| Name | ParityModified-1639952043-20351-3-0_0 |
| Workunit | 8494664 |
| Created | 1 Feb 2022, 15:10:51 UTC |
| Sent | 15 Feb 2022, 23:21:31 UTC |
| Report deadline | 23 Feb 2022, 23:21:31 UTC |
| Received | 20 Feb 2022, 19:22:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17360 |
| Run time | 4 hours 33 min 57 sec |
| CPU time | 4 hours 3 min 52 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 865.70 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.43 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 1582 | loss: 0.0311759 | val_loss: 0.0311924 | Time: 7602.92 ms
[2022-02-16 15:25:15 main:574] : INFO : Epoch 1583 | loss: 0.0311764 | val_loss: 0.0311925 | Time: 7577.15 ms
[2022-02-16 15:25:23 main:574] : INFO : Epoch 1584 | loss: 0.0311759 | val_loss: 0.0311923 | Time: 7590 ms
[2022-02-16 15:25:30 main:574] : INFO : Epoch 1585 | loss: 0.0311756 | val_loss: 0.0311911 | Time: 7625.22 ms
[2022-02-16 15:25:38 main:574] : INFO : Epoch 1586 | loss: 0.0311747 | val_loss: 0.0311936 | Time: 7573.13 ms
[2022-02-16 15:25:46 main:574] : INFO : Epoch 1587 | loss: 0.0311757 | val_loss: 0.0311902 | Time: 7601.03 ms
[2022-02-16 15:25:53 main:574] : INFO : Epoch 1588 | loss: 0.0311754 | val_loss: 0.031191 | Time: 7673.15 ms
[2022-02-16 15:26:01 main:574] : INFO : Epoch 1589 | loss: 0.0311741 | val_loss: 0.0311925 | Time: 7591.26 ms
[2022-02-16 15:26:08 main:574] : INFO : Epoch 1590 | loss: 0.0311763 | val_loss: 0.0311938 | Time: 7586.28 ms
[2022-02-16 15:26:16 main:574] : INFO : Epoch 1591 | loss: 0.0311751 | val_loss: 0.0311926 | Time: 7595.96 ms
[2022-02-16 15:26:24 main:574] : INFO : Epoch 1592 | loss: 0.0311745 | val_loss: 0.031193 | Time: 7609.3 ms
[2022-02-16 15:26:31 main:574] : INFO : Epoch 1593 | loss: 0.0311747 | val_loss: 0.0311908 | Time: 7602.71 ms
[2022-02-16 15:26:39 main:574] : INFO : Epoch 1594 | loss: 0.0311744 | val_loss: 0.0311934 | Time: 7591.55 ms
[2022-02-16 15:26:47 main:574] : INFO : Epoch 1595 | loss: 0.0311742 | val_loss: 0.0311907 | Time: 7643.42 ms
[2022-02-16 15:26:54 main:574] : INFO : Epoch 1596 | loss: 0.0311759 | val_loss: 0.031193 | Time: 7589.43 ms
[2022-02-16 15:27:02 main:574] : INFO : Epoch 1597 | loss: 0.0311749 | val_loss: 0.0311932 | Time: 7593.8 ms
[2022-02-16 15:27:09 main:574] : INFO : Epoch 1598 | loss: 0.0311759 | val_loss: 0.0312008 | Time: 7619.54 ms
[2022-02-16 15:27:17 main:574] : INFO : Epoch 1599 | loss: 0.0311772 | val_loss: 0.0311918 | Time: 7597.92 ms
[2022-02-16 15:27:25 main:574] : INFO : Epoch 1600 | loss: 0.0311739 | val_loss: 0.0311908 | Time: 7629.97 ms
[2022-02-16 15:27:32 main:574] : INFO : Epoch 1601 | loss: 0.0311738 | val_loss: 0.0311956 | Time: 7600.77 ms
[2022-02-16 15:27:40 main:574] : INFO : Epoch 1602 | loss: 0.0311762 | val_loss: 0.0311958 | Time: 7607.64 ms
[2022-02-16 15:27:47 main:574] : INFO : Epoch 1603 | loss: 0.0311753 | val_loss: 0.0311931 | Time: 7603.38 ms
[2022-02-16 15:27:55 main:574] : INFO : Epoch 1604 | loss: 0.0311749 | val_loss: 0.0311924 | Time: 7592.68 ms
[2022-02-16 15:28:03 main:574] : INFO : Epoch 1605 | loss: 0.0311755 | val_loss: 0.0311907 | Time: 7585.48 ms
[2022-02-16 15:28:10 main:574] : INFO : Epoch 1606 | loss: 0.0311816 | val_loss: 0.0311934 | Time: 7595.51 ms
[2022-02-16 15:28:18 main:574] : INFO : Epoch 1607 | loss: 0.0311859 | val_loss: 0.0311901 | Time: 7607.14 ms
[2022-02-16 15:28:25 main:574] : INFO : Epoch 1608 | loss: 0.0311846 | val_loss: 0.0311913 | Time: 7626.12 ms
[2022-02-16 15:28:33 main:574] : INFO : Epoch 1609 | loss: 0.0311838 | val_loss: 0.0311901 | Time: 7628.5 ms
[2022-02-16 15:28:41 main:574] : INFO : Epoch 1610 | loss: 0.0311839 | val_loss: 0.0311915 | Time: 7669.32 ms
[2022-02-16 15:28:48 main:574] : INFO : Epoch 1611 | loss: 0.0311822 | val_loss: 0.0311919 | Time: 7589.58 ms
[2022-02-16 15:28:56 main:574] : INFO : Epoch 1612 | loss: 0.0311815 | val_loss: 0.0311893 | Time: 7633.2 ms
[2022-02-16 15:29:04 main:574] : INFO : Epoch 1613 | loss: 0.0311815 | val_loss: 0.031191 | Time: 7594.08 ms
[2022-02-16 15:29:11 main:574] : INFO : Epoch 1614 | loss: 0.0311801 | val_loss: 0.0311906 | Time: 7584.99 ms
[2022-02-16 15:29:19 main:574] : INFO : Epoch 1615 | loss: 0.0311801 | val_loss: 0.0311941 | Time: 7592.71 ms
[2022-02-16 15:29:26 main:574] : INFO : Epoch 1616 | loss: 0.0311801 | val_loss: 0.0311912 | Time: 7594.3 ms
[2022-02-16 15:29:34 main:574] : INFO : Epoch 1617 | loss: 0.0311808 | val_loss: 0.0311901 | Time: 7597.81 ms
[2022-02-16 15:29:42 main:574] : INFO : Epoch 1618 | loss: 0.0311805 | val_loss: 0.0311943 | Time: 7584.43 ms
[2022-02-16 15:29:49 main:574] : INFO : Epoch 1619 | loss: 0.0311791 | val_loss: 0.0311904 | Time: 7601.62 ms
[2022-02-16 15:29:58 main:574] : INFO : Epoch 1620 | loss: 0.0311794 | val_loss: 0.0311915 | Time: 8303.64 ms
[2022-02-16 15:30:05 main:574] : INFO : Epoch 1621 | loss: 0.0311799 | val_loss: 0.0311893 | Time: 7595.3 ms
[2022-02-16 15:30:13 main:574] : INFO : Epoch 1622 | loss: 0.0311822 | val_loss: 0.0311919 | Time: 7602.44 ms
[2022-02-16 15:30:20 main:574] : INFO : Epoch 1623 | loss: 0.0311797 | val_loss: 0.0311891 | Time: 7594.93 ms
[2022-02-16 15:30:28 main:574] : INFO : Epoch 1624 | loss: 0.0311792 | val_loss: 0.0311898 | Time: 7600.79 ms
[2022-02-16 15:30:36 main:574] : INFO : Epoch 1625 | loss: 0.0311805 | val_loss: 0.0311893 | Time: 7575.22 ms
[2022-02-16 15:30:43 main:574] : INFO : Epoch 1626 | loss: 0.0311787 | val_loss: 0.0311903 | Time: 7588.12 ms
[2022-02-16 15:30:51 main:574] : INFO : Epoch 1627 | loss: 0.0311795 | val_loss: 0.0311902 | Time: 7577.19 ms
[2022-02-16 15:30:58 main:574] : INFO : Epoch 1628 | loss: 0.0311798 | val_loss: 0.0311905 | Time: 7669.19 ms
[2022-02-16 15:31:06 main:574] : INFO : Epoch 1629 | loss: 0.0311791 | val_loss: 0.0311913 | Time: 7649.17 ms
[2022-02-16 15:31:14 main:574] : INFO : Epoch 1630 | loss: 0.0311808 | val_loss: 0.0311921 | Time: 7665.13 ms
[2022-02-16 15:31:21 main:574] : INFO : Epoch 1631 | loss: 0.0311802 | val_loss: 0.0311897 | Time: 7675.63 ms
[2022-02-16 15:31:29 main:574] : INFO : Epoch 1632 | loss: 0.0311775 | val_loss: 0.031191 | Time: 7667.79 ms
[2022-02-16 15:31:37 main:574] : INFO : Epoch 1633 | loss: 0.0311774 | val_loss: 0.0311912 | Time: 7667.99 ms
[2022-02-16 15:31:44 main:574] : INFO : Epoch 1634 | loss: 0.0311764 | val_loss: 0.0311905 | Time: 7684.75 ms
[2022-02-16 15:31:52 main:574] : INFO : Epoch 1635 | loss: 0.0311756 | val_loss: 0.0311912 | Time: 7685.67 ms
[2022-02-16 15:32:00 main:574] : INFO : Epoch 1636 | loss: 0.0311757 | val_loss: 0.0311911 | Time: 7746.12 ms
[2022-02-16 15:32:08 main:574] : INFO : Epoch 1637 | loss: 0.0311769 | val_loss: 0.0311928 | Time: 7659.24 ms
[2022-02-16 15:32:15 main:574] : INFO : Epoch 1638 | loss: 0.0311763 | val_loss: 0.031191 | Time: 7690.2 ms
[2022-02-16 15:32:23 main:574] : INFO : Epoch 1639 | loss: 0.0311753 | val_loss: 0.0311911 | Time: 7672.2 ms
[2022-02-16 15:32:31 main:574] : INFO : Epoch 1640 | loss: 0.0311753 | val_loss: 0.03119 | Time: 7665.93 ms
[2022-02-16 15:32:38 main:574] : INFO : Epoch 1641 | loss: 0.0311756 | val_loss: 0.03119 | Time: 7665.19 ms
[2022-02-16 15:32:46 main:574] : INFO : Epoch 1642 | loss: 0.0311768 | val_loss: 0.0311883 | Time: 7664.66 ms
[2022-02-16 15:32:54 main:574] : INFO : Epoch 1643 | loss: 0.0311767 | val_loss: 0.0311939 | Time: 7667.94 ms
[2022-02-16 15:33:01 main:574] : INFO : Epoch 1644 | loss: 0.0311775 | val_loss: 0.0311911 | Time: 7659.4 ms
[2022-02-16 15:33:09 main:574] : INFO : Epoch 1645 | loss: 0.0311763 | val_loss: 0.0311927 | Time: 7660.54 ms
[2022-02-16 15:33:17 main:574] : INFO : Epoch 1646 | loss: 0.0311779 | val_loss: 0.031189 | Time: 7655.14 ms
[2022-02-16 15:33:24 main:574] : INFO : Epoch 1647 | loss: 0.0311779 | val_loss: 0.0311877 | Time: 7679.98 ms
[2022-02-16 15:33:32 main:574] : INFO : Epoch 1648 | loss: 0.031178 | val_loss: 0.0311883 | Time: 7660.73 ms
[2022-02-16 15:33:40 main:574] : INFO : Epoch 1649 | loss: 0.0311784 | val_loss: 0.0311926 | Time: 7677.72 ms
[2022-02-16 15:33:47 main:574] : INFO : Epoch 1650 | loss: 0.0311777 | val_loss: 0.0311888 | Time: 7706.08 ms
[2022-02-16 15:33:55 main:574] : INFO : Epoch 1651 | loss: 0.0311758 | val_loss: 0.0311926 | Time: 7683.43 ms
[2022-02-16 15:34:03 main:574] : INFO : Epoch 1652 | loss: 0.0311785 | val_loss: 0.0311883 | Time: 7705.65 ms
[2022-02-16 15:34:11 main:574] : INFO : Epoch 1653 | loss: 0.0311775 | val_loss: 0.0311882 | Time: 7660.91 ms
[2022-02-16 15:34:18 main:574] : INFO : Epoch 1654 | loss: 0.0311775 | val_loss: 0.0311894 | Time: 7659.85 ms
[2022-02-16 15:34:26 main:574] : INFO : Epoch 1655 | loss: 0.0311752 | val_loss: 0.0311901 | Time: 7663.77 ms
[2022-02-16 15:34:34 main:574] : INFO : Epoch 1656 | loss: 0.0311733 | val_loss: 0.031193 | Time: 7658.9 ms
[2022-02-16 15:34:41 main:574] : INFO : Epoch 1657 | loss: 0.0311738 | val_loss: 0.0311911 | Time: 7678.86 ms
[2022-02-16 15:34:49 main:574] : INFO : Epoch 1658 | loss: 0.0311746 | val_loss: 0.031189 | Time: 7680.71 ms
[2022-02-16 15:34:57 main:574] : INFO : Epoch 1659 | loss: 0.0311763 | val_loss: 0.0311907 | Time: 7655.18 ms
[2022-02-16 15:35:04 main:574] : INFO : Epoch 1660 | loss: 0.0311745 | val_loss: 0.031191 | Time: 7671.17 ms
[2022-02-16 15:35:12 main:574] : INFO : Epoch 1661 | loss: 0.0311749 | val_loss: 0.0311913 | Time: 7688.89 ms
[2022-02-16 15:35:20 main:574] : INFO : Epoch 1662 | loss: 0.0311738 | val_loss: 0.0311901 | Time: 7656.92 ms
[2022-02-16 15:35:27 main:574] : INFO : Epoch 1663 | loss: 0.0311751 | val_loss: 0.0311935 | Time: 7675.47 ms
[2022-02-16 15:35:35 main:574] : INFO : Epoch 1664 | loss: 0.0311738 | val_loss: 0.0311923 | Time: 7671.44 ms
[2022-02-16 15:35:43 main:574] : INFO : Epoch 1665 | loss: 0.0311726 | val_loss: 0.0311923 | Time: 7666.37 ms
[2022-02-16 15:35:50 main:574] : INFO : Epoch 1666 | loss: 0.031173 | val_loss: 0.0311925 | Time: 7678.2 ms
[2022-02-16 15:35:58 main:574] : INFO : Epoch 1667 | loss: 0.0311756 | val_loss: 0.0311929 | Time: 7668.71 ms
[2022-02-16 15:36:06 main:574] : INFO : Epoch 1668 | loss: 0.0311758 | val_loss: 0.0311909 | Time: 7660.87 ms
[2022-02-16 15:36:13 main:574] : INFO : Epoch 1669 | loss: 0.031176 | val_loss: 0.0311937 | Time: 7659.62 ms
[2022-02-16 15:36:21 main:574] : INFO : Epoch 1670 | loss: 0.031177 | val_loss: 0.0311932 | Time: 7668.96 ms
[2022-02-16 15:36:29 main:574] : INFO : Epoch 1671 | loss: 0.0311775 | val_loss: 0.0311898 | Time: 7669.68 ms
[2022-02-16 15:36:36 main:574] : INFO : Epoch 1672 | loss: 0.0311767 | val_loss: 0.0311903 | Time: 7663.01 ms
[2022-02-16 15:36:44 main:574] : INFO : Epoch 1673 | loss: 0.0311752 | val_loss: 0.0311883 | Time: 7661.28 ms
[2022-02-16 15:36:52 main:574] : INFO : Epoch 1674 | loss: 0.0311751 | val_loss: 0.0311945 | Time: 7672.85 ms
[2022-02-16 15:36:59 main:574] : INFO : Epoch 1675 | loss: 0.0311859 | val_loss: 0.0311962 | Time: 7661.44 ms
[2022-02-16 15:37:07 main:574] : INFO : Epoch 1676 | loss: 0.0311881 | val_loss: 0.0311945 | Time: 7671.45 ms
[2022-02-16 15:37:15 main:574] : INFO : Epoch 1677 | loss: 0.0311877 | val_loss: 0.0311945 | Time: 7648.66 ms
[2022-02-16 15:37:22 main:574] : INFO : Epoch 1678 | loss: 0.0311845 | val_loss: 0.0311915 | Time: 7658.68 ms
[2022-02-16 15:37:31 main:574] : INFO : Epoch 1679 | loss: 0.0311839 | val_loss: 0.0311917 | Time: 8340.04 ms
[2022-02-16 15:37:38 main:574] : INFO : Epoch 1680 | loss: 0.031182 | val_loss: 0.0311916 | Time: 7471.91 ms
[2022-02-16 15:37:46 main:574] : INFO : Epoch 1681 | loss: 0.0311806 | val_loss: 0.0311924 | Time: 7487.48 ms
[2022-02-16 15:37:53 main:574] : INFO : Epoch 1682 | loss: 0.0311806 | val_loss: 0.0311932 | Time: 7487.59 ms
[2022-02-16 15:38:01 main:574] : INFO : Epoch 1683 | loss: 0.0311852 | val_loss: 0.0311964 | Time: 7489.71 ms
[2022-02-16 15:38:08 main:574] : INFO : Epoch 1684 | loss: 0.0311856 | val_loss: 0.0311927 | Time: 7479.47 ms
[2022-02-16 15:38:16 main:574] : INFO : Epoch 1685 | loss: 0.0311836 | val_loss: 0.0311931 | Time: 7493.47 ms
[2022-02-16 15:38:23 main:574] : INFO : Epoch 1686 | loss: 0.0311853 | val_loss: 0.0311959 | Time: 7470.25 ms
[2022-02-16 15:38:31 main:574] : INFO : Epoch 1687 | loss: 0.0311848 | val_loss: 0.0311958 | Time: 7488.24 ms
[2022-02-16 15:38:38 main:574] : INFO : Epoch 1688 | loss: 0.0311847 | val_loss: 0.0311986 | Time: 7481.38 ms
[2022-02-16 15:38:46 main:574] : INFO : Epoch 1689 | loss: 0.0311844 | val_loss: 0.0311967 | Time: 7475.67 ms
[2022-02-16 15:38:53 main:574] : INFO : Epoch 1690 | loss: 0.0311827 | val_loss: 0.0311944 | Time: 7489.75 ms
[2022-02-16 15:39:01 main:574] : INFO : Epoch 1691 | loss: 0.0311823 | val_loss: 0.0311929 | Time: 7503.34 ms
[2022-02-16 15:39:08 main:574] : INFO : Epoch 1692 | loss: 0.0311817 | val_loss: 0.0311942 | Time: 7491.86 ms
[2022-02-16 15:39:16 main:574] : INFO : Epoch 1693 | loss: 0.0311815 | val_loss: 0.0311986 | Time: 7509.93 ms
[2022-02-16 15:39:23 main:574] : INFO : Epoch 1694 | loss: 0.0311804 | val_loss: 0.0311926 | Time: 7476.58 ms
[2022-02-16 15:39:31 main:574] : INFO : Epoch 1695 | loss: 0.0311821 | val_loss: 0.0311949 | Time: 7519.01 ms
[2022-02-16 15:39:38 main:574] : INFO : Epoch 1696 | loss: 0.031181 | val_loss: 0.031193 | Time: 7482.11 ms
[2022-02-16 15:39:46 main:574] : INFO : Epoch 1697 | loss: 0.0311795 | val_loss: 0.0311944 | Time: 7516.95 ms
[2022-02-16 15:39:53 main:574] : INFO : Epoch 1698 | loss: 0.0311791 | val_loss: 0.0311974 | Time: 7475.5 ms
[2022-02-16 15:40:01 main:574] : INFO : Epoch 1699 | loss: 0.0311793 | val_loss: 0.0311915 | Time: 7496.25 ms
[2022-02-16 15:40:08 main:574] : INFO : Epoch 1700 | loss: 0.0311791 | val_loss: 0.0311927 | Time: 7475.51 ms
[2022-02-16 15:40:16 main:574] : INFO : Epoch 1701 | loss: 0.0311791 | val_loss: 0.0311938 | Time: 7522.55 ms
[2022-02-16 15:40:23 main:574] : INFO : Epoch 1702 | loss: 0.0311828 | val_loss: 0.0311917 | Time: 7499.98 ms
[2022-02-16 15:40:31 main:574] : INFO : Epoch 1703 | loss: 0.0311808 | val_loss: 0.031191 | Time: 7487.42 ms
[2022-02-16 15:40:38 main:574] : INFO : Epoch 1704 | loss: 0.0311816 | val_loss: 0.0311907 | Time: 7474.01 ms
[2022-02-16 15:40:46 main:574] : INFO : Epoch 1705 | loss: 0.0311792 | val_loss: 0.0311903 | Time: 7508.05 ms
[2022-02-16 15:40:53 main:574] : INFO : Epoch 1706 | loss: 0.0311937 | val_loss: 0.0312012 | Time: 7476.74 ms
[2022-02-16 15:41:01 main:574] : INFO : Epoch 1707 | loss: 0.031197 | val_loss: 0.0311986 | Time: 7514.84 ms
[2022-02-16 15:41:08 main:574] : INFO : Epoch 1708 | loss: 0.031193 | val_loss: 0.0311968 | Time: 7477.02 ms
[2022-02-16 15:41:16 main:574] : INFO : Epoch 1709 | loss: 0.0311995 | val_loss: 0.031204 | Time: 7526.42 ms
[2022-02-16 15:41:23 main:574] : INFO : Epoch 1710 | loss: 0.0312037 | val_loss: 0.0311994 | Time: 7469.01 ms
[2022-02-16 15:41:31 main:574] : INFO : Epoch 1711 | loss: 0.0311977 | val_loss: 0.031198 | Time: 7520.19 ms
[2022-02-16 15:41:38 main:574] : INFO : Epoch 1712 | loss: 0.0311958 | val_loss: 0.031198 | Time: 7498.19 ms
[2022-02-16 15:41:46 main:574] : INFO : Epoch 1713 | loss: 0.0311958 | val_loss: 0.0311967 | Time: 7500.66 ms
[2022-02-16 15:41:53 main:574] : INFO : Epoch 1714 | loss: 0.0311915 | val_loss: 0.0311954 | Time: 7490.06 ms
[2022-02-16 15:42:01 main:574] : INFO : Epoch 1715 | loss: 0.0311898 | val_loss: 0.0311933 | Time: 7503.27 ms
[2022-02-16 15:42:08 main:574] : INFO : Epoch 1716 | loss: 0.0311883 | val_loss: 0.0311929 | Time: 7473.1 ms
[2022-02-16 15:42:16 main:574] : INFO : Epoch 1717 | loss: 0.0311875 | val_loss: 0.0311922 | Time: 7487.45 ms
[2022-02-16 15:42:23 main:574] : INFO : Epoch 1718 | loss: 0.0311873 | val_loss: 0.0311969 | Time: 7482.13 ms
[2022-02-16 15:42:31 main:574] : INFO : Epoch 1719 | loss: 0.0311888 | val_loss: 0.0311933 | Time: 7496.95 ms
[2022-02-16 15:42:38 main:574] : INFO : Epoch 1720 | loss: 0.0311877 | val_loss: 0.0311928 | Time: 7499.54 ms
[2022-02-16 15:42:46 main:574] : INFO : Epoch 1721 | loss: 0.0311883 | val_loss: 0.0311939 | Time: 7472.51 ms
[2022-02-16 15:42:53 main:574] : INFO : Epoch 1722 | loss: 0.031187 | val_loss: 0.0311957 | Time: 7466 ms
[2022-02-16 15:43:01 main:574] : INFO : Epoch 1723 | loss: 0.0311856 | val_loss: 0.0311938 | Time: 7505.33 ms
[2022-02-16 15:43:08 main:574] : INFO : Epoch 1724 | loss: 0.0311831 | val_loss: 0.0311953 | Time: 7498.94 ms
[2022-02-16 15:43:16 main:574] : INFO : Epoch 1725 | loss: 0.0311847 | val_loss: 0.031192 | Time: 7490.68 ms
[2022-02-16 15:43:23 main:574] : INFO : Epoch 1726 | loss: 0.0311847 | val_loss: 0.0311965 | Time: 7489.54 ms
[2022-02-16 15:43:31 main:574] : INFO : Epoch 1727 | loss: 0.031186 | val_loss: 0.0311936 | Time: 7479.94 ms
[2022-02-16 15:43:38 main:574] : INFO : Epoch 1728 | loss: 0.0311879 | val_loss: 0.0311965 | Time: 7475.57 ms
[2022-02-16 15:43:46 main:574] : INFO : Epoch 1729 | loss: 0.0311927 | val_loss: 0.0311968 | Time: 7500.2 ms
[2022-02-16 15:43:53 main:574] : INFO : Epoch 1730 | loss: 0.0311925 | val_loss: 0.031198 | Time: 7485.81 ms
[2022-02-16 15:44:01 main:574] : INFO : Epoch 1731 | loss: 0.0311918 | val_loss: 0.0311942 | Time: 7517.37 ms
[2022-02-16 15:44:08 main:574] : INFO : Epoch 1732 | loss: 0.0311941 | val_loss: 0.0312016 | Time: 7470.19 ms
[2022-02-16 15:44:16 main:574] : INFO : Epoch 1733 | loss: 0.0311975 | val_loss: 0.0311997 | Time: 7491.06 ms
[2022-02-16 15:44:23 main:574] : INFO : Epoch 1734 | loss: 0.0311958 | val_loss: 0.0311967 | Time: 7490.84 ms
[2022-02-16 15:44:31 main:574] : INFO : Epoch 1735 | loss: 0.0311927 | val_loss: 0.0311961 | Time: 7494.72 ms
[2022-02-16 15:44:38 main:574] : INFO : Epoch 1736 | loss: 0.0311913 | val_loss: 0.0311982 | Time: 7474.25 ms
[2022-02-16 15:44:46 main:574] : INFO : Epoch 1737 | loss: 0.0311909 | val_loss: 0.0312 | Time: 7501.57 ms
[2022-02-16 15:44:53 main:574] : INFO : Epoch 1738 | loss: 0.0311902 | val_loss: 0.0311955 | Time: 7483.94 ms
[2022-02-16 15:45:01 main:574] : INFO : Epoch 1739 | loss: 0.0311901 | val_loss: 0.0311951 | Time: 7619.02 ms
[2022-02-16 15:45:08 main:574] : INFO : Epoch 1740 | loss: 0.0311902 | val_loss: 0.0311998 | Time: 7495 ms
[2022-02-16 15:45:16 main:574] : INFO : Epoch 1741 | loss: 0.0311912 | val_loss: 0.0311966 | Time: 7504.14 ms
[2022-02-16 15:45:23 main:574] : INFO : Epoch 1742 | loss: 0.0311893 | val_loss: 0.0312004 | Time: 7495.01 ms
[2022-02-16 15:45:31 main:574] : INFO : Epoch 1743 | loss: 0.0311918 | val_loss: 0.0311979 | Time: 7463.45 ms
[2022-02-16 15:45:38 main:574] : INFO : Epoch 1744 | loss: 0.031189 | val_loss: 0.0311982 | Time: 7483.36 ms
[2022-02-16 15:45:46 main:574] : INFO : Epoch 1745 | loss: 0.0311874 | val_loss: 0.0311953 | Time: 7480.4 ms
[2022-02-16 15:45:53 main:574] : INFO : Epoch 1746 | loss: 0.0311868 | val_loss: 0.0311953 | Time: 7485.75 ms
[2022-02-16 15:46:01 main:574] : INFO : Epoch 1747 | loss: 0.0311867 | val_loss: 0.031196 | Time: 7471.6 ms
[2022-02-16 15:46:08 main:574] : INFO : Epoch 1748 | loss: 0.0311863 | val_loss: 0.0311961 | Time: 7478.38 ms
[2022-02-16 15:46:16 main:574] : INFO : Epoch 1749 | loss: 0.0311863 | val_loss: 0.0311956 | Time: 7475.75 ms
[2022-02-16 15:46:23 main:574] : INFO : Epoch 1750 | loss: 0.0311854 | val_loss: 0.031196 | Time: 7463 ms
[2022-02-16 15:46:31 main:574] : INFO : Epoch 1751 | loss: 0.0311852 | val_loss: 0.0311975 | Time: 7510.03 ms
[2022-02-16 15:46:38 main:574] : INFO : Epoch 1752 | loss: 0.0311908 | val_loss: 0.0312002 | Time: 7480.84 ms
[2022-02-16 15:46:46 main:574] : INFO : Epoch 1753 | loss: 0.0311971 | val_loss: 0.0311986 | Time: 7485.58 ms
[2022-02-16 15:46:53 main:574] : INFO : Epoch 1754 | loss: 0.031196 | val_loss: 0.0311958 | Time: 7484.6 ms
[2022-02-16 15:47:01 main:574] : INFO : Epoch 1755 | loss: 0.0311945 | val_loss: 0.0311969 | Time: 7485.93 ms
[2022-02-16 15:47:08 main:574] : INFO : Epoch 1756 | loss: 0.0311939 | val_loss: 0.0311962 | Time: 7489.19 ms
[2022-02-16 15:47:16 main:574] : INFO : Epoch 1757 | loss: 0.0311937 | val_loss: 0.0311971 | Time: 7486.39 ms
[2022-02-16 15:47:23 main:574] : INFO : Epoch 1758 | loss: 0.0311937 | val_loss: 0.0312007 | Time: 7500.64 ms
[2022-02-16 15:47:31 main:574] : INFO : Epoch 1759 | loss: 0.0311924 | val_loss: 0.0311971 | Time: 7498.2 ms
[2022-02-16 15:47:38 main:574] : INFO : Epoch 1760 | loss: 0.0311912 | val_loss: 0.0311978 | Time: 7459.12 ms
[2022-02-16 15:47:46 main:574] : INFO : Epoch 1761 | loss: 0.0311956 | val_loss: 0.0312061 | Time: 7509.64 ms
[2022-02-16 15:47:53 main:574] : INFO : Epoch 1762 | loss: 0.0312036 | val_loss: 0.0312094 | Time: 7476.23 ms
[2022-02-16 15:48:01 main:574] : INFO : Epoch 1763 | loss: 0.031201 | val_loss: 0.0312049 | Time: 7522.15 ms
[2022-02-16 15:48:08 main:574] : INFO : Epoch 1764 | loss: 0.0311988 | val_loss: 0.0312009 | Time: 7477.7 ms
[2022-02-16 15:48:16 main:574] : INFO : Epoch 1765 | loss: 0.0311954 | val_loss: 0.0311977 | Time: 7520.22 ms
[2022-02-16 15:48:23 main:574] : INFO : Epoch 1766 | loss: 0.0311931 | val_loss: 0.0311963 | Time: 7478.48 ms
[2022-02-16 15:48:31 main:574] : INFO : Epoch 1767 | loss: 0.0311919 | val_loss: 0.0311973 | Time: 7494.18 ms
[2022-02-16 15:48:38 main:574] : INFO : Epoch 1768 | loss: 0.0311922 | val_loss: 0.0311956 | Time: 7467.29 ms
[2022-02-16 15:48:46 main:574] : INFO : Epoch 1769 | loss: 0.0311915 | val_loss: 0.0311954 | Time: 7487.99 ms
[2022-02-16 15:48:53 main:574] : INFO : Epoch 1770 | loss: 0.031192 | val_loss: 0.0311998 | Time: 7485.89 ms
[2022-02-16 15:49:01 main:574] : INFO : Epoch 1771 | loss: 0.031192 | val_loss: 0.0311986 | Time: 7484.18 ms
[2022-02-16 15:49:08 main:574] : INFO : Epoch 1772 | loss: 0.0311913 | val_loss: 0.0311991 | Time: 7495.75 ms
[2022-02-16 15:49:16 main:574] : INFO : Epoch 1773 | loss: 0.0311919 | val_loss: 0.0311943 | Time: 7499.37 ms
[2022-02-16 15:49:23 main:574] : INFO : Epoch 1774 | loss: 0.0311914 | val_loss: 0.0311961 | Time: 7480.3 ms
[2022-02-16 15:49:31 main:574] : INFO : Epoch 1775 | loss: 0.0311895 | val_loss: 0.0311974 | Time: 7481.94 ms
[2022-02-16 15:49:38 main:574] : INFO : Epoch 1776 | loss: 0.0311878 | val_loss: 0.0311948 | Time: 7498.47 ms
[2022-02-16 15:49:46 main:574] : INFO : Epoch 1777 | loss: 0.0311872 | val_loss: 0.031195 | Time: 7501.22 ms
[2022-02-16 15:49:53 main:574] : INFO : Epoch 1778 | loss: 0.0311877 | val_loss: 0.0311948 | Time: 7478.58 ms
[2022-02-16 15:50:01 main:574] : INFO : Epoch 1779 | loss: 0.0311876 | val_loss: 0.0311953 | Time: 7499.63 ms
[2022-02-16 15:50:08 main:574] : INFO : Epoch 1780 | loss: 0.0311872 | val_loss: 0.0311964 | Time: 7490.77 ms
[2022-02-16 15:50:16 main:574] : INFO : Epoch 1781 | loss: 0.0311879 | val_loss: 0.0311956 | Time: 7483.96 ms
[2022-02-16 15:50:23 main:574] : INFO : Epoch 1782 | loss: 0.0311875 | val_loss: 0.0311944 | Time: 7491.45 ms
[2022-02-16 15:50:31 main:574] : INFO : Epoch 1783 | loss: 0.0311854 | val_loss: 0.0311941 | Time: 7495.46 ms
[2022-02-16 15:50:38 main:574] : INFO : Epoch 1784 | loss: 0.0311856 | val_loss: 0.0311942 | Time: 7472.37 ms
[2022-02-16 15:50:46 main:574] : INFO : Epoch 1785 | loss: 0.0311851 | val_loss: 0.0312005 | Time: 7471.13 ms
[2022-02-16 15:50:53 main:574] : INFO : Epoch 1786 | loss: 0.0311857 | val_loss: 0.0311929 | Time: 7484.48 ms
[2022-02-16 15:51:01 main:574] : INFO : Epoch 1787 | loss: 0.0311867 | val_loss: 0.0311983 | Time: 7485.44 ms
[2022-02-16 15:51:08 main:574] : INFO : Epoch 1788 | loss: 0.0311871 | val_loss: 0.0311953 | Time: 7471.99 ms
[2022-02-16 15:51:16 main:574] : INFO : Epoch 1789 | loss: 0.0311915 | val_loss: 0.0311986 | Time: 7473.07 ms
[2022-02-16 15:51:23 main:574] : INFO : Epoch 1790 | loss: 0.0311895 | val_loss: 0.0311954 | Time: 7486.55 ms
[2022-02-16 15:51:31 main:574] : INFO : Epoch 1791 | loss: 0.0311868 | val_loss: 0.0311934 | Time: 7506.06 ms
[2022-02-16 15:51:38 main:574] : INFO : Epoch 1792 | loss: 0.0311848 | val_loss: 0.0311938 | Time: 7480.68 ms
[2022-02-16 15:51:46 main:574] : INFO : Epoch 1793 | loss: 0.0311841 | val_loss: 0.0311926 | Time: 7467.61 ms
[2022-02-16 15:51:53 main:574] : INFO : Epoch 1794 | loss: 0.0311839 | val_loss: 0.0311951 | Time: 7496.23 ms
[2022-02-16 15:52:01 main:574] : INFO : Epoch 1795 | loss: 0.0311834 | val_loss: 0.0311944 | Time: 7482.25 ms
[2022-02-16 15:52:08 main:574] : INFO : Epoch 1796 | loss: 0.0311836 | val_loss: 0.0311931 | Time: 7486 ms
[2022-02-16 15:52:16 main:574] : INFO : Epoch 1797 | loss: 0.0311839 | val_loss: 0.031193 | Time: 7482.78 ms
[2022-02-16 15:52:23 main:574] : INFO : Epoch 1798 | loss: 0.0311832 | val_loss: 0.0311926 | Time: 7489.14 ms
[2022-02-16 15:52:31 main:574] : INFO : Epoch 1799 | loss: 0.0311829 | val_loss: 0.0311948 | Time: 7479.95 ms
[2022-02-16 15:52:38 main:574] : INFO : Epoch 1800 | loss: 0.0311829 | val_loss: 0.0311946 | Time: 7519.79 ms
[2022-02-16 15:52:46 main:574] : INFO : Epoch 1801 | loss: 0.0311821 | val_loss: 0.0311935 | Time: 7472.58 ms
[2022-02-16 15:52:53 main:574] : INFO : Epoch 1802 | loss: 0.0311814 | val_loss: 0.0311942 | Time: 7470.03 ms
[2022-02-16 15:53:01 main:574] : INFO : Epoch 1803 | loss: 0.0311816 | val_loss: 0.031193 | Time: 7479.1 ms
[2022-02-16 15:53:08 main:574] : INFO : Epoch 1804 | loss: 0.0311819 | val_loss: 0.0311933 | Time: 7510.96 ms
[2022-02-16 15:53:16 main:574] : INFO : Epoch 1805 | loss: 0.0311832 | val_loss: 0.0311932 | Time: 7487.29 ms
[2022-02-16 15:53:23 main:574] : INFO : Epoch 1806 | loss: 0.031182 | val_loss: 0.0311946 | Time: 7489.41 ms
[2022-02-16 15:53:31 main:574] : INFO : Epoch 1807 | loss: 0.0311837 | val_loss: 0.031196 | Time: 7464.42 ms
[2022-02-16 15:53:38 main:574] : INFO : Epoch 1808 | loss: 0.0311824 | val_loss: 0.0311925 | Time: 7581.44 ms
[2022-02-16 15:53:46 main:574] : INFO : Epoch 1809 | loss: 0.031183 | val_loss: 0.0311994 | Time: 7611.46 ms
[2022-02-16 15:53:53 main:574] : INFO : Epoch 1810 | loss: 0.0311832 | val_loss: 0.0311929 | Time: 7760.35 ms
[2022-02-16 15:54:01 main:574] : INFO : Epoch 1811 | loss: 0.0311809 | val_loss: 0.0311932 | Time: 7915.8 ms
[2022-02-16 15:54:09 main:574] : INFO : Epoch 1812 | loss: 0.0311802 | val_loss: 0.0311937 | Time: 7701.79 ms
[2022-02-16 15:54:17 main:574] : INFO : Epoch 1813 | loss: 0.0311812 | val_loss: 0.0311947 | Time: 7623.85 ms
[2022-02-16 15:54:26 main:574] : INFO : Epoch 1814 | loss: 0.0311807 | val_loss: 0.0311929 | Time: 9693.76 ms
[2022-02-16 15:54:38 main:574] : INFO : Epoch 1815 | loss: 0.03118 | val_loss: 0.0311933 | Time: 11465.4 ms
[2022-02-16 15:54:46 main:574] : INFO : Epoch 1816 | loss: 0.0311803 | val_loss: 0.0311957 | Time: 7791.22 ms
[2022-02-16 15:54:53 main:574] : INFO : Epoch 1817 | loss: 0.0311815 | val_loss: 0.0311923 | Time: 7717.62 ms
[2022-02-16 15:55:01 main:574] : INFO : Epoch 1818 | loss: 0.0311806 | val_loss: 0.0311939 | Time: 7148.89 ms
[2022-02-16 15:55:08 main:574] : INFO : Epoch 1819 | loss: 0.0311819 | val_loss: 0.0311939 | Time: 7169.19 ms
[2022-02-16 15:55:15 main:574] : INFO : Epoch 1820 | loss: 0.0311802 | val_loss: 0.0311935 | Time: 7161.27 ms
[2022-02-16 15:55:22 main:574] : INFO : Epoch 1821 | loss: 0.0311805 | val_loss: 0.0311929 | Time: 7163.37 ms
[2022-02-16 15:55:29 main:574] : INFO : Epoch 1822 | loss: 0.0311796 | val_loss: 0.0311924 | Time: 7157.37 ms
[2022-02-16 15:55:36 main:574] : INFO : Epoch 1823 | loss: 0.03118 | val_loss: 0.0311946 | Time: 7149.68 ms
[2022-02-16 15:55:44 main:574] : INFO : Epoch 1824 | loss: 0.0311799 | val_loss: 0.0311919 | Time: 7176.71 ms
[2022-02-16 15:55:51 main:574] : INFO : Epoch 1825 | loss: 0.0311806 | val_loss: 0.0311924 | Time: 7167.35 ms
[2022-02-16 15:55:58 main:574] : INFO : Epoch 1826 | loss: 0.0311797 | val_loss: 0.0311969 | Time: 7171.59 ms
[2022-02-16 15:56:05 main:574] : INFO : Epoch 1827 | loss: 0.0311814 | val_loss: 0.0311945 | Time: 7170.99 ms
[2022-02-16 15:56:12 main:574] : INFO : Epoch 1828 | loss: 0.0311797 | val_loss: 0.0311933 | Time: 7157.18 ms
[2022-02-16 15:56:20 main:574] : INFO : Epoch 1829 | loss: 0.0311791 | val_loss: 0.0311929 | Time: 7158.96 ms
[2022-02-16 15:56:27 main:574] : INFO : Epoch 1830 | loss: 0.0311805 | val_loss: 0.0311928 | Time: 7169.54 ms
[2022-02-16 15:56:34 main:574] : INFO : Epoch 1831 | loss: 0.0311809 | val_loss: 0.0311934 | Time: 7164.74 ms
[2022-02-16 15:56:41 main:574] : INFO : Epoch 1832 | loss: 0.0311832 | val_loss: 0.0311945 | Time: 7169.44 ms
[2022-02-16 15:56:48 main:574] : INFO : Epoch 1833 | loss: 0.0311804 | val_loss: 0.031193 | Time: 7154.94 ms
[2022-02-16 15:56:55 main:574] : INFO : Epoch 1834 | loss: 0.0311795 | val_loss: 0.0311933 | Time: 7164.06 ms
[2022-02-16 15:57:03 main:574] : INFO : Epoch 1835 | loss: 0.0311792 | val_loss: 0.0311947 | Time: 7171.4 ms
[2022-02-16 15:57:10 main:574] : INFO : Epoch 1836 | loss: 0.0311809 | val_loss: 0.0311953 | Time: 7152.89 ms
[2022-02-16 15:57:17 main:574] : INFO : Epoch 1837 | loss: 0.0311795 | val_loss: 0.0311938 | Time: 7172.4 ms
[2022-02-16 15:57:24 main:574] : INFO : Epoch 1838 | loss: 0.0311788 | val_loss: 0.0311999 | Time: 7169.02 ms
[2022-02-16 15:57:31 main:574] : INFO : Epoch 1839 | loss: 0.0311789 | val_loss: 0.0311942 | Time: 7191.89 ms
[2022-02-16 15:57:38 main:574] : INFO : Epoch 1840 | loss: 0.0311778 | val_loss: 0.0311972 | Time: 7195.36 ms
[2022-02-16 15:57:46 main:574] : INFO : Epoch 1841 | loss: 0.0311784 | val_loss: 0.0311936 | Time: 7178.05 ms
[2022-02-16 15:57:53 main:574] : INFO : Epoch 1842 | loss: 0.0311771 | val_loss: 0.0311952 | Time: 7151.68 ms
[2022-02-16 15:58:00 main:574] : INFO : Epoch 1843 | loss: 0.0311779 | val_loss: 0.0311955 | Time: 7188.26 ms
[2022-02-16 15:58:07 main:574] : INFO : Epoch 1844 | loss: 0.0311775 | val_loss: 0.0311939 | Time: 7183.59 ms
[2022-02-16 15:58:14 main:574] : INFO : Epoch 1845 | loss: 0.0311779 | val_loss: 0.0311982 | Time: 7169.26 ms
[2022-02-16 15:58:22 main:574] : INFO : Epoch 1846 | loss: 0.031178 | val_loss: 0.0311945 | Time: 7167.43 ms
[2022-02-16 15:58:29 main:574] : INFO : Epoch 1847 | loss: 0.0311783 | val_loss: 0.031197 | Time: 7161.47 ms
[2022-02-16 15:58:36 main:574] : INFO : Epoch 1848 | loss: 0.0311792 | val_loss: 0.0311968 | Time: 7154.4 ms
[2022-02-16 15:58:43 main:574] : INFO : Epoch 1849 | loss: 0.0311773 | val_loss: 0.0311939 | Time: 7164.94 ms
[2022-02-16 15:58:50 main:574] : INFO : Epoch 1850 | loss: 0.0311772 | val_loss: 0.0311968 | Time: 7176.22 ms
[2022-02-16 15:58:57 main:574] : INFO : Epoch 1851 | loss: 0.0311777 | val_loss: 0.0311942 | Time: 7195.68 ms
[2022-02-16 15:59:05 main:574] : INFO : Epoch 1852 | loss: 0.0311777 | val_loss: 0.0311942 | Time: 7158.43 ms
[2022-02-16 15:59:12 main:574] : INFO : Epoch 1853 | loss: 0.031177 | val_loss: 0.0311948 | Time: 7202.16 ms
[2022-02-16 15:59:19 main:574] : INFO : Epoch 1854 | loss: 0.0311785 | val_loss: 0.0311968 | Time: 7159.77 ms
[2022-02-16 15:59:26 main:574] : INFO : Epoch 1855 | loss: 0.031181 | val_loss: 0.0312103 | Time: 7169.46 ms
[2022-02-16 15:59:33 main:574] : INFO : Epoch 1856 | loss: 0.0312923 | val_loss: 0.031745 | Time: 7155.55 ms
[2022-02-16 15:59:41 main:574] : INFO : Epoch 1857 | loss: 0.0328699 | val_loss: 0.0324129 | Time: 7164.28 ms
[2022-02-16 15:59:48 main:574] : INFO : Epoch 1858 | loss: 0.0356665 | val_loss: 0.0332851 | Time: 7157.22 ms
[2022-02-16 15:59:55 main:574] : INFO : Epoch 1859 | loss: 0.0322338 | val_loss: 0.0314407 | Time: 7222 ms
[2022-02-16 16:00:02 main:574] : INFO : Epoch 1860 | loss: 0.0313308 | val_loss: 0.0312446 | Time: 7197.71 ms
[2022-02-16 16:00:09 main:574] : INFO : Epoch 1861 | loss: 0.0312302 | val_loss: 0.031223 | Time: 7157.03 ms
[2022-02-16 16:00:17 main:574] : INFO : Epoch 1862 | loss: 0.0312099 | val_loss: 0.0312125 | Time: 7204.56 ms
[2022-02-16 16:00:24 main:574] : INFO : Epoch 1863 | loss: 0.0312047 | val_loss: 0.0312086 | Time: 7160.23 ms
[2022-02-16 16:00:31 main:574] : INFO : Epoch 1864 | loss: 0.0312022 | val_loss: 0.0312064 | Time: 7178.27 ms
[2022-02-16 16:00:38 main:574] : INFO : Epoch 1865 | loss: 0.0312004 | val_loss: 0.0312048 | Time: 7158.25 ms
[2022-02-16 16:00:45 main:574] : INFO : Epoch 1866 | loss: 0.0311985 | val_loss: 0.0312048 | Time: 7152.06 ms
[2022-02-16 16:00:52 main:574] : INFO : Epoch 1867 | loss: 0.0311981 | val_loss: 0.0312059 | Time: 7191.39 ms
[2022-02-16 16:01:00 main:574] : INFO : Epoch 1868 | loss: 0.0311979 | val_loss: 0.0312057 | Time: 7160.4 ms
[2022-02-16 16:01:07 main:574] : INFO : Epoch 1869 | loss: 0.0311974 | val_loss: 0.0312047 | Time: 7160.82 ms
[2022-02-16 16:01:14 main:574] : INFO : Epoch 1870 | loss: 0.0311965 | val_loss: 0.0312049 | Time: 7161.83 ms
[2022-02-16 16:01:21 main:574] : INFO : Epoch 1871 | loss: 0.0311974 | val_loss: 0.0312048 | Time: 7164.19 ms
[2022-02-16 16:01:28 main:574] : INFO : Epoch 1872 | loss: 0.0311964 | val_loss: 0.0312058 | Time: 7176.22 ms
[2022-02-16 16:01:36 main:574] : INFO : Epoch 1873 | loss: 0.0311968 | val_loss: 0.0312074 | Time: 7193.37 ms
[2022-02-16 16:01:43 main:574] : INFO : Epoch 1874 | loss: 0.0311961 | val_loss: 0.0312062 | Time: 7156.21 ms
[2022-02-16 16:01:50 main:574] : INFO : Epoch 1875 | loss: 0.0311952 | val_loss: 0.0312037 | Time: 7153.71 ms
[2022-02-16 16:01:57 main:574] : INFO : Epoch 1876 | loss: 0.0311953 | val_loss: 0.0312038 | Time: 7155.26 ms
[2022-02-16 16:02:04 main:574] : INFO : Epoch 1877 | loss: 0.0311944 | val_loss: 0.0312039 | Time: 7182.62 ms
[2022-02-16 16:02:11 main:574] : INFO : Epoch 1878 | loss: 0.031194 | val_loss: 0.0312042 | Time: 7142.89 ms
[2022-02-16 16:02:19 main:574] : INFO : Epoch 1879 | loss: 0.031195 | val_loss: 0.0312031 | Time: 7163.79 ms
[2022-02-16 16:02:26 main:574] : INFO : Epoch 1880 | loss: 0.0311938 | val_loss: 0.0312037 | Time: 7155.03 ms
[2022-02-16 16:02:33 main:574] : INFO : Epoch 1881 | loss: 0.0311934 | val_loss: 0.0312032 | Time: 7149.84 ms
[2022-02-16 16:02:40 main:574] : INFO : Epoch 1882 | loss: 0.0311933 | val_loss: 0.0312034 | Time: 7154.09 ms
[2022-02-16 16:02:47 main:574] : INFO : Epoch 1883 | loss: 0.031193 | val_loss: 0.0312034 | Time: 7159.16 ms
[2022-02-16 16:02:54 main:574] : INFO : Epoch 1884 | loss: 0.0311926 | val_loss: 0.0312026 | Time: 7159.69 ms
[2022-02-16 16:03:01 main:574] : INFO : Epoch 1885 | loss: 0.0311923 | val_loss: 0.0312036 | Time: 7154.06 ms
[2022-02-16 16:03:09 main:574] : INFO : Epoch 1886 | loss: 0.0311923 | val_loss: 0.0312035 | Time: 7166.78 ms
[2022-02-16 16:03:16 main:574] : INFO : Epoch 1887 | loss: 0.031192 | val_loss: 0.0312029 | Time: 7165.24 ms
[2022-02-16 16:03:23 main:574] : INFO : Epoch 1888 | loss: 0.0311916 | val_loss: 0.0312039 | Time: 7156.79 ms
[2022-02-16 16:03:30 main:574] : INFO : Epoch 1889 | loss: 0.0311927 | val_loss: 0.0312029 | Time: 7166.05 ms
[2022-02-16 16:03:37 main:574] : INFO : Epoch 1890 | loss: 0.031191 | val_loss: 0.031204 | Time: 7156.02 ms
[2022-02-16 16:03:45 main:574] : INFO : Epoch 1891 | loss: 0.0311912 | val_loss: 0.0312021 | Time: 7151.99 ms
[2022-02-16 16:03:52 main:574] : INFO : Epoch 1892 | loss: 0.0311907 | val_loss: 0.0312025 | Time: 7180.22 ms
[2022-02-16 16:03:59 main:574] : INFO : Epoch 1893 | loss: 0.0311917 | val_loss: 0.0312046 | Time: 7271.6 ms
[2022-02-16 16:04:06 main:574] : INFO : Epoch 1894 | loss: 0.0311921 | val_loss: 0.0312029 | Time: 7174.99 ms
[2022-02-16 16:04:13 main:574] : INFO : Epoch 1895 | loss: 0.0311906 | val_loss: 0.0312025 | Time: 7177.69 ms
[2022-02-16 16:04:21 main:574] : INFO : Epoch 1896 | loss: 0.0311915 | val_loss: 0.0312024 | Time: 7174.14 ms
[2022-02-16 16:04:28 main:574] : INFO : Epoch 1897 | loss: 0.0311909 | val_loss: 0.0312006 | Time: 7141.35 ms
[2022-02-16 16:04:35 main:574] : INFO : Epoch 1898 | loss: 0.0311907 | val_loss: 0.0312018 | Time: 7164.95 ms
[2022-02-16 16:04:42 main:574] : INFO : Epoch 1899 | loss: 0.0311908 | val_loss: 0.0312004 | Time: 7154.01 ms
[2022-02-16 16:04:49 main:574] : INFO : Epoch 1900 | loss: 0.0311899 | val_loss: 0.0312003 | Time: 7201.7 ms
[2022-02-16 16:04:56 main:574] : INFO : Epoch 1901 | loss: 0.0311898 | val_loss: 0.0312023 | Time: 7158.64 ms
[2022-02-16 16:05:04 main:574] : INFO : Epoch 1902 | loss: 0.0311891 | val_loss: 0.0312006 | Time: 7154.71 ms
[2022-02-16 16:05:11 main:574] : INFO : Epoch 1903 | loss: 0.0311889 | val_loss: 0.0312011 | Time: 7158.44 ms
[2022-02-16 16:05:18 main:574] : INFO : Epoch 1904 | loss: 0.0311889 | val_loss: 0.0312 | Time: 7187.08 ms
[2022-02-16 16:05:25 main:574] : INFO : Epoch 1905 | loss: 0.0311887 | val_loss: 0.0312005 | Time: 7154.59 ms
[2022-02-16 16:05:32 main:574] : INFO : Epoch 1906 | loss: 0.0311897 | val_loss: 0.031201 | Time: 7164.36 ms
[2022-02-16 16:05:39 main:574] : INFO : Epoch 1907 | loss: 0.0311886 | val_loss: 0.0311997 | Time: 7159.6 ms
[2022-02-16 16:05:47 main:574] : INFO : Epoch 1908 | loss: 0.0311893 | val_loss: 0.0312003 | Time: 7187.34 ms
[2022-02-16 16:05:54 main:574] : INFO : Epoch 1909 | loss: 0.0311889 | val_loss: 0.0312007 | Time: 7191.82 ms
[2022-02-16 16:06:01 main:574] : INFO : Epoch 1910 | loss: 0.0311892 | val_loss: 0.0312002 | Time: 7156.04 ms
[2022-02-16 16:06:08 main:574] : INFO : Epoch 1911 | loss: 0.0311886 | val_loss: 0.0311995 | Time: 7162.02 ms
[2022-02-16 16:06:15 main:574] : INFO : Epoch 1912 | loss: 0.0311879 | val_loss: 0.0311995 | Time: 7185.48 ms
[2022-02-16 16:06:23 main:574] : INFO : Epoch 1913 | loss: 0.0311876 | val_loss: 0.0311996 | Time: 7163.44 ms
[2022-02-16 16:06:30 main:574] : INFO : Epoch 1914 | loss: 0.0311874 | val_loss: 0.0312002 | Time: 7176.55 ms
[2022-02-16 16:06:37 main:574] : INFO : Epoch 1915 | loss: 0.0311885 | val_loss: 0.0311995 | Time: 7156.86 ms
[2022-02-16 16:06:44 main:574] : INFO : Epoch 1916 | loss: 0.0311876 | val_loss: 0.0311997 | Time: 7200.47 ms
[2022-02-16 16:06:51 main:574] : INFO : Epoch 1917 | loss: 0.031187 | val_loss: 0.0311997 | Time: 7173.78 ms
[2022-02-16 16:06:58 main:574] : INFO : Epoch 1918 | loss: 0.0311869 | val_loss: 0.0311993 | Time: 7166.87 ms
[2022-02-16 16:07:07 main:574] : INFO : Epoch 1919 | loss: 0.0311876 | val_loss: 0.0312035 | Time: 8218.17 ms
[2022-02-16 16:07:15 main:574] : INFO : Epoch 1920 | loss: 0.0311893 | val_loss: 0.0311995 | Time: 7833.43 ms
[2022-02-16 16:07:22 main:574] : INFO : Epoch 1921 | loss: 0.031187 | val_loss: 0.0311996 | Time: 7366.59 ms
[2022-02-16 16:07:29 main:574] : INFO : Epoch 1922 | loss: 0.0311867 | val_loss: 0.031199 | Time: 7449.43 ms
[2022-02-16 16:07:37 main:574] : INFO : Epoch 1923 | loss: 0.0311869 | val_loss: 0.031202 | Time: 7364.51 ms
[2022-02-16 16:07:44 main:574] : INFO : Epoch 1924 | loss: 0.0311877 | val_loss: 0.0311997 | Time: 7296.05 ms
[2022-02-16 16:07:51 main:574] : INFO : Epoch 1925 | loss: 0.0311874 | val_loss: 0.031201 | Time: 7249.25 ms
[2022-02-16 16:07:59 main:574] : INFO : Epoch 1926 | loss: 0.0311879 | val_loss: 0.0312011 | Time: 7266.99 ms
[2022-02-16 16:08:06 main:574] : INFO : Epoch 1927 | loss: 0.0311873 | val_loss: 0.0311995 | Time: 7335.23 ms
[2022-02-16 16:08:13 main:574] : INFO : Epoch 1928 | loss: 0.0311866 | val_loss: 0.0312002 | Time: 7290.18 ms
[2022-02-16 16:08:21 main:574] : INFO : Epoch 1929 | loss: 0.0311881 | val_loss: 0.0312012 | Time: 7275.01 ms
[2022-02-16 16:08:28 main:574] : INFO : Epoch 1930 | loss: 0.0311864 | val_loss: 0.0311991 | Time: 7373.32 ms
[2022-02-16 16:08:35 main:574] : INFO : Epoch 1931 | loss: 0.0311858 | val_loss: 0.031199 | Time: 7431.76 ms
[2022-02-16 16:08:43 main:574] : INFO : Epoch 1932 | loss: 0.0311857 | val_loss: 0.0312006 | Time: 7224.66 ms
[2022-02-16 16:08:50 main:574] : INFO : Epoch 1933 | loss: 0.0311868 | val_loss: 0.0311993 | Time: 7319.17 ms
[2022-02-16 16:08:57 main:574] : INFO : Epoch 1934 | loss: 0.0311866 | val_loss: 0.0311987 | Time: 7436.03 ms
[2022-02-16 16:09:05 main:574] : INFO : Epoch 1935 | loss: 0.0311866 | val_loss: 0.0312 | Time: 7600.42 ms
[2022-02-16 16:09:12 main:574] : INFO : Epoch 1936 | loss: 0.0311863 | val_loss: 0.0311995 | Time: 7325.46 ms
[2022-02-16 16:09:20 main:574] : INFO : Epoch 1937 | loss: 0.0311862 | val_loss: 0.0311988 | Time: 7358.39 ms
[2022-02-16 16:09:27 main:574] : INFO : Epoch 1938 | loss: 0.0311859 | val_loss: 0.031199 | Time: 7408.78 ms
[2022-02-16 16:09:34 main:574] : INFO : Epoch 1939 | loss: 0.0311865 | val_loss: 0.0312001 | Time: 7335.26 ms
[2022-02-16 16:09:42 main:574] : INFO : Epoch 1940 | loss: 0.0311854 | val_loss: 0.0311982 | Time: 7318.46 ms
[2022-02-16 16:09:49 main:574] : INFO : Epoch 1941 | loss: 0.0311852 | val_loss: 0.031197 | Time: 7256.4 ms
[2022-02-16 16:09:56 main:574] : INFO : Epoch 1942 | loss: 0.0311848 | val_loss: 0.0311974 | Time: 7369.46 ms
[2022-02-16 16:10:04 main:574] : INFO : Epoch 1943 | loss: 0.0311849 | val_loss: 0.0311986 | Time: 7324.57 ms
[2022-02-16 16:10:11 main:574] : INFO : Epoch 1944 | loss: 0.0311857 | val_loss: 0.0312016 | Time: 7367.42 ms
[2022-02-16 16:10:19 main:574] : INFO : Epoch 1945 | loss: 0.0311857 | val_loss: 0.0311969 | Time: 7433.38 ms
[2022-02-16 16:10:26 main:574] : INFO : Epoch 1946 | loss: 0.0311843 | val_loss: 0.0311981 | Time: 7413.18 ms
[2022-02-16 16:10:34 main:574] : INFO : Epoch 1947 | loss: 0.0311844 | val_loss: 0.0311987 | Time: 7586.22 ms
[2022-02-16 16:10:41 main:574] : INFO : Epoch 1948 | loss: 0.0311848 | val_loss: 0.0311981 | Time: 7354.92 ms
[2022-02-16 16:10:49 main:574] : INFO : Epoch 1949 | loss: 0.0311847 | val_loss: 0.0311982 | Time: 7442.56 ms
[2022-02-16 16:10:56 main:574] : INFO : Epoch 1950 | loss: 0.0311846 | val_loss: 0.031197 | Time: 7351.02 ms
[2022-02-16 16:11:03 main:574] : INFO : Epoch 1951 | loss: 0.0311843 | val_loss: 0.0311997 | Time: 7356.64 ms
[2022-02-16 16:11:12 main:574] : INFO : Epoch 1952 | loss: 0.0311843 | val_loss: 0.0311971 | Time: 8312.48 ms
[2022-02-16 16:11:19 main:574] : INFO : Epoch 1953 | loss: 0.0311851 | val_loss: 0.0312036 | Time: 7303.72 ms
[2022-02-16 16:11:26 main:574] : INFO : Epoch 1954 | loss: 0.0311858 | val_loss: 0.0312001 | Time: 7372.01 ms
[2022-02-16 16:11:34 main:574] : INFO : Epoch 1955 | loss: 0.0311867 | val_loss: 0.0311974 | Time: 7637.52 ms
[2022-02-16 16:11:41 main:574] : INFO : Epoch 1956 | loss: 0.0311842 | val_loss: 0.0311987 | Time: 7435.8 ms
[2022-02-16 16:11:49 main:574] : INFO : Epoch 1957 | loss: 0.0311844 | val_loss: 0.0311974 | Time: 7844.06 ms
[2022-02-16 16:11:57 main:574] : INFO : Epoch 1958 | loss: 0.0311851 | val_loss: 0.031198 | Time: 7569.86 ms
[2022-02-16 16:12:04 main:574] : INFO : Epoch 1959 | loss: 0.0311855 | val_loss: 0.0312024 | Time: 7508.82 ms
[2022-02-16 16:12:12 main:574] : INFO : Epoch 1960 | loss: 0.0311895 | val_loss: 0.0312118 | Time: 7276.08 ms
[2022-02-16 16:12:19 main:574] : INFO : Epoch 1961 | loss: 0.0311887 | val_loss: 0.0311994 | Time: 7510.18 ms
[2022-02-16 16:12:27 main:574] : INFO : Epoch 1962 | loss: 0.0311865 | val_loss: 0.0311969 | Time: 7307.53 ms
[2022-02-16 16:12:34 main:574] : INFO : Epoch 1963 | loss: 0.0311839 | val_loss: 0.0311979 | Time: 7470.43 ms
[2022-02-16 16:12:41 main:574] : INFO : Epoch 1964 | loss: 0.0311832 | val_loss: 0.0311991 | Time: 7472.64 ms
[2022-02-16 16:12:49 main:574] : INFO : Epoch 1965 | loss: 0.0311849 | val_loss: 0.0311981 | Time: 7298.12 ms
[2022-02-16 16:12:56 main:574] : INFO : Epoch 1966 | loss: 0.0311845 | val_loss: 0.0311981 | Time: 7324 ms
[2022-02-16 16:13:04 main:574] : INFO : Epoch 1967 | loss: 0.0311847 | val_loss: 0.0311993 | Time: 7367.98 ms
[2022-02-16 16:13:11 main:574] : INFO : Epoch 1968 | loss: 0.0311852 | val_loss: 0.0311977 | Time: 7294.5 ms
[2022-02-16 16:13:18 main:574] : INFO : Epoch 1969 | loss: 0.0311855 | val_loss: 0.0312022 | Time: 7381.26 ms
[2022-02-16 16:13:26 main:574] : INFO : Epoch 1970 | loss: 0.0311885 | val_loss: 0.0312025 | Time: 7346.79 ms
[2022-02-16 16:13:33 main:574] : INFO : Epoch 1971 | loss: 0.0311869 | val_loss: 0.0311974 | Time: 7280.38 ms
[2022-02-16 16:13:40 main:574] : INFO : Epoch 1972 | loss: 0.0311854 | val_loss: 0.0311991 | Time: 7416.23 ms
[2022-02-16 16:13:48 main:574] : INFO : Epoch 1973 | loss: 0.0311863 | val_loss: 0.0311993 | Time: 7446.14 ms
[2022-02-16 16:13:55 main:574] : INFO : Epoch 1974 | loss: 0.0311848 | val_loss: 0.0312011 | Time: 7399.62 ms
[2022-02-16 16:14:03 main:574] : INFO : Epoch 1975 | loss: 0.0311859 | val_loss: 0.0312001 | Time: 7626.46 ms
[2022-02-16 16:14:10 main:574] : INFO : Epoch 1976 | loss: 0.0311855 | val_loss: 0.0311994 | Time: 7460.36 ms
[2022-02-16 16:14:18 main:574] : INFO : Epoch 1977 | loss: 0.0311839 | val_loss: 0.0311987 | Time: 7351.08 ms
[2022-02-16 16:14:25 main:574] : INFO : Epoch 1978 | loss: 0.0311829 | val_loss: 0.0311974 | Time: 7404.35 ms
[2022-02-16 16:14:32 main:574] : INFO : Epoch 1979 | loss: 0.0311828 | val_loss: 0.0311983 | Time: 7321.15 ms
[2022-02-16 16:14:40 main:574] : INFO : Epoch 1980 | loss: 0.031183 | val_loss: 0.0311979 | Time: 7362.74 ms
[2022-02-16 16:14:47 main:574] : INFO : Epoch 1981 | loss: 0.0311834 | val_loss: 0.0311992 | Time: 7294.13 ms
[2022-02-16 16:14:55 main:574] : INFO : Epoch 1982 | loss: 0.0311842 | val_loss: 0.0311994 | Time: 8122.22 ms
[2022-02-16 16:15:11 main:574] : INFO : Epoch 1983 | loss: 0.0311824 | val_loss: 0.0311994 | Time: 16138.7 ms
[2022-02-16 16:15:19 main:574] : INFO : Epoch 1984 | loss: 0.0311832 | val_loss: 0.0311984 | Time: 7485.92 ms
[2022-02-16 16:15:27 main:574] : INFO : Epoch 1985 | loss: 0.0311842 | val_loss: 0.0311984 | Time: 7812.68 ms
[2022-02-16 16:15:34 main:574] : INFO : Epoch 1986 | loss: 0.0311854 | val_loss: 0.0311978 | Time: 7521.64 ms
[2022-02-16 16:15:42 main:574] : INFO : Epoch 1987 | loss: 0.0311841 | val_loss: 0.031198 | Time: 7839.49 ms
[2022-02-16 16:15:50 main:574] : INFO : Epoch 1988 | loss: 0.0311824 | val_loss: 0.0311972 | Time: 7655.02 ms
[2022-02-16 16:15:57 main:574] : INFO : Epoch 1989 | loss: 0.0311828 | val_loss: 0.0311991 | Time: 7558.8 ms
[2022-02-16 16:16:05 main:574] : INFO : Epoch 1990 | loss: 0.0311834 | val_loss: 0.0311978 | Time: 7306.97 ms
[2022-02-16 16:16:12 main:574] : INFO : Epoch 1991 | loss: 0.0311847 | val_loss: 0.0311987 | Time: 7425.37 ms
[2022-02-16 16:16:20 main:574] : INFO : Epoch 1992 | loss: 0.0311881 | val_loss: 0.0311988 | Time: 7500.24 ms
[2022-02-16 16:16:27 main:574] : INFO : Epoch 1993 | loss: 0.0311873 | val_loss: 0.0311992 | Time: 7486.36 ms
[2022-02-16 16:16:35 main:574] : INFO : Epoch 1994 | loss: 0.031187 | val_loss: 0.0311983 | Time: 7452.72 ms
[2022-02-16 16:16:42 main:574] : INFO : Epoch 1995 | loss: 0.0311862 | val_loss: 0.0311997 | Time: 7413.19 ms
[2022-02-16 16:16:50 main:574] : INFO : Epoch 1996 | loss: 0.0311871 | val_loss: 0.0312002 | Time: 7492.68 ms
[2022-02-16 16:16:57 main:574] : INFO : Epoch 1997 | loss: 0.0311855 | val_loss: 0.0311979 | Time: 7452.64 ms
[2022-02-16 16:17:04 main:574] : INFO : Epoch 1998 | loss: 0.0311843 | val_loss: 0.031196 | Time: 7385.69 ms
[2022-02-16 16:17:12 main:574] : INFO : Epoch 1999 | loss: 0.0311836 | val_loss: 0.0311992 | Time: 7448.83 ms
[2022-02-16 16:17:19 main:574] : INFO : Epoch 2000 | loss: 0.0311838 | val_loss: 0.0312017 | Time: 7362.56 ms
[2022-02-16 16:17:27 main:574] : INFO : Epoch 2001 | loss: 0.0311863 | val_loss: 0.0311977 | Time: 7401.94 ms
[2022-02-16 16:17:34 main:574] : INFO : Epoch 2002 | loss: 0.0311833 | val_loss: 0.0311981 | Time: 7515 ms
[2022-02-16 16:17:42 main:574] : INFO : Epoch 2003 | loss: 0.0311826 | val_loss: 0.0311959 | Time: 7597.35 ms
[2022-02-16 16:17:49 main:574] : INFO : Epoch 2004 | loss: 0.0311825 | val_loss: 0.0311996 | Time: 7441.48 ms
[2022-02-16 16:17:57 main:574] : INFO : Epoch 2005 | loss: 0.0311823 | val_loss: 0.0311973 | Time: 7622.88 ms
[2022-02-16 16:18:04 main:574] : INFO : Epoch 2006 | loss: 0.0311821 | val_loss: 0.0312009 | Time: 7580.2 ms
[2022-02-16 16:18:12 main:574] : INFO : Epoch 2007 | loss: 0.0311829 | val_loss: 0.0311989 | Time: 7445.86 ms
[2022-02-16 16:18:19 main:574] : INFO : Epoch 2008 | loss: 0.0311831 | val_loss: 0.0311978 | Time: 7316.81 ms
[2022-02-16 16:18:27 main:574] : INFO : Epoch 2009 | loss: 0.0311846 | val_loss: 0.0312073 | Time: 7478.93 ms
[2022-02-16 16:18:34 main:574] : INFO : Epoch 2010 | loss: 0.0311874 | val_loss: 0.0311961 | Time: 7380.18 ms
[2022-02-16 16:18:42 main:574] : INFO : Epoch 2011 | loss: 0.0311854 | val_loss: 0.0312012 | Time: 7353.74 ms
[2022-02-16 16:18:49 main:574] : INFO : Epoch 2012 | loss: 0.0311864 | val_loss: 0.0311971 | Time: 7444.51 ms
[2022-02-16 16:18:56 main:574] : INFO : Epoch 2013 | loss: 0.031184 | val_loss: 0.0311968 | Time: 7349.17 ms
[2022-02-16 16:19:04 main:574] : INFO : Epoch 2014 | loss: 0.0311845 | val_loss: 0.0311996 | Time: 7607.17 ms
[2022-02-16 16:19:12 main:574] : INFO : Epoch 2015 | loss: 0.0311829 | val_loss: 0.0311956 | Time: 7626.84 ms
[2022-02-16 16:19:19 main:574] : INFO : Epoch 2016 | loss: 0.031183 | val_loss: 0.0311972 | Time: 7402.92 ms
[2022-02-16 16:19:26 main:574] : INFO : Epoch 2017 | loss: 0.0311845 | val_loss: 0.0311961 | Time: 7460.08 ms
[2022-02-16 16:19:34 main:574] : INFO : Epoch 2018 | loss: 0.0311833 | val_loss: 0.0311958 | Time: 7615.86 ms
[2022-02-16 16:19:42 main:574] : INFO : Epoch 2019 | loss: 0.0311812 | val_loss: 0.0311945 | Time: 7655.85 ms
[2022-02-16 16:19:49 main:574] : INFO : Epoch 2020 | loss: 0.0311822 | val_loss: 0.0311995 | Time: 7539.89 ms
[2022-02-16 16:19:57 main:574] : INFO : Epoch 2021 | loss: 0.0311853 | val_loss: 0.0311989 | Time: 7481.98 ms
[2022-02-16 16:20:05 main:574] : INFO : Epoch 2022 | loss: 0.0311837 | val_loss: 0.0311965 | Time: 8308.47 ms
[2022-02-16 16:20:13 main:574] : INFO : Epoch 2023 | loss: 0.0311841 | val_loss: 0.0311962 | Time: 7387.21 ms
[2022-02-16 16:20:20 main:574] : INFO : Epoch 2024 | loss: 0.0311817 | val_loss: 0.0311961 | Time: 7465.12 ms
[2022-02-16 16:20:27 main:574] : INFO : Epoch 2025 | loss: 0.0311818 | val_loss: 0.0311965 | Time: 7358.83 ms
[2022-02-16 16:20:35 main:574] : INFO : Epoch 2026 | loss: 0.0311803 | val_loss: 0.0311959 | Time: 7315.39 ms
[2022-02-16 16:20:42 main:574] : INFO : Epoch 2027 | loss: 0.0311813 | val_loss: 0.0311972 | Time: 7483.22 ms
[2022-02-16 16:20:50 main:574] : INFO : Epoch 2028 | loss: 0.0311811 | val_loss: 0.0311998 | Time: 7314.01 ms
[2022-02-16 16:20:57 main:574] : INFO : Epoch 2029 | loss: 0.0311822 | val_loss: 0.0311978 | Time: 7345.22 ms
[2022-02-16 16:21:04 main:574] : INFO : Epoch 2030 | loss: 0.0311805 | val_loss: 0.0311983 | Time: 7380.4 ms
[2022-02-16 16:21:12 main:574] : INFO : Epoch 2031 | loss: 0.0311861 | val_loss: 0.031205 | Time: 7473.99 ms
[2022-02-16 16:21:19 main:574] : INFO : Epoch 2032 | loss: 0.0311874 | val_loss: 0.0311993 | Time: 7406.12 ms
[2022-02-16 16:21:27 main:574] : INFO : Epoch 2033 | loss: 0.0311881 | val_loss: 0.0311982 | Time: 7547.2 ms
[2022-02-16 16:21:34 main:574] : INFO : Epoch 2034 | loss: 0.0311871 | val_loss: 0.0311967 | Time: 7466.98 ms
[2022-02-16 16:21:42 main:574] : INFO : Epoch 2035 | loss: 0.0311856 | val_loss: 0.0311989 | Time: 7574.57 ms
[2022-02-16 16:21:49 main:574] : INFO : Epoch 2036 | loss: 0.0311845 | val_loss: 0.0311977 | Time: 7444.95 ms
[2022-02-16 16:21:57 main:574] : INFO : Epoch 2037 | loss: 0.0311837 | val_loss: 0.0311973 | Time: 7407.35 ms
[2022-02-16 16:22:04 main:574] : INFO : Epoch 2038 | loss: 0.0311848 | val_loss: 0.0312013 | Time: 7492.43 ms
[2022-02-16 16:22:11 main:574] : INFO : Epoch 2039 | loss: 0.0311837 | val_loss: 0.0311987 | Time: 7293.22 ms
[2022-02-16 16:22:19 main:574] : INFO : Epoch 2040 | loss: 0.0311832 | val_loss: 0.0311971 | Time: 7537.92 ms
[2022-02-16 16:22:27 main:574] : INFO : Epoch 2041 | loss: 0.0311822 | val_loss: 0.0311985 | Time: 7864.11 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 840M)
[2022-02-17 16:34:06 main:435] : INFO : Set logging level to 1
[2022-02-17 16:34:06 main:441] : INFO : Running in BOINC Client mode
[2022-02-17 16:34:06 main:444] : INFO : Resolving all filenames
[2022-02-17 16:34:06 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-17 16:34:06 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-17 16:34:06 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-17 16:34:06 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-17 16:34:06 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-17 16:34:06 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-02-17 16:34:06 main:474] : INFO : Configuration:
[2022-02-17 16:34:06 main:475] : INFO : Model type: GRU
[2022-02-17 16:34:06 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-02-17 16:34:06 main:477] : INFO : Max Epochs: 2048
[2022-02-17 16:34:06 main:478] : INFO : Batch Size: 128
[2022-02-17 16:34:06 main:479] : INFO : Learning Rate: 0.01
[2022-02-17 16:34:06 main:480] : INFO : Patience: 10
[2022-02-17 16:34:06 main:481] : INFO : Hidden Width: 12
[2022-02-17 16:34:06 main:482] : INFO : # Recurrent Layers: 4
[2022-02-17 16:34:06 main:483] : INFO : # Backend Layers: 4
[2022-02-17 16:34:06 main:484] : INFO : # Threads: 1
[2022-02-17 16:34:07 main:486] : INFO : Preparing Dataset
[2022-02-17 16:34:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-17 16:34:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-17 16:34:15 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-02-17 16:34:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-17 16:34:15 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-17 16:34:15 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-02-17 16:34:15 main:494] : INFO : Creating Model
[2022-02-17 16:34:15 main:507] : INFO : Preparing config file
[2022-02-17 16:34:15 main:511] : INFO : Found checkpoint, attempting to load...
[2022-02-17 16:34:15 main:512] : INFO : Loading config
[2022-02-17 16:34:15 main:514] : INFO : Loading state
[2022-02-17 16:34:18 main:559] : INFO : Loading DataLoader into Memory
[2022-02-17 16:34:18 main:562] : INFO : Starting Training
[2022-02-17 16:34:28 main:574] : INFO : Epoch 2027 | loss: 0.0314219 | val_loss: 0.0312377 | Time: 9072.91 ms
[2022-02-17 16:34:35 main:574] : INFO : Epoch 2028 | loss: 0.0312141 | val_loss: 0.0312095 | Time: 7567.19 ms
[2022-02-17 16:34:43 main:574] : INFO : Epoch 2029 | loss: 0.0311935 | val_loss: 0.0312021 | Time: 7806.58 ms
[2022-02-17 16:34:51 main:574] : INFO : Epoch 2030 | loss: 0.0311882 | val_loss: 0.0311978 | Time: 8239.39 ms
[2022-02-17 16:34:59 main:574] : INFO : Epoch 2031 | loss: 0.0311841 | val_loss: 0.0311971 | Time: 7790.4 ms
[2022-02-17 16:35:07 main:574] : INFO : Epoch 2032 | loss: 0.0311838 | val_loss: 0.0311962 | Time: 7752.48 ms
[2022-02-17 16:35:15 main:574] : INFO : Epoch 2033 | loss: 0.0311848 | val_loss: 0.0311979 | Time: 7840.06 ms
[2022-02-17 16:35:23 main:574] : INFO : Epoch 2034 | loss: 0.031188 | val_loss: 0.0311973 | Time: 7977.23 ms
[2022-02-17 16:35:31 main:574] : INFO : Epoch 2035 | loss: 0.031183 | val_loss: 0.0312011 | Time: 8014.59 ms
[2022-02-17 16:35:39 main:574] : INFO : Epoch 2036 | loss: 0.031185 | val_loss: 0.0311969 | Time: 8023.09 ms
[2022-02-17 16:35:46 main:574] : INFO : Epoch 2037 | loss: 0.0311839 | val_loss: 0.0312006 | Time: 7792.33 ms
[2022-02-17 16:35:54 main:574] : INFO : Epoch 2038 | loss: 0.0311831 | val_loss: 0.0311979 | Time: 7788.99 ms
[2022-02-17 16:36:02 main:574] : INFO : Epoch 2039 | loss: 0.0311828 | val_loss: 0.0311956 | Time: 7865.94 ms
[2022-02-17 16:36:10 main:574] : INFO : Epoch 2040 | loss: 0.0311829 | val_loss: 0.0311943 | Time: 7923.58 ms
[2022-02-17 16:36:18 main:574] : INFO : Epoch 2041 | loss: 0.0311834 | val_loss: 0.0311962 | Time: 7959.44 ms
[2022-02-17 16:36:26 main:574] : INFO : Epoch 2042 | loss: 0.0311825 | val_loss: 0.0311961 | Time: 8118.06 ms
[2022-02-17 16:36:34 main:574] : INFO : Epoch 2043 | loss: 0.031183 | val_loss: 0.0311953 | Time: 8057.65 ms
[2022-02-17 16:36:42 main:574] : INFO : Epoch 2044 | loss: 0.0311829 | val_loss: 0.0311946 | Time: 7946.12 ms
[2022-02-17 16:36:50 main:574] : INFO : Epoch 2045 | loss: 0.0311826 | val_loss: 0.031195 | Time: 7898.79 ms
[2022-02-17 16:36:58 main:574] : INFO : Epoch 2046 | loss: 0.0311841 | val_loss: 0.0311957 | Time: 8009.75 ms
[2022-02-17 16:37:06 main:574] : INFO : Epoch 2047 | loss: 0.0311821 | val_loss: 0.0311971 | Time: 8082.74 ms
[2022-02-17 16:37:15 main:574] : INFO : Epoch 2048 | loss: 0.031184 | val_loss: 0.0311957 | Time: 8360.44 ms
[2022-02-17 16:37:15 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311957
[2022-02-17 16:37:15 main:603] : INFO : Saving end state to config to file
[2022-02-17 16:37:15 main:608] : INFO : Success, exiting..
16:37:15 (3068): 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)