| Name | ParityModified-1638634432-11689-3-0_0 |
| Workunit | 7954525 |
| Created | 11 Jan 2022, 3:21:52 UTC |
| Sent | 27 Jan 2022, 0:47:20 UTC |
| Report deadline | 4 Feb 2022, 0:47:20 UTC |
| Received | 31 Jan 2022, 16:43:17 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18384 |
| Run time | 4 hours 30 min 32 sec |
| CPU time | 4 hours 23 min 31 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,880.04 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.29 GB |
| Peak swap size | 3.58 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> .79 ms [2022-01-30 16:22:15 main:574] : INFO : Epoch 1579 | loss: 0.0311733 | val_loss: 0.0311803 | Time: 5955.82 ms [2022-01-30 16:22:21 main:574] : INFO : Epoch 1580 | loss: 0.0311741 | val_loss: 0.0311812 | Time: 5925.13 ms [2022-01-30 16:22:27 main:574] : INFO : Epoch 1581 | loss: 0.0311736 | val_loss: 0.0311824 | Time: 5829.64 ms [2022-01-30 16:22:33 main:574] : INFO : Epoch 1582 | loss: 0.0311743 | val_loss: 0.031182 | Time: 5909.88 ms [2022-01-30 16:22:39 main:574] : INFO : Epoch 1583 | loss: 0.0311769 | val_loss: 0.0311839 | Time: 5875.46 ms [2022-01-30 16:22:44 main:574] : INFO : Epoch 1584 | loss: 0.0311745 | val_loss: 0.0311827 | Time: 5756.06 ms [2022-01-30 16:22:50 main:574] : INFO : Epoch 1585 | loss: 0.0311744 | val_loss: 0.0311801 | Time: 5946.36 ms [2022-01-30 16:22:56 main:574] : INFO : Epoch 1586 | loss: 0.0311721 | val_loss: 0.0311808 | Time: 5904.91 ms [2022-01-30 16:23:02 main:574] : INFO : Epoch 1587 | loss: 0.0311716 | val_loss: 0.0311804 | Time: 5969.66 ms [2022-01-30 16:23:08 main:574] : INFO : Epoch 1588 | loss: 0.031171 | val_loss: 0.0311802 | Time: 5979.43 ms [2022-01-30 16:23:14 main:574] : INFO : Epoch 1589 | loss: 0.0311715 | val_loss: 0.0311806 | Time: 5877.44 ms [2022-01-30 16:23:20 main:574] : INFO : Epoch 1590 | loss: 0.0311721 | val_loss: 0.031183 | Time: 5981.22 ms [2022-01-30 16:23:26 main:574] : INFO : Epoch 1591 | loss: 0.0311735 | val_loss: 0.0311864 | Time: 5979.71 ms [2022-01-30 16:23:32 main:574] : INFO : Epoch 1592 | loss: 0.0311753 | val_loss: 0.0311824 | Time: 5737.05 ms [2022-01-30 16:23:38 main:574] : INFO : Epoch 1593 | loss: 0.0311759 | val_loss: 0.0311822 | Time: 5929.67 ms [2022-01-30 16:23:43 main:574] : INFO : Epoch 1594 | loss: 0.0311769 | val_loss: 0.0311854 | Time: 5783.61 ms [2022-01-30 16:23:49 main:574] : INFO : Epoch 1595 | loss: 0.0311803 | val_loss: 0.0311855 | Time: 5876.25 ms [2022-01-30 16:23:55 main:574] : INFO : Epoch 1596 | loss: 0.0311802 | val_loss: 0.0311814 | Time: 5941.63 ms [2022-01-30 16:24:01 main:574] : INFO : Epoch 1597 | loss: 0.031178 | val_loss: 0.0311867 | Time: 6012.29 ms [2022-01-30 16:24:07 main:574] : INFO : Epoch 1598 | loss: 0.0311784 | val_loss: 0.0311846 | Time: 6063.08 ms [2022-01-30 16:24:13 main:574] : INFO : Epoch 1599 | loss: 0.0311773 | val_loss: 0.0311808 | Time: 5892.71 ms [2022-01-30 16:24:19 main:574] : INFO : Epoch 1600 | loss: 0.031177 | val_loss: 0.0311825 | Time: 5781.13 ms [2022-01-30 16:24:25 main:574] : INFO : Epoch 1601 | loss: 0.0311761 | val_loss: 0.0311831 | Time: 6004.77 ms [2022-01-30 16:24:41 main:574] : INFO : Epoch 1602 | loss: 0.0311762 | val_loss: 0.031179 | Time: 15885.5 ms [2022-01-30 16:24:47 main:574] : INFO : Epoch 1603 | loss: 0.0311762 | val_loss: 0.0311804 | Time: 6115.4 ms [2022-01-30 17:24:48 main:574] : INFO : Epoch 1604 | loss: 0.0311755 | val_loss: 0.0311803 | Time: 3.60056e+06 ms [2022-01-30 17:25:15 main:574] : INFO : Epoch 1605 | loss: 0.0311742 | val_loss: 0.0311804 | Time: 27061.2 ms [2022-01-30 17:25:19 main:574] : INFO : Epoch 1606 | loss: 0.0311732 | val_loss: 0.031181 | Time: 4416.28 ms [2022-01-30 17:25:25 main:574] : INFO : Epoch 1607 | loss: 0.0311746 | val_loss: 0.0311818 | Time: 5896.65 ms [2022-01-30 17:25:31 main:574] : INFO : Epoch 1608 | loss: 0.0311767 | val_loss: 0.0311853 | Time: 6152.14 ms [2022-01-30 17:25:38 main:574] : INFO : Epoch 1609 | loss: 0.0311793 | val_loss: 0.0311814 | Time: 6365.03 ms [2022-01-30 17:25:44 main:574] : INFO : Epoch 1610 | loss: 0.0311763 | val_loss: 0.0311823 | Time: 5949.21 ms [2022-01-30 17:25:49 main:574] : INFO : Epoch 1611 | loss: 0.0311748 | val_loss: 0.0311817 | Time: 5853.4 ms [2022-01-30 17:25:55 main:574] : INFO : Epoch 1612 | loss: 0.0311743 | val_loss: 0.0311823 | Time: 6005.08 ms [2022-01-30 17:26:01 main:574] : INFO : Epoch 1613 | loss: 0.0311744 | val_loss: 0.0311816 | Time: 5548.12 ms [2022-01-30 17:26:06 main:574] : INFO : Epoch 1614 | loss: 0.0311743 | val_loss: 0.0311824 | Time: 5237.62 ms [2022-01-30 17:26:11 main:574] : INFO : Epoch 1615 | loss: 0.0311751 | val_loss: 0.0311815 | Time: 5114.41 ms [2022-01-30 17:26:17 main:574] : INFO : Epoch 1616 | loss: 0.0311757 | val_loss: 0.0311829 | Time: 5270.66 ms [2022-01-30 17:26:22 main:574] : INFO : Epoch 1617 | loss: 0.0311772 | val_loss: 0.0311817 | Time: 4993.2 ms [2022-01-30 17:26:27 main:574] : INFO : Epoch 1618 | loss: 0.0311742 | val_loss: 0.0311816 | Time: 5189.67 ms [2022-01-30 17:26:32 main:574] : INFO : Epoch 1619 | loss: 0.0311738 | val_loss: 0.0311818 | Time: 5210.42 ms [2022-01-30 17:26:37 main:574] : INFO : Epoch 1620 | loss: 0.0311733 | val_loss: 0.0311804 | Time: 5161.93 ms [2022-01-30 17:26:43 main:574] : INFO : Epoch 1621 | loss: 0.0311741 | val_loss: 0.0311868 | Time: 5374.75 ms [2022-01-30 17:26:48 main:574] : INFO : Epoch 1622 | loss: 0.0311742 | val_loss: 0.0311816 | Time: 5624.87 ms [2022-01-30 17:26:53 main:574] : INFO : Epoch 1623 | loss: 0.0311749 | val_loss: 0.0311827 | Time: 5290.82 ms [2022-01-30 17:26:59 main:574] : INFO : Epoch 1624 | loss: 0.031175 | val_loss: 0.0311852 | Time: 5565.22 ms [2022-01-30 17:27:05 main:574] : INFO : Epoch 1625 | loss: 0.0311751 | val_loss: 0.0311845 | Time: 5480.7 ms [2022-01-30 17:27:10 main:574] : INFO : Epoch 1626 | loss: 0.0311754 | val_loss: 0.031187 | Time: 5471.88 ms [2022-01-30 17:27:16 main:574] : INFO : Epoch 1627 | loss: 0.0311766 | val_loss: 0.0311811 | Time: 5526.4 ms [2022-01-30 17:27:21 main:574] : INFO : Epoch 1628 | loss: 0.0311757 | val_loss: 0.031181 | Time: 5362.14 ms [2022-01-30 17:27:26 main:574] : INFO : Epoch 1629 | loss: 0.0311737 | val_loss: 0.0311813 | Time: 5214.61 ms [2022-01-30 17:27:31 main:574] : INFO : Epoch 1630 | loss: 0.0311742 | val_loss: 0.0311823 | Time: 5270.8 ms [2022-01-30 17:27:37 main:574] : INFO : Epoch 1631 | loss: 0.0311735 | val_loss: 0.0311817 | Time: 5571.84 ms [2022-01-30 17:27:42 main:574] : INFO : Epoch 1632 | loss: 0.0311759 | val_loss: 0.0311892 | Time: 5462.73 ms [2022-01-30 17:27:48 main:574] : INFO : Epoch 1633 | loss: 0.0311763 | val_loss: 0.0311846 | Time: 5403.54 ms [2022-01-30 17:27:53 main:574] : INFO : Epoch 1634 | loss: 0.0311747 | val_loss: 0.0311827 | Time: 5339.38 ms [2022-01-30 17:27:59 main:574] : INFO : Epoch 1635 | loss: 0.031174 | val_loss: 0.0311823 | Time: 5552.37 ms [2022-01-30 17:28:04 main:574] : INFO : Epoch 1636 | loss: 0.0311744 | val_loss: 0.0311825 | Time: 5295.96 ms [2022-01-30 17:28:09 main:574] : INFO : Epoch 1637 | loss: 0.0311747 | val_loss: 0.031184 | Time: 5344.1 ms [2022-01-30 17:28:15 main:574] : INFO : Epoch 1638 | loss: 0.0311754 | val_loss: 0.0311837 | Time: 5432.51 ms [2022-01-30 17:28:20 main:574] : INFO : Epoch 1639 | loss: 0.0311745 | val_loss: 0.0311861 | Time: 5455.72 ms [2022-01-30 17:28:26 main:574] : INFO : Epoch 1640 | loss: 0.0311757 | val_loss: 0.0311887 | Time: 5456.54 ms [2022-01-30 17:28:31 main:574] : INFO : Epoch 1641 | loss: 0.0311731 | val_loss: 0.0311834 | Time: 5305.03 ms [2022-01-30 17:28:36 main:574] : INFO : Epoch 1642 | loss: 0.0311725 | val_loss: 0.0311835 | Time: 5329.56 ms [2022-01-30 17:28:42 main:574] : INFO : Epoch 1643 | loss: 0.0311724 | val_loss: 0.0311828 | Time: 5418.14 ms [2022-01-30 17:28:47 main:574] : INFO : Epoch 1644 | loss: 0.0311726 | val_loss: 0.031188 | Time: 5583.72 ms [2022-01-30 17:28:53 main:574] : INFO : Epoch 1645 | loss: 0.0311722 | val_loss: 0.0311836 | Time: 5545.43 ms [2022-01-30 17:28:58 main:574] : INFO : Epoch 1646 | loss: 0.0311724 | val_loss: 0.0311829 | Time: 5436.26 ms [2022-01-30 17:29:04 main:574] : INFO : Epoch 1647 | loss: 0.0311722 | val_loss: 0.0311808 | Time: 5415.42 ms [2022-01-30 17:29:09 main:574] : INFO : Epoch 1648 | loss: 0.0311713 | val_loss: 0.0311831 | Time: 5490.44 ms [2022-01-30 17:29:15 main:574] : INFO : Epoch 1649 | loss: 0.031174 | val_loss: 0.031181 | Time: 5351.19 ms [2022-01-30 17:29:20 main:574] : INFO : Epoch 1650 | loss: 0.031173 | val_loss: 0.0311831 | Time: 5493.99 ms [2022-01-30 17:29:26 main:574] : INFO : Epoch 1651 | loss: 0.0311726 | val_loss: 0.0311824 | Time: 5872.11 ms [2022-01-30 17:29:32 main:574] : INFO : Epoch 1652 | loss: 0.0311726 | val_loss: 0.0311807 | Time: 5752.65 ms [2022-01-30 17:29:38 main:574] : INFO : Epoch 1653 | loss: 0.0311735 | val_loss: 0.0311834 | Time: 5692.92 ms [2022-01-30 17:29:43 main:574] : INFO : Epoch 1654 | loss: 0.0311733 | val_loss: 0.0311851 | Time: 5796.82 ms [2022-01-30 17:29:49 main:574] : INFO : Epoch 1655 | loss: 0.0311775 | val_loss: 0.0311821 | Time: 5824.93 ms [2022-01-30 17:29:55 main:574] : INFO : Epoch 1656 | loss: 0.031175 | val_loss: 0.0311822 | Time: 5749.45 ms [2022-01-30 17:30:01 main:574] : INFO : Epoch 1657 | loss: 0.0311734 | val_loss: 0.0311802 | Time: 6007.79 ms [2022-01-30 17:30:07 main:574] : INFO : Epoch 1658 | loss: 0.0311734 | val_loss: 0.0311809 | Time: 5796.13 ms [2022-01-30 17:30:13 main:574] : INFO : Epoch 1659 | loss: 0.0311726 | val_loss: 0.0311821 | Time: 5789.59 ms [2022-01-30 17:30:18 main:574] : INFO : Epoch 1660 | loss: 0.0311741 | val_loss: 0.031184 | Time: 5736.41 ms [2022-01-30 17:30:24 main:574] : INFO : Epoch 1661 | loss: 0.0311758 | val_loss: 0.031184 | Time: 5805.4 ms [2022-01-30 17:30:30 main:574] : INFO : Epoch 1662 | loss: 0.0311784 | val_loss: 0.0311854 | Time: 5865.38 ms [2022-01-30 17:30:36 main:574] : INFO : Epoch 1663 | loss: 0.031176 | val_loss: 0.0311821 | Time: 5745.34 ms [2022-01-30 17:30:41 main:574] : INFO : Epoch 1664 | loss: 0.0311753 | val_loss: 0.0311821 | Time: 5635.53 ms [2022-01-30 17:30:47 main:574] : INFO : Epoch 1665 | loss: 0.0311748 | val_loss: 0.0311825 | Time: 5989.8 ms [2022-01-30 17:30:53 main:574] : INFO : Epoch 1666 | loss: 0.0311738 | val_loss: 0.0311825 | Time: 5772.49 ms [2022-01-30 17:30:59 main:574] : INFO : Epoch 1667 | loss: 0.0311749 | val_loss: 0.031182 | Time: 5550.4 ms [2022-01-30 17:31:04 main:574] : INFO : Epoch 1668 | loss: 0.0311768 | val_loss: 0.0311834 | Time: 5709.49 ms [2022-01-30 17:31:10 main:574] : INFO : Epoch 1669 | loss: 0.0311811 | val_loss: 0.0311869 | Time: 6046.42 ms [2022-01-30 17:31:17 main:574] : INFO : Epoch 1670 | loss: 0.0311911 | val_loss: 0.0311924 | Time: 6331.54 ms [2022-01-30 17:31:23 main:574] : INFO : Epoch 1671 | loss: 0.0311907 | val_loss: 0.0311894 | Time: 6337.45 ms [2022-01-30 17:31:29 main:574] : INFO : Epoch 1672 | loss: 0.031187 | val_loss: 0.0311885 | Time: 6214.56 ms [2022-01-30 17:31:35 main:574] : INFO : Epoch 1673 | loss: 0.0311865 | val_loss: 0.0311909 | Time: 6112.95 ms [2022-01-30 17:31:42 main:574] : INFO : Epoch 1674 | loss: 0.0311855 | val_loss: 0.0311858 | Time: 6185.9 ms [2022-01-30 17:31:48 main:574] : INFO : Epoch 1675 | loss: 0.0311843 | val_loss: 0.0311867 | Time: 6139.49 ms [2022-01-30 17:31:53 main:574] : INFO : Epoch 1676 | loss: 0.0311835 | val_loss: 0.0311866 | Time: 5641.68 ms [2022-01-30 17:31:59 main:574] : INFO : Epoch 1677 | loss: 0.0311869 | val_loss: 0.0311842 | Time: 5660.12 ms [2022-01-30 17:32:05 main:574] : INFO : Epoch 1678 | loss: 0.0311827 | val_loss: 0.0311846 | Time: 5840.28 ms [2022-01-30 17:32:11 main:574] : INFO : Epoch 1679 | loss: 0.0311818 | val_loss: 0.0311823 | Time: 5894.58 ms [2022-01-30 17:32:17 main:574] : INFO : Epoch 1680 | loss: 0.0311803 | val_loss: 0.0311826 | Time: 5671.17 ms [2022-01-30 17:32:22 main:574] : INFO : Epoch 1681 | loss: 0.0311805 | val_loss: 0.0311825 | Time: 5843.04 ms [2022-01-30 17:32:28 main:574] : INFO : Epoch 1682 | loss: 0.03118 | val_loss: 0.0311826 | Time: 5848.97 ms [2022-01-30 17:32:34 main:574] : INFO : Epoch 1683 | loss: 0.0311791 | val_loss: 0.0311835 | Time: 5827.53 ms [2022-01-30 17:32:40 main:574] : INFO : Epoch 1684 | loss: 0.0311807 | val_loss: 0.0311861 | Time: 5838.62 ms [2022-01-30 17:32:46 main:574] : INFO : Epoch 1685 | loss: 0.0311802 | val_loss: 0.031182 | Time: 6026.72 ms [2022-01-30 17:32:52 main:574] : INFO : Epoch 1686 | loss: 0.0311794 | val_loss: 0.0311809 | Time: 5989.2 ms [2022-01-30 17:32:58 main:574] : INFO : Epoch 1687 | loss: 0.0311786 | val_loss: 0.0311805 | Time: 5819.98 ms [2022-01-30 17:33:04 main:574] : INFO : Epoch 1688 | loss: 0.0311794 | val_loss: 0.0311826 | Time: 5727.16 ms [2022-01-30 17:33:10 main:574] : INFO : Epoch 1689 | loss: 0.0311789 | val_loss: 0.0311803 | Time: 6051.87 ms [2022-01-30 17:33:15 main:574] : INFO : Epoch 1690 | loss: 0.0311777 | val_loss: 0.0311806 | Time: 5808.25 ms [2022-01-30 17:33:21 main:574] : INFO : Epoch 1691 | loss: 0.0311776 | val_loss: 0.0311792 | Time: 5843.4 ms [2022-01-30 17:33:27 main:574] : INFO : Epoch 1692 | loss: 0.0311782 | val_loss: 0.0311812 | Time: 5819.34 ms [2022-01-30 17:33:33 main:574] : INFO : Epoch 1693 | loss: 0.0311789 | val_loss: 0.0311816 | Time: 5928.06 ms [2022-01-30 17:33:39 main:574] : INFO : Epoch 1694 | loss: 0.0311777 | val_loss: 0.0311807 | Time: 5806.23 ms [2022-01-30 17:33:45 main:574] : INFO : Epoch 1695 | loss: 0.0311781 | val_loss: 0.0311815 | Time: 5786.72 ms [2022-01-30 17:33:50 main:574] : INFO : Epoch 1696 | loss: 0.031177 | val_loss: 0.0311814 | Time: 5796.63 ms [2022-01-30 17:33:56 main:574] : INFO : Epoch 1697 | loss: 0.0311783 | val_loss: 0.0311794 | Time: 5798.35 ms [2022-01-30 17:34:02 main:574] : INFO : Epoch 1698 | loss: 0.0311766 | val_loss: 0.0311816 | Time: 5890.52 ms [2022-01-30 17:34:08 main:574] : INFO : Epoch 1699 | loss: 0.0311765 | val_loss: 0.0311794 | Time: 5912.52 ms [2022-01-30 17:34:14 main:574] : INFO : Epoch 1700 | loss: 0.0311765 | val_loss: 0.0311793 | Time: 5655.03 ms [2022-01-30 17:34:19 main:574] : INFO : Epoch 1701 | loss: 0.0311763 | val_loss: 0.0311818 | Time: 5720.13 ms [2022-01-30 17:34:25 main:574] : INFO : Epoch 1702 | loss: 0.0311776 | val_loss: 0.0311818 | Time: 5804.39 ms [2022-01-30 17:34:31 main:574] : INFO : Epoch 1703 | loss: 0.0311776 | val_loss: 0.0311818 | Time: 5748.31 ms [2022-01-30 17:34:37 main:574] : INFO : Epoch 1704 | loss: 0.0311785 | val_loss: 0.0311851 | Time: 5722.67 ms [2022-01-30 17:34:43 main:574] : INFO : Epoch 1705 | loss: 0.0311797 | val_loss: 0.0311897 | Time: 5764.51 ms [2022-01-30 17:34:48 main:574] : INFO : Epoch 1706 | loss: 0.0311791 | val_loss: 0.031182 | Time: 5919.36 ms [2022-01-30 17:34:54 main:574] : INFO : Epoch 1707 | loss: 0.0311759 | val_loss: 0.0311804 | Time: 5733.14 ms [2022-01-30 17:35:00 main:574] : INFO : Epoch 1708 | loss: 0.0311752 | val_loss: 0.0311798 | Time: 5880.16 ms [2022-01-30 17:35:06 main:574] : INFO : Epoch 1709 | loss: 0.0311757 | val_loss: 0.0311822 | Time: 5707.94 ms [2022-01-30 17:35:12 main:574] : INFO : Epoch 1710 | loss: 0.0311768 | val_loss: 0.0311808 | Time: 5815.26 ms [2022-01-30 17:35:17 main:574] : INFO : Epoch 1711 | loss: 0.031176 | val_loss: 0.0311817 | Time: 5887.36 ms [2022-01-30 17:35:23 main:574] : INFO : Epoch 1712 | loss: 0.0311748 | val_loss: 0.0311803 | Time: 5939.38 ms [2022-01-30 17:35:29 main:574] : INFO : Epoch 1713 | loss: 0.031175 | val_loss: 0.0311808 | Time: 5754.25 ms [2022-01-30 17:35:35 main:574] : INFO : Epoch 1714 | loss: 0.0311746 | val_loss: 0.0311809 | Time: 5900.18 ms [2022-01-30 17:35:41 main:574] : INFO : Epoch 1715 | loss: 0.0311746 | val_loss: 0.0311802 | Time: 5912.39 ms [2022-01-30 17:35:47 main:574] : INFO : Epoch 1716 | loss: 0.0311751 | val_loss: 0.0311803 | Time: 5776.4 ms [2022-01-30 17:35:53 main:574] : INFO : Epoch 1717 | loss: 0.0311747 | val_loss: 0.0311808 | Time: 5713.18 ms [2022-01-30 17:35:58 main:574] : INFO : Epoch 1718 | loss: 0.0311748 | val_loss: 0.03118 | Time: 5859.28 ms [2022-01-30 17:36:04 main:574] : INFO : Epoch 1719 | loss: 0.0311745 | val_loss: 0.0311802 | Time: 5804.59 ms [2022-01-30 17:36:10 main:574] : INFO : Epoch 1720 | loss: 0.0311744 | val_loss: 0.0311815 | Time: 5957.21 ms [2022-01-30 17:36:16 main:574] : INFO : Epoch 1721 | loss: 0.0311746 | val_loss: 0.0311802 | Time: 5818.96 ms [2022-01-30 17:36:22 main:574] : INFO : Epoch 1722 | loss: 0.0311749 | val_loss: 0.0311852 | Time: 5642.43 ms [2022-01-30 17:36:27 main:574] : INFO : Epoch 1723 | loss: 0.0311758 | val_loss: 0.0311839 | Time: 5739.71 ms [2022-01-30 17:36:33 main:574] : INFO : Epoch 1724 | loss: 0.0311753 | val_loss: 0.0311817 | Time: 5882.16 ms [2022-01-30 17:36:39 main:574] : INFO : Epoch 1725 | loss: 0.0311756 | val_loss: 0.0311785 | Time: 5949.94 ms [2022-01-30 17:36:45 main:574] : INFO : Epoch 1726 | loss: 0.0311747 | val_loss: 0.0311804 | Time: 5888.47 ms [2022-01-30 17:36:51 main:574] : INFO : Epoch 1727 | loss: 0.0311758 | val_loss: 0.0311804 | Time: 5849.68 ms [2022-01-30 17:36:57 main:574] : INFO : Epoch 1728 | loss: 0.0311731 | val_loss: 0.0311786 | Time: 5654.35 ms [2022-01-30 17:37:03 main:574] : INFO : Epoch 1729 | loss: 0.0311737 | val_loss: 0.03118 | Time: 5971.45 ms [2022-01-30 17:37:09 main:574] : INFO : Epoch 1730 | loss: 0.0311731 | val_loss: 0.0311811 | Time: 5911.29 ms [2022-01-30 17:37:14 main:574] : INFO : Epoch 1731 | loss: 0.0311759 | val_loss: 0.0311821 | Time: 5656.47 ms [2022-01-30 17:37:20 main:574] : INFO : Epoch 1732 | loss: 0.0311742 | val_loss: 0.0311798 | Time: 5796.21 ms [2022-01-30 17:37:26 main:574] : INFO : Epoch 1733 | loss: 0.031173 | val_loss: 0.0311787 | Time: 5787.3 ms [2022-01-30 17:37:32 main:574] : INFO : Epoch 1734 | loss: 0.0311735 | val_loss: 0.0311798 | Time: 5710.67 ms [2022-01-30 17:37:37 main:574] : INFO : Epoch 1735 | loss: 0.0311732 | val_loss: 0.0311809 | Time: 5900.83 ms [2022-01-30 17:37:43 main:574] : INFO : Epoch 1736 | loss: 0.0311731 | val_loss: 0.0311806 | Time: 5742.32 ms [2022-01-30 17:37:49 main:574] : INFO : Epoch 1737 | loss: 0.0311749 | val_loss: 0.0311825 | Time: 5845.47 ms [2022-01-30 17:37:55 main:574] : INFO : Epoch 1738 | loss: 0.031173 | val_loss: 0.0311784 | Time: 5859.23 ms [2022-01-30 17:38:01 main:574] : INFO : Epoch 1739 | loss: 0.0311732 | val_loss: 0.0311775 | Time: 5759.68 ms [2022-01-30 17:38:06 main:574] : INFO : Epoch 1740 | loss: 0.031173 | val_loss: 0.0311818 | Time: 5800.2 ms [2022-01-30 17:38:12 main:574] : INFO : Epoch 1741 | loss: 0.0311746 | val_loss: 0.0311776 | Time: 5792.11 ms [2022-01-30 17:38:18 main:574] : INFO : Epoch 1742 | loss: 0.0311725 | val_loss: 0.031182 | Time: 5880.89 ms [2022-01-30 17:38:24 main:574] : INFO : Epoch 1743 | loss: 0.0311734 | val_loss: 0.0311796 | Time: 5788.87 ms [2022-01-30 17:38:30 main:574] : INFO : Epoch 1744 | loss: 0.0311736 | val_loss: 0.0311799 | Time: 5904.79 ms [2022-01-30 17:38:36 main:574] : INFO : Epoch 1745 | loss: 0.0311749 | val_loss: 0.0311812 | Time: 5774.66 ms [2022-01-30 17:38:42 main:574] : INFO : Epoch 1746 | loss: 0.0311736 | val_loss: 0.0311776 | Time: 5850.08 ms [2022-01-30 17:38:47 main:574] : INFO : Epoch 1747 | loss: 0.0311721 | val_loss: 0.0311794 | Time: 5740.3 ms [2022-01-30 17:38:53 main:574] : INFO : Epoch 1748 | loss: 0.0311722 | val_loss: 0.0311816 | Time: 5745.43 ms [2022-01-30 17:38:59 main:574] : INFO : Epoch 1749 | loss: 0.0311738 | val_loss: 0.031182 | Time: 5962.35 ms [2022-01-30 17:39:05 main:574] : INFO : Epoch 1750 | loss: 0.0311768 | val_loss: 0.0311834 | Time: 5807.14 ms [2022-01-30 17:39:11 main:574] : INFO : Epoch 1751 | loss: 0.0311741 | val_loss: 0.0311802 | Time: 5703.84 ms [2022-01-30 17:39:16 main:574] : INFO : Epoch 1752 | loss: 0.0311721 | val_loss: 0.0311803 | Time: 5814.91 ms [2022-01-30 17:39:22 main:574] : INFO : Epoch 1753 | loss: 0.0311718 | val_loss: 0.031179 | Time: 5608.65 ms [2022-01-30 17:39:28 main:574] : INFO : Epoch 1754 | loss: 0.0311723 | val_loss: 0.0311807 | Time: 5900.71 ms [2022-01-30 17:39:34 main:574] : INFO : Epoch 1755 | loss: 0.031171 | val_loss: 0.0311808 | Time: 5700.08 ms [2022-01-30 17:39:40 main:574] : INFO : Epoch 1756 | loss: 0.0311719 | val_loss: 0.0311855 | Time: 6057.4 ms [2022-01-30 17:39:56 main:574] : INFO : Epoch 1757 | loss: 0.0311742 | val_loss: 0.0311794 | Time: 16021.2 ms [2022-01-30 17:40:02 main:574] : INFO : Epoch 1758 | loss: 0.0311715 | val_loss: 0.0311836 | Time: 5975.39 ms [2022-01-30 17:40:08 main:574] : INFO : Epoch 1759 | loss: 0.0311749 | val_loss: 0.0311804 | Time: 6029.1 ms [2022-01-30 17:40:14 main:574] : INFO : Epoch 1760 | loss: 0.0311711 | val_loss: 0.0311833 | Time: 5863.12 ms [2022-01-30 17:40:19 main:574] : INFO : Epoch 1761 | loss: 0.0311709 | val_loss: 0.0311882 | Time: 5835.33 ms [2022-01-30 17:40:25 main:574] : INFO : Epoch 1762 | loss: 0.0311714 | val_loss: 0.0311774 | Time: 5892.8 ms [2022-01-30 17:40:31 main:574] : INFO : Epoch 1763 | loss: 0.0311708 | val_loss: 0.0311814 | Time: 6062.6 ms [2022-01-30 17:40:37 main:574] : INFO : Epoch 1764 | loss: 0.031173 | val_loss: 0.0311831 | Time: 5839.39 ms [2022-01-30 17:40:43 main:574] : INFO : Epoch 1765 | loss: 0.0311718 | val_loss: 0.0311787 | Time: 5907.28 ms [2022-01-30 17:40:49 main:574] : INFO : Epoch 1766 | loss: 0.0311711 | val_loss: 0.0311789 | Time: 5942.93 ms [2022-01-30 17:40:55 main:574] : INFO : Epoch 1767 | loss: 0.0311707 | val_loss: 0.03118 | Time: 6058.37 ms [2022-01-30 17:41:01 main:574] : INFO : Epoch 1768 | loss: 0.0311701 | val_loss: 0.0311788 | Time: 6018.66 ms [2022-01-30 17:41:07 main:574] : INFO : Epoch 1769 | loss: 0.0311701 | val_loss: 0.0311781 | Time: 5825.98 ms [2022-01-30 17:41:13 main:574] : INFO : Epoch 1770 | loss: 0.0311708 | val_loss: 0.0311787 | Time: 5546.45 ms [2022-01-30 17:41:18 main:574] : INFO : Epoch 1771 | loss: 0.0311699 | val_loss: 0.0311769 | Time: 5838.35 ms [2022-01-30 17:41:24 main:574] : INFO : Epoch 1772 | loss: 0.0311705 | val_loss: 0.0311778 | Time: 6004.05 ms [2022-01-30 17:41:31 main:574] : INFO : Epoch 1773 | loss: 0.0311712 | val_loss: 0.0311788 | Time: 6144.11 ms [2022-01-30 17:41:37 main:574] : INFO : Epoch 1774 | loss: 0.0311707 | val_loss: 0.0311798 | Time: 6289.76 ms [2022-01-30 17:41:43 main:574] : INFO : Epoch 1775 | loss: 0.03117 | val_loss: 0.0311785 | Time: 6314.87 ms [2022-01-30 17:41:49 main:574] : INFO : Epoch 1776 | loss: 0.0311698 | val_loss: 0.0311806 | Time: 6308.03 ms [2022-01-30 17:41:56 main:574] : INFO : Epoch 1777 | loss: 0.0311701 | val_loss: 0.0311773 | Time: 6223.37 ms [2022-01-30 17:42:02 main:574] : INFO : Epoch 1778 | loss: 0.0311707 | val_loss: 0.0311792 | Time: 6096.37 ms [2022-01-30 17:42:08 main:574] : INFO : Epoch 1779 | loss: 0.0311694 | val_loss: 0.0311774 | Time: 5869.07 ms [2022-01-30 17:42:14 main:574] : INFO : Epoch 1780 | loss: 0.0311689 | val_loss: 0.031178 | Time: 5965.09 ms [2022-01-30 17:42:19 main:574] : INFO : Epoch 1781 | loss: 0.0311706 | val_loss: 0.0311776 | Time: 5729.51 ms [2022-01-30 17:42:25 main:574] : INFO : Epoch 1782 | loss: 0.0311704 | val_loss: 0.0311807 | Time: 5803.78 ms [2022-01-30 17:42:31 main:574] : INFO : Epoch 1783 | loss: 0.0311709 | val_loss: 0.0311787 | Time: 5773.76 ms [2022-01-30 17:42:37 main:574] : INFO : Epoch 1784 | loss: 0.0311727 | val_loss: 0.0311811 | Time: 5996.44 ms [2022-01-30 17:42:43 main:574] : INFO : Epoch 1785 | loss: 0.0311707 | val_loss: 0.031177 | Time: 5996.13 ms [2022-01-30 17:42:49 main:574] : INFO : Epoch 1786 | loss: 0.0311695 | val_loss: 0.0311772 | Time: 5739.65 ms [2022-01-30 17:42:55 main:574] : INFO : Epoch 1787 | loss: 0.0311685 | val_loss: 0.0311808 | Time: 5921.5 ms [2022-01-30 17:43:01 main:574] : INFO : Epoch 1788 | loss: 0.0311676 | val_loss: 0.0311792 | Time: 5979.01 ms [2022-01-30 17:43:07 main:574] : INFO : Epoch 1789 | loss: 0.0311678 | val_loss: 0.0311843 | Time: 5903.4 ms [2022-01-30 17:43:13 main:574] : INFO : Epoch 1790 | loss: 0.0311688 | val_loss: 0.031179 | Time: 6346.25 ms [2022-01-30 17:43:19 main:574] : INFO : Epoch 1791 | loss: 0.0311709 | val_loss: 0.0311796 | Time: 5900.86 ms [2022-01-30 17:43:25 main:574] : INFO : Epoch 1792 | loss: 0.0311697 | val_loss: 0.03118 | Time: 5846.76 ms [2022-01-30 17:43:31 main:574] : INFO : Epoch 1793 | loss: 0.0311713 | val_loss: 0.0311819 | Time: 5948.36 ms [2022-01-30 17:43:37 main:574] : INFO : Epoch 1794 | loss: 0.0311746 | val_loss: 0.0311872 | Time: 6026.16 ms [2022-01-30 17:43:42 main:574] : INFO : Epoch 1795 | loss: 0.0311767 | val_loss: 0.031184 | Time: 5845.71 ms [2022-01-30 17:43:49 main:574] : INFO : Epoch 1796 | loss: 0.031173 | val_loss: 0.0311802 | Time: 6013.03 ms [2022-01-30 17:43:54 main:574] : INFO : Epoch 1797 | loss: 0.0311727 | val_loss: 0.0311797 | Time: 5896.66 ms [2022-01-30 17:44:00 main:574] : INFO : Epoch 1798 | loss: 0.0311734 | val_loss: 0.0311788 | Time: 5884.39 ms [2022-01-30 17:44:06 main:574] : INFO : Epoch 1799 | loss: 0.0311732 | val_loss: 0.0311799 | Time: 5701.53 ms [2022-01-30 17:44:12 main:574] : INFO : Epoch 1800 | loss: 0.0311743 | val_loss: 0.0311817 | Time: 5929.94 ms [2022-01-30 17:44:18 main:574] : INFO : Epoch 1801 | loss: 0.0311756 | val_loss: 0.0311777 | Time: 5940.26 ms [2022-01-30 17:44:24 main:574] : INFO : Epoch 1802 | loss: 0.0311749 | val_loss: 0.0311779 | Time: 6004.97 ms [2022-01-30 17:44:30 main:574] : INFO : Epoch 1803 | loss: 0.0311779 | val_loss: 0.031182 | Time: 5815 ms [2022-01-30 17:44:36 main:574] : INFO : Epoch 1804 | loss: 0.0311763 | val_loss: 0.0311796 | Time: 5851.55 ms [2022-01-30 17:44:41 main:574] : INFO : Epoch 1805 | loss: 0.0311758 | val_loss: 0.0311794 | Time: 5834.31 ms [2022-01-30 17:44:48 main:574] : INFO : Epoch 1806 | loss: 0.0311761 | val_loss: 0.031182 | Time: 6089.92 ms [2022-01-30 17:44:53 main:574] : INFO : Epoch 1807 | loss: 0.0311736 | val_loss: 0.0311806 | Time: 5851.11 ms [2022-01-30 17:44:59 main:574] : INFO : Epoch 1808 | loss: 0.0311722 | val_loss: 0.0311775 | Time: 5649.52 ms [2022-01-30 17:45:05 main:574] : INFO : Epoch 1809 | loss: 0.0311719 | val_loss: 0.0311777 | Time: 5797.91 ms [2022-01-30 17:45:11 main:574] : INFO : Epoch 1810 | loss: 0.0311729 | val_loss: 0.0311771 | Time: 5810.72 ms [2022-01-30 17:45:16 main:574] : INFO : Epoch 1811 | loss: 0.031172 | val_loss: 0.0311755 | Time: 5829.09 ms [2022-01-30 17:45:22 main:574] : INFO : Epoch 1812 | loss: 0.0311723 | val_loss: 0.0311763 | Time: 5922.94 ms [2022-01-30 17:45:28 main:574] : INFO : Epoch 1813 | loss: 0.0311726 | val_loss: 0.0311785 | Time: 5882.83 ms [2022-01-30 17:45:34 main:574] : INFO : Epoch 1814 | loss: 0.0311722 | val_loss: 0.0311779 | Time: 5860.77 ms [2022-01-30 17:45:40 main:574] : INFO : Epoch 1815 | loss: 0.031171 | val_loss: 0.0311792 | Time: 5958.26 ms [2022-01-30 17:45:46 main:574] : INFO : Epoch 1816 | loss: 0.0311712 | val_loss: 0.0311751 | Time: 5908.09 ms [2022-01-30 17:45:52 main:574] : INFO : Epoch 1817 | loss: 0.0311702 | val_loss: 0.0311792 | Time: 5792.13 ms [2022-01-30 17:45:58 main:574] : INFO : Epoch 1818 | loss: 0.0311732 | val_loss: 0.0311766 | Time: 5944.55 ms [2022-01-30 17:46:04 main:574] : INFO : Epoch 1819 | loss: 0.0311713 | val_loss: 0.0311805 | Time: 5896.08 ms [2022-01-30 17:46:09 main:574] : INFO : Epoch 1820 | loss: 0.0311731 | val_loss: 0.031181 | Time: 5707.65 ms [2022-01-30 17:46:15 main:574] : INFO : Epoch 1821 | loss: 0.0311701 | val_loss: 0.0311773 | Time: 5916.89 ms [2022-01-30 17:46:21 main:574] : INFO : Epoch 1822 | loss: 0.0311721 | val_loss: 0.0311783 | Time: 5923.49 ms [2022-01-30 17:46:27 main:574] : INFO : Epoch 1823 | loss: 0.0311729 | val_loss: 0.0311805 | Time: 5730.72 ms [2022-01-30 17:46:33 main:574] : INFO : Epoch 1824 | loss: 0.0311736 | val_loss: 0.0311845 | Time: 5860.02 ms [2022-01-30 17:46:39 main:574] : INFO : Epoch 1825 | loss: 0.0311735 | val_loss: 0.0311783 | Time: 5799.97 ms [2022-01-30 17:46:44 main:574] : INFO : Epoch 1826 | loss: 0.0311727 | val_loss: 0.0311777 | Time: 5703.02 ms [2022-01-30 17:46:50 main:574] : INFO : Epoch 1827 | loss: 0.0311711 | val_loss: 0.0311782 | Time: 5950.74 ms [2022-01-30 17:46:56 main:574] : INFO : Epoch 1828 | loss: 0.0311708 | val_loss: 0.0311775 | Time: 5969.2 ms [2022-01-30 17:47:02 main:574] : INFO : Epoch 1829 | loss: 0.0311705 | val_loss: 0.0311797 | Time: 5935.92 ms [2022-01-30 17:47:08 main:574] : INFO : Epoch 1830 | loss: 0.0311716 | val_loss: 0.0311786 | Time: 5802.01 ms [2022-01-30 17:47:14 main:574] : INFO : Epoch 1831 | loss: 0.0311709 | val_loss: 0.0311786 | Time: 5789.19 ms [2022-01-30 17:47:20 main:574] : INFO : Epoch 1832 | loss: 0.0311719 | val_loss: 0.0311805 | Time: 5885.04 ms [2022-01-30 17:47:26 main:574] : INFO : Epoch 1833 | loss: 0.0311721 | val_loss: 0.0311796 | Time: 5868.61 ms [2022-01-30 17:47:32 main:574] : INFO : Epoch 1834 | loss: 0.0311717 | val_loss: 0.0311783 | Time: 5966.96 ms [2022-01-30 17:47:37 main:574] : INFO : Epoch 1835 | loss: 0.031172 | val_loss: 0.0311775 | Time: 5858.9 ms [2022-01-30 17:47:44 main:574] : INFO : Epoch 1836 | loss: 0.0311743 | val_loss: 0.0311816 | Time: 6075.4 ms [2022-01-30 17:47:49 main:574] : INFO : Epoch 1837 | loss: 0.031174 | val_loss: 0.031176 | Time: 5809.38 ms [2022-01-30 17:47:55 main:574] : INFO : Epoch 1838 | loss: 0.0311701 | val_loss: 0.0311778 | Time: 5847.47 ms [2022-01-30 17:48:01 main:574] : INFO : Epoch 1839 | loss: 0.0311699 | val_loss: 0.0311761 | Time: 5761.96 ms [2022-01-30 17:48:07 main:574] : INFO : Epoch 1840 | loss: 0.0311699 | val_loss: 0.0311799 | Time: 5926.26 ms [2022-01-30 17:48:13 main:574] : INFO : Epoch 1841 | loss: 0.0311699 | val_loss: 0.031178 | Time: 5868.27 ms [2022-01-30 17:48:19 main:574] : INFO : Epoch 1842 | loss: 0.0311693 | val_loss: 0.0311777 | Time: 5802.67 ms [2022-01-30 17:48:24 main:574] : INFO : Epoch 1843 | loss: 0.0311707 | val_loss: 0.0311788 | Time: 5776.84 ms [2022-01-30 17:48:30 main:574] : INFO : Epoch 1844 | loss: 0.0311709 | val_loss: 0.0311769 | Time: 5839.48 ms [2022-01-30 17:48:36 main:574] : INFO : Epoch 1845 | loss: 0.031169 | val_loss: 0.031177 | Time: 5928.31 ms [2022-01-30 17:48:42 main:574] : INFO : Epoch 1846 | loss: 0.0311706 | val_loss: 0.0311758 | Time: 5936.57 ms [2022-01-30 17:48:48 main:574] : INFO : Epoch 1847 | loss: 0.0311719 | val_loss: 0.031181 | Time: 5922.86 ms [2022-01-30 17:48:54 main:574] : INFO : Epoch 1848 | loss: 0.031169 | val_loss: 0.031174 | Time: 6001.11 ms [2022-01-30 17:49:00 main:574] : INFO : Epoch 1849 | loss: 0.0311692 | val_loss: 0.0311735 | Time: 5956.33 ms [2022-01-30 17:49:06 main:574] : INFO : Epoch 1850 | loss: 0.0311713 | val_loss: 0.0311767 | Time: 5956.14 ms [2022-01-30 17:49:12 main:574] : INFO : Epoch 1851 | loss: 0.0311711 | val_loss: 0.0311741 | Time: 5909.23 ms [2022-01-30 17:49:18 main:574] : INFO : Epoch 1852 | loss: 0.0311702 | val_loss: 0.0311745 | Time: 5857.45 ms [2022-01-30 17:49:24 main:574] : INFO : Epoch 1853 | loss: 0.031172 | val_loss: 0.0311747 | Time: 5766.61 ms [2022-01-30 17:49:29 main:574] : INFO : Epoch 1854 | loss: 0.0311706 | val_loss: 0.0311764 | Time: 5805.73 ms [2022-01-30 17:49:35 main:574] : INFO : Epoch 1855 | loss: 0.0311718 | val_loss: 0.0311752 | Time: 5869.03 ms [2022-01-30 17:49:41 main:574] : INFO : Epoch 1856 | loss: 0.0311723 | val_loss: 0.0311759 | Time: 5865.41 ms [2022-01-30 17:49:47 main:574] : INFO : Epoch 1857 | loss: 0.0311727 | val_loss: 0.0311756 | Time: 5874.59 ms [2022-01-30 17:49:53 main:574] : INFO : Epoch 1858 | loss: 0.0311762 | val_loss: 0.0311855 | Time: 5727.41 ms [2022-01-30 17:49:59 main:574] : INFO : Epoch 1859 | loss: 0.0311746 | val_loss: 0.0311816 | Time: 5905.35 ms [2022-01-30 17:50:04 main:574] : INFO : Epoch 1860 | loss: 0.0311727 | val_loss: 0.0311768 | Time: 5856.25 ms [2022-01-30 17:50:10 main:574] : INFO : Epoch 1861 | loss: 0.0311715 | val_loss: 0.0311768 | Time: 5923.55 ms [2022-01-30 17:50:16 main:574] : INFO : Epoch 1862 | loss: 0.0311713 | val_loss: 0.0311761 | Time: 5875.68 ms [2022-01-30 17:50:22 main:574] : INFO : Epoch 1863 | loss: 0.0311708 | val_loss: 0.031177 | Time: 5925.83 ms [2022-01-30 17:50:28 main:574] : INFO : Epoch 1864 | loss: 0.0311701 | val_loss: 0.0311815 | Time: 5859.14 ms [2022-01-30 17:50:34 main:574] : INFO : Epoch 1865 | loss: 0.0311727 | val_loss: 0.0311773 | Time: 5836.08 ms [2022-01-30 17:50:40 main:574] : INFO : Epoch 1866 | loss: 0.0311714 | val_loss: 0.0311759 | Time: 5936.72 ms [2022-01-30 17:50:46 main:574] : INFO : Epoch 1867 | loss: 0.0311699 | val_loss: 0.0311752 | Time: 5796.36 ms [2022-01-30 17:50:51 main:574] : INFO : Epoch 1868 | loss: 0.0311706 | val_loss: 0.0311752 | Time: 5794.88 ms [2022-01-30 17:50:57 main:574] : INFO : Epoch 1869 | loss: 0.0311697 | val_loss: 0.0311755 | Time: 5861.3 ms [2022-01-30 17:51:03 main:574] : INFO : Epoch 1870 | loss: 0.0311713 | val_loss: 0.0311857 | Time: 5771.12 ms [2022-01-30 17:51:09 main:574] : INFO : Epoch 1871 | loss: 0.0311724 | val_loss: 0.0311788 | Time: 5806.94 ms [2022-01-30 17:51:15 main:574] : INFO : Epoch 1872 | loss: 0.0311711 | val_loss: 0.0311755 | Time: 5593.46 ms [2022-01-30 17:51:21 main:574] : INFO : Epoch 1873 | loss: 0.0311705 | val_loss: 0.0311755 | Time: 6048.91 ms [2022-01-30 17:51:27 main:574] : INFO : Epoch 1874 | loss: 0.0311697 | val_loss: 0.0311777 | Time: 6381.28 ms [2022-01-30 17:51:34 main:574] : INFO : Epoch 1875 | loss: 0.031172 | val_loss: 0.031174 | Time: 6464.95 ms [2022-01-30 17:51:40 main:574] : INFO : Epoch 1876 | loss: 0.0311712 | val_loss: 0.0311771 | Time: 6400.82 ms [2022-01-30 17:51:46 main:574] : INFO : Epoch 1877 | loss: 0.0311711 | val_loss: 0.0311771 | Time: 6177.22 ms [2022-01-30 17:51:52 main:574] : INFO : Epoch 1878 | loss: 0.0311718 | val_loss: 0.0311785 | Time: 5998.05 ms [2022-01-30 17:51:58 main:574] : INFO : Epoch 1879 | loss: 0.0311707 | val_loss: 0.0311758 | Time: 5953.82 ms [2022-01-30 17:52:04 main:574] : INFO : Epoch 1880 | loss: 0.0311727 | val_loss: 0.0311764 | Time: 6002.34 ms [2022-01-30 17:52:10 main:574] : INFO : Epoch 1881 | loss: 0.0311748 | val_loss: 0.0311757 | Time: 5833.59 ms [2022-01-30 17:52:16 main:574] : INFO : Epoch 1882 | loss: 0.0311703 | val_loss: 0.0311749 | Time: 5795.59 ms [2022-01-30 17:52:22 main:574] : INFO : Epoch 1883 | loss: 0.03117 | val_loss: 0.0311768 | Time: 5965.61 ms [2022-01-30 17:52:28 main:574] : INFO : Epoch 1884 | loss: 0.0311704 | val_loss: 0.0311779 | Time: 5858.45 ms [2022-01-30 17:52:33 main:574] : INFO : Epoch 1885 | loss: 0.0311707 | val_loss: 0.0311773 | Time: 5935.75 ms [2022-01-30 17:52:39 main:574] : INFO : Epoch 1886 | loss: 0.0311696 | val_loss: 0.0311742 | Time: 5852.07 ms [2022-01-30 17:52:45 main:574] : INFO : Epoch 1887 | loss: 0.0311693 | val_loss: 0.0311741 | Time: 5957.65 ms [2022-01-30 17:52:51 main:574] : INFO : Epoch 1888 | loss: 0.0311714 | val_loss: 0.0311779 | Time: 5920.56 ms [2022-01-30 17:52:58 main:574] : INFO : Epoch 1889 | loss: 0.0311681 | val_loss: 0.0311738 | Time: 6271.14 ms [2022-01-30 17:53:04 main:574] : INFO : Epoch 1890 | loss: 0.0311678 | val_loss: 0.0311745 | Time: 6411.2 ms [2022-01-30 17:53:10 main:574] : INFO : Epoch 1891 | loss: 0.0311674 | val_loss: 0.0311771 | Time: 6059.01 ms [2022-01-30 17:53:16 main:574] : INFO : Epoch 1892 | loss: 0.0311681 | val_loss: 0.0311755 | Time: 5948.64 ms [2022-01-30 17:53:22 main:574] : INFO : Epoch 1893 | loss: 0.031168 | val_loss: 0.0311751 | Time: 6044.86 ms [2022-01-30 17:53:28 main:574] : INFO : Epoch 1894 | loss: 0.0311683 | val_loss: 0.0311768 | Time: 5891.9 ms [2022-01-30 17:53:34 main:574] : INFO : Epoch 1895 | loss: 0.0311684 | val_loss: 0.0311763 | Time: 6035.85 ms [2022-01-30 17:53:40 main:574] : INFO : Epoch 1896 | loss: 0.031173 | val_loss: 0.0311802 | Time: 6101.39 ms [2022-01-30 17:53:46 main:574] : INFO : Epoch 1897 | loss: 0.0311805 | val_loss: 0.031182 | Time: 6225.4 ms [2022-01-30 17:53:53 main:574] : INFO : Epoch 1898 | loss: 0.0311793 | val_loss: 0.0311842 | Time: 6569.7 ms [2022-01-30 17:54:07 main:574] : INFO : Epoch 1899 | loss: 0.031179 | val_loss: 0.0311861 | Time: 13658.9 ms [2022-01-30 17:54:20 main:574] : INFO : Epoch 1900 | loss: 0.0311807 | val_loss: 0.0311816 | Time: 13036.1 ms [2022-01-30 17:54:32 main:574] : INFO : Epoch 1901 | loss: 0.0311758 | val_loss: 0.0311794 | Time: 12820.3 ms [2022-01-30 17:54:46 main:574] : INFO : Epoch 1902 | loss: 0.0311746 | val_loss: 0.0311789 | Time: 13560.1 ms [2022-01-30 17:55:09 main:574] : INFO : Epoch 1903 | loss: 0.0311753 | val_loss: 0.0311774 | Time: 23246.4 ms [2022-01-30 17:55:23 main:574] : INFO : Epoch 1904 | loss: 0.0311747 | val_loss: 0.0311787 | Time: 13440.8 ms [2022-01-30 17:55:36 main:574] : INFO : Epoch 1905 | loss: 0.0311736 | val_loss: 0.0311782 | Time: 13072 ms [2022-01-30 17:55:49 main:574] : INFO : Epoch 1906 | loss: 0.0311737 | val_loss: 0.0311821 | Time: 13645.8 ms [2022-01-30 17:56:03 main:574] : INFO : Epoch 1907 | loss: 0.0311766 | val_loss: 0.0311861 | Time: 13524.1 ms [2022-01-30 17:56:17 main:574] : INFO : Epoch 1908 | loss: 0.0311769 | val_loss: 0.0311789 | Time: 13760.4 ms [2022-01-30 17:56:30 main:574] : INFO : Epoch 1909 | loss: 0.0311731 | val_loss: 0.0311796 | Time: 13061.2 ms [2022-01-30 17:56:43 main:574] : INFO : Epoch 1910 | loss: 0.0311723 | val_loss: 0.0311786 | Time: 13558.5 ms [2022-01-30 17:56:57 main:574] : INFO : Epoch 1911 | loss: 0.0311725 | val_loss: 0.0311808 | Time: 13614.9 ms [2022-01-30 17:57:11 main:574] : INFO : Epoch 1912 | loss: 0.0311736 | val_loss: 0.03118 | Time: 13463.1 ms [2022-01-30 17:57:24 main:574] : INFO : Epoch 1913 | loss: 0.0311724 | val_loss: 0.031179 | Time: 13117.3 ms [2022-01-30 17:57:37 main:574] : INFO : Epoch 1914 | loss: 0.0311723 | val_loss: 0.03118 | Time: 13227.3 ms [2022-01-30 17:57:50 main:574] : INFO : Epoch 1915 | loss: 0.0311783 | val_loss: 0.031181 | Time: 13127.6 ms [2022-01-30 17:58:04 main:574] : INFO : Epoch 1916 | loss: 0.0311741 | val_loss: 0.0311784 | Time: 13850.8 ms [2022-01-30 17:58:17 main:574] : INFO : Epoch 1917 | loss: 0.0311727 | val_loss: 0.0311786 | Time: 13039.3 ms [2022-01-30 17:58:30 main:574] : INFO : Epoch 1918 | loss: 0.0311729 | val_loss: 0.03118 | Time: 13418.4 ms [2022-01-30 17:58:44 main:574] : INFO : Epoch 1919 | loss: 0.0311715 | val_loss: 0.0311774 | Time: 13276 ms [2022-01-30 17:58:57 main:574] : INFO : Epoch 1920 | loss: 0.0311745 | val_loss: 0.0311786 | Time: 13443.1 ms [2022-01-30 17:59:10 main:574] : INFO : Epoch 1921 | loss: 0.0311755 | val_loss: 0.0311767 | Time: 13112 ms [2022-01-30 17:59:24 main:574] : INFO : Epoch 1922 | loss: 0.0311749 | val_loss: 0.031176 | Time: 13307.3 ms [2022-01-30 17:59:37 main:574] : INFO : Epoch 1923 | loss: 0.0311746 | val_loss: 0.0311758 | Time: 13497.8 ms [2022-01-30 17:59:50 main:574] : INFO : Epoch 1924 | loss: 0.0311775 | val_loss: 0.0311789 | Time: 12991.1 ms [2022-01-30 18:00:03 main:574] : INFO : Epoch 1925 | loss: 0.0311793 | val_loss: 0.0311798 | Time: 13178.8 ms [2022-01-30 18:00:16 main:574] : INFO : Epoch 1926 | loss: 0.0311794 | val_loss: 0.0311801 | Time: 13133.5 ms [2022-01-30 18:00:30 main:574] : INFO : Epoch 1927 | loss: 0.0311786 | val_loss: 0.0311791 | Time: 13500 ms [2022-01-30 18:00:44 main:574] : INFO : Epoch 1928 | loss: 0.0311782 | val_loss: 0.0311793 | Time: 13595.4 ms [2022-01-30 18:00:57 main:574] : INFO : Epoch 1929 | loss: 0.0311767 | val_loss: 0.0311761 | Time: 13305.6 ms [2022-01-30 18:01:10 main:574] : INFO : Epoch 1930 | loss: 0.0311768 | val_loss: 0.0311779 | Time: 13395.7 ms [2022-01-30 18:01:23 main:574] : INFO : Epoch 1931 | loss: 0.0311753 | val_loss: 0.0311777 | Time: 13107.9 ms [2022-01-30 18:01:36 main:574] : INFO : Epoch 1932 | loss: 0.031175 | val_loss: 0.0311816 | Time: 12793.8 ms [2022-01-30 18:01:50 main:574] : INFO : Epoch 1933 | loss: 0.031176 | val_loss: 0.0311804 | Time: 13693.5 ms [2022-01-30 18:02:03 main:574] : INFO : Epoch 1934 | loss: 0.0311767 | val_loss: 0.0311805 | Time: 12810.6 ms [2022-01-30 18:02:16 main:574] : INFO : Epoch 1935 | loss: 0.0311765 | val_loss: 0.031181 | Time: 13407.4 ms [2022-01-30 18:02:29 main:574] : INFO : Epoch 1936 | loss: 0.0311775 | val_loss: 0.0311827 | Time: 12831.4 ms [2022-01-30 18:02:42 main:574] : INFO : Epoch 1937 | loss: 0.0311773 | val_loss: 0.0311781 | Time: 13403.4 ms [2022-01-30 18:02:56 main:574] : INFO : Epoch 1938 | loss: 0.031175 | val_loss: 0.0311794 | Time: 13578.7 ms [2022-01-30 18:03:10 main:574] : INFO : Epoch 1939 | loss: 0.0311749 | val_loss: 0.0311809 | Time: 13693.3 ms [2022-01-30 18:03:24 main:574] : INFO : Epoch 1940 | loss: 0.0311753 | val_loss: 0.0311792 | Time: 13906.6 ms [2022-01-30 18:03:37 main:574] : INFO : Epoch 1941 | loss: 0.0311752 | val_loss: 0.0311807 | Time: 13376 ms [2022-01-30 18:03:51 main:574] : INFO : Epoch 1942 | loss: 0.0311763 | val_loss: 0.0311795 | Time: 13474.3 ms [2022-01-30 18:04:04 main:574] : INFO : Epoch 1943 | loss: 0.0311733 | val_loss: 0.0311786 | Time: 13451.2 ms [2022-01-30 18:04:17 main:574] : INFO : Epoch 1944 | loss: 0.0311746 | val_loss: 0.0311787 | Time: 13239.6 ms [2022-01-30 18:04:31 main:574] : INFO : Epoch 1945 | loss: 0.0311767 | val_loss: 0.0311781 | Time: 13381.3 ms [2022-01-30 18:04:44 main:574] : INFO : Epoch 1946 | loss: 0.0311762 | val_loss: 0.0311828 | Time: 13665.9 ms [2022-01-30 18:04:58 main:574] : INFO : Epoch 1947 | loss: 0.0311727 | val_loss: 0.031177 | Time: 13362.9 ms [2022-01-30 18:05:11 main:574] : INFO : Epoch 1948 | loss: 0.0311732 | val_loss: 0.0311787 | Time: 13464.6 ms [2022-01-30 18:05:24 main:574] : INFO : Epoch 1949 | loss: 0.0311741 | val_loss: 0.0311816 | Time: 13204 ms [2022-01-30 18:05:38 main:574] : INFO : Epoch 1950 | loss: 0.0311737 | val_loss: 0.0311797 | Time: 13724.3 ms [2022-01-30 18:05:52 main:574] : INFO : Epoch 1951 | loss: 0.0311735 | val_loss: 0.0311782 | Time: 13570.3 ms [2022-01-30 18:06:05 main:574] : INFO : Epoch 1952 | loss: 0.0311726 | val_loss: 0.0311776 | Time: 13636.4 ms [2022-01-30 18:06:18 main:574] : INFO : Epoch 1953 | loss: 0.0311749 | val_loss: 0.0311799 | Time: 13088.6 ms [2022-01-30 18:06:32 main:574] : INFO : Epoch 1954 | loss: 0.0311761 | val_loss: 0.0311764 | Time: 13363.4 ms [2022-01-30 18:06:46 main:574] : INFO : Epoch 1955 | loss: 0.0311741 | val_loss: 0.0311773 | Time: 13744.2 ms [2022-01-30 18:06:59 main:574] : INFO : Epoch 1956 | loss: 0.0311731 | val_loss: 0.0311776 | Time: 13600.6 ms [2022-01-30 18:07:12 main:574] : INFO : Epoch 1957 | loss: 0.031174 | val_loss: 0.0311792 | Time: 13059.3 ms [2022-01-30 18:07:26 main:574] : INFO : Epoch 1958 | loss: 0.031176 | val_loss: 0.0311785 | Time: 13499.8 ms [2022-01-30 18:07:39 main:574] : INFO : Epoch 1959 | loss: 0.031175 | val_loss: 0.0311791 | Time: 13376 ms [2022-01-30 18:07:53 main:574] : INFO : Epoch 1960 | loss: 0.0311762 | val_loss: 0.0311778 | Time: 13473.9 ms [2022-01-30 18:08:06 main:574] : INFO : Epoch 1961 | loss: 0.0311744 | val_loss: 0.0311817 | Time: 13350 ms [2022-01-30 18:08:20 main:574] : INFO : Epoch 1962 | loss: 0.0311737 | val_loss: 0.0311786 | Time: 13741.5 ms [2022-01-30 18:08:33 main:574] : INFO : Epoch 1963 | loss: 0.0311734 | val_loss: 0.0311796 | Time: 13253.4 ms [2022-01-30 18:08:47 main:574] : INFO : Epoch 1964 | loss: 0.0311739 | val_loss: 0.0311787 | Time: 13666.9 ms [2022-01-30 18:09:00 main:574] : INFO : Epoch 1965 | loss: 0.0311745 | val_loss: 0.0311796 | Time: 13509.5 ms [2022-01-30 18:09:14 main:574] : INFO : Epoch 1966 | loss: 0.0311723 | val_loss: 0.0311792 | Time: 13396.5 ms [2022-01-30 18:09:27 main:574] : INFO : Epoch 1967 | loss: 0.0311725 | val_loss: 0.0311804 | Time: 13504.4 ms [2022-01-30 18:09:41 main:574] : INFO : Epoch 1968 | loss: 0.031173 | val_loss: 0.0311797 | Time: 13527.1 ms [2022-01-30 18:09:55 main:574] : INFO : Epoch 1969 | loss: 0.0311724 | val_loss: 0.0311796 | Time: 13941.3 ms [2022-01-30 18:10:18 main:574] : INFO : Epoch 1970 | loss: 0.0311715 | val_loss: 0.0311786 | Time: 23415 ms [2022-01-30 18:10:31 main:574] : INFO : Epoch 1971 | loss: 0.031171 | val_loss: 0.0311783 | Time: 13070.2 ms [2022-01-30 18:10:45 main:574] : INFO : Epoch 1972 | loss: 0.0311703 | val_loss: 0.0311788 | Time: 13391 ms [2022-01-30 18:10:58 main:574] : INFO : Epoch 1973 | loss: 0.0311728 | val_loss: 0.0311813 | Time: 13788.4 ms [2022-01-30 18:11:12 main:574] : INFO : Epoch 1974 | loss: 0.0311726 | val_loss: 0.0311784 | Time: 13156 ms [2022-01-30 18:11:25 main:574] : INFO : Epoch 1975 | loss: 0.031172 | val_loss: 0.0311814 | Time: 13421.3 ms [2022-01-30 18:11:38 main:574] : INFO : Epoch 1976 | loss: 0.0311754 | val_loss: 0.0311795 | Time: 12759.1 ms [2022-01-30 18:11:51 main:574] : INFO : Epoch 1977 | loss: 0.0311727 | val_loss: 0.0311799 | Time: 13125.6 ms [2022-01-30 18:12:04 main:574] : INFO : Epoch 1978 | loss: 0.0311708 | val_loss: 0.0311781 | Time: 13229 ms [2022-01-30 18:12:18 main:574] : INFO : Epoch 1979 | loss: 0.0311726 | val_loss: 0.0311784 | Time: 13716 ms [2022-01-30 18:12:31 main:574] : INFO : Epoch 1980 | loss: 0.0311716 | val_loss: 0.031178 | Time: 13544.7 ms [2022-01-30 18:12:45 main:574] : INFO : Epoch 1981 | loss: 0.0311728 | val_loss: 0.0311774 | Time: 13526.9 ms [2022-01-30 18:12:59 main:574] : INFO : Epoch 1982 | loss: 0.0311729 | val_loss: 0.0311795 | Time: 13702.2 ms [2022-01-30 18:13:13 main:574] : INFO : Epoch 1983 | loss: 0.0311725 | val_loss: 0.0311782 | Time: 13876.2 ms [2022-01-30 18:13:26 main:574] : INFO : Epoch 1984 | loss: 0.0311721 | val_loss: 0.0311773 | Time: 13758.5 ms [2022-01-30 18:13:40 main:574] : INFO : Epoch 1985 | loss: 0.0311712 | val_loss: 0.0311771 | Time: 13489.2 ms [2022-01-30 18:13:53 main:574] : INFO : Epoch 1986 | loss: 0.0311708 | val_loss: 0.031179 | Time: 13238.9 ms [2022-01-30 18:14:07 main:574] : INFO : Epoch 1987 | loss: 0.0311704 | val_loss: 0.0311794 | Time: 13549.6 ms [2022-01-30 18:14:20 main:574] : INFO : Epoch 1988 | loss: 0.0311711 | val_loss: 0.0311793 | Time: 13194.3 ms [2022-01-30 18:14:33 main:574] : INFO : Epoch 1989 | loss: 0.0311715 | val_loss: 0.0311792 | Time: 13585 ms [2022-01-30 18:14:47 main:574] : INFO : Epoch 1990 | loss: 0.0311715 | val_loss: 0.0311783 | Time: 13407.5 ms [2022-01-30 18:15:01 main:574] : INFO : Epoch 1991 | loss: 0.0311708 | val_loss: 0.0311778 | Time: 13644.8 ms [2022-01-30 18:15:14 main:574] : INFO : Epoch 1992 | loss: 0.0311729 | val_loss: 0.0311815 | Time: 13302 ms [2022-01-30 18:15:27 main:574] : INFO : Epoch 1993 | loss: 0.0311734 | val_loss: 0.0311826 | Time: 13446.8 ms [2022-01-30 18:15:41 main:574] : INFO : Epoch 1994 | loss: 0.0311709 | val_loss: 0.0311779 | Time: 13401.7 ms [2022-01-30 18:15:54 main:574] : INFO : Epoch 1995 | loss: 0.0311705 | val_loss: 0.0311826 | Time: 13670.6 ms [2022-01-30 18:16:08 main:574] : INFO : Epoch 1996 | loss: 0.0311714 | val_loss: 0.0311792 | Time: 13220.1 ms [2022-01-30 18:16:21 main:574] : INFO : Epoch 1997 | loss: 0.0311703 | val_loss: 0.0311791 | Time: 13168.5 ms [2022-01-30 18:16:34 main:574] : INFO : Epoch 1998 | loss: 0.0311706 | val_loss: 0.0311797 | Time: 13408.7 ms [2022-01-30 18:16:48 main:574] : INFO : Epoch 1999 | loss: 0.0311737 | val_loss: 0.031182 | Time: 13693.3 ms [2022-01-30 18:17:01 main:574] : INFO : Epoch 2000 | loss: 0.0311736 | val_loss: 0.031181 | Time: 13490.9 ms [2022-01-30 18:17:15 main:574] : INFO : Epoch 2001 | loss: 0.0311711 | val_loss: 0.0311836 | Time: 13150.8 ms [2022-01-30 18:17:28 main:574] : INFO : Epoch 2002 | loss: 0.0311721 | val_loss: 0.03118 | Time: 13560.6 ms [2022-01-30 18:17:42 main:574] : INFO : Epoch 2003 | loss: 0.0311716 | val_loss: 0.0311831 | Time: 13650.7 ms [2022-01-30 18:17:55 main:574] : INFO : Epoch 2004 | loss: 0.031171 | val_loss: 0.0311808 | Time: 13382 ms [2022-01-30 18:18:09 main:574] : INFO : Epoch 2005 | loss: 0.0311702 | val_loss: 0.0311798 | Time: 13455.5 ms [2022-01-30 18:18:22 main:574] : INFO : Epoch 2006 | loss: 0.0311702 | val_loss: 0.0311792 | Time: 13578.7 ms [2022-01-30 18:18:36 main:574] : INFO : Epoch 2007 | loss: 0.0311756 | val_loss: 0.0311887 | Time: 13590.3 ms [2022-01-30 18:18:49 main:574] : INFO : Epoch 2008 | loss: 0.0311729 | val_loss: 0.031181 | Time: 13362.3 ms [2022-01-30 18:19:03 main:574] : INFO : Epoch 2009 | loss: 0.0311693 | val_loss: 0.0311795 | Time: 13255.6 ms [2022-01-30 18:19:16 main:574] : INFO : Epoch 2010 | loss: 0.0311706 | val_loss: 0.0311804 | Time: 13715.2 ms [2022-01-30 18:19:30 main:574] : INFO : Epoch 2011 | loss: 0.031172 | val_loss: 0.0311834 | Time: 13363.5 ms [2022-01-30 18:19:43 main:574] : INFO : Epoch 2012 | loss: 0.0311693 | val_loss: 0.0311803 | Time: 13420.6 ms [2022-01-30 18:19:56 main:574] : INFO : Epoch 2013 | loss: 0.0311702 | val_loss: 0.0311837 | Time: 13400.9 ms [2022-01-30 18:20:10 main:574] : INFO : Epoch 2014 | loss: 0.0311714 | val_loss: 0.0311804 | Time: 13316.8 ms [2022-01-30 18:20:23 main:574] : INFO : Epoch 2015 | loss: 0.0311704 | val_loss: 0.0311802 | Time: 13356.2 ms [2022-01-30 18:20:37 main:574] : INFO : Epoch 2016 | loss: 0.0311698 | val_loss: 0.0311798 | Time: 13654.3 ms [2022-01-30 18:20:50 main:574] : INFO : Epoch 2017 | loss: 0.0311697 | val_loss: 0.0311791 | Time: 13185 ms [2022-01-30 18:21:03 main:574] : INFO : Epoch 2018 | loss: 0.0311696 | val_loss: 0.0311773 | Time: 13449.7 ms [2022-01-30 18:21:17 main:574] : INFO : Epoch 2019 | loss: 0.0311718 | val_loss: 0.0311786 | Time: 13370.8 ms [2022-01-30 18:21:31 main:574] : INFO : Epoch 2020 | loss: 0.0311711 | val_loss: 0.0311784 | Time: 13648 ms [2022-01-30 18:21:44 main:574] : INFO : Epoch 2021 | loss: 0.0311708 | val_loss: 0.0311762 | Time: 12952.9 ms [2022-01-30 18:21:57 main:574] : INFO : Epoch 2022 | loss: 0.0311702 | val_loss: 0.0311774 | Time: 13336.2 ms [2022-01-30 18:22:11 main:574] : INFO : Epoch 2023 | loss: 0.0311683 | val_loss: 0.0311762 | Time: 13840.3 ms [2022-01-30 18:22:25 main:574] : INFO : Epoch 2024 | loss: 0.031168 | val_loss: 0.031177 | Time: 14077.2 ms [2022-01-30 18:22:38 main:574] : INFO : Epoch 2025 | loss: 0.0311678 | val_loss: 0.0311777 | Time: 13299 ms [2022-01-30 18:22:52 main:574] : INFO : Epoch 2026 | loss: 0.03117 | val_loss: 0.0311783 | Time: 13421.1 ms [2022-01-30 18:23:05 main:574] : INFO : Epoch 2027 | loss: 0.031169 | val_loss: 0.031179 | Time: 13484.2 ms [2022-01-30 18:23:19 main:574] : INFO : Epoch 2028 | loss: 0.0311693 | val_loss: 0.0311772 | Time: 13715.1 ms [2022-01-30 18:23:33 main:574] : INFO : Epoch 2029 | loss: 0.0311686 | val_loss: 0.0311769 | Time: 14153.7 ms [2022-01-30 18:23:46 main:574] : INFO : Epoch 2030 | loss: 0.0311681 | val_loss: 0.031176 | Time: 13545.1 ms [2022-01-30 18:24:00 main:574] : INFO : Epoch 2031 | loss: 0.0311676 | val_loss: 0.03118 | Time: 13316.2 ms [2022-01-30 18:24:13 main:574] : INFO : Epoch 2032 | loss: 0.0311695 | val_loss: 0.0311788 | Time: 13379.6 ms [2022-01-30 18:24:27 main:574] : INFO : Epoch 2033 | loss: 0.0311694 | val_loss: 0.0311767 | Time: 13330.5 ms [2022-01-30 18:24:40 main:574] : INFO : Epoch 2034 | loss: 0.0311694 | val_loss: 0.031176 | Time: 13524.8 ms [2022-01-31 11:29:47 main:574] : INFO : Epoch 2035 | loss: 0.0311721 | val_loss: 0.0311777 | Time: 6.15073e+07 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce MX350) [2022-01-31 11:38:16 main:435] : INFO : Set logging level to 1 [2022-01-31 11:38:16 main:441] : INFO : Running in BOINC Client mode [2022-01-31 11:38:16 main:444] : INFO : Resolving all filenames [2022-01-31 11:38:16 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-31 11:38:16 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-31 11:38:16 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-31 11:38:16 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-01-31 11:38:16 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-31 11:38:16 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-31 11:38:16 main:474] : INFO : Configuration: [2022-01-31 11:38:16 main:475] : INFO : Model type: GRU [2022-01-31 11:38:16 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-31 11:38:16 main:477] : INFO : Max Epochs: 2048 [2022-01-31 11:38:16 main:478] : INFO : Batch Size: 128 [2022-01-31 11:38:16 main:479] : INFO : Learning Rate: 0.01 [2022-01-31 11:38:16 main:480] : INFO : Patience: 10 [2022-01-31 11:38:16 main:481] : INFO : Hidden Width: 12 [2022-01-31 11:38:16 main:482] : INFO : # Recurrent Layers: 4 [2022-01-31 11:38:16 main:483] : INFO : # Backend Layers: 4 [2022-01-31 11:38:16 main:484] : INFO : # Threads: 1 [2022-01-31 11:38:16 main:486] : INFO : Preparing Dataset [2022-01-31 11:38:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-31 11:38:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-31 11:38:19 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-31 11:38:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-31 11:38:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-31 11:38:19 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-31 11:38:19 main:494] : INFO : Creating Model [2022-01-31 11:38:19 main:507] : INFO : Preparing config file [2022-01-31 11:38:19 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-31 11:38:19 main:512] : INFO : Loading config [2022-01-31 11:38:20 main:514] : INFO : Loading state [2022-01-31 11:38:21 main:559] : INFO : Loading DataLoader into Memory [2022-01-31 11:38:21 main:562] : INFO : Starting Training [2022-01-31 11:38:26 main:574] : INFO : Epoch 2024 | loss: 0.0312121 | val_loss: 0.031193 | Time: 4675.45 ms [2022-01-31 11:38:33 main:574] : INFO : Epoch 2025 | loss: 0.0311778 | val_loss: 0.0311787 | Time: 6954.93 ms [2022-01-31 11:38:42 main:574] : INFO : Epoch 2026 | loss: 0.031173 | val_loss: 0.0311791 | Time: 9615.26 ms [2022-01-31 11:38:54 main:574] : INFO : Epoch 2027 | loss: 0.0311707 | val_loss: 0.031179 | Time: 11393.8 ms [2022-01-31 11:39:05 main:574] : INFO : Epoch 2028 | loss: 0.0311715 | val_loss: 0.0311795 | Time: 11575.6 ms [2022-01-31 11:39:17 main:574] : INFO : Epoch 2029 | loss: 0.0311724 | val_loss: 0.0311752 | Time: 12195.9 ms [2022-01-31 11:39:29 main:574] : INFO : Epoch 2030 | loss: 0.0311703 | val_loss: 0.0311738 | Time: 12054.4 ms [2022-01-31 11:39:41 main:574] : INFO : Epoch 2031 | loss: 0.0311729 | val_loss: 0.0311751 | Time: 11348.2 ms [2022-01-31 11:39:52 main:574] : INFO : Epoch 2032 | loss: 0.0311723 | val_loss: 0.0311787 | Time: 11482.6 ms [2022-01-31 11:40:04 main:574] : INFO : Epoch 2033 | loss: 0.0311749 | val_loss: 0.031178 | Time: 11532.3 ms [2022-01-31 11:40:15 main:574] : INFO : Epoch 2034 | loss: 0.0311746 | val_loss: 0.0311748 | Time: 11572.5 ms [2022-01-31 11:40:30 main:574] : INFO : Epoch 2035 | loss: 0.0311731 | val_loss: 0.031176 | Time: 14968 ms [2022-01-31 11:40:42 main:574] : INFO : Epoch 2036 | loss: 0.031174 | val_loss: 0.0311767 | Time: 11601.7 ms [2022-01-31 11:40:53 main:574] : INFO : Epoch 2037 | loss: 0.0311738 | val_loss: 0.0311775 | Time: 11398.1 ms [2022-01-31 11:41:05 main:574] : INFO : Epoch 2038 | loss: 0.0311732 | val_loss: 0.0311791 | Time: 11506.2 ms [2022-01-31 11:41:16 main:574] : INFO : Epoch 2039 | loss: 0.0311747 | val_loss: 0.0311778 | Time: 11256.8 ms [2022-01-31 11:41:28 main:574] : INFO : Epoch 2040 | loss: 0.0311741 | val_loss: 0.031176 | Time: 11716.6 ms [2022-01-31 11:41:40 main:574] : INFO : Epoch 2041 | loss: 0.0311748 | val_loss: 0.0311756 | Time: 11741 ms [2022-01-31 11:41:51 main:574] : INFO : Epoch 2042 | loss: 0.0311743 | val_loss: 0.0311754 | Time: 11471.6 ms [2022-01-31 11:42:03 main:574] : INFO : Epoch 2043 | loss: 0.0311767 | val_loss: 0.0311758 | Time: 11692 ms [2022-01-31 11:42:14 main:574] : INFO : Epoch 2044 | loss: 0.0311748 | val_loss: 0.0311769 | Time: 11519.1 ms [2022-01-31 11:42:26 main:574] : INFO : Epoch 2045 | loss: 0.0311761 | val_loss: 0.0311826 | Time: 11750.8 ms [2022-01-31 11:42:38 main:574] : INFO : Epoch 2046 | loss: 0.0311733 | val_loss: 0.0311771 | Time: 11929.3 ms [2022-01-31 11:42:51 main:574] : INFO : Epoch 2047 | loss: 0.0311713 | val_loss: 0.0311745 | Time: 12604.1 ms [2022-01-31 11:43:04 main:574] : INFO : Epoch 2048 | loss: 0.0311702 | val_loss: 0.0311747 | Time: 12754.5 ms [2022-01-31 11:43:04 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311747 [2022-01-31 11:43:04 main:603] : INFO : Saving end state to config to file [2022-01-31 11:43:04 main:608] : INFO : Success, exiting.. 11:43:04 (10376): 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)