Task 11208935
| Name | ParityModified-1639954912-28031-2-0_0 |
| Workunit | 8481345 |
| Created | 31 Jan 2022, 23:20:07 UTC |
| Sent | 15 Feb 2022, 18:23:29 UTC |
| Report deadline | 23 Feb 2022, 18:23:29 UTC |
| Received | 21 Feb 2022, 3:35:35 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6145 |
| Run time | 1 hours 35 min 1 sec |
| CPU time | 1 hours 33 min 20 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,442.88 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 1577 | loss: 0.0310903 | val_loss: 0.0311161 | Time: 2771.82 ms
[2022-02-21 01:44:19 main:574] : INFO : Epoch 1578 | loss: 0.0310903 | val_loss: 0.0311108 | Time: 2763.6 ms
[2022-02-21 01:44:22 main:574] : INFO : Epoch 1579 | loss: 0.0310893 | val_loss: 0.0311141 | Time: 2776.4 ms
[2022-02-21 01:44:25 main:574] : INFO : Epoch 1580 | loss: 0.0310948 | val_loss: 0.0311156 | Time: 2763.62 ms
[2022-02-21 01:44:28 main:574] : INFO : Epoch 1581 | loss: 0.031093 | val_loss: 0.0311273 | Time: 2768.94 ms
[2022-02-21 01:44:30 main:574] : INFO : Epoch 1582 | loss: 0.0310908 | val_loss: 0.0311105 | Time: 2763.54 ms
[2022-02-21 01:44:33 main:574] : INFO : Epoch 1583 | loss: 0.0310937 | val_loss: 0.0311175 | Time: 2766.39 ms
[2022-02-21 01:44:36 main:574] : INFO : Epoch 1584 | loss: 0.0310967 | val_loss: 0.0311212 | Time: 2763.8 ms
[2022-02-21 01:44:39 main:574] : INFO : Epoch 1585 | loss: 0.0310908 | val_loss: 0.0311082 | Time: 2762.74 ms
[2022-02-21 01:44:42 main:574] : INFO : Epoch 1586 | loss: 0.0310891 | val_loss: 0.0311104 | Time: 2768.03 ms
[2022-02-21 01:44:44 main:574] : INFO : Epoch 1587 | loss: 0.0310911 | val_loss: 0.0311134 | Time: 2769.36 ms
[2022-02-21 01:44:47 main:574] : INFO : Epoch 1588 | loss: 0.031088 | val_loss: 0.0311075 | Time: 2762.1 ms
[2022-02-21 01:44:50 main:574] : INFO : Epoch 1589 | loss: 0.0310894 | val_loss: 0.0311276 | Time: 2769.65 ms
[2022-02-21 01:44:53 main:574] : INFO : Epoch 1590 | loss: 0.0310905 | val_loss: 0.0311073 | Time: 2775.71 ms
[2022-02-21 01:44:55 main:574] : INFO : Epoch 1591 | loss: 0.0310837 | val_loss: 0.0311092 | Time: 2764.15 ms
[2022-02-21 01:44:58 main:574] : INFO : Epoch 1592 | loss: 0.0310845 | val_loss: 0.0311096 | Time: 2766.52 ms
[2022-02-21 01:45:01 main:574] : INFO : Epoch 1593 | loss: 0.0310835 | val_loss: 0.0311106 | Time: 2769.22 ms
[2022-02-21 01:45:04 main:574] : INFO : Epoch 1594 | loss: 0.0310826 | val_loss: 0.0311062 | Time: 2765.21 ms
[2022-02-21 01:45:07 main:574] : INFO : Epoch 1595 | loss: 0.0310852 | val_loss: 0.0311125 | Time: 2776.53 ms
[2022-02-21 01:45:09 main:574] : INFO : Epoch 1596 | loss: 0.0310918 | val_loss: 0.031113 | Time: 2762.8 ms
[2022-02-21 01:45:12 main:574] : INFO : Epoch 1597 | loss: 0.0310935 | val_loss: 0.0311202 | Time: 2764.63 ms
[2022-02-21 01:45:15 main:574] : INFO : Epoch 1598 | loss: 0.0311161 | val_loss: 0.0311583 | Time: 2763.83 ms
[2022-02-21 01:45:18 main:574] : INFO : Epoch 1599 | loss: 0.0311085 | val_loss: 0.0311097 | Time: 2759.07 ms
[2022-02-21 01:45:20 main:574] : INFO : Epoch 1600 | loss: 0.0310862 | val_loss: 0.0311046 | Time: 2768.64 ms
[2022-02-21 01:45:23 main:574] : INFO : Epoch 1601 | loss: 0.0310884 | val_loss: 0.0311118 | Time: 2764.23 ms
[2022-02-21 01:45:26 main:574] : INFO : Epoch 1602 | loss: 0.0310905 | val_loss: 0.0311107 | Time: 2761.85 ms
[2022-02-21 01:45:29 main:574] : INFO : Epoch 1603 | loss: 0.0310901 | val_loss: 0.0311069 | Time: 2762.47 ms
[2022-02-21 01:45:31 main:574] : INFO : Epoch 1604 | loss: 0.0310859 | val_loss: 0.0311071 | Time: 2761.2 ms
[2022-02-21 01:45:34 main:574] : INFO : Epoch 1605 | loss: 0.031088 | val_loss: 0.0311048 | Time: 2759.71 ms
[2022-02-21 01:45:37 main:574] : INFO : Epoch 1606 | loss: 0.0310858 | val_loss: 0.031107 | Time: 2758.06 ms
[2022-02-21 01:45:40 main:574] : INFO : Epoch 1607 | loss: 0.0310861 | val_loss: 0.0311054 | Time: 2763.21 ms
[2022-02-21 01:45:42 main:574] : INFO : Epoch 1608 | loss: 0.0310854 | val_loss: 0.0311058 | Time: 2767.01 ms
[2022-02-21 01:45:45 main:574] : INFO : Epoch 1609 | loss: 0.0310891 | val_loss: 0.0311084 | Time: 2766.17 ms
[2022-02-21 01:45:48 main:574] : INFO : Epoch 1610 | loss: 0.0310897 | val_loss: 0.0311063 | Time: 2758.7 ms
[2022-02-21 01:45:51 main:574] : INFO : Epoch 1611 | loss: 0.0310883 | val_loss: 0.0311077 | Time: 2764.39 ms
[2022-02-21 01:45:54 main:574] : INFO : Epoch 1612 | loss: 0.0310924 | val_loss: 0.0311092 | Time: 2764.74 ms
[2022-02-21 01:45:56 main:574] : INFO : Epoch 1613 | loss: 0.0310915 | val_loss: 0.0311045 | Time: 2770.05 ms
[2022-02-21 01:45:59 main:574] : INFO : Epoch 1614 | loss: 0.0310893 | val_loss: 0.0311158 | Time: 2766.47 ms
[2022-02-21 01:46:02 main:574] : INFO : Epoch 1615 | loss: 0.0310935 | val_loss: 0.0311144 | Time: 2767.94 ms
[2022-02-21 01:46:05 main:574] : INFO : Epoch 1616 | loss: 0.0310999 | val_loss: 0.0311127 | Time: 2771.22 ms
[2022-02-21 01:46:07 main:574] : INFO : Epoch 1617 | loss: 0.0310966 | val_loss: 0.0311075 | Time: 2775.26 ms
[2022-02-21 01:46:10 main:574] : INFO : Epoch 1618 | loss: 0.0310921 | val_loss: 0.0311104 | Time: 2759.23 ms
[2022-02-21 01:46:13 main:574] : INFO : Epoch 1619 | loss: 0.031091 | val_loss: 0.0311115 | Time: 2766.19 ms
[2022-02-21 01:46:16 main:574] : INFO : Epoch 1620 | loss: 0.0310939 | val_loss: 0.0311102 | Time: 2772.99 ms
[2022-02-21 01:46:18 main:574] : INFO : Epoch 1621 | loss: 0.031089 | val_loss: 0.0311096 | Time: 2766.33 ms
[2022-02-21 01:46:21 main:574] : INFO : Epoch 1622 | loss: 0.0310856 | val_loss: 0.0311063 | Time: 2774.13 ms
[2022-02-21 01:46:24 main:574] : INFO : Epoch 1623 | loss: 0.0310866 | val_loss: 0.0311067 | Time: 2770.04 ms
[2022-02-21 01:46:27 main:574] : INFO : Epoch 1624 | loss: 0.0310875 | val_loss: 0.0311054 | Time: 2767.51 ms
[2022-02-21 01:46:50 main:574] : INFO : Epoch 1625 | loss: 0.0310978 | val_loss: 0.0311235 | Time: 22894 ms
[2022-02-21 01:46:52 main:574] : INFO : Epoch 1626 | loss: 0.0311067 | val_loss: 0.0311183 | Time: 2767.17 ms
[2022-02-21 01:46:55 main:574] : INFO : Epoch 1627 | loss: 0.0310957 | val_loss: 0.0311082 | Time: 2768.62 ms
[2022-02-21 01:46:58 main:574] : INFO : Epoch 1628 | loss: 0.031093 | val_loss: 0.0311066 | Time: 2771.26 ms
[2022-02-21 01:47:01 main:574] : INFO : Epoch 1629 | loss: 0.0310896 | val_loss: 0.0311058 | Time: 2764.68 ms
[2022-02-21 01:47:04 main:574] : INFO : Epoch 1630 | loss: 0.0310899 | val_loss: 0.031108 | Time: 2769.43 ms
[2022-02-21 01:47:06 main:574] : INFO : Epoch 1631 | loss: 0.0310873 | val_loss: 0.0311113 | Time: 2771.72 ms
[2022-02-21 01:47:09 main:574] : INFO : Epoch 1632 | loss: 0.0310978 | val_loss: 0.0311243 | Time: 2762.93 ms
[2022-02-21 01:47:12 main:574] : INFO : Epoch 1633 | loss: 0.031099 | val_loss: 0.0311088 | Time: 2767.91 ms
[2022-02-21 01:47:15 main:574] : INFO : Epoch 1634 | loss: 0.0310945 | val_loss: 0.0311069 | Time: 2767.68 ms
[2022-02-21 01:47:17 main:574] : INFO : Epoch 1635 | loss: 0.0310921 | val_loss: 0.0311029 | Time: 2765.18 ms
[2022-02-21 01:47:20 main:574] : INFO : Epoch 1636 | loss: 0.0310907 | val_loss: 0.0311062 | Time: 2772.25 ms
[2022-02-21 01:47:23 main:574] : INFO : Epoch 1637 | loss: 0.0310846 | val_loss: 0.0311068 | Time: 2762.47 ms
[2022-02-21 01:47:26 main:574] : INFO : Epoch 1638 | loss: 0.0310921 | val_loss: 0.0311109 | Time: 2769.06 ms
[2022-02-21 01:47:29 main:574] : INFO : Epoch 1639 | loss: 0.0310903 | val_loss: 0.0311109 | Time: 2766.29 ms
[2022-02-21 01:47:31 main:574] : INFO : Epoch 1640 | loss: 0.0310919 | val_loss: 0.0311101 | Time: 2761.7 ms
[2022-02-21 01:47:34 main:574] : INFO : Epoch 1641 | loss: 0.0310983 | val_loss: 0.0311087 | Time: 2766.87 ms
[2022-02-21 01:47:37 main:574] : INFO : Epoch 1642 | loss: 0.0310989 | val_loss: 0.0311134 | Time: 2770.22 ms
[2022-02-21 01:47:40 main:574] : INFO : Epoch 1643 | loss: 0.0310972 | val_loss: 0.0311123 | Time: 2770.24 ms
[2022-02-21 01:47:42 main:574] : INFO : Epoch 1644 | loss: 0.0310962 | val_loss: 0.0311086 | Time: 2772.64 ms
[2022-02-21 01:47:45 main:574] : INFO : Epoch 1645 | loss: 0.0310922 | val_loss: 0.0311048 | Time: 2769.35 ms
[2022-02-21 01:47:48 main:574] : INFO : Epoch 1646 | loss: 0.0310903 | val_loss: 0.0311043 | Time: 2769.95 ms
[2022-02-21 01:47:51 main:574] : INFO : Epoch 1647 | loss: 0.0310859 | val_loss: 0.031108 | Time: 2772.15 ms
[2022-02-21 01:47:53 main:574] : INFO : Epoch 1648 | loss: 0.0310862 | val_loss: 0.0311094 | Time: 2766.05 ms
[2022-02-21 01:47:56 main:574] : INFO : Epoch 1649 | loss: 0.0310948 | val_loss: 0.0311115 | Time: 2772.21 ms
[2022-02-21 01:47:59 main:574] : INFO : Epoch 1650 | loss: 0.0310975 | val_loss: 0.0311248 | Time: 2764.84 ms
[2022-02-21 01:48:02 main:574] : INFO : Epoch 1651 | loss: 0.0310954 | val_loss: 0.0311133 | Time: 2767.79 ms
[2022-02-21 01:48:05 main:574] : INFO : Epoch 1652 | loss: 0.031087 | val_loss: 0.0311082 | Time: 2769.52 ms
[2022-02-21 01:48:07 main:574] : INFO : Epoch 1653 | loss: 0.0310833 | val_loss: 0.0311046 | Time: 2776.73 ms
[2022-02-21 01:48:10 main:574] : INFO : Epoch 1654 | loss: 0.0310835 | val_loss: 0.0311042 | Time: 2769.5 ms
[2022-02-21 01:48:13 main:574] : INFO : Epoch 1655 | loss: 0.0310825 | val_loss: 0.0311047 | Time: 2769.04 ms
[2022-02-21 01:48:16 main:574] : INFO : Epoch 1656 | loss: 0.0310832 | val_loss: 0.0311052 | Time: 2769.41 ms
[2022-02-21 01:48:18 main:574] : INFO : Epoch 1657 | loss: 0.0310858 | val_loss: 0.0311061 | Time: 2768.98 ms
[2022-02-21 01:48:21 main:574] : INFO : Epoch 1658 | loss: 0.0310923 | val_loss: 0.0311212 | Time: 2772.52 ms
[2022-02-21 01:48:24 main:574] : INFO : Epoch 1659 | loss: 0.0310951 | val_loss: 0.0311082 | Time: 2767.69 ms
[2022-02-21 01:48:27 main:574] : INFO : Epoch 1660 | loss: 0.0310927 | val_loss: 0.0311095 | Time: 2769.91 ms
[2022-02-21 01:48:30 main:574] : INFO : Epoch 1661 | loss: 0.031096 | val_loss: 0.0311085 | Time: 2768.75 ms
[2022-02-21 01:48:32 main:574] : INFO : Epoch 1662 | loss: 0.0310926 | val_loss: 0.0311069 | Time: 2770.27 ms
[2022-02-21 01:48:35 main:574] : INFO : Epoch 1663 | loss: 0.0310908 | val_loss: 0.0311066 | Time: 2765.35 ms
[2022-02-21 01:48:38 main:574] : INFO : Epoch 1664 | loss: 0.0310888 | val_loss: 0.0311072 | Time: 2763.97 ms
[2022-02-21 01:48:41 main:574] : INFO : Epoch 1665 | loss: 0.0310885 | val_loss: 0.0311095 | Time: 2767.09 ms
[2022-02-21 01:48:43 main:574] : INFO : Epoch 1666 | loss: 0.0310875 | val_loss: 0.0311051 | Time: 2765.5 ms
[2022-02-21 01:48:46 main:574] : INFO : Epoch 1667 | loss: 0.031085 | val_loss: 0.0311069 | Time: 2763.27 ms
[2022-02-21 01:48:49 main:574] : INFO : Epoch 1668 | loss: 0.0310845 | val_loss: 0.0311077 | Time: 2764.24 ms
[2022-02-21 01:48:52 main:574] : INFO : Epoch 1669 | loss: 0.031084 | val_loss: 0.031109 | Time: 2767.23 ms
[2022-02-21 01:48:55 main:574] : INFO : Epoch 1670 | loss: 0.0310857 | val_loss: 0.0311056 | Time: 2769.84 ms
[2022-02-21 01:48:57 main:574] : INFO : Epoch 1671 | loss: 0.0310873 | val_loss: 0.031105 | Time: 2769.25 ms
[2022-02-21 01:49:00 main:574] : INFO : Epoch 1672 | loss: 0.0310857 | val_loss: 0.0311084 | Time: 2767.22 ms
[2022-02-21 01:49:03 main:574] : INFO : Epoch 1673 | loss: 0.0310932 | val_loss: 0.0311163 | Time: 2771.4 ms
[2022-02-21 01:49:06 main:574] : INFO : Epoch 1674 | loss: 0.0310972 | val_loss: 0.0311084 | Time: 2775.44 ms
[2022-02-21 01:49:08 main:574] : INFO : Epoch 1675 | loss: 0.031093 | val_loss: 0.0311075 | Time: 2864.35 ms
[2022-02-21 01:49:11 main:574] : INFO : Epoch 1676 | loss: 0.0310934 | val_loss: 0.0311092 | Time: 2775.89 ms
[2022-02-21 01:49:14 main:574] : INFO : Epoch 1677 | loss: 0.0310872 | val_loss: 0.0311083 | Time: 2775.36 ms
[2022-02-21 01:49:17 main:574] : INFO : Epoch 1678 | loss: 0.0310864 | val_loss: 0.0311059 | Time: 2790.78 ms
[2022-02-21 01:49:20 main:574] : INFO : Epoch 1679 | loss: 0.0310889 | val_loss: 0.031101 | Time: 2766.99 ms
[2022-02-21 01:49:22 main:574] : INFO : Epoch 1680 | loss: 0.0310915 | val_loss: 0.031106 | Time: 2782.26 ms
[2022-02-21 01:49:25 main:574] : INFO : Epoch 1681 | loss: 0.0310909 | val_loss: 0.0311036 | Time: 2768.42 ms
[2022-02-21 01:49:28 main:574] : INFO : Epoch 1682 | loss: 0.0310934 | val_loss: 0.0311143 | Time: 2754.55 ms
[2022-02-21 01:49:31 main:574] : INFO : Epoch 1683 | loss: 0.0310954 | val_loss: 0.0311134 | Time: 2767.21 ms
[2022-02-21 01:49:33 main:574] : INFO : Epoch 1684 | loss: 0.0310913 | val_loss: 0.0311059 | Time: 2761.53 ms
[2022-02-21 01:49:36 main:574] : INFO : Epoch 1685 | loss: 0.0310893 | val_loss: 0.0311282 | Time: 2759.21 ms
[2022-02-21 01:49:39 main:574] : INFO : Epoch 1686 | loss: 0.0310969 | val_loss: 0.031128 | Time: 2764.54 ms
[2022-02-21 01:49:42 main:574] : INFO : Epoch 1687 | loss: 0.0311005 | val_loss: 0.0311152 | Time: 2762.22 ms
[2022-02-21 01:49:45 main:574] : INFO : Epoch 1688 | loss: 0.0310846 | val_loss: 0.031106 | Time: 2763.11 ms
[2022-02-21 01:49:47 main:574] : INFO : Epoch 1689 | loss: 0.0310818 | val_loss: 0.0311062 | Time: 2764.41 ms
[2022-02-21 01:49:50 main:574] : INFO : Epoch 1690 | loss: 0.0310833 | val_loss: 0.0311054 | Time: 2769.5 ms
[2022-02-21 01:49:53 main:574] : INFO : Epoch 1691 | loss: 0.0310812 | val_loss: 0.0311038 | Time: 2765.9 ms
[2022-02-21 01:49:56 main:574] : INFO : Epoch 1692 | loss: 0.0310833 | val_loss: 0.0311074 | Time: 2765.45 ms
[2022-02-21 01:49:58 main:574] : INFO : Epoch 1693 | loss: 0.0310801 | val_loss: 0.0311061 | Time: 2763.25 ms
[2022-02-21 01:50:01 main:574] : INFO : Epoch 1694 | loss: 0.0310903 | val_loss: 0.0311054 | Time: 2761.05 ms
[2022-02-21 01:50:04 main:574] : INFO : Epoch 1695 | loss: 0.0310964 | val_loss: 0.0311071 | Time: 2765.83 ms
[2022-02-21 01:50:07 main:574] : INFO : Epoch 1696 | loss: 0.0310966 | val_loss: 0.0310993 | Time: 2767.03 ms
[2022-02-21 01:50:09 main:574] : INFO : Epoch 1697 | loss: 0.0310896 | val_loss: 0.0311009 | Time: 2767.95 ms
[2022-02-21 01:50:12 main:574] : INFO : Epoch 1698 | loss: 0.0310906 | val_loss: 0.0311014 | Time: 2766.1 ms
[2022-02-21 01:50:15 main:574] : INFO : Epoch 1699 | loss: 0.0310859 | val_loss: 0.0311066 | Time: 2774.34 ms
[2022-02-21 01:50:18 main:574] : INFO : Epoch 1700 | loss: 0.0310871 | val_loss: 0.0310997 | Time: 2763.84 ms
[2022-02-21 01:50:21 main:574] : INFO : Epoch 1701 | loss: 0.0310855 | val_loss: 0.0311067 | Time: 2764.16 ms
[2022-02-21 01:50:23 main:574] : INFO : Epoch 1702 | loss: 0.0310903 | val_loss: 0.0311011 | Time: 2765.04 ms
[2022-02-21 01:50:26 main:574] : INFO : Epoch 1703 | loss: 0.0310902 | val_loss: 0.0311011 | Time: 2761.45 ms
[2022-02-21 01:50:29 main:574] : INFO : Epoch 1704 | loss: 0.0310842 | val_loss: 0.0311016 | Time: 2771.77 ms
[2022-02-21 01:50:32 main:574] : INFO : Epoch 1705 | loss: 0.0310838 | val_loss: 0.0311009 | Time: 2776.21 ms
[2022-02-21 01:50:34 main:574] : INFO : Epoch 1706 | loss: 0.0310836 | val_loss: 0.0311016 | Time: 2795.82 ms
[2022-02-21 01:50:37 main:574] : INFO : Epoch 1707 | loss: 0.0310826 | val_loss: 0.031101 | Time: 2776.27 ms
[2022-02-21 01:50:50 main:574] : INFO : Epoch 1708 | loss: 0.031082 | val_loss: 0.0311029 | Time: 12821.1 ms
[2022-02-21 01:50:53 main:574] : INFO : Epoch 1709 | loss: 0.031082 | val_loss: 0.0310977 | Time: 2762.46 ms
[2022-02-21 01:50:56 main:574] : INFO : Epoch 1710 | loss: 0.0310832 | val_loss: 0.0311007 | Time: 2762.83 ms
[2022-02-21 01:50:58 main:574] : INFO : Epoch 1711 | loss: 0.0310813 | val_loss: 0.0311029 | Time: 2768.35 ms
[2022-02-21 01:51:01 main:574] : INFO : Epoch 1712 | loss: 0.0310792 | val_loss: 0.0310963 | Time: 2761.38 ms
[2022-02-21 01:51:04 main:574] : INFO : Epoch 1713 | loss: 0.03108 | val_loss: 0.0311017 | Time: 2763.9 ms
[2022-02-21 01:51:07 main:574] : INFO : Epoch 1714 | loss: 0.0310829 | val_loss: 0.0310993 | Time: 2766.05 ms
[2022-02-21 01:51:09 main:574] : INFO : Epoch 1715 | loss: 0.0310804 | val_loss: 0.0310979 | Time: 2767.44 ms
[2022-02-21 01:51:12 main:574] : INFO : Epoch 1716 | loss: 0.0310797 | val_loss: 0.0311003 | Time: 2769.37 ms
[2022-02-21 01:51:15 main:574] : INFO : Epoch 1717 | loss: 0.0310799 | val_loss: 0.0310978 | Time: 2766.86 ms
[2022-02-21 01:51:18 main:574] : INFO : Epoch 1718 | loss: 0.031085 | val_loss: 0.0311267 | Time: 2766.42 ms
[2022-02-21 01:51:20 main:574] : INFO : Epoch 1719 | loss: 0.0311081 | val_loss: 0.0311127 | Time: 2763.5 ms
[2022-02-21 01:51:23 main:574] : INFO : Epoch 1720 | loss: 0.0311124 | val_loss: 0.0311227 | Time: 2771.4 ms
[2022-02-21 01:51:26 main:574] : INFO : Epoch 1721 | loss: 0.0311134 | val_loss: 0.0311176 | Time: 2764.54 ms
[2022-02-21 01:51:29 main:574] : INFO : Epoch 1722 | loss: 0.031111 | val_loss: 0.0311216 | Time: 2768.51 ms
[2022-02-21 01:51:32 main:574] : INFO : Epoch 1723 | loss: 0.0311078 | val_loss: 0.031116 | Time: 2762.89 ms
[2022-02-21 01:51:34 main:574] : INFO : Epoch 1724 | loss: 0.0310962 | val_loss: 0.0311095 | Time: 2781.76 ms
[2022-02-21 01:51:37 main:574] : INFO : Epoch 1725 | loss: 0.031095 | val_loss: 0.0311089 | Time: 2772.31 ms
[2022-02-21 01:51:40 main:574] : INFO : Epoch 1726 | loss: 0.0310939 | val_loss: 0.0311108 | Time: 2788.38 ms
[2022-02-21 01:51:43 main:574] : INFO : Epoch 1727 | loss: 0.0310905 | val_loss: 0.0311183 | Time: 2776.05 ms
[2022-02-21 01:51:45 main:574] : INFO : Epoch 1728 | loss: 0.031093 | val_loss: 0.0311107 | Time: 2782.43 ms
[2022-02-21 01:51:48 main:574] : INFO : Epoch 1729 | loss: 0.0310882 | val_loss: 0.0311065 | Time: 2805.24 ms
[2022-02-21 01:52:11 main:574] : INFO : Epoch 1730 | loss: 0.0310851 | val_loss: 0.0311025 | Time: 22806.5 ms
[2022-02-21 01:52:14 main:574] : INFO : Epoch 1731 | loss: 0.031085 | val_loss: 0.0311086 | Time: 2754.07 ms
[2022-02-21 01:52:17 main:574] : INFO : Epoch 1732 | loss: 0.0310888 | val_loss: 0.0311085 | Time: 2762.41 ms
[2022-02-21 01:52:19 main:574] : INFO : Epoch 1733 | loss: 0.0310878 | val_loss: 0.031099 | Time: 2767.13 ms
[2022-02-21 01:52:22 main:574] : INFO : Epoch 1734 | loss: 0.0310857 | val_loss: 0.0311009 | Time: 2766.2 ms
[2022-02-21 01:52:25 main:574] : INFO : Epoch 1735 | loss: 0.0310851 | val_loss: 0.0310996 | Time: 2768.19 ms
[2022-02-21 01:52:28 main:574] : INFO : Epoch 1736 | loss: 0.0310825 | val_loss: 0.0311022 | Time: 2770.26 ms
[2022-02-21 01:52:30 main:574] : INFO : Epoch 1737 | loss: 0.0310831 | val_loss: 0.0311021 | Time: 2771.52 ms
[2022-02-21 01:52:33 main:574] : INFO : Epoch 1738 | loss: 0.0310873 | val_loss: 0.0311115 | Time: 2768.64 ms
[2022-02-21 01:52:36 main:574] : INFO : Epoch 1739 | loss: 0.0455027 | val_loss: 0.0379588 | Time: 2771.11 ms
[2022-02-21 01:52:39 main:574] : INFO : Epoch 1740 | loss: 0.0615059 | val_loss: 0.0366813 | Time: 2762.93 ms
[2022-02-21 01:52:42 main:574] : INFO : Epoch 1741 | loss: 0.0352129 | val_loss: 0.0323131 | Time: 2764.23 ms
[2022-02-21 01:52:44 main:574] : INFO : Epoch 1742 | loss: 0.0317814 | val_loss: 0.0315424 | Time: 2769.76 ms
[2022-02-21 01:52:47 main:574] : INFO : Epoch 1743 | loss: 0.0313012 | val_loss: 0.0312223 | Time: 2766.11 ms
[2022-02-21 01:52:50 main:574] : INFO : Epoch 1744 | loss: 0.0311959 | val_loss: 0.0311709 | Time: 2767.26 ms
[2022-02-21 01:52:53 main:574] : INFO : Epoch 1745 | loss: 0.0311654 | val_loss: 0.0311542 | Time: 2774.31 ms
[2022-02-21 01:52:55 main:574] : INFO : Epoch 1746 | loss: 0.0311557 | val_loss: 0.0311541 | Time: 2769.4 ms
[2022-02-21 01:52:58 main:574] : INFO : Epoch 1747 | loss: 0.031152 | val_loss: 0.0311502 | Time: 2766.14 ms
[2022-02-21 01:53:01 main:574] : INFO : Epoch 1748 | loss: 0.0311502 | val_loss: 0.0311496 | Time: 2768.83 ms
[2022-02-21 01:53:04 main:574] : INFO : Epoch 1749 | loss: 0.0311499 | val_loss: 0.031149 | Time: 2762.66 ms
[2022-02-21 01:53:07 main:574] : INFO : Epoch 1750 | loss: 0.0311491 | val_loss: 0.0311493 | Time: 2763.93 ms
[2022-02-21 01:53:09 main:574] : INFO : Epoch 1751 | loss: 0.0311494 | val_loss: 0.0311481 | Time: 2770.44 ms
[2022-02-21 01:53:12 main:574] : INFO : Epoch 1752 | loss: 0.0311483 | val_loss: 0.0311478 | Time: 2767.26 ms
[2022-02-21 01:53:15 main:574] : INFO : Epoch 1753 | loss: 0.0311482 | val_loss: 0.0311477 | Time: 2760.43 ms
[2022-02-21 01:53:18 main:574] : INFO : Epoch 1754 | loss: 0.0311484 | val_loss: 0.0311485 | Time: 2776.96 ms
[2022-02-21 01:53:20 main:574] : INFO : Epoch 1755 | loss: 0.0311487 | val_loss: 0.0311485 | Time: 2765.97 ms
[2022-02-21 01:53:23 main:574] : INFO : Epoch 1756 | loss: 0.0311484 | val_loss: 0.0311497 | Time: 2763.88 ms
[2022-02-21 01:53:26 main:574] : INFO : Epoch 1757 | loss: 0.0311476 | val_loss: 0.0311489 | Time: 2769.78 ms
[2022-02-21 01:53:29 main:574] : INFO : Epoch 1758 | loss: 0.0311475 | val_loss: 0.0311466 | Time: 2772.09 ms
[2022-02-21 01:53:31 main:574] : INFO : Epoch 1759 | loss: 0.0311475 | val_loss: 0.0311478 | Time: 2763.57 ms
[2022-02-21 01:53:34 main:574] : INFO : Epoch 1760 | loss: 0.0311473 | val_loss: 0.0311486 | Time: 2778.68 ms
[2022-02-21 01:53:37 main:574] : INFO : Epoch 1761 | loss: 0.0311473 | val_loss: 0.0311464 | Time: 2772.71 ms
[2022-02-21 01:53:40 main:574] : INFO : Epoch 1762 | loss: 0.0311466 | val_loss: 0.0311467 | Time: 2770.31 ms
[2022-02-21 01:53:43 main:574] : INFO : Epoch 1763 | loss: 0.0311461 | val_loss: 0.0311462 | Time: 2770.48 ms
[2022-02-21 01:53:45 main:574] : INFO : Epoch 1764 | loss: 0.0311459 | val_loss: 0.0311464 | Time: 2767.09 ms
[2022-02-21 01:53:48 main:574] : INFO : Epoch 1765 | loss: 0.0311461 | val_loss: 0.0311476 | Time: 2761.5 ms
[2022-02-21 01:53:51 main:574] : INFO : Epoch 1766 | loss: 0.0311459 | val_loss: 0.0311462 | Time: 2769.1 ms
[2022-02-21 01:53:54 main:574] : INFO : Epoch 1767 | loss: 0.0311464 | val_loss: 0.0311473 | Time: 2766.37 ms
[2022-02-21 01:53:56 main:574] : INFO : Epoch 1768 | loss: 0.0311464 | val_loss: 0.0311467 | Time: 2773.73 ms
[2022-02-21 01:53:59 main:574] : INFO : Epoch 1769 | loss: 0.0311457 | val_loss: 0.0311467 | Time: 2767.67 ms
[2022-02-21 01:54:02 main:574] : INFO : Epoch 1770 | loss: 0.0311455 | val_loss: 0.0311456 | Time: 2768.07 ms
[2022-02-21 01:54:05 main:574] : INFO : Epoch 1771 | loss: 0.0311457 | val_loss: 0.0311457 | Time: 2792.54 ms
[2022-02-21 01:54:08 main:574] : INFO : Epoch 1772 | loss: 0.0311458 | val_loss: 0.0311462 | Time: 2793.6 ms
[2022-02-21 01:54:10 main:574] : INFO : Epoch 1773 | loss: 0.0311463 | val_loss: 0.0311451 | Time: 2816.42 ms
[2022-02-21 01:54:13 main:574] : INFO : Epoch 1774 | loss: 0.0311459 | val_loss: 0.0311449 | Time: 2771.68 ms
[2022-02-21 01:54:16 main:574] : INFO : Epoch 1775 | loss: 0.031145 | val_loss: 0.0311449 | Time: 2768.41 ms
[2022-02-21 01:54:19 main:574] : INFO : Epoch 1776 | loss: 0.0311455 | val_loss: 0.0311452 | Time: 2763.78 ms
[2022-02-21 01:54:22 main:574] : INFO : Epoch 1777 | loss: 0.0311469 | val_loss: 0.0311498 | Time: 2762.21 ms
[2022-02-21 01:54:24 main:574] : INFO : Epoch 1778 | loss: 0.0311465 | val_loss: 0.0311466 | Time: 2768.59 ms
[2022-02-21 01:54:27 main:574] : INFO : Epoch 1779 | loss: 0.0311453 | val_loss: 0.0311457 | Time: 2771.04 ms
[2022-02-21 01:54:30 main:574] : INFO : Epoch 1780 | loss: 0.0311454 | val_loss: 0.0311461 | Time: 2767.11 ms
[2022-02-21 01:54:33 main:574] : INFO : Epoch 1781 | loss: 0.0311461 | val_loss: 0.031145 | Time: 2769.22 ms
[2022-02-21 01:54:35 main:574] : INFO : Epoch 1782 | loss: 0.0311452 | val_loss: 0.0311456 | Time: 2767.32 ms
[2022-02-21 01:54:38 main:574] : INFO : Epoch 1783 | loss: 0.0311457 | val_loss: 0.0311447 | Time: 2769.23 ms
[2022-02-21 01:54:41 main:574] : INFO : Epoch 1784 | loss: 0.0311458 | val_loss: 0.0311446 | Time: 2766.26 ms
[2022-02-21 01:54:44 main:574] : INFO : Epoch 1785 | loss: 0.0311462 | val_loss: 0.0311485 | Time: 2765.68 ms
[2022-02-21 01:54:47 main:574] : INFO : Epoch 1786 | loss: 0.0311456 | val_loss: 0.0311437 | Time: 2771.57 ms
[2022-02-21 01:54:49 main:574] : INFO : Epoch 1787 | loss: 0.0311429 | val_loss: 0.0311417 | Time: 2766.53 ms
[2022-02-21 01:54:52 main:574] : INFO : Epoch 1788 | loss: 0.0311414 | val_loss: 0.0311403 | Time: 2767.18 ms
[2022-02-21 01:54:55 main:574] : INFO : Epoch 1789 | loss: 0.0311408 | val_loss: 0.0311401 | Time: 2773.49 ms
[2022-02-21 01:54:58 main:574] : INFO : Epoch 1790 | loss: 0.0311396 | val_loss: 0.0311396 | Time: 2763.32 ms
[2022-02-21 01:55:00 main:574] : INFO : Epoch 1791 | loss: 0.0311398 | val_loss: 0.0311396 | Time: 2772.61 ms
[2022-02-21 01:55:03 main:574] : INFO : Epoch 1792 | loss: 0.0311401 | val_loss: 0.0311401 | Time: 2769.25 ms
[2022-02-21 01:55:06 main:574] : INFO : Epoch 1793 | loss: 0.0311398 | val_loss: 0.0311409 | Time: 2764.08 ms
[2022-02-21 01:55:09 main:574] : INFO : Epoch 1794 | loss: 0.0311393 | val_loss: 0.0311384 | Time: 2766.89 ms
[2022-02-21 01:55:12 main:574] : INFO : Epoch 1795 | loss: 0.031139 | val_loss: 0.0311404 | Time: 2763.28 ms
[2022-02-21 01:55:14 main:574] : INFO : Epoch 1796 | loss: 0.0311391 | val_loss: 0.0311405 | Time: 2768.42 ms
[2022-02-21 01:55:17 main:574] : INFO : Epoch 1797 | loss: 0.0311402 | val_loss: 0.0311386 | Time: 2766.86 ms
[2022-02-21 01:55:20 main:574] : INFO : Epoch 1798 | loss: 0.0311391 | val_loss: 0.0311386 | Time: 2766.38 ms
[2022-02-21 01:55:23 main:574] : INFO : Epoch 1799 | loss: 0.0311387 | val_loss: 0.0311389 | Time: 2763.29 ms
[2022-02-21 01:55:26 main:574] : INFO : Epoch 1800 | loss: 0.031139 | val_loss: 0.0311395 | Time: 2768.18 ms
[2022-02-21 01:55:28 main:574] : INFO : Epoch 1801 | loss: 0.0311395 | val_loss: 0.0311385 | Time: 2767.76 ms
[2022-02-21 01:55:31 main:574] : INFO : Epoch 1802 | loss: 0.0311397 | val_loss: 0.0311383 | Time: 2768.82 ms
[2022-02-21 01:55:34 main:574] : INFO : Epoch 1803 | loss: 0.0311389 | val_loss: 0.0311387 | Time: 2763.6 ms
[2022-02-21 01:55:37 main:574] : INFO : Epoch 1804 | loss: 0.0311383 | val_loss: 0.0311384 | Time: 2768.99 ms
[2022-02-21 01:55:39 main:574] : INFO : Epoch 1805 | loss: 0.0311382 | val_loss: 0.0311386 | Time: 2767.8 ms
[2022-02-21 01:55:42 main:574] : INFO : Epoch 1806 | loss: 0.0311382 | val_loss: 0.03114 | Time: 2767.71 ms
[2022-02-21 01:55:45 main:574] : INFO : Epoch 1807 | loss: 0.0311384 | val_loss: 0.0311384 | Time: 2767.59 ms
[2022-02-21 01:55:48 main:574] : INFO : Epoch 1808 | loss: 0.031138 | val_loss: 0.0311394 | Time: 2771.29 ms
[2022-02-21 01:55:51 main:574] : INFO : Epoch 1809 | loss: 0.0311387 | val_loss: 0.0311387 | Time: 2764.56 ms
[2022-02-21 01:55:53 main:574] : INFO : Epoch 1810 | loss: 0.0311385 | val_loss: 0.0311387 | Time: 2769.58 ms
[2022-02-21 01:55:56 main:574] : INFO : Epoch 1811 | loss: 0.0311391 | val_loss: 0.0311397 | Time: 2761.52 ms
[2022-02-21 01:55:59 main:574] : INFO : Epoch 1812 | loss: 0.0311392 | val_loss: 0.031141 | Time: 2769.31 ms
[2022-02-21 01:56:02 main:574] : INFO : Epoch 1813 | loss: 0.0311393 | val_loss: 0.0311404 | Time: 2764.55 ms
[2022-02-21 01:56:04 main:574] : INFO : Epoch 1814 | loss: 0.0311387 | val_loss: 0.0311433 | Time: 2771.6 ms
[2022-02-21 01:56:07 main:574] : INFO : Epoch 1815 | loss: 0.0311388 | val_loss: 0.0311407 | Time: 2770.97 ms
[2022-02-21 01:56:10 main:574] : INFO : Epoch 1816 | loss: 0.0311384 | val_loss: 0.0311405 | Time: 2768.97 ms
[2022-02-21 01:56:13 main:574] : INFO : Epoch 1817 | loss: 0.0311391 | val_loss: 0.0311394 | Time: 2764.78 ms
[2022-02-21 01:56:15 main:574] : INFO : Epoch 1818 | loss: 0.0311392 | val_loss: 0.0311404 | Time: 2774.26 ms
[2022-02-21 01:56:18 main:574] : INFO : Epoch 1819 | loss: 0.0311392 | val_loss: 0.0311409 | Time: 2769.35 ms
[2022-02-21 01:56:21 main:574] : INFO : Epoch 1820 | loss: 0.0311391 | val_loss: 0.0311414 | Time: 2765.14 ms
[2022-02-21 01:56:24 main:574] : INFO : Epoch 1821 | loss: 0.031138 | val_loss: 0.0311419 | Time: 2766.5 ms
[2022-02-21 01:56:27 main:574] : INFO : Epoch 1822 | loss: 0.0311383 | val_loss: 0.0311417 | Time: 2767.39 ms
[2022-02-21 01:56:29 main:574] : INFO : Epoch 1823 | loss: 0.0311386 | val_loss: 0.0311428 | Time: 2767.23 ms
[2022-02-21 01:56:32 main:574] : INFO : Epoch 1824 | loss: 0.0311383 | val_loss: 0.0311415 | Time: 2759.89 ms
[2022-02-21 01:56:35 main:574] : INFO : Epoch 1825 | loss: 0.0311383 | val_loss: 0.0311412 | Time: 2766.4 ms
[2022-02-21 01:56:38 main:574] : INFO : Epoch 1826 | loss: 0.0311375 | val_loss: 0.0311419 | Time: 2766.29 ms
[2022-02-21 01:56:40 main:574] : INFO : Epoch 1827 | loss: 0.0311382 | val_loss: 0.0311434 | Time: 2761.61 ms
[2022-02-21 01:56:43 main:574] : INFO : Epoch 1828 | loss: 0.0311389 | val_loss: 0.0311443 | Time: 2765.95 ms
[2022-02-21 01:56:46 main:574] : INFO : Epoch 1829 | loss: 0.0311379 | val_loss: 0.0311436 | Time: 2768.86 ms
[2022-02-21 01:56:49 main:574] : INFO : Epoch 1830 | loss: 0.0311375 | val_loss: 0.0311423 | Time: 2769.97 ms
[2022-02-21 01:56:52 main:574] : INFO : Epoch 1831 | loss: 0.0311388 | val_loss: 0.031144 | Time: 2766.6 ms
[2022-02-21 01:56:54 main:574] : INFO : Epoch 1832 | loss: 0.0311385 | val_loss: 0.0311451 | Time: 2774.91 ms
[2022-02-21 01:56:57 main:574] : INFO : Epoch 1833 | loss: 0.0311377 | val_loss: 0.0311425 | Time: 2769.92 ms
[2022-02-21 01:57:00 main:574] : INFO : Epoch 1834 | loss: 0.0311378 | val_loss: 0.0311414 | Time: 2768.65 ms
[2022-02-21 01:57:03 main:574] : INFO : Epoch 1835 | loss: 0.0311379 | val_loss: 0.0311408 | Time: 2767.02 ms
[2022-02-21 01:57:05 main:574] : INFO : Epoch 1836 | loss: 0.0311367 | val_loss: 0.031143 | Time: 2775.94 ms
[2022-02-21 01:57:08 main:574] : INFO : Epoch 1837 | loss: 0.0311369 | val_loss: 0.0311415 | Time: 2768.74 ms
[2022-02-21 01:57:11 main:574] : INFO : Epoch 1838 | loss: 0.0311375 | val_loss: 0.0311442 | Time: 2770.42 ms
[2022-02-21 01:57:14 main:574] : INFO : Epoch 1839 | loss: 0.0311376 | val_loss: 0.0311418 | Time: 2757.98 ms
[2022-02-21 01:57:16 main:574] : INFO : Epoch 1840 | loss: 0.0311371 | val_loss: 0.0311424 | Time: 2768.79 ms
[2022-02-21 01:57:19 main:574] : INFO : Epoch 1841 | loss: 0.0311371 | val_loss: 0.0311444 | Time: 2763.2 ms
[2022-02-21 01:57:22 main:574] : INFO : Epoch 1842 | loss: 0.0311382 | val_loss: 0.0311422 | Time: 2771.92 ms
[2022-02-21 01:57:25 main:574] : INFO : Epoch 1843 | loss: 0.0311381 | val_loss: 0.0311424 | Time: 2769.85 ms
[2022-02-21 01:57:28 main:574] : INFO : Epoch 1844 | loss: 0.031138 | val_loss: 0.0311417 | Time: 2763.42 ms
[2022-02-21 01:57:30 main:574] : INFO : Epoch 1845 | loss: 0.0311373 | val_loss: 0.0311425 | Time: 2768.61 ms
[2022-02-21 01:57:33 main:574] : INFO : Epoch 1846 | loss: 0.0311374 | val_loss: 0.0311426 | Time: 2765.67 ms
[2022-02-21 01:57:36 main:574] : INFO : Epoch 1847 | loss: 0.031138 | val_loss: 0.0311426 | Time: 2771.52 ms
[2022-02-21 01:57:39 main:574] : INFO : Epoch 1848 | loss: 0.0311369 | val_loss: 0.0311446 | Time: 2761.35 ms
[2022-02-21 01:57:41 main:574] : INFO : Epoch 1849 | loss: 0.0311378 | val_loss: 0.0311404 | Time: 2768.8 ms
[2022-02-21 01:57:44 main:574] : INFO : Epoch 1850 | loss: 0.0311402 | val_loss: 0.0311404 | Time: 2764.19 ms
[2022-02-21 01:57:47 main:574] : INFO : Epoch 1851 | loss: 0.0311385 | val_loss: 0.0311412 | Time: 2774.73 ms
[2022-02-21 01:57:50 main:574] : INFO : Epoch 1852 | loss: 0.031139 | val_loss: 0.0311389 | Time: 2761.29 ms
[2022-02-21 01:57:52 main:574] : INFO : Epoch 1853 | loss: 0.0311389 | val_loss: 0.0311399 | Time: 2762.19 ms
[2022-02-21 01:57:55 main:574] : INFO : Epoch 1854 | loss: 0.0311404 | val_loss: 0.0311413 | Time: 2767.34 ms
[2022-02-21 01:57:58 main:574] : INFO : Epoch 1855 | loss: 0.0311424 | val_loss: 0.0311412 | Time: 2765.09 ms
[2022-02-21 01:58:01 main:574] : INFO : Epoch 1856 | loss: 0.0311402 | val_loss: 0.031141 | Time: 2768.7 ms
[2022-02-21 01:58:04 main:574] : INFO : Epoch 1857 | loss: 0.0311411 | val_loss: 0.0311435 | Time: 2758.51 ms
[2022-02-21 01:58:06 main:574] : INFO : Epoch 1858 | loss: 0.0311384 | val_loss: 0.0311454 | Time: 2759.61 ms
[2022-02-21 01:58:09 main:574] : INFO : Epoch 1859 | loss: 0.0311394 | val_loss: 0.0311436 | Time: 2764.66 ms
[2022-02-21 01:58:12 main:574] : INFO : Epoch 1860 | loss: 0.0311392 | val_loss: 0.0311431 | Time: 2769.28 ms
[2022-02-21 01:58:15 main:574] : INFO : Epoch 1861 | loss: 0.0311394 | val_loss: 0.0311413 | Time: 2764.36 ms
[2022-02-21 01:58:17 main:574] : INFO : Epoch 1862 | loss: 0.0311415 | val_loss: 0.0311402 | Time: 2760.8 ms
[2022-02-21 01:58:20 main:574] : INFO : Epoch 1863 | loss: 0.0311402 | val_loss: 0.0311397 | Time: 2764.45 ms
[2022-02-21 01:58:23 main:574] : INFO : Epoch 1864 | loss: 0.0311441 | val_loss: 0.0311389 | Time: 2769.51 ms
[2022-02-21 01:58:26 main:574] : INFO : Epoch 1865 | loss: 0.0311407 | val_loss: 0.0311423 | Time: 2767.63 ms
[2022-02-21 01:58:28 main:574] : INFO : Epoch 1866 | loss: 0.0311415 | val_loss: 0.0311438 | Time: 2766.27 ms
[2022-02-21 01:58:31 main:574] : INFO : Epoch 1867 | loss: 0.0311416 | val_loss: 0.0311398 | Time: 2763.75 ms
[2022-02-21 01:58:34 main:574] : INFO : Epoch 1868 | loss: 0.0311394 | val_loss: 0.0311431 | Time: 2773.37 ms
[2022-02-21 01:58:37 main:574] : INFO : Epoch 1869 | loss: 0.03114 | val_loss: 0.0311402 | Time: 2761.32 ms
[2022-02-21 01:58:40 main:574] : INFO : Epoch 1870 | loss: 0.0311391 | val_loss: 0.0311395 | Time: 2767.79 ms
[2022-02-21 01:58:42 main:574] : INFO : Epoch 1871 | loss: 0.0311389 | val_loss: 0.0311399 | Time: 2769.78 ms
[2022-02-21 01:58:45 main:574] : INFO : Epoch 1872 | loss: 0.0311413 | val_loss: 0.0311402 | Time: 2773.73 ms
[2022-02-21 01:58:48 main:574] : INFO : Epoch 1873 | loss: 0.03114 | val_loss: 0.0311418 | Time: 2788.48 ms
[2022-02-21 01:58:51 main:574] : INFO : Epoch 1874 | loss: 0.0311407 | val_loss: 0.0311429 | Time: 2768.96 ms
[2022-02-21 01:58:53 main:574] : INFO : Epoch 1875 | loss: 0.0311407 | val_loss: 0.0311382 | Time: 2763.17 ms
[2022-02-21 01:58:56 main:574] : INFO : Epoch 1876 | loss: 0.0311391 | val_loss: 0.0311412 | Time: 2767.65 ms
[2022-02-21 01:58:59 main:574] : INFO : Epoch 1877 | loss: 0.0311434 | val_loss: 0.03115 | Time: 2767.75 ms
[2022-02-21 01:59:02 main:574] : INFO : Epoch 1878 | loss: 0.0311465 | val_loss: 0.0311443 | Time: 2764.04 ms
[2022-02-21 01:59:05 main:574] : INFO : Epoch 1879 | loss: 0.0311439 | val_loss: 0.0311457 | Time: 2769.87 ms
[2022-02-21 01:59:07 main:574] : INFO : Epoch 1880 | loss: 0.0311443 | val_loss: 0.0311451 | Time: 2773.83 ms
[2022-02-21 01:59:10 main:574] : INFO : Epoch 1881 | loss: 0.0311466 | val_loss: 0.0311439 | Time: 2776.02 ms
[2022-02-21 01:59:13 main:574] : INFO : Epoch 1882 | loss: 0.0311437 | val_loss: 0.0311443 | Time: 2794.6 ms
[2022-02-21 01:59:16 main:574] : INFO : Epoch 1883 | loss: 0.0311449 | val_loss: 0.0311423 | Time: 2779.51 ms
[2022-02-21 01:59:18 main:574] : INFO : Epoch 1884 | loss: 0.031147 | val_loss: 0.0311436 | Time: 2791 ms
[2022-02-21 01:59:21 main:574] : INFO : Epoch 1885 | loss: 0.0311446 | val_loss: 0.0311423 | Time: 2781.06 ms
[2022-02-21 01:59:44 main:574] : INFO : Epoch 1886 | loss: 0.0311434 | val_loss: 0.0311446 | Time: 22907.2 ms
[2022-02-21 01:59:47 main:574] : INFO : Epoch 1887 | loss: 0.0311418 | val_loss: 0.0311428 | Time: 2755.44 ms
[2022-02-21 01:59:50 main:574] : INFO : Epoch 1888 | loss: 0.0311425 | val_loss: 0.0311435 | Time: 2748.81 ms
[2022-02-21 01:59:52 main:574] : INFO : Epoch 1889 | loss: 0.0311425 | val_loss: 0.031144 | Time: 2771.58 ms
[2022-02-21 01:59:55 main:574] : INFO : Epoch 1890 | loss: 0.0311415 | val_loss: 0.031143 | Time: 2754.67 ms
[2022-02-21 01:59:58 main:574] : INFO : Epoch 1891 | loss: 0.0311443 | val_loss: 0.0311419 | Time: 2765.84 ms
[2022-02-21 02:00:01 main:574] : INFO : Epoch 1892 | loss: 0.0311428 | val_loss: 0.0311436 | Time: 2761.66 ms
[2022-02-21 02:00:04 main:574] : INFO : Epoch 1893 | loss: 0.0311416 | val_loss: 0.0311424 | Time: 2767.02 ms
[2022-02-21 02:00:06 main:574] : INFO : Epoch 1894 | loss: 0.0311428 | val_loss: 0.0311424 | Time: 2764.23 ms
[2022-02-21 02:00:09 main:574] : INFO : Epoch 1895 | loss: 0.0311411 | val_loss: 0.0311427 | Time: 2765.22 ms
[2022-02-21 02:00:12 main:574] : INFO : Epoch 1896 | loss: 0.031141 | val_loss: 0.031144 | Time: 2766.64 ms
[2022-02-21 02:00:15 main:574] : INFO : Epoch 1897 | loss: 0.0311425 | val_loss: 0.0311471 | Time: 2758.07 ms
[2022-02-21 02:00:17 main:574] : INFO : Epoch 1898 | loss: 0.0311428 | val_loss: 0.0311427 | Time: 2766.18 ms
[2022-02-21 02:00:20 main:574] : INFO : Epoch 1899 | loss: 0.0311419 | val_loss: 0.0311448 | Time: 2765.37 ms
[2022-02-21 02:00:23 main:574] : INFO : Epoch 1900 | loss: 0.0311424 | val_loss: 0.0311432 | Time: 2770.21 ms
[2022-02-21 02:00:26 main:574] : INFO : Epoch 1901 | loss: 0.0311427 | val_loss: 0.0311472 | Time: 2764.92 ms
[2022-02-21 02:00:28 main:574] : INFO : Epoch 1902 | loss: 0.0311428 | val_loss: 0.0311425 | Time: 2765.56 ms
[2022-02-21 02:00:31 main:574] : INFO : Epoch 1903 | loss: 0.0311412 | val_loss: 0.0311425 | Time: 2771.14 ms
[2022-02-21 02:00:34 main:574] : INFO : Epoch 1904 | loss: 0.0311419 | val_loss: 0.0311494 | Time: 2762.28 ms
[2022-02-21 02:00:37 main:574] : INFO : Epoch 1905 | loss: 0.0311418 | val_loss: 0.0311452 | Time: 2762.95 ms
[2022-02-21 02:00:40 main:574] : INFO : Epoch 1906 | loss: 0.0311424 | val_loss: 0.031144 | Time: 2762.93 ms
[2022-02-21 02:00:42 main:574] : INFO : Epoch 1907 | loss: 0.0311444 | val_loss: 0.0311525 | Time: 2819.14 ms
[2022-02-21 02:00:45 main:574] : INFO : Epoch 1908 | loss: 0.0311435 | val_loss: 0.0311431 | Time: 2762.78 ms
[2022-02-21 02:00:48 main:574] : INFO : Epoch 1909 | loss: 0.0311423 | val_loss: 0.0311443 | Time: 2790.42 ms
[2022-02-21 02:00:51 main:574] : INFO : Epoch 1910 | loss: 0.0311427 | val_loss: 0.0311435 | Time: 2771.32 ms
[2022-02-21 02:00:53 main:574] : INFO : Epoch 1911 | loss: 0.0311422 | val_loss: 0.0311438 | Time: 2777.18 ms
[2022-02-21 02:00:56 main:574] : INFO : Epoch 1912 | loss: 0.0311419 | val_loss: 0.0311477 | Time: 2788.76 ms
[2022-02-21 02:00:59 main:574] : INFO : Epoch 1913 | loss: 0.0311423 | val_loss: 0.0311442 | Time: 2779.48 ms
[2022-02-21 02:01:02 main:574] : INFO : Epoch 1914 | loss: 0.0311449 | val_loss: 0.0311483 | Time: 2785.76 ms
[2022-02-21 02:01:15 main:574] : INFO : Epoch 1915 | loss: 0.0311421 | val_loss: 0.0311428 | Time: 12847.2 ms
[2022-02-21 02:01:17 main:574] : INFO : Epoch 1916 | loss: 0.0311409 | val_loss: 0.0311452 | Time: 2762.69 ms
[2022-02-21 02:01:20 main:574] : INFO : Epoch 1917 | loss: 0.0311416 | val_loss: 0.0311435 | Time: 2761.95 ms
[2022-02-21 02:01:23 main:574] : INFO : Epoch 1918 | loss: 0.0311406 | val_loss: 0.031143 | Time: 2763.9 ms
[2022-02-21 02:01:26 main:574] : INFO : Epoch 1919 | loss: 0.03114 | val_loss: 0.0311438 | Time: 2764.66 ms
[2022-02-21 02:01:29 main:574] : INFO : Epoch 1920 | loss: 0.0311457 | val_loss: 0.0311415 | Time: 2767.71 ms
[2022-02-21 02:01:31 main:574] : INFO : Epoch 1921 | loss: 0.031144 | val_loss: 0.0311435 | Time: 2766.24 ms
[2022-02-21 02:01:34 main:574] : INFO : Epoch 1922 | loss: 0.0311449 | val_loss: 0.0311425 | Time: 2764.1 ms
[2022-02-21 02:01:37 main:574] : INFO : Epoch 1923 | loss: 0.0311435 | val_loss: 0.0311418 | Time: 2767.04 ms
[2022-02-21 02:01:40 main:574] : INFO : Epoch 1924 | loss: 0.0311428 | val_loss: 0.0311407 | Time: 2766.7 ms
[2022-02-21 02:01:42 main:574] : INFO : Epoch 1925 | loss: 0.0311433 | val_loss: 0.0311406 | Time: 2768.18 ms
[2022-02-21 02:01:45 main:574] : INFO : Epoch 1926 | loss: 0.0311405 | val_loss: 0.0311358 | Time: 2763.77 ms
[2022-02-21 02:01:48 main:574] : INFO : Epoch 1927 | loss: 0.0311378 | val_loss: 0.0311293 | Time: 2763.77 ms
[2022-02-21 02:01:51 main:574] : INFO : Epoch 1928 | loss: 0.031134 | val_loss: 0.0311313 | Time: 2765.04 ms
[2022-02-21 02:01:53 main:574] : INFO : Epoch 1929 | loss: 0.0311317 | val_loss: 0.0311276 | Time: 2762.04 ms
[2022-02-21 02:01:56 main:574] : INFO : Epoch 1930 | loss: 0.0311307 | val_loss: 0.0311257 | Time: 2800.53 ms
[2022-02-21 02:01:59 main:574] : INFO : Epoch 1931 | loss: 0.0311318 | val_loss: 0.0311259 | Time: 2810.78 ms
[2022-02-21 02:02:02 main:574] : INFO : Epoch 1932 | loss: 0.0311299 | val_loss: 0.0311219 | Time: 2760.69 ms
[2022-02-21 02:02:15 main:574] : INFO : Epoch 1933 | loss: 0.0311302 | val_loss: 0.0311297 | Time: 12834.6 ms
[2022-02-21 02:02:17 main:574] : INFO : Epoch 1934 | loss: 0.0311293 | val_loss: 0.0311276 | Time: 2760.88 ms
[2022-02-21 02:02:20 main:574] : INFO : Epoch 1935 | loss: 0.0311248 | val_loss: 0.0311281 | Time: 2766.87 ms
[2022-02-21 02:02:23 main:574] : INFO : Epoch 1936 | loss: 0.0311239 | val_loss: 0.0311288 | Time: 2764.73 ms
[2022-02-21 02:02:26 main:574] : INFO : Epoch 1937 | loss: 0.0311224 | val_loss: 0.0311243 | Time: 2766.36 ms
[2022-02-21 02:02:29 main:574] : INFO : Epoch 1938 | loss: 0.0311212 | val_loss: 0.0311226 | Time: 2762.47 ms
[2022-02-21 02:02:31 main:574] : INFO : Epoch 1939 | loss: 0.0311223 | val_loss: 0.0311264 | Time: 2768.5 ms
[2022-02-21 02:02:34 main:574] : INFO : Epoch 1940 | loss: 0.0311217 | val_loss: 0.031122 | Time: 2786.29 ms
[2022-02-21 02:02:37 main:574] : INFO : Epoch 1941 | loss: 0.03112 | val_loss: 0.0311228 | Time: 2769.86 ms
[2022-02-21 02:02:40 main:574] : INFO : Epoch 1942 | loss: 0.0311192 | val_loss: 0.0311206 | Time: 2762.68 ms
[2022-02-21 02:02:42 main:574] : INFO : Epoch 1943 | loss: 0.0311187 | val_loss: 0.03112 | Time: 2769.33 ms
[2022-02-21 02:02:45 main:574] : INFO : Epoch 1944 | loss: 0.0311181 | val_loss: 0.0311216 | Time: 2769.41 ms
[2022-02-21 02:02:48 main:574] : INFO : Epoch 1945 | loss: 0.0311206 | val_loss: 0.0311238 | Time: 2773.71 ms
[2022-02-21 02:02:51 main:574] : INFO : Epoch 1946 | loss: 0.0311291 | val_loss: 0.0311376 | Time: 2760.3 ms
[2022-02-21 02:02:54 main:574] : INFO : Epoch 1947 | loss: 0.0311267 | val_loss: 0.0311318 | Time: 2764.86 ms
[2022-02-21 02:02:56 main:574] : INFO : Epoch 1948 | loss: 0.0311262 | val_loss: 0.0311266 | Time: 2762.36 ms
[2022-02-21 02:02:59 main:574] : INFO : Epoch 1949 | loss: 0.0311232 | val_loss: 0.0311281 | Time: 2761.77 ms
[2022-02-21 02:03:02 main:574] : INFO : Epoch 1950 | loss: 0.0311269 | val_loss: 0.0311509 | Time: 2769.71 ms
[2022-02-21 02:03:05 main:574] : INFO : Epoch 1951 | loss: 0.0311552 | val_loss: 0.0311461 | Time: 2762.53 ms
[2022-02-21 02:03:07 main:574] : INFO : Epoch 1952 | loss: 0.0311474 | val_loss: 0.0311378 | Time: 2767.65 ms
[2022-02-21 02:03:10 main:574] : INFO : Epoch 1953 | loss: 0.0311427 | val_loss: 0.0311395 | Time: 2767.94 ms
[2022-02-21 02:03:13 main:574] : INFO : Epoch 1954 | loss: 0.0311354 | val_loss: 0.0311315 | Time: 2765.26 ms
[2022-02-21 02:03:16 main:574] : INFO : Epoch 1955 | loss: 0.0311293 | val_loss: 0.0311293 | Time: 2757.75 ms
[2022-02-21 02:03:18 main:574] : INFO : Epoch 1956 | loss: 0.031127 | val_loss: 0.0311268 | Time: 2762.83 ms
[2022-02-21 02:03:21 main:574] : INFO : Epoch 1957 | loss: 0.0311246 | val_loss: 0.0311255 | Time: 2762.21 ms
[2022-02-21 02:03:24 main:574] : INFO : Epoch 1958 | loss: 0.0311224 | val_loss: 0.0311236 | Time: 2766.99 ms
[2022-02-21 02:03:27 main:574] : INFO : Epoch 1959 | loss: 0.0311229 | val_loss: 0.0311265 | Time: 2767.67 ms
[2022-02-21 02:03:30 main:574] : INFO : Epoch 1960 | loss: 0.0311245 | val_loss: 0.0311243 | Time: 2767.89 ms
[2022-02-21 02:03:32 main:574] : INFO : Epoch 1961 | loss: 0.0311211 | val_loss: 0.0311246 | Time: 2763.77 ms
[2022-02-21 02:03:35 main:574] : INFO : Epoch 1962 | loss: 0.0311203 | val_loss: 0.0311228 | Time: 2768.41 ms
[2022-02-21 02:03:38 main:574] : INFO : Epoch 1963 | loss: 0.0311201 | val_loss: 0.0311249 | Time: 2761.31 ms
[2022-02-21 02:03:41 main:574] : INFO : Epoch 1964 | loss: 0.0311183 | val_loss: 0.0311208 | Time: 2770.66 ms
[2022-02-21 02:03:43 main:574] : INFO : Epoch 1965 | loss: 0.0311171 | val_loss: 0.0311239 | Time: 2764.21 ms
[2022-02-21 02:03:46 main:574] : INFO : Epoch 1966 | loss: 0.0311179 | val_loss: 0.0311215 | Time: 2761.66 ms
[2022-02-21 02:03:49 main:574] : INFO : Epoch 1967 | loss: 0.031117 | val_loss: 0.0311249 | Time: 2778.48 ms
[2022-02-21 02:03:52 main:574] : INFO : Epoch 1968 | loss: 0.0311162 | val_loss: 0.0311234 | Time: 2768.99 ms
[2022-02-21 02:03:54 main:574] : INFO : Epoch 1969 | loss: 0.0311146 | val_loss: 0.031121 | Time: 2777.59 ms
[2022-02-21 02:03:57 main:574] : INFO : Epoch 1970 | loss: 0.0311173 | val_loss: 0.031121 | Time: 2772.8 ms
[2022-02-21 02:04:00 main:574] : INFO : Epoch 1971 | loss: 0.0311153 | val_loss: 0.0311362 | Time: 2796.78 ms
[2022-02-21 02:04:03 main:574] : INFO : Epoch 1972 | loss: 0.0311163 | val_loss: 0.0311232 | Time: 2775.95 ms
[2022-02-21 02:04:16 main:574] : INFO : Epoch 1973 | loss: 0.031113 | val_loss: 0.0311256 | Time: 12821.1 ms
[2022-02-21 02:04:18 main:574] : INFO : Epoch 1974 | loss: 0.0311103 | val_loss: 0.0311223 | Time: 2773.82 ms
[2022-02-21 02:04:21 main:574] : INFO : Epoch 1975 | loss: 0.0311114 | val_loss: 0.0311182 | Time: 2755.52 ms
[2022-02-21 02:04:24 main:574] : INFO : Epoch 1976 | loss: 0.0311087 | val_loss: 0.0311207 | Time: 2763.04 ms
[2022-02-21 02:04:27 main:574] : INFO : Epoch 1977 | loss: 0.0311088 | val_loss: 0.0311187 | Time: 2761.61 ms
[2022-02-21 02:04:29 main:574] : INFO : Epoch 1978 | loss: 0.0311093 | val_loss: 0.0311164 | Time: 2767.07 ms
[2022-02-21 02:04:32 main:574] : INFO : Epoch 1979 | loss: 0.0311099 | val_loss: 0.0311195 | Time: 2767.1 ms
[2022-02-21 02:04:35 main:574] : INFO : Epoch 1980 | loss: 0.031107 | val_loss: 0.0311151 | Time: 2771.99 ms
[2022-02-21 02:04:38 main:574] : INFO : Epoch 1981 | loss: 0.0311055 | val_loss: 0.0311134 | Time: 2770.75 ms
[2022-02-21 02:04:41 main:574] : INFO : Epoch 1982 | loss: 0.0311031 | val_loss: 0.0311132 | Time: 2763.74 ms
[2022-02-21 02:04:43 main:574] : INFO : Epoch 1983 | loss: 0.0311034 | val_loss: 0.0311152 | Time: 2782.68 ms
[2022-02-21 02:04:46 main:574] : INFO : Epoch 1984 | loss: 0.0311047 | val_loss: 0.0311149 | Time: 2766.49 ms
[2022-02-21 02:04:49 main:574] : INFO : Epoch 1985 | loss: 0.0311081 | val_loss: 0.0311153 | Time: 2770.11 ms
[2022-02-21 02:04:52 main:574] : INFO : Epoch 1986 | loss: 0.0311062 | val_loss: 0.0311139 | Time: 2774.62 ms
[2022-02-21 02:04:54 main:574] : INFO : Epoch 1987 | loss: 0.0311028 | val_loss: 0.0311132 | Time: 2763 ms
[2022-02-21 02:04:57 main:574] : INFO : Epoch 1988 | loss: 0.0311058 | val_loss: 0.0311138 | Time: 2764.13 ms
[2022-02-21 02:05:00 main:574] : INFO : Epoch 1989 | loss: 0.0311152 | val_loss: 0.0311282 | Time: 2766.26 ms
[2022-02-21 02:05:03 main:574] : INFO : Epoch 1990 | loss: 0.0311175 | val_loss: 0.0311232 | Time: 2766.67 ms
[2022-02-21 02:05:06 main:574] : INFO : Epoch 1991 | loss: 0.0311134 | val_loss: 0.0311243 | Time: 2768.2 ms
[2022-02-21 02:05:08 main:574] : INFO : Epoch 1992 | loss: 0.0311143 | val_loss: 0.0311228 | Time: 2760.32 ms
[2022-02-21 02:05:11 main:574] : INFO : Epoch 1993 | loss: 0.0311098 | val_loss: 0.0311162 | Time: 2766.13 ms
[2022-02-21 02:05:14 main:574] : INFO : Epoch 1994 | loss: 0.0311092 | val_loss: 0.031114 | Time: 2768.17 ms
[2022-02-21 02:05:17 main:574] : INFO : Epoch 1995 | loss: 0.0311056 | val_loss: 0.0311123 | Time: 2765.98 ms
[2022-02-21 02:05:19 main:574] : INFO : Epoch 1996 | loss: 0.0311153 | val_loss: 0.0311129 | Time: 2762.2 ms
[2022-02-21 02:05:22 main:574] : INFO : Epoch 1997 | loss: 0.0311075 | val_loss: 0.0311115 | Time: 2766.44 ms
[2022-02-21 02:05:25 main:574] : INFO : Epoch 1998 | loss: 0.0311036 | val_loss: 0.031119 | Time: 2768.52 ms
[2022-02-21 02:05:28 main:574] : INFO : Epoch 1999 | loss: 0.0311039 | val_loss: 0.0311119 | Time: 2761.37 ms
[2022-02-21 02:05:30 main:574] : INFO : Epoch 2000 | loss: 0.0311038 | val_loss: 0.0311115 | Time: 2767.71 ms
[2022-02-21 02:05:33 main:574] : INFO : Epoch 2001 | loss: 0.0311006 | val_loss: 0.0311094 | Time: 2763.26 ms
[2022-02-21 02:05:36 main:574] : INFO : Epoch 2002 | loss: 0.0310985 | val_loss: 0.0311064 | Time: 2765.85 ms
[2022-02-21 02:05:39 main:574] : INFO : Epoch 2003 | loss: 0.0310983 | val_loss: 0.0311062 | Time: 2763.22 ms
[2022-02-21 02:05:42 main:574] : INFO : Epoch 2004 | loss: 0.0311088 | val_loss: 0.0311262 | Time: 2767.27 ms
[2022-02-21 02:05:44 main:574] : INFO : Epoch 2005 | loss: 0.0311138 | val_loss: 0.0311104 | Time: 2771.77 ms
[2022-02-21 02:05:47 main:574] : INFO : Epoch 2006 | loss: 0.0311087 | val_loss: 0.0311102 | Time: 2767.36 ms
[2022-02-21 02:05:50 main:574] : INFO : Epoch 2007 | loss: 0.0311109 | val_loss: 0.031113 | Time: 2766.24 ms
[2022-02-21 02:05:53 main:574] : INFO : Epoch 2008 | loss: 0.031104 | val_loss: 0.0311075 | Time: 2770.44 ms
[2022-02-21 02:05:55 main:574] : INFO : Epoch 2009 | loss: 0.0311061 | val_loss: 0.0311162 | Time: 2771.28 ms
[2022-02-21 02:05:58 main:574] : INFO : Epoch 2010 | loss: 0.0311028 | val_loss: 0.0311112 | Time: 2760.28 ms
[2022-02-21 02:06:01 main:574] : INFO : Epoch 2011 | loss: 0.031101 | val_loss: 0.0311236 | Time: 2763.08 ms
[2022-02-21 02:06:04 main:574] : INFO : Epoch 2012 | loss: 0.0311066 | val_loss: 0.0311163 | Time: 2757.25 ms
[2022-02-21 02:06:06 main:574] : INFO : Epoch 2013 | loss: 0.0311047 | val_loss: 0.0311091 | Time: 2758.48 ms
[2022-02-21 02:06:09 main:574] : INFO : Epoch 2014 | loss: 0.0311024 | val_loss: 0.0311107 | Time: 2754.19 ms
[2022-02-21 02:06:12 main:574] : INFO : Epoch 2015 | loss: 0.0311082 | val_loss: 0.0311216 | Time: 2757.68 ms
[2022-02-21 02:06:15 main:574] : INFO : Epoch 2016 | loss: 0.0311032 | val_loss: 0.0311122 | Time: 2755.67 ms
[2022-02-21 02:06:17 main:574] : INFO : Epoch 2017 | loss: 0.0310992 | val_loss: 0.0311091 | Time: 2762.74 ms
[2022-02-21 02:06:20 main:574] : INFO : Epoch 2018 | loss: 0.0310985 | val_loss: 0.0311102 | Time: 2757.99 ms
[2022-02-21 02:06:23 main:574] : INFO : Epoch 2019 | loss: 0.031101 | val_loss: 0.0311106 | Time: 2758.11 ms
[2022-02-21 02:06:26 main:574] : INFO : Epoch 2020 | loss: 0.0310978 | val_loss: 0.0311053 | Time: 2760.85 ms
[2022-02-21 02:06:29 main:574] : INFO : Epoch 2021 | loss: 0.0310953 | val_loss: 0.0311072 | Time: 2754.62 ms
[2022-02-21 02:06:31 main:574] : INFO : Epoch 2022 | loss: 0.0310978 | val_loss: 0.0311129 | Time: 2763.87 ms
[2022-02-21 02:06:34 main:574] : INFO : Epoch 2023 | loss: 0.0310953 | val_loss: 0.0311077 | Time: 2755.26 ms
[2022-02-21 02:06:37 main:574] : INFO : Epoch 2024 | loss: 0.0310974 | val_loss: 0.0311109 | Time: 2758.92 ms
[2022-02-21 02:06:40 main:574] : INFO : Epoch 2025 | loss: 0.0311039 | val_loss: 0.0311263 | Time: 2761.75 ms
[2022-02-21 02:06:42 main:574] : INFO : Epoch 2026 | loss: 0.0310994 | val_loss: 0.0311105 | Time: 2760.72 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro K2200)
[2022-02-21 03:33:49 main:435] : INFO : Set logging level to 1
[2022-02-21 03:33:49 main:441] : INFO : Running in BOINC Client mode
[2022-02-21 03:33:49 main:444] : INFO : Resolving all filenames
[2022-02-21 03:33:49 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-21 03:33:49 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-21 03:33:49 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-21 03:33:49 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-21 03:33:49 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-21 03:33:49 main:472] : INFO : Dataset filename: dataset.hdf5
[2022-02-21 03:33:49 main:474] : INFO : Configuration:
[2022-02-21 03:33:49 main:475] : INFO : Model type: GRU
[2022-02-21 03:33:49 main:476] : INFO : Validation Loss Threshold: 0.0001
[2022-02-21 03:33:49 main:477] : INFO : Max Epochs: 2048
[2022-02-21 03:33:49 main:478] : INFO : Batch Size: 128
[2022-02-21 03:33:49 main:479] : INFO : Learning Rate: 0.01
[2022-02-21 03:33:49 main:480] : INFO : Patience: 10
[2022-02-21 03:33:49 main:481] : INFO : Hidden Width: 12
[2022-02-21 03:33:49 main:482] : INFO : # Recurrent Layers: 4
[2022-02-21 03:33:49 main:483] : INFO : # Backend Layers: 4
[2022-02-21 03:33:49 main:484] : INFO : # Threads: 1
[2022-02-21 03:33:49 main:486] : INFO : Preparing Dataset
[2022-02-21 03:33:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-21 03:33:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-21 03:33:52 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2022-02-21 03:33:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-21 03:33:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-21 03:33:52 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2022-02-21 03:33:52 main:494] : INFO : Creating Model
[2022-02-21 03:33:52 main:507] : INFO : Preparing config file
[2022-02-21 03:33:52 main:511] : INFO : Found checkpoint, attempting to load...
[2022-02-21 03:33:52 main:512] : INFO : Loading config
[2022-02-21 03:33:52 main:514] : INFO : Loading state
[2022-02-21 03:33:54 main:559] : INFO : Loading DataLoader into Memory
[2022-02-21 03:33:54 main:562] : INFO : Starting Training
[2022-02-21 03:33:57 main:574] : INFO : Epoch 2017 | loss: 0.0323875 | val_loss: 0.0313218 | Time: 3221.47 ms
[2022-02-21 03:34:00 main:574] : INFO : Epoch 2018 | loss: 0.0312715 | val_loss: 0.0311814 | Time: 2728.54 ms
[2022-02-21 03:34:02 main:574] : INFO : Epoch 2019 | loss: 0.031147 | val_loss: 0.0311314 | Time: 2751.83 ms
[2022-02-21 03:34:05 main:574] : INFO : Epoch 2020 | loss: 0.0311093 | val_loss: 0.0311112 | Time: 2754.35 ms
[2022-02-21 03:34:08 main:574] : INFO : Epoch 2021 | loss: 0.0311004 | val_loss: 0.0311073 | Time: 2758.32 ms
[2022-02-21 03:34:11 main:574] : INFO : Epoch 2022 | loss: 0.0310997 | val_loss: 0.031104 | Time: 2761.17 ms
[2022-02-21 03:34:13 main:574] : INFO : Epoch 2023 | loss: 0.0310979 | val_loss: 0.0311043 | Time: 2768.49 ms
[2022-02-21 03:34:16 main:574] : INFO : Epoch 2024 | loss: 0.0310988 | val_loss: 0.031105 | Time: 2775.04 ms
[2022-02-21 03:34:19 main:574] : INFO : Epoch 2025 | loss: 0.0311044 | val_loss: 0.0311238 | Time: 2780.03 ms
[2022-02-21 03:34:22 main:574] : INFO : Epoch 2026 | loss: 0.0311076 | val_loss: 0.0311064 | Time: 2776.31 ms
[2022-02-21 03:34:24 main:574] : INFO : Epoch 2027 | loss: 0.031107 | val_loss: 0.031107 | Time: 2785.82 ms
[2022-02-21 03:34:27 main:574] : INFO : Epoch 2028 | loss: 0.0311042 | val_loss: 0.0311065 | Time: 2766.82 ms
[2022-02-21 03:34:30 main:574] : INFO : Epoch 2029 | loss: 0.0311021 | val_loss: 0.0311113 | Time: 2768.67 ms
[2022-02-21 03:34:33 main:574] : INFO : Epoch 2030 | loss: 0.0311012 | val_loss: 0.0311233 | Time: 2758.05 ms
[2022-02-21 03:34:36 main:574] : INFO : Epoch 2031 | loss: 0.0311054 | val_loss: 0.0311113 | Time: 2764.42 ms
[2022-02-21 03:34:38 main:574] : INFO : Epoch 2032 | loss: 0.0311007 | val_loss: 0.0311118 | Time: 2766.96 ms
[2022-02-21 03:34:41 main:574] : INFO : Epoch 2033 | loss: 0.0310992 | val_loss: 0.0311131 | Time: 2765.36 ms
[2022-02-21 03:34:44 main:574] : INFO : Epoch 2034 | loss: 0.0310988 | val_loss: 0.0311156 | Time: 2764.19 ms
[2022-02-21 03:34:47 main:574] : INFO : Epoch 2035 | loss: 0.0310997 | val_loss: 0.031114 | Time: 2762.12 ms
[2022-02-21 03:34:49 main:574] : INFO : Epoch 2036 | loss: 0.0311016 | val_loss: 0.0311206 | Time: 2772.66 ms
[2022-02-21 03:34:52 main:574] : INFO : Epoch 2037 | loss: 0.0311009 | val_loss: 0.0311078 | Time: 2769.36 ms
[2022-02-21 03:34:55 main:574] : INFO : Epoch 2038 | loss: 0.0310973 | val_loss: 0.0311051 | Time: 2765.31 ms
[2022-02-21 03:34:58 main:574] : INFO : Epoch 2039 | loss: 0.0310951 | val_loss: 0.0311061 | Time: 2763.66 ms
[2022-02-21 03:35:00 main:574] : INFO : Epoch 2040 | loss: 0.0310948 | val_loss: 0.0311062 | Time: 2771.8 ms
[2022-02-21 03:35:03 main:574] : INFO : Epoch 2041 | loss: 0.0310992 | val_loss: 0.0311116 | Time: 2765.91 ms
[2022-02-21 03:35:06 main:574] : INFO : Epoch 2042 | loss: 0.0310967 | val_loss: 0.0311062 | Time: 2769.07 ms
[2022-02-21 03:35:09 main:574] : INFO : Epoch 2043 | loss: 0.0310968 | val_loss: 0.0311111 | Time: 2772.73 ms
[2022-02-21 03:35:12 main:574] : INFO : Epoch 2044 | loss: 0.0310941 | val_loss: 0.0311048 | Time: 2774.65 ms
[2022-02-21 03:35:14 main:574] : INFO : Epoch 2045 | loss: 0.0310955 | val_loss: 0.0311093 | Time: 2762.83 ms
[2022-02-21 03:35:17 main:574] : INFO : Epoch 2046 | loss: 0.031103 | val_loss: 0.0311083 | Time: 2766.29 ms
[2022-02-21 03:35:20 main:574] : INFO : Epoch 2047 | loss: 0.0310971 | val_loss: 0.0311067 | Time: 2765.81 ms
[2022-02-21 03:35:23 main:574] : INFO : Epoch 2048 | loss: 0.0310976 | val_loss: 0.0311092 | Time: 2768.17 ms
[2022-02-21 03:35:23 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311092
[2022-02-21 03:35:23 main:603] : INFO : Saving end state to config to file
[2022-02-21 03:35:23 main:608] : INFO : Success, exiting..
03:35:23 (16716): 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)