| Name | ParityModified-1638631476-8331-2-0_0 |
| Workunit | 7411374 |
| Created | 20 Dec 2021, 1:59:47 UTC |
| Sent | 7 Jan 2022, 11:31:59 UTC |
| Report deadline | 15 Jan 2022, 11:31:59 UTC |
| Received | 7 Jan 2022, 15:27:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 17991 |
| Run time | 1 hours 13 min 28 sec |
| CPU time | 1 hours 11 min 53 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,458.46 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.33 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> -07 05:31:16 main:574] : INFO : Epoch 1567 | loss: 0.031061 | val_loss: 0.0311934 | Time: 1876.18 ms [2022-01-07 05:31:18 main:574] : INFO : Epoch 1568 | loss: 0.0310607 | val_loss: 0.0311912 | Time: 1661.47 ms [2022-01-07 05:31:20 main:574] : INFO : Epoch 1569 | loss: 0.0310646 | val_loss: 0.0311991 | Time: 2071.85 ms [2022-01-07 05:31:22 main:574] : INFO : Epoch 1570 | loss: 0.03106 | val_loss: 0.0312001 | Time: 2117.27 ms [2022-01-07 05:31:24 main:574] : INFO : Epoch 1571 | loss: 0.0310573 | val_loss: 0.0312055 | Time: 2073 ms [2022-01-07 05:31:26 main:574] : INFO : Epoch 1572 | loss: 0.0310635 | val_loss: 0.0312157 | Time: 2165.14 ms [2022-01-07 05:31:29 main:574] : INFO : Epoch 1573 | loss: 0.0310694 | val_loss: 0.0311954 | Time: 2139.85 ms [2022-01-07 05:31:31 main:574] : INFO : Epoch 1574 | loss: 0.0310706 | val_loss: 0.0311912 | Time: 2076.09 ms [2022-01-07 05:31:33 main:574] : INFO : Epoch 1575 | loss: 0.0310739 | val_loss: 0.0311829 | Time: 2105.67 ms [2022-01-07 05:31:35 main:574] : INFO : Epoch 1576 | loss: 0.031074 | val_loss: 0.0312006 | Time: 2080.39 ms [2022-01-07 05:31:37 main:574] : INFO : Epoch 1577 | loss: 0.0310702 | val_loss: 0.0311987 | Time: 1761.78 ms [2022-01-07 05:31:39 main:574] : INFO : Epoch 1578 | loss: 0.0310786 | val_loss: 0.0312037 | Time: 1904.08 ms [2022-01-07 05:31:41 main:574] : INFO : Epoch 1579 | loss: 0.0310731 | val_loss: 0.0311957 | Time: 2162.01 ms [2022-01-07 05:31:43 main:574] : INFO : Epoch 1580 | loss: 0.0310774 | val_loss: 0.0312098 | Time: 2064.58 ms [2022-01-07 05:31:45 main:574] : INFO : Epoch 1581 | loss: 0.0310773 | val_loss: 0.0311863 | Time: 2069 ms [2022-01-07 05:31:47 main:574] : INFO : Epoch 1582 | loss: 0.0310738 | val_loss: 0.0311888 | Time: 2093.97 ms [2022-01-07 05:31:49 main:574] : INFO : Epoch 1583 | loss: 0.0310819 | val_loss: 0.0311871 | Time: 2159.49 ms [2022-01-07 05:31:51 main:574] : INFO : Epoch 1584 | loss: 0.0310807 | val_loss: 0.0311783 | Time: 2116.76 ms [2022-01-07 05:31:53 main:574] : INFO : Epoch 1585 | loss: 0.0310743 | val_loss: 0.0311891 | Time: 2112.61 ms [2022-01-07 05:31:56 main:574] : INFO : Epoch 1586 | loss: 0.0310625 | val_loss: 0.0312066 | Time: 2218.71 ms [2022-01-07 05:31:57 main:574] : INFO : Epoch 1587 | loss: 0.0310561 | val_loss: 0.0311858 | Time: 1523.55 ms [2022-01-07 05:31:59 main:574] : INFO : Epoch 1588 | loss: 0.0310631 | val_loss: 0.0312103 | Time: 2142.93 ms [2022-01-07 05:32:01 main:574] : INFO : Epoch 1589 | loss: 0.0310658 | val_loss: 0.0311939 | Time: 2090 ms [2022-01-07 05:32:04 main:574] : INFO : Epoch 1590 | loss: 0.031076 | val_loss: 0.0311959 | Time: 2096.44 ms [2022-01-07 05:32:06 main:574] : INFO : Epoch 1591 | loss: 0.0310699 | val_loss: 0.0312007 | Time: 2145.41 ms [2022-01-07 05:32:08 main:574] : INFO : Epoch 1592 | loss: 0.0310643 | val_loss: 0.0312058 | Time: 2156.27 ms [2022-01-07 05:32:10 main:574] : INFO : Epoch 1593 | loss: 0.031064 | val_loss: 0.0312038 | Time: 2150.04 ms [2022-01-07 05:32:12 main:574] : INFO : Epoch 1594 | loss: 0.0310665 | val_loss: 0.0311974 | Time: 2089.05 ms [2022-01-07 05:32:14 main:574] : INFO : Epoch 1595 | loss: 0.0310615 | val_loss: 0.031199 | Time: 2123.05 ms [2022-01-07 05:32:16 main:574] : INFO : Epoch 1596 | loss: 0.0310543 | val_loss: 0.0312018 | Time: 1984.59 ms [2022-01-07 05:32:18 main:574] : INFO : Epoch 1597 | loss: 0.0310584 | val_loss: 0.0311962 | Time: 1640.41 ms [2022-01-07 05:32:20 main:574] : INFO : Epoch 1598 | loss: 0.0310584 | val_loss: 0.0312172 | Time: 2212.29 ms [2022-01-07 05:32:22 main:574] : INFO : Epoch 1599 | loss: 0.0310598 | val_loss: 0.0312043 | Time: 2126.97 ms [2022-01-07 05:32:24 main:574] : INFO : Epoch 1600 | loss: 0.0310637 | val_loss: 0.0311948 | Time: 2132.83 ms [2022-01-07 05:32:26 main:574] : INFO : Epoch 1601 | loss: 0.0310581 | val_loss: 0.0312118 | Time: 1952.39 ms [2022-01-07 05:32:29 main:574] : INFO : Epoch 1602 | loss: 0.0310651 | val_loss: 0.0311994 | Time: 2113.49 ms [2022-01-07 05:32:31 main:574] : INFO : Epoch 1603 | loss: 0.0310645 | val_loss: 0.0311865 | Time: 2195.72 ms [2022-01-07 05:32:33 main:574] : INFO : Epoch 1604 | loss: 0.0310586 | val_loss: 0.0311993 | Time: 2130.74 ms [2022-01-07 05:32:35 main:574] : INFO : Epoch 1605 | loss: 0.0310604 | val_loss: 0.0312047 | Time: 2049.77 ms [2022-01-07 05:32:37 main:574] : INFO : Epoch 1606 | loss: 0.031063 | val_loss: 0.031215 | Time: 1760.96 ms [2022-01-07 05:32:39 main:574] : INFO : Epoch 1607 | loss: 0.0310561 | val_loss: 0.0312025 | Time: 1963.41 ms [2022-01-07 05:32:41 main:574] : INFO : Epoch 1608 | loss: 0.0310536 | val_loss: 0.0311952 | Time: 2134.93 ms [2022-01-07 05:32:43 main:574] : INFO : Epoch 1609 | loss: 0.031054 | val_loss: 0.0312111 | Time: 2089.23 ms [2022-01-07 05:32:45 main:574] : INFO : Epoch 1610 | loss: 0.0310487 | val_loss: 0.0312086 | Time: 2187.18 ms [2022-01-07 05:32:47 main:574] : INFO : Epoch 1611 | loss: 0.0310527 | val_loss: 0.0311802 | Time: 2092.58 ms [2022-01-07 05:32:49 main:574] : INFO : Epoch 1612 | loss: 0.0310602 | val_loss: 0.0312149 | Time: 2087.06 ms [2022-01-07 05:32:51 main:574] : INFO : Epoch 1613 | loss: 0.0310635 | val_loss: 0.0311892 | Time: 2077.28 ms [2022-01-07 05:32:53 main:574] : INFO : Epoch 1614 | loss: 0.031072 | val_loss: 0.0311865 | Time: 2006.93 ms [2022-01-07 05:32:56 main:574] : INFO : Epoch 1615 | loss: 0.0310647 | val_loss: 0.0312084 | Time: 2110.08 ms [2022-01-07 05:32:57 main:574] : INFO : Epoch 1616 | loss: 0.0310618 | val_loss: 0.0312015 | Time: 1510.09 ms [2022-01-07 05:32:59 main:574] : INFO : Epoch 1617 | loss: 0.0310629 | val_loss: 0.0312013 | Time: 2067.02 ms [2022-01-07 05:33:01 main:574] : INFO : Epoch 1618 | loss: 0.0310628 | val_loss: 0.0312164 | Time: 2102.54 ms [2022-01-07 05:33:03 main:574] : INFO : Epoch 1619 | loss: 0.0310574 | val_loss: 0.0312061 | Time: 2058.65 ms [2022-01-07 05:33:05 main:574] : INFO : Epoch 1620 | loss: 0.0310583 | val_loss: 0.0312046 | Time: 2011.54 ms [2022-01-07 05:33:08 main:574] : INFO : Epoch 1621 | loss: 0.0310552 | val_loss: 0.0312105 | Time: 2191.64 ms [2022-01-07 05:33:10 main:574] : INFO : Epoch 1622 | loss: 0.0310559 | val_loss: 0.0312156 | Time: 2232.61 ms [2022-01-07 05:33:12 main:574] : INFO : Epoch 1623 | loss: 0.0310539 | val_loss: 0.0312123 | Time: 2188.79 ms [2022-01-07 05:33:14 main:574] : INFO : Epoch 1624 | loss: 0.0310579 | val_loss: 0.0311949 | Time: 2105.58 ms [2022-01-07 05:33:16 main:574] : INFO : Epoch 1625 | loss: 0.0310591 | val_loss: 0.031198 | Time: 2030.28 ms [2022-01-07 05:33:18 main:574] : INFO : Epoch 1626 | loss: 0.0310592 | val_loss: 0.0311917 | Time: 1588.08 ms [2022-01-07 05:33:20 main:574] : INFO : Epoch 1627 | loss: 0.0310613 | val_loss: 0.0312079 | Time: 2107.91 ms [2022-01-07 05:33:22 main:574] : INFO : Epoch 1628 | loss: 0.0310541 | val_loss: 0.0312105 | Time: 2101.3 ms [2022-01-07 05:33:24 main:574] : INFO : Epoch 1629 | loss: 0.0310538 | val_loss: 0.0312007 | Time: 2156.04 ms [2022-01-07 05:33:26 main:574] : INFO : Epoch 1630 | loss: 0.0310618 | val_loss: 0.0312132 | Time: 2133.23 ms [2022-01-07 05:33:29 main:574] : INFO : Epoch 1631 | loss: 0.0310862 | val_loss: 0.0311759 | Time: 2225.22 ms [2022-01-07 05:33:31 main:574] : INFO : Epoch 1632 | loss: 0.0310881 | val_loss: 0.0311829 | Time: 2102.54 ms [2022-01-07 05:33:33 main:574] : INFO : Epoch 1633 | loss: 0.0310728 | val_loss: 0.0311937 | Time: 2172.08 ms [2022-01-07 05:33:35 main:574] : INFO : Epoch 1634 | loss: 0.0310743 | val_loss: 0.0312032 | Time: 2189.7 ms [2022-01-07 05:33:37 main:574] : INFO : Epoch 1635 | loss: 0.0310725 | val_loss: 0.0311803 | Time: 1683.33 ms [2022-01-07 05:33:39 main:574] : INFO : Epoch 1636 | loss: 0.0310685 | val_loss: 0.0311995 | Time: 1957.61 ms [2022-01-07 05:33:41 main:574] : INFO : Epoch 1637 | loss: 0.0310664 | val_loss: 0.0312109 | Time: 2067.17 ms [2022-01-07 05:33:43 main:574] : INFO : Epoch 1638 | loss: 0.0310624 | val_loss: 0.031203 | Time: 2042.68 ms [2022-01-07 05:33:45 main:574] : INFO : Epoch 1639 | loss: 0.03107 | val_loss: 0.0312046 | Time: 2138.37 ms [2022-01-07 05:33:47 main:574] : INFO : Epoch 1640 | loss: 0.0311371 | val_loss: 0.0311708 | Time: 2087.9 ms [2022-01-07 05:33:49 main:574] : INFO : Epoch 1641 | loss: 0.0311509 | val_loss: 0.0311634 | Time: 2092.42 ms [2022-01-07 05:33:51 main:574] : INFO : Epoch 1642 | loss: 0.0311459 | val_loss: 0.0311638 | Time: 2111.63 ms [2022-01-07 05:33:54 main:574] : INFO : Epoch 1643 | loss: 0.0311375 | val_loss: 0.0311628 | Time: 2144.85 ms [2022-01-07 05:33:56 main:574] : INFO : Epoch 1644 | loss: 0.0311321 | val_loss: 0.0311596 | Time: 2440.93 ms [2022-01-07 05:33:58 main:574] : INFO : Epoch 1645 | loss: 0.0311295 | val_loss: 0.0311614 | Time: 1693.63 ms [2022-01-07 05:34:00 main:574] : INFO : Epoch 1646 | loss: 0.0311272 | val_loss: 0.0311655 | Time: 2406.88 ms [2022-01-07 05:34:02 main:574] : INFO : Epoch 1647 | loss: 0.0311237 | val_loss: 0.0311686 | Time: 2123.8 ms [2022-01-07 05:34:05 main:574] : INFO : Epoch 1648 | loss: 0.0311211 | val_loss: 0.0311638 | Time: 2297.44 ms [2022-01-07 05:34:07 main:574] : INFO : Epoch 1649 | loss: 0.0311186 | val_loss: 0.0311679 | Time: 2150.67 ms [2022-01-07 05:34:09 main:574] : INFO : Epoch 1650 | loss: 0.031116 | val_loss: 0.0311661 | Time: 2170.58 ms [2022-01-07 05:34:11 main:574] : INFO : Epoch 1651 | loss: 0.0311122 | val_loss: 0.0311657 | Time: 2157.34 ms [2022-01-07 05:34:13 main:574] : INFO : Epoch 1652 | loss: 0.0311099 | val_loss: 0.0311668 | Time: 2124.42 ms [2022-01-07 05:34:15 main:574] : INFO : Epoch 1653 | loss: 0.0311178 | val_loss: 0.03117 | Time: 2130.96 ms [2022-01-07 05:34:17 main:574] : INFO : Epoch 1654 | loss: 0.0311162 | val_loss: 0.0311649 | Time: 1586.33 ms [2022-01-07 05:34:19 main:574] : INFO : Epoch 1655 | loss: 0.0311115 | val_loss: 0.0311626 | Time: 2089.11 ms [2022-01-07 05:34:21 main:574] : INFO : Epoch 1656 | loss: 0.0311078 | val_loss: 0.0311646 | Time: 2147.49 ms [2022-01-07 05:34:23 main:574] : INFO : Epoch 1657 | loss: 0.031105 | val_loss: 0.0311663 | Time: 2181.3 ms [2022-01-07 05:34:26 main:574] : INFO : Epoch 1658 | loss: 0.0311013 | val_loss: 0.0311674 | Time: 2178.61 ms [2022-01-07 05:34:28 main:574] : INFO : Epoch 1659 | loss: 0.0311012 | val_loss: 0.031173 | Time: 2143.51 ms [2022-01-07 05:34:30 main:574] : INFO : Epoch 1660 | loss: 0.0311012 | val_loss: 0.0311709 | Time: 2147.97 ms [2022-01-07 05:34:32 main:574] : INFO : Epoch 1661 | loss: 0.0311013 | val_loss: 0.0311687 | Time: 2112.61 ms [2022-01-07 05:34:34 main:574] : INFO : Epoch 1662 | loss: 0.0311001 | val_loss: 0.0311669 | Time: 2116.74 ms [2022-01-07 05:34:36 main:574] : INFO : Epoch 1663 | loss: 0.0310958 | val_loss: 0.0311641 | Time: 2055.65 ms [2022-01-07 05:34:38 main:574] : INFO : Epoch 1664 | loss: 0.0310943 | val_loss: 0.0311657 | Time: 1595.59 ms [2022-01-07 05:34:40 main:574] : INFO : Epoch 1665 | loss: 0.0310929 | val_loss: 0.0311787 | Time: 2145.59 ms [2022-01-07 05:34:42 main:574] : INFO : Epoch 1666 | loss: 0.0310946 | val_loss: 0.0311729 | Time: 2117.08 ms [2022-01-07 05:34:44 main:574] : INFO : Epoch 1667 | loss: 0.0310932 | val_loss: 0.0311779 | Time: 2142.61 ms [2022-01-07 05:34:46 main:574] : INFO : Epoch 1668 | loss: 0.0310966 | val_loss: 0.0311713 | Time: 2115.48 ms [2022-01-07 05:34:49 main:574] : INFO : Epoch 1669 | loss: 0.0310925 | val_loss: 0.0311697 | Time: 2187.89 ms [2022-01-07 05:34:51 main:574] : INFO : Epoch 1670 | loss: 0.0310901 | val_loss: 0.0311727 | Time: 2140.94 ms [2022-01-07 05:34:53 main:574] : INFO : Epoch 1671 | loss: 0.0310871 | val_loss: 0.0311663 | Time: 2125.07 ms [2022-01-07 05:34:55 main:574] : INFO : Epoch 1672 | loss: 0.0310899 | val_loss: 0.0311745 | Time: 2152.39 ms [2022-01-07 05:34:57 main:574] : INFO : Epoch 1673 | loss: 0.0310959 | val_loss: 0.0311724 | Time: 1730.03 ms [2022-01-07 05:34:59 main:574] : INFO : Epoch 1674 | loss: 0.0310998 | val_loss: 0.0311691 | Time: 2133.95 ms [2022-01-07 05:35:01 main:574] : INFO : Epoch 1675 | loss: 0.0310937 | val_loss: 0.031174 | Time: 2189.81 ms [2022-01-07 05:35:03 main:574] : INFO : Epoch 1676 | loss: 0.03109 | val_loss: 0.0311751 | Time: 2144.96 ms [2022-01-07 05:35:05 main:574] : INFO : Epoch 1677 | loss: 0.0310864 | val_loss: 0.031176 | Time: 2077.28 ms [2022-01-07 05:35:08 main:574] : INFO : Epoch 1678 | loss: 0.0310805 | val_loss: 0.0311821 | Time: 2178.21 ms [2022-01-07 05:35:10 main:574] : INFO : Epoch 1679 | loss: 0.0310823 | val_loss: 0.0311775 | Time: 2113.71 ms [2022-01-07 05:35:12 main:574] : INFO : Epoch 1680 | loss: 0.0310852 | val_loss: 0.0311754 | Time: 2158.08 ms [2022-01-07 05:35:14 main:574] : INFO : Epoch 1681 | loss: 0.0310854 | val_loss: 0.0311807 | Time: 2083.19 ms [2022-01-07 05:35:16 main:574] : INFO : Epoch 1682 | loss: 0.0310826 | val_loss: 0.0311794 | Time: 2184.09 ms [2022-01-07 05:35:18 main:574] : INFO : Epoch 1683 | loss: 0.0310834 | val_loss: 0.0311748 | Time: 1549.95 ms [2022-01-07 05:35:20 main:574] : INFO : Epoch 1684 | loss: 0.0310914 | val_loss: 0.0311726 | Time: 2101.34 ms [2022-01-07 05:35:22 main:574] : INFO : Epoch 1685 | loss: 0.0310904 | val_loss: 0.0311735 | Time: 2043.75 ms [2022-01-07 05:35:24 main:574] : INFO : Epoch 1686 | loss: 0.0310874 | val_loss: 0.0311788 | Time: 2117.68 ms [2022-01-07 05:35:26 main:574] : INFO : Epoch 1687 | loss: 0.0310836 | val_loss: 0.0311755 | Time: 2138.83 ms [2022-01-07 05:35:28 main:574] : INFO : Epoch 1688 | loss: 0.0310799 | val_loss: 0.0311926 | Time: 2131.5 ms [2022-01-07 05:35:31 main:574] : INFO : Epoch 1689 | loss: 0.0310772 | val_loss: 0.0311808 | Time: 2180.45 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650 SUPER) [2022-01-07 07:14:40 main:435] : INFO : Set logging level to 1 [2022-01-07 07:14:40 main:441] : INFO : Running in BOINC Client mode [2022-01-07 07:14:40 main:444] : INFO : Resolving all filenames [2022-01-07 07:14:40 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-07 07:14:40 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-07 07:14:40 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-07 07:14:40 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-01-07 07:14:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-07 07:14:40 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-07 07:14:40 main:474] : INFO : Configuration: [2022-01-07 07:14:40 main:475] : INFO : Model type: GRU [2022-01-07 07:14:40 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-07 07:14:40 main:477] : INFO : Max Epochs: 2048 [2022-01-07 07:14:40 main:478] : INFO : Batch Size: 128 [2022-01-07 07:14:40 main:479] : INFO : Learning Rate: 0.01 [2022-01-07 07:14:40 main:480] : INFO : Patience: 10 [2022-01-07 07:14:40 main:481] : INFO : Hidden Width: 12 [2022-01-07 07:14:40 main:482] : INFO : # Recurrent Layers: 4 [2022-01-07 07:14:40 main:483] : INFO : # Backend Layers: 4 [2022-01-07 07:14:40 main:484] : INFO : # Threads: 1 [2022-01-07 07:14:40 main:486] : INFO : Preparing Dataset [2022-01-07 07:14:40 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-07 07:14:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-07 07:14:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-07 07:14:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-07 07:14:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-07 07:14:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-07 07:14:43 main:494] : INFO : Creating Model [2022-01-07 07:14:43 main:507] : INFO : Preparing config file [2022-01-07 07:14:43 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-07 07:14:43 main:512] : INFO : Loading config [2022-01-07 07:14:43 main:514] : INFO : Loading state [2022-01-07 07:14:44 main:559] : INFO : Loading DataLoader into Memory [2022-01-07 07:14:44 main:562] : INFO : Starting Training [2022-01-07 07:14:47 main:574] : INFO : Epoch 1690 | loss: 0.0311135 | val_loss: 0.0311907 | Time: 2533.51 ms [2022-01-07 07:14:49 main:574] : INFO : Epoch 1691 | loss: 0.0310873 | val_loss: 0.0311788 | Time: 2177.69 ms [2022-01-07 07:14:51 main:574] : INFO : Epoch 1692 | loss: 0.031083 | val_loss: 0.0311851 | Time: 2138.04 ms [2022-01-07 07:14:53 main:574] : INFO : Epoch 1693 | loss: 0.0310794 | val_loss: 0.0311963 | Time: 2112.67 ms [2022-01-07 07:14:56 main:574] : INFO : Epoch 1694 | loss: 0.0310792 | val_loss: 0.0311796 | Time: 2201.16 ms [2022-01-07 07:14:58 main:574] : INFO : Epoch 1695 | loss: 0.0310789 | val_loss: 0.0311715 | Time: 2145.64 ms [2022-01-07 07:15:00 main:574] : INFO : Epoch 1696 | loss: 0.0310794 | val_loss: 0.0311847 | Time: 2147.17 ms [2022-01-07 07:15:02 main:574] : INFO : Epoch 1697 | loss: 0.0310812 | val_loss: 0.0311914 | Time: 2172.73 ms [2022-01-07 07:15:04 main:574] : INFO : Epoch 1698 | loss: 0.0310741 | val_loss: 0.0311865 | Time: 1500.06 ms [2022-01-07 07:15:06 main:574] : INFO : Epoch 1699 | loss: 0.0310745 | val_loss: 0.0311901 | Time: 2169.32 ms [2022-01-07 07:15:08 main:574] : INFO : Epoch 1700 | loss: 0.0310729 | val_loss: 0.0311791 | Time: 2092.21 ms [2022-01-07 07:15:10 main:574] : INFO : Epoch 1701 | loss: 0.0310722 | val_loss: 0.0311831 | Time: 2146.44 ms [2022-01-07 07:15:12 main:574] : INFO : Epoch 1702 | loss: 0.0310738 | val_loss: 0.0311897 | Time: 2159.24 ms [2022-01-07 07:15:15 main:574] : INFO : Epoch 1703 | loss: 0.0310722 | val_loss: 0.0311828 | Time: 2213.7 ms [2022-01-07 07:15:17 main:574] : INFO : Epoch 1704 | loss: 0.0310711 | val_loss: 0.0311788 | Time: 2112.18 ms [2022-01-07 07:15:19 main:574] : INFO : Epoch 1705 | loss: 0.0310779 | val_loss: 0.0311885 | Time: 2175.29 ms [2022-01-07 07:15:21 main:574] : INFO : Epoch 1706 | loss: 0.0310791 | val_loss: 0.0311895 | Time: 2147.93 ms [2022-01-07 07:15:23 main:574] : INFO : Epoch 1707 | loss: 0.0310731 | val_loss: 0.031193 | Time: 1816.23 ms [2022-01-07 07:15:25 main:574] : INFO : Epoch 1708 | loss: 0.0310732 | val_loss: 0.0312136 | Time: 1806 ms [2022-01-07 07:15:27 main:574] : INFO : Epoch 1709 | loss: 0.0310683 | val_loss: 0.0311795 | Time: 2175.79 ms [2022-01-07 07:15:29 main:574] : INFO : Epoch 1710 | loss: 0.031063 | val_loss: 0.0311964 | Time: 2114.02 ms [2022-01-07 07:15:31 main:574] : INFO : Epoch 1711 | loss: 0.0310603 | val_loss: 0.0311966 | Time: 2192.17 ms [2022-01-07 07:15:33 main:574] : INFO : Epoch 1712 | loss: 0.0310585 | val_loss: 0.031202 | Time: 2089.42 ms [2022-01-07 07:15:35 main:574] : INFO : Epoch 1713 | loss: 0.0310628 | val_loss: 0.0312013 | Time: 2055.02 ms [2022-01-07 07:15:37 main:574] : INFO : Epoch 1714 | loss: 0.031074 | val_loss: 0.0311975 | Time: 2078.75 ms [2022-01-07 07:15:40 main:574] : INFO : Epoch 1715 | loss: 0.0310725 | val_loss: 0.0311851 | Time: 2157.37 ms [2022-01-07 07:15:42 main:574] : INFO : Epoch 1716 | loss: 0.0310878 | val_loss: 0.0311931 | Time: 2169.34 ms [2022-01-07 07:15:43 main:574] : INFO : Epoch 1717 | loss: 0.0310803 | val_loss: 0.0311926 | Time: 1532.1 ms [2022-01-07 07:15:45 main:574] : INFO : Epoch 1718 | loss: 0.0310797 | val_loss: 0.0311926 | Time: 2067.95 ms [2022-01-07 07:15:48 main:574] : INFO : Epoch 1719 | loss: 0.0310731 | val_loss: 0.0311994 | Time: 2132.08 ms [2022-01-07 07:15:50 main:574] : INFO : Epoch 1720 | loss: 0.0310698 | val_loss: 0.0311881 | Time: 2192.2 ms [2022-01-07 07:15:52 main:574] : INFO : Epoch 1721 | loss: 0.0310717 | val_loss: 0.0311816 | Time: 2103.45 ms [2022-01-07 07:15:54 main:574] : INFO : Epoch 1722 | loss: 0.0310703 | val_loss: 0.0311755 | Time: 2164.73 ms [2022-01-07 07:15:56 main:574] : INFO : Epoch 1723 | loss: 0.0310649 | val_loss: 0.0311896 | Time: 2322.59 ms [2022-01-07 07:15:59 main:574] : INFO : Epoch 1724 | loss: 0.0310605 | val_loss: 0.0311942 | Time: 2119.53 ms [2022-01-07 07:16:01 main:574] : INFO : Epoch 1725 | loss: 0.0310689 | val_loss: 0.0312067 | Time: 2197.95 ms [2022-01-07 07:16:03 main:574] : INFO : Epoch 1726 | loss: 0.0310676 | val_loss: 0.0311998 | Time: 2002.71 ms [2022-01-07 07:16:05 main:574] : INFO : Epoch 1727 | loss: 0.0310675 | val_loss: 0.0311925 | Time: 1748.45 ms [2022-01-07 07:16:07 main:574] : INFO : Epoch 1728 | loss: 0.0310627 | val_loss: 0.0311961 | Time: 2179.01 ms [2022-01-07 07:16:09 main:574] : INFO : Epoch 1729 | loss: 0.0310592 | val_loss: 0.0312014 | Time: 2128.44 ms [2022-01-07 07:16:11 main:574] : INFO : Epoch 1730 | loss: 0.0310607 | val_loss: 0.0311862 | Time: 2141.37 ms [2022-01-07 07:16:13 main:574] : INFO : Epoch 1731 | loss: 0.0310673 | val_loss: 0.0311961 | Time: 2123.75 ms [2022-01-07 07:16:15 main:574] : INFO : Epoch 1732 | loss: 0.0310679 | val_loss: 0.0311983 | Time: 2121.28 ms [2022-01-07 07:16:17 main:574] : INFO : Epoch 1733 | loss: 0.0310666 | val_loss: 0.0311942 | Time: 2190.4 ms [2022-01-07 07:16:20 main:574] : INFO : Epoch 1734 | loss: 0.0310668 | val_loss: 0.0311888 | Time: 2106.08 ms [2022-01-07 07:16:22 main:574] : INFO : Epoch 1735 | loss: 0.031065 | val_loss: 0.0311991 | Time: 2200.37 ms [2022-01-07 07:16:23 main:574] : INFO : Epoch 1736 | loss: 0.0310616 | val_loss: 0.0311918 | Time: 1553.71 ms [2022-01-07 07:16:25 main:574] : INFO : Epoch 1737 | loss: 0.0310583 | val_loss: 0.0311931 | Time: 2063.67 ms [2022-01-07 07:16:28 main:574] : INFO : Epoch 1738 | loss: 0.031058 | val_loss: 0.0311935 | Time: 2176.23 ms [2022-01-07 07:16:30 main:574] : INFO : Epoch 1739 | loss: 0.0310614 | val_loss: 0.0311991 | Time: 2133.54 ms [2022-01-07 07:16:32 main:574] : INFO : Epoch 1740 | loss: 0.0310654 | val_loss: 0.0311867 | Time: 2119.01 ms [2022-01-07 07:16:34 main:574] : INFO : Epoch 1741 | loss: 0.0310858 | val_loss: 0.0311907 | Time: 2208.57 ms [2022-01-07 07:16:36 main:574] : INFO : Epoch 1742 | loss: 0.0310808 | val_loss: 0.0311888 | Time: 2071.19 ms [2022-01-07 07:16:38 main:574] : INFO : Epoch 1743 | loss: 0.0310786 | val_loss: 0.0311879 | Time: 2123.02 ms [2022-01-07 07:16:41 main:574] : INFO : Epoch 1744 | loss: 0.0310714 | val_loss: 0.0311802 | Time: 2196.46 ms [2022-01-07 07:16:43 main:574] : INFO : Epoch 1745 | loss: 0.031066 | val_loss: 0.0311846 | Time: 2020.7 ms [2022-01-07 07:16:44 main:574] : INFO : Epoch 1746 | loss: 0.0310682 | val_loss: 0.0311973 | Time: 1645.62 ms [2022-01-07 07:16:46 main:574] : INFO : Epoch 1747 | loss: 0.0310838 | val_loss: 0.0312041 | Time: 2194.21 ms [2022-01-07 07:16:49 main:574] : INFO : Epoch 1748 | loss: 0.031069 | val_loss: 0.0312025 | Time: 2059 ms [2022-01-07 07:16:51 main:574] : INFO : Epoch 1749 | loss: 0.0310611 | val_loss: 0.0311983 | Time: 2134.02 ms [2022-01-07 07:16:53 main:574] : INFO : Epoch 1750 | loss: 0.031069 | val_loss: 0.031205 | Time: 2133.23 ms [2022-01-07 07:16:55 main:574] : INFO : Epoch 1751 | loss: 0.0310656 | val_loss: 0.0311948 | Time: 2132.36 ms [2022-01-07 07:16:57 main:574] : INFO : Epoch 1752 | loss: 0.0310648 | val_loss: 0.0312027 | Time: 2137.93 ms [2022-01-07 07:16:59 main:574] : INFO : Epoch 1753 | loss: 0.0310604 | val_loss: 0.0311975 | Time: 2157.16 ms [2022-01-07 07:17:01 main:574] : INFO : Epoch 1754 | loss: 0.0310591 | val_loss: 0.0312023 | Time: 2144.1 ms [2022-01-07 07:17:03 main:574] : INFO : Epoch 1755 | loss: 0.0310659 | val_loss: 0.0311912 | Time: 1698.03 ms [2022-01-07 07:17:05 main:574] : INFO : Epoch 1756 | loss: 0.031064 | val_loss: 0.0312014 | Time: 1881.22 ms [2022-01-07 07:17:07 main:574] : INFO : Epoch 1757 | loss: 0.0310727 | val_loss: 0.0311869 | Time: 2146.35 ms [2022-01-07 07:17:09 main:574] : INFO : Epoch 1758 | loss: 0.0310837 | val_loss: 0.0312092 | Time: 2070.68 ms [2022-01-07 07:17:11 main:574] : INFO : Epoch 1759 | loss: 0.0310778 | val_loss: 0.0311937 | Time: 2085.2 ms [2022-01-07 07:17:14 main:574] : INFO : Epoch 1760 | loss: 0.031071 | val_loss: 0.031192 | Time: 2141.15 ms [2022-01-07 07:17:16 main:574] : INFO : Epoch 1761 | loss: 0.0310638 | val_loss: 0.0311992 | Time: 2132.59 ms [2022-01-07 07:17:18 main:574] : INFO : Epoch 1762 | loss: 0.0310571 | val_loss: 0.0311994 | Time: 2152.81 ms [2022-01-07 07:17:20 main:574] : INFO : Epoch 1763 | loss: 0.0310587 | val_loss: 0.0311945 | Time: 2188.63 ms [2022-01-07 07:17:22 main:574] : INFO : Epoch 1764 | loss: 0.0310618 | val_loss: 0.031211 | Time: 2149.7 ms [2022-01-07 07:17:24 main:574] : INFO : Epoch 1765 | loss: 0.0310588 | val_loss: 0.0311923 | Time: 1531.43 ms [2022-01-07 07:17:26 main:574] : INFO : Epoch 1766 | loss: 0.0310594 | val_loss: 0.031215 | Time: 2214.08 ms [2022-01-07 07:17:28 main:574] : INFO : Epoch 1767 | loss: 0.0310593 | val_loss: 0.0311979 | Time: 2185.01 ms [2022-01-07 07:17:30 main:574] : INFO : Epoch 1768 | loss: 0.0310645 | val_loss: 0.0311963 | Time: 2093.72 ms [2022-01-07 07:17:32 main:574] : INFO : Epoch 1769 | loss: 0.0310578 | val_loss: 0.0311927 | Time: 2148.99 ms [2022-01-07 07:17:35 main:574] : INFO : Epoch 1770 | loss: 0.0310657 | val_loss: 0.0312025 | Time: 2200.03 ms [2022-01-07 07:17:37 main:574] : INFO : Epoch 1771 | loss: 0.0310652 | val_loss: 0.031189 | Time: 2136.64 ms [2022-01-07 07:17:39 main:574] : INFO : Epoch 1772 | loss: 0.0310616 | val_loss: 0.0312059 | Time: 2181.52 ms [2022-01-07 07:17:41 main:574] : INFO : Epoch 1773 | loss: 0.0310645 | val_loss: 0.0311966 | Time: 2166.43 ms [2022-01-07 07:17:43 main:574] : INFO : Epoch 1774 | loss: 0.0310588 | val_loss: 0.031202 | Time: 2095.2 ms [2022-01-07 07:17:45 main:574] : INFO : Epoch 1775 | loss: 0.0310634 | val_loss: 0.0311944 | Time: 2004.75 ms [2022-01-07 07:17:47 main:574] : INFO : Epoch 1776 | loss: 0.0310642 | val_loss: 0.0312054 | Time: 2163.19 ms [2022-01-07 07:17:50 main:574] : INFO : Epoch 1777 | loss: 0.0310583 | val_loss: 0.0312124 | Time: 2201.58 ms [2022-01-07 07:17:52 main:574] : INFO : Epoch 1778 | loss: 0.0310544 | val_loss: 0.0311947 | Time: 2093.4 ms [2022-01-07 07:17:54 main:574] : INFO : Epoch 1779 | loss: 0.0310646 | val_loss: 0.0312033 | Time: 2186.86 ms [2022-01-07 07:17:56 main:574] : INFO : Epoch 1780 | loss: 0.0310588 | val_loss: 0.0311971 | Time: 2137.23 ms [2022-01-07 07:17:58 main:574] : INFO : Epoch 1781 | loss: 0.0310584 | val_loss: 0.0312051 | Time: 2144.99 ms [2022-01-07 07:18:01 main:574] : INFO : Epoch 1782 | loss: 0.0310546 | val_loss: 0.031202 | Time: 2189.3 ms [2022-01-07 07:18:03 main:574] : INFO : Epoch 1783 | loss: 0.0310491 | val_loss: 0.0311989 | Time: 2076.82 ms [2022-01-07 07:18:04 main:574] : INFO : Epoch 1784 | loss: 0.03105 | val_loss: 0.0312002 | Time: 1554.43 ms [2022-01-07 07:18:06 main:574] : INFO : Epoch 1785 | loss: 0.0310537 | val_loss: 0.0312127 | Time: 2174.91 ms [2022-01-07 07:18:08 main:574] : INFO : Epoch 1786 | loss: 0.0310503 | val_loss: 0.031204 | Time: 2024.45 ms [2022-01-07 07:18:11 main:574] : INFO : Epoch 1787 | loss: 0.0310533 | val_loss: 0.0312036 | Time: 2147.75 ms [2022-01-07 07:18:13 main:574] : INFO : Epoch 1788 | loss: 0.0310516 | val_loss: 0.031202 | Time: 2158.61 ms [2022-01-07 07:18:15 main:574] : INFO : Epoch 1789 | loss: 0.0310517 | val_loss: 0.0312006 | Time: 2125.73 ms [2022-01-07 07:18:17 main:574] : INFO : Epoch 1790 | loss: 0.0310467 | val_loss: 0.0312114 | Time: 2104.48 ms [2022-01-07 07:18:19 main:574] : INFO : Epoch 1791 | loss: 0.0310431 | val_loss: 0.0311955 | Time: 2080.23 ms [2022-01-07 07:18:21 main:574] : INFO : Epoch 1792 | loss: 0.0310433 | val_loss: 0.0312121 | Time: 2131.36 ms [2022-01-07 07:18:23 main:574] : INFO : Epoch 1793 | loss: 0.0310509 | val_loss: 0.0312089 | Time: 1833.3 ms [2022-01-07 07:18:25 main:574] : INFO : Epoch 1794 | loss: 0.0310566 | val_loss: 0.0311949 | Time: 1817.39 ms [2022-01-07 07:18:27 main:574] : INFO : Epoch 1795 | loss: 0.0310599 | val_loss: 0.0311927 | Time: 2101.6 ms [2022-01-07 07:18:29 main:574] : INFO : Epoch 1796 | loss: 0.0310602 | val_loss: 0.03121 | Time: 2109.83 ms [2022-01-07 07:18:31 main:574] : INFO : Epoch 1797 | loss: 0.0310566 | val_loss: 0.0312064 | Time: 2136.05 ms [2022-01-07 07:18:33 main:574] : INFO : Epoch 1798 | loss: 0.0310596 | val_loss: 0.0311863 | Time: 2138.18 ms [2022-01-07 07:18:36 main:574] : INFO : Epoch 1799 | loss: 0.0310745 | val_loss: 0.0312013 | Time: 2232.38 ms [2022-01-07 07:18:38 main:574] : INFO : Epoch 1800 | loss: 0.0310678 | val_loss: 0.0311867 | Time: 2197.21 ms [2022-01-07 07:18:40 main:574] : INFO : Epoch 1801 | loss: 0.0310675 | val_loss: 0.031181 | Time: 2174.43 ms [2022-01-07 07:18:42 main:574] : INFO : Epoch 1802 | loss: 0.0310852 | val_loss: 0.0311848 | Time: 2195 ms [2022-01-07 07:18:44 main:574] : INFO : Epoch 1803 | loss: 0.0310719 | val_loss: 0.031202 | Time: 1528.01 ms [2022-01-07 07:18:46 main:574] : INFO : Epoch 1804 | loss: 0.0310674 | val_loss: 0.0312108 | Time: 2158.62 ms [2022-01-07 07:18:48 main:574] : INFO : Epoch 1805 | loss: 0.0310684 | val_loss: 0.0311905 | Time: 2148.4 ms [2022-01-07 07:18:50 main:574] : INFO : Epoch 1806 | loss: 0.0310611 | val_loss: 0.0311955 | Time: 2142.52 ms [2022-01-07 07:18:53 main:574] : INFO : Epoch 1807 | loss: 0.0310591 | val_loss: 0.0312289 | Time: 2175.85 ms [2022-01-07 07:18:55 main:574] : INFO : Epoch 1808 | loss: 0.0310566 | val_loss: 0.0311901 | Time: 2172.31 ms [2022-01-07 07:18:57 main:574] : INFO : Epoch 1809 | loss: 0.0310549 | val_loss: 0.0311987 | Time: 2138.83 ms [2022-01-07 07:18:59 main:574] : INFO : Epoch 1810 | loss: 0.0310588 | val_loss: 0.031201 | Time: 2115.21 ms [2022-01-07 07:19:01 main:574] : INFO : Epoch 1811 | loss: 0.0310575 | val_loss: 0.0312049 | Time: 2048.56 ms [2022-01-07 07:19:03 main:574] : INFO : Epoch 1812 | loss: 0.0310538 | val_loss: 0.0312119 | Time: 1933.5 ms [2022-01-07 07:19:05 main:574] : INFO : Epoch 1813 | loss: 0.0310499 | val_loss: 0.0312126 | Time: 1778.23 ms [2022-01-07 07:19:07 main:574] : INFO : Epoch 1814 | loss: 0.0310504 | val_loss: 0.0311862 | Time: 2127.21 ms [2022-01-07 07:19:09 main:574] : INFO : Epoch 1815 | loss: 0.0311029 | val_loss: 0.0311706 | Time: 2096.05 ms [2022-01-07 07:19:11 main:574] : INFO : Epoch 1816 | loss: 0.0311113 | val_loss: 0.0311762 | Time: 2075.34 ms [2022-01-07 07:19:13 main:574] : INFO : Epoch 1817 | loss: 0.0310996 | val_loss: 0.031171 | Time: 2220.74 ms [2022-01-07 07:19:16 main:574] : INFO : Epoch 1818 | loss: 0.0310912 | val_loss: 0.0311774 | Time: 2142.36 ms [2022-01-07 07:19:18 main:574] : INFO : Epoch 1819 | loss: 0.0310833 | val_loss: 0.0311745 | Time: 2220.05 ms [2022-01-07 07:19:20 main:574] : INFO : Epoch 1820 | loss: 0.0310763 | val_loss: 0.0311893 | Time: 2087.78 ms [2022-01-07 07:19:22 main:574] : INFO : Epoch 1821 | loss: 0.0310728 | val_loss: 0.0311895 | Time: 2143.9 ms [2022-01-07 07:19:24 main:574] : INFO : Epoch 1822 | loss: 0.0310696 | val_loss: 0.031189 | Time: 1586.99 ms [2022-01-07 07:19:26 main:574] : INFO : Epoch 1823 | loss: 0.0310658 | val_loss: 0.0311993 | Time: 2155.83 ms [2022-01-07 07:19:28 main:574] : INFO : Epoch 1824 | loss: 0.0310701 | val_loss: 0.0312066 | Time: 2113.35 ms [2022-01-07 07:19:30 main:574] : INFO : Epoch 1825 | loss: 0.0310694 | val_loss: 0.0311774 | Time: 2151.41 ms [2022-01-07 07:19:32 main:574] : INFO : Epoch 1826 | loss: 0.0310636 | val_loss: 0.0312092 | Time: 2237.65 ms [2022-01-07 07:19:35 main:574] : INFO : Epoch 1827 | loss: 0.0310612 | val_loss: 0.0311899 | Time: 2169.43 ms [2022-01-07 07:19:37 main:574] : INFO : Epoch 1828 | loss: 0.0310815 | val_loss: 0.0311854 | Time: 2120.19 ms [2022-01-07 07:19:39 main:574] : INFO : Epoch 1829 | loss: 0.0310745 | val_loss: 0.0312054 | Time: 2202.49 ms [2022-01-07 07:19:41 main:574] : INFO : Epoch 1830 | loss: 0.0310654 | val_loss: 0.0311788 | Time: 2131.55 ms [2022-01-07 07:19:43 main:574] : INFO : Epoch 1831 | loss: 0.0310632 | val_loss: 0.031209 | Time: 1990.44 ms [2022-01-07 07:19:45 main:574] : INFO : Epoch 1832 | loss: 0.0310589 | val_loss: 0.0312082 | Time: 1715.99 ms [2022-01-07 07:19:47 main:574] : INFO : Epoch 1833 | loss: 0.0310575 | val_loss: 0.0312119 | Time: 2216.79 ms [2022-01-07 07:19:49 main:574] : INFO : Epoch 1834 | loss: 0.0310582 | val_loss: 0.0312121 | Time: 2167.17 ms [2022-01-07 07:19:51 main:574] : INFO : Epoch 1835 | loss: 0.0310574 | val_loss: 0.0312056 | Time: 2191.2 ms [2022-01-07 07:19:54 main:574] : INFO : Epoch 1836 | loss: 0.0310532 | val_loss: 0.0312032 | Time: 2159.36 ms [2022-01-07 07:19:56 main:574] : INFO : Epoch 1837 | loss: 0.031055 | val_loss: 0.0311912 | Time: 2176.34 ms [2022-01-07 07:19:58 main:574] : INFO : Epoch 1838 | loss: 0.031067 | val_loss: 0.0311915 | Time: 2168.42 ms [2022-01-07 07:20:00 main:574] : INFO : Epoch 1839 | loss: 0.0310724 | val_loss: 0.031194 | Time: 2190.5 ms [2022-01-07 07:20:02 main:574] : INFO : Epoch 1840 | loss: 0.0310786 | val_loss: 0.0311943 | Time: 2174.53 ms [2022-01-07 07:20:04 main:574] : INFO : Epoch 1841 | loss: 0.0310714 | val_loss: 0.0311962 | Time: 1461.04 ms [2022-01-07 07:20:06 main:574] : INFO : Epoch 1842 | loss: 0.0310659 | val_loss: 0.0312069 | Time: 2120.85 ms [2022-01-07 07:20:08 main:574] : INFO : Epoch 1843 | loss: 0.0311078 | val_loss: 0.0311805 | Time: 2156.74 ms [2022-01-07 07:20:10 main:574] : INFO : Epoch 1844 | loss: 0.0311343 | val_loss: 0.0311662 | Time: 2137.61 ms [2022-01-07 07:20:12 main:574] : INFO : Epoch 1845 | loss: 0.0311239 | val_loss: 0.0311717 | Time: 2053.67 ms [2022-01-07 07:20:14 main:574] : INFO : Epoch 1846 | loss: 0.0311187 | val_loss: 0.0311813 | Time: 2108.86 ms [2022-01-07 07:20:17 main:574] : INFO : Epoch 1847 | loss: 0.0311118 | val_loss: 0.0311773 | Time: 2171.8 ms [2022-01-07 07:20:19 main:574] : INFO : Epoch 1848 | loss: 0.0311061 | val_loss: 0.0311763 | Time: 2190.11 ms [2022-01-07 07:20:21 main:574] : INFO : Epoch 1849 | loss: 0.031102 | val_loss: 0.0311744 | Time: 2158.81 ms [2022-01-07 07:20:23 main:574] : INFO : Epoch 1850 | loss: 0.0310919 | val_loss: 0.0311739 | Time: 2019.22 ms [2022-01-07 07:20:25 main:574] : INFO : Epoch 1851 | loss: 0.0310896 | val_loss: 0.0311774 | Time: 1668.11 ms [2022-01-07 07:20:27 main:574] : INFO : Epoch 1852 | loss: 0.0310833 | val_loss: 0.0311811 | Time: 2206.18 ms [2022-01-07 07:20:29 main:574] : INFO : Epoch 1853 | loss: 0.0310856 | val_loss: 0.0311764 | Time: 2137.39 ms [2022-01-07 07:20:31 main:574] : INFO : Epoch 1854 | loss: 0.0310803 | val_loss: 0.0311895 | Time: 2151.92 ms [2022-01-07 07:20:33 main:574] : INFO : Epoch 1855 | loss: 0.0310768 | val_loss: 0.0311865 | Time: 2189.86 ms [2022-01-07 07:20:36 main:574] : INFO : Epoch 1856 | loss: 0.0310759 | val_loss: 0.0311784 | Time: 2146.85 ms [2022-01-07 07:20:38 main:574] : INFO : Epoch 1857 | loss: 0.0310871 | val_loss: 0.0311845 | Time: 2131.95 ms [2022-01-07 07:20:40 main:574] : INFO : Epoch 1858 | loss: 0.0310882 | val_loss: 0.0311796 | Time: 2162.84 ms [2022-01-07 07:20:42 main:574] : INFO : Epoch 1859 | loss: 0.0310842 | val_loss: 0.0311823 | Time: 2183.68 ms [2022-01-07 07:20:44 main:574] : INFO : Epoch 1860 | loss: 0.0311016 | val_loss: 0.0311962 | Time: 1560.63 ms [2022-01-07 07:20:46 main:574] : INFO : Epoch 1861 | loss: 0.0311667 | val_loss: 0.0311679 | Time: 2061.01 ms [2022-01-07 07:20:48 main:574] : INFO : Epoch 1862 | loss: 0.0311766 | val_loss: 0.0311717 | Time: 2221.91 ms [2022-01-07 07:20:50 main:574] : INFO : Epoch 1863 | loss: 0.0320164 | val_loss: 0.0324612 | Time: 2156.33 ms [2022-01-07 07:20:52 main:574] : INFO : Epoch 1864 | loss: 0.0321565 | val_loss: 0.0318901 | Time: 2169.59 ms [2022-01-07 07:20:54 main:574] : INFO : Epoch 1865 | loss: 0.0314823 | val_loss: 0.0312945 | Time: 2153.71 ms [2022-01-07 07:20:57 main:574] : INFO : Epoch 1866 | loss: 0.0312283 | val_loss: 0.0311745 | Time: 2147.44 ms [2022-01-07 07:20:59 main:574] : INFO : Epoch 1867 | loss: 0.0311603 | val_loss: 0.0311553 | Time: 2302.56 ms [2022-01-07 07:21:01 main:574] : INFO : Epoch 1868 | loss: 0.0311464 | val_loss: 0.0311518 | Time: 2144.75 ms [2022-01-07 07:21:03 main:574] : INFO : Epoch 1869 | loss: 0.031142 | val_loss: 0.0311522 | Time: 1944.94 ms [2022-01-07 07:21:05 main:574] : INFO : Epoch 1870 | loss: 0.0311398 | val_loss: 0.0311523 | Time: 1660.97 ms [2022-01-07 07:21:07 main:574] : INFO : Epoch 1871 | loss: 0.0311383 | val_loss: 0.0311527 | Time: 2116.81 ms [2022-01-07 07:21:09 main:574] : INFO : Epoch 1872 | loss: 0.0311357 | val_loss: 0.0311523 | Time: 2197.42 ms [2022-01-07 07:21:11 main:574] : INFO : Epoch 1873 | loss: 0.0311335 | val_loss: 0.031154 | Time: 2196.67 ms [2022-01-07 07:21:13 main:574] : INFO : Epoch 1874 | loss: 0.0311315 | val_loss: 0.0311547 | Time: 2188.44 ms [2022-01-07 07:21:16 main:574] : INFO : Epoch 1875 | loss: 0.0311309 | val_loss: 0.0311538 | Time: 2131.36 ms [2022-01-07 07:21:18 main:574] : INFO : Epoch 1876 | loss: 0.0311314 | val_loss: 0.0311528 | Time: 2114.88 ms [2022-01-07 07:21:20 main:574] : INFO : Epoch 1877 | loss: 0.0311305 | val_loss: 0.0311551 | Time: 2143.59 ms [2022-01-07 07:21:22 main:574] : INFO : Epoch 1878 | loss: 0.0311289 | val_loss: 0.0311532 | Time: 2186.43 ms [2022-01-07 07:21:24 main:574] : INFO : Epoch 1879 | loss: 0.0311267 | val_loss: 0.0311548 | Time: 1599.92 ms [2022-01-07 07:21:26 main:574] : INFO : Epoch 1880 | loss: 0.0311245 | val_loss: 0.0311551 | Time: 2112.94 ms [2022-01-07 07:21:28 main:574] : INFO : Epoch 1881 | loss: 0.0311238 | val_loss: 0.0311553 | Time: 2132.48 ms [2022-01-07 07:21:30 main:574] : INFO : Epoch 1882 | loss: 0.0311231 | val_loss: 0.0311532 | Time: 2093.48 ms [2022-01-07 07:21:32 main:574] : INFO : Epoch 1883 | loss: 0.0311223 | val_loss: 0.0311541 | Time: 2141.6 ms [2022-01-07 07:21:34 main:574] : INFO : Epoch 1884 | loss: 0.0311212 | val_loss: 0.0311574 | Time: 2058.67 ms [2022-01-07 07:21:36 main:574] : INFO : Epoch 1885 | loss: 0.0311208 | val_loss: 0.0311509 | Time: 2112.75 ms [2022-01-07 07:21:39 main:574] : INFO : Epoch 1886 | loss: 0.0311199 | val_loss: 0.0311541 | Time: 2046.76 ms [2022-01-07 07:21:41 main:574] : INFO : Epoch 1887 | loss: 0.0311206 | val_loss: 0.0311526 | Time: 2132.23 ms [2022-01-07 07:21:43 main:574] : INFO : Epoch 1888 | loss: 0.0311198 | val_loss: 0.0311567 | Time: 2180.26 ms [2022-01-07 07:21:44 main:574] : INFO : Epoch 1889 | loss: 0.0311196 | val_loss: 0.0311546 | Time: 1564.78 ms [2022-01-07 07:21:47 main:574] : INFO : Epoch 1890 | loss: 0.0311173 | val_loss: 0.0311571 | Time: 2204.07 ms [2022-01-07 07:21:49 main:574] : INFO : Epoch 1891 | loss: 0.0311163 | val_loss: 0.0311563 | Time: 2118.48 ms [2022-01-07 07:21:51 main:574] : INFO : Epoch 1892 | loss: 0.0311166 | val_loss: 0.0311496 | Time: 2125.28 ms [2022-01-07 07:21:53 main:574] : INFO : Epoch 1893 | loss: 0.0311176 | val_loss: 0.0311526 | Time: 2174.7 ms [2022-01-07 07:21:55 main:574] : INFO : Epoch 1894 | loss: 0.0311174 | val_loss: 0.0311558 | Time: 2165.29 ms [2022-01-07 07:21:58 main:574] : INFO : Epoch 1895 | loss: 0.0311172 | val_loss: 0.0311512 | Time: 2213.06 ms [2022-01-07 07:22:00 main:574] : INFO : Epoch 1896 | loss: 0.0311147 | val_loss: 0.0311551 | Time: 2164.71 ms [2022-01-07 07:22:02 main:574] : INFO : Epoch 1897 | loss: 0.0311143 | val_loss: 0.0311552 | Time: 2171.04 ms [2022-01-07 07:22:04 main:574] : INFO : Epoch 1898 | loss: 0.0311118 | val_loss: 0.0311553 | Time: 1682.24 ms [2022-01-07 07:22:06 main:574] : INFO : Epoch 1899 | loss: 0.0311123 | val_loss: 0.031153 | Time: 2018.14 ms [2022-01-07 07:22:08 main:574] : INFO : Epoch 1900 | loss: 0.0311109 | val_loss: 0.0311565 | Time: 2118.51 ms [2022-01-07 07:22:10 main:574] : INFO : Epoch 1901 | loss: 0.0311122 | val_loss: 0.0311525 | Time: 2068.46 ms [2022-01-07 07:22:12 main:574] : INFO : Epoch 1902 | loss: 0.0311133 | val_loss: 0.0311589 | Time: 2282.44 ms [2022-01-07 07:22:14 main:574] : INFO : Epoch 1903 | loss: 0.0311114 | val_loss: 0.0311531 | Time: 2245.29 ms [2022-01-07 07:22:17 main:574] : INFO : Epoch 1904 | loss: 0.0311137 | val_loss: 0.0311592 | Time: 2163.2 ms [2022-01-07 07:22:19 main:574] : INFO : Epoch 1905 | loss: 0.031121 | val_loss: 0.0311563 | Time: 2125.62 ms [2022-01-07 07:22:21 main:574] : INFO : Epoch 1906 | loss: 0.0311197 | val_loss: 0.0311501 | Time: 2137.37 ms [2022-01-07 07:22:23 main:574] : INFO : Epoch 1907 | loss: 0.0311147 | val_loss: 0.0311566 | Time: 2142.54 ms [2022-01-07 07:22:25 main:574] : INFO : Epoch 1908 | loss: 0.0311126 | val_loss: 0.0311571 | Time: 1584.6 ms [2022-01-07 07:22:27 main:574] : INFO : Epoch 1909 | loss: 0.0311123 | val_loss: 0.0311587 | Time: 2119.85 ms [2022-01-07 07:22:29 main:574] : INFO : Epoch 1910 | loss: 0.0311101 | val_loss: 0.0311564 | Time: 2149.97 ms [2022-01-07 07:22:31 main:574] : INFO : Epoch 1911 | loss: 0.0311084 | val_loss: 0.0311592 | Time: 2182.97 ms [2022-01-07 07:22:33 main:574] : INFO : Epoch 1912 | loss: 0.0311067 | val_loss: 0.0311578 | Time: 2098.62 ms [2022-01-07 07:22:35 main:574] : INFO : Epoch 1913 | loss: 0.0311056 | val_loss: 0.0311637 | Time: 2132.82 ms [2022-01-07 07:22:38 main:574] : INFO : Epoch 1914 | loss: 0.0311181 | val_loss: 0.03115 | Time: 2159.22 ms [2022-01-07 07:22:40 main:574] : INFO : Epoch 1915 | loss: 0.0311161 | val_loss: 0.0311503 | Time: 2158.44 ms [2022-01-07 07:22:42 main:574] : INFO : Epoch 1916 | loss: 0.0311149 | val_loss: 0.0311531 | Time: 2153.08 ms [2022-01-07 07:22:44 main:574] : INFO : Epoch 1917 | loss: 0.0311149 | val_loss: 0.0311536 | Time: 1741.61 ms [2022-01-07 07:22:46 main:574] : INFO : Epoch 1918 | loss: 0.0311317 | val_loss: 0.0311562 | Time: 1923.58 ms [2022-01-07 07:22:48 main:574] : INFO : Epoch 1919 | loss: 0.0311237 | val_loss: 0.0311524 | Time: 2157.49 ms [2022-01-07 07:22:50 main:574] : INFO : Epoch 1920 | loss: 0.0311229 | val_loss: 0.0311525 | Time: 2103.74 ms [2022-01-07 07:22:52 main:574] : INFO : Epoch 1921 | loss: 0.0311208 | val_loss: 0.0311522 | Time: 2175.27 ms [2022-01-07 07:22:54 main:574] : INFO : Epoch 1922 | loss: 0.0311185 | val_loss: 0.0311501 | Time: 2090.97 ms [2022-01-07 07:22:56 main:574] : INFO : Epoch 1923 | loss: 0.0311147 | val_loss: 0.0311491 | Time: 2171.69 ms [2022-01-07 07:22:58 main:574] : INFO : Epoch 1924 | loss: 0.031113 | val_loss: 0.0311541 | Time: 2170.38 ms [2022-01-07 07:23:01 main:574] : INFO : Epoch 1925 | loss: 0.031111 | val_loss: 0.0311551 | Time: 2203.99 ms [2022-01-07 07:23:03 main:574] : INFO : Epoch 1926 | loss: 0.0311089 | val_loss: 0.0311513 | Time: 2217.33 ms [2022-01-07 07:23:05 main:574] : INFO : Epoch 1927 | loss: 0.031107 | val_loss: 0.0311602 | Time: 1569.75 ms [2022-01-07 07:23:07 main:574] : INFO : Epoch 1928 | loss: 0.0311051 | val_loss: 0.0311544 | Time: 2151 ms [2022-01-07 07:23:09 main:574] : INFO : Epoch 1929 | loss: 0.031104 | val_loss: 0.0311556 | Time: 2149.02 ms [2022-01-07 07:23:11 main:574] : INFO : Epoch 1930 | loss: 0.0311048 | val_loss: 0.0311513 | Time: 2201.85 ms [2022-01-07 07:23:13 main:574] : INFO : Epoch 1931 | loss: 0.0311036 | val_loss: 0.0311585 | Time: 2208.35 ms [2022-01-07 07:23:15 main:574] : INFO : Epoch 1932 | loss: 0.0311032 | val_loss: 0.0311548 | Time: 2190.62 ms [2022-01-07 07:23:18 main:574] : INFO : Epoch 1933 | loss: 0.0311016 | val_loss: 0.0311508 | Time: 2134.64 ms [2022-01-07 07:23:20 main:574] : INFO : Epoch 1934 | loss: 0.0311015 | val_loss: 0.0311589 | Time: 2116.12 ms [2022-01-07 07:23:22 main:574] : INFO : Epoch 1935 | loss: 0.0311017 | val_loss: 0.031156 | Time: 2157.22 ms [2022-01-07 07:23:24 main:574] : INFO : Epoch 1936 | loss: 0.0311017 | val_loss: 0.0311497 | Time: 1697.7 ms [2022-01-07 07:23:26 main:574] : INFO : Epoch 1937 | loss: 0.0311029 | val_loss: 0.0311548 | Time: 1916.37 ms [2022-01-07 07:23:28 main:574] : INFO : Epoch 1938 | loss: 0.031112 | val_loss: 0.031156 | Time: 2171.32 ms [2022-01-07 07:23:30 main:574] : INFO : Epoch 1939 | loss: 0.0311123 | val_loss: 0.0311527 | Time: 2192.79 ms [2022-01-07 07:23:32 main:574] : INFO : Epoch 1940 | loss: 0.0311102 | val_loss: 0.0311525 | Time: 2120.76 ms [2022-01-07 07:23:34 main:574] : INFO : Epoch 1941 | loss: 0.0311061 | val_loss: 0.0311557 | Time: 2174.7 ms [2022-01-07 07:23:36 main:574] : INFO : Epoch 1942 | loss: 0.0311056 | val_loss: 0.03115 | Time: 2198.09 ms [2022-01-07 07:23:39 main:574] : INFO : Epoch 1943 | loss: 0.0311016 | val_loss: 0.0311563 | Time: 2166.82 ms [2022-01-07 07:23:41 main:574] : INFO : Epoch 1944 | loss: 0.0311021 | val_loss: 0.0311613 | Time: 2125.11 ms [2022-01-07 07:23:43 main:574] : INFO : Epoch 1945 | loss: 0.031104 | val_loss: 0.0311575 | Time: 2163.48 ms [2022-01-07 07:23:44 main:574] : INFO : Epoch 1946 | loss: 0.0311031 | val_loss: 0.031158 | Time: 1500.28 ms [2022-01-07 07:23:47 main:574] : INFO : Epoch 1947 | loss: 0.0310994 | val_loss: 0.0311603 | Time: 2105.08 ms [2022-01-07 07:23:49 main:574] : INFO : Epoch 1948 | loss: 0.0310977 | val_loss: 0.0311609 | Time: 2127.96 ms [2022-01-07 07:23:51 main:574] : INFO : Epoch 1949 | loss: 0.0310968 | val_loss: 0.031158 | Time: 2144.76 ms [2022-01-07 07:23:53 main:574] : INFO : Epoch 1950 | loss: 0.0310958 | val_loss: 0.0311605 | Time: 2131.44 ms [2022-01-07 07:23:55 main:574] : INFO : Epoch 1951 | loss: 0.0310954 | val_loss: 0.0311601 | Time: 2171.64 ms [2022-01-07 07:23:57 main:574] : INFO : Epoch 1952 | loss: 0.0310982 | val_loss: 0.0311614 | Time: 2104.94 ms [2022-01-07 07:23:59 main:574] : INFO : Epoch 1953 | loss: 0.0310947 | val_loss: 0.0311593 | Time: 2140.82 ms [2022-01-07 07:24:02 main:574] : INFO : Epoch 1954 | loss: 0.031096 | val_loss: 0.0311564 | Time: 2183.24 ms [2022-01-07 07:24:04 main:574] : INFO : Epoch 1955 | loss: 0.0310961 | val_loss: 0.0311606 | Time: 1865.24 ms [2022-01-07 07:24:05 main:574] : INFO : Epoch 1956 | loss: 0.0310963 | val_loss: 0.0311634 | Time: 1866.81 ms [2022-01-07 07:24:08 main:574] : INFO : Epoch 1957 | loss: 0.0310949 | val_loss: 0.031165 | Time: 2156.95 ms [2022-01-07 07:24:10 main:574] : INFO : Epoch 1958 | loss: 0.0311112 | val_loss: 0.0311543 | Time: 2169.09 ms [2022-01-07 07:24:12 main:574] : INFO : Epoch 1959 | loss: 0.0311141 | val_loss: 0.031156 | Time: 2267.8 ms [2022-01-07 07:24:14 main:574] : INFO : Epoch 1960 | loss: 0.0311094 | val_loss: 0.0311572 | Time: 2100.04 ms [2022-01-07 07:24:16 main:574] : INFO : Epoch 1961 | loss: 0.0311055 | val_loss: 0.0311587 | Time: 2162.54 ms [2022-01-07 07:24:19 main:574] : INFO : Epoch 1962 | loss: 0.0311038 | val_loss: 0.0311617 | Time: 2141.33 ms [2022-01-07 07:24:21 main:574] : INFO : Epoch 1963 | loss: 0.0310999 | val_loss: 0.0311572 | Time: 2169.97 ms [2022-01-07 07:24:23 main:574] : INFO : Epoch 1964 | loss: 0.0310969 | val_loss: 0.0311619 | Time: 2207.72 ms [2022-01-07 07:24:24 main:574] : INFO : Epoch 1965 | loss: 0.0310976 | val_loss: 0.0311636 | Time: 1487.69 ms [2022-01-07 07:24:27 main:574] : INFO : Epoch 1966 | loss: 0.0310944 | val_loss: 0.0311645 | Time: 2144.17 ms [2022-01-07 07:24:29 main:574] : INFO : Epoch 1967 | loss: 0.031094 | val_loss: 0.0311638 | Time: 2192.94 ms [2022-01-07 07:24:31 main:574] : INFO : Epoch 1968 | loss: 0.0310918 | val_loss: 0.0311599 | Time: 2194.91 ms [2022-01-07 07:24:33 main:574] : INFO : Epoch 1969 | loss: 0.0310925 | val_loss: 0.0311616 | Time: 2187.8 ms [2022-01-07 07:24:35 main:574] : INFO : Epoch 1970 | loss: 0.0310912 | val_loss: 0.0311645 | Time: 2097.76 ms [2022-01-07 07:24:38 main:574] : INFO : Epoch 1971 | loss: 0.0310944 | val_loss: 0.0311699 | Time: 2194.76 ms [2022-01-07 07:24:40 main:574] : INFO : Epoch 1972 | loss: 0.0310951 | val_loss: 0.0311701 | Time: 2140.46 ms [2022-01-07 07:24:42 main:574] : INFO : Epoch 1973 | loss: 0.0310958 | val_loss: 0.0311588 | Time: 2106.12 ms [2022-01-07 07:24:44 main:574] : INFO : Epoch 1974 | loss: 0.0311036 | val_loss: 0.0311564 | Time: 1794.53 ms [2022-01-07 07:24:45 main:574] : INFO : Epoch 1975 | loss: 0.0311021 | val_loss: 0.0311599 | Time: 1852.06 ms [2022-01-07 07:24:48 main:574] : INFO : Epoch 1976 | loss: 0.0310985 | val_loss: 0.0311639 | Time: 2239.7 ms [2022-01-07 07:24:50 main:574] : INFO : Epoch 1977 | loss: 0.0310953 | val_loss: 0.0311675 | Time: 2118.83 ms [2022-01-07 07:24:52 main:574] : INFO : Epoch 1978 | loss: 0.0310928 | val_loss: 0.0311685 | Time: 2162 ms [2022-01-07 07:24:54 main:574] : INFO : Epoch 1979 | loss: 0.0310968 | val_loss: 0.0311544 | Time: 2262.3 ms [2022-01-07 07:24:56 main:574] : INFO : Epoch 1980 | loss: 0.0310952 | val_loss: 0.0311687 | Time: 2122.23 ms [2022-01-07 07:24:59 main:574] : INFO : Epoch 1981 | loss: 0.0311182 | val_loss: 0.0311466 | Time: 2118.36 ms [2022-01-07 07:25:01 main:574] : INFO : Epoch 1982 | loss: 0.0311252 | val_loss: 0.0311567 | Time: 2127.07 ms [2022-01-07 07:25:03 main:574] : INFO : Epoch 1983 | loss: 0.0311177 | val_loss: 0.0311564 | Time: 2263.23 ms [2022-01-07 07:25:05 main:574] : INFO : Epoch 1984 | loss: 0.0311135 | val_loss: 0.0311645 | Time: 1524.64 ms [2022-01-07 07:25:07 main:574] : INFO : Epoch 1985 | loss: 0.0311096 | val_loss: 0.0311619 | Time: 2269.9 ms [2022-01-07 07:25:09 main:574] : INFO : Epoch 1986 | loss: 0.0311054 | val_loss: 0.0311604 | Time: 2166.23 ms [2022-01-07 07:25:11 main:574] : INFO : Epoch 1987 | loss: 0.0311111 | val_loss: 0.031169 | Time: 2155.05 ms [2022-01-07 07:25:13 main:574] : INFO : Epoch 1988 | loss: 0.0311078 | val_loss: 0.0311624 | Time: 2131.33 ms [2022-01-07 07:25:15 main:574] : INFO : Epoch 1989 | loss: 0.0311026 | val_loss: 0.031161 | Time: 2159.73 ms [2022-01-07 07:25:18 main:574] : INFO : Epoch 1990 | loss: 0.0310997 | val_loss: 0.0311588 | Time: 2195.03 ms [2022-01-07 07:25:20 main:574] : INFO : Epoch 1991 | loss: 0.0311029 | val_loss: 0.0311644 | Time: 2206.28 ms [2022-01-07 07:25:22 main:574] : INFO : Epoch 1992 | loss: 0.0310996 | val_loss: 0.0311545 | Time: 2133 ms [2022-01-07 07:25:24 main:574] : INFO : Epoch 1993 | loss: 0.0311003 | val_loss: 0.0311571 | Time: 1731.04 ms [2022-01-07 07:25:26 main:574] : INFO : Epoch 1994 | loss: 0.0310962 | val_loss: 0.031163 | Time: 1930.18 ms [2022-01-07 07:25:28 main:574] : INFO : Epoch 1995 | loss: 0.0310929 | val_loss: 0.0311637 | Time: 2222.93 ms [2022-01-07 07:25:30 main:574] : INFO : Epoch 1996 | loss: 0.0310927 | val_loss: 0.0311612 | Time: 2116.71 ms [2022-01-07 07:25:32 main:574] : INFO : Epoch 1997 | loss: 0.0310927 | val_loss: 0.0311688 | Time: 2133.86 ms [2022-01-07 07:25:34 main:574] : INFO : Epoch 1998 | loss: 0.0310904 | val_loss: 0.0311676 | Time: 2226.07 ms [2022-01-07 07:25:37 main:574] : INFO : Epoch 1999 | loss: 0.0310912 | val_loss: 0.0311647 | Time: 2142.47 ms [2022-01-07 07:25:39 main:574] : INFO : Epoch 2000 | loss: 0.031092 | val_loss: 0.0311708 | Time: 2073.12 ms [2022-01-07 07:25:41 main:574] : INFO : Epoch 2001 | loss: 0.0310929 | val_loss: 0.0311711 | Time: 2182.13 ms [2022-01-07 07:25:43 main:574] : INFO : Epoch 2002 | loss: 0.0310912 | val_loss: 0.031163 | Time: 2199.7 ms [2022-01-07 07:25:45 main:574] : INFO : Epoch 2003 | loss: 0.0310928 | val_loss: 0.0311675 | Time: 1497.67 ms [2022-01-07 07:25:47 main:574] : INFO : Epoch 2004 | loss: 0.0310935 | val_loss: 0.0311652 | Time: 2122.47 ms [2022-01-07 07:25:49 main:574] : INFO : Epoch 2005 | loss: 0.0310921 | val_loss: 0.0311612 | Time: 2239.62 ms [2022-01-07 07:25:51 main:574] : INFO : Epoch 2006 | loss: 0.0310918 | val_loss: 0.031165 | Time: 2164.38 ms [2022-01-07 07:25:53 main:574] : INFO : Epoch 2007 | loss: 0.031093 | val_loss: 0.0311679 | Time: 2157.84 ms [2022-01-07 07:25:56 main:574] : INFO : Epoch 2008 | loss: 0.0310919 | val_loss: 0.0311683 | Time: 2177.43 ms [2022-01-07 07:25:58 main:574] : INFO : Epoch 2009 | loss: 0.0310889 | val_loss: 0.031168 | Time: 2127.18 ms [2022-01-07 07:26:00 main:574] : INFO : Epoch 2010 | loss: 0.0310887 | val_loss: 0.0311612 | Time: 2167.86 ms [2022-01-07 07:26:02 main:574] : INFO : Epoch 2011 | loss: 0.03109 | val_loss: 0.0311742 | Time: 2280.49 ms [2022-01-07 07:26:04 main:574] : INFO : Epoch 2012 | loss: 0.0310902 | val_loss: 0.0311653 | Time: 1715.98 ms [2022-01-07 07:26:06 main:574] : INFO : Epoch 2013 | loss: 0.0310933 | val_loss: 0.0311747 | Time: 1988.2 ms [2022-01-07 07:26:08 main:574] : INFO : Epoch 2014 | loss: 0.0310913 | val_loss: 0.0311729 | Time: 2175.23 ms [2022-01-07 07:26:10 main:574] : INFO : Epoch 2015 | loss: 0.0310893 | val_loss: 0.0311654 | Time: 2178.3 ms [2022-01-07 07:26:12 main:574] : INFO : Epoch 2016 | loss: 0.0310889 | val_loss: 0.0311706 | Time: 2163.19 ms [2022-01-07 07:26:15 main:574] : INFO : Epoch 2017 | loss: 0.0310854 | val_loss: 0.0311686 | Time: 2173 ms [2022-01-07 07:26:17 main:574] : INFO : Epoch 2018 | loss: 0.0310969 | val_loss: 0.0311627 | Time: 2149.88 ms [2022-01-07 07:26:19 main:574] : INFO : Epoch 2019 | loss: 0.0310925 | val_loss: 0.0311732 | Time: 2100.21 ms [2022-01-07 07:26:21 main:574] : INFO : Epoch 2020 | loss: 0.0310891 | val_loss: 0.0311677 | Time: 2177.49 ms [2022-01-07 07:26:23 main:574] : INFO : Epoch 2021 | loss: 0.031087 | val_loss: 0.031163 | Time: 2150.09 ms [2022-01-07 07:26:25 main:574] : INFO : Epoch 2022 | loss: 0.0310893 | val_loss: 0.0311708 | Time: 1557.71 ms [2022-01-07 07:26:27 main:574] : INFO : Epoch 2023 | loss: 0.031087 | val_loss: 0.0311691 | Time: 2154.29 ms [2022-01-07 07:26:29 main:574] : INFO : Epoch 2024 | loss: 0.03109 | val_loss: 0.0311619 | Time: 2182.38 ms [2022-01-07 07:26:31 main:574] : INFO : Epoch 2025 | loss: 0.031093 | val_loss: 0.0311669 | Time: 2203.64 ms [2022-01-07 07:26:34 main:574] : INFO : Epoch 2026 | loss: 0.0310878 | val_loss: 0.0311638 | Time: 2267.99 ms [2022-01-07 07:26:36 main:574] : INFO : Epoch 2027 | loss: 0.0310869 | val_loss: 0.0311664 | Time: 2232.9 ms [2022-01-07 07:26:38 main:574] : INFO : Epoch 2028 | loss: 0.0310926 | val_loss: 0.0311605 | Time: 2106.62 ms [2022-01-07 07:26:40 main:574] : INFO : Epoch 2029 | loss: 0.0311007 | val_loss: 0.0311622 | Time: 2139.36 ms [2022-01-07 07:26:42 main:574] : INFO : Epoch 2030 | loss: 0.0310939 | val_loss: 0.0311649 | Time: 2192.41 ms [2022-01-07 07:26:44 main:574] : INFO : Epoch 2031 | loss: 0.0310889 | val_loss: 0.0311591 | Time: 1628.74 ms [2022-01-07 07:26:46 main:574] : INFO : Epoch 2032 | loss: 0.0310913 | val_loss: 0.0311711 | Time: 2102.56 ms [2022-01-07 07:26:48 main:574] : INFO : Epoch 2033 | loss: 0.0310897 | val_loss: 0.0311724 | Time: 2134 ms [2022-01-07 07:26:50 main:574] : INFO : Epoch 2034 | loss: 0.0310883 | val_loss: 0.0311636 | Time: 2141 ms [2022-01-07 07:26:53 main:574] : INFO : Epoch 2035 | loss: 0.031086 | val_loss: 0.0311746 | Time: 2222.59 ms [2022-01-07 07:26:55 main:574] : INFO : Epoch 2036 | loss: 0.0310875 | val_loss: 0.0311596 | Time: 2113.04 ms [2022-01-07 07:26:57 main:574] : INFO : Epoch 2037 | loss: 0.0310867 | val_loss: 0.0311713 | Time: 2193.94 ms [2022-01-07 07:26:59 main:574] : INFO : Epoch 2038 | loss: 0.0310854 | val_loss: 0.0311818 | Time: 2190.59 ms [2022-01-07 07:27:01 main:574] : INFO : Epoch 2039 | loss: 0.031085 | val_loss: 0.031167 | Time: 2142.22 ms [2022-01-07 07:27:03 main:574] : INFO : Epoch 2040 | loss: 0.0310819 | val_loss: 0.0311728 | Time: 1978.87 ms [2022-01-07 07:27:05 main:574] : INFO : Epoch 2041 | loss: 0.0310813 | val_loss: 0.0311764 | Time: 1627.27 ms [2022-01-07 07:27:07 main:574] : INFO : Epoch 2042 | loss: 0.0310826 | val_loss: 0.0311758 | Time: 2165.3 ms [2022-01-07 07:27:09 main:574] : INFO : Epoch 2043 | loss: 0.0310858 | val_loss: 0.0311689 | Time: 2155.66 ms [2022-01-07 07:27:12 main:574] : INFO : Epoch 2044 | loss: 0.0310871 | val_loss: 0.031161 | Time: 2140.65 ms [2022-01-07 07:27:14 main:574] : INFO : Epoch 2045 | loss: 0.0310874 | val_loss: 0.0311758 | Time: 2153.62 ms [2022-01-07 07:27:16 main:574] : INFO : Epoch 2046 | loss: 0.0310849 | val_loss: 0.0311753 | Time: 2197.53 ms [2022-01-07 07:27:18 main:574] : INFO : Epoch 2047 | loss: 0.0310884 | val_loss: 0.0311693 | Time: 2105.49 ms [2022-01-07 07:27:20 main:574] : INFO : Epoch 2048 | loss: 0.0310923 | val_loss: 0.0311641 | Time: 2187.44 ms [2022-01-07 07:27:20 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311641 [2022-01-07 07:27:20 main:603] : INFO : Saving end state to config to file [2022-01-07 07:27:20 main:608] : INFO : Success, exiting.. 07:27:20 (11552): 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)