Task 11645618
| Name | ParityModified-1639962637-4630-3-0_0 |
| Workunit | 8861861 |
| Created | 16 Feb 2022, 23:48:08 UTC |
| Sent | 27 Feb 2022, 18:36:04 UTC |
| Report deadline | 7 Mar 2022, 18:36:04 UTC |
| Received | 1 Mar 2022, 14:58:26 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18931 |
| Run time | 2 hours 44 min 31 sec |
| CPU time | 2 hours 21 min 44 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 786.78 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.55 GB |
| Peak swap size | 3.45 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> :51:25 main:574] : INFO : Epoch 1573 | loss: 0.0311757 | val_loss: 0.0311873 | Time: 4612.29 ms [2022-03-01 11:51:30 main:574] : INFO : Epoch 1574 | loss: 0.0311766 | val_loss: 0.0311872 | Time: 4659.28 ms [2022-03-01 11:51:35 main:574] : INFO : Epoch 1575 | loss: 0.031176 | val_loss: 0.0311891 | Time: 4649.41 ms [2022-03-01 11:51:40 main:574] : INFO : Epoch 1576 | loss: 0.0311767 | val_loss: 0.0311904 | Time: 4663.85 ms [2022-03-01 11:51:45 main:574] : INFO : Epoch 1577 | loss: 0.0311794 | val_loss: 0.0311913 | Time: 4657.83 ms [2022-03-01 11:51:49 main:574] : INFO : Epoch 1578 | loss: 0.0311786 | val_loss: 0.0311874 | Time: 4632.87 ms [2022-03-01 11:51:54 main:574] : INFO : Epoch 1579 | loss: 0.0311753 | val_loss: 0.0311869 | Time: 4656.53 ms [2022-03-01 11:51:59 main:574] : INFO : Epoch 1580 | loss: 0.0311743 | val_loss: 0.0311861 | Time: 4618.94 ms [2022-03-01 11:52:04 main:574] : INFO : Epoch 1581 | loss: 0.0311762 | val_loss: 0.0311903 | Time: 4562.18 ms [2022-03-01 11:52:08 main:574] : INFO : Epoch 1582 | loss: 0.031176 | val_loss: 0.0311888 | Time: 4566.86 ms [2022-03-01 11:52:13 main:574] : INFO : Epoch 1583 | loss: 0.0311773 | val_loss: 0.0311895 | Time: 4550.6 ms [2022-03-01 11:52:18 main:574] : INFO : Epoch 1584 | loss: 0.0311774 | val_loss: 0.0311893 | Time: 4595.07 ms [2022-03-01 11:52:22 main:574] : INFO : Epoch 1585 | loss: 0.0311767 | val_loss: 0.031195 | Time: 4570.95 ms [2022-03-01 11:52:27 main:574] : INFO : Epoch 1586 | loss: 0.0311781 | val_loss: 0.0311897 | Time: 4590.21 ms [2022-03-01 11:52:32 main:574] : INFO : Epoch 1587 | loss: 0.031178 | val_loss: 0.0311925 | Time: 4636.02 ms [2022-03-01 11:52:37 main:574] : INFO : Epoch 1588 | loss: 0.0311755 | val_loss: 0.03119 | Time: 4626.74 ms [2022-03-01 11:52:41 main:574] : INFO : Epoch 1589 | loss: 0.0311744 | val_loss: 0.0311908 | Time: 4575.21 ms [2022-03-01 11:52:46 main:574] : INFO : Epoch 1590 | loss: 0.0311754 | val_loss: 0.0311933 | Time: 4634.03 ms [2022-03-01 11:52:51 main:574] : INFO : Epoch 1591 | loss: 0.0311746 | val_loss: 0.0311906 | Time: 4609.19 ms [2022-03-01 11:52:56 main:574] : INFO : Epoch 1592 | loss: 0.0311744 | val_loss: 0.0311913 | Time: 4625.07 ms [2022-03-01 11:53:00 main:574] : INFO : Epoch 1593 | loss: 0.031174 | val_loss: 0.0311905 | Time: 4620.5 ms [2022-03-01 11:53:05 main:574] : INFO : Epoch 1594 | loss: 0.0311741 | val_loss: 0.0311885 | Time: 4635.62 ms [2022-03-01 11:53:10 main:574] : INFO : Epoch 1595 | loss: 0.0311797 | val_loss: 0.0311905 | Time: 4632.53 ms [2022-03-01 11:53:15 main:574] : INFO : Epoch 1596 | loss: 0.0311811 | val_loss: 0.0311905 | Time: 4636.8 ms [2022-03-01 11:53:20 main:574] : INFO : Epoch 1597 | loss: 0.0311795 | val_loss: 0.0311902 | Time: 4636.98 ms [2022-03-01 11:53:25 main:574] : INFO : Epoch 1598 | loss: 0.0311784 | val_loss: 0.0311931 | Time: 4629.23 ms [2022-03-01 11:53:29 main:574] : INFO : Epoch 1599 | loss: 0.0311789 | val_loss: 0.0311901 | Time: 4597.17 ms [2022-03-01 11:53:34 main:574] : INFO : Epoch 1600 | loss: 0.031179 | val_loss: 0.0311924 | Time: 4553.4 ms [2022-03-01 11:53:39 main:574] : INFO : Epoch 1601 | loss: 0.0311777 | val_loss: 0.031188 | Time: 4581.93 ms [2022-03-01 11:53:44 main:574] : INFO : Epoch 1602 | loss: 0.0311792 | val_loss: 0.031191 | Time: 4584.18 ms [2022-03-01 11:53:48 main:574] : INFO : Epoch 1603 | loss: 0.0311829 | val_loss: 0.0311903 | Time: 4610.88 ms [2022-03-01 11:53:53 main:574] : INFO : Epoch 1604 | loss: 0.031181 | val_loss: 0.0311904 | Time: 4587.49 ms [2022-03-01 11:53:58 main:574] : INFO : Epoch 1605 | loss: 0.0311813 | val_loss: 0.0311895 | Time: 4698.44 ms [2022-03-01 11:54:03 main:574] : INFO : Epoch 1606 | loss: 0.031181 | val_loss: 0.0311901 | Time: 4611.17 ms [2022-03-01 11:54:07 main:574] : INFO : Epoch 1607 | loss: 0.03118 | val_loss: 0.0311878 | Time: 4659.48 ms [2022-03-01 11:54:12 main:574] : INFO : Epoch 1608 | loss: 0.031181 | val_loss: 0.0311911 | Time: 4641.07 ms [2022-03-01 11:54:17 main:574] : INFO : Epoch 1609 | loss: 0.0311826 | val_loss: 0.0311924 | Time: 4659.82 ms [2022-03-01 11:54:22 main:574] : INFO : Epoch 1610 | loss: 0.0311825 | val_loss: 0.0311901 | Time: 4622.21 ms [2022-03-01 11:54:27 main:574] : INFO : Epoch 1611 | loss: 0.0311786 | val_loss: 0.0311896 | Time: 4619.76 ms [2022-03-01 11:54:32 main:574] : INFO : Epoch 1612 | loss: 0.0311771 | val_loss: 0.0311922 | Time: 4573.54 ms [2022-03-01 11:54:37 main:574] : INFO : Epoch 1613 | loss: 0.031181 | val_loss: 0.031191 | Time: 4614.41 ms [2022-03-01 11:54:42 main:574] : INFO : Epoch 1614 | loss: 0.0311789 | val_loss: 0.031189 | Time: 4584.32 ms [2022-03-01 11:54:47 main:574] : INFO : Epoch 1615 | loss: 0.0311801 | val_loss: 0.0311922 | Time: 4614.28 ms [2022-03-01 11:54:51 main:574] : INFO : Epoch 1616 | loss: 0.0311812 | val_loss: 0.0311908 | Time: 4619.05 ms [2022-03-01 11:54:56 main:574] : INFO : Epoch 1617 | loss: 0.0311813 | val_loss: 0.0311948 | Time: 4643.79 ms [2022-03-01 11:55:01 main:574] : INFO : Epoch 1618 | loss: 0.0311808 | val_loss: 0.0311905 | Time: 4638.07 ms [2022-03-01 11:55:06 main:574] : INFO : Epoch 1619 | loss: 0.0311798 | val_loss: 0.0311888 | Time: 4625.5 ms [2022-03-01 11:55:11 main:574] : INFO : Epoch 1620 | loss: 0.0311797 | val_loss: 0.0311898 | Time: 4629.02 ms [2022-03-01 11:55:15 main:574] : INFO : Epoch 1621 | loss: 0.0311798 | val_loss: 0.0311919 | Time: 4630.04 ms [2022-03-01 11:55:20 main:574] : INFO : Epoch 1622 | loss: 0.0311813 | val_loss: 0.0311916 | Time: 4603.58 ms [2022-03-01 11:55:25 main:574] : INFO : Epoch 1623 | loss: 0.0311815 | val_loss: 0.0311913 | Time: 4662.57 ms [2022-03-01 11:55:30 main:574] : INFO : Epoch 1624 | loss: 0.0311806 | val_loss: 0.0311895 | Time: 4736.83 ms [2022-03-01 11:55:35 main:574] : INFO : Epoch 1625 | loss: 0.0311799 | val_loss: 0.0311881 | Time: 4615.89 ms [2022-03-01 11:55:40 main:574] : INFO : Epoch 1626 | loss: 0.0311791 | val_loss: 0.0311911 | Time: 4578.68 ms [2022-03-01 11:55:44 main:574] : INFO : Epoch 1627 | loss: 0.0311785 | val_loss: 0.0311889 | Time: 4576.85 ms [2022-03-01 11:55:49 main:574] : INFO : Epoch 1628 | loss: 0.0311777 | val_loss: 0.0311893 | Time: 4583.63 ms [2022-03-01 11:55:54 main:574] : INFO : Epoch 1629 | loss: 0.0311818 | val_loss: 0.0311904 | Time: 4594.36 ms [2022-03-01 11:55:59 main:574] : INFO : Epoch 1630 | loss: 0.0311795 | val_loss: 0.0311916 | Time: 4628.94 ms [2022-03-01 11:56:04 main:574] : INFO : Epoch 1631 | loss: 0.0311804 | val_loss: 0.0311906 | Time: 4578.74 ms [2022-03-01 11:56:08 main:574] : INFO : Epoch 1632 | loss: 0.0311808 | val_loss: 0.0311897 | Time: 4622.03 ms [2022-03-01 11:56:13 main:574] : INFO : Epoch 1633 | loss: 0.0311799 | val_loss: 0.0311881 | Time: 4565.05 ms [2022-03-01 11:56:18 main:574] : INFO : Epoch 1634 | loss: 0.0311797 | val_loss: 0.0311881 | Time: 4568.3 ms [2022-03-01 11:56:23 main:574] : INFO : Epoch 1635 | loss: 0.031181 | val_loss: 0.0311885 | Time: 4593.77 ms [2022-03-01 11:56:28 main:574] : INFO : Epoch 1636 | loss: 0.0311798 | val_loss: 0.0311893 | Time: 4602.21 ms [2022-03-01 11:56:33 main:574] : INFO : Epoch 1637 | loss: 0.0311785 | val_loss: 0.0311868 | Time: 4640.8 ms [2022-03-01 11:56:37 main:574] : INFO : Epoch 1638 | loss: 0.0311779 | val_loss: 0.0311871 | Time: 4621.9 ms [2022-03-01 11:56:42 main:574] : INFO : Epoch 1639 | loss: 0.031178 | val_loss: 0.0311879 | Time: 4652.52 ms [2022-03-01 11:56:47 main:574] : INFO : Epoch 1640 | loss: 0.0311798 | val_loss: 0.0311881 | Time: 4676.14 ms [2022-03-01 11:56:52 main:574] : INFO : Epoch 1641 | loss: 0.0311779 | val_loss: 0.0311909 | Time: 4594.52 ms [2022-03-01 11:56:57 main:574] : INFO : Epoch 1642 | loss: 0.0311786 | val_loss: 0.0311905 | Time: 4594.79 ms [2022-03-01 11:57:01 main:574] : INFO : Epoch 1643 | loss: 0.0311775 | val_loss: 0.0311876 | Time: 4686.26 ms [2022-03-01 11:57:06 main:574] : INFO : Epoch 1644 | loss: 0.031177 | val_loss: 0.0311882 | Time: 4601.07 ms [2022-03-01 11:57:11 main:574] : INFO : Epoch 1645 | loss: 0.0311768 | val_loss: 0.031191 | Time: 4612.21 ms [2022-03-01 11:57:16 main:574] : INFO : Epoch 1646 | loss: 0.031178 | val_loss: 0.0311886 | Time: 4588.02 ms [2022-03-01 11:57:20 main:574] : INFO : Epoch 1647 | loss: 0.0311793 | val_loss: 0.0311883 | Time: 4621.27 ms [2022-03-01 11:57:25 main:574] : INFO : Epoch 1648 | loss: 0.0311791 | val_loss: 0.0311893 | Time: 4589.42 ms [2022-03-01 11:57:30 main:574] : INFO : Epoch 1649 | loss: 0.0311781 | val_loss: 0.0311901 | Time: 4640.63 ms [2022-03-01 11:57:35 main:574] : INFO : Epoch 1650 | loss: 0.0311778 | val_loss: 0.0311887 | Time: 4619.6 ms [2022-03-01 11:57:39 main:574] : INFO : Epoch 1651 | loss: 0.0311774 | val_loss: 0.0311901 | Time: 4585.95 ms [2022-03-01 11:57:44 main:574] : INFO : Epoch 1652 | loss: 0.0311773 | val_loss: 0.0311904 | Time: 4619.42 ms [2022-03-01 11:57:49 main:574] : INFO : Epoch 1653 | loss: 0.0311788 | val_loss: 0.0311892 | Time: 4575.82 ms [2022-03-01 11:57:54 main:574] : INFO : Epoch 1654 | loss: 0.0311803 | val_loss: 0.0311892 | Time: 4641.32 ms [2022-03-01 11:57:58 main:574] : INFO : Epoch 1655 | loss: 0.0311794 | val_loss: 0.0311877 | Time: 4627.15 ms [2022-03-01 11:58:03 main:574] : INFO : Epoch 1656 | loss: 0.0311818 | val_loss: 0.0311891 | Time: 4609.77 ms [2022-03-01 11:58:08 main:574] : INFO : Epoch 1657 | loss: 0.0311785 | val_loss: 0.0311882 | Time: 4633.08 ms [2022-03-01 11:58:13 main:574] : INFO : Epoch 1658 | loss: 0.031178 | val_loss: 0.0311922 | Time: 4566.52 ms [2022-03-01 11:58:18 main:574] : INFO : Epoch 1659 | loss: 0.0311796 | val_loss: 0.0311919 | Time: 4665.43 ms [2022-03-01 11:58:22 main:574] : INFO : Epoch 1660 | loss: 0.0311791 | val_loss: 0.0311897 | Time: 4577.85 ms [2022-03-01 11:58:27 main:574] : INFO : Epoch 1661 | loss: 0.0311775 | val_loss: 0.0311928 | Time: 4685.95 ms [2022-03-01 11:58:32 main:574] : INFO : Epoch 1662 | loss: 0.0311789 | val_loss: 0.0311896 | Time: 4621.77 ms [2022-03-01 11:58:37 main:574] : INFO : Epoch 1663 | loss: 0.0311777 | val_loss: 0.0311914 | Time: 4615.85 ms [2022-03-01 11:58:42 main:574] : INFO : Epoch 1664 | loss: 0.0311815 | val_loss: 0.031193 | Time: 4633.54 ms [2022-03-01 11:58:46 main:574] : INFO : Epoch 1665 | loss: 0.0311824 | val_loss: 0.0311942 | Time: 4662.5 ms [2022-03-01 11:58:51 main:574] : INFO : Epoch 1666 | loss: 0.0311852 | val_loss: 0.0311932 | Time: 4667.61 ms [2022-03-01 11:58:56 main:574] : INFO : Epoch 1667 | loss: 0.0311791 | val_loss: 0.0311914 | Time: 4628.65 ms [2022-03-01 11:59:01 main:574] : INFO : Epoch 1668 | loss: 0.0311785 | val_loss: 0.0311901 | Time: 4607.24 ms [2022-03-01 11:59:05 main:574] : INFO : Epoch 1669 | loss: 0.0311783 | val_loss: 0.0311911 | Time: 4642.23 ms [2022-03-01 11:59:10 main:574] : INFO : Epoch 1670 | loss: 0.0311785 | val_loss: 0.0311886 | Time: 4591.76 ms [2022-03-01 11:59:15 main:574] : INFO : Epoch 1671 | loss: 0.0311787 | val_loss: 0.031187 | Time: 4622.66 ms [2022-03-01 11:59:20 main:574] : INFO : Epoch 1672 | loss: 0.03118 | val_loss: 0.0311898 | Time: 4614.09 ms [2022-03-01 11:59:25 main:574] : INFO : Epoch 1673 | loss: 0.0311819 | val_loss: 0.0311866 | Time: 4580.7 ms [2022-03-01 11:59:29 main:574] : INFO : Epoch 1674 | loss: 0.031179 | val_loss: 0.0311867 | Time: 4611.9 ms [2022-03-01 11:59:34 main:574] : INFO : Epoch 1675 | loss: 0.0311806 | val_loss: 0.0311863 | Time: 4565.55 ms [2022-03-01 11:59:39 main:574] : INFO : Epoch 1676 | loss: 0.0311831 | val_loss: 0.0311875 | Time: 4613.75 ms [2022-03-01 11:59:44 main:574] : INFO : Epoch 1677 | loss: 0.0311806 | val_loss: 0.0311876 | Time: 4660.31 ms [2022-03-01 11:59:48 main:574] : INFO : Epoch 1678 | loss: 0.0311806 | val_loss: 0.0311894 | Time: 4602.52 ms [2022-03-01 11:59:53 main:574] : INFO : Epoch 1679 | loss: 0.0311792 | val_loss: 0.0311848 | Time: 4663.19 ms [2022-03-01 11:59:58 main:574] : INFO : Epoch 1680 | loss: 0.0311803 | val_loss: 0.0311839 | Time: 4569.85 ms [2022-03-01 12:00:03 main:574] : INFO : Epoch 1681 | loss: 0.0311786 | val_loss: 0.0311813 | Time: 4651.85 ms [2022-03-01 12:00:07 main:574] : INFO : Epoch 1682 | loss: 0.0311772 | val_loss: 0.0311836 | Time: 4694.24 ms [2022-03-01 12:00:12 main:574] : INFO : Epoch 1683 | loss: 0.0311762 | val_loss: 0.0311828 | Time: 4607.8 ms [2022-03-01 12:00:17 main:574] : INFO : Epoch 1684 | loss: 0.0311777 | val_loss: 0.0311843 | Time: 4622.08 ms [2022-03-01 12:00:22 main:574] : INFO : Epoch 1685 | loss: 0.031181 | val_loss: 0.0311848 | Time: 4645.63 ms [2022-03-01 12:00:27 main:574] : INFO : Epoch 1686 | loss: 0.0311806 | val_loss: 0.0311848 | Time: 4618.99 ms [2022-03-01 12:00:31 main:574] : INFO : Epoch 1687 | loss: 0.0311799 | val_loss: 0.031183 | Time: 4650.14 ms [2022-03-01 12:00:36 main:574] : INFO : Epoch 1688 | loss: 0.0311787 | val_loss: 0.0311853 | Time: 4635.96 ms [2022-03-01 12:00:41 main:574] : INFO : Epoch 1689 | loss: 0.0311796 | val_loss: 0.0311858 | Time: 4617.61 ms [2022-03-01 12:00:46 main:574] : INFO : Epoch 1690 | loss: 0.0311819 | val_loss: 0.0311863 | Time: 4566.33 ms [2022-03-01 12:00:50 main:574] : INFO : Epoch 1691 | loss: 0.0311824 | val_loss: 0.0311883 | Time: 4626.56 ms [2022-03-01 12:00:55 main:574] : INFO : Epoch 1692 | loss: 0.0311815 | val_loss: 0.0311884 | Time: 4641.69 ms [2022-03-01 12:01:00 main:574] : INFO : Epoch 1693 | loss: 0.0311804 | val_loss: 0.0311901 | Time: 4564.2 ms [2022-03-01 12:01:05 main:574] : INFO : Epoch 1694 | loss: 0.0311817 | val_loss: 0.0311909 | Time: 4543.48 ms [2022-03-01 12:01:09 main:574] : INFO : Epoch 1695 | loss: 0.0311798 | val_loss: 0.0311898 | Time: 4564.14 ms [2022-03-01 12:01:14 main:574] : INFO : Epoch 1696 | loss: 0.0311814 | val_loss: 0.0311911 | Time: 4682.98 ms [2022-03-01 12:01:19 main:574] : INFO : Epoch 1697 | loss: 0.031181 | val_loss: 0.0311896 | Time: 4651.38 ms [2022-03-01 12:01:23 main:574] : INFO : Epoch 1698 | loss: 0.0311813 | val_loss: 0.0311905 | Time: 4557.7 ms [2022-03-01 12:01:28 main:574] : INFO : Epoch 1699 | loss: 0.0311822 | val_loss: 0.0311891 | Time: 4649.53 ms [2022-03-01 12:01:33 main:574] : INFO : Epoch 1700 | loss: 0.0311815 | val_loss: 0.0311862 | Time: 4657.66 ms [2022-03-01 12:01:38 main:574] : INFO : Epoch 1701 | loss: 0.03118 | val_loss: 0.0311876 | Time: 4615.76 ms [2022-03-01 12:01:43 main:574] : INFO : Epoch 1702 | loss: 0.0311804 | val_loss: 0.0311875 | Time: 4632.13 ms [2022-03-01 12:01:48 main:574] : INFO : Epoch 1703 | loss: 0.0311781 | val_loss: 0.031186 | Time: 4653.34 ms [2022-03-01 12:01:52 main:574] : INFO : Epoch 1704 | loss: 0.0311783 | val_loss: 0.0311907 | Time: 4639.51 ms [2022-03-01 12:01:57 main:574] : INFO : Epoch 1705 | loss: 0.0311791 | val_loss: 0.0311858 | Time: 4658.73 ms [2022-03-01 12:02:02 main:574] : INFO : Epoch 1706 | loss: 0.0311776 | val_loss: 0.0311847 | Time: 4631.08 ms [2022-03-01 12:02:07 main:574] : INFO : Epoch 1707 | loss: 0.0311773 | val_loss: 0.0311861 | Time: 4614.08 ms [2022-03-01 12:02:12 main:574] : INFO : Epoch 1708 | loss: 0.0311807 | val_loss: 0.0311895 | Time: 4628.66 ms [2022-03-01 12:02:16 main:574] : INFO : Epoch 1709 | loss: 0.0311926 | val_loss: 0.0312007 | Time: 4693.25 ms [2022-03-01 12:02:21 main:574] : INFO : Epoch 1710 | loss: 0.0311961 | val_loss: 0.0312004 | Time: 4603.17 ms [2022-03-01 12:02:26 main:574] : INFO : Epoch 1711 | loss: 0.0311957 | val_loss: 0.0312012 | Time: 4626.91 ms [2022-03-01 12:02:31 main:574] : INFO : Epoch 1712 | loss: 0.0311944 | val_loss: 0.0311984 | Time: 4620.69 ms [2022-03-01 12:02:35 main:574] : INFO : Epoch 1713 | loss: 0.0311929 | val_loss: 0.0311979 | Time: 4613.97 ms [2022-03-01 12:02:40 main:574] : INFO : Epoch 1714 | loss: 0.0311921 | val_loss: 0.0312029 | Time: 4575.56 ms [2022-03-01 12:02:45 main:574] : INFO : Epoch 1715 | loss: 0.0311939 | val_loss: 0.0311998 | Time: 4600.37 ms [2022-03-01 12:02:50 main:574] : INFO : Epoch 1716 | loss: 0.0311916 | val_loss: 0.0311992 | Time: 4576.29 ms [2022-03-01 12:02:54 main:574] : INFO : Epoch 1717 | loss: 0.0311912 | val_loss: 0.0312022 | Time: 4586.52 ms [2022-03-01 12:02:59 main:574] : INFO : Epoch 1718 | loss: 0.0311931 | val_loss: 0.0312066 | Time: 4627.32 ms [2022-03-01 12:03:04 main:574] : INFO : Epoch 1719 | loss: 0.0311921 | val_loss: 0.0312021 | Time: 4668.75 ms [2022-03-01 12:03:09 main:574] : INFO : Epoch 1720 | loss: 0.0311915 | val_loss: 0.0312003 | Time: 4648.52 ms [2022-03-01 12:03:14 main:574] : INFO : Epoch 1721 | loss: 0.0311902 | val_loss: 0.0311981 | Time: 4804.58 ms [2022-03-01 12:03:18 main:574] : INFO : Epoch 1722 | loss: 0.0311888 | val_loss: 0.0311989 | Time: 4595.93 ms [2022-03-01 12:03:23 main:574] : INFO : Epoch 1723 | loss: 0.0311895 | val_loss: 0.0311971 | Time: 4608.59 ms [2022-03-01 12:03:28 main:574] : INFO : Epoch 1724 | loss: 0.0311896 | val_loss: 0.0311977 | Time: 4680.66 ms [2022-03-01 12:03:33 main:574] : INFO : Epoch 1725 | loss: 0.0311886 | val_loss: 0.0312001 | Time: 4661.06 ms [2022-03-01 12:03:38 main:574] : INFO : Epoch 1726 | loss: 0.0311876 | val_loss: 0.0311992 | Time: 4636.24 ms [2022-03-01 12:03:42 main:574] : INFO : Epoch 1727 | loss: 0.0311873 | val_loss: 0.0311987 | Time: 4691.31 ms [2022-03-01 12:03:47 main:574] : INFO : Epoch 1728 | loss: 0.031187 | val_loss: 0.0311971 | Time: 4632.73 ms [2022-03-01 12:03:52 main:574] : INFO : Epoch 1729 | loss: 0.0311866 | val_loss: 0.0311968 | Time: 4575.65 ms [2022-03-01 12:03:56 main:574] : INFO : Epoch 1730 | loss: 0.0311864 | val_loss: 0.0311965 | Time: 4625.6 ms [2022-03-01 12:04:02 main:574] : INFO : Epoch 1731 | loss: 0.0311863 | val_loss: 0.0311963 | Time: 4583.67 ms [2022-03-01 12:04:06 main:574] : INFO : Epoch 1732 | loss: 0.0311875 | val_loss: 0.0311973 | Time: 4596.93 ms [2022-03-01 12:04:11 main:574] : INFO : Epoch 1733 | loss: 0.0311905 | val_loss: 0.0311981 | Time: 4602.35 ms [2022-03-01 12:04:16 main:574] : INFO : Epoch 1734 | loss: 0.0311895 | val_loss: 0.0311982 | Time: 4582.97 ms [2022-03-01 12:04:21 main:574] : INFO : Epoch 1735 | loss: 0.0311923 | val_loss: 0.0311996 | Time: 4640.75 ms [2022-03-01 12:04:25 main:574] : INFO : Epoch 1736 | loss: 0.0311894 | val_loss: 0.0311992 | Time: 4555.17 ms [2022-03-01 12:04:30 main:574] : INFO : Epoch 1737 | loss: 0.0311887 | val_loss: 0.0311981 | Time: 4597.48 ms [2022-03-01 12:04:35 main:574] : INFO : Epoch 1738 | loss: 0.0311913 | val_loss: 0.0311981 | Time: 4577.1 ms [2022-03-01 12:04:40 main:574] : INFO : Epoch 1739 | loss: 0.0311882 | val_loss: 0.0311988 | Time: 4573.74 ms [2022-03-01 12:04:44 main:574] : INFO : Epoch 1740 | loss: 0.031189 | val_loss: 0.0311988 | Time: 4611.79 ms [2022-03-01 12:04:49 main:574] : INFO : Epoch 1741 | loss: 0.0311886 | val_loss: 0.0311964 | Time: 4619.84 ms [2022-03-01 12:04:54 main:574] : INFO : Epoch 1742 | loss: 0.0311876 | val_loss: 0.0311973 | Time: 4702.37 ms [2022-03-01 12:04:59 main:574] : INFO : Epoch 1743 | loss: 0.0311879 | val_loss: 0.0312018 | Time: 4646.33 ms [2022-03-01 12:05:04 main:574] : INFO : Epoch 1744 | loss: 0.0311899 | val_loss: 0.031196 | Time: 4625.48 ms [2022-03-01 12:05:08 main:574] : INFO : Epoch 1745 | loss: 0.0311893 | val_loss: 0.0311973 | Time: 4630.49 ms [2022-03-01 12:05:13 main:574] : INFO : Epoch 1746 | loss: 0.0311887 | val_loss: 0.0311988 | Time: 4615.06 ms [2022-03-01 12:05:18 main:574] : INFO : Epoch 1747 | loss: 0.0311878 | val_loss: 0.0311957 | Time: 4566.34 ms [2022-03-01 12:05:23 main:574] : INFO : Epoch 1748 | loss: 0.0311875 | val_loss: 0.0311976 | Time: 4589.34 ms [2022-03-01 12:05:27 main:574] : INFO : Epoch 1749 | loss: 0.0311886 | val_loss: 0.0311986 | Time: 4617.89 ms [2022-03-01 12:05:32 main:574] : INFO : Epoch 1750 | loss: 0.0311891 | val_loss: 0.0311963 | Time: 4605.69 ms [2022-03-01 12:05:37 main:574] : INFO : Epoch 1751 | loss: 0.0311899 | val_loss: 0.0312017 | Time: 4586.28 ms [2022-03-01 12:05:42 main:574] : INFO : Epoch 1752 | loss: 0.0311871 | val_loss: 0.0311957 | Time: 4590.76 ms [2022-03-01 12:05:46 main:574] : INFO : Epoch 1753 | loss: 0.0311872 | val_loss: 0.0311966 | Time: 4677.94 ms [2022-03-01 12:05:51 main:574] : INFO : Epoch 1754 | loss: 0.0311885 | val_loss: 0.0311961 | Time: 4597 ms [2022-03-01 12:05:56 main:574] : INFO : Epoch 1755 | loss: 0.0311868 | val_loss: 0.0311956 | Time: 4654.35 ms [2022-03-01 12:06:01 main:574] : INFO : Epoch 1756 | loss: 0.0311867 | val_loss: 0.0311953 | Time: 4580.49 ms [2022-03-01 12:06:06 main:574] : INFO : Epoch 1757 | loss: 0.0311864 | val_loss: 0.0311961 | Time: 4588.69 ms [2022-03-01 12:06:10 main:574] : INFO : Epoch 1758 | loss: 0.031186 | val_loss: 0.0311954 | Time: 4577.86 ms [2022-03-01 12:06:15 main:574] : INFO : Epoch 1759 | loss: 0.0311859 | val_loss: 0.0311977 | Time: 4587.86 ms [2022-03-01 12:06:20 main:574] : INFO : Epoch 1760 | loss: 0.031186 | val_loss: 0.0311944 | Time: 4549.97 ms [2022-03-01 12:06:25 main:574] : INFO : Epoch 1761 | loss: 0.0311861 | val_loss: 0.0311948 | Time: 4625.05 ms [2022-03-01 12:06:29 main:574] : INFO : Epoch 1762 | loss: 0.0311851 | val_loss: 0.0311951 | Time: 4608.87 ms [2022-03-01 12:06:34 main:574] : INFO : Epoch 1763 | loss: 0.0311859 | val_loss: 0.0311981 | Time: 4622.36 ms [2022-03-01 12:06:39 main:574] : INFO : Epoch 1764 | loss: 0.0311867 | val_loss: 0.0311979 | Time: 4663.77 ms [2022-03-01 12:06:44 main:574] : INFO : Epoch 1765 | loss: 0.0311864 | val_loss: 0.0311967 | Time: 4630.27 ms [2022-03-01 12:06:49 main:574] : INFO : Epoch 1766 | loss: 0.0311859 | val_loss: 0.0311958 | Time: 4586.75 ms [2022-03-01 12:06:53 main:574] : INFO : Epoch 1767 | loss: 0.0311858 | val_loss: 0.0311941 | Time: 4597.9 ms [2022-03-01 12:06:58 main:574] : INFO : Epoch 1768 | loss: 0.0311826 | val_loss: 0.0311952 | Time: 4607.5 ms [2022-03-01 12:07:03 main:574] : INFO : Epoch 1769 | loss: 0.0311843 | val_loss: 0.0311965 | Time: 4630.19 ms [2022-03-01 12:07:08 main:574] : INFO : Epoch 1770 | loss: 0.0311834 | val_loss: 0.0311949 | Time: 4659.21 ms [2022-03-01 12:07:12 main:574] : INFO : Epoch 1771 | loss: 0.031184 | val_loss: 0.0311935 | Time: 4711.87 ms [2022-03-01 12:07:17 main:574] : INFO : Epoch 1772 | loss: 0.0311833 | val_loss: 0.0312049 | Time: 4708.53 ms [2022-03-01 12:07:22 main:574] : INFO : Epoch 1773 | loss: 0.0311854 | val_loss: 0.031198 | Time: 4651.28 ms [2022-03-01 12:07:27 main:574] : INFO : Epoch 1774 | loss: 0.0311829 | val_loss: 0.0311956 | Time: 4668.09 ms [2022-03-01 12:07:31 main:574] : INFO : Epoch 1775 | loss: 0.031187 | val_loss: 0.0312001 | Time: 4621.89 ms [2022-03-01 12:07:36 main:574] : INFO : Epoch 1776 | loss: 0.0311899 | val_loss: 0.0311954 | Time: 4609.13 ms [2022-03-01 12:07:41 main:574] : INFO : Epoch 1777 | loss: 0.0311887 | val_loss: 0.031197 | Time: 4660.53 ms [2022-03-01 12:07:46 main:574] : INFO : Epoch 1778 | loss: 0.0311904 | val_loss: 0.0311967 | Time: 4615.69 ms [2022-03-01 12:07:51 main:574] : INFO : Epoch 1779 | loss: 0.0311929 | val_loss: 0.0311962 | Time: 4611.99 ms [2022-03-01 12:07:55 main:574] : INFO : Epoch 1780 | loss: 0.0311909 | val_loss: 0.0311956 | Time: 4602.05 ms [2022-03-01 12:08:00 main:574] : INFO : Epoch 1781 | loss: 0.0311906 | val_loss: 0.0311976 | Time: 4567.65 ms [2022-03-01 12:08:05 main:574] : INFO : Epoch 1782 | loss: 0.0311895 | val_loss: 0.031197 | Time: 4575.07 ms [2022-03-01 12:08:10 main:574] : INFO : Epoch 1783 | loss: 0.0311893 | val_loss: 0.0311982 | Time: 4659.06 ms [2022-03-01 12:08:14 main:574] : INFO : Epoch 1784 | loss: 0.0311911 | val_loss: 0.031194 | Time: 4561.99 ms [2022-03-01 12:08:19 main:574] : INFO : Epoch 1785 | loss: 0.0311881 | val_loss: 0.0311927 | Time: 4652.22 ms [2022-03-01 12:08:24 main:574] : INFO : Epoch 1786 | loss: 0.0311868 | val_loss: 0.0311931 | Time: 4633.96 ms [2022-03-01 12:08:29 main:574] : INFO : Epoch 1787 | loss: 0.0311867 | val_loss: 0.0311926 | Time: 4555.05 ms [2022-03-01 12:08:33 main:574] : INFO : Epoch 1788 | loss: 0.031187 | val_loss: 0.0311932 | Time: 4558.93 ms [2022-03-01 12:08:38 main:574] : INFO : Epoch 1789 | loss: 0.0311871 | val_loss: 0.0311931 | Time: 4595.66 ms [2022-03-01 12:08:43 main:574] : INFO : Epoch 1790 | loss: 0.0311868 | val_loss: 0.0311942 | Time: 4591.26 ms [2022-03-01 12:08:48 main:574] : INFO : Epoch 1791 | loss: 0.0311866 | val_loss: 0.0311929 | Time: 4622.49 ms [2022-03-01 12:08:52 main:574] : INFO : Epoch 1792 | loss: 0.0311875 | val_loss: 0.0311931 | Time: 4636.09 ms [2022-03-01 12:08:57 main:574] : INFO : Epoch 1793 | loss: 0.031189 | val_loss: 0.0311978 | Time: 4578.95 ms [2022-03-01 12:09:02 main:574] : INFO : Epoch 1794 | loss: 0.0311868 | val_loss: 0.031197 | Time: 4641.74 ms [2022-03-01 12:09:07 main:574] : INFO : Epoch 1795 | loss: 0.0311862 | val_loss: 0.0311933 | Time: 4605.72 ms [2022-03-01 12:09:11 main:574] : INFO : Epoch 1796 | loss: 0.0311869 | val_loss: 0.0311962 | Time: 4657.4 ms [2022-03-01 12:09:16 main:574] : INFO : Epoch 1797 | loss: 0.0311862 | val_loss: 0.0311925 | Time: 4591.61 ms [2022-03-01 12:09:21 main:574] : INFO : Epoch 1798 | loss: 0.031185 | val_loss: 0.0311933 | Time: 4595.92 ms [2022-03-01 12:09:26 main:574] : INFO : Epoch 1799 | loss: 0.031185 | val_loss: 0.0311954 | Time: 4609.38 ms [2022-03-01 12:09:31 main:574] : INFO : Epoch 1800 | loss: 0.031186 | val_loss: 0.0311932 | Time: 4560.07 ms [2022-03-01 12:09:35 main:574] : INFO : Epoch 1801 | loss: 0.0311878 | val_loss: 0.0311983 | Time: 4570.92 ms [2022-03-01 12:09:40 main:574] : INFO : Epoch 1802 | loss: 0.0311914 | val_loss: 0.0311952 | Time: 4619.33 ms [2022-03-01 12:09:45 main:574] : INFO : Epoch 1803 | loss: 0.031189 | val_loss: 0.0312007 | Time: 4563.2 ms [2022-03-01 12:09:49 main:574] : INFO : Epoch 1804 | loss: 0.0311894 | val_loss: 0.0311942 | Time: 4644.65 ms [2022-03-01 12:09:54 main:574] : INFO : Epoch 1805 | loss: 0.0311875 | val_loss: 0.031193 | Time: 4648.1 ms [2022-03-01 12:09:59 main:574] : INFO : Epoch 1806 | loss: 0.0311866 | val_loss: 0.0311937 | Time: 4576.51 ms [2022-03-01 12:10:04 main:574] : INFO : Epoch 1807 | loss: 0.0311863 | val_loss: 0.0311924 | Time: 4599.98 ms [2022-03-01 12:10:09 main:574] : INFO : Epoch 1808 | loss: 0.0311868 | val_loss: 0.0311912 | Time: 4703.67 ms [2022-03-01 12:10:14 main:574] : INFO : Epoch 1809 | loss: 0.0311867 | val_loss: 0.0311943 | Time: 4650.73 ms [2022-03-01 12:10:18 main:574] : INFO : Epoch 1810 | loss: 0.0311872 | val_loss: 0.0311962 | Time: 4608.76 ms [2022-03-01 12:10:23 main:574] : INFO : Epoch 1811 | loss: 0.0311891 | val_loss: 0.0311972 | Time: 4642.92 ms [2022-03-01 12:10:28 main:574] : INFO : Epoch 1812 | loss: 0.0311919 | val_loss: 0.0311954 | Time: 4612.27 ms [2022-03-01 12:10:33 main:574] : INFO : Epoch 1813 | loss: 0.0311911 | val_loss: 0.0311972 | Time: 4606.1 ms [2022-03-01 12:10:37 main:574] : INFO : Epoch 1814 | loss: 0.0311895 | val_loss: 0.031195 | Time: 4631.6 ms [2022-03-01 12:10:42 main:574] : INFO : Epoch 1815 | loss: 0.0311901 | val_loss: 0.0311974 | Time: 4646.37 ms [2022-03-01 12:10:47 main:574] : INFO : Epoch 1816 | loss: 0.03119 | val_loss: 0.0311995 | Time: 4617.6 ms [2022-03-01 12:10:52 main:574] : INFO : Epoch 1817 | loss: 0.0311905 | val_loss: 0.0311977 | Time: 4604.19 ms [2022-03-01 12:10:56 main:574] : INFO : Epoch 1818 | loss: 0.0311879 | val_loss: 0.0311944 | Time: 4649.94 ms [2022-03-01 12:11:01 main:574] : INFO : Epoch 1819 | loss: 0.0311867 | val_loss: 0.0311963 | Time: 4570.18 ms [2022-03-01 12:11:06 main:574] : INFO : Epoch 1820 | loss: 0.0311859 | val_loss: 0.0311966 | Time: 4554.1 ms [2022-03-01 12:11:11 main:574] : INFO : Epoch 1821 | loss: 0.0311874 | val_loss: 0.0312018 | Time: 4639.84 ms [2022-03-01 12:11:15 main:574] : INFO : Epoch 1822 | loss: 0.0311873 | val_loss: 0.0311963 | Time: 4574.86 ms [2022-03-01 12:11:20 main:574] : INFO : Epoch 1823 | loss: 0.0311866 | val_loss: 0.0311959 | Time: 4605.99 ms [2022-03-01 12:11:25 main:574] : INFO : Epoch 1824 | loss: 0.0311858 | val_loss: 0.0311969 | Time: 4620.08 ms [2022-03-01 12:11:30 main:574] : INFO : Epoch 1825 | loss: 0.0311858 | val_loss: 0.0311964 | Time: 4659.84 ms [2022-03-01 12:11:35 main:574] : INFO : Epoch 1826 | loss: 0.0311851 | val_loss: 0.0311942 | Time: 4614.61 ms [2022-03-01 12:11:39 main:574] : INFO : Epoch 1827 | loss: 0.0311848 | val_loss: 0.0311951 | Time: 4631.21 ms [2022-03-01 12:11:44 main:574] : INFO : Epoch 1828 | loss: 0.0311842 | val_loss: 0.0311987 | Time: 4648.9 ms [2022-03-01 12:11:49 main:574] : INFO : Epoch 1829 | loss: 0.0311851 | val_loss: 0.0311939 | Time: 4589.51 ms [2022-03-01 12:11:54 main:574] : INFO : Epoch 1830 | loss: 0.0311861 | val_loss: 0.0311935 | Time: 4594.3 ms [2022-03-01 12:11:58 main:574] : INFO : Epoch 1831 | loss: 0.0311858 | val_loss: 0.0311965 | Time: 4602.09 ms [2022-03-01 12:12:03 main:574] : INFO : Epoch 1832 | loss: 0.0311874 | val_loss: 0.0312035 | Time: 4606.47 ms [2022-03-01 12:12:08 main:574] : INFO : Epoch 1833 | loss: 0.0311897 | val_loss: 0.0311954 | Time: 4593.96 ms [2022-03-01 12:12:13 main:574] : INFO : Epoch 1834 | loss: 0.0311892 | val_loss: 0.0311946 | Time: 4627.87 ms [2022-03-01 12:12:17 main:574] : INFO : Epoch 1835 | loss: 0.0311893 | val_loss: 0.0311946 | Time: 4588.4 ms [2022-03-01 12:12:22 main:574] : INFO : Epoch 1836 | loss: 0.0311896 | val_loss: 0.031195 | Time: 4617.31 ms [2022-03-01 12:12:27 main:574] : INFO : Epoch 1837 | loss: 0.0311865 | val_loss: 0.0311945 | Time: 4603.45 ms [2022-03-01 12:12:32 main:574] : INFO : Epoch 1838 | loss: 0.031186 | val_loss: 0.0311929 | Time: 4560.84 ms [2022-03-01 12:12:36 main:574] : INFO : Epoch 1839 | loss: 0.0311854 | val_loss: 0.0311924 | Time: 4581.29 ms [2022-03-01 12:12:41 main:574] : INFO : Epoch 1840 | loss: 0.0311846 | val_loss: 0.031194 | Time: 4569.72 ms [2022-03-01 12:12:46 main:574] : INFO : Epoch 1841 | loss: 0.0311846 | val_loss: 0.0311949 | Time: 4564.1 ms [2022-03-01 12:12:51 main:574] : INFO : Epoch 1842 | loss: 0.0311849 | val_loss: 0.0311943 | Time: 4585.07 ms [2022-03-01 12:12:56 main:574] : INFO : Epoch 1843 | loss: 0.0311849 | val_loss: 0.0311956 | Time: 4664.77 ms [2022-03-01 12:13:00 main:574] : INFO : Epoch 1844 | loss: 0.0311844 | val_loss: 0.0311961 | Time: 4622.36 ms [2022-03-01 12:13:05 main:574] : INFO : Epoch 1845 | loss: 0.0311856 | val_loss: 0.0311989 | Time: 4608.43 ms [2022-03-01 12:13:10 main:574] : INFO : Epoch 1846 | loss: 0.0311851 | val_loss: 0.0311972 | Time: 4580.53 ms [2022-03-01 12:13:15 main:574] : INFO : Epoch 1847 | loss: 0.0311834 | val_loss: 0.0311937 | Time: 4615.61 ms [2022-03-01 12:13:19 main:574] : INFO : Epoch 1848 | loss: 0.0311844 | val_loss: 0.0311929 | Time: 4620.21 ms [2022-03-01 12:13:24 main:574] : INFO : Epoch 1849 | loss: 0.0311848 | val_loss: 0.0311942 | Time: 4634.87 ms [2022-03-01 12:13:29 main:574] : INFO : Epoch 1850 | loss: 0.0311851 | val_loss: 0.0311981 | Time: 4653.4 ms [2022-03-01 12:13:34 main:574] : INFO : Epoch 1851 | loss: 0.0311865 | val_loss: 0.0311932 | Time: 4559.75 ms [2022-03-01 12:13:38 main:574] : INFO : Epoch 1852 | loss: 0.0311842 | val_loss: 0.0311951 | Time: 4613.09 ms [2022-03-01 12:13:43 main:574] : INFO : Epoch 1853 | loss: 0.0311841 | val_loss: 0.031192 | Time: 4630.64 ms [2022-03-01 12:13:48 main:574] : INFO : Epoch 1854 | loss: 0.0311839 | val_loss: 0.0311932 | Time: 4594.17 ms [2022-03-01 12:13:53 main:574] : INFO : Epoch 1855 | loss: 0.0311847 | val_loss: 0.0311941 | Time: 4587.69 ms [2022-03-01 12:13:57 main:574] : INFO : Epoch 1856 | loss: 0.0311831 | val_loss: 0.0311955 | Time: 4605.91 ms [2022-03-01 12:14:02 main:574] : INFO : Epoch 1857 | loss: 0.0311839 | val_loss: 0.0311946 | Time: 4573.86 ms [2022-03-01 12:14:07 main:574] : INFO : Epoch 1858 | loss: 0.031184 | val_loss: 0.0311935 | Time: 4621.95 ms [2022-03-01 12:14:12 main:574] : INFO : Epoch 1859 | loss: 0.0311846 | val_loss: 0.0311964 | Time: 4579.99 ms [2022-03-01 12:14:16 main:574] : INFO : Epoch 1860 | loss: 0.031184 | val_loss: 0.0311967 | Time: 4540.97 ms [2022-03-01 12:14:21 main:574] : INFO : Epoch 1861 | loss: 0.0311853 | val_loss: 0.0311962 | Time: 4570.58 ms [2022-03-01 12:14:26 main:574] : INFO : Epoch 1862 | loss: 0.0311845 | val_loss: 0.0311951 | Time: 4629.5 ms [2022-03-01 12:14:30 main:574] : INFO : Epoch 1863 | loss: 0.0311836 | val_loss: 0.0311942 | Time: 4647.82 ms [2022-03-01 12:14:35 main:574] : INFO : Epoch 1864 | loss: 0.0311833 | val_loss: 0.0311942 | Time: 4630.8 ms [2022-03-01 12:14:40 main:574] : INFO : Epoch 1865 | loss: 0.0311833 | val_loss: 0.0311943 | Time: 4624.28 ms [2022-03-01 12:14:45 main:574] : INFO : Epoch 1866 | loss: 0.0311832 | val_loss: 0.0311957 | Time: 4587.49 ms [2022-03-01 12:14:49 main:574] : INFO : Epoch 1867 | loss: 0.0311864 | val_loss: 0.0311972 | Time: 4588.69 ms [2022-03-01 12:14:54 main:574] : INFO : Epoch 1868 | loss: 0.0311839 | val_loss: 0.0311975 | Time: 4597.96 ms [2022-03-01 12:14:59 main:574] : INFO : Epoch 1869 | loss: 0.031184 | val_loss: 0.031195 | Time: 4560.19 ms [2022-03-01 12:15:04 main:574] : INFO : Epoch 1870 | loss: 0.0311832 | val_loss: 0.0311945 | Time: 4665.31 ms [2022-03-01 12:15:09 main:574] : INFO : Epoch 1871 | loss: 0.0311829 | val_loss: 0.0311941 | Time: 4658.5 ms [2022-03-01 12:15:13 main:574] : INFO : Epoch 1872 | loss: 0.0311835 | val_loss: 0.0311942 | Time: 4632.69 ms [2022-03-01 12:15:18 main:574] : INFO : Epoch 1873 | loss: 0.0311839 | val_loss: 0.0311949 | Time: 4590.97 ms [2022-03-01 12:15:23 main:574] : INFO : Epoch 1874 | loss: 0.031188 | val_loss: 0.0311965 | Time: 4689.2 ms [2022-03-01 12:15:28 main:574] : INFO : Epoch 1875 | loss: 0.031187 | val_loss: 0.0311944 | Time: 4609.11 ms [2022-03-01 12:15:33 main:574] : INFO : Epoch 1876 | loss: 0.0311862 | val_loss: 0.031194 | Time: 4601.06 ms [2022-03-01 12:15:37 main:574] : INFO : Epoch 1877 | loss: 0.0311852 | val_loss: 0.0311954 | Time: 4600.82 ms [2022-03-01 12:15:42 main:574] : INFO : Epoch 1878 | loss: 0.031185 | val_loss: 0.0311938 | Time: 4578.54 ms [2022-03-01 12:15:47 main:574] : INFO : Epoch 1879 | loss: 0.0311846 | val_loss: 0.0311939 | Time: 4569.44 ms [2022-03-01 12:15:51 main:574] : INFO : Epoch 1880 | loss: 0.0311851 | val_loss: 0.0311981 | Time: 4579.59 ms [2022-03-01 12:15:56 main:574] : INFO : Epoch 1881 | loss: 0.0311861 | val_loss: 0.0311929 | Time: 4586.11 ms [2022-03-01 12:16:01 main:574] : INFO : Epoch 1882 | loss: 0.0311875 | val_loss: 0.031196 | Time: 4629.24 ms [2022-03-01 12:16:06 main:574] : INFO : Epoch 1883 | loss: 0.0311853 | val_loss: 0.031195 | Time: 4566.92 ms [2022-03-01 12:16:10 main:574] : INFO : Epoch 1884 | loss: 0.0311847 | val_loss: 0.0311944 | Time: 4650.34 ms [2022-03-01 12:16:15 main:574] : INFO : Epoch 1885 | loss: 0.0311847 | val_loss: 0.0311945 | Time: 4662.24 ms [2022-03-01 12:16:20 main:574] : INFO : Epoch 1886 | loss: 0.0311846 | val_loss: 0.0311955 | Time: 4585.42 ms [2022-03-01 12:16:25 main:574] : INFO : Epoch 1887 | loss: 0.0311843 | val_loss: 0.0311935 | Time: 4635.05 ms [2022-03-01 12:16:30 main:574] : INFO : Epoch 1888 | loss: 0.0311857 | val_loss: 0.031194 | Time: 4592.9 ms [2022-03-01 12:16:34 main:574] : INFO : Epoch 1889 | loss: 0.0311857 | val_loss: 0.0311947 | Time: 4583.18 ms [2022-03-01 12:16:39 main:574] : INFO : Epoch 1890 | loss: 0.0311837 | val_loss: 0.0311952 | Time: 4619.71 ms [2022-03-01 12:16:44 main:574] : INFO : Epoch 1891 | loss: 0.031184 | val_loss: 0.0311947 | Time: 4568.52 ms [2022-03-01 12:16:49 main:574] : INFO : Epoch 1892 | loss: 0.0311852 | val_loss: 0.0311947 | Time: 4579.48 ms [2022-03-01 12:16:53 main:574] : INFO : Epoch 1893 | loss: 0.0311844 | val_loss: 0.031195 | Time: 4630.99 ms [2022-03-01 12:16:58 main:574] : INFO : Epoch 1894 | loss: 0.0311844 | val_loss: 0.0311958 | Time: 4587.46 ms [2022-03-01 12:17:03 main:574] : INFO : Epoch 1895 | loss: 0.0311846 | val_loss: 0.0311974 | Time: 4588.05 ms [2022-03-01 12:17:08 main:574] : INFO : Epoch 1896 | loss: 0.0311847 | val_loss: 0.0311963 | Time: 4619.74 ms [2022-03-01 12:17:13 main:574] : INFO : Epoch 1897 | loss: 0.0311839 | val_loss: 0.0311977 | Time: 4632.84 ms [2022-03-01 12:17:18 main:574] : INFO : Epoch 1898 | loss: 0.0311838 | val_loss: 0.0311969 | Time: 4612.16 ms [2022-03-01 12:17:22 main:574] : INFO : Epoch 1899 | loss: 0.031183 | val_loss: 0.0311975 | Time: 4574.5 ms [2022-03-01 12:17:27 main:574] : INFO : Epoch 1900 | loss: 0.0311838 | val_loss: 0.0311975 | Time: 4581.65 ms [2022-03-01 12:17:32 main:574] : INFO : Epoch 1901 | loss: 0.0311845 | val_loss: 0.0311954 | Time: 4584.81 ms [2022-03-01 12:17:36 main:574] : INFO : Epoch 1902 | loss: 0.0311848 | val_loss: 0.0311968 | Time: 4550.57 ms [2022-03-01 12:17:41 main:574] : INFO : Epoch 1903 | loss: 0.0311823 | val_loss: 0.0311963 | Time: 4627.4 ms [2022-03-01 12:17:46 main:574] : INFO : Epoch 1904 | loss: 0.0311831 | val_loss: 0.0311968 | Time: 4724.37 ms [2022-03-01 12:17:51 main:574] : INFO : Epoch 1905 | loss: 0.0311834 | val_loss: 0.0311957 | Time: 4592.92 ms [2022-03-01 12:17:56 main:574] : INFO : Epoch 1906 | loss: 0.0311847 | val_loss: 0.031195 | Time: 4595.91 ms [2022-03-01 12:18:00 main:574] : INFO : Epoch 1907 | loss: 0.0311838 | val_loss: 0.0311943 | Time: 4628.77 ms [2022-03-01 12:18:05 main:574] : INFO : Epoch 1908 | loss: 0.0311839 | val_loss: 0.0311952 | Time: 4616.89 ms [2022-03-01 12:18:10 main:574] : INFO : Epoch 1909 | loss: 0.0311839 | val_loss: 0.0311938 | Time: 4633.25 ms [2022-03-01 12:18:15 main:574] : INFO : Epoch 1910 | loss: 0.0311827 | val_loss: 0.0311964 | Time: 4596.54 ms [2022-03-01 12:18:20 main:574] : INFO : Epoch 1911 | loss: 0.0311855 | val_loss: 0.0311953 | Time: 4632.16 ms [2022-03-01 12:18:24 main:574] : INFO : Epoch 1912 | loss: 0.0311823 | val_loss: 0.031195 | Time: 4578.96 ms [2022-03-01 12:18:29 main:574] : INFO : Epoch 1913 | loss: 0.0311836 | val_loss: 0.0311938 | Time: 4620.4 ms [2022-03-01 12:18:34 main:574] : INFO : Epoch 1914 | loss: 0.0311822 | val_loss: 0.0311962 | Time: 4585 ms [2022-03-01 12:18:38 main:574] : INFO : Epoch 1915 | loss: 0.0311814 | val_loss: 0.0311933 | Time: 4633.17 ms [2022-03-01 12:18:43 main:574] : INFO : Epoch 1916 | loss: 0.0311815 | val_loss: 0.0311944 | Time: 4624.03 ms [2022-03-01 12:18:48 main:574] : INFO : Epoch 1917 | loss: 0.0311812 | val_loss: 0.0311978 | Time: 4582.99 ms [2022-03-01 12:18:53 main:574] : INFO : Epoch 1918 | loss: 0.0311819 | val_loss: 0.0311936 | Time: 4606.75 ms [2022-03-01 12:18:57 main:574] : INFO : Epoch 1919 | loss: 0.0311809 | val_loss: 0.0311953 | Time: 4609.03 ms [2022-03-01 12:19:02 main:574] : INFO : Epoch 1920 | loss: 0.0311825 | val_loss: 0.0312 | Time: 4568.15 ms [2022-03-01 12:19:07 main:574] : INFO : Epoch 1921 | loss: 0.031182 | val_loss: 0.0311954 | Time: 4564.85 ms [2022-03-01 12:19:12 main:574] : INFO : Epoch 1922 | loss: 0.0311817 | val_loss: 0.0311955 | Time: 4542.13 ms [2022-03-01 12:19:16 main:574] : INFO : Epoch 1923 | loss: 0.0311808 | val_loss: 0.0311925 | Time: 4637.08 ms [2022-03-01 12:19:21 main:574] : INFO : Epoch 1924 | loss: 0.0311816 | val_loss: 0.0311921 | Time: 4580.12 ms [2022-03-01 12:19:26 main:574] : INFO : Epoch 1925 | loss: 0.0311865 | val_loss: 0.0311985 | Time: 4603.33 ms [2022-03-01 12:19:31 main:574] : INFO : Epoch 1926 | loss: 0.0311886 | val_loss: 0.0311953 | Time: 4637.69 ms [2022-03-01 12:19:36 main:574] : INFO : Epoch 1927 | loss: 0.0311849 | val_loss: 0.0311965 | Time: 4606.57 ms [2022-03-01 12:19:40 main:574] : INFO : Epoch 1928 | loss: 0.0311868 | val_loss: 0.0311943 | Time: 4569.35 ms [2022-03-01 12:19:45 main:574] : INFO : Epoch 1929 | loss: 0.0311865 | val_loss: 0.0312063 | Time: 4615.17 ms [2022-03-01 12:19:50 main:574] : INFO : Epoch 1930 | loss: 0.0311874 | val_loss: 0.0311967 | Time: 4619.36 ms [2022-03-01 12:19:54 main:574] : INFO : Epoch 1931 | loss: 0.0311838 | val_loss: 0.0311922 | Time: 4567.29 ms [2022-03-01 12:19:59 main:574] : INFO : Epoch 1932 | loss: 0.0311848 | val_loss: 0.0311931 | Time: 4573.01 ms [2022-03-01 12:20:04 main:574] : INFO : Epoch 1933 | loss: 0.0311847 | val_loss: 0.0311927 | Time: 4607.08 ms [2022-03-01 12:20:09 main:574] : INFO : Epoch 1934 | loss: 0.0311847 | val_loss: 0.031194 | Time: 4571.22 ms [2022-03-01 12:20:13 main:574] : INFO : Epoch 1935 | loss: 0.0311855 | val_loss: 0.0311934 | Time: 4644.84 ms [2022-03-01 12:20:18 main:574] : INFO : Epoch 1936 | loss: 0.0311847 | val_loss: 0.0311947 | Time: 4657.9 ms [2022-03-01 12:20:23 main:574] : INFO : Epoch 1937 | loss: 0.0311851 | val_loss: 0.031194 | Time: 4593.75 ms [2022-03-01 12:20:28 main:574] : INFO : Epoch 1938 | loss: 0.0311842 | val_loss: 0.0311928 | Time: 4645.9 ms [2022-03-01 12:20:33 main:574] : INFO : Epoch 1939 | loss: 0.0311835 | val_loss: 0.0311933 | Time: 4540.99 ms [2022-03-01 12:20:37 main:574] : INFO : Epoch 1940 | loss: 0.031184 | val_loss: 0.0311929 | Time: 4580.45 ms [2022-03-01 12:20:42 main:574] : INFO : Epoch 1941 | loss: 0.0311837 | val_loss: 0.0311945 | Time: 4588.11 ms [2022-03-01 12:20:47 main:574] : INFO : Epoch 1942 | loss: 0.0311862 | val_loss: 0.0311938 | Time: 4610.39 ms [2022-03-01 12:20:51 main:574] : INFO : Epoch 1943 | loss: 0.0311867 | val_loss: 0.0311979 | Time: 4602.46 ms [2022-03-01 12:20:56 main:574] : INFO : Epoch 1944 | loss: 0.0311913 | val_loss: 0.0311964 | Time: 4597.56 ms [2022-03-01 12:21:01 main:574] : INFO : Epoch 1945 | loss: 0.0311895 | val_loss: 0.0311956 | Time: 4614.07 ms [2022-03-01 12:21:06 main:574] : INFO : Epoch 1946 | loss: 0.0311911 | val_loss: 0.0311956 | Time: 4575.74 ms [2022-03-01 12:21:10 main:574] : INFO : Epoch 1947 | loss: 0.0311887 | val_loss: 0.0311961 | Time: 4649.95 ms [2022-03-01 12:21:15 main:574] : INFO : Epoch 1948 | loss: 0.0311889 | val_loss: 0.0311967 | Time: 4602.43 ms [2022-03-01 12:21:20 main:574] : INFO : Epoch 1949 | loss: 0.0311904 | val_loss: 0.031198 | Time: 4612.37 ms [2022-03-01 12:21:25 main:574] : INFO : Epoch 1950 | loss: 0.0311905 | val_loss: 0.031198 | Time: 4616 ms [2022-03-01 12:21:30 main:574] : INFO : Epoch 1951 | loss: 0.0311945 | val_loss: 0.0311966 | Time: 4619.92 ms [2022-03-01 12:21:34 main:574] : INFO : Epoch 1952 | loss: 0.0311917 | val_loss: 0.0311985 | Time: 4605.56 ms [2022-03-01 12:21:40 main:574] : INFO : Epoch 1953 | loss: 0.0311899 | val_loss: 0.0312004 | Time: 4710.39 ms [2022-03-01 12:21:45 main:574] : INFO : Epoch 1954 | loss: 0.0311912 | val_loss: 0.0312 | Time: 4601.74 ms [2022-03-01 12:21:50 main:574] : INFO : Epoch 1955 | loss: 0.0311899 | val_loss: 0.0311974 | Time: 4645.14 ms [2022-03-01 12:21:55 main:574] : INFO : Epoch 1956 | loss: 0.0311891 | val_loss: 0.0311969 | Time: 4558.66 ms [2022-03-01 12:21:59 main:574] : INFO : Epoch 1957 | loss: 0.0311878 | val_loss: 0.031199 | Time: 4641.28 ms [2022-03-01 12:22:04 main:574] : INFO : Epoch 1958 | loss: 0.0311871 | val_loss: 0.0311948 | Time: 4568.28 ms [2022-03-01 12:22:09 main:574] : INFO : Epoch 1959 | loss: 0.0311865 | val_loss: 0.0311978 | Time: 4565.16 ms [2022-03-01 12:22:14 main:574] : INFO : Epoch 1960 | loss: 0.0311875 | val_loss: 0.0311978 | Time: 4611.02 ms [2022-03-01 12:22:18 main:574] : INFO : Epoch 1961 | loss: 0.0311885 | val_loss: 0.0311964 | Time: 4627.68 ms [2022-03-01 12:22:23 main:574] : INFO : Epoch 1962 | loss: 0.0311864 | val_loss: 0.0311948 | Time: 4589.72 ms [2022-03-01 12:22:28 main:574] : INFO : Epoch 1963 | loss: 0.0311872 | val_loss: 0.0311982 | Time: 4613.75 ms [2022-03-01 12:22:33 main:574] : INFO : Epoch 1964 | loss: 0.0311871 | val_loss: 0.031195 | Time: 4557.62 ms [2022-03-01 12:22:37 main:574] : INFO : Epoch 1965 | loss: 0.0311889 | val_loss: 0.0311971 | Time: 4560.4 ms [2022-03-01 12:22:42 main:574] : INFO : Epoch 1966 | loss: 0.0311881 | val_loss: 0.0311961 | Time: 4626.67 ms [2022-03-01 12:22:47 main:574] : INFO : Epoch 1967 | loss: 0.0311864 | val_loss: 0.0311944 | Time: 4561.56 ms [2022-03-01 12:22:51 main:574] : INFO : Epoch 1968 | loss: 0.0311866 | val_loss: 0.0311976 | Time: 4602.61 ms [2022-03-01 12:22:56 main:574] : INFO : Epoch 1969 | loss: 0.031188 | val_loss: 0.0311976 | Time: 4601.53 ms [2022-03-01 12:23:01 main:574] : INFO : Epoch 1970 | loss: 0.0311859 | val_loss: 0.0311938 | Time: 4627.57 ms [2022-03-01 12:23:06 main:574] : INFO : Epoch 1971 | loss: 0.0311848 | val_loss: 0.0311978 | Time: 4690.44 ms [2022-03-01 12:23:11 main:574] : INFO : Epoch 1972 | loss: 0.0311851 | val_loss: 0.0311956 | Time: 4576.88 ms [2022-03-01 12:23:15 main:574] : INFO : Epoch 1973 | loss: 0.0311858 | val_loss: 0.0312005 | Time: 4615.08 ms [2022-03-01 12:23:20 main:574] : INFO : Epoch 1974 | loss: 0.0311862 | val_loss: 0.0311943 | Time: 4572.74 ms [2022-03-01 12:23:25 main:574] : INFO : Epoch 1975 | loss: 0.0311849 | val_loss: 0.0311941 | Time: 4596.71 ms [2022-03-01 12:23:30 main:574] : INFO : Epoch 1976 | loss: 0.0311852 | val_loss: 0.0311933 | Time: 4661.82 ms [2022-03-01 12:23:34 main:574] : INFO : Epoch 1977 | loss: 0.0311854 | val_loss: 0.0311947 | Time: 4723.83 ms [2022-03-01 12:23:39 main:574] : INFO : Epoch 1978 | loss: 0.0311855 | val_loss: 0.0311927 | Time: 4598.47 ms [2022-03-01 12:23:44 main:574] : INFO : Epoch 1979 | loss: 0.0311852 | val_loss: 0.0311942 | Time: 4618.36 ms [2022-03-01 12:23:49 main:574] : INFO : Epoch 1980 | loss: 0.0311858 | val_loss: 0.0311946 | Time: 4626.25 ms [2022-03-01 12:23:53 main:574] : INFO : Epoch 1981 | loss: 0.0311867 | val_loss: 0.031195 | Time: 4552.15 ms [2022-03-01 12:23:58 main:574] : INFO : Epoch 1982 | loss: 0.0311875 | val_loss: 0.0311996 | Time: 4612.36 ms [2022-03-01 12:24:03 main:574] : INFO : Epoch 1983 | loss: 0.0311887 | val_loss: 0.0311979 | Time: 4544.79 ms [2022-03-01 12:24:08 main:574] : INFO : Epoch 1984 | loss: 0.03119 | val_loss: 0.0311976 | Time: 4638.38 ms [2022-03-01 12:24:12 main:574] : INFO : Epoch 1985 | loss: 0.0311929 | val_loss: 0.0311988 | Time: 4579.33 ms [2022-03-01 12:24:17 main:574] : INFO : Epoch 1986 | loss: 0.0311978 | val_loss: 0.0312209 | Time: 4555.73 ms [2022-03-01 12:24:22 main:574] : INFO : Epoch 1987 | loss: 0.0311992 | val_loss: 0.0312072 | Time: 4580.3 ms [2022-03-01 12:24:27 main:574] : INFO : Epoch 1988 | loss: 0.0311914 | val_loss: 0.0312 | Time: 4607.73 ms [2022-03-01 12:24:31 main:574] : INFO : Epoch 1989 | loss: 0.0311906 | val_loss: 0.0311985 | Time: 4566.17 ms [2022-03-01 12:24:36 main:574] : INFO : Epoch 1990 | loss: 0.0311905 | val_loss: 0.0311992 | Time: 4625.46 ms [2022-03-01 12:24:41 main:574] : INFO : Epoch 1991 | loss: 0.0311906 | val_loss: 0.0311984 | Time: 4601.82 ms [2022-03-01 12:24:46 main:574] : INFO : Epoch 1992 | loss: 0.0311921 | val_loss: 0.0311969 | Time: 4630.19 ms [2022-03-01 12:24:50 main:574] : INFO : Epoch 1993 | loss: 0.0311909 | val_loss: 0.0311976 | Time: 4633.14 ms [2022-03-01 12:24:55 main:574] : INFO : Epoch 1994 | loss: 0.0311908 | val_loss: 0.0312018 | Time: 4631.25 ms [2022-03-01 12:25:00 main:574] : INFO : Epoch 1995 | loss: 0.0311919 | val_loss: 0.0311966 | Time: 4631.59 ms [2022-03-01 12:25:05 main:574] : INFO : Epoch 1996 | loss: 0.0311901 | val_loss: 0.0311966 | Time: 4663.78 ms [2022-03-01 12:25:10 main:574] : INFO : Epoch 1997 | loss: 0.031189 | val_loss: 0.0311967 | Time: 4627.77 ms [2022-03-01 12:25:14 main:574] : INFO : Epoch 1998 | loss: 0.0311896 | val_loss: 0.0312015 | Time: 4615.48 ms [2022-03-01 12:25:19 main:574] : INFO : Epoch 1999 | loss: 0.0311891 | val_loss: 0.0311957 | Time: 4628.22 ms [2022-03-01 12:25:24 main:574] : INFO : Epoch 2000 | loss: 0.0311904 | val_loss: 0.0311961 | Time: 4582.13 ms [2022-03-01 12:25:29 main:574] : INFO : Epoch 2001 | loss: 0.0311908 | val_loss: 0.0311992 | Time: 4624.44 ms [2022-03-01 12:25:33 main:574] : INFO : Epoch 2002 | loss: 0.0311919 | val_loss: 0.0311956 | Time: 4579.67 ms [2022-03-01 12:25:38 main:574] : INFO : Epoch 2003 | loss: 0.0311915 | val_loss: 0.0311984 | Time: 4615.86 ms [2022-03-01 12:25:43 main:574] : INFO : Epoch 2004 | loss: 0.0311936 | val_loss: 0.0312039 | Time: 4597.05 ms [2022-03-01 12:25:48 main:574] : INFO : Epoch 2005 | loss: 0.0311939 | val_loss: 0.0311976 | Time: 4590.96 ms [2022-03-01 12:25:53 main:574] : INFO : Epoch 2006 | loss: 0.0311941 | val_loss: 0.0311995 | Time: 4585.54 ms [2022-03-01 12:25:57 main:574] : INFO : Epoch 2007 | loss: 0.0311946 | val_loss: 0.0311984 | Time: 4593.61 ms [2022-03-01 12:26:02 main:574] : INFO : Epoch 2008 | loss: 0.0311917 | val_loss: 0.0312014 | Time: 4590.8 ms [2022-03-01 12:26:07 main:574] : INFO : Epoch 2009 | loss: 0.0311923 | val_loss: 0.0311955 | Time: 4641.49 ms [2022-03-01 12:26:11 main:574] : INFO : Epoch 2010 | loss: 0.0311903 | val_loss: 0.0311964 | Time: 4664.44 ms [2022-03-01 12:26:16 main:574] : INFO : Epoch 2011 | loss: 0.0311905 | val_loss: 0.0311976 | Time: 4594.37 ms [2022-03-01 12:26:21 main:574] : INFO : Epoch 2012 | loss: 0.0311924 | val_loss: 0.0311945 | Time: 4618.85 ms [2022-03-01 12:26:26 main:574] : INFO : Epoch 2013 | loss: 0.03119 | val_loss: 0.0311945 | Time: 4576.62 ms [2022-03-01 12:26:31 main:574] : INFO : Epoch 2014 | loss: 0.031191 | val_loss: 0.0311956 | Time: 4619.59 ms [2022-03-01 12:26:35 main:574] : INFO : Epoch 2015 | loss: 0.0311923 | val_loss: 0.0311991 | Time: 4606.34 ms [2022-03-01 12:26:40 main:574] : INFO : Epoch 2016 | loss: 0.0311931 | val_loss: 0.0311973 | Time: 4595.95 ms [2022-03-01 12:26:45 main:574] : INFO : Epoch 2017 | loss: 0.0311914 | val_loss: 0.0311995 | Time: 4634.47 ms [2022-03-01 12:26:50 main:574] : INFO : Epoch 2018 | loss: 0.0311936 | val_loss: 0.0311957 | Time: 4599.64 ms [2022-03-01 12:26:54 main:574] : INFO : Epoch 2019 | loss: 0.0311926 | val_loss: 0.031196 | Time: 4672.84 ms [2022-03-01 12:26:59 main:574] : INFO : Epoch 2020 | loss: 0.0311902 | val_loss: 0.0311962 | Time: 4579.83 ms [2022-03-01 12:27:04 main:574] : INFO : Epoch 2021 | loss: 0.0311901 | val_loss: 0.0311963 | Time: 4614.21 ms [2022-03-01 12:27:10 main:574] : INFO : Epoch 2022 | loss: 0.0311906 | val_loss: 0.0311961 | Time: 4654.58 ms [2022-03-01 12:27:15 main:574] : INFO : Epoch 2023 | loss: 0.0311892 | val_loss: 0.0311954 | Time: 4630.02 ms [2022-03-01 12:27:20 main:574] : INFO : Epoch 2024 | loss: 0.0311887 | val_loss: 0.0311945 | Time: 4601.33 ms [2022-03-01 12:27:25 main:574] : INFO : Epoch 2025 | loss: 0.0311887 | val_loss: 0.0311944 | Time: 4648.49 ms [2022-03-01 12:27:30 main:574] : INFO : Epoch 2026 | loss: 0.0311882 | val_loss: 0.0311945 | Time: 4625.66 ms [2022-03-01 12:27:34 main:574] : INFO : Epoch 2027 | loss: 0.0311874 | val_loss: 0.0311938 | Time: 4623.93 ms [2022-03-01 12:27:39 main:574] : INFO : Epoch 2028 | loss: 0.0311874 | val_loss: 0.0311942 | Time: 4635.72 ms [2022-03-01 12:27:44 main:574] : INFO : Epoch 2029 | loss: 0.0311877 | val_loss: 0.0311943 | Time: 4618.58 ms [2022-03-01 12:27:48 main:574] : INFO : Epoch 2030 | loss: 0.0311881 | val_loss: 0.0311945 | Time: 4541.52 ms [2022-03-01 12:27:53 main:574] : INFO : Epoch 2031 | loss: 0.0311874 | val_loss: 0.0311953 | Time: 4573.92 ms [2022-03-01 12:27:58 main:574] : INFO : Epoch 2032 | loss: 0.031189 | val_loss: 0.0311945 | Time: 4544.98 ms [2022-03-01 12:28:03 main:574] : INFO : Epoch 2033 | loss: 0.0311893 | val_loss: 0.0311946 | Time: 4564.98 ms [2022-03-01 12:28:07 main:574] : INFO : Epoch 2034 | loss: 0.0311888 | val_loss: 0.0311953 | Time: 4581 ms [2022-03-01 12:28:12 main:574] : INFO : Epoch 2035 | loss: 0.0311914 | val_loss: 0.0312022 | Time: 4621.27 ms [2022-03-01 12:28:18 main:574] : INFO : Epoch 2036 | loss: 0.0311904 | val_loss: 0.0311943 | Time: 4628.74 ms [2022-03-01 12:28:22 main:574] : INFO : Epoch 2037 | loss: 0.0311883 | val_loss: 0.0311972 | Time: 4627.71 ms [2022-03-01 12:28:27 main:574] : INFO : Epoch 2038 | loss: 0.0311899 | val_loss: 0.0311954 | Time: 4587.22 ms [2022-03-01 12:28:32 main:574] : INFO : Epoch 2039 | loss: 0.0311893 | val_loss: 0.0312016 | Time: 4647.64 ms [2022-03-01 12:28:37 main:574] : INFO : Epoch 2040 | loss: 0.0311889 | val_loss: 0.0311956 | Time: 4675.45 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 930MX) [2022-03-01 15:56:50 main:435] : INFO : Set logging level to 1 [2022-03-01 15:56:50 main:441] : INFO : Running in BOINC Client mode [2022-03-01 15:56:50 main:444] : INFO : Resolving all filenames [2022-03-01 15:56:50 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-01 15:56:50 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-01 15:56:50 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-01 15:56:50 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-01 15:56:50 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-01 15:56:50 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-01 15:56:51 main:474] : INFO : Configuration: [2022-03-01 15:56:51 main:475] : INFO : Model type: GRU [2022-03-01 15:56:51 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-01 15:56:51 main:477] : INFO : Max Epochs: 2048 [2022-03-01 15:56:51 main:478] : INFO : Batch Size: 128 [2022-03-01 15:56:51 main:479] : INFO : Learning Rate: 0.01 [2022-03-01 15:56:51 main:480] : INFO : Patience: 10 [2022-03-01 15:56:51 main:481] : INFO : Hidden Width: 12 [2022-03-01 15:56:51 main:482] : INFO : # Recurrent Layers: 4 [2022-03-01 15:56:51 main:483] : INFO : # Backend Layers: 4 [2022-03-01 15:56:51 main:484] : INFO : # Threads: 1 [2022-03-01 15:56:51 main:486] : INFO : Preparing Dataset [2022-03-01 15:56:51 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-01 15:56:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-01 15:56:58 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-01 15:56:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-01 15:56:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-01 15:56:59 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-01 15:56:59 main:494] : INFO : Creating Model [2022-03-01 15:56:59 main:507] : INFO : Preparing config file [2022-03-01 15:57:00 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-01 15:57:00 main:512] : INFO : Loading config [2022-03-01 15:57:00 main:514] : INFO : Loading state [2022-03-01 15:57:02 main:559] : INFO : Loading DataLoader into Memory [2022-03-01 15:57:02 main:562] : INFO : Starting Training [2022-03-01 15:57:08 main:574] : INFO : Epoch 2035 | loss: 0.0312166 | val_loss: 0.0312032 | Time: 5913.61 ms [2022-03-01 15:57:13 main:574] : INFO : Epoch 2036 | loss: 0.0311914 | val_loss: 0.0311933 | Time: 4643.29 ms [2022-03-01 15:57:18 main:574] : INFO : Epoch 2037 | loss: 0.0311895 | val_loss: 0.0311935 | Time: 4798.05 ms [2022-03-01 15:57:23 main:574] : INFO : Epoch 2038 | loss: 0.0311908 | val_loss: 0.0311939 | Time: 4959.21 ms [2022-03-01 15:57:28 main:574] : INFO : Epoch 2039 | loss: 0.031191 | val_loss: 0.0311957 | Time: 5021.32 ms [2022-03-01 15:57:33 main:574] : INFO : Epoch 2040 | loss: 0.0311901 | val_loss: 0.0311952 | Time: 4943.66 ms [2022-03-01 15:57:40 main:574] : INFO : Epoch 2041 | loss: 0.0311895 | val_loss: 0.0311947 | Time: 6230.71 ms [2022-03-01 15:57:44 main:574] : INFO : Epoch 2042 | loss: 0.0311895 | val_loss: 0.0311945 | Time: 4633.34 ms [2022-03-01 15:57:49 main:574] : INFO : Epoch 2043 | loss: 0.0311912 | val_loss: 0.0311923 | Time: 4898.38 ms [2022-03-01 15:57:55 main:574] : INFO : Epoch 2044 | loss: 0.0311903 | val_loss: 0.0311914 | Time: 4726.76 ms [2022-03-01 15:57:59 main:574] : INFO : Epoch 2045 | loss: 0.0311891 | val_loss: 0.0311912 | Time: 4569.35 ms [2022-03-01 15:58:05 main:574] : INFO : Epoch 2046 | loss: 0.0311902 | val_loss: 0.0311935 | Time: 4925.9 ms [2022-03-01 15:58:09 main:574] : INFO : Epoch 2047 | loss: 0.0311879 | val_loss: 0.0311911 | Time: 4652.73 ms [2022-03-01 15:58:15 main:574] : INFO : Epoch 2048 | loss: 0.0311879 | val_loss: 0.0311903 | Time: 4975.1 ms [2022-03-01 15:58:15 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311903 [2022-03-01 15:58:15 main:603] : INFO : Saving end state to config to file [2022-03-01 15:58:15 main:608] : INFO : Success, exiting.. 15:58:15 (14716): 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)