [2022-04-12 07:20:43 main:574] : INFO : Epoch 1650 | loss: 0.0311851 | val_loss: 0.0311834 | Time: 2639.9 ms [2022-04-12 07:20:45 main:574] : INFO : Epoch 1651 | loss: 0.0311852 | val_loss: 0.0311837 | Time: 2405.64 ms [2022-04-12 07:20:48 main:574] : INFO : Epoch 1652 | loss: 0.031185 | val_loss: 0.0311833 | Time: 2862.35 ms [2022-04-12 07:20:51 main:574] : INFO : Epoch 1653 | loss: 0.0311849 | val_loss: 0.0311861 | Time: 2571.78 ms [2022-04-12 07:20:54 main:574] : INFO : Epoch 1654 | loss: 0.0311851 | val_loss: 0.0311856 | Time: 2766.65 ms [2022-04-12 07:20:56 main:574] : INFO : Epoch 1655 | loss: 0.0311845 | val_loss: 0.0311829 | Time: 2434.87 ms [2022-04-12 07:20:59 main:574] : INFO : Epoch 1656 | loss: 0.0311849 | val_loss: 0.0311835 | Time: 2409.85 ms [2022-04-12 07:21:01 main:574] : INFO : Epoch 1657 | loss: 0.0311845 | val_loss: 0.0311834 | Time: 2075.01 ms [2022-04-12 07:21:03 main:574] : INFO : Epoch 1658 | loss: 0.0311847 | val_loss: 0.0311824 | Time: 2214.01 ms [2022-04-12 07:21:05 main:574] : INFO : Epoch 1659 | loss: 0.0311841 | val_loss: 0.0311837 | Time: 2129.25 ms [2022-04-12 07:21:07 main:574] : INFO : Epoch 1660 | loss: 0.0311844 | val_loss: 0.0311846 | Time: 2107.67 ms [2022-04-12 07:21:09 main:574] : INFO : Epoch 1661 | loss: 0.0311844 | val_loss: 0.0311834 | Time: 2199.59 ms [2022-04-12 07:21:11 main:574] : INFO : Epoch 1662 | loss: 0.0311852 | val_loss: 0.0311852 | Time: 2105.79 ms [2022-04-12 07:21:14 main:574] : INFO : Epoch 1663 | loss: 0.0311836 | val_loss: 0.0311839 | Time: 2092.69 ms [2022-04-12 07:21:16 main:574] : INFO : Epoch 1664 | loss: 0.0311849 | val_loss: 0.0311879 | Time: 2062.81 ms [2022-04-12 07:21:18 main:574] : INFO : Epoch 1665 | loss: 0.0311854 | val_loss: 0.0311833 | Time: 2106.12 ms [2022-04-12 07:21:20 main:574] : INFO : Epoch 1666 | loss: 0.0311833 | val_loss: 0.0311837 | Time: 2096.52 ms [2022-04-12 07:21:22 main:574] : INFO : Epoch 1667 | loss: 0.031184 | val_loss: 0.0311857 | Time: 2167.4 ms [2022-04-12 07:21:24 main:574] : INFO : Epoch 1668 | loss: 0.0311864 | val_loss: 0.0311877 | Time: 2232.47 ms [2022-04-12 07:21:26 main:574] : INFO : Epoch 1669 | loss: 0.0311863 | val_loss: 0.0311823 | Time: 2115.45 ms [2022-04-12 07:21:28 main:574] : INFO : Epoch 1670 | loss: 0.0311842 | val_loss: 0.0311831 | Time: 2091.21 ms [2022-04-12 07:21:31 main:574] : INFO : Epoch 1671 | loss: 0.031183 | val_loss: 0.0311829 | Time: 2127.87 ms [2022-04-12 07:21:33 main:574] : INFO : Epoch 1672 | loss: 0.031183 | val_loss: 0.0311829 | Time: 2079.15 ms [2022-04-12 07:21:35 main:574] : INFO : Epoch 1673 | loss: 0.0311832 | val_loss: 0.0311821 | Time: 2094.93 ms [2022-04-12 07:21:37 main:574] : INFO : Epoch 1674 | loss: 0.0311854 | val_loss: 0.0311839 | Time: 2143.29 ms [2022-04-12 07:21:39 main:574] : INFO : Epoch 1675 | loss: 0.0311828 | val_loss: 0.0311824 | Time: 2186.09 ms [2022-04-12 07:21:41 main:574] : INFO : Epoch 1676 | loss: 0.0311827 | val_loss: 0.0311821 | Time: 2134.21 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1060 6GB) [2022-04-15 08:35:17 main:435] : INFO : Set logging level to 1 [2022-04-15 08:35:17 main:441] : INFO : Running in BOINC Client mode [2022-04-15 08:35:17 main:444] : INFO : Resolving all filenames [2022-04-15 08:35:17 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-15 08:35:17 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-15 08:35:17 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-15 08:35:17 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-15 08:35:17 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-15 08:35:17 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-15 08:35:17 main:474] : INFO : Configuration: [2022-04-15 08:35:17 main:475] : INFO : Model type: GRU [2022-04-15 08:35:17 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-15 08:35:17 main:477] : INFO : Max Epochs: 2048 [2022-04-15 08:35:17 main:478] : INFO : Batch Size: 128 [2022-04-15 08:35:17 main:479] : INFO : Learning Rate: 0.01 [2022-04-15 08:35:17 main:480] : INFO : Patience: 10 [2022-04-15 08:35:17 main:481] : INFO : Hidden Width: 12 [2022-04-15 08:35:17 main:482] : INFO : # Recurrent Layers: 4 [2022-04-15 08:35:17 main:483] : INFO : # Backend Layers: 4 [2022-04-15 08:35:17 main:484] : INFO : # Threads: 1 [2022-04-15 08:35:17 main:486] : INFO : Preparing Dataset [2022-04-15 08:35:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-15 08:35:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-15 08:35:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-15 08:35:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-15 08:35:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-15 08:35:24 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-15 08:35:24 main:494] : INFO : Creating Model [2022-04-15 08:35:24 main:507] : INFO : Preparing config file [2022-04-15 08:35:24 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-15 08:35:24 main:512] : INFO : Loading config [2022-04-15 08:35:24 main:514] : INFO : Loading state [2022-04-15 08:35:47 main:559] : INFO : Loading DataLoader into Memory [2022-04-15 08:35:47 main:562] : INFO : Starting Training [2022-04-15 08:35:50 main:574] : INFO : Epoch 1660 | loss: 0.0312041 | val_loss: 0.0311895 | Time: 2753.79 ms [2022-04-15 08:35:52 main:574] : INFO : Epoch 1661 | loss: 0.0311868 | val_loss: 0.0311827 | Time: 1948.83 ms [2022-04-15 08:35:54 main:574] : INFO : Epoch 1662 | loss: 0.0311846 | val_loss: 0.03118 | Time: 1966.32 ms [2022-04-15 08:35:56 main:574] : INFO : Epoch 1663 | loss: 0.0311815 | val_loss: 0.0311796 | Time: 1957.93 ms [2022-04-15 08:35:58 main:574] : INFO : Epoch 1664 | loss: 0.0311799 | val_loss: 0.0311802 | Time: 1920.83 ms [2022-04-15 08:36:00 main:574] : INFO : Epoch 1665 | loss: 0.03118 | val_loss: 0.0311791 | Time: 1835.31 ms [2022-04-15 08:36:02 main:574] : INFO : Epoch 1666 | loss: 0.0311796 | val_loss: 0.0311781 | Time: 1952.13 ms [2022-04-15 08:36:04 main:574] : INFO : Epoch 1667 | loss: 0.0311799 | val_loss: 0.0311777 | Time: 1908.72 ms [2022-04-15 08:36:06 main:574] : INFO : Epoch 1668 | loss: 0.0311773 | val_loss: 0.0311783 | Time: 2266.12 ms [2022-04-15 08:36:08 main:574] : INFO : Epoch 1669 | loss: 0.0311776 | val_loss: 0.0311783 | Time: 1848.45 ms [2022-04-15 08:36:10 main:574] : INFO : Epoch 1670 | loss: 0.0311803 | val_loss: 0.0311794 | Time: 1793.8 ms [2022-04-15 08:36:12 main:574] : INFO : Epoch 1671 | loss: 0.0311793 | val_loss: 0.0311788 | Time: 2175.11 ms [2022-04-15 08:36:14 main:574] : INFO : Epoch 1672 | loss: 0.0311778 | val_loss: 0.031179 | Time: 1936.09 ms [2022-04-15 08:36:16 main:574] : INFO : Epoch 1673 | loss: 0.0311782 | val_loss: 0.0311855 | Time: 2104.74 ms [2022-04-15 08:36:18 main:574] : INFO : Epoch 1674 | loss: 0.0311836 | val_loss: 0.0311876 | Time: 2419.8 ms [2022-04-15 08:36:20 main:574] : INFO : Epoch 1675 | loss: 0.0311833 | val_loss: 0.0311849 | Time: 1940.14 ms [2022-04-15 08:36:23 main:574] : INFO : Epoch 1676 | loss: 0.0311821 | val_loss: 0.0311854 | Time: 2204.21 ms [2022-04-15 08:36:25 main:574] : INFO : Epoch 1677 | loss: 0.0311819 | val_loss: 0.0311863 | Time: 2239.05 ms [2022-04-15 08:36:27 main:574] : INFO : Epoch 1678 | loss: 0.0311804 | val_loss: 0.0311852 | Time: 1871.61 ms [2022-04-15 08:36:29 main:574] : INFO : Epoch 1679 | loss: 0.0311809 | val_loss: 0.0311861 | Time: 2705.51 ms [2022-04-15 08:36:31 main:574] : INFO : Epoch 1680 | loss: 0.0311804 | val_loss: 0.0311891 | Time: 1945.84 ms [2022-04-15 08:36:33 main:574] : INFO : Epoch 1681 | loss: 0.0311846 | val_loss: 0.0311866 | Time: 1741.54 ms [2022-04-15 08:36:35 main:574] : INFO : Epoch 1682 | loss: 0.031184 | val_loss: 0.0311872 | Time: 1735.81 ms [2022-04-15 08:36:37 main:574] : INFO : Epoch 1683 | loss: 0.0311835 | val_loss: 0.0311847 | Time: 1906.84 ms [2022-04-15 08:36:39 main:574] : INFO : Epoch 1684 | loss: 0.0311825 | val_loss: 0.0311844 | Time: 1780.64 ms [2022-04-15 08:36:40 main:574] : INFO : Epoch 1685 | loss: 0.0311814 | val_loss: 0.0311826 | Time: 1797.33 ms [2022-04-15 08:36:42 main:574] : INFO : Epoch 1686 | loss: 0.0311815 | val_loss: 0.0311824 | Time: 1785.68 ms [2022-04-15 08:36:44 main:574] : INFO : Epoch 1687 | loss: 0.03118 | val_loss: 0.0311817 | Time: 1752.53 ms [2022-04-15 08:36:46 main:574] : INFO : Epoch 1688 | loss: 0.0311803 | val_loss: 0.0311821 | Time: 1741.08 ms [2022-04-15 08:36:48 main:574] : INFO : Epoch 1689 | loss: 0.0311805 | val_loss: 0.0311823 | Time: 1924.12 ms [2022-04-15 08:36:50 main:574] : INFO : Epoch 1690 | loss: 0.0311817 | val_loss: 0.0311902 | Time: 1947.52 ms [2022-04-15 08:36:51 main:574] : INFO : Epoch 1691 | loss: 0.0311822 | val_loss: 0.0311856 | Time: 1772.03 ms [2022-04-15 08:36:53 main:574] : INFO : Epoch 1692 | loss: 0.0311799 | val_loss: 0.0311829 | Time: 1756.8 ms [2022-04-15 08:36:55 main:574] : INFO : Epoch 1693 | loss: 0.0311798 | val_loss: 0.0311828 | Time: 2036.4 ms [2022-04-15 08:36:57 main:574] : INFO : Epoch 1694 | loss: 0.03118 | val_loss: 0.0311843 | Time: 1826.26 ms [2022-04-15 08:36:59 main:574] : INFO : Epoch 1695 | loss: 0.0311795 | val_loss: 0.031183 | Time: 1853.58 ms [2022-04-15 08:37:01 main:574] : INFO : Epoch 1696 | loss: 0.0311786 | val_loss: 0.0311836 | Time: 1818.55 ms [2022-04-15 08:37:03 main:574] : INFO : Epoch 1697 | loss: 0.0311787 | val_loss: 0.0311819 | Time: 1872.22 ms [2022-04-15 08:37:04 main:574] : INFO : Epoch 1698 | loss: 0.0311822 | val_loss: 0.0311828 | Time: 1802.45 ms [2022-04-15 08:37:06 main:574] : INFO : Epoch 1699 | loss: 0.0311823 | val_loss: 0.0311827 | Time: 1708.02 ms [2022-04-15 08:37:08 main:574] : INFO : Epoch 1700 | loss: 0.0311816 | val_loss: 0.0311832 | Time: 1755.19 ms [2022-04-15 08:37:20 main:574] : INFO : Epoch 1701 | loss: 0.0311804 | val_loss: 0.0311842 | Time: 11785.4 ms [2022-04-15 08:37:22 main:574] : INFO : Epoch 1702 | loss: 0.0311828 | val_loss: 0.0311848 | Time: 1759.62 ms [2022-04-15 08:37:23 main:574] : INFO : Epoch 1703 | loss: 0.0311831 | val_loss: 0.0311831 | Time: 1750.51 ms [2022-04-15 08:37:25 main:574] : INFO : Epoch 1704 | loss: 0.0311824 | val_loss: 0.0311824 | Time: 1754.56 ms [2022-04-15 08:37:27 main:574] : INFO : Epoch 1705 | loss: 0.031181 | val_loss: 0.0311823 | Time: 1696.17 ms [2022-04-15 08:37:29 main:574] : INFO : Epoch 1706 | loss: 0.0311812 | val_loss: 0.0311826 | Time: 1723.41 ms [2022-04-15 08:37:30 main:574] : INFO : Epoch 1707 | loss: 0.0311798 | val_loss: 0.0311818 | Time: 1743.06 ms [2022-04-15 08:37:32 main:574] : INFO : Epoch 1708 | loss: 0.0311804 | val_loss: 0.0311829 | Time: 1729.84 ms [2022-04-15 08:37:34 main:574] : INFO : Epoch 1709 | loss: 0.0311797 | val_loss: 0.031182 | Time: 1739.46 ms [2022-04-15 08:37:35 main:574] : INFO : Epoch 1710 | loss: 0.0311795 | val_loss: 0.0311817 | Time: 1725.5 ms [2022-04-15 08:37:37 main:574] : INFO : Epoch 1711 | loss: 0.0311794 | val_loss: 0.0311822 | Time: 1744.2 ms [2022-04-15 08:37:39 main:574] : INFO : Epoch 1712 | loss: 0.0311802 | val_loss: 0.0311825 | Time: 1622.32 ms [2022-04-15 08:37:40 main:574] : INFO : Epoch 1713 | loss: 0.0311818 | val_loss: 0.0311827 | Time: 1583.53 ms [2022-04-15 08:37:42 main:574] : INFO : Epoch 1714 | loss: 0.031181 | val_loss: 0.0311824 | Time: 1900.9 ms [2022-04-15 08:37:44 main:574] : INFO : Epoch 1715 | loss: 0.0311788 | val_loss: 0.0311802 | Time: 1971.38 ms [2022-04-15 08:37:46 main:574] : INFO : Epoch 1716 | loss: 0.0311778 | val_loss: 0.031181 | Time: 1833.08 ms [2022-04-15 08:37:48 main:574] : INFO : Epoch 1717 | loss: 0.0311768 | val_loss: 0.031181 | Time: 1718.21 ms [2022-04-15 08:37:50 main:574] : INFO : Epoch 1718 | loss: 0.0311761 | val_loss: 0.0311825 | Time: 1768.69 ms [2022-04-15 08:37:52 main:574] : INFO : Epoch 1719 | loss: 0.0311764 | val_loss: 0.0311848 | Time: 1745.18 ms [2022-04-15 08:37:54 main:574] : INFO : Epoch 1720 | loss: 0.0311767 | val_loss: 0.0311818 | Time: 2130.15 ms [2022-04-15 08:37:55 main:574] : INFO : Epoch 1721 | loss: 0.0311768 | val_loss: 0.0311803 | Time: 1721.42 ms [2022-04-15 08:37:57 main:574] : INFO : Epoch 1722 | loss: 0.0311772 | val_loss: 0.0311808 | Time: 1709.98 ms [2022-04-15 08:37:59 main:574] : INFO : Epoch 1723 | loss: 0.031176 | val_loss: 0.0311836 | Time: 1743.84 ms [2022-04-15 08:38:01 main:574] : INFO : Epoch 1724 | loss: 0.0311751 | val_loss: 0.0311803 | Time: 1801.97 ms [2022-04-15 08:38:02 main:574] : INFO : Epoch 1725 | loss: 0.0311765 | val_loss: 0.0311843 | Time: 1720.44 ms [2022-04-15 08:38:04 main:574] : INFO : Epoch 1726 | loss: 0.0311753 | val_loss: 0.0311802 | Time: 1653.06 ms [2022-04-15 08:38:06 main:574] : INFO : Epoch 1727 | loss: 0.0311743 | val_loss: 0.0311815 | Time: 1610.06 ms [2022-04-15 08:38:08 main:574] : INFO : Epoch 1728 | loss: 0.0311748 | val_loss: 0.0311813 | Time: 1811.53 ms [2022-04-15 08:38:09 main:574] : INFO : Epoch 1729 | loss: 0.0311766 | val_loss: 0.0311844 | Time: 1685.17 ms [2022-04-15 08:38:11 main:574] : INFO : Epoch 1730 | loss: 0.0311756 | val_loss: 0.0311823 | Time: 1574.51 ms [2022-04-15 08:38:12 main:574] : INFO : Epoch 1731 | loss: 0.031177 | val_loss: 0.0311861 | Time: 1634.98 ms [2022-04-15 08:38:14 main:574] : INFO : Epoch 1732 | loss: 0.0311766 | val_loss: 0.0311822 | Time: 1616.42 ms [2022-04-15 08:38:16 main:574] : INFO : Epoch 1733 | loss: 0.0311753 | val_loss: 0.0311829 | Time: 1755.46 ms [2022-04-15 08:38:18 main:574] : INFO : Epoch 1734 | loss: 0.0311753 | val_loss: 0.0311811 | Time: 1847.11 ms [2022-04-15 08:38:20 main:574] : INFO : Epoch 1735 | loss: 0.0311744 | val_loss: 0.0311831 | Time: 2788.53 ms [2022-04-15 08:38:22 main:574] : INFO : Epoch 1736 | loss: 0.0311748 | val_loss: 0.0311805 | Time: 1999.76 ms [2022-04-15 08:38:24 main:574] : INFO : Epoch 1737 | loss: 0.0311743 | val_loss: 0.0311823 | Time: 1990.24 ms [2022-04-15 08:38:26 main:574] : INFO : Epoch 1738 | loss: 0.031174 | val_loss: 0.0311834 | Time: 2027.47 ms [2022-04-15 08:38:28 main:574] : INFO : Epoch 1739 | loss: 0.0311737 | val_loss: 0.0311834 | Time: 1897.7 ms [2022-04-15 08:38:30 main:574] : INFO : Epoch 1740 | loss: 0.0311776 | val_loss: 0.0311808 | Time: 1965.13 ms [2022-04-15 08:38:33 main:574] : INFO : Epoch 1741 | loss: 0.0311773 | val_loss: 0.0311821 | Time: 2386.91 ms [2022-04-15 08:38:35 main:574] : INFO : Epoch 1742 | loss: 0.0311751 | val_loss: 0.0311831 | Time: 1964.63 ms [2022-04-15 08:38:37 main:574] : INFO : Epoch 1743 | loss: 0.0311734 | val_loss: 0.0311817 | Time: 1858.79 ms [2022-04-15 08:38:38 main:574] : INFO : Epoch 1744 | loss: 0.0311749 | val_loss: 0.0311815 | Time: 1869.59 ms [2022-04-15 08:38:40 main:574] : INFO : Epoch 1745 | loss: 0.0311745 | val_loss: 0.0311811 | Time: 1747.14 ms [2022-04-15 08:38:42 main:574] : INFO : Epoch 1746 | loss: 0.0311821 | val_loss: 0.0311885 | Time: 1810.69 ms [2022-04-15 08:38:44 main:574] : INFO : Epoch 1747 | loss: 0.0311826 | val_loss: 0.0311825 | Time: 1719.97 ms [2022-04-15 08:38:46 main:574] : INFO : Epoch 1748 | loss: 0.0311797 | val_loss: 0.0311834 | Time: 1789.36 ms [2022-04-15 08:38:47 main:574] : INFO : Epoch 1749 | loss: 0.0311772 | val_loss: 0.0311826 | Time: 1895.92 ms [2022-04-15 08:38:49 main:574] : INFO : Epoch 1750 | loss: 0.0311757 | val_loss: 0.0311815 | Time: 1767.33 ms [2022-04-15 08:38:51 main:574] : INFO : Epoch 1751 | loss: 0.0311766 | val_loss: 0.0311857 | Time: 1764.07 ms [2022-04-15 08:38:53 main:574] : INFO : Epoch 1752 | loss: 0.031177 | val_loss: 0.031179 | Time: 2015.38 ms [2022-04-15 08:38:55 main:574] : INFO : Epoch 1753 | loss: 0.0311736 | val_loss: 0.0311803 | Time: 1875.99 ms [2022-04-15 08:38:57 main:574] : INFO : Epoch 1754 | loss: 0.0311748 | val_loss: 0.031185 | Time: 1987.68 ms [2022-04-15 08:38:59 main:574] : INFO : Epoch 1755 | loss: 0.0311746 | val_loss: 0.0311812 | Time: 2228.36 ms [2022-04-15 08:39:01 main:574] : INFO : Epoch 1756 | loss: 0.0311736 | val_loss: 0.0311808 | Time: 2030.01 ms [2022-04-15 08:39:03 main:574] : INFO : Epoch 1757 | loss: 0.0311741 | val_loss: 0.0311824 | Time: 2180.99 ms [2022-04-15 08:39:05 main:574] : INFO : Epoch 1758 | loss: 0.0311725 | val_loss: 0.0311818 | Time: 2069.35 ms [2022-04-15 08:39:08 main:574] : INFO : Epoch 1759 | loss: 0.0311731 | val_loss: 0.0311816 | Time: 2223.26 ms [2022-04-15 08:39:10 main:574] : INFO : Epoch 1760 | loss: 0.0311726 | val_loss: 0.0311826 | Time: 2124.34 ms [2022-04-15 08:39:12 main:574] : INFO : Epoch 1761 | loss: 0.031173 | val_loss: 0.0311812 | Time: 2163.99 ms [2022-04-15 08:39:14 main:574] : INFO : Epoch 1762 | loss: 0.031172 | val_loss: 0.0311843 | Time: 2429.72 ms [2022-04-15 08:39:17 main:574] : INFO : Epoch 1763 | loss: 0.0311736 | val_loss: 0.0311852 | Time: 2658.63 ms [2022-04-15 08:39:19 main:574] : INFO : Epoch 1764 | loss: 0.0311715 | val_loss: 0.0311839 | Time: 2282.85 ms [2022-04-15 08:39:23 main:574] : INFO : Epoch 1765 | loss: 0.0311716 | val_loss: 0.0311815 | Time: 3531.64 ms [2022-04-15 08:40:06 main:574] : INFO : Epoch 1766 | loss: 0.0311719 | val_loss: 0.0311798 | Time: 42929.8 ms [2022-04-15 08:40:08 main:574] : INFO : Epoch 1767 | loss: 0.0311711 | val_loss: 0.0311801 | Time: 2419.02 ms [2022-04-15 08:40:11 main:574] : INFO : Epoch 1768 | loss: 0.0311708 | val_loss: 0.0311798 | Time: 2667.8 ms [2022-04-15 08:40:13 main:574] : INFO : Epoch 1769 | loss: 0.0311699 | val_loss: 0.0311817 | Time: 2592.75 ms [2022-04-15 08:40:36 main:574] : INFO : Epoch 1770 | loss: 0.0311706 | val_loss: 0.0311813 | Time: 22504.2 ms [2022-04-15 08:40:38 main:574] : INFO : Epoch 1771 | loss: 0.03117 | val_loss: 0.0311828 | Time: 2196.6 ms [2022-04-15 08:40:40 main:574] : INFO : Epoch 1772 | loss: 0.0311698 | val_loss: 0.0311817 | Time: 2086.09 ms [2022-04-15 08:40:42 main:574] : INFO : Epoch 1773 | loss: 0.0311704 | val_loss: 0.0311803 | Time: 2096.67 ms [2022-04-15 08:40:45 main:574] : INFO : Epoch 1774 | loss: 0.0311708 | val_loss: 0.0311815 | Time: 2222.6 ms [2022-04-15 08:41:07 main:574] : INFO : Epoch 1775 | loss: 0.0311717 | val_loss: 0.031181 | Time: 21974.6 ms [2022-04-15 08:41:09 main:574] : INFO : Epoch 1776 | loss: 0.0311716 | val_loss: 0.0311805 | Time: 2285.93 ms [2022-04-15 08:41:12 main:574] : INFO : Epoch 1777 | loss: 0.0311721 | val_loss: 0.0311804 | Time: 2477.14 ms [2022-04-15 08:41:14 main:574] : INFO : Epoch 1778 | loss: 0.0311738 | val_loss: 0.0311812 | Time: 2423.24 ms [2022-04-15 08:41:26 main:574] : INFO : Epoch 1779 | loss: 0.0311728 | val_loss: 0.031181 | Time: 12015.1 ms [2022-04-15 08:41:29 main:574] : INFO : Epoch 1780 | loss: 0.0311724 | val_loss: 0.0311789 | Time: 2257.46 ms [2022-04-15 08:41:31 main:574] : INFO : Epoch 1781 | loss: 0.0311727 | val_loss: 0.0311803 | Time: 2179.84 ms [2022-04-15 08:41:33 main:574] : INFO : Epoch 1782 | loss: 0.0311756 | val_loss: 0.0311836 | Time: 2008.55 ms [2022-04-15 08:41:35 main:574] : INFO : Epoch 1783 | loss: 0.0311763 | val_loss: 0.0311803 | Time: 2143.12 ms [2022-04-15 08:41:37 main:574] : INFO : Epoch 1784 | loss: 0.0311769 | val_loss: 0.0311775 | Time: 2090.97 ms [2022-04-15 08:41:39 main:574] : INFO : Epoch 1785 | loss: 0.0311756 | val_loss: 0.0311795 | Time: 2079.23 ms [2022-04-15 08:41:41 main:574] : INFO : Epoch 1786 | loss: 0.0311764 | val_loss: 0.0311806 | Time: 2098.2 ms [2022-04-15 08:41:43 main:574] : INFO : Epoch 1787 | loss: 0.0311745 | val_loss: 0.0311778 | Time: 2053.78 ms [2022-04-15 08:41:46 main:574] : INFO : Epoch 1788 | loss: 0.0311752 | val_loss: 0.0311805 | Time: 2130.24 ms [2022-04-15 08:41:48 main:574] : INFO : Epoch 1789 | loss: 0.0311768 | val_loss: 0.0311834 | Time: 2006.75 ms [2022-04-15 08:41:50 main:574] : INFO : Epoch 1790 | loss: 0.0311769 | val_loss: 0.0311794 | Time: 2110.73 ms [2022-04-15 08:41:52 main:574] : INFO : Epoch 1791 | loss: 0.0311748 | val_loss: 0.0311795 | Time: 2164.64 ms [2022-04-15 08:41:54 main:574] : INFO : Epoch 1792 | loss: 0.0311746 | val_loss: 0.0311788 | Time: 2072.35 ms [2022-04-15 08:41:56 main:574] : INFO : Epoch 1793 | loss: 0.031174 | val_loss: 0.0311802 | Time: 2116.71 ms [2022-04-15 08:41:58 main:574] : INFO : Epoch 1794 | loss: 0.0311762 | val_loss: 0.0311768 | Time: 2196.6 ms [2022-04-15 08:42:00 main:574] : INFO : Epoch 1795 | loss: 0.0311769 | val_loss: 0.0311766 | Time: 2195.68 ms [2022-04-15 08:42:03 main:574] : INFO : Epoch 1796 | loss: 0.0311769 | val_loss: 0.031178 | Time: 2109.85 ms [2022-04-15 08:42:05 main:574] : INFO : Epoch 1797 | loss: 0.0311776 | val_loss: 0.03118 | Time: 2094.72 ms [2022-04-15 08:42:07 main:574] : INFO : Epoch 1798 | loss: 0.031178 | val_loss: 0.0311813 | Time: 2090.99 ms [2022-04-15 08:42:09 main:574] : INFO : Epoch 1799 | loss: 0.031177 | val_loss: 0.031182 | Time: 2149.61 ms [2022-04-15 08:42:11 main:574] : INFO : Epoch 1800 | loss: 0.0311771 | val_loss: 0.0311825 | Time: 2149.78 ms [2022-04-15 08:42:13 main:574] : INFO : Epoch 1801 | loss: 0.0311765 | val_loss: 0.0311807 | Time: 2184.9 ms [2022-04-15 08:42:16 main:574] : INFO : Epoch 1802 | loss: 0.0311757 | val_loss: 0.0311819 | Time: 2560.83 ms [2022-04-15 08:42:18 main:574] : INFO : Epoch 1803 | loss: 0.0311766 | val_loss: 0.0311839 | Time: 2490.98 ms [2022-04-15 08:42:21 main:574] : INFO : Epoch 1804 | loss: 0.0311771 | val_loss: 0.0311811 | Time: 2383.8 ms [2022-04-15 08:42:23 main:574] : INFO : Epoch 1805 | loss: 0.031179 | val_loss: 0.0311834 | Time: 2114.79 ms [2022-04-15 08:42:25 main:574] : INFO : Epoch 1806 | loss: 0.031177 | val_loss: 0.0311817 | Time: 2229.91 ms [2022-04-15 08:42:37 main:574] : INFO : Epoch 1807 | loss: 0.0311785 | val_loss: 0.0311818 | Time: 11867 ms [2022-04-15 08:42:39 main:574] : INFO : Epoch 1808 | loss: 0.0311776 | val_loss: 0.0311807 | Time: 1959.57 ms [2022-04-15 08:42:41 main:574] : INFO : Epoch 1809 | loss: 0.0311776 | val_loss: 0.031181 | Time: 2087.04 ms [2022-04-15 08:42:43 main:574] : INFO : Epoch 1810 | loss: 0.0311785 | val_loss: 0.0311832 | Time: 2069.01 ms [2022-04-15 08:42:45 main:574] : INFO : Epoch 1811 | loss: 0.0311812 | val_loss: 0.031181 | Time: 2121.29 ms [2022-04-15 08:42:47 main:574] : INFO : Epoch 1812 | loss: 0.0311803 | val_loss: 0.0311825 | Time: 1985.9 ms [2022-04-15 08:42:49 main:574] : INFO : Epoch 1813 | loss: 0.0311805 | val_loss: 0.0311818 | Time: 1845.67 ms [2022-04-15 08:42:51 main:574] : INFO : Epoch 1814 | loss: 0.0311808 | val_loss: 0.0311864 | Time: 2109.97 ms [2022-04-15 08:42:53 main:574] : INFO : Epoch 1815 | loss: 0.0311793 | val_loss: 0.0311834 | Time: 2109.37 ms [2022-04-15 08:42:56 main:574] : INFO : Epoch 1816 | loss: 0.0311793 | val_loss: 0.0311813 | Time: 2071.01 ms [2022-04-15 08:42:58 main:574] : INFO : Epoch 1817 | loss: 0.031178 | val_loss: 0.0311794 | Time: 2096.1 ms [2022-04-15 08:43:00 main:574] : INFO : Epoch 1818 | loss: 0.0311801 | val_loss: 0.0311827 | Time: 2183.9 ms [2022-04-15 08:43:02 main:574] : INFO : Epoch 1819 | loss: 0.0311823 | val_loss: 0.0311826 | Time: 1964.9 ms [2022-04-15 08:43:04 main:574] : INFO : Epoch 1820 | loss: 0.0311803 | val_loss: 0.0311809 | Time: 2117.61 ms [2022-04-15 08:43:06 main:574] : INFO : Epoch 1821 | loss: 0.0311785 | val_loss: 0.0311804 | Time: 2130.12 ms [2022-04-15 08:43:08 main:574] : INFO : Epoch 1822 | loss: 0.0311784 | val_loss: 0.0311799 | Time: 2194.26 ms [2022-04-15 08:43:11 main:574] : INFO : Epoch 1823 | loss: 0.0311776 | val_loss: 0.0311821 | Time: 2287.99 ms [2022-04-15 08:43:13 main:574] : INFO : Epoch 1824 | loss: 0.0311773 | val_loss: 0.0311812 | Time: 2062.84 ms [2022-04-15 08:43:15 main:574] : INFO : Epoch 1825 | loss: 0.0311769 | val_loss: 0.0311811 | Time: 2299.58 ms [2022-04-15 08:43:17 main:574] : INFO : Epoch 1826 | loss: 0.0311758 | val_loss: 0.0311805 | Time: 2024.12 ms [2022-04-15 08:43:19 main:574] : INFO : Epoch 1827 | loss: 0.0311768 | val_loss: 0.0311823 | Time: 2157.91 ms [2022-04-15 08:43:21 main:574] : INFO : Epoch 1828 | loss: 0.031178 | val_loss: 0.0311837 | Time: 2093.23 ms [2022-04-15 08:43:23 main:574] : INFO : Epoch 1829 | loss: 0.0311758 | val_loss: 0.0311818 | Time: 2122.21 ms [2022-04-15 08:43:26 main:574] : INFO : Epoch 1830 | loss: 0.031175 | val_loss: 0.0311817 | Time: 2160.96 ms [2022-04-15 08:43:28 main:574] : INFO : Epoch 1831 | loss: 0.0311748 | val_loss: 0.0311831 | Time: 2180.02 ms [2022-04-15 08:43:30 main:574] : INFO : Epoch 1832 | loss: 0.031175 | val_loss: 0.0311812 | Time: 2051.15 ms [2022-04-15 08:43:32 main:574] : INFO : Epoch 1833 | loss: 0.0311755 | val_loss: 0.0311804 | Time: 2182.67 ms [2022-04-15 08:43:34 main:574] : INFO : Epoch 1834 | loss: 0.0311807 | val_loss: 0.0311867 | Time: 2307.58 ms [2022-04-15 08:43:37 main:574] : INFO : Epoch 1835 | loss: 0.031183 | val_loss: 0.0311837 | Time: 2473.16 ms [2022-04-15 08:43:39 main:574] : INFO : Epoch 1836 | loss: 0.031182 | val_loss: 0.031187 | Time: 2313.29 ms [2022-04-15 08:43:42 main:574] : INFO : Epoch 1837 | loss: 0.0311812 | val_loss: 0.0311832 | Time: 2338.18 ms [2022-04-15 08:43:44 main:574] : INFO : Epoch 1838 | loss: 0.0311783 | val_loss: 0.031182 | Time: 2147.26 ms [2022-04-15 08:43:46 main:574] : INFO : Epoch 1839 | loss: 0.0311774 | val_loss: 0.031182 | Time: 2139 ms [2022-04-15 08:43:58 main:574] : INFO : Epoch 1840 | loss: 0.0311769 | val_loss: 0.0311822 | Time: 11935.9 ms [2022-04-15 08:44:00 main:574] : INFO : Epoch 1841 | loss: 0.031178 | val_loss: 0.0311843 | Time: 2117.15 ms [2022-04-15 08:44:02 main:574] : INFO : Epoch 1842 | loss: 0.0311772 | val_loss: 0.0311834 | Time: 1973.08 ms [2022-04-15 08:44:04 main:574] : INFO : Epoch 1843 | loss: 0.0311767 | val_loss: 0.0311841 | Time: 2128.8 ms [2022-04-15 08:44:06 main:574] : INFO : Epoch 1844 | loss: 0.0311767 | val_loss: 0.0311827 | Time: 2085.32 ms [2022-04-15 08:44:08 main:574] : INFO : Epoch 1845 | loss: 0.0311754 | val_loss: 0.0311864 | Time: 2084.88 ms [2022-04-15 08:44:10 main:574] : INFO : Epoch 1846 | loss: 0.0311761 | val_loss: 0.0311834 | Time: 2167.68 ms [2022-04-15 08:44:12 main:574] : INFO : Epoch 1847 | loss: 0.0311755 | val_loss: 0.0311845 | Time: 1893.8 ms [2022-04-15 08:44:14 main:574] : INFO : Epoch 1848 | loss: 0.0311744 | val_loss: 0.0311836 | Time: 1966.39 ms [2022-04-15 08:44:16 main:574] : INFO : Epoch 1849 | loss: 0.0311759 | val_loss: 0.0311857 | Time: 2094.67 ms [2022-04-15 08:44:19 main:574] : INFO : Epoch 1850 | loss: 0.0311791 | val_loss: 0.0311897 | Time: 2191.24 ms [2022-04-15 08:44:21 main:574] : INFO : Epoch 1851 | loss: 0.0312256 | val_loss: 0.0312132 | Time: 2134.31 ms [2022-04-15 08:44:23 main:574] : INFO : Epoch 1852 | loss: 0.0330862 | val_loss: 0.0318507 | Time: 2113.34 ms [2022-04-15 08:44:25 main:574] : INFO : Epoch 1853 | loss: 0.0316841 | val_loss: 0.0314268 | Time: 2010.59 ms [2022-04-15 08:44:27 main:574] : INFO : Epoch 1854 | loss: 0.0312812 | val_loss: 0.0312127 | Time: 1981.98 ms [2022-04-15 08:44:29 main:574] : INFO : Epoch 1855 | loss: 0.0311956 | val_loss: 0.031193 | Time: 2180.67 ms [2022-04-15 08:44:31 main:574] : INFO : Epoch 1856 | loss: 0.0311816 | val_loss: 0.0311886 | Time: 2245.57 ms [2022-04-15 08:44:33 main:574] : INFO : Epoch 1857 | loss: 0.0311779 | val_loss: 0.0311868 | Time: 2142.24 ms [2022-04-15 08:44:36 main:574] : INFO : Epoch 1858 | loss: 0.0311753 | val_loss: 0.0311858 | Time: 2048.99 ms [2022-04-15 08:44:38 main:574] : INFO : Epoch 1859 | loss: 0.0311758 | val_loss: 0.0311859 | Time: 2227.53 ms [2022-04-15 08:44:40 main:574] : INFO : Epoch 1860 | loss: 0.0311743 | val_loss: 0.0311844 | Time: 2180.24 ms [2022-04-15 08:44:42 main:574] : INFO : Epoch 1861 | loss: 0.0311738 | val_loss: 0.0311839 | Time: 2014.44 ms [2022-04-15 08:44:44 main:574] : INFO : Epoch 1862 | loss: 0.031173 | val_loss: 0.031183 | Time: 2076.91 ms [2022-04-15 08:44:46 main:574] : INFO : Epoch 1863 | loss: 0.0311724 | val_loss: 0.0311857 | Time: 2035.1 ms [2022-04-15 08:44:48 main:574] : INFO : Epoch 1864 | loss: 0.0311717 | val_loss: 0.0311822 | Time: 1978.13 ms [2022-04-15 08:44:50 main:574] : INFO : Epoch 1865 | loss: 0.0311722 | val_loss: 0.0311818 | Time: 2045 ms [2022-04-15 08:44:52 main:574] : INFO : Epoch 1866 | loss: 0.0311717 | val_loss: 0.0311838 | Time: 2149.62 ms [2022-04-15 08:44:55 main:574] : INFO : Epoch 1867 | loss: 0.031172 | val_loss: 0.0311818 | Time: 2201.03 ms [2022-04-15 08:44:57 main:574] : INFO : Epoch 1868 | loss: 0.0311715 | val_loss: 0.0311834 | Time: 2220.23 ms [2022-04-15 08:44:59 main:574] : INFO : Epoch 1869 | loss: 0.0311717 | val_loss: 0.0311831 | Time: 2104.06 ms [2022-04-15 08:45:01 main:574] : INFO : Epoch 1870 | loss: 0.0311713 | val_loss: 0.031182 | Time: 1925.62 ms [2022-04-15 08:45:03 main:574] : INFO : Epoch 1871 | loss: 0.0311706 | val_loss: 0.031183 | Time: 1968.29 ms [2022-04-15 08:45:05 main:574] : INFO : Epoch 1872 | loss: 0.0311703 | val_loss: 0.0311824 | Time: 2018.54 ms [2022-04-15 08:45:07 main:574] : INFO : Epoch 1873 | loss: 0.0311703 | val_loss: 0.0311821 | Time: 1916.16 ms [2022-04-15 08:45:09 main:574] : INFO : Epoch 1874 | loss: 0.0311698 | val_loss: 0.0311821 | Time: 1964.71 ms [2022-04-15 08:45:11 main:574] : INFO : Epoch 1875 | loss: 0.0311696 | val_loss: 0.0311846 | Time: 1954.01 ms [2022-04-15 08:45:13 main:574] : INFO : Epoch 1876 | loss: 0.0311708 | val_loss: 0.031182 | Time: 1899.5 ms [2022-04-15 08:45:15 main:574] : INFO : Epoch 1877 | loss: 0.0311694 | val_loss: 0.0311848 | Time: 2117.22 ms [2022-04-15 08:45:18 main:574] : INFO : Epoch 1878 | loss: 0.03117 | val_loss: 0.0311818 | Time: 2941.42 ms [2022-04-15 08:45:20 main:574] : INFO : Epoch 1879 | loss: 0.0311696 | val_loss: 0.0311812 | Time: 2654.51 ms [2022-04-15 08:45:23 main:574] : INFO : Epoch 1880 | loss: 0.0311686 | val_loss: 0.0311811 | Time: 2883.31 ms [2022-04-15 08:45:26 main:574] : INFO : Epoch 1881 | loss: 0.0311688 | val_loss: 0.0311817 | Time: 2317.25 ms [2022-04-15 08:45:38 main:574] : INFO : Epoch 1882 | loss: 0.0311683 | val_loss: 0.0311805 | Time: 11866.6 ms [2022-04-15 08:45:39 main:574] : INFO : Epoch 1883 | loss: 0.0311682 | val_loss: 0.0311809 | Time: 1931.1 ms [2022-04-15 08:45:41 main:574] : INFO : Epoch 1884 | loss: 0.0311682 | val_loss: 0.0311827 | Time: 1922.34 ms [2022-04-15 08:45:43 main:574] : INFO : Epoch 1885 | loss: 0.031169 | val_loss: 0.0311821 | Time: 1947.89 ms [2022-04-15 08:45:46 main:574] : INFO : Epoch 1886 | loss: 0.0311699 | val_loss: 0.0311809 | Time: 2150.5 ms [2022-04-15 08:45:48 main:574] : INFO : Epoch 1887 | loss: 0.0311697 | val_loss: 0.031181 | Time: 2253.47 ms [2022-04-15 08:45:50 main:574] : INFO : Epoch 1888 | loss: 0.031169 | val_loss: 0.0311805 | Time: 2208.7 ms [2022-04-15 08:45:52 main:574] : INFO : Epoch 1889 | loss: 0.0311688 | val_loss: 0.0311805 | Time: 2415.24 ms [2022-04-15 08:45:55 main:574] : INFO : Epoch 1890 | loss: 0.0311698 | val_loss: 0.0311805 | Time: 2204.36 ms [2022-04-15 08:45:57 main:574] : INFO : Epoch 1891 | loss: 0.0311699 | val_loss: 0.0311807 | Time: 2328.09 ms [2022-04-15 08:45:59 main:574] : INFO : Epoch 1892 | loss: 0.0311704 | val_loss: 0.031181 | Time: 2255.9 ms [2022-04-15 08:46:02 main:574] : INFO : Epoch 1893 | loss: 0.0311712 | val_loss: 0.0311816 | Time: 2347.67 ms [2022-04-15 08:46:04 main:574] : INFO : Epoch 1894 | loss: 0.0311709 | val_loss: 0.0311827 | Time: 2214.42 ms [2022-04-15 08:46:06 main:574] : INFO : Epoch 1895 | loss: 0.0311713 | val_loss: 0.0311806 | Time: 2363.32 ms [2022-04-15 08:46:09 main:574] : INFO : Epoch 1896 | loss: 0.03117 | val_loss: 0.0311806 | Time: 2258.89 ms [2022-04-15 08:46:11 main:574] : INFO : Epoch 1897 | loss: 0.0311702 | val_loss: 0.0311814 | Time: 2304.31 ms [2022-04-15 08:46:13 main:574] : INFO : Epoch 1898 | loss: 0.0311706 | val_loss: 0.0311809 | Time: 2383.19 ms [2022-04-15 08:46:16 main:574] : INFO : Epoch 1899 | loss: 0.0311693 | val_loss: 0.0311808 | Time: 2366.36 ms [2022-04-15 08:46:18 main:574] : INFO : Epoch 1900 | loss: 0.0311693 | val_loss: 0.0311802 | Time: 2372.72 ms [2022-04-15 08:46:21 main:574] : INFO : Epoch 1901 | loss: 0.0311688 | val_loss: 0.0311819 | Time: 2400.12 ms [2022-04-15 08:46:23 main:574] : INFO : Epoch 1902 | loss: 0.0311696 | val_loss: 0.0311783 | Time: 2345.42 ms [2022-04-15 08:46:26 main:574] : INFO : Epoch 1903 | loss: 0.0311696 | val_loss: 0.0311784 | Time: 2382.63 ms [2022-04-15 08:46:28 main:574] : INFO : Epoch 1904 | loss: 0.031168 | val_loss: 0.0311793 | Time: 2323.54 ms [2022-04-15 08:46:30 main:574] : INFO : Epoch 1905 | loss: 0.0311684 | val_loss: 0.0311792 | Time: 2342.89 ms [2022-04-15 08:46:33 main:574] : INFO : Epoch 1906 | loss: 0.0311691 | val_loss: 0.031184 | Time: 2358.1 ms [2022-04-15 08:46:35 main:574] : INFO : Epoch 1907 | loss: 0.0311696 | val_loss: 0.0311805 | Time: 2354.33 ms [2022-04-15 08:46:38 main:574] : INFO : Epoch 1908 | loss: 0.0311674 | val_loss: 0.0311802 | Time: 2421.73 ms [2022-04-15 08:46:40 main:574] : INFO : Epoch 1909 | loss: 0.0311675 | val_loss: 0.0311811 | Time: 2368.3 ms [2022-04-15 08:46:43 main:574] : INFO : Epoch 1910 | loss: 0.0311684 | val_loss: 0.0311799 | Time: 2339.06 ms [2022-04-15 08:46:45 main:574] : INFO : Epoch 1911 | loss: 0.0311736 | val_loss: 0.0311795 | Time: 2431.8 ms [2022-04-15 08:46:47 main:574] : INFO : Epoch 1912 | loss: 0.0311734 | val_loss: 0.0311785 | Time: 2400.93 ms [2022-04-15 08:46:50 main:574] : INFO : Epoch 1913 | loss: 0.0311727 | val_loss: 0.0311784 | Time: 2683.52 ms [2022-04-15 08:46:53 main:574] : INFO : Epoch 1914 | loss: 0.0311724 | val_loss: 0.031179 | Time: 2818.79 ms [2022-04-15 08:46:56 main:574] : INFO : Epoch 1915 | loss: 0.0311712 | val_loss: 0.0311788 | Time: 2666.89 ms [2022-04-15 08:47:08 main:574] : INFO : Epoch 1916 | loss: 0.0311706 | val_loss: 0.031178 | Time: 11993.2 ms [2022-04-15 08:47:10 main:574] : INFO : Epoch 1917 | loss: 0.0311705 | val_loss: 0.0311779 | Time: 2178.52 ms [2022-04-15 08:47:12 main:574] : INFO : Epoch 1918 | loss: 0.0311706 | val_loss: 0.0311784 | Time: 2278 ms [2022-04-15 08:47:15 main:574] : INFO : Epoch 1919 | loss: 0.0311711 | val_loss: 0.031178 | Time: 2643.78 ms [2022-04-15 08:47:27 main:574] : INFO : Epoch 1920 | loss: 0.0311708 | val_loss: 0.0311781 | Time: 12105.1 ms [2022-04-15 08:47:29 main:574] : INFO : Epoch 1921 | loss: 0.0311708 | val_loss: 0.0311777 | Time: 2371.48 ms [2022-04-15 08:47:32 main:574] : INFO : Epoch 1922 | loss: 0.0311707 | val_loss: 0.0311776 | Time: 2393.46 ms [2022-04-15 08:47:34 main:574] : INFO : Epoch 1923 | loss: 0.031169 | val_loss: 0.0311771 | Time: 2321.9 ms [2022-04-15 08:47:37 main:574] : INFO : Epoch 1924 | loss: 0.0311702 | val_loss: 0.0311774 | Time: 2299.45 ms [2022-04-15 08:47:39 main:574] : INFO : Epoch 1925 | loss: 0.0311689 | val_loss: 0.0311764 | Time: 2271.58 ms [2022-04-15 08:47:41 main:574] : INFO : Epoch 1926 | loss: 0.0311692 | val_loss: 0.0311774 | Time: 2322.64 ms [2022-04-15 08:47:44 main:574] : INFO : Epoch 1927 | loss: 0.0311705 | val_loss: 0.031183 | Time: 2368.3 ms [2022-04-15 08:47:46 main:574] : INFO : Epoch 1928 | loss: 0.0311778 | val_loss: 0.0311814 | Time: 2776.78 ms [2022-04-15 08:47:49 main:574] : INFO : Epoch 1929 | loss: 0.0311796 | val_loss: 0.0311847 | Time: 2757.03 ms [2022-04-15 08:47:52 main:574] : INFO : Epoch 1930 | loss: 0.0311798 | val_loss: 0.0311817 | Time: 2572.08 ms [2022-04-15 08:47:54 main:574] : INFO : Epoch 1931 | loss: 0.0311763 | val_loss: 0.0311784 | Time: 2263.81 ms [2022-04-15 08:47:57 main:574] : INFO : Epoch 1932 | loss: 0.031175 | val_loss: 0.0311778 | Time: 2323.58 ms [2022-04-15 08:47:59 main:574] : INFO : Epoch 1933 | loss: 0.0311744 | val_loss: 0.0311779 | Time: 2368.53 ms [2022-04-15 08:48:01 main:574] : INFO : Epoch 1934 | loss: 0.0311744 | val_loss: 0.0311781 | Time: 2243.59 ms [2022-04-15 08:48:03 main:574] : INFO : Epoch 1935 | loss: 0.0311744 | val_loss: 0.0311793 | Time: 2156.42 ms [2022-04-15 08:48:06 main:574] : INFO : Epoch 1936 | loss: 0.0311735 | val_loss: 0.0311794 | Time: 2176.6 ms [2022-04-15 08:48:08 main:574] : INFO : Epoch 1937 | loss: 0.0311733 | val_loss: 0.0311768 | Time: 2219.46 ms [2022-04-15 08:48:10 main:574] : INFO : Epoch 1938 | loss: 0.0311728 | val_loss: 0.0311779 | Time: 2301.03 ms [2022-04-15 08:48:12 main:574] : INFO : Epoch 1939 | loss: 0.0311733 | val_loss: 0.0311803 | Time: 2077.73 ms [2022-04-15 08:48:14 main:574] : INFO : Epoch 1940 | loss: 0.0311724 | val_loss: 0.0311794 | Time: 2111.38 ms [2022-04-15 08:48:17 main:574] : INFO : Epoch 1941 | loss: 0.0311711 | val_loss: 0.0311787 | Time: 2291.56 ms [2022-04-15 08:48:19 main:574] : INFO : Epoch 1942 | loss: 0.0311712 | val_loss: 0.0311794 | Time: 2093.58 ms [2022-04-15 08:48:21 main:574] : INFO : Epoch 1943 | loss: 0.0311752 | val_loss: 0.0311786 | Time: 2254.52 ms [2022-04-15 08:48:23 main:574] : INFO : Epoch 1944 | loss: 0.0311758 | val_loss: 0.0311763 | Time: 2096.79 ms [2022-04-15 08:48:25 main:574] : INFO : Epoch 1945 | loss: 0.0311731 | val_loss: 0.0311764 | Time: 2072.98 ms [2022-04-15 08:48:27 main:574] : INFO : Epoch 1946 | loss: 0.0311726 | val_loss: 0.0311776 | Time: 2121 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1060 6GB) [2022-04-15 09:29:41 main:435] : INFO : Set logging level to 1 [2022-04-15 09:29:41 main:441] : INFO : Running in BOINC Client mode [2022-04-15 09:29:41 main:444] : INFO : Resolving all filenames [2022-04-15 09:29:41 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-15 09:29:41 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-15 09:29:41 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-15 09:29:41 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-15 09:29:41 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-15 09:29:41 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-15 09:29:41 main:474] : INFO : Configuration: [2022-04-15 09:29:41 main:475] : INFO : Model type: GRU [2022-04-15 09:29:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-15 09:29:41 main:477] : INFO : Max Epochs: 2048 [2022-04-15 09:29:41 main:478] : INFO : Batch Size: 128 [2022-04-15 09:29:41 main:479] : INFO : Learning Rate: 0.01 [2022-04-15 09:29:41 main:480] : INFO : Patience: 10 [2022-04-15 09:29:41 main:481] : INFO : Hidden Width: 12 [2022-04-15 09:29:41 main:482] : INFO : # Recurrent Layers: 4 [2022-04-15 09:29:41 main:483] : INFO : # Backend Layers: 4 [2022-04-15 09:29:41 main:484] : INFO : # Threads: 1 [2022-04-15 09:29:41 main:486] : INFO : Preparing Dataset [2022-04-15 09:29:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-15 09:29:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-15 09:29:45 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-15 09:29:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-15 09:29:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-15 09:29:45 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-15 09:29:45 main:494] : INFO : Creating Model [2022-04-15 09:29:45 main:507] : INFO : Preparing config file [2022-04-15 09:29:45 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-15 09:29:45 main:512] : INFO : Loading config [2022-04-15 09:29:45 main:514] : INFO : Loading state [2022-04-15 09:29:47 main:559] : INFO : Loading DataLoader into Memory [2022-04-15 09:29:47 main:562] : INFO : Starting Training [2022-04-15 09:29:50 main:574] : INFO : Epoch 1922 | loss: 0.0313475 | val_loss: 0.0312218 | Time: 2724.39 ms [2022-04-15 09:29:52 main:574] : INFO : Epoch 1923 | loss: 0.0311928 | val_loss: 0.0311838 | Time: 2263.98 ms [2022-04-15 09:29:54 main:574] : INFO : Epoch 1924 | loss: 0.0311766 | val_loss: 0.0311799 | Time: 2089.32 ms [2022-04-15 09:29:57 main:574] : INFO : Epoch 1925 | loss: 0.0311742 | val_loss: 0.0311784 | Time: 2345.87 ms [2022-04-15 09:29:59 main:574] : INFO : Epoch 1926 | loss: 0.0311738 | val_loss: 0.0311771 | Time: 2150.7 ms [2022-04-15 09:30:01 main:574] : INFO : Epoch 1927 | loss: 0.0311729 | val_loss: 0.031178 | Time: 2064.25 ms [2022-04-15 09:30:03 main:574] : INFO : Epoch 1928 | loss: 0.0311737 | val_loss: 0.0311795 | Time: 1820.89 ms [2022-04-15 09:30:05 main:574] : INFO : Epoch 1929 | loss: 0.0311767 | val_loss: 0.0311792 | Time: 1915.03 ms [2022-04-15 09:30:07 main:574] : INFO : Epoch 1930 | loss: 0.0311755 | val_loss: 0.0311786 | Time: 1896.38 ms [2022-04-15 09:30:08 main:574] : INFO : Epoch 1931 | loss: 0.0311743 | val_loss: 0.0311819 | Time: 1782.19 ms [2022-04-15 09:30:10 main:574] : INFO : Epoch 1932 | loss: 0.0311755 | val_loss: 0.0311798 | Time: 1934.01 ms [2022-04-15 09:30:12 main:574] : INFO : Epoch 1933 | loss: 0.0311763 | val_loss: 0.031183 | Time: 2030.45 ms [2022-04-15 09:30:15 main:574] : INFO : Epoch 1934 | loss: 0.0311762 | val_loss: 0.0311796 | Time: 2147.71 ms [2022-04-15 09:30:17 main:574] : INFO : Epoch 1935 | loss: 0.0311771 | val_loss: 0.0311817 | Time: 2323.58 ms [2022-04-15 09:30:19 main:574] : INFO : Epoch 1936 | loss: 0.0311766 | val_loss: 0.0311842 | Time: 2026.94 ms [2022-04-15 09:30:21 main:574] : INFO : Epoch 1937 | loss: 0.0311781 | val_loss: 0.0311788 | Time: 2063.03 ms [2022-04-15 09:30:23 main:574] : INFO : Epoch 1938 | loss: 0.0311775 | val_loss: 0.0311806 | Time: 2335.72 ms [2022-04-15 09:30:26 main:574] : INFO : Epoch 1939 | loss: 0.0311772 | val_loss: 0.0311783 | Time: 2255.36 ms [2022-04-15 09:30:27 main:574] : INFO : Epoch 1940 | loss: 0.0311748 | val_loss: 0.0311764 | Time: 1831.38 ms [2022-04-15 09:30:30 main:574] : INFO : Epoch 1941 | loss: 0.0311745 | val_loss: 0.0311785 | Time: 2081.97 ms [2022-04-15 09:30:32 main:574] : INFO : Epoch 1942 | loss: 0.031174 | val_loss: 0.0311794 | Time: 2202.62 ms [2022-04-15 09:30:34 main:574] : INFO : Epoch 1943 | loss: 0.0311736 | val_loss: 0.0311803 | Time: 2188.82 ms [2022-04-15 09:30:36 main:574] : INFO : Epoch 1944 | loss: 0.0311757 | val_loss: 0.0311827 | Time: 2116.22 ms [2022-04-15 09:30:38 main:574] : INFO : Epoch 1945 | loss: 0.0311739 | val_loss: 0.0311781 | Time: 1956.17 ms [2022-04-15 09:30:41 main:574] : INFO : Epoch 1946 | loss: 0.0311716 | val_loss: 0.0311773 | Time: 2664.55 ms [2022-04-15 09:30:43 main:574] : INFO : Epoch 1947 | loss: 0.0311743 | val_loss: 0.0311804 | Time: 2068.85 ms [2022-04-15 09:30:45 main:574] : INFO : Epoch 1948 | loss: 0.031179 | val_loss: 0.0311891 | Time: 2233.31 ms [2022-04-15 09:30:47 main:574] : INFO : Epoch 1949 | loss: 0.0311834 | val_loss: 0.0311836 | Time: 2248.39 ms [2022-04-15 09:30:49 main:574] : INFO : Epoch 1950 | loss: 0.0311805 | val_loss: 0.0311837 | Time: 1913.16 ms [2022-04-15 09:30:51 main:574] : INFO : Epoch 1951 | loss: 0.0311797 | val_loss: 0.0311854 | Time: 2180.52 ms [2022-04-15 09:30:53 main:574] : INFO : Epoch 1952 | loss: 0.0311792 | val_loss: 0.0311836 | Time: 2039.81 ms [2022-04-15 09:30:55 main:574] : INFO : Epoch 1953 | loss: 0.0311778 | val_loss: 0.0311827 | Time: 2005.36 ms [2022-04-15 09:30:57 main:574] : INFO : Epoch 1954 | loss: 0.0311788 | val_loss: 0.0311827 | Time: 1912.91 ms [2022-04-15 09:30:59 main:574] : INFO : Epoch 1955 | loss: 0.0311794 | val_loss: 0.0311821 | Time: 1961.41 ms [2022-04-15 09:31:01 main:574] : INFO : Epoch 1956 | loss: 0.0311787 | val_loss: 0.0311882 | Time: 2130.96 ms [2022-04-15 09:31:04 main:574] : INFO : Epoch 1957 | loss: 0.0311808 | val_loss: 0.0311851 | Time: 2315.86 ms [2022-04-15 09:31:06 main:574] : INFO : Epoch 1958 | loss: 0.0311786 | val_loss: 0.0311848 | Time: 1920.74 ms [2022-04-15 09:31:08 main:574] : INFO : Epoch 1959 | loss: 0.0311777 | val_loss: 0.0311834 | Time: 2270.92 ms [2022-04-15 09:31:10 main:574] : INFO : Epoch 1960 | loss: 0.0311771 | val_loss: 0.031184 | Time: 2203.94 ms [2022-04-15 09:31:12 main:574] : INFO : Epoch 1961 | loss: 0.0311771 | val_loss: 0.0311813 | Time: 1904.36 ms [2022-04-15 09:31:14 main:574] : INFO : Epoch 1962 | loss: 0.0311751 | val_loss: 0.0311818 | Time: 1994.65 ms [2022-04-15 09:31:16 main:574] : INFO : Epoch 1963 | loss: 0.0311735 | val_loss: 0.0311782 | Time: 2186.07 ms [2022-04-15 09:31:18 main:574] : INFO : Epoch 1964 | loss: 0.0311728 | val_loss: 0.0311779 | Time: 2111.02 ms [2022-04-15 09:31:21 main:574] : INFO : Epoch 1965 | loss: 0.0311744 | val_loss: 0.031181 | Time: 2261.63 ms [2022-04-15 09:31:23 main:574] : INFO : Epoch 1966 | loss: 0.0311766 | val_loss: 0.0311812 | Time: 2108.02 ms [2022-04-15 09:31:25 main:574] : INFO : Epoch 1967 | loss: 0.0311768 | val_loss: 0.0311827 | Time: 2113.58 ms [2022-04-15 09:31:27 main:574] : INFO : Epoch 1968 | loss: 0.0311766 | val_loss: 0.0311799 | Time: 2024.58 ms [2022-04-15 09:31:29 main:574] : INFO : Epoch 1969 | loss: 0.0311765 | val_loss: 0.0311799 | Time: 2062.03 ms [2022-04-15 09:31:31 main:574] : INFO : Epoch 1970 | loss: 0.0311764 | val_loss: 0.0311767 | Time: 2134.58 ms [2022-04-15 09:31:33 main:574] : INFO : Epoch 1971 | loss: 0.0311787 | val_loss: 0.0311819 | Time: 1972.97 ms [2022-04-15 09:31:35 main:574] : INFO : Epoch 1972 | loss: 0.0311794 | val_loss: 0.0311802 | Time: 2021.37 ms [2022-04-15 09:31:37 main:574] : INFO : Epoch 1973 | loss: 0.0311783 | val_loss: 0.0311802 | Time: 2164.35 ms [2022-04-15 09:31:39 main:574] : INFO : Epoch 1974 | loss: 0.0311774 | val_loss: 0.0311795 | Time: 1832.25 ms [2022-04-15 09:31:41 main:574] : INFO : Epoch 1975 | loss: 0.0311761 | val_loss: 0.0311784 | Time: 1911.31 ms [2022-04-15 09:31:43 main:574] : INFO : Epoch 1976 | loss: 0.0311742 | val_loss: 0.0311776 | Time: 1919.59 ms [2022-04-15 09:31:45 main:574] : INFO : Epoch 1977 | loss: 0.0311734 | val_loss: 0.0311795 | Time: 1988.99 ms [2022-04-15 09:31:47 main:574] : INFO : Epoch 1978 | loss: 0.0311723 | val_loss: 0.0311794 | Time: 2122.65 ms [2022-04-15 09:31:49 main:574] : INFO : Epoch 1979 | loss: 0.0311735 | val_loss: 0.0311761 | Time: 2200.59 ms [2022-04-15 09:31:52 main:574] : INFO : Epoch 1980 | loss: 0.0311732 | val_loss: 0.0311769 | Time: 2351.98 ms [2022-04-15 09:31:54 main:574] : INFO : Epoch 1981 | loss: 0.0311712 | val_loss: 0.0311795 | Time: 2174.6 ms [2022-04-15 09:31:56 main:574] : INFO : Epoch 1982 | loss: 0.0311714 | val_loss: 0.031177 | Time: 2165.71 ms [2022-04-15 09:31:58 main:574] : INFO : Epoch 1983 | loss: 0.0311718 | val_loss: 0.0311767 | Time: 1884 ms [2022-04-15 09:32:00 main:574] : INFO : Epoch 1984 | loss: 0.0311714 | val_loss: 0.0311771 | Time: 1806.88 ms [2022-04-15 09:32:02 main:574] : INFO : Epoch 1985 | loss: 0.0311717 | val_loss: 0.031179 | Time: 2041.36 ms [2022-04-15 09:32:04 main:574] : INFO : Epoch 1986 | loss: 0.0311725 | val_loss: 0.0311781 | Time: 2018.46 ms [2022-04-15 09:32:06 main:574] : INFO : Epoch 1987 | loss: 0.031171 | val_loss: 0.0311775 | Time: 1998.02 ms [2022-04-15 09:32:08 main:574] : INFO : Epoch 1988 | loss: 0.0311701 | val_loss: 0.0311774 | Time: 1963.47 ms [2022-04-15 09:32:10 main:574] : INFO : Epoch 1989 | loss: 0.0311697 | val_loss: 0.031178 | Time: 2132.48 ms [2022-04-15 09:32:12 main:574] : INFO : Epoch 1990 | loss: 0.0311696 | val_loss: 0.0311778 | Time: 2249.28 ms [2022-04-15 09:32:14 main:574] : INFO : Epoch 1991 | loss: 0.0311704 | val_loss: 0.0311768 | Time: 2168.55 ms [2022-04-15 09:32:16 main:574] : INFO : Epoch 1992 | loss: 0.0311715 | val_loss: 0.0311768 | Time: 1981.01 ms [2022-04-15 09:32:18 main:574] : INFO : Epoch 1993 | loss: 0.0311711 | val_loss: 0.0311765 | Time: 2060.85 ms [2022-04-15 09:32:30 main:574] : INFO : Epoch 1994 | loss: 0.0311695 | val_loss: 0.0311769 | Time: 11785.3 ms [2022-04-15 09:32:32 main:574] : INFO : Epoch 1995 | loss: 0.0311689 | val_loss: 0.0311763 | Time: 2091.44 ms [2022-04-15 09:32:34 main:574] : INFO : Epoch 1996 | loss: 0.0311688 | val_loss: 0.0311777 | Time: 2203.34 ms [2022-04-15 09:32:36 main:574] : INFO : Epoch 1997 | loss: 0.0311683 | val_loss: 0.0311815 | Time: 2022.19 ms [2022-04-15 09:32:38 main:574] : INFO : Epoch 1998 | loss: 0.0311701 | val_loss: 0.031175 | Time: 1961.18 ms [2022-04-15 09:32:44 main:574] : INFO : Epoch 1999 | loss: 0.0311677 | val_loss: 0.0311745 | Time: 5357.03 ms [2022-04-15 09:32:48 main:574] : INFO : Epoch 2000 | loss: 0.0311673 | val_loss: 0.0311774 | Time: 4608.59 ms [2022-04-15 09:33:03 main:574] : INFO : Epoch 2001 | loss: 0.0311671 | val_loss: 0.0311773 | Time: 10501.4 ms [2022-04-15 09:33:06 main:574] : INFO : Epoch 2002 | loss: 0.031167 | val_loss: 0.0311758 | Time: 2796.06 ms [2022-04-15 09:33:08 main:574] : INFO : Epoch 2003 | loss: 0.0311662 | val_loss: 0.0311755 | Time: 2751.92 ms [2022-04-15 09:33:11 main:574] : INFO : Epoch 2004 | loss: 0.0311669 | val_loss: 0.0311767 | Time: 2156.92 ms [2022-04-15 09:33:13 main:574] : INFO : Epoch 2005 | loss: 0.0311684 | val_loss: 0.031175 | Time: 2335.06 ms [2022-04-15 09:33:15 main:574] : INFO : Epoch 2006 | loss: 0.0311683 | val_loss: 0.0311752 | Time: 2090.18 ms [2022-04-15 09:33:17 main:574] : INFO : Epoch 2007 | loss: 0.0311703 | val_loss: 0.0311798 | Time: 2110.01 ms [2022-04-15 09:33:19 main:574] : INFO : Epoch 2008 | loss: 0.0311709 | val_loss: 0.0311782 | Time: 2073.85 ms [2022-04-15 09:33:21 main:574] : INFO : Epoch 2009 | loss: 0.0311698 | val_loss: 0.0311765 | Time: 2163.43 ms [2022-04-15 09:33:24 main:574] : INFO : Epoch 2010 | loss: 0.0311694 | val_loss: 0.0311771 | Time: 2211.39 ms [2022-04-15 09:33:26 main:574] : INFO : Epoch 2011 | loss: 0.0311712 | val_loss: 0.0311772 | Time: 2029.2 ms [2022-04-15 09:33:28 main:574] : INFO : Epoch 2012 | loss: 0.0311736 | val_loss: 0.0311802 | Time: 2214.59 ms [2022-04-15 09:33:30 main:574] : INFO : Epoch 2013 | loss: 0.0311729 | val_loss: 0.0311759 | Time: 2067.58 ms [2022-04-15 09:33:32 main:574] : INFO : Epoch 2014 | loss: 0.0311719 | val_loss: 0.0311777 | Time: 2278.82 ms [2022-04-15 09:33:34 main:574] : INFO : Epoch 2015 | loss: 0.0311758 | val_loss: 0.0311797 | Time: 2067.51 ms [2022-04-15 09:33:36 main:574] : INFO : Epoch 2016 | loss: 0.0311749 | val_loss: 0.0311791 | Time: 2030.89 ms [2022-04-15 09:33:39 main:574] : INFO : Epoch 2017 | loss: 0.0311749 | val_loss: 0.031179 | Time: 2215.39 ms [2022-04-15 09:33:41 main:574] : INFO : Epoch 2018 | loss: 0.0311742 | val_loss: 0.0311768 | Time: 2233.29 ms [2022-04-15 09:33:53 main:574] : INFO : Epoch 2019 | loss: 0.0311736 | val_loss: 0.0311766 | Time: 12053.2 ms [2022-04-15 09:33:55 main:574] : INFO : Epoch 2020 | loss: 0.0311736 | val_loss: 0.0311786 | Time: 1929.5 ms [2022-04-15 09:33:57 main:574] : INFO : Epoch 2021 | loss: 0.0311732 | val_loss: 0.0311783 | Time: 2143.33 ms [2022-04-15 09:33:59 main:574] : INFO : Epoch 2022 | loss: 0.0311736 | val_loss: 0.0311771 | Time: 1868.93 ms [2022-04-15 09:34:01 main:574] : INFO : Epoch 2023 | loss: 0.0311765 | val_loss: 0.0311785 | Time: 2077.98 ms [2022-04-15 09:34:03 main:574] : INFO : Epoch 2024 | loss: 0.0311752 | val_loss: 0.0311772 | Time: 2227.86 ms [2022-04-15 09:34:05 main:574] : INFO : Epoch 2025 | loss: 0.0311731 | val_loss: 0.0311765 | Time: 2312.71 ms [2022-04-15 09:34:08 main:574] : INFO : Epoch 2026 | loss: 0.031172 | val_loss: 0.0311766 | Time: 2218.94 ms [2022-04-15 09:34:10 main:574] : INFO : Epoch 2027 | loss: 0.0311718 | val_loss: 0.0311796 | Time: 2073.9 ms [2022-04-15 09:34:12 main:574] : INFO : Epoch 2028 | loss: 0.0311719 | val_loss: 0.0311764 | Time: 2237.94 ms [2022-04-15 09:34:14 main:574] : INFO : Epoch 2029 | loss: 0.03117 | val_loss: 0.0311763 | Time: 2210.25 ms [2022-04-15 09:34:16 main:574] : INFO : Epoch 2030 | loss: 0.0311696 | val_loss: 0.0311762 | Time: 2222.78 ms [2022-04-15 09:34:19 main:574] : INFO : Epoch 2031 | loss: 0.03117 | val_loss: 0.0311778 | Time: 2199.65 ms [2022-04-15 09:34:21 main:574] : INFO : Epoch 2032 | loss: 0.03117 | val_loss: 0.0311776 | Time: 2178.04 ms [2022-04-15 09:34:23 main:574] : INFO : Epoch 2033 | loss: 0.0311703 | val_loss: 0.0311755 | Time: 2392.45 ms [2022-04-15 09:34:25 main:574] : INFO : Epoch 2034 | loss: 0.03117 | val_loss: 0.0311756 | Time: 2114.05 ms [2022-04-15 09:34:28 main:574] : INFO : Epoch 2035 | loss: 0.0311681 | val_loss: 0.0311762 | Time: 2240.72 ms [2022-04-15 09:34:30 main:574] : INFO : Epoch 2036 | loss: 0.0311684 | val_loss: 0.0311759 | Time: 1998.11 ms [2022-04-15 09:34:32 main:574] : INFO : Epoch 2037 | loss: 0.0311684 | val_loss: 0.0311756 | Time: 2217.11 ms [2022-04-15 09:34:34 main:574] : INFO : Epoch 2038 | loss: 0.0311678 | val_loss: 0.0311778 | Time: 2282.78 ms [2022-04-15 09:34:36 main:574] : INFO : Epoch 2039 | loss: 0.0311678 | val_loss: 0.031177 | Time: 2417.06 ms [2022-04-15 09:34:39 main:574] : INFO : Epoch 2040 | loss: 0.0311667 | val_loss: 0.0311776 | Time: 2196.64 ms [2022-04-15 09:34:41 main:574] : INFO : Epoch 2041 | loss: 0.0311672 | val_loss: 0.0311767 | Time: 2244.35 ms [2022-04-15 09:34:53 main:574] : INFO : Epoch 2042 | loss: 0.0311679 | val_loss: 0.0311773 | Time: 12019.6 ms [2022-04-15 09:34:55 main:574] : INFO : Epoch 2043 | loss: 0.0311672 | val_loss: 0.0311754 | Time: 2064.54 ms [2022-04-15 09:34:57 main:574] : INFO : Epoch 2044 | loss: 0.0311666 | val_loss: 0.0311759 | Time: 2029.06 ms [2022-04-15 09:34:59 main:574] : INFO : Epoch 2045 | loss: 0.031167 | val_loss: 0.031179 | Time: 2049.04 ms [2022-04-15 09:35:01 main:574] : INFO : Epoch 2046 | loss: 0.0311681 | val_loss: 0.0311764 | Time: 2132.15 ms [2022-04-15 09:35:03 main:574] : INFO : Epoch 2047 | loss: 0.0311704 | val_loss: 0.0311758 | Time: 2028.68 ms [2022-04-15 09:35:05 main:574] : INFO : Epoch 2048 | loss: 0.0311705 | val_loss: 0.0311731 | Time: 2163 ms [2022-04-15 09:35:05 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311731 [2022-04-15 09:35:05 main:603] : INFO : Saving end state to config to file [2022-04-15 09:35:05 main:608] : INFO : Success, exiting.. 09:35:05 (4396): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)