Task 9737637
| Name | ParityModified-1636182057-30693-2-0_4 |
| Workunit | 6536151 |
| Created | 13 Dec 2021, 1:22:33 UTC |
| Sent | 13 Dec 2021, 2:30:40 UTC |
| Report deadline | 21 Dec 2021, 2:30:40 UTC |
| Received | 13 Dec 2021, 8:17:51 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8632 |
| Run time | 1 hours 1 min 11 sec |
| CPU time | 58 min 50 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 3,069.52 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.30 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 21-12-12 21:26:22 main:574] : INFO : Epoch 1573 | loss: 0.0311804 | val_loss: 0.0311873 | Time: 1778.17 ms [2021-12-12 21:26:24 main:574] : INFO : Epoch 1574 | loss: 0.031181 | val_loss: 0.031187 | Time: 1500.96 ms [2021-12-12 21:26:26 main:574] : INFO : Epoch 1575 | loss: 0.0311795 | val_loss: 0.0311963 | Time: 1870.12 ms [2021-12-12 21:26:28 main:574] : INFO : Epoch 1576 | loss: 0.0311805 | val_loss: 0.0311883 | Time: 1685.5 ms [2021-12-12 21:26:29 main:574] : INFO : Epoch 1577 | loss: 0.0311829 | val_loss: 0.0311932 | Time: 1586.34 ms [2021-12-12 21:26:31 main:574] : INFO : Epoch 1578 | loss: 0.0311825 | val_loss: 0.0311876 | Time: 1909.81 ms [2021-12-12 21:26:33 main:574] : INFO : Epoch 1579 | loss: 0.0311788 | val_loss: 0.0311872 | Time: 1588.58 ms [2021-12-12 21:26:34 main:574] : INFO : Epoch 1580 | loss: 0.0311779 | val_loss: 0.0311874 | Time: 1641.39 ms [2021-12-12 21:26:36 main:574] : INFO : Epoch 1581 | loss: 0.0311792 | val_loss: 0.031187 | Time: 1942.52 ms [2021-12-12 21:26:38 main:574] : INFO : Epoch 1582 | loss: 0.0311787 | val_loss: 0.0311866 | Time: 1535.99 ms [2021-12-12 21:26:40 main:574] : INFO : Epoch 1583 | loss: 0.0311777 | val_loss: 0.0311869 | Time: 1753.39 ms [2021-12-12 21:26:42 main:574] : INFO : Epoch 1584 | loss: 0.0311779 | val_loss: 0.0311873 | Time: 1890.99 ms [2021-12-12 21:26:43 main:574] : INFO : Epoch 1585 | loss: 0.0311804 | val_loss: 0.031186 | Time: 1460.84 ms [2021-12-12 21:26:45 main:574] : INFO : Epoch 1586 | loss: 0.0311799 | val_loss: 0.0311846 | Time: 1876.09 ms [2021-12-12 21:26:47 main:574] : INFO : Epoch 1587 | loss: 0.0311809 | val_loss: 0.0311855 | Time: 1905.43 ms [2021-12-12 21:26:49 main:574] : INFO : Epoch 1588 | loss: 0.0311805 | val_loss: 0.0311863 | Time: 1372.95 ms [2021-12-12 21:26:50 main:574] : INFO : Epoch 1589 | loss: 0.03118 | val_loss: 0.0311861 | Time: 1831.92 ms [2021-12-12 21:26:52 main:574] : INFO : Epoch 1590 | loss: 0.0311782 | val_loss: 0.0311864 | Time: 1846.21 ms [2021-12-12 21:26:54 main:574] : INFO : Epoch 1591 | loss: 0.0311791 | val_loss: 0.0311851 | Time: 1476.07 ms [2021-12-12 21:26:56 main:574] : INFO : Epoch 1592 | loss: 0.0311783 | val_loss: 0.0311859 | Time: 1867.72 ms [2021-12-12 21:26:58 main:574] : INFO : Epoch 1593 | loss: 0.0311781 | val_loss: 0.0311858 | Time: 1760.28 ms [2021-12-12 21:26:59 main:574] : INFO : Epoch 1594 | loss: 0.0311787 | val_loss: 0.0311863 | Time: 1551.88 ms [2021-12-12 21:27:01 main:574] : INFO : Epoch 1595 | loss: 0.0311781 | val_loss: 0.0311864 | Time: 1924.83 ms [2021-12-12 21:27:03 main:574] : INFO : Epoch 1596 | loss: 0.0311827 | val_loss: 0.0311902 | Time: 1616.59 ms [2021-12-12 21:27:04 main:574] : INFO : Epoch 1597 | loss: 0.0311892 | val_loss: 0.0311886 | Time: 1619.95 ms [2021-12-12 21:27:06 main:574] : INFO : Epoch 1598 | loss: 0.0311876 | val_loss: 0.0311883 | Time: 1951.59 ms [2021-12-12 21:27:08 main:574] : INFO : Epoch 1599 | loss: 0.0311867 | val_loss: 0.031187 | Time: 1549.01 ms [2021-12-12 21:27:10 main:574] : INFO : Epoch 1600 | loss: 0.0311854 | val_loss: 0.0311868 | Time: 1722.24 ms [2021-12-12 21:27:12 main:574] : INFO : Epoch 1601 | loss: 0.031185 | val_loss: 0.0311859 | Time: 1897.79 ms [2021-12-12 21:27:13 main:574] : INFO : Epoch 1602 | loss: 0.0311842 | val_loss: 0.0311869 | Time: 1466.6 ms [2021-12-12 21:27:15 main:574] : INFO : Epoch 1603 | loss: 0.0311838 | val_loss: 0.0311865 | Time: 1803.87 ms [2021-12-12 21:27:17 main:574] : INFO : Epoch 1604 | loss: 0.0311903 | val_loss: 0.031193 | Time: 1951.76 ms [2021-12-12 21:27:18 main:574] : INFO : Epoch 1605 | loss: 0.0311938 | val_loss: 0.0311919 | Time: 1409.48 ms [2021-12-12 21:27:20 main:574] : INFO : Epoch 1606 | loss: 0.0311905 | val_loss: 0.0311907 | Time: 1838.14 ms [2021-12-12 21:27:22 main:574] : INFO : Epoch 1607 | loss: 0.0311885 | val_loss: 0.03119 | Time: 1916.85 ms [2021-12-12 21:27:24 main:574] : INFO : Epoch 1608 | loss: 0.0311868 | val_loss: 0.0311892 | Time: 1484.08 ms [2021-12-12 21:27:26 main:574] : INFO : Epoch 1609 | loss: 0.0311878 | val_loss: 0.0311879 | Time: 1877.51 ms [2021-12-12 21:27:27 main:574] : INFO : Epoch 1610 | loss: 0.0311867 | val_loss: 0.0311878 | Time: 1782.91 ms [2021-12-12 21:27:29 main:574] : INFO : Epoch 1611 | loss: 0.0311864 | val_loss: 0.0311861 | Time: 1519 ms [2021-12-12 21:27:31 main:574] : INFO : Epoch 1612 | loss: 0.0311854 | val_loss: 0.031186 | Time: 1926.28 ms [2021-12-12 21:27:33 main:574] : INFO : Epoch 1613 | loss: 0.0311847 | val_loss: 0.0311865 | Time: 1666.78 ms [2021-12-12 21:27:34 main:574] : INFO : Epoch 1614 | loss: 0.0311855 | val_loss: 0.0311863 | Time: 1596.99 ms [2021-12-12 21:27:36 main:574] : INFO : Epoch 1615 | loss: 0.0311854 | val_loss: 0.0311861 | Time: 1936.08 ms [2021-12-12 21:27:38 main:574] : INFO : Epoch 1616 | loss: 0.0311843 | val_loss: 0.0311849 | Time: 1605.53 ms [2021-12-12 21:27:40 main:574] : INFO : Epoch 1617 | loss: 0.0311846 | val_loss: 0.0311887 | Time: 1684.32 ms [2021-12-12 21:27:42 main:574] : INFO : Epoch 1618 | loss: 0.0311842 | val_loss: 0.0311869 | Time: 1988.29 ms [2021-12-12 21:27:43 main:574] : INFO : Epoch 1619 | loss: 0.0311846 | val_loss: 0.0311871 | Time: 1460.24 ms [2021-12-12 21:27:45 main:574] : INFO : Epoch 1620 | loss: 0.0311842 | val_loss: 0.031186 | Time: 1823.87 ms [2021-12-12 21:27:47 main:574] : INFO : Epoch 1621 | loss: 0.0311848 | val_loss: 0.0311857 | Time: 1933.99 ms [2021-12-12 21:27:49 main:574] : INFO : Epoch 1622 | loss: 0.0311822 | val_loss: 0.0311862 | Time: 1409.99 ms [2021-12-12 21:27:51 main:574] : INFO : Epoch 1623 | loss: 0.0311825 | val_loss: 0.0311879 | Time: 1905.22 ms [2021-12-12 21:27:52 main:574] : INFO : Epoch 1624 | loss: 0.031183 | val_loss: 0.031186 | Time: 1819.23 ms [2021-12-12 21:27:54 main:574] : INFO : Epoch 1625 | loss: 0.0311839 | val_loss: 0.0311854 | Time: 1497.14 ms [2021-12-12 21:27:56 main:574] : INFO : Epoch 1626 | loss: 0.0311824 | val_loss: 0.0311842 | Time: 1906.37 ms [2021-12-12 21:27:58 main:574] : INFO : Epoch 1627 | loss: 0.0311862 | val_loss: 0.031185 | Time: 1748.26 ms [2021-12-12 21:27:59 main:574] : INFO : Epoch 1628 | loss: 0.0311836 | val_loss: 0.0311832 | Time: 1552.33 ms [2021-12-12 21:28:01 main:574] : INFO : Epoch 1629 | loss: 0.031183 | val_loss: 0.0311834 | Time: 1890.23 ms [2021-12-12 21:28:03 main:574] : INFO : Epoch 1630 | loss: 0.0311828 | val_loss: 0.0311836 | Time: 1630.11 ms [2021-12-12 21:28:05 main:574] : INFO : Epoch 1631 | loss: 0.0311825 | val_loss: 0.0311861 | Time: 1668.21 ms [2021-12-12 21:28:07 main:574] : INFO : Epoch 1632 | loss: 0.0311824 | val_loss: 0.0311825 | Time: 1917.72 ms [2021-12-12 21:28:08 main:574] : INFO : Epoch 1633 | loss: 0.0311813 | val_loss: 0.0311856 | Time: 1517.62 ms [2021-12-12 21:28:10 main:574] : INFO : Epoch 1634 | loss: 0.0311808 | val_loss: 0.0311826 | Time: 1710.8 ms [2021-12-12 21:28:12 main:574] : INFO : Epoch 1635 | loss: 0.0311815 | val_loss: 0.0311853 | Time: 1958.4 ms [2021-12-12 21:28:13 main:574] : INFO : Epoch 1636 | loss: 0.0311831 | val_loss: 0.0311836 | Time: 1458.34 ms [2021-12-12 21:28:15 main:574] : INFO : Epoch 1637 | loss: 0.0311839 | val_loss: 0.0311904 | Time: 1815.68 ms [2021-12-12 21:28:17 main:574] : INFO : Epoch 1638 | loss: 0.0311835 | val_loss: 0.0311868 | Time: 1917.91 ms [2021-12-12 21:28:19 main:574] : INFO : Epoch 1639 | loss: 0.0311896 | val_loss: 0.0311916 | Time: 1417.36 ms [2021-12-12 21:28:20 main:574] : INFO : Epoch 1640 | loss: 0.0311902 | val_loss: 0.0311902 | Time: 1863.9 ms [2021-12-12 21:28:22 main:574] : INFO : Epoch 1641 | loss: 0.0311895 | val_loss: 0.0311936 | Time: 1868.63 ms [2021-12-12 21:28:24 main:574] : INFO : Epoch 1642 | loss: 0.0311911 | val_loss: 0.0311916 | Time: 1462.94 ms [2021-12-12 21:28:26 main:574] : INFO : Epoch 1643 | loss: 0.0311892 | val_loss: 0.0311906 | Time: 1925.32 ms [2021-12-12 21:28:28 main:574] : INFO : Epoch 1644 | loss: 0.0311866 | val_loss: 0.0311874 | Time: 1763.27 ms [2021-12-12 21:28:29 main:574] : INFO : Epoch 1645 | loss: 0.0311847 | val_loss: 0.0311874 | Time: 1522.62 ms [2021-12-12 21:28:31 main:574] : INFO : Epoch 1646 | loss: 0.0311852 | val_loss: 0.031192 | Time: 1890.47 ms [2021-12-12 21:28:33 main:574] : INFO : Epoch 1647 | loss: 0.0311853 | val_loss: 0.0311889 | Time: 1690.36 ms [2021-12-12 21:28:35 main:574] : INFO : Epoch 1648 | loss: 0.0311853 | val_loss: 0.0311907 | Time: 1599.22 ms [2021-12-12 21:28:36 main:574] : INFO : Epoch 1649 | loss: 0.0311838 | val_loss: 0.0311874 | Time: 1915.15 ms [2021-12-12 21:28:38 main:574] : INFO : Epoch 1650 | loss: 0.0311837 | val_loss: 0.0311881 | Time: 1549.68 ms [2021-12-12 21:28:40 main:574] : INFO : Epoch 1651 | loss: 0.0311834 | val_loss: 0.0311892 | Time: 1658.42 ms [2021-12-12 21:28:42 main:574] : INFO : Epoch 1652 | loss: 0.0311831 | val_loss: 0.0311894 | Time: 1938.67 ms [2021-12-12 21:28:43 main:574] : INFO : Epoch 1653 | loss: 0.0311835 | val_loss: 0.0311876 | Time: 1460 ms [2021-12-12 21:28:45 main:574] : INFO : Epoch 1654 | loss: 0.0311827 | val_loss: 0.031188 | Time: 1801.59 ms [2021-12-12 21:28:47 main:574] : INFO : Epoch 1655 | loss: 0.0311825 | val_loss: 0.0311879 | Time: 1946.16 ms [2021-12-12 21:28:49 main:574] : INFO : Epoch 1656 | loss: 0.0311816 | val_loss: 0.0311902 | Time: 1423.44 ms [2021-12-12 21:28:50 main:574] : INFO : Epoch 1657 | loss: 0.0311822 | val_loss: 0.0311876 | Time: 1813.02 ms [2021-12-12 21:28:52 main:574] : INFO : Epoch 1658 | loss: 0.0311815 | val_loss: 0.0311887 | Time: 1918.91 ms [2021-12-12 21:28:54 main:574] : INFO : Epoch 1659 | loss: 0.031182 | val_loss: 0.0311886 | Time: 1436.75 ms [2021-12-12 21:28:56 main:574] : INFO : Epoch 1660 | loss: 0.0311817 | val_loss: 0.0311897 | Time: 1918.68 ms [2021-12-12 21:28:58 main:574] : INFO : Epoch 1661 | loss: 0.0311816 | val_loss: 0.0311891 | Time: 1771.53 ms [2021-12-12 21:28:59 main:574] : INFO : Epoch 1662 | loss: 0.0311821 | val_loss: 0.0311884 | Time: 1495.92 ms [2021-12-12 21:29:01 main:574] : INFO : Epoch 1663 | loss: 0.0311834 | val_loss: 0.0311885 | Time: 1918.15 ms [2021-12-12 21:29:03 main:574] : INFO : Epoch 1664 | loss: 0.0311829 | val_loss: 0.0311876 | Time: 1687.66 ms [2021-12-12 21:29:04 main:574] : INFO : Epoch 1665 | loss: 0.0311829 | val_loss: 0.031188 | Time: 1554.62 ms [2021-12-12 21:29:06 main:574] : INFO : Epoch 1666 | loss: 0.0311831 | val_loss: 0.0311894 | Time: 1880.29 ms [2021-12-12 21:29:08 main:574] : INFO : Epoch 1667 | loss: 0.0311829 | val_loss: 0.0311868 | Time: 1610.88 ms [2021-12-12 21:29:10 main:574] : INFO : Epoch 1668 | loss: 0.0311816 | val_loss: 0.0311861 | Time: 1673.05 ms [2021-12-12 21:29:12 main:574] : INFO : Epoch 1669 | loss: 0.0311811 | val_loss: 0.031189 | Time: 1921.02 ms [2021-12-12 21:29:13 main:574] : INFO : Epoch 1670 | loss: 0.0311831 | val_loss: 0.0311888 | Time: 1522.33 ms [2021-12-12 21:29:15 main:574] : INFO : Epoch 1671 | loss: 0.0311827 | val_loss: 0.0311938 | Time: 1674.56 ms [2021-12-12 21:29:17 main:574] : INFO : Epoch 1672 | loss: 0.031184 | val_loss: 0.0311942 | Time: 1962.68 ms [2021-12-12 21:29:18 main:574] : INFO : Epoch 1673 | loss: 0.0311845 | val_loss: 0.0311898 | Time: 1427.81 ms [2021-12-12 21:29:20 main:574] : INFO : Epoch 1674 | loss: 0.0311812 | val_loss: 0.0311884 | Time: 1782.85 ms [2021-12-12 21:29:22 main:574] : INFO : Epoch 1675 | loss: 0.0311823 | val_loss: 0.0312001 | Time: 1902.71 ms [2021-12-12 21:29:24 main:574] : INFO : Epoch 1676 | loss: 0.0311852 | val_loss: 0.0311836 | Time: 1408.94 ms [2021-12-12 21:29:25 main:574] : INFO : Epoch 1677 | loss: 0.0311805 | val_loss: 0.0311841 | Time: 1838.84 ms [2021-12-12 21:29:27 main:574] : INFO : Epoch 1678 | loss: 0.0311799 | val_loss: 0.0311855 | Time: 1886.07 ms [2021-12-12 21:29:29 main:574] : INFO : Epoch 1679 | loss: 0.0311792 | val_loss: 0.0311854 | Time: 1422.9 ms [2021-12-12 21:29:31 main:574] : INFO : Epoch 1680 | loss: 0.0311791 | val_loss: 0.0311838 | Time: 1868.78 ms [2021-12-12 21:29:33 main:574] : INFO : Epoch 1681 | loss: 0.0311799 | val_loss: 0.0311858 | Time: 1820.31 ms [2021-12-12 21:29:34 main:574] : INFO : Epoch 1682 | loss: 0.0311818 | val_loss: 0.0311871 | Time: 1519.01 ms [2021-12-12 21:29:36 main:574] : INFO : Epoch 1683 | loss: 0.0311857 | val_loss: 0.0311856 | Time: 1886.44 ms [2021-12-12 21:29:38 main:574] : INFO : Epoch 1684 | loss: 0.0311853 | val_loss: 0.0311877 | Time: 1680.45 ms [2021-12-12 21:29:39 main:574] : INFO : Epoch 1685 | loss: 0.0311839 | val_loss: 0.0311862 | Time: 1571.53 ms [2021-12-12 21:29:41 main:574] : INFO : Epoch 1686 | loss: 0.031183 | val_loss: 0.0311905 | Time: 1956.65 ms [2021-12-12 21:29:43 main:574] : INFO : Epoch 1687 | loss: 0.0311846 | val_loss: 0.0311859 | Time: 1595.73 ms [2021-12-12 21:29:45 main:574] : INFO : Epoch 1688 | loss: 0.0311819 | val_loss: 0.0311851 | Time: 1642.94 ms [2021-12-12 21:29:47 main:574] : INFO : Epoch 1689 | loss: 0.03118 | val_loss: 0.0311844 | Time: 1932.32 ms [2021-12-12 21:29:48 main:574] : INFO : Epoch 1690 | loss: 0.03118 | val_loss: 0.0311849 | Time: 1511.04 ms [2021-12-12 21:29:50 main:574] : INFO : Epoch 1691 | loss: 0.0311821 | val_loss: 0.0311851 | Time: 1749.85 ms [2021-12-12 21:29:52 main:574] : INFO : Epoch 1692 | loss: 0.0311811 | val_loss: 0.031186 | Time: 1918.92 ms [2021-12-12 21:29:54 main:574] : INFO : Epoch 1693 | loss: 0.0311827 | val_loss: 0.03119 | Time: 1425.07 ms [2021-12-12 21:29:55 main:574] : INFO : Epoch 1694 | loss: 0.0311806 | val_loss: 0.031189 | Time: 1864.93 ms [2021-12-12 21:29:57 main:574] : INFO : Epoch 1695 | loss: 0.0311809 | val_loss: 0.0311852 | Time: 1910.37 ms [2021-12-12 21:29:59 main:574] : INFO : Epoch 1696 | loss: 0.0311809 | val_loss: 0.0311875 | Time: 1420.1 ms [2021-12-12 21:30:01 main:574] : INFO : Epoch 1697 | loss: 0.0311809 | val_loss: 0.0311863 | Time: 1863.83 ms [2021-12-12 21:30:03 main:574] : INFO : Epoch 1698 | loss: 0.0311793 | val_loss: 0.0311848 | Time: 1825.9 ms [2021-12-12 21:30:04 main:574] : INFO : Epoch 1699 | loss: 0.0311786 | val_loss: 0.0311858 | Time: 1505.77 ms [2021-12-12 21:30:06 main:574] : INFO : Epoch 1700 | loss: 0.0311801 | val_loss: 0.0311853 | Time: 1910.21 ms [2021-12-12 21:30:08 main:574] : INFO : Epoch 1701 | loss: 0.0311789 | val_loss: 0.0311849 | Time: 1669.18 ms [2021-12-12 21:30:10 main:574] : INFO : Epoch 1702 | loss: 0.0311801 | val_loss: 0.0311853 | Time: 1610.31 ms [2021-12-12 21:30:12 main:574] : INFO : Epoch 1703 | loss: 0.0311796 | val_loss: 0.0311849 | Time: 1944.8 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1650) [2021-12-12 23:07:17 main:435] : INFO : Set logging level to 1 [2021-12-12 23:07:17 main:441] : INFO : Running in BOINC Client mode [2021-12-12 23:07:17 main:444] : INFO : Resolving all filenames [2021-12-12 23:07:17 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-12-12 23:07:17 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-12-12 23:07:17 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-12-12 23:07:17 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-12-12 23:07:17 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-12-12 23:07:17 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-12-12 23:07:17 main:474] : INFO : Configuration: [2021-12-12 23:07:17 main:475] : INFO : Model type: GRU [2021-12-12 23:07:17 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-12-12 23:07:18 main:477] : INFO : Max Epochs: 2048 [2021-12-12 23:07:18 main:478] : INFO : Batch Size: 128 [2021-12-12 23:07:18 main:479] : INFO : Learning Rate: 0.01 [2021-12-12 23:07:18 main:480] : INFO : Patience: 10 [2021-12-12 23:07:18 main:481] : INFO : Hidden Width: 12 [2021-12-12 23:07:18 main:482] : INFO : # Recurrent Layers: 4 [2021-12-12 23:07:18 main:483] : INFO : # Backend Layers: 4 [2021-12-12 23:07:18 main:484] : INFO : # Threads: 1 [2021-12-12 23:07:18 main:486] : INFO : Preparing Dataset [2021-12-12 23:07:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-12-12 23:07:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-12-12 23:07:20 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-12-12 23:07:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-12-12 23:07:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-12-12 23:07:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-12-12 23:07:20 main:494] : INFO : Creating Model [2021-12-12 23:07:20 main:507] : INFO : Preparing config file [2021-12-12 23:07:20 main:511] : INFO : Found checkpoint, attempting to load... [2021-12-12 23:07:20 main:512] : INFO : Loading config [2021-12-12 23:07:20 main:514] : INFO : Loading state [2021-12-12 23:07:22 main:559] : INFO : Loading DataLoader into Memory [2021-12-12 23:07:22 main:562] : INFO : Starting Training [2021-12-12 23:07:24 main:574] : INFO : Epoch 1698 | loss: 0.0312368 | val_loss: 0.0311928 | Time: 1685.66 ms [2021-12-12 23:07:26 main:574] : INFO : Epoch 1699 | loss: 0.0311865 | val_loss: 0.0311828 | Time: 1903.72 ms [2021-12-12 23:07:27 main:574] : INFO : Epoch 1700 | loss: 0.0311827 | val_loss: 0.0311807 | Time: 1702.38 ms [2021-12-12 23:07:29 main:574] : INFO : Epoch 1701 | loss: 0.0311806 | val_loss: 0.0311799 | Time: 1576.69 ms [2021-12-12 23:07:31 main:574] : INFO : Epoch 1702 | loss: 0.0311802 | val_loss: 0.031179 | Time: 1898.02 ms [2021-12-12 23:07:33 main:574] : INFO : Epoch 1703 | loss: 0.0311816 | val_loss: 0.0311825 | Time: 1609.42 ms [2021-12-12 23:07:34 main:574] : INFO : Epoch 1704 | loss: 0.0311786 | val_loss: 0.0311811 | Time: 1653.2 ms [2021-12-12 23:07:36 main:574] : INFO : Epoch 1705 | loss: 0.03118 | val_loss: 0.0311829 | Time: 1926.06 ms [2021-12-12 23:07:38 main:574] : INFO : Epoch 1706 | loss: 0.0311796 | val_loss: 0.0311794 | Time: 1512.17 ms [2021-12-12 23:07:40 main:574] : INFO : Epoch 1707 | loss: 0.0311804 | val_loss: 0.0311792 | Time: 1735.24 ms [2021-12-12 23:07:42 main:574] : INFO : Epoch 1708 | loss: 0.031179 | val_loss: 0.0311782 | Time: 1919.85 ms [2021-12-12 23:07:43 main:574] : INFO : Epoch 1709 | loss: 0.031178 | val_loss: 0.0311784 | Time: 1450.22 ms [2021-12-12 23:07:45 main:574] : INFO : Epoch 1710 | loss: 0.0311774 | val_loss: 0.0311784 | Time: 1801.3 ms [2021-12-12 23:07:47 main:574] : INFO : Epoch 1711 | loss: 0.0311766 | val_loss: 0.03118 | Time: 1920.17 ms [2021-12-12 23:07:48 main:574] : INFO : Epoch 1712 | loss: 0.0311766 | val_loss: 0.0311787 | Time: 1376.47 ms [2021-12-12 23:07:50 main:574] : INFO : Epoch 1713 | loss: 0.0311778 | val_loss: 0.0311785 | Time: 1882.35 ms [2021-12-12 23:07:52 main:574] : INFO : Epoch 1714 | loss: 0.0311775 | val_loss: 0.0311798 | Time: 1824.72 ms [2021-12-12 23:07:54 main:574] : INFO : Epoch 1715 | loss: 0.0311795 | val_loss: 0.031181 | Time: 1431.91 ms [2021-12-12 23:07:56 main:574] : INFO : Epoch 1716 | loss: 0.0311791 | val_loss: 0.0311805 | Time: 1888.26 ms [2021-12-12 23:07:57 main:574] : INFO : Epoch 1717 | loss: 0.0311796 | val_loss: 0.0311806 | Time: 1738.42 ms [2021-12-12 23:07:59 main:574] : INFO : Epoch 1718 | loss: 0.0311784 | val_loss: 0.0311794 | Time: 1505.52 ms [2021-12-12 23:08:01 main:574] : INFO : Epoch 1719 | loss: 0.031177 | val_loss: 0.0311798 | Time: 1875.18 ms [2021-12-12 23:08:03 main:574] : INFO : Epoch 1720 | loss: 0.0311775 | val_loss: 0.031179 | Time: 1678.7 ms [2021-12-12 23:08:04 main:574] : INFO : Epoch 1721 | loss: 0.0311784 | val_loss: 0.0311787 | Time: 1581.14 ms [2021-12-12 23:08:06 main:574] : INFO : Epoch 1722 | loss: 0.0311778 | val_loss: 0.031178 | Time: 1908.68 ms [2021-12-12 23:08:08 main:574] : INFO : Epoch 1723 | loss: 0.0311778 | val_loss: 0.0311791 | Time: 1582.04 ms [2021-12-12 23:08:10 main:574] : INFO : Epoch 1724 | loss: 0.0311786 | val_loss: 0.03118 | Time: 1688.1 ms [2021-12-12 23:08:11 main:574] : INFO : Epoch 1725 | loss: 0.031177 | val_loss: 0.0311781 | Time: 1925.05 ms [2021-12-12 23:08:13 main:574] : INFO : Epoch 1726 | loss: 0.0311774 | val_loss: 0.031179 | Time: 1481.8 ms [2021-12-12 23:08:15 main:574] : INFO : Epoch 1727 | loss: 0.0311803 | val_loss: 0.0311836 | Time: 1729.31 ms [2021-12-12 23:08:17 main:574] : INFO : Epoch 1728 | loss: 0.0311831 | val_loss: 0.0311855 | Time: 1926.23 ms [2021-12-12 23:08:18 main:574] : INFO : Epoch 1729 | loss: 0.0311837 | val_loss: 0.0311838 | Time: 1439.04 ms [2021-12-12 23:08:20 main:574] : INFO : Epoch 1730 | loss: 0.0311821 | val_loss: 0.0311829 | Time: 1826.83 ms [2021-12-12 23:08:22 main:574] : INFO : Epoch 1731 | loss: 0.0311816 | val_loss: 0.0311826 | Time: 1887.59 ms [2021-12-12 23:08:23 main:574] : INFO : Epoch 1732 | loss: 0.0311804 | val_loss: 0.0311795 | Time: 1383.59 ms [2021-12-12 23:08:25 main:574] : INFO : Epoch 1733 | loss: 0.0311789 | val_loss: 0.0311806 | Time: 1874.26 ms [2021-12-12 23:08:27 main:574] : INFO : Epoch 1734 | loss: 0.0311786 | val_loss: 0.0311793 | Time: 1800.03 ms [2021-12-12 23:08:29 main:574] : INFO : Epoch 1735 | loss: 0.0311777 | val_loss: 0.0311793 | Time: 1445.41 ms [2021-12-12 23:08:31 main:574] : INFO : Epoch 1736 | loss: 0.0311784 | val_loss: 0.0311807 | Time: 1848.23 ms [2021-12-12 23:08:32 main:574] : INFO : Epoch 1737 | loss: 0.031185 | val_loss: 0.0311868 | Time: 1813.85 ms [2021-12-12 23:08:34 main:574] : INFO : Epoch 1738 | loss: 0.0311881 | val_loss: 0.0311852 | Time: 1542.72 ms [2021-12-12 23:08:36 main:574] : INFO : Epoch 1739 | loss: 0.0311863 | val_loss: 0.0311849 | Time: 1981.76 ms [2021-12-12 23:08:38 main:574] : INFO : Epoch 1740 | loss: 0.0311837 | val_loss: 0.0311853 | Time: 1608.63 ms [2021-12-12 23:08:39 main:574] : INFO : Epoch 1741 | loss: 0.0311834 | val_loss: 0.0311832 | Time: 1659.71 ms [2021-12-12 23:08:41 main:574] : INFO : Epoch 1742 | loss: 0.0311831 | val_loss: 0.0311842 | Time: 1943.86 ms [2021-12-12 23:08:43 main:574] : INFO : Epoch 1743 | loss: 0.0311825 | val_loss: 0.0311818 | Time: 1524.62 ms [2021-12-12 23:08:45 main:574] : INFO : Epoch 1744 | loss: 0.0311824 | val_loss: 0.031182 | Time: 1722.11 ms [2021-12-12 23:08:47 main:574] : INFO : Epoch 1745 | loss: 0.0311819 | val_loss: 0.0311829 | Time: 1911.07 ms [2021-12-12 23:08:48 main:574] : INFO : Epoch 1746 | loss: 0.0311807 | val_loss: 0.0311811 | Time: 1455.73 ms [2021-12-12 23:08:50 main:574] : INFO : Epoch 1747 | loss: 0.0311796 | val_loss: 0.0311831 | Time: 1807.51 ms [2021-12-12 23:08:52 main:574] : INFO : Epoch 1748 | loss: 0.0311789 | val_loss: 0.0311803 | Time: 1868.43 ms [2021-12-12 23:08:53 main:574] : INFO : Epoch 1749 | loss: 0.031179 | val_loss: 0.0311817 | Time: 1396.85 ms [2021-12-12 23:08:55 main:574] : INFO : Epoch 1750 | loss: 0.0311803 | val_loss: 0.0311828 | Time: 1862.3 ms [2021-12-12 23:08:57 main:574] : INFO : Epoch 1751 | loss: 0.0311794 | val_loss: 0.0311796 | Time: 1855.13 ms [2021-12-12 23:08:59 main:574] : INFO : Epoch 1752 | loss: 0.0311771 | val_loss: 0.0311819 | Time: 1470.06 ms [2021-12-12 23:09:01 main:574] : INFO : Epoch 1753 | loss: 0.0311779 | val_loss: 0.0311802 | Time: 1820.9 ms [2021-12-12 23:09:03 main:574] : INFO : Epoch 1754 | loss: 0.0311765 | val_loss: 0.0311845 | Time: 1771.4 ms [2021-12-12 23:09:04 main:574] : INFO : Epoch 1755 | loss: 0.031179 | val_loss: 0.03118 | Time: 1502.47 ms [2021-12-12 23:09:06 main:574] : INFO : Epoch 1756 | loss: 0.0311788 | val_loss: 0.0311806 | Time: 1872.06 ms [2021-12-12 23:09:08 main:574] : INFO : Epoch 1757 | loss: 0.0311791 | val_loss: 0.0311807 | Time: 1680.11 ms [2021-12-12 23:09:09 main:574] : INFO : Epoch 1758 | loss: 0.0311782 | val_loss: 0.0311795 | Time: 1524.36 ms [2021-12-12 23:09:11 main:574] : INFO : Epoch 1759 | loss: 0.0311769 | val_loss: 0.0311783 | Time: 1947.48 ms [2021-12-12 23:09:13 main:574] : INFO : Epoch 1760 | loss: 0.0311767 | val_loss: 0.0311795 | Time: 1617.74 ms [2021-12-12 23:09:15 main:574] : INFO : Epoch 1761 | loss: 0.0311763 | val_loss: 0.031178 | Time: 1587.09 ms [2021-12-12 23:09:17 main:574] : INFO : Epoch 1762 | loss: 0.0311765 | val_loss: 0.0311809 | Time: 1890.92 ms [2021-12-12 23:09:18 main:574] : INFO : Epoch 1763 | loss: 0.0311776 | val_loss: 0.0311801 | Time: 1721.38 ms [2021-12-12 23:09:20 main:574] : INFO : Epoch 1764 | loss: 0.0311774 | val_loss: 0.0311777 | Time: 1898.74 ms [2021-12-12 23:09:22 main:574] : INFO : Epoch 1765 | loss: 0.0311783 | val_loss: 0.0311781 | Time: 1915.37 ms [2021-12-12 23:09:24 main:574] : INFO : Epoch 1766 | loss: 0.0311791 | val_loss: 0.031184 | Time: 1420.49 ms [2021-12-12 23:09:26 main:574] : INFO : Epoch 1767 | loss: 0.0311774 | val_loss: 0.0311784 | Time: 1868.82 ms [2021-12-12 23:09:28 main:574] : INFO : Epoch 1768 | loss: 0.031175 | val_loss: 0.0311801 | Time: 1823.49 ms [2021-12-12 23:09:29 main:574] : INFO : Epoch 1769 | loss: 0.0311763 | val_loss: 0.0311789 | Time: 1479.69 ms [2021-12-12 23:09:31 main:574] : INFO : Epoch 1770 | loss: 0.0311767 | val_loss: 0.0311787 | Time: 1877.08 ms [2021-12-12 23:09:33 main:574] : INFO : Epoch 1771 | loss: 0.031176 | val_loss: 0.0311785 | Time: 1753.7 ms [2021-12-12 23:09:34 main:574] : INFO : Epoch 1772 | loss: 0.0311743 | val_loss: 0.0311784 | Time: 1494.11 ms [2021-12-12 23:09:36 main:574] : INFO : Epoch 1773 | loss: 0.0311739 | val_loss: 0.0311789 | Time: 1874.53 ms [2021-12-12 23:09:38 main:574] : INFO : Epoch 1774 | loss: 0.0311734 | val_loss: 0.0311787 | Time: 1667.82 ms [2021-12-12 23:09:40 main:574] : INFO : Epoch 1775 | loss: 0.0311737 | val_loss: 0.0311821 | Time: 1621.61 ms [2021-12-12 23:09:42 main:574] : INFO : Epoch 1776 | loss: 0.0311753 | val_loss: 0.0311813 | Time: 1907.57 ms [2021-12-12 23:09:43 main:574] : INFO : Epoch 1777 | loss: 0.0311746 | val_loss: 0.0311794 | Time: 1561.03 ms [2021-12-12 23:09:45 main:574] : INFO : Epoch 1778 | loss: 0.0311742 | val_loss: 0.0311789 | Time: 1666.6 ms [2021-12-12 23:09:47 main:574] : INFO : Epoch 1779 | loss: 0.0311739 | val_loss: 0.0311797 | Time: 1923.34 ms [2021-12-12 23:09:49 main:574] : INFO : Epoch 1780 | loss: 0.031173 | val_loss: 0.0311794 | Time: 1480.28 ms [2021-12-12 23:09:50 main:574] : INFO : Epoch 1781 | loss: 0.031174 | val_loss: 0.0311818 | Time: 1734.12 ms [2021-12-12 23:09:52 main:574] : INFO : Epoch 1782 | loss: 0.0311736 | val_loss: 0.0311786 | Time: 1924.65 ms [2021-12-12 23:09:54 main:574] : INFO : Epoch 1783 | loss: 0.0311725 | val_loss: 0.0311782 | Time: 1438.41 ms [2021-12-12 23:09:56 main:574] : INFO : Epoch 1784 | loss: 0.031172 | val_loss: 0.0311791 | Time: 1832 ms [2021-12-12 23:09:58 main:574] : INFO : Epoch 1785 | loss: 0.0311727 | val_loss: 0.0311786 | Time: 1873.09 ms [2021-12-12 23:09:59 main:574] : INFO : Epoch 1786 | loss: 0.031175 | val_loss: 0.0311784 | Time: 1379.54 ms [2021-12-12 23:10:01 main:574] : INFO : Epoch 1787 | loss: 0.0311733 | val_loss: 0.0311792 | Time: 1865.37 ms [2021-12-12 23:10:03 main:574] : INFO : Epoch 1788 | loss: 0.0311738 | val_loss: 0.0311814 | Time: 1815.17 ms [2021-12-12 23:10:04 main:574] : INFO : Epoch 1789 | loss: 0.0311743 | val_loss: 0.0311797 | Time: 1459.77 ms [2021-12-12 23:10:06 main:574] : INFO : Epoch 1790 | loss: 0.0311733 | val_loss: 0.0311787 | Time: 1862.23 ms [2021-12-12 23:10:08 main:574] : INFO : Epoch 1791 | loss: 0.0311716 | val_loss: 0.0311797 | Time: 1755.05 ms [2021-12-12 23:10:10 main:574] : INFO : Epoch 1792 | loss: 0.0311719 | val_loss: 0.0311791 | Time: 1522.28 ms [2021-12-12 23:10:11 main:574] : INFO : Epoch 1793 | loss: 0.0311722 | val_loss: 0.0311779 | Time: 1862.59 ms [2021-12-12 23:10:13 main:574] : INFO : Epoch 1794 | loss: 0.0311725 | val_loss: 0.0311797 | Time: 1718.12 ms [2021-12-12 23:10:15 main:574] : INFO : Epoch 1795 | loss: 0.0311725 | val_loss: 0.031185 | Time: 1544.91 ms [2021-12-12 23:10:17 main:574] : INFO : Epoch 1796 | loss: 0.031173 | val_loss: 0.0311786 | Time: 1902.47 ms [2021-12-12 23:10:18 main:574] : INFO : Epoch 1797 | loss: 0.0311714 | val_loss: 0.0311786 | Time: 1641.86 ms [2021-12-12 23:10:20 main:574] : INFO : Epoch 1798 | loss: 0.0311724 | val_loss: 0.0311778 | Time: 1586.9 ms [2021-12-12 23:10:22 main:574] : INFO : Epoch 1799 | loss: 0.0311712 | val_loss: 0.0311788 | Time: 1941.13 ms [2021-12-12 23:10:24 main:574] : INFO : Epoch 1800 | loss: 0.031171 | val_loss: 0.0311786 | Time: 1590.99 ms [2021-12-12 23:10:25 main:574] : INFO : Epoch 1801 | loss: 0.0311749 | val_loss: 0.0311828 | Time: 1658.49 ms [2021-12-12 23:10:27 main:574] : INFO : Epoch 1802 | loss: 0.0311764 | val_loss: 0.031178 | Time: 1963.13 ms [2021-12-12 23:10:29 main:574] : INFO : Epoch 1803 | loss: 0.0311732 | val_loss: 0.0311783 | Time: 1507.55 ms [2021-12-12 23:10:31 main:574] : INFO : Epoch 1804 | loss: 0.0311729 | val_loss: 0.0311786 | Time: 1843.55 ms [2021-12-12 23:10:33 main:574] : INFO : Epoch 1805 | loss: 0.0311727 | val_loss: 0.0311755 | Time: 1980.76 ms [2021-12-12 23:10:34 main:574] : INFO : Epoch 1806 | loss: 0.0311711 | val_loss: 0.0311758 | Time: 1470.29 ms [2021-12-12 23:10:36 main:574] : INFO : Epoch 1807 | loss: 0.0311723 | val_loss: 0.0311756 | Time: 1901.74 ms [2021-12-12 23:10:38 main:574] : INFO : Epoch 1808 | loss: 0.0311723 | val_loss: 0.0311813 | Time: 1879.89 ms [2021-12-12 23:10:40 main:574] : INFO : Epoch 1809 | loss: 0.0311743 | val_loss: 0.0311813 | Time: 1455.33 ms [2021-12-12 23:10:42 main:574] : INFO : Epoch 1810 | loss: 0.0311733 | val_loss: 0.031181 | Time: 1855.11 ms [2021-12-12 23:10:43 main:574] : INFO : Epoch 1811 | loss: 0.0311741 | val_loss: 0.0311788 | Time: 1739.76 ms [2021-12-12 23:10:45 main:574] : INFO : Epoch 1812 | loss: 0.0311721 | val_loss: 0.0311781 | Time: 1522.65 ms [2021-12-12 23:10:47 main:574] : INFO : Epoch 1813 | loss: 0.0311708 | val_loss: 0.0311753 | Time: 1907.34 ms [2021-12-12 23:10:49 main:574] : INFO : Epoch 1814 | loss: 0.0311701 | val_loss: 0.0311747 | Time: 1638.54 ms [2021-12-12 23:10:50 main:574] : INFO : Epoch 1815 | loss: 0.0311705 | val_loss: 0.0311755 | Time: 1591.15 ms [2021-12-12 23:10:52 main:574] : INFO : Epoch 1816 | loss: 0.0311726 | val_loss: 0.0311758 | Time: 1967.94 ms [2021-12-12 23:10:54 main:574] : INFO : Epoch 1817 | loss: 0.0311717 | val_loss: 0.0311754 | Time: 1573.65 ms [2021-12-12 23:10:56 main:574] : INFO : Epoch 1818 | loss: 0.0311712 | val_loss: 0.0311753 | Time: 1679.66 ms [2021-12-12 23:10:58 main:574] : INFO : Epoch 1819 | loss: 0.0311705 | val_loss: 0.0311764 | Time: 1885.54 ms [2021-12-12 23:10:59 main:574] : INFO : Epoch 1820 | loss: 0.031173 | val_loss: 0.0311758 | Time: 1485.03 ms [2021-12-12 23:11:01 main:574] : INFO : Epoch 1821 | loss: 0.0311721 | val_loss: 0.0311823 | Time: 1840.79 ms [2021-12-12 23:11:03 main:574] : INFO : Epoch 1822 | loss: 0.0311723 | val_loss: 0.031175 | Time: 1893.69 ms [2021-12-12 23:11:04 main:574] : INFO : Epoch 1823 | loss: 0.0311714 | val_loss: 0.0311756 | Time: 1384.57 ms [2021-12-12 23:11:06 main:574] : INFO : Epoch 1824 | loss: 0.0311716 | val_loss: 0.0311769 | Time: 1878.58 ms [2021-12-12 23:11:08 main:574] : INFO : Epoch 1825 | loss: 0.0311742 | val_loss: 0.0311777 | Time: 1861.61 ms [2021-12-12 23:11:10 main:574] : INFO : Epoch 1826 | loss: 0.0311749 | val_loss: 0.0311786 | Time: 1469.01 ms [2021-12-12 23:11:12 main:574] : INFO : Epoch 1827 | loss: 0.0311747 | val_loss: 0.0311787 | Time: 1873.04 ms [2021-12-12 23:11:13 main:574] : INFO : Epoch 1828 | loss: 0.0311743 | val_loss: 0.0311785 | Time: 1789.66 ms [2021-12-12 23:11:15 main:574] : INFO : Epoch 1829 | loss: 0.0311725 | val_loss: 0.0311759 | Time: 1844.95 ms [2021-12-12 23:11:17 main:574] : INFO : Epoch 1830 | loss: 0.0311714 | val_loss: 0.0311754 | Time: 1916.01 ms [2021-12-12 23:11:19 main:574] : INFO : Epoch 1831 | loss: 0.0311711 | val_loss: 0.0311753 | Time: 1554.79 ms [2021-12-12 23:11:21 main:574] : INFO : Epoch 1832 | loss: 0.031173 | val_loss: 0.0311737 | Time: 1710.54 ms [2021-12-12 23:11:23 main:574] : INFO : Epoch 1833 | loss: 0.0311734 | val_loss: 0.031174 | Time: 1940.77 ms [2021-12-12 23:11:24 main:574] : INFO : Epoch 1834 | loss: 0.0311726 | val_loss: 0.0311765 | Time: 1479.19 ms [2021-12-12 23:11:26 main:574] : INFO : Epoch 1835 | loss: 0.0311737 | val_loss: 0.031178 | Time: 1743.43 ms [2021-12-12 23:11:28 main:574] : INFO : Epoch 1836 | loss: 0.031173 | val_loss: 0.0311769 | Time: 1953.02 ms [2021-12-12 23:11:29 main:574] : INFO : Epoch 1837 | loss: 0.0311747 | val_loss: 0.0311779 | Time: 1442.75 ms [2021-12-12 23:11:31 main:574] : INFO : Epoch 1838 | loss: 0.0311724 | val_loss: 0.0311758 | Time: 1827.59 ms [2021-12-12 23:11:33 main:574] : INFO : Epoch 1839 | loss: 0.0311719 | val_loss: 0.0311778 | Time: 1875.73 ms [2021-12-12 23:11:35 main:574] : INFO : Epoch 1840 | loss: 0.0311718 | val_loss: 0.0311757 | Time: 1408.4 ms [2021-12-12 23:11:37 main:574] : INFO : Epoch 1841 | loss: 0.0311711 | val_loss: 0.0311779 | Time: 1897.06 ms [2021-12-12 23:11:38 main:574] : INFO : Epoch 1842 | loss: 0.0311709 | val_loss: 0.0311756 | Time: 1811.16 ms [2021-12-12 23:11:40 main:574] : INFO : Epoch 1843 | loss: 0.0311694 | val_loss: 0.0311772 | Time: 1502.53 ms [2021-12-12 23:11:42 main:574] : INFO : Epoch 1844 | loss: 0.0311727 | val_loss: 0.0311775 | Time: 1894.43 ms [2021-12-12 23:11:44 main:574] : INFO : Epoch 1845 | loss: 0.0311738 | val_loss: 0.0311783 | Time: 1721.92 ms [2021-12-12 23:11:45 main:574] : INFO : Epoch 1846 | loss: 0.0311744 | val_loss: 0.0311805 | Time: 1558.61 ms [2021-12-12 23:11:47 main:574] : INFO : Epoch 1847 | loss: 0.0311756 | val_loss: 0.031178 | Time: 1909.9 ms [2021-12-12 23:11:49 main:574] : INFO : Epoch 1848 | loss: 0.0311741 | val_loss: 0.0311773 | Time: 1583.85 ms [2021-12-12 23:11:51 main:574] : INFO : Epoch 1849 | loss: 0.0311745 | val_loss: 0.0311771 | Time: 1650.14 ms [2021-12-12 23:11:52 main:574] : INFO : Epoch 1850 | loss: 0.0311766 | val_loss: 0.031182 | Time: 1921.41 ms [2021-12-12 23:11:54 main:574] : INFO : Epoch 1851 | loss: 0.0311737 | val_loss: 0.0311767 | Time: 1522.03 ms [2021-12-12 23:11:56 main:574] : INFO : Epoch 1852 | loss: 0.0311735 | val_loss: 0.0311764 | Time: 1725.1 ms [2021-12-12 23:11:58 main:574] : INFO : Epoch 1853 | loss: 0.0311732 | val_loss: 0.0311789 | Time: 1935.13 ms [2021-12-12 23:11:59 main:574] : INFO : Epoch 1854 | loss: 0.0311731 | val_loss: 0.0311775 | Time: 1455.42 ms [2021-12-12 23:12:01 main:574] : INFO : Epoch 1855 | loss: 0.0311723 | val_loss: 0.0311774 | Time: 1818.05 ms [2021-12-12 23:12:03 main:574] : INFO : Epoch 1856 | loss: 0.031172 | val_loss: 0.0311759 | Time: 1939.46 ms [2021-12-12 23:12:05 main:574] : INFO : Epoch 1857 | loss: 0.0311716 | val_loss: 0.0311755 | Time: 1389.83 ms [2021-12-12 23:12:06 main:574] : INFO : Epoch 1858 | loss: 0.0311721 | val_loss: 0.0311761 | Time: 1853.31 ms [2021-12-12 23:12:08 main:574] : INFO : Epoch 1859 | loss: 0.0311723 | val_loss: 0.0311746 | Time: 1848.21 ms [2021-12-12 23:12:10 main:574] : INFO : Epoch 1860 | loss: 0.0311714 | val_loss: 0.0311743 | Time: 1459.03 ms [2021-12-12 23:12:12 main:574] : INFO : Epoch 1861 | loss: 0.0311717 | val_loss: 0.0311771 | Time: 1873.29 ms [2021-12-12 23:12:14 main:574] : INFO : Epoch 1862 | loss: 0.0311811 | val_loss: 0.0311836 | Time: 1776.69 ms [2021-12-12 23:12:15 main:574] : INFO : Epoch 1863 | loss: 0.031185 | val_loss: 0.0311846 | Time: 1672.72 ms [2021-12-12 23:12:17 main:574] : INFO : Epoch 1864 | loss: 0.031182 | val_loss: 0.0311842 | Time: 1917.54 ms [2021-12-12 23:12:19 main:574] : INFO : Epoch 1865 | loss: 0.0311801 | val_loss: 0.031184 | Time: 1636 ms [2021-12-12 23:12:21 main:574] : INFO : Epoch 1866 | loss: 0.0311788 | val_loss: 0.0311857 | Time: 1631.31 ms [2021-12-12 23:12:23 main:574] : INFO : Epoch 1867 | loss: 0.031179 | val_loss: 0.0311821 | Time: 1924.29 ms [2021-12-12 23:12:24 main:574] : INFO : Epoch 1868 | loss: 0.0311801 | val_loss: 0.0311834 | Time: 1529.91 ms [2021-12-12 23:12:26 main:574] : INFO : Epoch 1869 | loss: 0.0311812 | val_loss: 0.0311846 | Time: 1725.08 ms [2021-12-12 23:12:28 main:574] : INFO : Epoch 1870 | loss: 0.0311799 | val_loss: 0.0311846 | Time: 1944.17 ms [2021-12-12 23:12:29 main:574] : INFO : Epoch 1871 | loss: 0.0311789 | val_loss: 0.0311815 | Time: 1469.22 ms [2021-12-12 23:12:31 main:574] : INFO : Epoch 1872 | loss: 0.0311798 | val_loss: 0.0311825 | Time: 1818.18 ms [2021-12-12 23:12:33 main:574] : INFO : Epoch 1873 | loss: 0.0311803 | val_loss: 0.0311824 | Time: 1913.88 ms [2021-12-12 23:12:35 main:574] : INFO : Epoch 1874 | loss: 0.0311814 | val_loss: 0.0311803 | Time: 1386.31 ms [2021-12-12 23:12:37 main:574] : INFO : Epoch 1875 | loss: 0.0311789 | val_loss: 0.0311785 | Time: 1884.4 ms [2021-12-12 23:12:38 main:574] : INFO : Epoch 1876 | loss: 0.0311764 | val_loss: 0.0311821 | Time: 1818.01 ms [2021-12-12 23:12:40 main:574] : INFO : Epoch 1877 | loss: 0.031177 | val_loss: 0.0311787 | Time: 1445.32 ms [2021-12-12 23:12:42 main:574] : INFO : Epoch 1878 | loss: 0.0311757 | val_loss: 0.0311785 | Time: 1907.4 ms [2021-12-12 23:12:44 main:574] : INFO : Epoch 1879 | loss: 0.0311753 | val_loss: 0.03118 | Time: 1741.73 ms [2021-12-12 23:12:45 main:574] : INFO : Epoch 1880 | loss: 0.0311745 | val_loss: 0.0311793 | Time: 1502.55 ms [2021-12-12 23:12:47 main:574] : INFO : Epoch 1881 | loss: 0.0311749 | val_loss: 0.0311786 | Time: 1879.88 ms [2021-12-12 23:12:49 main:574] : INFO : Epoch 1882 | loss: 0.0311727 | val_loss: 0.0311782 | Time: 1658.28 ms [2021-12-12 23:12:50 main:574] : INFO : Epoch 1883 | loss: 0.0311731 | val_loss: 0.0311788 | Time: 1617.38 ms [2021-12-12 23:12:52 main:574] : INFO : Epoch 1884 | loss: 0.031173 | val_loss: 0.0311771 | Time: 1915.93 ms [2021-12-12 23:12:54 main:574] : INFO : Epoch 1885 | loss: 0.0311718 | val_loss: 0.031176 | Time: 1563.5 ms [2021-12-12 23:12:56 main:574] : INFO : Epoch 1886 | loss: 0.0311711 | val_loss: 0.0311762 | Time: 1666.89 ms [2021-12-12 23:12:58 main:574] : INFO : Epoch 1887 | loss: 0.0311714 | val_loss: 0.0311763 | Time: 1953.87 ms [2021-12-12 23:12:59 main:574] : INFO : Epoch 1888 | loss: 0.0311733 | val_loss: 0.0311758 | Time: 1480.29 ms [2021-12-12 23:13:01 main:574] : INFO : Epoch 1889 | loss: 0.0311734 | val_loss: 0.0311752 | Time: 1792.7 ms [2021-12-12 23:13:03 main:574] : INFO : Epoch 1890 | loss: 0.0311719 | val_loss: 0.0311762 | Time: 1936.83 ms [2021-12-12 23:13:05 main:574] : INFO : Epoch 1891 | loss: 0.0311719 | val_loss: 0.0311746 | Time: 1422 ms [2021-12-12 23:13:07 main:574] : INFO : Epoch 1892 | loss: 0.031172 | val_loss: 0.0311739 | Time: 1868.75 ms [2021-12-12 23:13:08 main:574] : INFO : Epoch 1893 | loss: 0.0311715 | val_loss: 0.0311744 | Time: 1841.76 ms [2021-12-12 23:13:10 main:574] : INFO : Epoch 1894 | loss: 0.0311722 | val_loss: 0.0311736 | Time: 1440.15 ms [2021-12-12 23:13:12 main:574] : INFO : Epoch 1895 | loss: 0.0311725 | val_loss: 0.0311782 | Time: 1884.74 ms [2021-12-12 23:13:14 main:574] : INFO : Epoch 1896 | loss: 0.0311726 | val_loss: 0.0311774 | Time: 1758.23 ms [2021-12-12 23:13:15 main:574] : INFO : Epoch 1897 | loss: 0.0311732 | val_loss: 0.0311762 | Time: 1583.98 ms [2021-12-12 23:13:17 main:574] : INFO : Epoch 1898 | loss: 0.0311725 | val_loss: 0.0311758 | Time: 1912.86 ms [2021-12-12 23:13:19 main:574] : INFO : Epoch 1899 | loss: 0.0311708 | val_loss: 0.0311778 | Time: 1649.6 ms [2021-12-12 23:13:21 main:574] : INFO : Epoch 1900 | loss: 0.0311723 | val_loss: 0.0311785 | Time: 1621.51 ms [2021-12-12 23:13:23 main:574] : INFO : Epoch 1901 | loss: 0.0311709 | val_loss: 0.0311751 | Time: 1959.01 ms [2021-12-12 23:13:24 main:574] : INFO : Epoch 1902 | loss: 0.0311746 | val_loss: 0.0311816 | Time: 1538.37 ms [2021-12-12 23:13:26 main:574] : INFO : Epoch 1903 | loss: 0.0311797 | val_loss: 0.0311793 | Time: 1710.8 ms [2021-12-12 23:13:28 main:574] : INFO : Epoch 1904 | loss: 0.0311794 | val_loss: 0.0311803 | Time: 1907.33 ms [2021-12-12 23:13:29 main:574] : INFO : Epoch 1905 | loss: 0.0311782 | val_loss: 0.0311786 | Time: 1470.14 ms [2021-12-12 23:13:31 main:574] : INFO : Epoch 1906 | loss: 0.0311773 | val_loss: 0.0311801 | Time: 1794.49 ms [2021-12-12 23:13:33 main:574] : INFO : Epoch 1907 | loss: 0.0311764 | val_loss: 0.0311779 | Time: 1915.23 ms [2021-12-12 23:13:35 main:574] : INFO : Epoch 1908 | loss: 0.0311773 | val_loss: 0.0311806 | Time: 1392.7 ms [2021-12-12 23:13:37 main:574] : INFO : Epoch 1909 | loss: 0.0311769 | val_loss: 0.0311793 | Time: 1900.33 ms [2021-12-12 23:13:39 main:574] : INFO : Epoch 1910 | loss: 0.0311757 | val_loss: 0.0311791 | Time: 1836.98 ms [2021-12-12 23:13:40 main:574] : INFO : Epoch 1911 | loss: 0.0311756 | val_loss: 0.0311795 | Time: 1463.98 ms [2021-12-12 23:13:42 main:574] : INFO : Epoch 1912 | loss: 0.0311756 | val_loss: 0.0311783 | Time: 1900.27 ms [2021-12-12 23:13:44 main:574] : INFO : Epoch 1913 | loss: 0.0311745 | val_loss: 0.0311774 | Time: 1749.65 ms [2021-12-12 23:13:45 main:574] : INFO : Epoch 1914 | loss: 0.031176 | val_loss: 0.0311766 | Time: 1570.18 ms [2021-12-12 23:13:47 main:574] : INFO : Epoch 1915 | loss: 0.0311881 | val_loss: 0.0311905 | Time: 1911.24 ms [2021-12-12 23:13:49 main:574] : INFO : Epoch 1916 | loss: 0.0311805 | val_loss: 0.0311791 | Time: 1605.52 ms [2021-12-12 23:13:51 main:574] : INFO : Epoch 1917 | loss: 0.031178 | val_loss: 0.0311807 | Time: 1641.69 ms [2021-12-12 23:13:53 main:574] : INFO : Epoch 1918 | loss: 0.0311778 | val_loss: 0.031179 | Time: 1941.98 ms [2021-12-12 23:13:54 main:574] : INFO : Epoch 1919 | loss: 0.0311776 | val_loss: 0.0311804 | Time: 1527.09 ms [2021-12-12 23:13:56 main:574] : INFO : Epoch 1920 | loss: 0.0311745 | val_loss: 0.0311779 | Time: 1702.36 ms [2021-12-12 23:13:58 main:574] : INFO : Epoch 1921 | loss: 0.0311768 | val_loss: 0.0311788 | Time: 1954.52 ms [2021-12-12 23:13:59 main:574] : INFO : Epoch 1922 | loss: 0.0311781 | val_loss: 0.0311787 | Time: 1465.19 ms [2021-12-12 23:14:01 main:574] : INFO : Epoch 1923 | loss: 0.0311762 | val_loss: 0.031184 | Time: 1794.33 ms [2021-12-12 23:14:03 main:574] : INFO : Epoch 1924 | loss: 0.0311753 | val_loss: 0.0311784 | Time: 1915.81 ms [2021-12-12 23:14:05 main:574] : INFO : Epoch 1925 | loss: 0.0311743 | val_loss: 0.0311778 | Time: 1390.68 ms [2021-12-12 23:14:07 main:574] : INFO : Epoch 1926 | loss: 0.031174 | val_loss: 0.0311792 | Time: 1908.96 ms [2021-12-12 23:14:09 main:574] : INFO : Epoch 1927 | loss: 0.031174 | val_loss: 0.031179 | Time: 1829.42 ms [2021-12-12 23:14:10 main:574] : INFO : Epoch 1928 | loss: 0.0311739 | val_loss: 0.0311783 | Time: 1458.9 ms [2021-12-12 23:14:12 main:574] : INFO : Epoch 1929 | loss: 0.0311737 | val_loss: 0.0311784 | Time: 1912.89 ms [2021-12-12 23:14:14 main:574] : INFO : Epoch 1930 | loss: 0.0311727 | val_loss: 0.0311795 | Time: 1760.05 ms [2021-12-12 23:14:15 main:574] : INFO : Epoch 1931 | loss: 0.0311726 | val_loss: 0.0311789 | Time: 1558.92 ms [2021-12-12 23:14:17 main:574] : INFO : Epoch 1932 | loss: 0.0311728 | val_loss: 0.0311764 | Time: 1865.27 ms [2021-12-12 23:14:19 main:574] : INFO : Epoch 1933 | loss: 0.0311721 | val_loss: 0.0311762 | Time: 1636.99 ms [2021-12-12 23:14:21 main:574] : INFO : Epoch 1934 | loss: 0.0311703 | val_loss: 0.031176 | Time: 1649.21 ms [2021-12-12 23:14:23 main:574] : INFO : Epoch 1935 | loss: 0.0311708 | val_loss: 0.031178 | Time: 1916.96 ms [2021-12-12 23:14:24 main:574] : INFO : Epoch 1936 | loss: 0.0311723 | val_loss: 0.0311802 | Time: 1531.22 ms [2021-12-12 23:14:26 main:574] : INFO : Epoch 1937 | loss: 0.0311707 | val_loss: 0.0311766 | Time: 1722.14 ms [2021-12-12 23:14:28 main:574] : INFO : Epoch 1938 | loss: 0.0311703 | val_loss: 0.0311769 | Time: 1970.38 ms [2021-12-12 23:14:29 main:574] : INFO : Epoch 1939 | loss: 0.0311707 | val_loss: 0.0311772 | Time: 1456.25 ms [2021-12-12 23:14:31 main:574] : INFO : Epoch 1940 | loss: 0.0311701 | val_loss: 0.0311771 | Time: 1797.14 ms [2021-12-12 23:14:33 main:574] : INFO : Epoch 1941 | loss: 0.0311698 | val_loss: 0.0311778 | Time: 1930.7 ms [2021-12-12 23:14:35 main:574] : INFO : Epoch 1942 | loss: 0.0311705 | val_loss: 0.0311793 | Time: 1416.41 ms [2021-12-12 23:14:37 main:574] : INFO : Epoch 1943 | loss: 0.0311706 | val_loss: 0.0311803 | Time: 1870.12 ms [2021-12-12 23:14:39 main:574] : INFO : Epoch 1944 | loss: 0.0311702 | val_loss: 0.0311782 | Time: 1844.13 ms [2021-12-12 23:14:40 main:574] : INFO : Epoch 1945 | loss: 0.0311718 | val_loss: 0.0311784 | Time: 1457.23 ms [2021-12-12 23:14:42 main:574] : INFO : Epoch 1946 | loss: 0.0311706 | val_loss: 0.031177 | Time: 1897.74 ms [2021-12-12 23:14:44 main:574] : INFO : Epoch 1947 | loss: 0.0311697 | val_loss: 0.0311757 | Time: 1780.99 ms [2021-12-12 23:14:45 main:574] : INFO : Epoch 1948 | loss: 0.0311687 | val_loss: 0.0311743 | Time: 1503.9 ms [2021-12-12 23:14:47 main:574] : INFO : Epoch 1949 | loss: 0.031169 | val_loss: 0.0311749 | Time: 1883.64 ms [2021-12-12 23:14:49 main:574] : INFO : Epoch 1950 | loss: 0.0311708 | val_loss: 0.0311759 | Time: 1695.1 ms [2021-12-12 23:14:51 main:574] : INFO : Epoch 1951 | loss: 0.0311708 | val_loss: 0.0311776 | Time: 1616.57 ms [2021-12-12 23:14:53 main:574] : INFO : Epoch 1952 | loss: 0.0311716 | val_loss: 0.0311764 | Time: 1908.89 ms [2021-12-12 23:14:54 main:574] : INFO : Epoch 1953 | loss: 0.0311744 | val_loss: 0.0311762 | Time: 1579.97 ms [2021-12-12 23:14:56 main:574] : INFO : Epoch 1954 | loss: 0.0311749 | val_loss: 0.0311746 | Time: 1668.33 ms [2021-12-12 23:14:58 main:574] : INFO : Epoch 1955 | loss: 0.0311753 | val_loss: 0.0311747 | Time: 1953.11 ms [2021-12-12 23:14:59 main:574] : INFO : Epoch 1956 | loss: 0.0311745 | val_loss: 0.0311766 | Time: 1498.35 ms [2021-12-12 23:15:01 main:574] : INFO : Epoch 1957 | loss: 0.031175 | val_loss: 0.0311754 | Time: 1728.61 ms [2021-12-12 23:15:03 main:574] : INFO : Epoch 1958 | loss: 0.0311757 | val_loss: 0.0311765 | Time: 1939.95 ms [2021-12-12 23:15:05 main:574] : INFO : Epoch 1959 | loss: 0.0311808 | val_loss: 0.0311862 | Time: 1463 ms [2021-12-12 23:15:07 main:574] : INFO : Epoch 1960 | loss: 0.0311919 | val_loss: 0.0311899 | Time: 1861.95 ms [2021-12-12 23:15:08 main:574] : INFO : Epoch 1961 | loss: 0.031189 | val_loss: 0.0311882 | Time: 1885.48 ms [2021-12-12 23:15:10 main:574] : INFO : Epoch 1962 | loss: 0.0311875 | val_loss: 0.031185 | Time: 1394.33 ms [2021-12-12 23:15:12 main:574] : INFO : Epoch 1963 | loss: 0.0311847 | val_loss: 0.031183 | Time: 1890.1 ms [2021-12-12 23:15:14 main:574] : INFO : Epoch 1964 | loss: 0.0311825 | val_loss: 0.031181 | Time: 1824.81 ms [2021-12-12 23:15:15 main:574] : INFO : Epoch 1965 | loss: 0.0311816 | val_loss: 0.031181 | Time: 1470.18 ms [2021-12-12 23:15:17 main:574] : INFO : Epoch 1966 | loss: 0.0311813 | val_loss: 0.03118 | Time: 1842.49 ms [2021-12-12 23:15:19 main:574] : INFO : Epoch 1967 | loss: 0.0311808 | val_loss: 0.0311839 | Time: 1740.33 ms [2021-12-12 23:15:20 main:574] : INFO : Epoch 1968 | loss: 0.0311804 | val_loss: 0.0311804 | Time: 1556.03 ms [2021-12-12 23:15:22 main:574] : INFO : Epoch 1969 | loss: 0.0311808 | val_loss: 0.0311822 | Time: 1900.44 ms [2021-12-12 23:15:24 main:574] : INFO : Epoch 1970 | loss: 0.0311811 | val_loss: 0.0311813 | Time: 1639.37 ms [2021-12-12 23:15:26 main:574] : INFO : Epoch 1971 | loss: 0.0311805 | val_loss: 0.0311814 | Time: 1564.64 ms [2021-12-12 23:15:28 main:574] : INFO : Epoch 1972 | loss: 0.0311809 | val_loss: 0.0311818 | Time: 1951.79 ms [2021-12-12 23:15:29 main:574] : INFO : Epoch 1973 | loss: 0.0311801 | val_loss: 0.0311843 | Time: 1594.27 ms [2021-12-12 23:15:31 main:574] : INFO : Epoch 1974 | loss: 0.03118 | val_loss: 0.0311875 | Time: 1678.3 ms [2021-12-12 23:15:33 main:574] : INFO : Epoch 1975 | loss: 0.0311804 | val_loss: 0.0311831 | Time: 1890.92 ms [2021-12-12 23:15:35 main:574] : INFO : Epoch 1976 | loss: 0.0311841 | val_loss: 0.0311841 | Time: 1564.94 ms [2021-12-12 23:15:36 main:574] : INFO : Epoch 1977 | loss: 0.0311838 | val_loss: 0.0311843 | Time: 1804.91 ms [2021-12-12 23:15:38 main:574] : INFO : Epoch 1978 | loss: 0.0311791 | val_loss: 0.0311834 | Time: 1947.97 ms [2021-12-12 23:15:40 main:574] : INFO : Epoch 1979 | loss: 0.0311788 | val_loss: 0.0311839 | Time: 1404.28 ms [2021-12-12 23:15:42 main:574] : INFO : Epoch 1980 | loss: 0.0311833 | val_loss: 0.0311863 | Time: 1813.42 ms [2021-12-12 23:15:44 main:574] : INFO : Epoch 1981 | loss: 0.0311793 | val_loss: 0.0311821 | Time: 1904.29 ms [2021-12-12 23:15:45 main:574] : INFO : Epoch 1982 | loss: 0.0311787 | val_loss: 0.0311812 | Time: 1484.27 ms [2021-12-12 23:15:47 main:574] : INFO : Epoch 1983 | loss: 0.0311793 | val_loss: 0.0311802 | Time: 1855.46 ms [2021-12-12 23:15:49 main:574] : INFO : Epoch 1984 | loss: 0.0311783 | val_loss: 0.0311815 | Time: 1767.41 ms [2021-12-12 23:15:50 main:574] : INFO : Epoch 1985 | loss: 0.031178 | val_loss: 0.0311825 | Time: 1530.38 ms [2021-12-12 23:15:52 main:574] : INFO : Epoch 1986 | loss: 0.0311775 | val_loss: 0.0311809 | Time: 1935.88 ms [2021-12-12 23:15:54 main:574] : INFO : Epoch 1987 | loss: 0.0311773 | val_loss: 0.0311806 | Time: 1637.62 ms [2021-12-12 23:15:56 main:574] : INFO : Epoch 1988 | loss: 0.0311766 | val_loss: 0.0311828 | Time: 1581.82 ms [2021-12-12 23:15:58 main:574] : INFO : Epoch 1989 | loss: 0.031179 | val_loss: 0.0311806 | Time: 1959.47 ms [2021-12-12 23:15:59 main:574] : INFO : Epoch 1990 | loss: 0.0311781 | val_loss: 0.0311816 | Time: 1552.4 ms [2021-12-12 23:16:01 main:574] : INFO : Epoch 1991 | loss: 0.0311784 | val_loss: 0.0311809 | Time: 1700.94 ms [2021-12-12 23:16:03 main:574] : INFO : Epoch 1992 | loss: 0.0311793 | val_loss: 0.031182 | Time: 1898.41 ms [2021-12-12 23:16:05 main:574] : INFO : Epoch 1993 | loss: 0.0311794 | val_loss: 0.0311873 | Time: 1466.45 ms [2021-12-12 23:16:06 main:574] : INFO : Epoch 1994 | loss: 0.0311791 | val_loss: 0.0311802 | Time: 1798.4 ms [2021-12-12 23:16:08 main:574] : INFO : Epoch 1995 | loss: 0.0311774 | val_loss: 0.0311808 | Time: 1893.52 ms [2021-12-12 23:16:10 main:574] : INFO : Epoch 1996 | loss: 0.0311773 | val_loss: 0.03118 | Time: 1410.1 ms [2021-12-12 23:16:12 main:574] : INFO : Epoch 1997 | loss: 0.0311792 | val_loss: 0.0311839 | Time: 1807.46 ms [2021-12-12 23:16:14 main:574] : INFO : Epoch 1998 | loss: 0.0311799 | val_loss: 0.0311849 | Time: 1948.99 ms [2021-12-12 23:16:15 main:574] : INFO : Epoch 1999 | loss: 0.0311799 | val_loss: 0.0311812 | Time: 1406.14 ms [2021-12-12 23:16:17 main:574] : INFO : Epoch 2000 | loss: 0.0311775 | val_loss: 0.0311797 | Time: 1861.07 ms [2021-12-12 23:16:19 main:574] : INFO : Epoch 2001 | loss: 0.0311774 | val_loss: 0.0311798 | Time: 1807.39 ms [2021-12-12 23:16:20 main:574] : INFO : Epoch 2002 | loss: 0.0311761 | val_loss: 0.031181 | Time: 1500.92 ms [2021-12-12 23:16:22 main:574] : INFO : Epoch 2003 | loss: 0.0311755 | val_loss: 0.0311797 | Time: 1939.14 ms [2021-12-12 23:16:24 main:574] : INFO : Epoch 2004 | loss: 0.0311769 | val_loss: 0.0311806 | Time: 1689.67 ms [2021-12-12 23:16:26 main:574] : INFO : Epoch 2005 | loss: 0.0311768 | val_loss: 0.0311802 | Time: 1530.42 ms [2021-12-12 23:16:28 main:574] : INFO : Epoch 2006 | loss: 0.0311783 | val_loss: 0.0311815 | Time: 1950.72 ms [2021-12-12 23:16:29 main:574] : INFO : Epoch 2007 | loss: 0.0311777 | val_loss: 0.0311809 | Time: 1623.17 ms [2021-12-12 23:16:31 main:574] : INFO : Epoch 2008 | loss: 0.031177 | val_loss: 0.0311817 | Time: 1651.18 ms [2021-12-12 23:16:33 main:574] : INFO : Epoch 2009 | loss: 0.0311779 | val_loss: 0.031186 | Time: 1887.53 ms [2021-12-12 23:16:34 main:574] : INFO : Epoch 2010 | loss: 0.0311786 | val_loss: 0.0311814 | Time: 1511.58 ms [2021-12-12 23:16:36 main:574] : INFO : Epoch 2011 | loss: 0.0311787 | val_loss: 0.0311801 | Time: 1784.8 ms [2021-12-12 23:16:38 main:574] : INFO : Epoch 2012 | loss: 0.0311779 | val_loss: 0.0311793 | Time: 1896.55 ms [2021-12-12 23:16:40 main:574] : INFO : Epoch 2013 | loss: 0.0311753 | val_loss: 0.0311801 | Time: 1427.42 ms [2021-12-12 23:16:42 main:574] : INFO : Epoch 2014 | loss: 0.0311755 | val_loss: 0.0311786 | Time: 1804.25 ms [2021-12-12 23:16:44 main:574] : INFO : Epoch 2015 | loss: 0.0311756 | val_loss: 0.0311797 | Time: 1948.48 ms [2021-12-12 23:16:45 main:574] : INFO : Epoch 2016 | loss: 0.0311752 | val_loss: 0.0311795 | Time: 1389.54 ms [2021-12-12 23:16:47 main:574] : INFO : Epoch 2017 | loss: 0.0311761 | val_loss: 0.031181 | Time: 1841.79 ms [2021-12-12 23:16:49 main:574] : INFO : Epoch 2018 | loss: 0.0311743 | val_loss: 0.0311776 | Time: 1821.81 ms [2021-12-12 23:16:50 main:574] : INFO : Epoch 2019 | loss: 0.0311745 | val_loss: 0.0311786 | Time: 1475.53 ms [2021-12-12 23:16:52 main:574] : INFO : Epoch 2020 | loss: 0.0311746 | val_loss: 0.0311771 | Time: 1920.04 ms [2021-12-12 23:16:54 main:574] : INFO : Epoch 2021 | loss: 0.0311735 | val_loss: 0.031177 | Time: 1712.97 ms [2021-12-12 23:16:56 main:574] : INFO : Epoch 2022 | loss: 0.031174 | val_loss: 0.0311782 | Time: 1505.62 ms [2021-12-12 23:16:58 main:574] : INFO : Epoch 2023 | loss: 0.0311743 | val_loss: 0.0311788 | Time: 1929.58 ms [2021-12-12 23:16:59 main:574] : INFO : Epoch 2024 | loss: 0.0311747 | val_loss: 0.0311779 | Time: 1653.51 ms [2021-12-12 23:17:01 main:574] : INFO : Epoch 2025 | loss: 0.0311745 | val_loss: 0.0311822 | Time: 1605.44 ms [2021-12-12 23:17:03 main:574] : INFO : Epoch 2026 | loss: 0.0311773 | val_loss: 0.0311798 | Time: 1887.94 ms [2021-12-12 23:17:04 main:574] : INFO : Epoch 2027 | loss: 0.0311742 | val_loss: 0.0311769 | Time: 1566.83 ms [2021-12-12 23:17:06 main:574] : INFO : Epoch 2028 | loss: 0.0311742 | val_loss: 0.0311794 | Time: 1725.5 ms [2021-12-12 23:17:08 main:574] : INFO : Epoch 2029 | loss: 0.0311745 | val_loss: 0.0311803 | Time: 1919.96 ms [2021-12-12 23:17:10 main:574] : INFO : Epoch 2030 | loss: 0.0311737 | val_loss: 0.0311786 | Time: 1462.29 ms [2021-12-12 23:17:12 main:574] : INFO : Epoch 2031 | loss: 0.0311744 | val_loss: 0.0311782 | Time: 1780.58 ms [2021-12-12 23:17:14 main:574] : INFO : Epoch 2032 | loss: 0.0311744 | val_loss: 0.0311791 | Time: 1960.97 ms [2021-12-12 23:17:15 main:574] : INFO : Epoch 2033 | loss: 0.0311772 | val_loss: 0.0311791 | Time: 1386.91 ms [2021-12-12 23:17:17 main:574] : INFO : Epoch 2034 | loss: 0.0311755 | val_loss: 0.031178 | Time: 1847.54 ms [2021-12-12 23:17:19 main:574] : INFO : Epoch 2035 | loss: 0.0311725 | val_loss: 0.0311786 | Time: 1847.86 ms [2021-12-12 23:17:20 main:574] : INFO : Epoch 2036 | loss: 0.0311723 | val_loss: 0.0311768 | Time: 1484.33 ms [2021-12-12 23:17:22 main:574] : INFO : Epoch 2037 | loss: 0.0311724 | val_loss: 0.0311762 | Time: 1908.15 ms [2021-12-12 23:17:24 main:574] : INFO : Epoch 2038 | loss: 0.0311713 | val_loss: 0.0311757 | Time: 1716.2 ms [2021-12-12 23:17:26 main:574] : INFO : Epoch 2039 | loss: 0.0311729 | val_loss: 0.0311783 | Time: 1504.31 ms [2021-12-12 23:17:28 main:574] : INFO : Epoch 2040 | loss: 0.031172 | val_loss: 0.0311781 | Time: 1915.02 ms [2021-12-12 23:17:29 main:574] : INFO : Epoch 2041 | loss: 0.0311722 | val_loss: 0.0311763 | Time: 1674.17 ms [2021-12-12 23:17:31 main:574] : INFO : Epoch 2042 | loss: 0.0311718 | val_loss: 0.0311778 | Time: 1604.73 ms [2021-12-12 23:17:33 main:574] : INFO : Epoch 2043 | loss: 0.0311713 | val_loss: 0.0311768 | Time: 1894.99 ms [2021-12-12 23:17:34 main:574] : INFO : Epoch 2044 | loss: 0.0311733 | val_loss: 0.0311775 | Time: 1576.9 ms [2021-12-12 23:17:36 main:574] : INFO : Epoch 2045 | loss: 0.0311734 | val_loss: 0.0311787 | Time: 1716 ms [2021-12-12 23:17:38 main:574] : INFO : Epoch 2046 | loss: 0.0311731 | val_loss: 0.0311782 | Time: 1937.38 ms [2021-12-12 23:17:40 main:574] : INFO : Epoch 2047 | loss: 0.0311728 | val_loss: 0.0311788 | Time: 1491.5 ms [2021-12-12 23:17:41 main:574] : INFO : Epoch 2048 | loss: 0.0311736 | val_loss: 0.0311773 | Time: 1760.04 ms [2021-12-12 23:17:42 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311773 [2021-12-12 23:17:42 main:603] : INFO : Saving end state to config to file [2021-12-12 23:17:42 main:608] : INFO : Success, exiting.. 23:17:42 (10848): called boinc_finish(0) </stderr_txt> ]]>
©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)