Task 11215467
| Name | ParityModified-1639950028-17690-3-0_0 |
| Workunit | 8487388 |
| Created | 1 Feb 2022, 6:40:01 UTC |
| Sent | 15 Feb 2022, 20:14:57 UTC |
| Report deadline | 23 Feb 2022, 20:14:57 UTC |
| Received | 21 Feb 2022, 19:02:49 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16717 |
| Run time | 3 hours 22 min 46 sec |
| CPU time | 3 hours 2 min 56 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,142.53 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.60 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> Time: 7752.61 ms [2022-02-17 20:05:05 main:574] : INFO : Epoch 1606 | loss: 0.0311846 | val_loss: 0.0311837 | Time: 17942.8 ms [2022-02-17 20:05:23 main:574] : INFO : Epoch 1607 | loss: 0.0311856 | val_loss: 0.031184 | Time: 18040.8 ms [2022-02-17 20:05:41 main:574] : INFO : Epoch 1608 | loss: 0.0311832 | val_loss: 0.0311807 | Time: 18166.9 ms [2022-02-17 20:05:59 main:574] : INFO : Epoch 1609 | loss: 0.0311802 | val_loss: 0.0311833 | Time: 17599.5 ms [2022-02-17 20:06:07 main:574] : INFO : Epoch 1610 | loss: 0.0311809 | val_loss: 0.0311815 | Time: 7689.6 ms [2022-02-17 20:06:25 main:574] : INFO : Epoch 1611 | loss: 0.0311802 | val_loss: 0.03118 | Time: 17837.3 ms [2022-02-17 20:06:43 main:574] : INFO : Epoch 1612 | loss: 0.0311776 | val_loss: 0.0311811 | Time: 17925 ms [2022-02-17 20:07:01 main:574] : INFO : Epoch 1613 | loss: 0.031177 | val_loss: 0.0311812 | Time: 18110.3 ms [2022-02-17 20:07:08 main:574] : INFO : Epoch 1614 | loss: 0.0311774 | val_loss: 0.031183 | Time: 7656.68 ms [2022-02-17 20:07:26 main:574] : INFO : Epoch 1615 | loss: 0.031177 | val_loss: 0.031182 | Time: 17643.4 ms [2022-02-17 20:07:44 main:574] : INFO : Epoch 1616 | loss: 0.0311756 | val_loss: 0.0311805 | Time: 17735.3 ms [2022-02-17 20:08:02 main:574] : INFO : Epoch 1617 | loss: 0.0311768 | val_loss: 0.0311797 | Time: 17784.7 ms [2022-02-17 20:08:10 main:574] : INFO : Epoch 1618 | loss: 0.0311758 | val_loss: 0.0311806 | Time: 7730.79 ms [2022-02-17 20:08:27 main:574] : INFO : Epoch 1619 | loss: 0.0311769 | val_loss: 0.0311773 | Time: 17458.3 ms [2022-02-17 20:08:44 main:574] : INFO : Epoch 1620 | loss: 0.0311775 | val_loss: 0.0311791 | Time: 16528.5 ms [2022-02-17 20:09:00 main:574] : INFO : Epoch 1621 | loss: 0.0311757 | val_loss: 0.0311791 | Time: 16865.4 ms [2022-02-17 20:09:08 main:574] : INFO : Epoch 1622 | loss: 0.0311765 | val_loss: 0.0311778 | Time: 7257.63 ms [2022-02-17 20:09:25 main:574] : INFO : Epoch 1623 | loss: 0.0311803 | val_loss: 0.0311812 | Time: 17515.1 ms [2022-02-17 20:09:43 main:574] : INFO : Epoch 1624 | loss: 0.0311753 | val_loss: 0.0311782 | Time: 17825.3 ms [2022-02-17 20:10:01 main:574] : INFO : Epoch 1625 | loss: 0.0311754 | val_loss: 0.0311863 | Time: 17875.3 ms [2022-02-17 20:10:09 main:574] : INFO : Epoch 1626 | loss: 0.0311799 | val_loss: 0.0311848 | Time: 7672.43 ms [2022-02-17 20:10:26 main:574] : INFO : Epoch 1627 | loss: 0.031181 | val_loss: 0.0311828 | Time: 17288 ms [2022-02-17 20:10:44 main:574] : INFO : Epoch 1628 | loss: 0.0311745 | val_loss: 0.0311792 | Time: 17543.6 ms [2022-02-17 20:10:51 main:574] : INFO : Epoch 1629 | loss: 0.0311744 | val_loss: 0.0311797 | Time: 7779.73 ms [2022-02-17 20:11:10 main:574] : INFO : Epoch 1630 | loss: 0.0311735 | val_loss: 0.031179 | Time: 8037.83 ms [2022-02-17 20:11:28 main:574] : INFO : Epoch 1631 | loss: 0.0311746 | val_loss: 0.0311846 | Time: 17896.9 ms [2022-02-17 20:11:45 main:574] : INFO : Epoch 1632 | loss: 0.0311734 | val_loss: 0.0311822 | Time: 17650.8 ms [2022-02-17 20:12:03 main:574] : INFO : Epoch 1633 | loss: 0.0311756 | val_loss: 0.0311776 | Time: 17754.3 ms [2022-02-17 20:12:11 main:574] : INFO : Epoch 1634 | loss: 0.0311751 | val_loss: 0.0311772 | Time: 7844.18 ms [2022-02-17 20:12:29 main:574] : INFO : Epoch 1635 | loss: 0.0311739 | val_loss: 0.0311774 | Time: 17889.2 ms [2022-02-17 20:12:47 main:574] : INFO : Epoch 1636 | loss: 0.031176 | val_loss: 0.031179 | Time: 18234.1 ms [2022-02-17 20:13:05 main:574] : INFO : Epoch 1637 | loss: 0.0311742 | val_loss: 0.0311798 | Time: 17559.6 ms [2022-02-17 20:13:12 main:574] : INFO : Epoch 1638 | loss: 0.0311736 | val_loss: 0.0311792 | Time: 7369.46 ms [2022-02-17 20:13:29 main:574] : INFO : Epoch 1639 | loss: 0.031174 | val_loss: 0.0311776 | Time: 17454.1 ms [2022-02-17 20:13:47 main:574] : INFO : Epoch 1640 | loss: 0.0311742 | val_loss: 0.0311916 | Time: 17728.8 ms [2022-02-17 20:14:05 main:574] : INFO : Epoch 1641 | loss: 0.0311773 | val_loss: 0.0311796 | Time: 17690 ms [2022-02-17 20:14:13 main:574] : INFO : Epoch 1642 | loss: 0.0311742 | val_loss: 0.0311783 | Time: 7823.92 ms [2022-02-17 20:14:31 main:574] : INFO : Epoch 1643 | loss: 0.0311719 | val_loss: 0.0311806 | Time: 18035.1 ms [2022-02-17 20:14:49 main:574] : INFO : Epoch 1644 | loss: 0.0311714 | val_loss: 0.0311788 | Time: 17601.3 ms [2022-02-17 20:15:06 main:574] : INFO : Epoch 1645 | loss: 0.0311709 | val_loss: 0.0311789 | Time: 17375.9 ms [2022-02-17 20:15:14 main:574] : INFO : Epoch 1646 | loss: 0.0311713 | val_loss: 0.0311811 | Time: 7518.72 ms [2022-02-17 20:15:31 main:574] : INFO : Epoch 1647 | loss: 0.0311709 | val_loss: 0.0311802 | Time: 17754.3 ms [2022-02-17 20:15:49 main:574] : INFO : Epoch 1648 | loss: 0.0311738 | val_loss: 0.0311775 | Time: 17804.2 ms [2022-02-17 20:16:07 main:574] : INFO : Epoch 1649 | loss: 0.0311705 | val_loss: 0.0311775 | Time: 17498.9 ms [2022-02-17 20:16:14 main:574] : INFO : Epoch 1650 | loss: 0.0311698 | val_loss: 0.0311772 | Time: 6890.19 ms [2022-02-17 20:16:31 main:574] : INFO : Epoch 1651 | loss: 0.0311698 | val_loss: 0.0311791 | Time: 17114.8 ms [2022-02-17 20:16:48 main:574] : INFO : Epoch 1652 | loss: 0.0311732 | val_loss: 0.0311789 | Time: 16826.6 ms [2022-02-17 20:16:55 main:574] : INFO : Epoch 1653 | loss: 0.0311721 | val_loss: 0.0311772 | Time: 7237.42 ms [2022-02-17 20:17:13 main:574] : INFO : Epoch 1654 | loss: 0.0311715 | val_loss: 0.0311778 | Time: 17780.7 ms [2022-02-17 20:17:30 main:574] : INFO : Epoch 1655 | loss: 0.0311717 | val_loss: 0.0311792 | Time: 17154.2 ms [2022-02-17 20:17:47 main:574] : INFO : Epoch 1656 | loss: 0.0311706 | val_loss: 0.0311827 | Time: 17078.6 ms [2022-02-17 20:17:54 main:574] : INFO : Epoch 1657 | loss: 0.031171 | val_loss: 0.0311769 | Time: 6800.64 ms [2022-02-17 20:18:11 main:574] : INFO : Epoch 1658 | loss: 0.0311722 | val_loss: 0.0311841 | Time: 17567.5 ms [2022-02-17 20:23:14 main:574] : INFO : Epoch 1659 | loss: 0.031172 | val_loss: 0.0311755 | Time: 302230 ms [2022-02-17 20:23:31 main:574] : INFO : Epoch 1660 | loss: 0.0311701 | val_loss: 0.0311764 | Time: 16949.4 ms [2022-02-17 20:23:37 main:574] : INFO : Epoch 1661 | loss: 0.0311709 | val_loss: 0.0311798 | Time: 6703.01 ms [2022-02-17 20:23:54 main:574] : INFO : Epoch 1662 | loss: 0.0311719 | val_loss: 0.0311848 | Time: 16858 ms [2022-02-17 20:24:12 main:574] : INFO : Epoch 1663 | loss: 0.0311723 | val_loss: 0.0311786 | Time: 18115.3 ms [2022-02-17 20:24:31 main:574] : INFO : Epoch 1664 | loss: 0.0311697 | val_loss: 0.0311763 | Time: 18168.2 ms [2022-02-17 20:24:38 main:574] : INFO : Epoch 1665 | loss: 0.0311696 | val_loss: 0.0311781 | Time: 7579.45 ms [2022-02-17 20:24:56 main:574] : INFO : Epoch 1666 | loss: 0.0311687 | val_loss: 0.0311757 | Time: 17658.9 ms [2022-02-17 20:25:14 main:574] : INFO : Epoch 1667 | loss: 0.0311698 | val_loss: 0.0311767 | Time: 17703.1 ms [2022-02-17 20:25:31 main:574] : INFO : Epoch 1668 | loss: 0.031175 | val_loss: 0.0311807 | Time: 17431.9 ms [2022-02-17 20:25:38 main:574] : INFO : Epoch 1669 | loss: 0.0311752 | val_loss: 0.0311788 | Time: 6893.59 ms [2022-02-17 20:25:55 main:574] : INFO : Epoch 1670 | loss: 0.0311725 | val_loss: 0.031174 | Time: 16892.8 ms [2022-02-17 20:26:12 main:574] : INFO : Epoch 1671 | loss: 0.0311716 | val_loss: 0.0311769 | Time: 16822.5 ms [2022-02-17 20:26:19 main:574] : INFO : Epoch 1672 | loss: 0.0311719 | val_loss: 0.0311756 | Time: 6814.31 ms [2022-02-17 20:26:35 main:574] : INFO : Epoch 1673 | loss: 0.0311739 | val_loss: 0.0311782 | Time: 16737.8 ms [2022-02-17 20:26:52 main:574] : INFO : Epoch 1674 | loss: 0.031171 | val_loss: 0.0311811 | Time: 16922.4 ms [2022-02-17 20:26:58 main:574] : INFO : Epoch 1675 | loss: 0.0311705 | val_loss: 0.0311738 | Time: 6019.86 ms [2022-02-17 20:27:15 main:574] : INFO : Epoch 1676 | loss: 0.0311703 | val_loss: 0.0311743 | Time: 17102.6 ms [2022-02-17 20:27:32 main:574] : INFO : Epoch 1677 | loss: 0.0311723 | val_loss: 0.0311742 | Time: 16673.5 ms [2022-02-17 20:27:39 main:574] : INFO : Epoch 1678 | loss: 0.0311726 | val_loss: 0.0311767 | Time: 7160.79 ms [2022-02-17 20:27:57 main:574] : INFO : Epoch 1679 | loss: 0.0311703 | val_loss: 0.0311754 | Time: 17218.4 ms [2022-02-17 20:28:14 main:574] : INFO : Epoch 1680 | loss: 0.0311698 | val_loss: 0.031175 | Time: 17444.4 ms [2022-02-17 20:28:22 main:574] : INFO : Epoch 1681 | loss: 0.0311688 | val_loss: 0.0311765 | Time: 7545.25 ms [2022-02-17 20:28:39 main:574] : INFO : Epoch 1682 | loss: 0.03117 | val_loss: 0.0311762 | Time: 17824.3 ms [2022-02-17 20:28:57 main:574] : INFO : Epoch 1683 | loss: 0.0311686 | val_loss: 0.0311752 | Time: 17759.2 ms [2022-02-17 20:29:15 main:574] : INFO : Epoch 1684 | loss: 0.0311679 | val_loss: 0.031175 | Time: 17843.2 ms [2022-02-17 20:29:33 main:574] : INFO : Epoch 1685 | loss: 0.0311678 | val_loss: 0.0311763 | Time: 17643.3 ms [2022-02-17 20:29:40 main:574] : INFO : Epoch 1686 | loss: 0.0311693 | val_loss: 0.0311856 | Time: 7383.45 ms [2022-02-17 20:29:58 main:574] : INFO : Epoch 1687 | loss: 0.0311718 | val_loss: 0.0311741 | Time: 17684.4 ms [2022-02-17 20:30:16 main:574] : INFO : Epoch 1688 | loss: 0.0311704 | val_loss: 0.0311768 | Time: 17977.2 ms [2022-02-17 20:30:34 main:574] : INFO : Epoch 1689 | loss: 0.0311811 | val_loss: 0.0311903 | Time: 18000.9 ms [2022-02-17 20:30:42 main:574] : INFO : Epoch 1690 | loss: 0.0311775 | val_loss: 0.0311747 | Time: 7605.12 ms [2022-02-17 20:31:00 main:574] : INFO : Epoch 1691 | loss: 0.0311731 | val_loss: 0.0311795 | Time: 17810.3 ms [2022-02-17 20:31:17 main:574] : INFO : Epoch 1692 | loss: 0.0311759 | val_loss: 0.0311759 | Time: 17527.7 ms [2022-02-17 20:31:35 main:574] : INFO : Epoch 1693 | loss: 0.0311784 | val_loss: 0.0311765 | Time: 17923.3 ms [2022-02-17 20:31:43 main:574] : INFO : Epoch 1694 | loss: 0.0311764 | val_loss: 0.0311892 | Time: 7962.77 ms [2022-02-17 20:32:01 main:574] : INFO : Epoch 1695 | loss: 0.031176 | val_loss: 0.0311808 | Time: 18248.3 ms [2022-02-17 20:32:19 main:574] : INFO : Epoch 1696 | loss: 0.0311723 | val_loss: 0.031176 | Time: 17815.3 ms [2022-02-17 20:32:37 main:574] : INFO : Epoch 1697 | loss: 0.0311708 | val_loss: 0.0311822 | Time: 17492.1 ms [2022-02-17 20:32:55 main:574] : INFO : Epoch 1698 | loss: 0.0311711 | val_loss: 0.0311762 | Time: 18034.3 ms [2022-02-17 20:33:02 main:574] : INFO : Epoch 1699 | loss: 0.0311722 | val_loss: 0.0311769 | Time: 7772.6 ms [2022-02-17 20:33:21 main:574] : INFO : Epoch 1700 | loss: 0.0311711 | val_loss: 0.0311748 | Time: 18330.2 ms [2022-02-17 20:33:59 main:574] : INFO : Epoch 1701 | loss: 0.0311686 | val_loss: 0.0311738 | Time: 37670.2 ms [2022-02-17 20:34:16 main:574] : INFO : Epoch 1702 | loss: 0.0311689 | val_loss: 0.0311852 | Time: 17694.7 ms [2022-02-17 20:34:24 main:574] : INFO : Epoch 1703 | loss: 0.0311716 | val_loss: 0.0311801 | Time: 7691.89 ms [2022-02-17 20:34:42 main:574] : INFO : Epoch 1704 | loss: 0.0311689 | val_loss: 0.0311765 | Time: 17733.9 ms [2022-02-17 20:34:59 main:574] : INFO : Epoch 1705 | loss: 0.031172 | val_loss: 0.0311792 | Time: 17599.9 ms [2022-02-17 20:35:17 main:574] : INFO : Epoch 1706 | loss: 0.0311716 | val_loss: 0.0311739 | Time: 17520 ms [2022-02-17 20:35:24 main:574] : INFO : Epoch 1707 | loss: 0.0311745 | val_loss: 0.031184 | Time: 7139.97 ms [2022-02-17 20:35:42 main:574] : INFO : Epoch 1708 | loss: 0.0311782 | val_loss: 0.0311744 | Time: 17621.6 ms [2022-02-17 20:35:59 main:574] : INFO : Epoch 1709 | loss: 0.0311735 | val_loss: 0.0311817 | Time: 17562.4 ms [2022-02-17 20:36:17 main:574] : INFO : Epoch 1710 | loss: 0.0311755 | val_loss: 0.0311742 | Time: 17536.9 ms [2022-02-17 20:36:24 main:574] : INFO : Epoch 1711 | loss: 0.0311705 | val_loss: 0.0311747 | Time: 7247.6 ms [2022-02-17 20:36:42 main:574] : INFO : Epoch 1712 | loss: 0.0311684 | val_loss: 0.0311736 | Time: 17416.9 ms [2022-02-17 20:36:59 main:574] : INFO : Epoch 1713 | loss: 0.0311685 | val_loss: 0.0311738 | Time: 17321.8 ms [2022-02-17 20:37:06 main:574] : INFO : Epoch 1714 | loss: 0.0311699 | val_loss: 0.0311751 | Time: 6932.97 ms [2022-02-17 20:37:23 main:574] : INFO : Epoch 1715 | loss: 0.0311675 | val_loss: 0.0311734 | Time: 17347.2 ms [2022-02-17 20:37:41 main:574] : INFO : Epoch 1716 | loss: 0.0311673 | val_loss: 0.0311738 | Time: 17942.6 ms [2022-02-17 20:37:59 main:574] : INFO : Epoch 1717 | loss: 0.031167 | val_loss: 0.0311742 | Time: 17306.3 ms [2022-02-17 20:38:06 main:574] : INFO : Epoch 1718 | loss: 0.0311692 | val_loss: 0.0311745 | Time: 7162.44 ms [2022-02-17 20:38:23 main:574] : INFO : Epoch 1719 | loss: 0.0311672 | val_loss: 0.0311749 | Time: 17470 ms [2022-02-17 20:38:41 main:574] : INFO : Epoch 1720 | loss: 0.0311705 | val_loss: 0.0311758 | Time: 17505.9 ms [2022-02-17 20:38:58 main:574] : INFO : Epoch 1721 | loss: 0.0311687 | val_loss: 0.0311735 | Time: 17592.3 ms [2022-02-17 20:39:06 main:574] : INFO : Epoch 1722 | loss: 0.0311713 | val_loss: 0.0311736 | Time: 7482.51 ms [2022-02-17 20:39:24 main:574] : INFO : Epoch 1723 | loss: 0.031172 | val_loss: 0.0311742 | Time: 17919.9 ms [2022-02-17 20:39:42 main:574] : INFO : Epoch 1724 | loss: 0.0311705 | val_loss: 0.0311744 | Time: 17711.1 ms [2022-02-17 20:39:49 main:574] : INFO : Epoch 1725 | loss: 0.0311695 | val_loss: 0.0311731 | Time: 6942.68 ms [2022-02-17 20:40:05 main:574] : INFO : Epoch 1726 | loss: 0.031168 | val_loss: 0.0311727 | Time: 16804.2 ms [2022-02-17 20:40:23 main:574] : INFO : Epoch 1727 | loss: 0.0311709 | val_loss: 0.031185 | Time: 17376.1 ms [2022-02-17 20:40:40 main:574] : INFO : Epoch 1728 | loss: 0.0311714 | val_loss: 0.0311738 | Time: 17093.1 ms [2022-02-17 20:40:47 main:574] : INFO : Epoch 1729 | loss: 0.0311685 | val_loss: 0.0311747 | Time: 6585.67 ms [2022-02-17 20:41:03 main:574] : INFO : Epoch 1730 | loss: 0.031171 | val_loss: 0.0311748 | Time: 16513.8 ms [2022-02-17 20:41:09 main:574] : INFO : Epoch 1731 | loss: 0.0311711 | val_loss: 0.0311746 | Time: 6160.04 ms [2022-02-17 20:41:26 main:574] : INFO : Epoch 1732 | loss: 0.031168 | val_loss: 0.0311772 | Time: 16568.6 ms [2022-02-17 20:41:43 main:574] : INFO : Epoch 1733 | loss: 0.0311694 | val_loss: 0.0311767 | Time: 16910.4 ms [2022-02-17 20:41:49 main:574] : INFO : Epoch 1734 | loss: 0.0311708 | val_loss: 0.0311754 | Time: 6264.51 ms [2022-02-17 20:42:05 main:574] : INFO : Epoch 1735 | loss: 0.0311715 | val_loss: 0.0311751 | Time: 16302 ms [2022-02-17 20:42:22 main:574] : INFO : Epoch 1736 | loss: 0.031172 | val_loss: 0.0311735 | Time: 16519.9 ms [2022-02-17 20:42:28 main:574] : INFO : Epoch 1737 | loss: 0.0311722 | val_loss: 0.0311745 | Time: 6216.83 ms [2022-02-17 20:42:44 main:574] : INFO : Epoch 1738 | loss: 0.0311724 | val_loss: 0.0311773 | Time: 16285.7 ms [2022-02-17 20:43:01 main:574] : INFO : Epoch 1739 | loss: 0.0311747 | val_loss: 0.0311757 | Time: 16437.3 ms [2022-02-17 20:43:07 main:574] : INFO : Epoch 1740 | loss: 0.0311754 | val_loss: 0.0311778 | Time: 6315.81 ms [2022-02-17 20:43:24 main:574] : INFO : Epoch 1741 | loss: 0.0311716 | val_loss: 0.0311814 | Time: 16714.8 ms [2022-02-17 20:43:31 main:574] : INFO : Epoch 1742 | loss: 0.0311746 | val_loss: 0.0311744 | Time: 6701.07 ms [2022-02-17 20:43:47 main:574] : INFO : Epoch 1743 | loss: 0.0311732 | val_loss: 0.0311779 | Time: 16415 ms [2022-02-17 20:44:04 main:574] : INFO : Epoch 1744 | loss: 0.0311735 | val_loss: 0.0311801 | Time: 16458.4 ms [2022-02-17 20:44:10 main:574] : INFO : Epoch 1745 | loss: 0.0311692 | val_loss: 0.0311738 | Time: 6568.97 ms [2022-02-17 20:44:27 main:574] : INFO : Epoch 1746 | loss: 0.0311685 | val_loss: 0.0311742 | Time: 16542.1 ms [2022-02-17 20:44:44 main:574] : INFO : Epoch 1747 | loss: 0.0311718 | val_loss: 0.0311812 | Time: 16725.5 ms [2022-02-17 20:44:50 main:574] : INFO : Epoch 1748 | loss: 0.0311703 | val_loss: 0.0311764 | Time: 6720.22 ms [2022-02-17 20:45:07 main:574] : INFO : Epoch 1749 | loss: 0.0311713 | val_loss: 0.0311771 | Time: 16604.5 ms [2022-02-17 20:45:23 main:574] : INFO : Epoch 1750 | loss: 0.0311733 | val_loss: 0.0311826 | Time: 16313.3 ms [2022-02-17 20:45:29 main:574] : INFO : Epoch 1751 | loss: 0.0311752 | val_loss: 0.0311765 | Time: 6232.84 ms [2022-02-17 20:45:46 main:574] : INFO : Epoch 1752 | loss: 0.0311733 | val_loss: 0.0311764 | Time: 16249.7 ms [2022-02-17 20:46:02 main:574] : INFO : Epoch 1753 | loss: 0.0311759 | val_loss: 0.0311925 | Time: 16691.8 ms [2022-02-17 20:46:09 main:574] : INFO : Epoch 1754 | loss: 0.0311829 | val_loss: 0.0311811 | Time: 6446.05 ms [2022-02-17 20:46:26 main:574] : INFO : Epoch 1755 | loss: 0.0311818 | val_loss: 0.0311776 | Time: 16638.2 ms [2022-02-17 20:46:32 main:574] : INFO : Epoch 1756 | loss: 0.031179 | val_loss: 0.0311767 | Time: 6633.71 ms [2022-02-17 20:46:49 main:574] : INFO : Epoch 1757 | loss: 0.0311794 | val_loss: 0.0311781 | Time: 16540.6 ms [2022-02-17 20:47:05 main:574] : INFO : Epoch 1758 | loss: 0.0311879 | val_loss: 0.0311889 | Time: 16281.9 ms [2022-02-17 20:47:12 main:574] : INFO : Epoch 1759 | loss: 0.0311911 | val_loss: 0.0311982 | Time: 6493.09 ms [2022-02-17 20:47:29 main:574] : INFO : Epoch 1760 | loss: 0.0312099 | val_loss: 0.0312124 | Time: 17277.5 ms [2022-02-17 20:47:46 main:574] : INFO : Epoch 1761 | loss: 0.0312076 | val_loss: 0.0312074 | Time: 17055.3 ms [2022-02-17 20:47:53 main:574] : INFO : Epoch 1762 | loss: 0.0312058 | val_loss: 0.031206 | Time: 6997.76 ms [2022-02-17 20:48:11 main:574] : INFO : Epoch 1763 | loss: 0.0312067 | val_loss: 0.0312083 | Time: 17478.9 ms [2022-02-17 20:48:28 main:574] : INFO : Epoch 1764 | loss: 0.0312048 | val_loss: 0.031206 | Time: 17492.1 ms [2022-02-17 20:48:46 main:574] : INFO : Epoch 1765 | loss: 0.0312083 | val_loss: 0.0312102 | Time: 17522.4 ms [2022-02-17 20:48:53 main:574] : INFO : Epoch 1766 | loss: 0.0312109 | val_loss: 0.0312134 | Time: 7374.09 ms [2022-02-17 20:49:10 main:574] : INFO : Epoch 1767 | loss: 0.0312115 | val_loss: 0.0312105 | Time: 17300.7 ms [2022-02-17 20:49:28 main:574] : INFO : Epoch 1768 | loss: 0.0312086 | val_loss: 0.0312108 | Time: 17195.2 ms [2022-02-17 20:49:34 main:574] : INFO : Epoch 1769 | loss: 0.0312085 | val_loss: 0.0312094 | Time: 6534.42 ms [2022-02-17 20:49:51 main:574] : INFO : Epoch 1770 | loss: 0.0312084 | val_loss: 0.0312099 | Time: 16444.5 ms [2022-02-17 20:50:07 main:574] : INFO : Epoch 1771 | loss: 0.0312089 | val_loss: 0.0312113 | Time: 16182.6 ms [2022-02-17 20:50:13 main:574] : INFO : Epoch 1772 | loss: 0.0312083 | val_loss: 0.0312095 | Time: 6104.66 ms [2022-02-17 20:50:29 main:574] : INFO : Epoch 1773 | loss: 0.0312075 | val_loss: 0.0312095 | Time: 16219.7 ms [2022-02-17 20:50:46 main:574] : INFO : Epoch 1774 | loss: 0.031208 | val_loss: 0.0312096 | Time: 16338.7 ms [2022-02-17 20:50:52 main:574] : INFO : Epoch 1775 | loss: 0.0312073 | val_loss: 0.0312095 | Time: 6144.73 ms [2022-02-17 20:51:08 main:574] : INFO : Epoch 1776 | loss: 0.0312067 | val_loss: 0.0312071 | Time: 16107.9 ms [2022-02-17 20:51:14 main:574] : INFO : Epoch 1777 | loss: 0.0312062 | val_loss: 0.0312072 | Time: 5994.36 ms [2022-02-17 20:51:30 main:574] : INFO : Epoch 1778 | loss: 0.0312054 | val_loss: 0.0312043 | Time: 15989.6 ms [2022-02-17 20:51:46 main:574] : INFO : Epoch 1779 | loss: 0.0312052 | val_loss: 0.0312081 | Time: 16410.1 ms [2022-02-17 20:51:53 main:574] : INFO : Epoch 1780 | loss: 0.0312085 | val_loss: 0.0312062 | Time: 6503.26 ms [2022-02-17 20:52:09 main:574] : INFO : Epoch 1781 | loss: 0.0312064 | val_loss: 0.0312066 | Time: 16225.5 ms [2022-02-17 20:52:15 main:574] : INFO : Epoch 1782 | loss: 0.0312058 | val_loss: 0.0312061 | Time: 6194.97 ms [2022-02-17 20:52:31 main:574] : INFO : Epoch 1783 | loss: 0.0312055 | val_loss: 0.031205 | Time: 16224 ms [2022-02-17 20:52:48 main:574] : INFO : Epoch 1784 | loss: 0.0312039 | val_loss: 0.0312044 | Time: 16244.7 ms [2022-02-17 20:52:54 main:574] : INFO : Epoch 1785 | loss: 0.0312037 | val_loss: 0.0312061 | Time: 6230.67 ms [2022-02-17 20:53:10 main:574] : INFO : Epoch 1786 | loss: 0.0312022 | val_loss: 0.0312021 | Time: 16426.9 ms [2022-02-17 20:53:17 main:574] : INFO : Epoch 1787 | loss: 0.0312009 | val_loss: 0.0312036 | Time: 6066.83 ms [2022-02-17 20:53:33 main:574] : INFO : Epoch 1788 | loss: 0.0311993 | val_loss: 0.0312037 | Time: 16501 ms [2022-02-17 20:53:50 main:574] : INFO : Epoch 1789 | loss: 0.0312012 | val_loss: 0.0312006 | Time: 16884.7 ms [2022-02-17 20:53:56 main:574] : INFO : Epoch 1790 | loss: 0.0311991 | val_loss: 0.0312002 | Time: 6372.62 ms [2022-02-17 20:54:13 main:574] : INFO : Epoch 1791 | loss: 0.0311999 | val_loss: 0.0312027 | Time: 16863.5 ms [2022-02-17 20:54:31 main:574] : INFO : Epoch 1792 | loss: 0.0312002 | val_loss: 0.0312005 | Time: 17394.5 ms [2022-02-17 20:54:48 main:574] : INFO : Epoch 1793 | loss: 0.0311989 | val_loss: 0.0312008 | Time: 16957.8 ms [2022-02-17 20:54:55 main:574] : INFO : Epoch 1794 | loss: 0.0311983 | val_loss: 0.0312026 | Time: 7164.97 ms [2022-02-17 20:55:12 main:574] : INFO : Epoch 1795 | loss: 0.0312035 | val_loss: 0.0312105 | Time: 17536.5 ms [2022-02-17 20:55:30 main:574] : INFO : Epoch 1796 | loss: 0.0311997 | val_loss: 0.0312003 | Time: 17682.3 ms [2022-02-17 20:55:37 main:574] : INFO : Epoch 1797 | loss: 0.0311972 | val_loss: 0.0312009 | Time: 6856.97 ms [2022-02-17 20:55:54 main:574] : INFO : Epoch 1798 | loss: 0.0312004 | val_loss: 0.0312016 | Time: 17120.7 ms [2022-02-17 20:56:12 main:574] : INFO : Epoch 1799 | loss: 0.0311994 | val_loss: 0.0312047 | Time: 17474.7 ms [2022-02-17 20:56:29 main:574] : INFO : Epoch 1800 | loss: 0.0311993 | val_loss: 0.0312038 | Time: 17787.3 ms [2022-02-17 20:56:37 main:574] : INFO : Epoch 1801 | loss: 0.0312007 | val_loss: 0.0312025 | Time: 7739.57 ms [2022-02-17 20:56:55 main:574] : INFO : Epoch 1802 | loss: 0.0311975 | val_loss: 0.0312004 | Time: 17782.9 ms [2022-02-17 20:57:13 main:574] : INFO : Epoch 1803 | loss: 0.0311981 | val_loss: 0.0312024 | Time: 17575.6 ms [2022-02-17 20:57:30 main:574] : INFO : Epoch 1804 | loss: 0.0311971 | val_loss: 0.0312005 | Time: 16877 ms [2022-02-17 20:57:37 main:574] : INFO : Epoch 1805 | loss: 0.031197 | val_loss: 0.0312004 | Time: 7279.96 ms [2022-02-17 20:57:55 main:574] : INFO : Epoch 1806 | loss: 0.0311966 | val_loss: 0.0312014 | Time: 17863.3 ms [2022-02-17 20:58:13 main:574] : INFO : Epoch 1807 | loss: 0.0311991 | val_loss: 0.0312059 | Time: 17819.9 ms [2022-02-17 20:58:30 main:574] : INFO : Epoch 1808 | loss: 0.0311996 | val_loss: 0.0312014 | Time: 17800.7 ms [2022-02-17 20:58:38 main:574] : INFO : Epoch 1809 | loss: 0.031198 | val_loss: 0.0312007 | Time: 7193.13 ms [2022-02-17 20:58:55 main:574] : INFO : Epoch 1810 | loss: 0.0311975 | val_loss: 0.0312015 | Time: 17316.2 ms [2022-02-17 20:59:13 main:574] : INFO : Epoch 1811 | loss: 0.0311983 | val_loss: 0.0312008 | Time: 17675.1 ms [2022-02-17 20:59:20 main:574] : INFO : Epoch 1812 | loss: 0.0311968 | val_loss: 0.0311998 | Time: 7761.65 ms [2022-02-17 20:59:38 main:574] : INFO : Epoch 1813 | loss: 0.0311968 | val_loss: 0.031202 | Time: 17581 ms [2022-02-17 20:59:56 main:574] : INFO : Epoch 1814 | loss: 0.0311971 | val_loss: 0.0312007 | Time: 17689.8 ms [2022-02-17 21:00:13 main:574] : INFO : Epoch 1815 | loss: 0.0311973 | val_loss: 0.0312012 | Time: 17109.8 ms [2022-02-17 21:00:20 main:574] : INFO : Epoch 1816 | loss: 0.0311975 | val_loss: 0.0312003 | Time: 7289.99 ms [2022-02-17 21:00:37 main:574] : INFO : Epoch 1817 | loss: 0.0311976 | val_loss: 0.0312005 | Time: 16929.2 ms [2022-02-17 21:00:54 main:574] : INFO : Epoch 1818 | loss: 0.0311964 | val_loss: 0.0312026 | Time: 17192 ms [2022-02-17 21:01:12 main:574] : INFO : Epoch 1819 | loss: 0.0311958 | val_loss: 0.0311991 | Time: 17336 ms [2022-02-17 21:01:19 main:574] : INFO : Epoch 1820 | loss: 0.0311957 | val_loss: 0.0312017 | Time: 7298.48 ms [2022-02-17 21:01:36 main:574] : INFO : Epoch 1821 | loss: 0.0311972 | val_loss: 0.0311996 | Time: 17241.1 ms [2022-02-17 21:01:54 main:574] : INFO : Epoch 1822 | loss: 0.0311957 | val_loss: 0.0311993 | Time: 17469.3 ms [2022-02-17 21:02:01 main:574] : INFO : Epoch 1823 | loss: 0.0311949 | val_loss: 0.0312019 | Time: 7423.44 ms [2022-02-17 21:02:19 main:574] : INFO : Epoch 1824 | loss: 0.0311961 | val_loss: 0.0311996 | Time: 17663.4 ms [2022-02-17 21:02:37 main:574] : INFO : Epoch 1825 | loss: 0.0312001 | val_loss: 0.0312048 | Time: 17859.3 ms [2022-02-17 21:02:55 main:574] : INFO : Epoch 1826 | loss: 0.031199 | val_loss: 0.0312056 | Time: 17728.6 ms [2022-02-17 21:03:02 main:574] : INFO : Epoch 1827 | loss: 0.0311979 | val_loss: 0.0312008 | Time: 7349.39 ms [2022-02-17 21:03:19 main:574] : INFO : Epoch 1828 | loss: 0.0311971 | val_loss: 0.0311996 | Time: 17183.3 ms [2022-02-17 21:03:37 main:574] : INFO : Epoch 1829 | loss: 0.0311961 | val_loss: 0.0312007 | Time: 17769.7 ms [2022-02-17 21:03:55 main:574] : INFO : Epoch 1830 | loss: 0.0311955 | val_loss: 0.0311995 | Time: 17923.2 ms [2022-02-17 21:04:03 main:574] : INFO : Epoch 1831 | loss: 0.0311957 | val_loss: 0.0311989 | Time: 7576.42 ms [2022-02-17 21:04:20 main:574] : INFO : Epoch 1832 | loss: 0.0311957 | val_loss: 0.031201 | Time: 17663 ms [2022-02-17 21:04:37 main:574] : INFO : Epoch 1833 | loss: 0.031196 | val_loss: 0.031199 | Time: 17186.1 ms [2022-02-17 21:04:55 main:574] : INFO : Epoch 1834 | loss: 0.0311944 | val_loss: 0.0311984 | Time: 17452.7 ms [2022-02-17 21:05:03 main:574] : INFO : Epoch 1835 | loss: 0.0311947 | val_loss: 0.0311992 | Time: 7623.62 ms [2022-02-17 21:05:20 main:574] : INFO : Epoch 1836 | loss: 0.0311961 | val_loss: 0.0312073 | Time: 17566.7 ms [2022-02-17 21:05:38 main:574] : INFO : Epoch 1837 | loss: 0.0311994 | val_loss: 0.0312029 | Time: 17851.4 ms [2022-02-17 21:05:56 main:574] : INFO : Epoch 1838 | loss: 0.0311966 | val_loss: 0.0312007 | Time: 17607.1 ms [2022-02-17 21:06:03 main:574] : INFO : Epoch 1839 | loss: 0.0311951 | val_loss: 0.0312004 | Time: 7323.72 ms [2022-02-17 21:06:20 main:574] : INFO : Epoch 1840 | loss: 0.0311958 | val_loss: 0.0311997 | Time: 17226.5 ms [2022-02-17 21:06:38 main:574] : INFO : Epoch 1841 | loss: 0.031194 | val_loss: 0.0311987 | Time: 17579.1 ms [2022-02-17 21:06:45 main:574] : INFO : Epoch 1842 | loss: 0.0311936 | val_loss: 0.0311995 | Time: 7005.8 ms [2022-02-17 21:07:02 main:574] : INFO : Epoch 1843 | loss: 0.0311935 | val_loss: 0.0311993 | Time: 7399.58 ms [2022-02-17 21:07:19 main:574] : INFO : Epoch 1844 | loss: 0.0311945 | val_loss: 0.0312038 | Time: 16885 ms [2022-02-17 21:07:36 main:574] : INFO : Epoch 1845 | loss: 0.0311959 | val_loss: 0.0311999 | Time: 16733.8 ms [2022-02-17 21:07:42 main:574] : INFO : Epoch 1846 | loss: 0.0311948 | val_loss: 0.031198 | Time: 6347.7 ms [2022-02-17 21:07:59 main:574] : INFO : Epoch 1847 | loss: 0.0311947 | val_loss: 0.0312003 | Time: 16773.5 ms [2022-02-17 21:08:17 main:574] : INFO : Epoch 1848 | loss: 0.0311957 | val_loss: 0.0311989 | Time: 17365.5 ms [2022-02-17 21:08:24 main:574] : INFO : Epoch 1849 | loss: 0.0311935 | val_loss: 0.0311992 | Time: 7527.88 ms [2022-02-17 21:08:42 main:574] : INFO : Epoch 1850 | loss: 0.031193 | val_loss: 0.0311984 | Time: 17686.4 ms [2022-02-17 21:08:59 main:574] : INFO : Epoch 1851 | loss: 0.0311929 | val_loss: 0.0311981 | Time: 17072.6 ms [2022-02-17 21:09:16 main:574] : INFO : Epoch 1852 | loss: 0.0311927 | val_loss: 0.0311982 | Time: 17400 ms [2022-02-17 21:09:24 main:574] : INFO : Epoch 1853 | loss: 0.0311921 | val_loss: 0.0311996 | Time: 7597.8 ms [2022-02-17 21:09:41 main:574] : INFO : Epoch 1854 | loss: 0.0311938 | val_loss: 0.0311989 | Time: 17483.3 ms [2022-02-17 21:09:58 main:574] : INFO : Epoch 1855 | loss: 0.0311954 | val_loss: 0.0312106 | Time: 17000.4 ms [2022-02-17 21:10:05 main:574] : INFO : Epoch 1856 | loss: 0.0311976 | val_loss: 0.0312018 | Time: 6856.37 ms [2022-02-17 21:10:23 main:574] : INFO : Epoch 1857 | loss: 0.0312013 | val_loss: 0.0312091 | Time: 17145.6 ms [2022-02-17 21:10:40 main:574] : INFO : Epoch 1858 | loss: 0.0311978 | val_loss: 0.0311997 | Time: 17218.1 ms [2022-02-17 21:10:47 main:574] : INFO : Epoch 1859 | loss: 0.0311959 | val_loss: 0.0311998 | Time: 7183.32 ms [2022-02-17 21:11:04 main:574] : INFO : Epoch 1860 | loss: 0.0311963 | val_loss: 0.0312041 | Time: 17393.9 ms [2022-02-17 21:11:22 main:574] : INFO : Epoch 1861 | loss: 0.0311971 | val_loss: 0.0312023 | Time: 17604.7 ms [2022-02-17 21:11:39 main:574] : INFO : Epoch 1862 | loss: 0.0311955 | val_loss: 0.0312001 | Time: 17337.5 ms [2022-02-17 21:11:47 main:574] : INFO : Epoch 1863 | loss: 0.0311958 | val_loss: 0.0311993 | Time: 7359.67 ms [2022-02-17 21:12:04 main:574] : INFO : Epoch 1864 | loss: 0.0311935 | val_loss: 0.0312007 | Time: 17425.7 ms [2022-02-17 21:12:22 main:574] : INFO : Epoch 1865 | loss: 0.0311939 | val_loss: 0.031199 | Time: 17539.9 ms [2022-02-17 21:12:39 main:574] : INFO : Epoch 1866 | loss: 0.0311946 | val_loss: 0.0311994 | Time: 17486.1 ms [2022-02-17 21:12:47 main:574] : INFO : Epoch 1867 | loss: 0.0311936 | val_loss: 0.0312008 | Time: 7813.2 ms [2022-02-17 21:13:05 main:574] : INFO : Epoch 1868 | loss: 0.0311954 | val_loss: 0.0311988 | Time: 17648.3 ms [2022-02-17 21:13:22 main:574] : INFO : Epoch 1869 | loss: 0.0311949 | val_loss: 0.031199 | Time: 17301.2 ms [2022-02-17 21:13:39 main:574] : INFO : Epoch 1870 | loss: 0.0311932 | val_loss: 0.031199 | Time: 17260 ms [2022-02-17 21:13:47 main:574] : INFO : Epoch 1871 | loss: 0.0311923 | val_loss: 0.0312005 | Time: 7340.43 ms [2022-02-17 21:14:05 main:574] : INFO : Epoch 1872 | loss: 0.0311933 | val_loss: 0.0311993 | Time: 17673.4 ms [2022-02-17 21:14:22 main:574] : INFO : Epoch 1873 | loss: 0.0311948 | val_loss: 0.0311989 | Time: 17808.6 ms [2022-02-17 21:14:40 main:574] : INFO : Epoch 1874 | loss: 0.031195 | val_loss: 0.0311991 | Time: 17624.9 ms [2022-02-17 21:14:47 main:574] : INFO : Epoch 1875 | loss: 0.0311927 | val_loss: 0.0311986 | Time: 7289.42 ms [2022-02-17 21:15:05 main:574] : INFO : Epoch 1876 | loss: 0.0311927 | val_loss: 0.0312014 | Time: 17279.4 ms [2022-02-17 21:15:22 main:574] : INFO : Epoch 1877 | loss: 0.0311925 | val_loss: 0.0311994 | Time: 17482.9 ms [2022-02-17 21:15:30 main:574] : INFO : Epoch 1878 | loss: 0.0311918 | val_loss: 0.0311989 | Time: 7755.54 ms [2022-02-17 21:15:48 main:574] : INFO : Epoch 1879 | loss: 0.0311914 | val_loss: 0.0312007 | Time: 17662 ms [2022-02-17 21:16:05 main:574] : INFO : Epoch 1880 | loss: 0.0311921 | val_loss: 0.0312015 | Time: 17780 ms [2022-02-17 21:16:23 main:574] : INFO : Epoch 1881 | loss: 0.0311933 | val_loss: 0.0311997 | Time: 17201.1 ms [2022-02-17 21:16:30 main:574] : INFO : Epoch 1882 | loss: 0.0311925 | val_loss: 0.0312005 | Time: 7344.81 ms [2022-02-17 21:16:47 main:574] : INFO : Epoch 1883 | loss: 0.031192 | val_loss: 0.0311995 | Time: 17452.1 ms [2022-02-17 21:17:05 main:574] : INFO : Epoch 1884 | loss: 0.0311916 | val_loss: 0.0311998 | Time: 17662 ms [2022-02-17 21:17:23 main:574] : INFO : Epoch 1885 | loss: 0.0311918 | val_loss: 0.0311994 | Time: 17707.2 ms [2022-02-17 21:17:30 main:574] : INFO : Epoch 1886 | loss: 0.031192 | val_loss: 0.0312005 | Time: 7163.04 ms [2022-02-17 21:21:42 main:574] : INFO : Epoch 1887 | loss: 0.0311925 | val_loss: 0.031201 | Time: 251711 ms [2022-02-17 21:22:21 main:574] : INFO : Epoch 1888 | loss: 0.031193 | val_loss: 0.0312062 | Time: 38657.6 ms [2022-02-17 21:23:29 main:574] : INFO : Epoch 1889 | loss: 0.0311955 | val_loss: 0.0312001 | Time: 68646.3 ms [2022-02-17 21:23:58 main:574] : INFO : Epoch 1890 | loss: 0.0311912 | val_loss: 0.0312001 | Time: 28875.3 ms [2022-02-17 21:24:27 main:574] : INFO : Epoch 1891 | loss: 0.0311916 | val_loss: 0.0311997 | Time: 28297.5 ms [2022-02-17 21:24:35 main:574] : INFO : Epoch 1892 | loss: 0.0311918 | val_loss: 0.0311989 | Time: 8414.17 ms [2022-02-17 21:25:23 main:574] : INFO : Epoch 1893 | loss: 0.0311927 | val_loss: 0.0312003 | Time: 48455.7 ms [2022-02-17 21:25:42 main:574] : INFO : Epoch 1894 | loss: 0.031191 | val_loss: 0.0311978 | Time: 18383.2 ms [2022-02-17 21:26:31 main:574] : INFO : Epoch 1895 | loss: 0.0311917 | val_loss: 0.0311993 | Time: 48765.2 ms [2022-02-17 21:26:59 main:574] : INFO : Epoch 1896 | loss: 0.0311911 | val_loss: 0.0312004 | Time: 28036.3 ms [2022-02-17 21:27:27 main:574] : INFO : Epoch 1897 | loss: 0.0311904 | val_loss: 0.0311976 | Time: 28548.5 ms [2022-02-17 21:27:36 main:574] : INFO : Epoch 1898 | loss: 0.0311913 | val_loss: 0.0311993 | Time: 8322.97 ms [2022-02-17 21:28:04 main:574] : INFO : Epoch 1899 | loss: 0.0311925 | val_loss: 0.0311989 | Time: 27905.6 ms [2022-02-17 21:28:22 main:574] : INFO : Epoch 1900 | loss: 0.0311924 | val_loss: 0.0311976 | Time: 18386.4 ms [2022-02-17 21:29:00 main:574] : INFO : Epoch 1901 | loss: 0.0311905 | val_loss: 0.031198 | Time: 38062 ms [2022-02-17 21:29:59 main:574] : INFO : Epoch 1902 | loss: 0.0311896 | val_loss: 0.0311982 | Time: 58636.4 ms [2022-02-17 21:30:07 main:574] : INFO : Epoch 1903 | loss: 0.0311902 | val_loss: 0.0311983 | Time: 8508.98 ms [2022-02-17 21:31:06 main:574] : INFO : Epoch 1904 | loss: 0.0311903 | val_loss: 0.0311977 | Time: 58384 ms [2022-02-17 21:32:04 main:574] : INFO : Epoch 1905 | loss: 0.0311929 | val_loss: 0.0312023 | Time: 58531.9 ms [2022-02-17 21:32:42 main:574] : INFO : Epoch 1906 | loss: 0.0311904 | val_loss: 0.0311989 | Time: 38036.9 ms [2022-02-17 21:32:50 main:574] : INFO : Epoch 1907 | loss: 0.0311904 | val_loss: 0.0311985 | Time: 7154.5 ms [2022-02-17 21:33:17 main:574] : INFO : Epoch 1908 | loss: 0.0311896 | val_loss: 0.0311991 | Time: 27354.4 ms [2022-02-17 21:33:44 main:574] : INFO : Epoch 1909 | loss: 0.03119 | val_loss: 0.0311988 | Time: 27384.1 ms [2022-02-17 21:34:12 main:574] : INFO : Epoch 1910 | loss: 0.0311906 | val_loss: 0.0311985 | Time: 27891.8 ms [2022-02-17 21:34:20 main:574] : INFO : Epoch 1911 | loss: 0.031194 | val_loss: 0.031203 | Time: 7825.63 ms [2022-02-17 21:34:38 main:574] : INFO : Epoch 1912 | loss: 0.031191 | val_loss: 0.0311994 | Time: 17753.3 ms [2022-02-17 21:35:35 main:574] : INFO : Epoch 1913 | loss: 0.0311907 | val_loss: 0.0311988 | Time: 57456.2 ms [2022-02-17 21:36:13 main:574] : INFO : Epoch 1914 | loss: 0.0311914 | val_loss: 0.0311964 | Time: 37303 ms [2022-02-17 21:36:20 main:574] : INFO : Epoch 1915 | loss: 0.0311916 | val_loss: 0.0311967 | Time: 7160.52 ms [2022-02-17 21:36:48 main:574] : INFO : Epoch 1916 | loss: 0.0311904 | val_loss: 0.0311963 | Time: 28152.9 ms [2022-02-17 21:37:05 main:574] : INFO : Epoch 1917 | loss: 0.0311908 | val_loss: 0.0311965 | Time: 16979.2 ms [2022-02-17 21:37:12 main:574] : INFO : Epoch 1918 | loss: 0.0311905 | val_loss: 0.031197 | Time: 6897.78 ms [2022-02-17 21:37:40 main:574] : INFO : Epoch 1919 | loss: 0.0311906 | val_loss: 0.0311985 | Time: 27927.3 ms [2022-02-17 21:38:18 main:574] : INFO : Epoch 1920 | loss: 0.0311893 | val_loss: 0.031198 | Time: 38390.6 ms [2022-02-17 21:39:18 main:574] : INFO : Epoch 1921 | loss: 0.0311899 | val_loss: 0.0311984 | Time: 59056.1 ms [2022-02-17 21:39:56 main:574] : INFO : Epoch 1922 | loss: 0.0311899 | val_loss: 0.0312 | Time: 38477.7 ms [2022-02-17 21:40:04 main:574] : INFO : Epoch 1923 | loss: 0.0311906 | val_loss: 0.031199 | Time: 8267.25 ms [2022-02-17 21:40:33 main:574] : INFO : Epoch 1924 | loss: 0.0311896 | val_loss: 0.0311986 | Time: 28357.2 ms [2022-02-17 21:41:02 main:574] : INFO : Epoch 1925 | loss: 0.0311893 | val_loss: 0.0311996 | Time: 28863 ms [2022-02-17 21:41:19 main:574] : INFO : Epoch 1926 | loss: 0.0311912 | val_loss: 0.0311974 | Time: 17529.7 ms [2022-02-17 21:41:37 main:574] : INFO : Epoch 1927 | loss: 0.0311893 | val_loss: 0.0311969 | Time: 17690.8 ms [2022-02-17 21:41:44 main:574] : INFO : Epoch 1928 | loss: 0.0311884 | val_loss: 0.031196 | Time: 7072.67 ms [2022-02-17 21:43:23 main:574] : INFO : Epoch 1929 | loss: 0.0311894 | val_loss: 0.0311975 | Time: 98608.6 ms [2022-02-17 21:43:50 main:574] : INFO : Epoch 1930 | loss: 0.0311891 | val_loss: 0.0311966 | Time: 27594.2 ms [2022-02-17 21:44:18 main:574] : INFO : Epoch 1931 | loss: 0.0311887 | val_loss: 0.0311982 | Time: 27876.5 ms [2022-02-17 21:44:26 main:574] : INFO : Epoch 1932 | loss: 0.0311911 | val_loss: 0.0312019 | Time: 7821.53 ms [2022-02-17 21:45:04 main:574] : INFO : Epoch 1933 | loss: 0.0311894 | val_loss: 0.031205 | Time: 38030.8 ms [2022-02-17 21:45:41 main:574] : INFO : Epoch 1934 | loss: 0.031192 | val_loss: 0.0311971 | Time: 37399.2 ms [2022-02-17 21:46:30 main:574] : INFO : Epoch 1935 | loss: 0.0311911 | val_loss: 0.0311972 | Time: 48664.4 ms [2022-02-17 21:46:38 main:574] : INFO : Epoch 1936 | loss: 0.0311876 | val_loss: 0.0311961 | Time: 7766.06 ms [2022-02-17 21:46:56 main:574] : INFO : Epoch 1937 | loss: 0.0311886 | val_loss: 0.0311978 | Time: 17907 ms [2022-02-17 21:47:14 main:574] : INFO : Epoch 1938 | loss: 0.0311907 | val_loss: 0.0312006 | Time: 18491.4 ms [2022-02-17 21:47:32 main:574] : INFO : Epoch 1939 | loss: 0.0311878 | val_loss: 0.0311986 | Time: 17211.9 ms [2022-02-17 21:47:38 main:574] : INFO : Epoch 1940 | loss: 0.0311887 | val_loss: 0.0311974 | Time: 6492.34 ms [2022-02-17 21:48:56 main:574] : INFO : Epoch 1941 | loss: 0.0311875 | val_loss: 0.0311968 | Time: 77403 ms [2022-02-17 21:49:13 main:574] : INFO : Epoch 1942 | loss: 0.0311873 | val_loss: 0.0311965 | Time: 17086 ms [2022-02-17 21:49:20 main:574] : INFO : Epoch 1943 | loss: 0.0311863 | val_loss: 0.0311976 | Time: 6932.39 ms [2022-02-17 21:50:17 main:574] : INFO : Epoch 1944 | loss: 0.0311876 | val_loss: 0.0311985 | Time: 57540.7 ms [2022-02-17 21:50:54 main:574] : INFO : Epoch 1945 | loss: 0.0311886 | val_loss: 0.0311971 | Time: 36791.4 ms [2022-02-17 21:51:01 main:574] : INFO : Epoch 1946 | loss: 0.0311878 | val_loss: 0.0311988 | Time: 7040.96 ms [2022-02-17 21:51:18 main:574] : INFO : Epoch 1947 | loss: 0.0311863 | val_loss: 0.0311975 | Time: 17167.8 ms [2022-02-17 21:51:46 main:574] : INFO : Epoch 1948 | loss: 0.0311872 | val_loss: 0.0311987 | Time: 27273.1 ms [2022-02-17 21:52:03 main:574] : INFO : Epoch 1949 | loss: 0.0311867 | val_loss: 0.0311985 | Time: 17206.5 ms [2022-02-17 21:52:10 main:574] : INFO : Epoch 1950 | loss: 0.0311865 | val_loss: 0.0312027 | Time: 6789.68 ms [2022-02-17 21:52:37 main:574] : INFO : Epoch 1951 | loss: 0.0311913 | val_loss: 0.0312032 | Time: 26853.6 ms [2022-02-17 21:52:53 main:574] : INFO : Epoch 1952 | loss: 0.0311874 | val_loss: 0.0311965 | Time: 16907.5 ms [2022-02-17 21:53:00 main:574] : INFO : Epoch 1953 | loss: 0.0311866 | val_loss: 0.0311976 | Time: 6620.2 ms [2022-02-17 21:53:17 main:574] : INFO : Epoch 1954 | loss: 0.0311858 | val_loss: 0.0311981 | Time: 16650.4 ms [2022-02-17 21:54:14 main:574] : INFO : Epoch 1955 | loss: 0.0311865 | val_loss: 0.0311969 | Time: 56886.7 ms [2022-02-17 21:54:20 main:574] : INFO : Epoch 1956 | loss: 0.0311877 | val_loss: 0.0311969 | Time: 6510.13 ms [2022-02-17 21:55:17 main:574] : INFO : Epoch 1957 | loss: 0.0311887 | val_loss: 0.0311987 | Time: 57104.1 ms [2022-02-17 21:55:24 main:574] : INFO : Epoch 1958 | loss: 0.0311878 | val_loss: 0.0311969 | Time: 6580.1 ms [2022-02-17 21:58:22 main:574] : INFO : Epoch 1959 | loss: 0.0311885 | val_loss: 0.0311962 | Time: 178267 ms [2022-02-17 21:58:59 main:574] : INFO : Epoch 1960 | loss: 0.0311896 | val_loss: 0.0311966 | Time: 36708.2 ms [2022-02-17 21:59:06 main:574] : INFO : Epoch 1961 | loss: 0.0311861 | val_loss: 0.0311974 | Time: 6733.88 ms [2022-02-17 22:00:34 main:574] : INFO : Epoch 1962 | loss: 0.031188 | val_loss: 0.0311972 | Time: 88035.2 ms [2022-02-17 22:01:02 main:574] : INFO : Epoch 1963 | loss: 0.0311877 | val_loss: 0.0311975 | Time: 27696.6 ms [2022-02-17 22:01:49 main:574] : INFO : Epoch 1964 | loss: 0.0311872 | val_loss: 0.0311955 | Time: 47675.4 ms [2022-02-17 22:01:57 main:574] : INFO : Epoch 1965 | loss: 0.031187 | val_loss: 0.0311999 | Time: 7281.78 ms [2022-02-17 22:02:44 main:574] : INFO : Epoch 1966 | loss: 0.0311875 | val_loss: 0.031198 | Time: 47317.7 ms [2022-02-17 22:03:52 main:574] : INFO : Epoch 1967 | loss: 0.0311889 | val_loss: 0.0311952 | Time: 67646.6 ms [2022-02-17 22:03:58 main:574] : INFO : Epoch 1968 | loss: 0.0311887 | val_loss: 0.0311961 | Time: 6793.61 ms [2022-02-17 22:04:46 main:574] : INFO : Epoch 1969 | loss: 0.0311879 | val_loss: 0.0311977 | Time: 47091.5 ms [2022-02-17 22:05:43 main:574] : INFO : Epoch 1970 | loss: 0.0311879 | val_loss: 0.0311961 | Time: 57405.5 ms [2022-02-17 22:05:50 main:574] : INFO : Epoch 1971 | loss: 0.0311873 | val_loss: 0.0311989 | Time: 6532.17 ms [2022-02-17 22:06:17 main:574] : INFO : Epoch 1972 | loss: 0.0311885 | val_loss: 0.0311973 | Time: 27113.2 ms [2022-02-17 22:06:34 main:574] : INFO : Epoch 1973 | loss: 0.0311925 | val_loss: 0.0312085 | Time: 17098.1 ms [2022-02-17 22:07:21 main:574] : INFO : Epoch 1974 | loss: 0.0311911 | val_loss: 0.0311966 | Time: 47518.4 ms [2022-02-17 22:07:29 main:574] : INFO : Epoch 1975 | loss: 0.0311879 | val_loss: 0.0311975 | Time: 7255.03 ms [2022-02-17 22:07:46 main:574] : INFO : Epoch 1976 | loss: 0.0311864 | val_loss: 0.0311958 | Time: 17306.5 ms [2022-02-17 22:08:23 main:574] : INFO : Epoch 1977 | loss: 0.0311863 | val_loss: 0.0312002 | Time: 37259.3 ms [2022-02-17 22:08:30 main:574] : INFO : Epoch 1978 | loss: 0.031187 | val_loss: 0.0311968 | Time: 6953.46 ms [2022-02-17 22:09:18 main:574] : INFO : Epoch 1979 | loss: 0.0311873 | val_loss: 0.0312015 | Time: 47404.2 ms [2022-02-17 22:09:34 main:574] : INFO : Epoch 1980 | loss: 0.0311863 | val_loss: 0.0311976 | Time: 16559.5 ms [2022-02-17 22:09:41 main:574] : INFO : Epoch 1981 | loss: 0.0311859 | val_loss: 0.0311984 | Time: 6522.42 ms [2022-02-17 22:10:38 main:574] : INFO : Epoch 1982 | loss: 0.0311866 | val_loss: 0.0311964 | Time: 57412.3 ms [2022-02-17 22:11:15 main:574] : INFO : Epoch 1983 | loss: 0.0311846 | val_loss: 0.031196 | Time: 36918.2 ms [2022-02-17 22:11:22 main:574] : INFO : Epoch 1984 | loss: 0.0311855 | val_loss: 0.0311976 | Time: 6884.29 ms [2022-02-17 22:11:38 main:574] : INFO : Epoch 1985 | loss: 0.0311844 | val_loss: 0.0311961 | Time: 16291.3 ms [2022-02-17 22:11:55 main:574] : INFO : Epoch 1986 | loss: 0.031184 | val_loss: 0.031198 | Time: 16731.3 ms [2022-02-17 22:12:02 main:574] : INFO : Epoch 1987 | loss: 0.0311848 | val_loss: 0.0311948 | Time: 6993.97 ms [2022-02-17 22:12:40 main:574] : INFO : Epoch 1988 | loss: 0.0311849 | val_loss: 0.031196 | Time: 37448.7 ms [2022-02-17 22:13:47 main:574] : INFO : Epoch 1989 | loss: 0.0311849 | val_loss: 0.0312017 | Time: 67736.1 ms [2022-02-17 22:13:54 main:574] : INFO : Epoch 1990 | loss: 0.0311858 | val_loss: 0.0311969 | Time: 6852.59 ms [2022-02-17 22:15:02 main:574] : INFO : Epoch 1991 | loss: 0.0311865 | val_loss: 0.0311951 | Time: 68069.1 ms [2022-02-17 22:15:40 main:574] : INFO : Epoch 1992 | loss: 0.0311851 | val_loss: 0.031196 | Time: 37503 ms [2022-02-17 22:16:27 main:574] : INFO : Epoch 1993 | loss: 0.0311892 | val_loss: 0.0311964 | Time: 47360.6 ms [2022-02-17 22:16:35 main:574] : INFO : Epoch 1994 | loss: 0.0311918 | val_loss: 0.0311968 | Time: 7183.07 ms [2022-02-17 22:17:32 main:574] : INFO : Epoch 1995 | loss: 0.031191 | val_loss: 0.0311959 | Time: 57605.9 ms [2022-02-17 22:17:49 main:574] : INFO : Epoch 1996 | loss: 0.0311932 | val_loss: 0.0311971 | Time: 16971.5 ms [2022-02-17 22:17:56 main:574] : INFO : Epoch 1997 | loss: 0.0311939 | val_loss: 0.0311972 | Time: 6515.77 ms [2022-02-17 22:18:23 main:574] : INFO : Epoch 1998 | loss: 0.0311929 | val_loss: 0.0311975 | Time: 27135.1 ms [2022-02-17 22:18:40 main:574] : INFO : Epoch 1999 | loss: 0.0311931 | val_loss: 0.0311958 | Time: 16716.2 ms [2022-02-17 22:18:46 main:574] : INFO : Epoch 2000 | loss: 0.0311937 | val_loss: 0.0311958 | Time: 6542.13 ms [2022-02-17 22:19:44 main:574] : INFO : Epoch 2001 | loss: 0.0311932 | val_loss: 0.0311969 | Time: 57826.7 ms [2022-02-17 22:20:22 main:574] : INFO : Epoch 2002 | loss: 0.0311925 | val_loss: 0.0312023 | Time: 37592.9 ms [2022-02-17 22:20:28 main:574] : INFO : Epoch 2003 | loss: 0.0311939 | val_loss: 0.0311958 | Time: 6787 ms [2022-02-17 22:21:06 main:574] : INFO : Epoch 2004 | loss: 0.0311911 | val_loss: 0.0311958 | Time: 37487.3 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti) [2022-02-21 18:32:04 main:435] : INFO : Set logging level to 1 [2022-02-21 18:32:04 main:441] : INFO : Running in BOINC Client mode [2022-02-21 18:32:04 main:444] : INFO : Resolving all filenames [2022-02-21 18:32:04 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-21 18:32:04 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-21 18:32:04 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-21 18:32:04 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-21 18:32:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-21 18:32:05 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-21 18:32:05 main:474] : INFO : Configuration: [2022-02-21 18:32:05 main:475] : INFO : Model type: GRU [2022-02-21 18:32:05 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-21 18:32:05 main:477] : INFO : Max Epochs: 2048 [2022-02-21 18:32:05 main:478] : INFO : Batch Size: 128 [2022-02-21 18:32:05 main:479] : INFO : Learning Rate: 0.01 [2022-02-21 18:32:05 main:480] : INFO : Patience: 10 [2022-02-21 18:32:05 main:481] : INFO : Hidden Width: 12 [2022-02-21 18:32:05 main:482] : INFO : # Recurrent Layers: 4 [2022-02-21 18:32:05 main:483] : INFO : # Backend Layers: 4 [2022-02-21 18:32:05 main:484] : INFO : # Threads: 1 [2022-02-21 18:32:05 main:486] : INFO : Preparing Dataset [2022-02-21 18:32:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-21 18:32:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-21 18:32:08 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-21 18:32:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-21 18:32:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-21 18:32:08 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-21 18:32:08 main:494] : INFO : Creating Model [2022-02-21 18:32:08 main:507] : INFO : Preparing config file [2022-02-21 18:32:08 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-21 18:32:08 main:512] : INFO : Loading config [2022-02-21 18:32:08 main:514] : INFO : Loading state [2022-02-21 18:32:10 main:559] : INFO : Loading DataLoader into Memory [2022-02-21 18:32:10 main:562] : INFO : Starting Training [2022-02-21 18:32:15 main:574] : INFO : Epoch 2002 | loss: 0.0312416 | val_loss: 0.0312075 | Time: 5167.19 ms [2022-02-21 18:32:20 main:574] : INFO : Epoch 2003 | loss: 0.0312015 | val_loss: 0.0312024 | Time: 4631.03 ms [2022-02-21 18:32:24 main:574] : INFO : Epoch 2004 | loss: 0.0311973 | val_loss: 0.0311999 | Time: 4679.73 ms [2022-02-21 18:32:29 main:574] : INFO : Epoch 2005 | loss: 0.0311952 | val_loss: 0.0311975 | Time: 4630.74 ms [2022-02-21 18:32:33 main:574] : INFO : Epoch 2006 | loss: 0.0311938 | val_loss: 0.0311978 | Time: 4570.88 ms [2022-02-21 18:32:38 main:574] : INFO : Epoch 2007 | loss: 0.0311931 | val_loss: 0.0311974 | Time: 4437.64 ms [2022-02-21 18:32:42 main:574] : INFO : Epoch 2008 | loss: 0.0311933 | val_loss: 0.0311996 | Time: 4435.94 ms [2022-02-21 18:32:47 main:574] : INFO : Epoch 2009 | loss: 0.0311927 | val_loss: 0.0311958 | Time: 4378.11 ms [2022-02-21 18:32:51 main:574] : INFO : Epoch 2010 | loss: 0.0311923 | val_loss: 0.0311968 | Time: 4487.48 ms [2022-02-21 18:32:56 main:574] : INFO : Epoch 2011 | loss: 0.0311918 | val_loss: 0.0311957 | Time: 4543.82 ms [2022-02-21 18:33:00 main:574] : INFO : Epoch 2012 | loss: 0.031191 | val_loss: 0.031196 | Time: 4546.32 ms [2022-02-21 18:33:05 main:574] : INFO : Epoch 2013 | loss: 0.0311906 | val_loss: 0.0312003 | Time: 4657.88 ms [2022-02-21 18:33:10 main:574] : INFO : Epoch 2014 | loss: 0.0311903 | val_loss: 0.0311958 | Time: 5061.87 ms [2022-02-21 18:33:15 main:574] : INFO : Epoch 2015 | loss: 0.0311894 | val_loss: 0.0311958 | Time: 4802.98 ms [2022-02-21 18:33:20 main:574] : INFO : Epoch 2016 | loss: 0.0311896 | val_loss: 0.0311953 | Time: 4797.87 ms [2022-02-21 18:33:37 main:574] : INFO : Epoch 2017 | loss: 0.0311895 | val_loss: 0.0311953 | Time: 17579.8 ms [2022-02-21 18:33:45 main:574] : INFO : Epoch 2018 | loss: 0.0311882 | val_loss: 0.031194 | Time: 7962.17 ms [2022-02-21 18:34:03 main:574] : INFO : Epoch 2019 | loss: 0.0311886 | val_loss: 0.0311956 | Time: 18181 ms [2022-02-21 18:34:21 main:574] : INFO : Epoch 2020 | loss: 0.0311896 | val_loss: 0.0311942 | Time: 17980 ms [2022-02-21 18:34:39 main:574] : INFO : Epoch 2021 | loss: 0.0311935 | val_loss: 0.0311918 | Time: 17553.6 ms [2022-02-21 18:34:57 main:574] : INFO : Epoch 2022 | loss: 0.0311885 | val_loss: 0.0311934 | Time: 17858.2 ms [2022-02-21 18:35:05 main:574] : INFO : Epoch 2023 | loss: 0.0311889 | val_loss: 0.0311925 | Time: 8207.68 ms [2022-02-21 18:35:23 main:574] : INFO : Epoch 2024 | loss: 0.0311876 | val_loss: 0.0311943 | Time: 18321.4 ms [2022-02-21 18:35:42 main:574] : INFO : Epoch 2025 | loss: 0.0311877 | val_loss: 0.0311941 | Time: 18032.2 ms [2022-02-21 18:35:59 main:574] : INFO : Epoch 2026 | loss: 0.0311884 | val_loss: 0.0311924 | Time: 17800 ms [2022-02-21 18:36:17 main:574] : INFO : Epoch 2027 | loss: 0.0311914 | val_loss: 0.0311925 | Time: 17804 ms [2022-02-21 18:36:25 main:574] : INFO : Epoch 2028 | loss: 0.0311933 | val_loss: 0.0312037 | Time: 7680.55 ms [2022-02-21 18:36:43 main:574] : INFO : Epoch 2029 | loss: 0.0312 | val_loss: 0.0312005 | Time: 17995.9 ms [2022-02-21 18:37:01 main:574] : INFO : Epoch 2030 | loss: 0.0311981 | val_loss: 0.0311982 | Time: 18251.9 ms [2022-02-21 18:37:19 main:574] : INFO : Epoch 2031 | loss: 0.031196 | val_loss: 0.0311987 | Time: 17846.9 ms [2022-02-21 18:37:27 main:574] : INFO : Epoch 2032 | loss: 0.0311937 | val_loss: 0.0311971 | Time: 7727.06 ms [2022-02-21 18:37:45 main:574] : INFO : Epoch 2033 | loss: 0.0311929 | val_loss: 0.0312008 | Time: 17986.8 ms [2022-02-21 18:38:03 main:574] : INFO : Epoch 2034 | loss: 0.0311941 | val_loss: 0.0311968 | Time: 17825.8 ms [2022-02-21 18:38:21 main:574] : INFO : Epoch 2035 | loss: 0.0311918 | val_loss: 0.0311982 | Time: 18113.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti) [2022-02-21 18:54:57 main:435] : INFO : Set logging level to 1 [2022-02-21 18:54:57 main:441] : INFO : Running in BOINC Client mode [2022-02-21 18:54:57 main:444] : INFO : Resolving all filenames [2022-02-21 18:54:57 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-21 18:54:57 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-21 18:54:57 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-21 18:54:57 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-21 18:54:57 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-21 18:54:57 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-21 18:54:57 main:474] : INFO : Configuration: [2022-02-21 18:54:57 main:475] : INFO : Model type: GRU [2022-02-21 18:54:57 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-21 18:54:57 main:477] : INFO : Max Epochs: 2048 [2022-02-21 18:54:57 main:478] : INFO : Batch Size: 128 [2022-02-21 18:54:57 main:479] : INFO : Learning Rate: 0.01 [2022-02-21 18:54:57 main:480] : INFO : Patience: 10 [2022-02-21 18:54:57 main:481] : INFO : Hidden Width: 12 [2022-02-21 18:54:57 main:482] : INFO : # Recurrent Layers: 4 [2022-02-21 18:54:57 main:483] : INFO : # Backend Layers: 4 [2022-02-21 18:54:57 main:484] : INFO : # Threads: 1 [2022-02-21 18:54:57 main:486] : INFO : Preparing Dataset [2022-02-21 18:54:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-21 18:54:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-21 18:55:00 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-21 18:55:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-21 18:55:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-21 18:55:01 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-21 18:55:01 main:494] : INFO : Creating Model [2022-02-21 18:55:01 main:507] : INFO : Preparing config file [2022-02-21 18:55:01 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-21 18:55:01 main:512] : INFO : Loading config [2022-02-21 18:55:01 main:514] : INFO : Loading state [2022-02-21 18:55:02 main:559] : INFO : Loading DataLoader into Memory [2022-02-21 18:55:02 main:562] : INFO : Starting Training [2022-02-21 18:57:09 main:574] : INFO : Epoch 2025 | loss: 0.0312401 | val_loss: 0.0312022 | Time: 126927 ms [2022-02-21 18:57:15 main:574] : INFO : Epoch 2026 | loss: 0.0312008 | val_loss: 0.0311994 | Time: 6000.98 ms [2022-02-21 18:57:33 main:574] : INFO : Epoch 2027 | loss: 0.0311931 | val_loss: 0.0311938 | Time: 17533.6 ms [2022-02-21 18:57:51 main:574] : INFO : Epoch 2028 | loss: 0.0311892 | val_loss: 0.0311939 | Time: 18080.5 ms [2022-02-21 18:58:09 main:574] : INFO : Epoch 2029 | loss: 0.0311887 | val_loss: 0.031191 | Time: 18118.5 ms [2022-02-21 18:58:17 main:574] : INFO : Epoch 2030 | loss: 0.0311894 | val_loss: 0.031194 | Time: 8119.82 ms [2022-02-21 18:58:35 main:574] : INFO : Epoch 2031 | loss: 0.0311928 | val_loss: 0.0311963 | Time: 17725.2 ms [2022-02-21 18:58:52 main:574] : INFO : Epoch 2032 | loss: 0.031191 | val_loss: 0.0311913 | Time: 17409.6 ms [2022-02-21 18:59:10 main:574] : INFO : Epoch 2033 | loss: 0.0311887 | val_loss: 0.0311904 | Time: 17475.5 ms [2022-02-21 18:59:17 main:574] : INFO : Epoch 2034 | loss: 0.0311877 | val_loss: 0.0311912 | Time: 6842.43 ms [2022-02-21 18:59:34 main:574] : INFO : Epoch 2035 | loss: 0.031189 | val_loss: 0.031191 | Time: 17236.4 ms [2022-02-21 18:59:51 main:574] : INFO : Epoch 2036 | loss: 0.0311883 | val_loss: 0.0311927 | Time: 17519.6 ms [2022-02-21 18:59:59 main:574] : INFO : Epoch 2037 | loss: 0.0311894 | val_loss: 0.0311948 | Time: 7507.36 ms [2022-02-21 19:00:16 main:574] : INFO : Epoch 2038 | loss: 0.031189 | val_loss: 0.0311914 | Time: 17446.1 ms [2022-02-21 19:00:33 main:574] : INFO : Epoch 2039 | loss: 0.0311881 | val_loss: 0.0311904 | Time: 17102.9 ms [2022-02-21 19:00:51 main:574] : INFO : Epoch 2040 | loss: 0.031188 | val_loss: 0.0311918 | Time: 17151.2 ms [2022-02-21 19:00:58 main:574] : INFO : Epoch 2041 | loss: 0.031186 | val_loss: 0.031191 | Time: 7631.07 ms [2022-02-21 19:01:15 main:574] : INFO : Epoch 2042 | loss: 0.0311849 | val_loss: 0.0311912 | Time: 16935.6 ms [2022-02-21 19:01:32 main:574] : INFO : Epoch 2043 | loss: 0.0311868 | val_loss: 0.0311904 | Time: 16727.4 ms [2022-02-21 19:01:39 main:574] : INFO : Epoch 2044 | loss: 0.031185 | val_loss: 0.0311879 | Time: 6651.44 ms [2022-02-21 19:01:56 main:574] : INFO : Epoch 2045 | loss: 0.0311837 | val_loss: 0.0311862 | Time: 16868.1 ms [2022-02-21 19:02:13 main:574] : INFO : Epoch 2046 | loss: 0.0311839 | val_loss: 0.0311892 | Time: 17173.1 ms [2022-02-21 19:02:20 main:574] : INFO : Epoch 2047 | loss: 0.0311838 | val_loss: 0.0311881 | Time: 7553.69 ms [2022-02-21 19:02:38 main:574] : INFO : Epoch 2048 | loss: 0.0311852 | val_loss: 0.0311866 | Time: 17488.3 ms [2022-02-21 19:02:38 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311866 [2022-02-21 19:02:38 main:603] : INFO : Saving end state to config to file [2022-02-21 19:02:38 main:608] : INFO : Success, exiting.. 19:02:38 (13260): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)