Task 10180864
| Name | ParityModified-1638633042-28240-3-0_0 |
| Workunit | 7547497 |
| Created | 25 Dec 2021, 14:43:06 UTC |
| Sent | 11 Jan 2022, 13:32:18 UTC |
| Report deadline | 19 Jan 2022, 13:32:18 UTC |
| Received | 12 Jan 2022, 4:32:01 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16815 |
| Run time | 1 hours 40 min 44 sec |
| CPU time | 1 hours 40 min 28 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 17,976.49 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.84 GB |
| Peak swap size | 4.73 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 0.0014827 | Time: 1610.19 ms [2022-01-11 22:18:32 main:574] : INFO : Epoch 1552 | loss: 0.00141937 | val_loss: 0.00147618 | Time: 1637.38 ms [2022-01-11 22:18:34 main:574] : INFO : Epoch 1553 | loss: 0.00141026 | val_loss: 0.00146765 | Time: 1628.32 ms [2022-01-11 22:18:36 main:574] : INFO : Epoch 1554 | loss: 0.00140172 | val_loss: 0.00146022 | Time: 1671.61 ms [2022-01-11 22:18:37 main:574] : INFO : Epoch 1555 | loss: 0.0013984 | val_loss: 0.00145421 | Time: 1654.26 ms [2022-01-11 22:18:39 main:574] : INFO : Epoch 1556 | loss: 0.00139302 | val_loss: 0.00145169 | Time: 1613.57 ms [2022-01-11 22:18:41 main:574] : INFO : Epoch 1557 | loss: 0.00138832 | val_loss: 0.00144401 | Time: 1650.69 ms [2022-01-11 22:18:42 main:574] : INFO : Epoch 1558 | loss: 0.00138138 | val_loss: 0.00144438 | Time: 1641.95 ms [2022-01-11 22:18:44 main:574] : INFO : Epoch 1559 | loss: 0.00137586 | val_loss: 0.00143557 | Time: 1602.82 ms [2022-01-11 22:18:46 main:574] : INFO : Epoch 1560 | loss: 0.00137124 | val_loss: 0.00142992 | Time: 1658.66 ms [2022-01-11 22:18:47 main:574] : INFO : Epoch 1561 | loss: 0.00136853 | val_loss: 0.00142827 | Time: 1663.69 ms [2022-01-11 22:18:49 main:574] : INFO : Epoch 1562 | loss: 0.00136626 | val_loss: 0.00142563 | Time: 1635.11 ms [2022-01-11 22:18:51 main:574] : INFO : Epoch 1563 | loss: 0.00136181 | val_loss: 0.00142303 | Time: 1670.57 ms [2022-01-11 22:18:52 main:574] : INFO : Epoch 1564 | loss: 0.00136156 | val_loss: 0.00142259 | Time: 1638.85 ms [2022-01-11 22:18:54 main:574] : INFO : Epoch 1565 | loss: 0.00135755 | val_loss: 0.00142097 | Time: 1649.81 ms [2022-01-11 22:18:56 main:574] : INFO : Epoch 1566 | loss: 0.00135352 | val_loss: 0.00141296 | Time: 1646.39 ms [2022-01-11 22:18:57 main:574] : INFO : Epoch 1567 | loss: 0.00134962 | val_loss: 0.00141376 | Time: 1668.49 ms [2022-01-11 22:18:59 main:574] : INFO : Epoch 1568 | loss: 0.00134536 | val_loss: 0.00140688 | Time: 1689.46 ms [2022-01-11 22:19:01 main:574] : INFO : Epoch 1569 | loss: 0.00135164 | val_loss: 0.00141161 | Time: 1679.72 ms [2022-01-11 22:19:02 main:574] : INFO : Epoch 1570 | loss: 0.00134847 | val_loss: 0.00140679 | Time: 1702.3 ms [2022-01-11 22:19:04 main:574] : INFO : Epoch 1571 | loss: 0.0013431 | val_loss: 0.00140464 | Time: 1665.68 ms [2022-01-11 22:19:06 main:574] : INFO : Epoch 1572 | loss: 0.00133901 | val_loss: 0.00139957 | Time: 1693.19 ms [2022-01-11 22:19:07 main:574] : INFO : Epoch 1573 | loss: 0.00133863 | val_loss: 0.00140858 | Time: 1666.08 ms [2022-01-11 22:19:09 main:574] : INFO : Epoch 1574 | loss: 0.00133607 | val_loss: 0.00139645 | Time: 1633.55 ms [2022-01-11 22:19:11 main:574] : INFO : Epoch 1575 | loss: 0.00132965 | val_loss: 0.00139257 | Time: 1634.98 ms [2022-01-11 22:19:12 main:574] : INFO : Epoch 1576 | loss: 0.00132526 | val_loss: 0.00138848 | Time: 1635.88 ms [2022-01-11 22:19:14 main:574] : INFO : Epoch 1577 | loss: 0.0013233 | val_loss: 0.00138656 | Time: 1656.98 ms [2022-01-11 22:19:16 main:574] : INFO : Epoch 1578 | loss: 0.00132077 | val_loss: 0.00138389 | Time: 1648.69 ms [2022-01-11 22:19:17 main:574] : INFO : Epoch 1579 | loss: 0.00131685 | val_loss: 0.00138073 | Time: 1662.41 ms [2022-01-11 22:19:19 main:574] : INFO : Epoch 1580 | loss: 0.00131448 | val_loss: 0.00138123 | Time: 1673.53 ms [2022-01-11 22:19:21 main:574] : INFO : Epoch 1581 | loss: 0.00131177 | val_loss: 0.00137353 | Time: 1677.27 ms [2022-01-11 22:19:22 main:574] : INFO : Epoch 1582 | loss: 0.00130668 | val_loss: 0.00136843 | Time: 1689.95 ms [2022-01-11 22:19:24 main:574] : INFO : Epoch 1583 | loss: 0.00130206 | val_loss: 0.00136296 | Time: 1670.84 ms [2022-01-11 22:19:26 main:574] : INFO : Epoch 1584 | loss: 0.00129226 | val_loss: 0.00135197 | Time: 1663.4 ms [2022-01-11 22:19:27 main:574] : INFO : Epoch 1585 | loss: 0.00128484 | val_loss: 0.0013415 | Time: 1661.76 ms [2022-01-11 22:19:29 main:574] : INFO : Epoch 1586 | loss: 0.00127437 | val_loss: 0.00133343 | Time: 1621.59 ms [2022-01-11 22:19:30 main:574] : INFO : Epoch 1587 | loss: 0.00126981 | val_loss: 0.00132806 | Time: 1611.89 ms [2022-01-11 22:19:32 main:574] : INFO : Epoch 1588 | loss: 0.00125974 | val_loss: 0.00131622 | Time: 1665.91 ms [2022-01-11 22:19:34 main:574] : INFO : Epoch 1589 | loss: 0.00125017 | val_loss: 0.00130744 | Time: 1644.96 ms [2022-01-11 22:19:35 main:574] : INFO : Epoch 1590 | loss: 0.00124439 | val_loss: 0.00130409 | Time: 1637.97 ms [2022-01-11 22:19:37 main:574] : INFO : Epoch 1591 | loss: 0.00123943 | val_loss: 0.00130194 | Time: 1641.34 ms [2022-01-11 22:19:39 main:574] : INFO : Epoch 1592 | loss: 0.00124412 | val_loss: 0.00130938 | Time: 1661.99 ms [2022-01-11 22:19:40 main:574] : INFO : Epoch 1593 | loss: 0.00124324 | val_loss: 0.00130431 | Time: 1645.85 ms [2022-01-11 22:19:42 main:574] : INFO : Epoch 1594 | loss: 0.0012354 | val_loss: 0.00129936 | Time: 1620.22 ms [2022-01-11 22:19:44 main:574] : INFO : Epoch 1595 | loss: 0.00122891 | val_loss: 0.00128878 | Time: 1646.7 ms [2022-01-11 22:19:45 main:574] : INFO : Epoch 1596 | loss: 0.00122068 | val_loss: 0.00127753 | Time: 1671.82 ms [2022-01-11 22:19:47 main:574] : INFO : Epoch 1597 | loss: 0.00121684 | val_loss: 0.00128331 | Time: 1668.48 ms [2022-01-11 22:19:49 main:574] : INFO : Epoch 1598 | loss: 0.00121396 | val_loss: 0.00127396 | Time: 1653.3 ms [2022-01-11 22:19:50 main:574] : INFO : Epoch 1599 | loss: 0.00120616 | val_loss: 0.00127325 | Time: 1683.7 ms [2022-01-11 22:19:52 main:574] : INFO : Epoch 1600 | loss: 0.00120182 | val_loss: 0.00125959 | Time: 1646.05 ms [2022-01-11 22:19:54 main:574] : INFO : Epoch 1601 | loss: 0.00119602 | val_loss: 0.00125758 | Time: 1655.23 ms [2022-01-11 22:19:55 main:574] : INFO : Epoch 1602 | loss: 0.00119038 | val_loss: 0.00125236 | Time: 1690.41 ms [2022-01-11 22:19:57 main:574] : INFO : Epoch 1603 | loss: 0.00119264 | val_loss: 0.00125024 | Time: 1660.99 ms [2022-01-11 22:19:59 main:574] : INFO : Epoch 1604 | loss: 0.00118593 | val_loss: 0.00124171 | Time: 1645.63 ms [2022-01-11 22:20:00 main:574] : INFO : Epoch 1605 | loss: 0.00117885 | val_loss: 0.00123327 | Time: 1669.49 ms [2022-01-11 22:20:02 main:574] : INFO : Epoch 1606 | loss: 0.0011705 | val_loss: 0.00122538 | Time: 1637.99 ms [2022-01-11 22:20:04 main:574] : INFO : Epoch 1607 | loss: 0.00116031 | val_loss: 0.00121285 | Time: 1684.08 ms [2022-01-11 22:20:05 main:574] : INFO : Epoch 1608 | loss: 0.00114833 | val_loss: 0.00120044 | Time: 1623.33 ms [2022-01-11 22:20:07 main:574] : INFO : Epoch 1609 | loss: 0.00113671 | val_loss: 0.00119546 | Time: 1619.25 ms [2022-01-11 22:20:09 main:574] : INFO : Epoch 1610 | loss: 0.00111367 | val_loss: 0.00114501 | Time: 1649.64 ms [2022-01-11 22:20:10 main:574] : INFO : Epoch 1611 | loss: 0.00102334 | val_loss: 0.000960187 | Time: 1655.43 ms [2022-01-11 22:20:12 main:574] : INFO : Epoch 1612 | loss: 0.000983253 | val_loss: 0.00153067 | Time: 1657.58 ms [2022-01-11 22:20:14 main:574] : INFO : Epoch 1613 | loss: 0.00543573 | val_loss: 0.00317934 | Time: 1631.46 ms [2022-01-11 22:20:15 main:574] : INFO : Epoch 1614 | loss: 0.00187707 | val_loss: 0.000948901 | Time: 1654.21 ms [2022-01-11 22:20:17 main:574] : INFO : Epoch 1615 | loss: 0.000788968 | val_loss: 0.00061466 | Time: 1621.84 ms [2022-01-11 22:20:18 main:574] : INFO : Epoch 1616 | loss: 0.000551871 | val_loss: 0.000507377 | Time: 1662.1 ms [2022-01-11 22:20:20 main:574] : INFO : Epoch 1617 | loss: 0.000494874 | val_loss: 0.000473823 | Time: 1668.28 ms [2022-01-11 22:20:22 main:574] : INFO : Epoch 1618 | loss: 0.000472523 | val_loss: 0.000462653 | Time: 1642.54 ms [2022-01-11 22:20:23 main:574] : INFO : Epoch 1619 | loss: 0.000465573 | val_loss: 0.000461289 | Time: 1666.76 ms [2022-01-11 22:20:25 main:574] : INFO : Epoch 1620 | loss: 0.00045694 | val_loss: 0.000442856 | Time: 1659.99 ms [2022-01-11 22:20:27 main:574] : INFO : Epoch 1621 | loss: 0.00044192 | val_loss: 0.000433434 | Time: 1652.01 ms [2022-01-11 22:20:28 main:574] : INFO : Epoch 1622 | loss: 0.000432688 | val_loss: 0.000423282 | Time: 1665.32 ms [2022-01-11 22:20:30 main:574] : INFO : Epoch 1623 | loss: 0.000424552 | val_loss: 0.000417229 | Time: 1630.33 ms [2022-01-11 22:20:32 main:574] : INFO : Epoch 1624 | loss: 0.000415684 | val_loss: 0.000409938 | Time: 1619.34 ms [2022-01-11 22:20:33 main:574] : INFO : Epoch 1625 | loss: 0.000408087 | val_loss: 0.000400342 | Time: 1613.44 ms [2022-01-11 22:20:35 main:574] : INFO : Epoch 1626 | loss: 0.000399215 | val_loss: 0.000391617 | Time: 1677.97 ms [2022-01-11 22:20:37 main:574] : INFO : Epoch 1627 | loss: 0.000390563 | val_loss: 0.000383377 | Time: 1676.82 ms [2022-01-11 22:20:38 main:574] : INFO : Epoch 1628 | loss: 0.000379579 | val_loss: 0.000373405 | Time: 1681.74 ms [2022-01-11 22:20:40 main:574] : INFO : Epoch 1629 | loss: 0.000361357 | val_loss: 0.00035106 | Time: 1644.69 ms [2022-01-11 22:20:42 main:574] : INFO : Epoch 1630 | loss: 0.000347434 | val_loss: 0.000355217 | Time: 1664.82 ms [2022-01-11 22:20:43 main:574] : INFO : Epoch 1631 | loss: 0.000344254 | val_loss: 0.000346571 | Time: 1664.99 ms [2022-01-11 22:20:45 main:574] : INFO : Epoch 1632 | loss: 0.00033614 | val_loss: 0.000329999 | Time: 1675.84 ms [2022-01-11 22:20:47 main:574] : INFO : Epoch 1633 | loss: 0.00032708 | val_loss: 0.000322604 | Time: 1651.33 ms [2022-01-11 22:20:48 main:574] : INFO : Epoch 1634 | loss: 0.000320504 | val_loss: 0.000318224 | Time: 1658.42 ms [2022-01-11 22:20:50 main:574] : INFO : Epoch 1635 | loss: 0.000318987 | val_loss: 0.00031565 | Time: 1685.95 ms [2022-01-11 22:20:52 main:574] : INFO : Epoch 1636 | loss: 0.000314649 | val_loss: 0.000311479 | Time: 1680.22 ms [2022-01-11 22:20:53 main:574] : INFO : Epoch 1637 | loss: 0.00030761 | val_loss: 0.000309612 | Time: 1671.49 ms [2022-01-11 22:20:55 main:574] : INFO : Epoch 1638 | loss: 0.000304789 | val_loss: 0.000299947 | Time: 1672.17 ms [2022-01-11 22:20:57 main:574] : INFO : Epoch 1639 | loss: 0.00029779 | val_loss: 0.000300185 | Time: 1671.78 ms [2022-01-11 22:20:58 main:574] : INFO : Epoch 1640 | loss: 0.000302671 | val_loss: 0.000300077 | Time: 1656.06 ms [2022-01-11 22:21:00 main:574] : INFO : Epoch 1641 | loss: 0.000295733 | val_loss: 0.000293614 | Time: 1627.85 ms [2022-01-11 22:21:02 main:574] : INFO : Epoch 1642 | loss: 0.000290339 | val_loss: 0.000291626 | Time: 1641.76 ms [2022-01-11 22:21:03 main:574] : INFO : Epoch 1643 | loss: 0.000289872 | val_loss: 0.000290704 | Time: 1677.99 ms [2022-01-11 22:21:05 main:574] : INFO : Epoch 1644 | loss: 0.000288376 | val_loss: 0.000293767 | Time: 1677.43 ms [2022-01-11 22:21:07 main:574] : INFO : Epoch 1645 | loss: 0.000289408 | val_loss: 0.000293498 | Time: 1669.99 ms [2022-01-11 22:21:08 main:574] : INFO : Epoch 1646 | loss: 0.000285459 | val_loss: 0.000284076 | Time: 1626.13 ms [2022-01-11 22:21:10 main:574] : INFO : Epoch 1647 | loss: 0.000283722 | val_loss: 0.000278934 | Time: 1649.81 ms [2022-01-11 22:21:12 main:574] : INFO : Epoch 1648 | loss: 0.000278624 | val_loss: 0.000275286 | Time: 1676.3 ms [2022-01-11 22:21:13 main:574] : INFO : Epoch 1649 | loss: 0.000276776 | val_loss: 0.000277343 | Time: 1649.25 ms [2022-01-11 22:21:15 main:574] : INFO : Epoch 1650 | loss: 0.000276381 | val_loss: 0.000276091 | Time: 1649.19 ms [2022-01-11 22:21:17 main:574] : INFO : Epoch 1651 | loss: 0.00027182 | val_loss: 0.000270023 | Time: 1645.37 ms [2022-01-11 22:21:18 main:574] : INFO : Epoch 1652 | loss: 0.000269414 | val_loss: 0.000268598 | Time: 1670.03 ms [2022-01-11 22:21:20 main:574] : INFO : Epoch 1653 | loss: 0.000266988 | val_loss: 0.00026632 | Time: 1703.28 ms [2022-01-11 22:21:22 main:574] : INFO : Epoch 1654 | loss: 0.00026441 | val_loss: 0.000264109 | Time: 1650.75 ms [2022-01-11 22:21:23 main:574] : INFO : Epoch 1655 | loss: 0.000268992 | val_loss: 0.000266952 | Time: 1680.94 ms [2022-01-11 22:21:25 main:574] : INFO : Epoch 1656 | loss: 0.000266409 | val_loss: 0.000263789 | Time: 1691.03 ms [2022-01-11 22:21:27 main:574] : INFO : Epoch 1657 | loss: 0.000261361 | val_loss: 0.00026003 | Time: 1676.43 ms [2022-01-11 22:21:28 main:574] : INFO : Epoch 1658 | loss: 0.000257919 | val_loss: 0.00025753 | Time: 1611.11 ms [2022-01-11 22:21:30 main:574] : INFO : Epoch 1659 | loss: 0.00025751 | val_loss: 0.0002565 | Time: 1681.11 ms [2022-01-11 22:21:32 main:574] : INFO : Epoch 1660 | loss: 0.000254648 | val_loss: 0.000252459 | Time: 1693.49 ms [2022-01-11 22:21:33 main:574] : INFO : Epoch 1661 | loss: 0.000253088 | val_loss: 0.000253047 | Time: 1701.81 ms [2022-01-11 22:21:35 main:574] : INFO : Epoch 1662 | loss: 0.000251353 | val_loss: 0.000252212 | Time: 1719.12 ms [2022-01-11 22:21:37 main:574] : INFO : Epoch 1663 | loss: 0.000248431 | val_loss: 0.000245845 | Time: 1681.66 ms [2022-01-11 22:21:38 main:574] : INFO : Epoch 1664 | loss: 0.000244362 | val_loss: 0.000245778 | Time: 1654.27 ms [2022-01-11 22:21:40 main:574] : INFO : Epoch 1665 | loss: 0.00024459 | val_loss: 0.000251311 | Time: 1641.81 ms [2022-01-11 22:21:42 main:574] : INFO : Epoch 1666 | loss: 0.000244511 | val_loss: 0.000243452 | Time: 1659.42 ms [2022-01-11 22:21:43 main:574] : INFO : Epoch 1667 | loss: 0.000236465 | val_loss: 0.000236412 | Time: 1687.34 ms [2022-01-11 22:21:45 main:574] : INFO : Epoch 1668 | loss: 0.000238189 | val_loss: 0.000239574 | Time: 1675.86 ms [2022-01-11 22:21:47 main:574] : INFO : Epoch 1669 | loss: 0.000233129 | val_loss: 0.000229412 | Time: 1646.31 ms [2022-01-11 22:21:48 main:574] : INFO : Epoch 1670 | loss: 0.000225785 | val_loss: 0.000224755 | Time: 1642.29 ms [2022-01-11 22:21:50 main:574] : INFO : Epoch 1671 | loss: 0.000220527 | val_loss: 0.000219908 | Time: 1661.47 ms [2022-01-11 22:21:52 main:574] : INFO : Epoch 1672 | loss: 0.000216977 | val_loss: 0.00021385 | Time: 1618.96 ms [2022-01-11 22:21:53 main:574] : INFO : Epoch 1673 | loss: 0.000219065 | val_loss: 0.000216857 | Time: 1658.28 ms [2022-01-11 22:21:55 main:574] : INFO : Epoch 1674 | loss: 0.000210953 | val_loss: 0.000205163 | Time: 1635.94 ms [2022-01-11 22:21:57 main:574] : INFO : Epoch 1675 | loss: 0.000202635 | val_loss: 0.000199467 | Time: 1638.89 ms [2022-01-11 22:21:58 main:574] : INFO : Epoch 1676 | loss: 0.00019747 | val_loss: 0.000192165 | Time: 1671.2 ms [2022-01-11 22:22:00 main:574] : INFO : Epoch 1677 | loss: 0.000190255 | val_loss: 0.000181063 | Time: 1641.68 ms [2022-01-11 22:22:02 main:574] : INFO : Epoch 1678 | loss: 0.000181489 | val_loss: 0.000175451 | Time: 1657.17 ms [2022-01-11 22:22:03 main:574] : INFO : Epoch 1679 | loss: 0.000175389 | val_loss: 0.000174429 | Time: 1629.59 ms [2022-01-11 22:22:05 main:574] : INFO : Epoch 1680 | loss: 0.000181238 | val_loss: 0.000181237 | Time: 1626.6 ms [2022-01-11 22:22:07 main:574] : INFO : Epoch 1681 | loss: 0.000177206 | val_loss: 0.000168478 | Time: 1643.58 ms [2022-01-11 22:22:08 main:574] : INFO : Epoch 1682 | loss: 0.000168273 | val_loss: 0.000168019 | Time: 1633.1 ms [2022-01-11 22:22:10 main:574] : INFO : Epoch 1683 | loss: 0.000167954 | val_loss: 0.000168599 | Time: 1634.78 ms [2022-01-11 22:22:11 main:574] : INFO : Epoch 1684 | loss: 0.000170285 | val_loss: 0.000164027 | Time: 1639.49 ms [2022-01-11 22:22:13 main:574] : INFO : Epoch 1685 | loss: 0.000162245 | val_loss: 0.000155624 | Time: 1649.98 ms [2022-01-11 22:22:15 main:574] : INFO : Epoch 1686 | loss: 0.000160534 | val_loss: 0.000158787 | Time: 1669.9 ms [2022-01-11 22:22:16 main:574] : INFO : Epoch 1687 | loss: 0.000156447 | val_loss: 0.000150104 | Time: 1672.27 ms [2022-01-11 22:22:18 main:574] : INFO : Epoch 1688 | loss: 0.00014927 | val_loss: 0.000143385 | Time: 1661.92 ms [2022-01-11 22:22:20 main:574] : INFO : Epoch 1689 | loss: 0.000155642 | val_loss: 0.000155908 | Time: 1622.49 ms [2022-01-11 22:22:21 main:574] : INFO : Epoch 1690 | loss: 0.000161894 | val_loss: 0.000158925 | Time: 1641.48 ms [2022-01-11 22:22:23 main:574] : INFO : Epoch 1691 | loss: 0.000153658 | val_loss: 0.000143537 | Time: 1603.87 ms [2022-01-11 22:22:25 main:574] : INFO : Epoch 1692 | loss: 0.000151802 | val_loss: 0.000138689 | Time: 1646.16 ms [2022-01-11 22:22:26 main:574] : INFO : Epoch 1693 | loss: 0.000143929 | val_loss: 0.00013798 | Time: 1643.74 ms [2022-01-11 22:22:28 main:574] : INFO : Epoch 1694 | loss: 0.000141429 | val_loss: 0.000140365 | Time: 1623.88 ms [2022-01-11 22:22:30 main:574] : INFO : Epoch 1695 | loss: 0.000145461 | val_loss: 0.000157733 | Time: 1641.15 ms [2022-01-11 22:22:31 main:574] : INFO : Epoch 1696 | loss: 0.000153092 | val_loss: 0.000141054 | Time: 1643.85 ms [2022-01-11 22:22:33 main:574] : INFO : Epoch 1697 | loss: 0.000142909 | val_loss: 0.000137079 | Time: 1682.66 ms [2022-01-11 22:22:35 main:574] : INFO : Epoch 1698 | loss: 0.000138267 | val_loss: 0.000132848 | Time: 1657.84 ms [2022-01-11 22:22:36 main:574] : INFO : Epoch 1699 | loss: 0.000136659 | val_loss: 0.000138788 | Time: 1658.06 ms [2022-01-11 22:22:38 main:574] : INFO : Epoch 1700 | loss: 0.000138794 | val_loss: 0.000132129 | Time: 1644.02 ms [2022-01-11 22:22:40 main:574] : INFO : Epoch 1701 | loss: 0.000135642 | val_loss: 0.000130121 | Time: 1666.96 ms [2022-01-11 22:22:41 main:574] : INFO : Epoch 1702 | loss: 0.000133567 | val_loss: 0.000128773 | Time: 1649.09 ms [2022-01-11 22:22:43 main:574] : INFO : Epoch 1703 | loss: 0.00013316 | val_loss: 0.000130668 | Time: 1661.05 ms [2022-01-11 22:22:44 main:574] : INFO : Epoch 1704 | loss: 0.000130016 | val_loss: 0.00012523 | Time: 1649.47 ms [2022-01-11 22:22:46 main:574] : INFO : Epoch 1705 | loss: 0.000124939 | val_loss: 0.000124396 | Time: 1664.14 ms [2022-01-11 22:22:48 main:574] : INFO : Epoch 1706 | loss: 0.000122889 | val_loss: 0.000119376 | Time: 1659.97 ms [2022-01-11 22:22:49 main:574] : INFO : Epoch 1707 | loss: 0.000120446 | val_loss: 0.000119585 | Time: 1599.32 ms [2022-01-11 22:22:51 main:574] : INFO : Epoch 1708 | loss: 0.000120351 | val_loss: 0.000118045 | Time: 1593.47 ms [2022-01-11 22:22:53 main:574] : INFO : Epoch 1709 | loss: 0.000119374 | val_loss: 0.0001164 | Time: 1576.03 ms [2022-01-11 22:22:54 main:574] : INFO : Epoch 1710 | loss: 0.000119402 | val_loss: 0.000117184 | Time: 1585.93 ms [2022-01-11 22:22:56 main:574] : INFO : Epoch 1711 | loss: 0.000119137 | val_loss: 0.000114143 | Time: 1597.5 ms [2022-01-11 22:22:57 main:574] : INFO : Epoch 1712 | loss: 0.00012817 | val_loss: 0.000137428 | Time: 1571.26 ms [2022-01-11 22:22:59 main:574] : INFO : Epoch 1713 | loss: 0.000140562 | val_loss: 0.000142859 | Time: 1540.79 ms [2022-01-11 22:23:00 main:574] : INFO : Epoch 1714 | loss: 0.00013003 | val_loss: 0.000125562 | Time: 1596.04 ms [2022-01-11 22:23:02 main:574] : INFO : Epoch 1715 | loss: 0.000123171 | val_loss: 0.0001208 | Time: 1534.09 ms [2022-01-11 22:23:04 main:574] : INFO : Epoch 1716 | loss: 0.00012096 | val_loss: 0.000120241 | Time: 1559.03 ms [2022-01-11 22:23:05 main:574] : INFO : Epoch 1717 | loss: 0.000118771 | val_loss: 0.000119776 | Time: 1606.07 ms [2022-01-11 22:23:07 main:574] : INFO : Epoch 1718 | loss: 0.000124436 | val_loss: 0.000123655 | Time: 1634.11 ms [2022-01-11 22:23:08 main:574] : INFO : Epoch 1719 | loss: 0.000118981 | val_loss: 0.00012139 | Time: 1590.73 ms [2022-01-11 22:23:10 main:574] : INFO : Epoch 1720 | loss: 0.00012591 | val_loss: 0.000125306 | Time: 1637.68 ms [2022-01-11 22:23:12 main:574] : INFO : Epoch 1721 | loss: 0.00029436 | val_loss: 0.00107108 | Time: 1562.9 ms [2022-01-11 22:23:13 main:574] : INFO : Epoch 1722 | loss: 0.0118693 | val_loss: 0.00958802 | Time: 1555.72 ms [2022-01-11 22:23:15 main:574] : INFO : Epoch 1723 | loss: 0.00483516 | val_loss: 0.00320603 | Time: 1605.29 ms [2022-01-11 22:23:16 main:574] : INFO : Epoch 1724 | loss: 0.00203859 | val_loss: 0.0016624 | Time: 1578.36 ms [2022-01-11 22:23:18 main:574] : INFO : Epoch 1725 | loss: 0.00150744 | val_loss: 0.00153358 | Time: 1577.55 ms [2022-01-11 22:23:20 main:574] : INFO : Epoch 1726 | loss: 0.00143163 | val_loss: 0.00148123 | Time: 1588.64 ms [2022-01-11 22:23:21 main:574] : INFO : Epoch 1727 | loss: 0.00141218 | val_loss: 0.00149278 | Time: 1592.51 ms [2022-01-11 22:23:23 main:574] : INFO : Epoch 1728 | loss: 0.0014099 | val_loss: 0.00147853 | Time: 1624.24 ms [2022-01-11 22:23:24 main:574] : INFO : Epoch 1729 | loss: 0.00138808 | val_loss: 0.00145422 | Time: 1581.1 ms [2022-01-11 22:23:26 main:574] : INFO : Epoch 1730 | loss: 0.00137387 | val_loss: 0.00144933 | Time: 1609.59 ms [2022-01-11 22:23:28 main:574] : INFO : Epoch 1731 | loss: 0.00136224 | val_loss: 0.00141748 | Time: 1583.17 ms [2022-01-11 22:23:29 main:574] : INFO : Epoch 1732 | loss: 0.00133587 | val_loss: 0.00139117 | Time: 1522.81 ms [2022-01-11 22:23:31 main:574] : INFO : Epoch 1733 | loss: 0.00133854 | val_loss: 0.00141883 | Time: 1634.57 ms [2022-01-11 22:23:32 main:574] : INFO : Epoch 1734 | loss: 0.00136208 | val_loss: 0.00140109 | Time: 1556.01 ms [2022-01-11 22:23:34 main:574] : INFO : Epoch 1735 | loss: 0.00134709 | val_loss: 0.0013873 | Time: 1568.77 ms [2022-01-11 22:23:35 main:574] : INFO : Epoch 1736 | loss: 0.00134092 | val_loss: 0.00138645 | Time: 1553.85 ms [2022-01-11 22:23:37 main:574] : INFO : Epoch 1737 | loss: 0.00132612 | val_loss: 0.00138428 | Time: 1503.31 ms [2022-01-11 22:23:38 main:574] : INFO : Epoch 1738 | loss: 0.00130908 | val_loss: 0.00136956 | Time: 1585.7 ms [2022-01-11 22:23:40 main:574] : INFO : Epoch 1739 | loss: 0.00130044 | val_loss: 0.00136044 | Time: 1616.02 ms [2022-01-11 22:23:42 main:574] : INFO : Epoch 1740 | loss: 0.00129477 | val_loss: 0.00136001 | Time: 1596.91 ms [2022-01-11 22:23:43 main:574] : INFO : Epoch 1741 | loss: 0.00129443 | val_loss: 0.0013561 | Time: 1583.6 ms [2022-01-11 22:23:45 main:574] : INFO : Epoch 1742 | loss: 0.00129152 | val_loss: 0.00135555 | Time: 1601.72 ms [2022-01-11 22:23:46 main:574] : INFO : Epoch 1743 | loss: 0.00130385 | val_loss: 0.0013619 | Time: 1598.72 ms [2022-01-11 22:23:48 main:574] : INFO : Epoch 1744 | loss: 0.00129528 | val_loss: 0.00136223 | Time: 1549.8 ms [2022-01-11 22:23:50 main:574] : INFO : Epoch 1745 | loss: 0.00129703 | val_loss: 0.00135885 | Time: 1561.81 ms [2022-01-11 22:23:51 main:574] : INFO : Epoch 1746 | loss: 0.0012921 | val_loss: 0.00135281 | Time: 1571.41 ms [2022-01-11 22:23:53 main:574] : INFO : Epoch 1747 | loss: 0.00128648 | val_loss: 0.00134925 | Time: 1605.97 ms [2022-01-11 22:23:54 main:574] : INFO : Epoch 1748 | loss: 0.00128621 | val_loss: 0.00135481 | Time: 1637.45 ms [2022-01-11 22:23:56 main:574] : INFO : Epoch 1749 | loss: 0.001285 | val_loss: 0.00134571 | Time: 1653.36 ms [2022-01-11 22:23:58 main:574] : INFO : Epoch 1750 | loss: 0.00128207 | val_loss: 0.00134359 | Time: 1571.49 ms [2022-01-11 22:23:59 main:574] : INFO : Epoch 1751 | loss: 0.00128007 | val_loss: 0.00134367 | Time: 1608.87 ms [2022-01-11 22:24:01 main:574] : INFO : Epoch 1752 | loss: 0.00127682 | val_loss: 0.00133863 | Time: 1624.96 ms [2022-01-11 22:24:02 main:574] : INFO : Epoch 1753 | loss: 0.00127558 | val_loss: 0.00134098 | Time: 1568.61 ms [2022-01-11 22:24:04 main:574] : INFO : Epoch 1754 | loss: 0.00127515 | val_loss: 0.00134028 | Time: 1516.88 ms [2022-01-11 22:24:06 main:574] : INFO : Epoch 1755 | loss: 0.00127532 | val_loss: 0.00133837 | Time: 1570.92 ms [2022-01-11 22:24:07 main:574] : INFO : Epoch 1756 | loss: 0.0012728 | val_loss: 0.0013347 | Time: 1579.39 ms [2022-01-11 22:24:09 main:574] : INFO : Epoch 1757 | loss: 0.00127122 | val_loss: 0.00133404 | Time: 1598.21 ms [2022-01-11 22:24:10 main:574] : INFO : Epoch 1758 | loss: 0.0012708 | val_loss: 0.00133421 | Time: 1566.95 ms [2022-01-11 22:24:12 main:574] : INFO : Epoch 1759 | loss: 0.00127296 | val_loss: 0.0013322 | Time: 1655.73 ms [2022-01-11 22:24:14 main:574] : INFO : Epoch 1760 | loss: 0.00126979 | val_loss: 0.00133404 | Time: 1576.41 ms [2022-01-11 22:24:15 main:574] : INFO : Epoch 1761 | loss: 0.00127049 | val_loss: 0.00133269 | Time: 1642.06 ms [2022-01-11 22:24:17 main:574] : INFO : Epoch 1762 | loss: 0.00126898 | val_loss: 0.00133095 | Time: 1555.34 ms [2022-01-11 22:24:18 main:574] : INFO : Epoch 1763 | loss: 0.00126855 | val_loss: 0.00133278 | Time: 1520.86 ms [2022-01-11 22:24:20 main:574] : INFO : Epoch 1764 | loss: 0.00126804 | val_loss: 0.00133135 | Time: 1551.66 ms [2022-01-11 22:24:21 main:574] : INFO : Epoch 1765 | loss: 0.00126696 | val_loss: 0.00133081 | Time: 1592.24 ms [2022-01-11 22:24:23 main:574] : INFO : Epoch 1766 | loss: 0.00126659 | val_loss: 0.00132864 | Time: 1606.78 ms [2022-01-11 22:24:25 main:574] : INFO : Epoch 1767 | loss: 0.00126531 | val_loss: 0.00132809 | Time: 1597.36 ms [2022-01-11 22:24:26 main:574] : INFO : Epoch 1768 | loss: 0.00126783 | val_loss: 0.00133144 | Time: 1591.39 ms [2022-01-11 22:24:28 main:574] : INFO : Epoch 1769 | loss: 0.00126628 | val_loss: 0.00132745 | Time: 1583.64 ms [2022-01-11 22:24:29 main:574] : INFO : Epoch 1770 | loss: 0.0012646 | val_loss: 0.00132777 | Time: 1554.11 ms [2022-01-11 22:24:31 main:574] : INFO : Epoch 1771 | loss: 0.00126329 | val_loss: 0.00132618 | Time: 1577.14 ms [2022-01-11 22:24:33 main:574] : INFO : Epoch 1772 | loss: 0.00126424 | val_loss: 0.00132681 | Time: 1577.15 ms [2022-01-11 22:24:34 main:574] : INFO : Epoch 1773 | loss: 0.0012636 | val_loss: 0.00132735 | Time: 1562.92 ms [2022-01-11 22:24:36 main:574] : INFO : Epoch 1774 | loss: 0.00126228 | val_loss: 0.0013271 | Time: 1571.82 ms [2022-01-11 22:24:37 main:574] : INFO : Epoch 1775 | loss: 0.00126214 | val_loss: 0.00132712 | Time: 1574.08 ms [2022-01-11 22:24:39 main:574] : INFO : Epoch 1776 | loss: 0.00126043 | val_loss: 0.00132325 | Time: 1579.63 ms [2022-01-11 22:24:40 main:574] : INFO : Epoch 1777 | loss: 0.00125956 | val_loss: 0.0013221 | Time: 1590.03 ms [2022-01-11 22:24:42 main:574] : INFO : Epoch 1778 | loss: 0.00125915 | val_loss: 0.00132284 | Time: 1565.66 ms [2022-01-11 22:24:44 main:574] : INFO : Epoch 1779 | loss: 0.00125938 | val_loss: 0.00132154 | Time: 1568.33 ms [2022-01-11 22:24:45 main:574] : INFO : Epoch 1780 | loss: 0.00125875 | val_loss: 0.00132052 | Time: 1517.2 ms [2022-01-11 22:24:47 main:574] : INFO : Epoch 1781 | loss: 0.00125823 | val_loss: 0.001323 | Time: 1575.74 ms [2022-01-11 22:24:48 main:574] : INFO : Epoch 1782 | loss: 0.00125883 | val_loss: 0.00132116 | Time: 1596.37 ms [2022-01-11 22:24:50 main:574] : INFO : Epoch 1783 | loss: 0.00125732 | val_loss: 0.00132263 | Time: 1525.63 ms [2022-01-11 22:24:51 main:574] : INFO : Epoch 1784 | loss: 0.00125659 | val_loss: 0.001319 | Time: 1539.05 ms [2022-01-11 22:24:53 main:574] : INFO : Epoch 1785 | loss: 0.00125642 | val_loss: 0.00131832 | Time: 1510.92 ms [2022-01-11 22:24:54 main:574] : INFO : Epoch 1786 | loss: 0.00125734 | val_loss: 0.00132162 | Time: 1619.83 ms [2022-01-11 22:24:56 main:574] : INFO : Epoch 1787 | loss: 0.00125847 | val_loss: 0.00132123 | Time: 1517.25 ms [2022-01-11 22:24:58 main:574] : INFO : Epoch 1788 | loss: 0.00125563 | val_loss: 0.00131889 | Time: 1582.14 ms [2022-01-11 22:24:59 main:574] : INFO : Epoch 1789 | loss: 0.0012554 | val_loss: 0.00131721 | Time: 1602.17 ms [2022-01-11 22:25:01 main:574] : INFO : Epoch 1790 | loss: 0.00125799 | val_loss: 0.00132264 | Time: 1565.08 ms [2022-01-11 22:25:02 main:574] : INFO : Epoch 1791 | loss: 0.0012591 | val_loss: 0.00132153 | Time: 1565.65 ms [2022-01-11 22:25:04 main:574] : INFO : Epoch 1792 | loss: 0.001255 | val_loss: 0.00131731 | Time: 1580.66 ms [2022-01-11 22:25:05 main:574] : INFO : Epoch 1793 | loss: 0.00125365 | val_loss: 0.00131555 | Time: 1516.55 ms [2022-01-11 22:25:07 main:574] : INFO : Epoch 1794 | loss: 0.00125253 | val_loss: 0.00131869 | Time: 1490.91 ms [2022-01-11 22:25:08 main:574] : INFO : Epoch 1795 | loss: 0.00125452 | val_loss: 0.00131783 | Time: 1547.36 ms [2022-01-11 22:25:10 main:574] : INFO : Epoch 1796 | loss: 0.00125211 | val_loss: 0.00131616 | Time: 1579.4 ms [2022-01-11 22:25:12 main:574] : INFO : Epoch 1797 | loss: 0.00125193 | val_loss: 0.00131483 | Time: 1602.33 ms [2022-01-11 22:25:13 main:574] : INFO : Epoch 1798 | loss: 0.00125155 | val_loss: 0.00131508 | Time: 1572.02 ms [2022-01-11 22:25:15 main:574] : INFO : Epoch 1799 | loss: 0.00125137 | val_loss: 0.00131451 | Time: 1520.29 ms [2022-01-11 22:25:16 main:574] : INFO : Epoch 1800 | loss: 0.00125105 | val_loss: 0.00131605 | Time: 1637.95 ms [2022-01-11 22:25:18 main:574] : INFO : Epoch 1801 | loss: 0.00125381 | val_loss: 0.00131441 | Time: 1633.36 ms [2022-01-11 22:25:20 main:574] : INFO : Epoch 1802 | loss: 0.00125058 | val_loss: 0.00131327 | Time: 1566.47 ms [2022-01-11 22:25:21 main:574] : INFO : Epoch 1803 | loss: 0.00125125 | val_loss: 0.00131347 | Time: 1592.55 ms [2022-01-11 22:25:23 main:574] : INFO : Epoch 1804 | loss: 0.00125227 | val_loss: 0.00131837 | Time: 1598.96 ms [2022-01-11 22:25:24 main:574] : INFO : Epoch 1805 | loss: 0.0012509 | val_loss: 0.00131172 | Time: 1579.53 ms [2022-01-11 22:25:26 main:574] : INFO : Epoch 1806 | loss: 0.0012497 | val_loss: 0.00131353 | Time: 1522.42 ms [2022-01-11 22:25:27 main:574] : INFO : Epoch 1807 | loss: 0.00125153 | val_loss: 0.00131548 | Time: 1562.13 ms [2022-01-11 22:25:29 main:574] : INFO : Epoch 1808 | loss: 0.00125023 | val_loss: 0.00131811 | Time: 1534.95 ms [2022-01-11 22:25:31 main:574] : INFO : Epoch 1809 | loss: 0.00124943 | val_loss: 0.00130978 | Time: 1595.1 ms [2022-01-11 22:25:32 main:574] : INFO : Epoch 1810 | loss: 0.00124859 | val_loss: 0.00131153 | Time: 1574.36 ms [2022-01-11 22:25:34 main:574] : INFO : Epoch 1811 | loss: 0.00125338 | val_loss: 0.00131256 | Time: 1570.07 ms [2022-01-11 22:25:35 main:574] : INFO : Epoch 1812 | loss: 0.00124938 | val_loss: 0.0013115 | Time: 1552.59 ms [2022-01-11 22:25:37 main:574] : INFO : Epoch 1813 | loss: 0.0012483 | val_loss: 0.00130948 | Time: 1576.13 ms [2022-01-11 22:25:39 main:574] : INFO : Epoch 1814 | loss: 0.00124789 | val_loss: 0.00130906 | Time: 1624.83 ms [2022-01-11 22:25:40 main:574] : INFO : Epoch 1815 | loss: 0.0012476 | val_loss: 0.00131493 | Time: 1614.08 ms [2022-01-11 22:25:42 main:574] : INFO : Epoch 1816 | loss: 0.0012475 | val_loss: 0.00130941 | Time: 1613.03 ms [2022-01-11 22:25:43 main:574] : INFO : Epoch 1817 | loss: 0.001246 | val_loss: 0.00130985 | Time: 1547.5 ms [2022-01-11 22:25:45 main:574] : INFO : Epoch 1818 | loss: 0.00124709 | val_loss: 0.00131006 | Time: 1597.05 ms [2022-01-11 22:25:46 main:574] : INFO : Epoch 1819 | loss: 0.00124628 | val_loss: 0.00131638 | Time: 1595.57 ms [2022-01-11 22:25:48 main:574] : INFO : Epoch 1820 | loss: 0.00124576 | val_loss: 0.00130715 | Time: 1558.61 ms [2022-01-11 22:25:50 main:574] : INFO : Epoch 1821 | loss: 0.00124482 | val_loss: 0.00130658 | Time: 1518.76 ms [2022-01-11 22:25:51 main:574] : INFO : Epoch 1822 | loss: 0.00124666 | val_loss: 0.00130879 | Time: 1590.75 ms [2022-01-11 22:25:53 main:574] : INFO : Epoch 1823 | loss: 0.001245 | val_loss: 0.00130766 | Time: 1594.65 ms [2022-01-11 22:25:54 main:574] : INFO : Epoch 1824 | loss: 0.0012445 | val_loss: 0.00130708 | Time: 1581.26 ms [2022-01-11 22:25:56 main:574] : INFO : Epoch 1825 | loss: 0.00124324 | val_loss: 0.00130584 | Time: 1574.36 ms [2022-01-11 22:25:57 main:574] : INFO : Epoch 1826 | loss: 0.00124582 | val_loss: 0.00132021 | Time: 1570.41 ms [2022-01-11 22:25:59 main:574] : INFO : Epoch 1827 | loss: 0.00124709 | val_loss: 0.00130697 | Time: 1561.49 ms [2022-01-11 22:26:01 main:574] : INFO : Epoch 1828 | loss: 0.00124865 | val_loss: 0.00130731 | Time: 1569.34 ms [2022-01-11 22:26:02 main:574] : INFO : Epoch 1829 | loss: 0.00124506 | val_loss: 0.00130579 | Time: 1595.94 ms [2022-01-11 22:26:04 main:574] : INFO : Epoch 1830 | loss: 0.00124201 | val_loss: 0.00130825 | Time: 1568.7 ms [2022-01-11 22:26:05 main:574] : INFO : Epoch 1831 | loss: 0.0012416 | val_loss: 0.00130486 | Time: 1584 ms [2022-01-11 22:26:07 main:574] : INFO : Epoch 1832 | loss: 0.00124181 | val_loss: 0.00130942 | Time: 1612.58 ms [2022-01-11 22:26:09 main:574] : INFO : Epoch 1833 | loss: 0.00124207 | val_loss: 0.00130954 | Time: 1522.79 ms [2022-01-11 22:26:10 main:574] : INFO : Epoch 1834 | loss: 0.0012447 | val_loss: 0.00130441 | Time: 1514.72 ms [2022-01-11 22:26:12 main:574] : INFO : Epoch 1835 | loss: 0.00124138 | val_loss: 0.00130394 | Time: 1544.3 ms [2022-01-11 22:26:13 main:574] : INFO : Epoch 1836 | loss: 0.00124137 | val_loss: 0.00130899 | Time: 1627.98 ms [2022-01-11 22:26:15 main:574] : INFO : Epoch 1837 | loss: 0.0012421 | val_loss: 0.00130452 | Time: 1568.62 ms [2022-01-11 22:26:16 main:574] : INFO : Epoch 1838 | loss: 0.00124202 | val_loss: 0.00130984 | Time: 1569.45 ms [2022-01-11 22:26:18 main:574] : INFO : Epoch 1839 | loss: 0.00124262 | val_loss: 0.00130367 | Time: 1617.22 ms [2022-01-11 22:26:20 main:574] : INFO : Epoch 1840 | loss: 0.001243 | val_loss: 0.00130937 | Time: 1581.95 ms [2022-01-11 22:26:21 main:574] : INFO : Epoch 1841 | loss: 0.00124186 | val_loss: 0.00130808 | Time: 1567.32 ms [2022-01-11 22:26:23 main:574] : INFO : Epoch 1842 | loss: 0.00124235 | val_loss: 0.00131388 | Time: 1607.73 ms [2022-01-11 22:26:24 main:574] : INFO : Epoch 1843 | loss: 0.00124145 | val_loss: 0.00130508 | Time: 1582.46 ms [2022-01-11 22:26:26 main:574] : INFO : Epoch 1844 | loss: 0.0012404 | val_loss: 0.00130904 | Time: 1585.41 ms [2022-01-11 22:26:28 main:574] : INFO : Epoch 1845 | loss: 0.00124415 | val_loss: 0.00130391 | Time: 1625 ms [2022-01-11 22:26:29 main:574] : INFO : Epoch 1846 | loss: 0.00124387 | val_loss: 0.00130563 | Time: 1560.01 ms [2022-01-11 22:26:31 main:574] : INFO : Epoch 1847 | loss: 0.00124009 | val_loss: 0.00130743 | Time: 1564.97 ms [2022-01-11 22:26:32 main:574] : INFO : Epoch 1848 | loss: 0.00124161 | val_loss: 0.00130554 | Time: 1570.52 ms [2022-01-11 22:26:34 main:574] : INFO : Epoch 1849 | loss: 0.00123893 | val_loss: 0.00130438 | Time: 1606.35 ms [2022-01-11 22:26:35 main:574] : INFO : Epoch 1850 | loss: 0.00123924 | val_loss: 0.0013058 | Time: 1600.02 ms [2022-01-11 22:26:37 main:574] : INFO : Epoch 1851 | loss: 0.00123978 | val_loss: 0.00130454 | Time: 1612.35 ms [2022-01-11 22:26:39 main:574] : INFO : Epoch 1852 | loss: 0.00123994 | val_loss: 0.00130703 | Time: 1593.77 ms [2022-01-11 22:26:40 main:574] : INFO : Epoch 1853 | loss: 0.00124037 | val_loss: 0.00130524 | Time: 1582.17 ms [2022-01-11 22:26:42 main:574] : INFO : Epoch 1854 | loss: 0.0012561 | val_loss: 0.00131508 | Time: 1562.07 ms [2022-01-11 22:26:43 main:574] : INFO : Epoch 1855 | loss: 0.00125161 | val_loss: 0.00129671 | Time: 1636.39 ms [2022-01-11 22:26:45 main:574] : INFO : Epoch 1856 | loss: 0.0012262 | val_loss: 0.00128718 | Time: 1549.71 ms [2022-01-11 22:26:47 main:574] : INFO : Epoch 1857 | loss: 0.00123286 | val_loss: 0.00127806 | Time: 1608.21 ms [2022-01-11 22:26:48 main:574] : INFO : Epoch 1858 | loss: 0.00121739 | val_loss: 0.00127856 | Time: 1545.73 ms [2022-01-11 22:26:50 main:574] : INFO : Epoch 1859 | loss: 0.00121138 | val_loss: 0.00127274 | Time: 1545.58 ms [2022-01-11 22:26:51 main:574] : INFO : Epoch 1860 | loss: 0.00120833 | val_loss: 0.00127453 | Time: 1565.06 ms [2022-01-11 22:26:53 main:574] : INFO : Epoch 1861 | loss: 0.00120694 | val_loss: 0.00127296 | Time: 1657.54 ms [2022-01-11 22:26:55 main:574] : INFO : Epoch 1862 | loss: 0.00120663 | val_loss: 0.00127241 | Time: 1597.14 ms [2022-01-11 22:26:56 main:574] : INFO : Epoch 1863 | loss: 0.00120482 | val_loss: 0.00126983 | Time: 1558.52 ms [2022-01-11 22:26:58 main:574] : INFO : Epoch 1864 | loss: 0.00120341 | val_loss: 0.00126917 | Time: 1557.69 ms [2022-01-11 22:26:59 main:574] : INFO : Epoch 1865 | loss: 0.00120462 | val_loss: 0.0012751 | Time: 1570.83 ms [2022-01-11 22:27:01 main:574] : INFO : Epoch 1866 | loss: 0.00120237 | val_loss: 0.00126766 | Time: 1637.56 ms [2022-01-11 22:27:02 main:574] : INFO : Epoch 1867 | loss: 0.0012034 | val_loss: 0.00127375 | Time: 1523.24 ms [2022-01-11 22:27:04 main:574] : INFO : Epoch 1868 | loss: 0.00120934 | val_loss: 0.00126884 | Time: 1616.86 ms [2022-01-11 22:27:06 main:574] : INFO : Epoch 1869 | loss: 0.00120754 | val_loss: 0.00128764 | Time: 1625.4 ms [2022-01-11 22:27:07 main:574] : INFO : Epoch 1870 | loss: 0.00120751 | val_loss: 0.00127214 | Time: 1596.27 ms [2022-01-11 22:27:09 main:574] : INFO : Epoch 1871 | loss: 0.00121082 | val_loss: 0.00127668 | Time: 1549.64 ms [2022-01-11 22:27:10 main:574] : INFO : Epoch 1872 | loss: 0.00120792 | val_loss: 0.00127861 | Time: 1583.3 ms [2022-01-11 22:27:12 main:574] : INFO : Epoch 1873 | loss: 0.00120823 | val_loss: 0.00128281 | Time: 1569.51 ms [2022-01-11 22:27:14 main:574] : INFO : Epoch 1874 | loss: 0.00121088 | val_loss: 0.00127582 | Time: 1555.84 ms [2022-01-11 22:27:15 main:574] : INFO : Epoch 1875 | loss: 0.00121794 | val_loss: 0.00129112 | Time: 1593.7 ms [2022-01-11 22:27:17 main:574] : INFO : Epoch 1876 | loss: 0.00122129 | val_loss: 0.00128789 | Time: 1602.2 ms [2022-01-11 22:27:18 main:574] : INFO : Epoch 1877 | loss: 0.00121159 | val_loss: 0.0012795 | Time: 1584.08 ms [2022-01-11 22:27:20 main:574] : INFO : Epoch 1878 | loss: 0.00120756 | val_loss: 0.00127029 | Time: 1571.6 ms [2022-01-11 22:27:21 main:574] : INFO : Epoch 1879 | loss: 0.00120106 | val_loss: 0.00126582 | Time: 1561.53 ms [2022-01-11 22:27:23 main:574] : INFO : Epoch 1880 | loss: 0.00120384 | val_loss: 0.00126807 | Time: 1533.35 ms [2022-01-11 22:27:25 main:574] : INFO : Epoch 1881 | loss: 0.00120819 | val_loss: 0.00127934 | Time: 1594.58 ms [2022-01-11 22:27:26 main:574] : INFO : Epoch 1882 | loss: 0.00120025 | val_loss: 0.00126359 | Time: 1575.16 ms [2022-01-11 22:27:28 main:574] : INFO : Epoch 1883 | loss: 0.00119681 | val_loss: 0.00126308 | Time: 1599.62 ms [2022-01-11 22:27:29 main:574] : INFO : Epoch 1884 | loss: 0.00119758 | val_loss: 0.00126453 | Time: 1610.3 ms [2022-01-11 22:27:31 main:574] : INFO : Epoch 1885 | loss: 0.00119694 | val_loss: 0.00126297 | Time: 1595.09 ms [2022-01-11 22:27:33 main:574] : INFO : Epoch 1886 | loss: 0.00119686 | val_loss: 0.00126266 | Time: 1563.96 ms [2022-01-11 22:27:34 main:574] : INFO : Epoch 1887 | loss: 0.00120121 | val_loss: 0.00127365 | Time: 1618.28 ms [2022-01-11 22:27:36 main:574] : INFO : Epoch 1888 | loss: 0.00120803 | val_loss: 0.00129837 | Time: 1547.77 ms [2022-01-11 22:27:37 main:574] : INFO : Epoch 1889 | loss: 0.00121285 | val_loss: 0.00127427 | Time: 1571.62 ms [2022-01-11 22:27:39 main:574] : INFO : Epoch 1890 | loss: 0.00132333 | val_loss: 0.00148288 | Time: 1530.81 ms [2022-01-11 22:27:40 main:574] : INFO : Epoch 1891 | loss: 0.00138376 | val_loss: 0.00134113 | Time: 1599.84 ms [2022-01-11 22:27:42 main:574] : INFO : Epoch 1892 | loss: 0.00125606 | val_loss: 0.00131003 | Time: 1573.77 ms [2022-01-11 22:27:44 main:574] : INFO : Epoch 1893 | loss: 0.00127728 | val_loss: 0.00138302 | Time: 1522.94 ms [2022-01-11 22:27:45 main:574] : INFO : Epoch 1894 | loss: 0.00134602 | val_loss: 0.00143656 | Time: 1547.32 ms [2022-01-11 22:27:47 main:574] : INFO : Epoch 1895 | loss: 0.00132011 | val_loss: 0.00135275 | Time: 1640.2 ms [2022-01-11 22:27:48 main:574] : INFO : Epoch 1896 | loss: 0.00125904 | val_loss: 0.00133053 | Time: 1603.69 ms [2022-01-11 22:27:50 main:574] : INFO : Epoch 1897 | loss: 0.00124671 | val_loss: 0.00131185 | Time: 1587.46 ms [2022-01-11 22:27:52 main:574] : INFO : Epoch 1898 | loss: 0.00123878 | val_loss: 0.00132001 | Time: 1629.56 ms [2022-01-11 22:27:53 main:574] : INFO : Epoch 1899 | loss: 0.00124669 | val_loss: 0.00130057 | Time: 1598.16 ms [2022-01-11 22:27:55 main:574] : INFO : Epoch 1900 | loss: 0.00124695 | val_loss: 0.00129369 | Time: 1636.07 ms [2022-01-11 22:27:56 main:574] : INFO : Epoch 1901 | loss: 0.00122998 | val_loss: 0.00128126 | Time: 1499.26 ms [2022-01-11 22:27:58 main:574] : INFO : Epoch 1902 | loss: 0.00123165 | val_loss: 0.00132803 | Time: 1575.15 ms [2022-01-11 22:28:00 main:574] : INFO : Epoch 1903 | loss: 0.00129359 | val_loss: 0.00145212 | Time: 1650.77 ms [2022-01-11 22:28:01 main:574] : INFO : Epoch 1904 | loss: 0.00125325 | val_loss: 0.00129178 | Time: 1566.5 ms [2022-01-11 22:28:03 main:574] : INFO : Epoch 1905 | loss: 0.00123191 | val_loss: 0.00128348 | Time: 1581.12 ms [2022-01-11 22:28:04 main:574] : INFO : Epoch 1906 | loss: 0.00123418 | val_loss: 0.00129584 | Time: 1566.51 ms [2022-01-11 22:28:06 main:574] : INFO : Epoch 1907 | loss: 0.00122366 | val_loss: 0.00128613 | Time: 1633.25 ms [2022-01-11 22:28:07 main:574] : INFO : Epoch 1908 | loss: 0.00124977 | val_loss: 0.00129151 | Time: 1613.77 ms [2022-01-11 22:28:09 main:574] : INFO : Epoch 1909 | loss: 0.00126262 | val_loss: 0.0013851 | Time: 1559.29 ms [2022-01-11 22:28:11 main:574] : INFO : Epoch 1910 | loss: 0.00125879 | val_loss: 0.00144027 | Time: 1549.77 ms [2022-01-11 22:28:12 main:574] : INFO : Epoch 1911 | loss: 0.0012931 | val_loss: 0.00131602 | Time: 1567.24 ms [2022-01-11 22:28:14 main:574] : INFO : Epoch 1912 | loss: 0.00124204 | val_loss: 0.0012885 | Time: 1571.2 ms [2022-01-11 22:28:15 main:574] : INFO : Epoch 1913 | loss: 0.00123167 | val_loss: 0.00131856 | Time: 1555 ms [2022-01-11 22:28:17 main:574] : INFO : Epoch 1914 | loss: 0.00122703 | val_loss: 0.00129212 | Time: 1667.77 ms [2022-01-11 22:28:19 main:574] : INFO : Epoch 1915 | loss: 0.00123653 | val_loss: 0.00128451 | Time: 1619.1 ms [2022-01-11 22:28:20 main:574] : INFO : Epoch 1916 | loss: 0.00122247 | val_loss: 0.00131483 | Time: 1580.43 ms [2022-01-11 22:28:22 main:574] : INFO : Epoch 1917 | loss: 0.00125102 | val_loss: 0.00127417 | Time: 1603.62 ms [2022-01-11 22:28:23 main:574] : INFO : Epoch 1918 | loss: 0.00467401 | val_loss: 0.00464208 | Time: 1568.44 ms [2022-01-11 22:28:25 main:574] : INFO : Epoch 1919 | loss: 0.00315082 | val_loss: 0.0020633 | Time: 1621.72 ms [2022-01-11 22:28:27 main:574] : INFO : Epoch 1920 | loss: 0.00165276 | val_loss: 0.00150411 | Time: 1520.32 ms [2022-01-11 22:28:28 main:574] : INFO : Epoch 1921 | loss: 0.0013313 | val_loss: 0.00133446 | Time: 1608.15 ms [2022-01-11 22:28:30 main:574] : INFO : Epoch 1922 | loss: 0.00125486 | val_loss: 0.00129375 | Time: 1617.25 ms [2022-01-11 22:28:31 main:574] : INFO : Epoch 1923 | loss: 0.00123267 | val_loss: 0.00128408 | Time: 1533.04 ms [2022-01-11 22:28:33 main:574] : INFO : Epoch 1924 | loss: 0.00123537 | val_loss: 0.00128174 | Time: 1575.28 ms [2022-01-11 22:28:34 main:574] : INFO : Epoch 1925 | loss: 0.00120842 | val_loss: 0.00126636 | Time: 1603.37 ms [2022-01-11 22:28:36 main:574] : INFO : Epoch 1926 | loss: 0.00120309 | val_loss: 0.00125928 | Time: 1553.48 ms [2022-01-11 22:28:38 main:574] : INFO : Epoch 1927 | loss: 0.00119885 | val_loss: 0.00125955 | Time: 1630.75 ms [2022-01-11 22:28:39 main:574] : INFO : Epoch 1928 | loss: 0.00119665 | val_loss: 0.00125662 | Time: 1582.64 ms [2022-01-11 22:28:41 main:574] : INFO : Epoch 1929 | loss: 0.00119828 | val_loss: 0.00125591 | Time: 1626.35 ms [2022-01-11 22:28:42 main:574] : INFO : Epoch 1930 | loss: 0.00119768 | val_loss: 0.00126166 | Time: 1580.6 ms [2022-01-11 22:28:44 main:574] : INFO : Epoch 1931 | loss: 0.00119506 | val_loss: 0.00125595 | Time: 1559.18 ms [2022-01-11 22:28:46 main:574] : INFO : Epoch 1932 | loss: 0.00119443 | val_loss: 0.00126071 | Time: 1534.03 ms [2022-01-11 22:28:47 main:574] : INFO : Epoch 1933 | loss: 0.00119488 | val_loss: 0.00125662 | Time: 1557.07 ms [2022-01-11 22:28:49 main:574] : INFO : Epoch 1934 | loss: 0.00119387 | val_loss: 0.00125615 | Time: 1587.32 ms [2022-01-11 22:28:50 main:574] : INFO : Epoch 1935 | loss: 0.0011922 | val_loss: 0.00125722 | Time: 1549.19 ms [2022-01-11 22:28:52 main:574] : INFO : Epoch 1936 | loss: 0.00118992 | val_loss: 0.00125457 | Time: 1590.18 ms [2022-01-11 22:28:53 main:574] : INFO : Epoch 1937 | loss: 0.00118926 | val_loss: 0.001253 | Time: 1584.44 ms [2022-01-11 22:28:55 main:574] : INFO : Epoch 1938 | loss: 0.00118956 | val_loss: 0.00125745 | Time: 1596.56 ms [2022-01-11 22:28:57 main:574] : INFO : Epoch 1939 | loss: 0.00119006 | val_loss: 0.001252 | Time: 1555.52 ms [2022-01-11 22:28:58 main:574] : INFO : Epoch 1940 | loss: 0.00118707 | val_loss: 0.00125192 | Time: 1493.41 ms [2022-01-11 22:29:00 main:574] : INFO : Epoch 1941 | loss: 0.00118609 | val_loss: 0.00125138 | Time: 1544.59 ms [2022-01-11 22:29:01 main:574] : INFO : Epoch 1942 | loss: 0.00118703 | val_loss: 0.00125143 | Time: 1590.89 ms [2022-01-11 22:29:03 main:574] : INFO : Epoch 1943 | loss: 0.00118708 | val_loss: 0.00125035 | Time: 1551.39 ms [2022-01-11 22:29:04 main:574] : INFO : Epoch 1944 | loss: 0.00118542 | val_loss: 0.0012501 | Time: 1572.76 ms [2022-01-11 22:29:06 main:574] : INFO : Epoch 1945 | loss: 0.00118462 | val_loss: 0.00124938 | Time: 1575.92 ms [2022-01-11 22:29:08 main:574] : INFO : Epoch 1946 | loss: 0.00118382 | val_loss: 0.00125103 | Time: 1621.4 ms [2022-01-11 22:29:09 main:574] : INFO : Epoch 1947 | loss: 0.00118448 | val_loss: 0.0012492 | Time: 1566.07 ms [2022-01-11 22:29:11 main:574] : INFO : Epoch 1948 | loss: 0.00118329 | val_loss: 0.00124748 | Time: 1602.01 ms [2022-01-11 22:29:12 main:574] : INFO : Epoch 1949 | loss: 0.00118428 | val_loss: 0.00124847 | Time: 1622.59 ms [2022-01-11 22:29:14 main:574] : INFO : Epoch 1950 | loss: 0.00118316 | val_loss: 0.00124809 | Time: 1609.73 ms [2022-01-11 22:29:16 main:574] : INFO : Epoch 1951 | loss: 0.00118307 | val_loss: 0.00124989 | Time: 1566.02 ms [2022-01-11 22:29:17 main:574] : INFO : Epoch 1952 | loss: 0.00118338 | val_loss: 0.00124977 | Time: 1543.36 ms [2022-01-11 22:29:19 main:574] : INFO : Epoch 1953 | loss: 0.00118529 | val_loss: 0.00125693 | Time: 1603.43 ms [2022-01-11 22:29:20 main:574] : INFO : Epoch 1954 | loss: 0.00120192 | val_loss: 0.00125999 | Time: 1619.86 ms [2022-01-11 22:29:22 main:574] : INFO : Epoch 1955 | loss: 0.00119979 | val_loss: 0.00126295 | Time: 1637.07 ms [2022-01-11 22:29:24 main:574] : INFO : Epoch 1956 | loss: 0.00121052 | val_loss: 0.00143333 | Time: 1695.5 ms [2022-01-11 22:29:25 main:574] : INFO : Epoch 1957 | loss: 0.00123355 | val_loss: 0.00129209 | Time: 1605.31 ms [2022-01-11 22:29:27 main:574] : INFO : Epoch 1958 | loss: 0.00120933 | val_loss: 0.00126364 | Time: 1573.9 ms [2022-01-11 22:29:28 main:574] : INFO : Epoch 1959 | loss: 0.00121395 | val_loss: 0.00127722 | Time: 1560.02 ms [2022-01-11 22:29:30 main:574] : INFO : Epoch 1960 | loss: 0.00120599 | val_loss: 0.00126045 | Time: 1567.12 ms [2022-01-11 22:29:32 main:574] : INFO : Epoch 1961 | loss: 0.00119424 | val_loss: 0.00125675 | Time: 1611.51 ms [2022-01-11 22:29:33 main:574] : INFO : Epoch 1962 | loss: 0.00120131 | val_loss: 0.00127503 | Time: 1582.32 ms [2022-01-11 22:29:35 main:574] : INFO : Epoch 1963 | loss: 0.00120323 | val_loss: 0.00127054 | Time: 1592.52 ms [2022-01-11 22:29:36 main:574] : INFO : Epoch 1964 | loss: 0.00120258 | val_loss: 0.00126767 | Time: 1512.43 ms [2022-01-11 22:29:38 main:574] : INFO : Epoch 1965 | loss: 0.00120118 | val_loss: 0.00126717 | Time: 1645.86 ms [2022-01-11 22:29:39 main:574] : INFO : Epoch 1966 | loss: 0.001196 | val_loss: 0.00125971 | Time: 1529.94 ms [2022-01-11 22:29:41 main:574] : INFO : Epoch 1967 | loss: 0.00119659 | val_loss: 0.00125456 | Time: 1578.97 ms [2022-01-11 22:29:43 main:574] : INFO : Epoch 1968 | loss: 0.00119507 | val_loss: 0.0012685 | Time: 1580.71 ms [2022-01-11 22:29:44 main:574] : INFO : Epoch 1969 | loss: 0.00119326 | val_loss: 0.00125609 | Time: 1617.04 ms [2022-01-11 22:29:46 main:574] : INFO : Epoch 1970 | loss: 0.00118954 | val_loss: 0.00125112 | Time: 1631.4 ms [2022-01-11 22:29:47 main:574] : INFO : Epoch 1971 | loss: 0.00118912 | val_loss: 0.00125242 | Time: 1621.97 ms [2022-01-11 22:29:49 main:574] : INFO : Epoch 1972 | loss: 0.0011859 | val_loss: 0.00125377 | Time: 1556.22 ms [2022-01-11 22:29:51 main:574] : INFO : Epoch 1973 | loss: 0.00118866 | val_loss: 0.00125298 | Time: 1598.3 ms [2022-01-11 22:29:52 main:574] : INFO : Epoch 1974 | loss: 0.00118919 | val_loss: 0.00126261 | Time: 1553.45 ms [2022-01-11 22:29:54 main:574] : INFO : Epoch 1975 | loss: 0.00119141 | val_loss: 0.00126202 | Time: 1548.33 ms [2022-01-11 22:29:55 main:574] : INFO : Epoch 1976 | loss: 0.00119644 | val_loss: 0.00125729 | Time: 1562.32 ms [2022-01-11 22:29:57 main:574] : INFO : Epoch 1977 | loss: 0.00119097 | val_loss: 0.00126083 | Time: 1623.16 ms [2022-01-11 22:29:58 main:574] : INFO : Epoch 1978 | loss: 0.00118797 | val_loss: 0.00125513 | Time: 1504.37 ms [2022-01-11 22:30:00 main:574] : INFO : Epoch 1979 | loss: 0.00119068 | val_loss: 0.00126859 | Time: 1558.68 ms [2022-01-11 22:30:02 main:574] : INFO : Epoch 1980 | loss: 0.00118777 | val_loss: 0.00125188 | Time: 1493.12 ms [2022-01-11 22:30:03 main:574] : INFO : Epoch 1981 | loss: 0.00118734 | val_loss: 0.00125354 | Time: 1559.06 ms [2022-01-11 22:30:05 main:574] : INFO : Epoch 1982 | loss: 0.00120556 | val_loss: 0.00126801 | Time: 1606.06 ms [2022-01-11 22:30:06 main:574] : INFO : Epoch 1983 | loss: 0.00119559 | val_loss: 0.00125447 | Time: 1587.25 ms [2022-01-11 22:30:08 main:574] : INFO : Epoch 1984 | loss: 0.00122049 | val_loss: 0.00128293 | Time: 1539.76 ms [2022-01-11 22:30:09 main:574] : INFO : Epoch 1985 | loss: 0.00121433 | val_loss: 0.00126672 | Time: 1548.32 ms [2022-01-11 22:30:11 main:574] : INFO : Epoch 1986 | loss: 0.00122428 | val_loss: 0.00126169 | Time: 1507.55 ms [2022-01-11 22:30:12 main:574] : INFO : Epoch 1987 | loss: 0.00120754 | val_loss: 0.00125979 | Time: 1590.66 ms [2022-01-11 22:30:14 main:574] : INFO : Epoch 1988 | loss: 0.00119805 | val_loss: 0.00125218 | Time: 1573.25 ms [2022-01-11 22:30:16 main:574] : INFO : Epoch 1989 | loss: 0.00119024 | val_loss: 0.00126912 | Time: 1565.86 ms [2022-01-11 22:30:17 main:574] : INFO : Epoch 1990 | loss: 0.00119828 | val_loss: 0.00125613 | Time: 1579.17 ms [2022-01-11 22:30:19 main:574] : INFO : Epoch 1991 | loss: 0.00120057 | val_loss: 0.00128857 | Time: 1554.75 ms [2022-01-11 22:30:20 main:574] : INFO : Epoch 1992 | loss: 0.00120765 | val_loss: 0.00126744 | Time: 1632.47 ms [2022-01-11 22:30:22 main:574] : INFO : Epoch 1993 | loss: 0.00120225 | val_loss: 0.00126856 | Time: 1573.46 ms [2022-01-11 22:30:24 main:574] : INFO : Epoch 1994 | loss: 0.00123806 | val_loss: 0.00127418 | Time: 1557.67 ms [2022-01-11 22:30:25 main:574] : INFO : Epoch 1995 | loss: 0.00119993 | val_loss: 0.00125054 | Time: 1587.29 ms [2022-01-11 22:30:27 main:574] : INFO : Epoch 1996 | loss: 0.00119458 | val_loss: 0.00124781 | Time: 1579.33 ms [2022-01-11 22:30:28 main:574] : INFO : Epoch 1997 | loss: 0.00119077 | val_loss: 0.00125407 | Time: 1569.62 ms [2022-01-11 22:30:30 main:574] : INFO : Epoch 1998 | loss: 0.00119546 | val_loss: 0.00127408 | Time: 1568.69 ms [2022-01-11 22:30:31 main:574] : INFO : Epoch 1999 | loss: 0.00120294 | val_loss: 0.00126474 | Time: 1582.15 ms [2022-01-11 22:30:33 main:574] : INFO : Epoch 2000 | loss: 0.0012058 | val_loss: 0.00125258 | Time: 1552.57 ms [2022-01-11 22:30:35 main:574] : INFO : Epoch 2001 | loss: 0.00119333 | val_loss: 0.00125346 | Time: 1581.99 ms [2022-01-11 22:30:36 main:574] : INFO : Epoch 2002 | loss: 0.00118987 | val_loss: 0.001252 | Time: 1560.37 ms [2022-01-11 22:30:38 main:574] : INFO : Epoch 2003 | loss: 0.00120819 | val_loss: 0.00125601 | Time: 1591.22 ms [2022-01-11 22:30:39 main:574] : INFO : Epoch 2004 | loss: 0.00120959 | val_loss: 0.00126396 | Time: 1567.96 ms [2022-01-11 22:30:41 main:574] : INFO : Epoch 2005 | loss: 0.00119269 | val_loss: 0.0012681 | Time: 1576.26 ms [2022-01-11 22:30:42 main:574] : INFO : Epoch 2006 | loss: 0.00119402 | val_loss: 0.00125245 | Time: 1569.39 ms [2022-01-11 22:30:44 main:574] : INFO : Epoch 2007 | loss: 0.00118843 | val_loss: 0.00125647 | Time: 1622.86 ms [2022-01-11 22:30:46 main:574] : INFO : Epoch 2008 | loss: 0.00119211 | val_loss: 0.00127139 | Time: 1509.97 ms [2022-01-11 22:30:47 main:574] : INFO : Epoch 2009 | loss: 0.00119241 | val_loss: 0.00125005 | Time: 1582.49 ms [2022-01-11 22:30:49 main:574] : INFO : Epoch 2010 | loss: 0.00119145 | val_loss: 0.00125963 | Time: 1580.78 ms [2022-01-11 22:30:50 main:574] : INFO : Epoch 2011 | loss: 0.00125131 | val_loss: 0.00145508 | Time: 1547.23 ms [2022-01-11 22:30:52 main:574] : INFO : Epoch 2012 | loss: 0.00125253 | val_loss: 0.00128739 | Time: 1553.65 ms [2022-01-11 22:30:53 main:574] : INFO : Epoch 2013 | loss: 0.00121042 | val_loss: 0.00127422 | Time: 1551.94 ms [2022-01-11 22:30:55 main:574] : INFO : Epoch 2014 | loss: 0.00120839 | val_loss: 0.00126499 | Time: 1615.67 ms [2022-01-11 22:30:57 main:574] : INFO : Epoch 2015 | loss: 0.00120372 | val_loss: 0.00138175 | Time: 1550.89 ms [2022-01-11 22:30:58 main:574] : INFO : Epoch 2016 | loss: 0.00149934 | val_loss: 0.00172657 | Time: 1565.46 ms [2022-01-11 22:31:00 main:574] : INFO : Epoch 2017 | loss: 0.0025804 | val_loss: 0.00182923 | Time: 1584.7 ms [2022-01-11 22:31:01 main:574] : INFO : Epoch 2018 | loss: 0.0020428 | val_loss: 0.00165592 | Time: 1574.73 ms [2022-01-11 22:31:03 main:574] : INFO : Epoch 2019 | loss: 0.00145539 | val_loss: 0.00142256 | Time: 1549.84 ms [2022-01-11 22:31:04 main:574] : INFO : Epoch 2020 | loss: 0.0013697 | val_loss: 0.00143364 | Time: 1588.34 ms [2022-01-11 22:31:06 main:574] : INFO : Epoch 2021 | loss: 0.00130433 | val_loss: 0.00134924 | Time: 1585.74 ms [2022-01-11 22:31:08 main:574] : INFO : Epoch 2022 | loss: 0.00127571 | val_loss: 0.00133463 | Time: 1583.21 ms [2022-01-11 22:31:09 main:574] : INFO : Epoch 2023 | loss: 0.00124744 | val_loss: 0.00131074 | Time: 1599.07 ms [2022-01-11 22:31:11 main:574] : INFO : Epoch 2024 | loss: 0.00123506 | val_loss: 0.00129418 | Time: 1551.56 ms [2022-01-11 22:31:12 main:574] : INFO : Epoch 2025 | loss: 0.00122584 | val_loss: 0.00130448 | Time: 1566.36 ms [2022-01-11 22:31:14 main:574] : INFO : Epoch 2026 | loss: 0.00124024 | val_loss: 0.00130312 | Time: 1542.74 ms [2022-01-11 22:31:16 main:574] : INFO : Epoch 2027 | loss: 0.00121174 | val_loss: 0.0012642 | Time: 1607.7 ms [2022-01-11 22:31:17 main:574] : INFO : Epoch 2028 | loss: 0.00120228 | val_loss: 0.0012886 | Time: 1607.35 ms [2022-01-11 22:31:19 main:574] : INFO : Epoch 2029 | loss: 0.00120617 | val_loss: 0.00126456 | Time: 1545.41 ms [2022-01-11 22:31:20 main:574] : INFO : Epoch 2030 | loss: 0.00120489 | val_loss: 0.00127376 | Time: 1579.01 ms [2022-01-11 22:31:22 main:574] : INFO : Epoch 2031 | loss: 0.00120884 | val_loss: 0.001258 | Time: 1610.52 ms [2022-01-11 22:31:23 main:574] : INFO : Epoch 2032 | loss: 0.00120838 | val_loss: 0.00126703 | Time: 1618.99 ms [2022-01-11 22:31:25 main:574] : INFO : Epoch 2033 | loss: 0.00119992 | val_loss: 0.00125919 | Time: 1583.05 ms [2022-01-11 22:31:27 main:574] : INFO : Epoch 2034 | loss: 0.00120086 | val_loss: 0.00126354 | Time: 1610.91 ms [2022-01-11 22:31:28 main:574] : INFO : Epoch 2035 | loss: 0.00120367 | val_loss: 0.00126045 | Time: 1597.88 ms [2022-01-11 22:31:30 main:574] : INFO : Epoch 2036 | loss: 0.00123197 | val_loss: 0.00133175 | Time: 1570.63 ms [2022-01-11 22:31:31 main:574] : INFO : Epoch 2037 | loss: 0.001272 | val_loss: 0.00127844 | Time: 1584.14 ms [2022-01-11 22:31:33 main:574] : INFO : Epoch 2038 | loss: 0.00120942 | val_loss: 0.00126631 | Time: 1593.43 ms [2022-01-11 22:31:35 main:574] : INFO : Epoch 2039 | loss: 0.00119538 | val_loss: 0.00125387 | Time: 1558.07 ms [2022-01-11 22:31:36 main:574] : INFO : Epoch 2040 | loss: 0.00120209 | val_loss: 0.00128415 | Time: 1552.65 ms [2022-01-11 22:31:38 main:574] : INFO : Epoch 2041 | loss: 0.00120062 | val_loss: 0.0012514 | Time: 1552.32 ms [2022-01-11 22:31:39 main:574] : INFO : Epoch 2042 | loss: 0.00119583 | val_loss: 0.0012709 | Time: 1565.32 ms [2022-01-11 22:31:41 main:574] : INFO : Epoch 2043 | loss: 0.00119796 | val_loss: 0.00127293 | Time: 1578.72 ms [2022-01-11 22:31:42 main:574] : INFO : Epoch 2044 | loss: 0.00120281 | val_loss: 0.00125962 | Time: 1640.33 ms [2022-01-11 22:31:44 main:574] : INFO : Epoch 2045 | loss: 0.00118929 | val_loss: 0.00124768 | Time: 1653.87 ms [2022-01-11 22:31:46 main:574] : INFO : Epoch 2046 | loss: 0.00119909 | val_loss: 0.00127677 | Time: 1558.7 ms [2022-01-11 22:31:47 main:574] : INFO : Epoch 2047 | loss: 0.0011967 | val_loss: 0.0012667 | Time: 1614.11 ms [2022-01-11 22:31:49 main:574] : INFO : Epoch 2048 | loss: 0.00119214 | val_loss: 0.00125434 | Time: 1580.7 ms [2022-01-11 22:31:49 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.00125434 [2022-01-11 22:31:49 main:603] : INFO : Saving end state to config to file [2022-01-11 22:31:49 main:608] : INFO : Success, exiting.. 22:31:49 (6608): 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)