Task 13653108
| Name | ParityModified-1647045099-19840-2-0_0 |
| Workunit | 10746009 |
| Created | 23 Mar 2022, 8:23:11 UTC |
| Sent | 30 Mar 2022, 12:51:04 UTC |
| Report deadline | 7 Apr 2022, 12:51:04 UTC |
| Received | 31 Mar 2022, 4:58:15 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18276 |
| Run time | 9 hours 40 min 7 sec |
| CPU time | 9 hours 4 min 13 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,218.24 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.31 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 1663 | val_loss: 0.031173 | Time: 11852.9 ms [2022-03-31 11:21:24 main:574] : INFO : Epoch 1582 | loss: 0.0311673 | val_loss: 0.0311714 | Time: 12191.9 ms [2022-03-31 11:21:36 main:574] : INFO : Epoch 1583 | loss: 0.0311644 | val_loss: 0.0311711 | Time: 12018 ms [2022-03-31 11:21:48 main:574] : INFO : Epoch 1584 | loss: 0.0311644 | val_loss: 0.0311738 | Time: 11581.9 ms [2022-03-31 11:22:00 main:574] : INFO : Epoch 1585 | loss: 0.0311633 | val_loss: 0.031171 | Time: 12021.4 ms [2022-03-31 11:22:11 main:574] : INFO : Epoch 1586 | loss: 0.0311625 | val_loss: 0.0311708 | Time: 11416.1 ms [2022-03-31 11:22:23 main:574] : INFO : Epoch 1587 | loss: 0.0311619 | val_loss: 0.0311705 | Time: 11592.8 ms [2022-03-31 11:22:35 main:574] : INFO : Epoch 1588 | loss: 0.031162 | val_loss: 0.0311694 | Time: 11830.9 ms [2022-03-31 11:22:46 main:574] : INFO : Epoch 1589 | loss: 0.0311618 | val_loss: 0.0311708 | Time: 11745.4 ms [2022-03-31 11:22:59 main:574] : INFO : Epoch 1590 | loss: 0.0311613 | val_loss: 0.0311719 | Time: 12351.1 ms [2022-03-31 11:23:11 main:574] : INFO : Epoch 1591 | loss: 0.031162 | val_loss: 0.0311748 | Time: 11867.5 ms [2022-03-31 11:23:22 main:574] : INFO : Epoch 1592 | loss: 0.0311607 | val_loss: 0.0311725 | Time: 11764.1 ms [2022-03-31 11:23:34 main:574] : INFO : Epoch 1593 | loss: 0.031161 | val_loss: 0.0311734 | Time: 11978.1 ms [2022-03-31 11:23:46 main:574] : INFO : Epoch 1594 | loss: 0.0311608 | val_loss: 0.0311716 | Time: 12002.5 ms [2022-03-31 11:23:58 main:574] : INFO : Epoch 1595 | loss: 0.0311595 | val_loss: 0.0311706 | Time: 11929.6 ms [2022-03-31 11:24:10 main:574] : INFO : Epoch 1596 | loss: 0.0311588 | val_loss: 0.0311701 | Time: 11871.6 ms [2022-03-31 11:24:22 main:574] : INFO : Epoch 1597 | loss: 0.0311586 | val_loss: 0.0311718 | Time: 12125.7 ms [2022-03-31 11:24:34 main:574] : INFO : Epoch 1598 | loss: 0.0311586 | val_loss: 0.0311721 | Time: 12199.8 ms [2022-03-31 11:24:46 main:574] : INFO : Epoch 1599 | loss: 0.0311583 | val_loss: 0.0311732 | Time: 11957.1 ms [2022-03-31 11:24:58 main:574] : INFO : Epoch 1600 | loss: 0.0311588 | val_loss: 0.0311686 | Time: 11940.2 ms [2022-03-31 11:25:10 main:574] : INFO : Epoch 1601 | loss: 0.0311588 | val_loss: 0.0311712 | Time: 12064.8 ms [2022-03-31 11:25:22 main:574] : INFO : Epoch 1602 | loss: 0.0311583 | val_loss: 0.0311702 | Time: 11939.2 ms [2022-03-31 11:25:35 main:574] : INFO : Epoch 1603 | loss: 0.0311594 | val_loss: 0.0311678 | Time: 12121.4 ms [2022-03-31 11:25:46 main:574] : INFO : Epoch 1604 | loss: 0.0311585 | val_loss: 0.0311729 | Time: 11825.6 ms [2022-03-31 11:25:58 main:574] : INFO : Epoch 1605 | loss: 0.0311583 | val_loss: 0.0311666 | Time: 11946.1 ms [2022-03-31 11:26:10 main:574] : INFO : Epoch 1606 | loss: 0.0311562 | val_loss: 0.0311666 | Time: 11701.4 ms [2022-03-31 11:26:22 main:574] : INFO : Epoch 1607 | loss: 0.0311558 | val_loss: 0.0311673 | Time: 12157.7 ms [2022-03-31 11:26:34 main:574] : INFO : Epoch 1608 | loss: 0.031157 | val_loss: 0.031167 | Time: 11881.7 ms [2022-03-31 11:26:46 main:574] : INFO : Epoch 1609 | loss: 0.0311577 | val_loss: 0.0311654 | Time: 12340.9 ms [2022-03-31 11:26:59 main:574] : INFO : Epoch 1610 | loss: 0.0311568 | val_loss: 0.0311702 | Time: 12283.6 ms [2022-03-31 11:27:11 main:574] : INFO : Epoch 1611 | loss: 0.0311572 | val_loss: 0.0311776 | Time: 12035.9 ms [2022-03-31 11:27:23 main:574] : INFO : Epoch 1612 | loss: 0.0311575 | val_loss: 0.0311678 | Time: 11970.3 ms [2022-03-31 11:27:35 main:574] : INFO : Epoch 1613 | loss: 0.0311561 | val_loss: 0.0311672 | Time: 12305.9 ms [2022-03-31 11:27:47 main:574] : INFO : Epoch 1614 | loss: 0.0311551 | val_loss: 0.0311664 | Time: 11585 ms [2022-03-31 11:27:59 main:574] : INFO : Epoch 1615 | loss: 0.0311549 | val_loss: 0.0311641 | Time: 12103.8 ms [2022-03-31 11:28:11 main:574] : INFO : Epoch 1616 | loss: 0.0311541 | val_loss: 0.0311662 | Time: 11767.2 ms [2022-03-31 11:28:23 main:574] : INFO : Epoch 1617 | loss: 0.0311542 | val_loss: 0.031163 | Time: 12205.1 ms [2022-03-31 11:28:34 main:574] : INFO : Epoch 1618 | loss: 0.0311542 | val_loss: 0.0311638 | Time: 11703.3 ms [2022-03-31 11:28:46 main:574] : INFO : Epoch 1619 | loss: 0.0311561 | val_loss: 0.0311638 | Time: 11842.3 ms [2022-03-31 11:28:58 main:574] : INFO : Epoch 1620 | loss: 0.0311546 | val_loss: 0.031162 | Time: 11635.9 ms [2022-03-31 11:29:10 main:574] : INFO : Epoch 1621 | loss: 0.0311523 | val_loss: 0.0311632 | Time: 11897.5 ms [2022-03-31 11:29:22 main:574] : INFO : Epoch 1622 | loss: 0.0311511 | val_loss: 0.0311618 | Time: 11680.8 ms [2022-03-31 11:29:33 main:574] : INFO : Epoch 1623 | loss: 0.0311532 | val_loss: 0.0311663 | Time: 11835.1 ms [2022-03-31 11:29:46 main:574] : INFO : Epoch 1624 | loss: 0.0311542 | val_loss: 0.0311631 | Time: 12180.3 ms [2022-03-31 11:29:57 main:574] : INFO : Epoch 1625 | loss: 0.0311538 | val_loss: 0.0311622 | Time: 11729 ms [2022-03-31 11:30:09 main:574] : INFO : Epoch 1626 | loss: 0.0311535 | val_loss: 0.0311623 | Time: 11549 ms [2022-03-31 11:30:21 main:574] : INFO : Epoch 1627 | loss: 0.0311529 | val_loss: 0.0311638 | Time: 11724.6 ms [2022-03-31 11:30:33 main:574] : INFO : Epoch 1628 | loss: 0.0311531 | val_loss: 0.0311618 | Time: 12129.7 ms [2022-03-31 11:30:45 main:574] : INFO : Epoch 1629 | loss: 0.031153 | val_loss: 0.0311615 | Time: 11770.9 ms [2022-03-31 11:30:56 main:574] : INFO : Epoch 1630 | loss: 0.0311524 | val_loss: 0.0311602 | Time: 11681 ms [2022-03-31 11:31:08 main:574] : INFO : Epoch 1631 | loss: 0.0311523 | val_loss: 0.0311605 | Time: 11818.7 ms [2022-03-31 11:31:20 main:574] : INFO : Epoch 1632 | loss: 0.0311508 | val_loss: 0.031161 | Time: 12312.1 ms [2022-03-31 11:31:33 main:574] : INFO : Epoch 1633 | loss: 0.0311518 | val_loss: 0.0311584 | Time: 12257.5 ms [2022-03-31 11:31:44 main:574] : INFO : Epoch 1634 | loss: 0.0311484 | val_loss: 0.0311598 | Time: 11646.7 ms [2022-03-31 11:31:56 main:574] : INFO : Epoch 1635 | loss: 0.0311495 | val_loss: 0.0311625 | Time: 11900 ms [2022-03-31 11:32:08 main:574] : INFO : Epoch 1636 | loss: 0.0311489 | val_loss: 0.0311586 | Time: 11838.8 ms [2022-03-31 11:32:20 main:574] : INFO : Epoch 1637 | loss: 0.0311468 | val_loss: 0.0311568 | Time: 12047.7 ms [2022-03-31 11:32:32 main:574] : INFO : Epoch 1638 | loss: 0.0311472 | val_loss: 0.0311591 | Time: 11702.2 ms [2022-03-31 11:32:44 main:574] : INFO : Epoch 1639 | loss: 0.0311451 | val_loss: 0.0311564 | Time: 12019.3 ms [2022-03-31 11:32:56 main:574] : INFO : Epoch 1640 | loss: 0.0311456 | val_loss: 0.0311553 | Time: 11685.2 ms [2022-03-31 11:33:07 main:574] : INFO : Epoch 1641 | loss: 0.0311437 | val_loss: 0.0311538 | Time: 11786.5 ms [2022-03-31 11:33:19 main:574] : INFO : Epoch 1642 | loss: 0.0311432 | val_loss: 0.0311567 | Time: 12036.6 ms [2022-03-31 11:33:31 main:574] : INFO : Epoch 1643 | loss: 0.0311474 | val_loss: 0.0311592 | Time: 11922 ms [2022-03-31 11:33:43 main:574] : INFO : Epoch 1644 | loss: 0.0311447 | val_loss: 0.0311572 | Time: 11825.5 ms [2022-03-31 11:33:55 main:574] : INFO : Epoch 1645 | loss: 0.0311456 | val_loss: 0.0311553 | Time: 11946.8 ms [2022-03-31 11:34:07 main:574] : INFO : Epoch 1646 | loss: 0.0311432 | val_loss: 0.0311591 | Time: 11864.9 ms [2022-03-31 11:34:19 main:574] : INFO : Epoch 1647 | loss: 0.0311475 | val_loss: 0.0311591 | Time: 11899.8 ms [2022-03-31 11:34:31 main:574] : INFO : Epoch 1648 | loss: 0.0311452 | val_loss: 0.0311547 | Time: 11919.7 ms [2022-03-31 11:34:43 main:574] : INFO : Epoch 1649 | loss: 0.0311439 | val_loss: 0.031153 | Time: 11965.4 ms [2022-03-31 11:34:55 main:574] : INFO : Epoch 1650 | loss: 0.0311412 | val_loss: 0.0311553 | Time: 12365.4 ms [2022-03-31 11:35:07 main:574] : INFO : Epoch 1651 | loss: 0.0311424 | val_loss: 0.0311535 | Time: 11931.9 ms [2022-03-31 11:35:19 main:574] : INFO : Epoch 1652 | loss: 0.0311426 | val_loss: 0.0311526 | Time: 11765 ms [2022-03-31 11:35:31 main:574] : INFO : Epoch 1653 | loss: 0.0311406 | val_loss: 0.0311551 | Time: 11899.7 ms [2022-03-31 11:35:43 main:574] : INFO : Epoch 1654 | loss: 0.0311416 | val_loss: 0.0311527 | Time: 12025.4 ms [2022-03-31 11:35:55 main:574] : INFO : Epoch 1655 | loss: 0.0311403 | val_loss: 0.0311525 | Time: 11695.9 ms [2022-03-31 11:36:07 main:574] : INFO : Epoch 1656 | loss: 0.0311394 | val_loss: 0.031151 | Time: 11932.5 ms [2022-03-31 11:36:18 main:574] : INFO : Epoch 1657 | loss: 0.031141 | val_loss: 0.0311513 | Time: 11637.2 ms [2022-03-31 11:36:30 main:574] : INFO : Epoch 1658 | loss: 0.0311393 | val_loss: 0.0311502 | Time: 11592.4 ms [2022-03-31 11:36:42 main:574] : INFO : Epoch 1659 | loss: 0.0311375 | val_loss: 0.031148 | Time: 11970 ms [2022-03-31 11:36:54 main:574] : INFO : Epoch 1660 | loss: 0.031138 | val_loss: 0.0311503 | Time: 11842.1 ms [2022-03-31 11:37:05 main:574] : INFO : Epoch 1661 | loss: 0.0311371 | val_loss: 0.0311496 | Time: 11743.8 ms [2022-03-31 11:37:18 main:574] : INFO : Epoch 1662 | loss: 0.0311379 | val_loss: 0.0311504 | Time: 12249 ms [2022-03-31 11:37:31 main:574] : INFO : Epoch 1663 | loss: 0.0311417 | val_loss: 0.0311494 | Time: 12888.8 ms [2022-03-31 11:37:43 main:574] : INFO : Epoch 1664 | loss: 0.031139 | val_loss: 0.0311481 | Time: 12141 ms [2022-03-31 11:37:54 main:574] : INFO : Epoch 1665 | loss: 0.0311397 | val_loss: 0.0311492 | Time: 11768.7 ms [2022-03-31 11:38:06 main:574] : INFO : Epoch 1666 | loss: 0.0311369 | val_loss: 0.0311526 | Time: 11708.9 ms [2022-03-31 11:38:18 main:574] : INFO : Epoch 1667 | loss: 0.0311396 | val_loss: 0.0311535 | Time: 11668.7 ms [2022-03-31 11:38:30 main:574] : INFO : Epoch 1668 | loss: 0.0311374 | val_loss: 0.0311474 | Time: 11900.8 ms [2022-03-31 11:38:42 main:574] : INFO : Epoch 1669 | loss: 0.0311346 | val_loss: 0.0311468 | Time: 12279.3 ms [2022-03-31 11:38:54 main:574] : INFO : Epoch 1670 | loss: 0.031133 | val_loss: 0.0311479 | Time: 11754.9 ms [2022-03-31 11:39:05 main:574] : INFO : Epoch 1671 | loss: 0.0311319 | val_loss: 0.0311451 | Time: 11483.1 ms [2022-03-31 11:39:17 main:574] : INFO : Epoch 1672 | loss: 0.0311319 | val_loss: 0.0311471 | Time: 11747.1 ms [2022-03-31 11:39:29 main:574] : INFO : Epoch 1673 | loss: 0.0311328 | val_loss: 0.0311467 | Time: 12018.8 ms [2022-03-31 11:39:41 main:574] : INFO : Epoch 1674 | loss: 0.031134 | val_loss: 0.0311515 | Time: 12066.9 ms [2022-03-31 11:39:53 main:574] : INFO : Epoch 1675 | loss: 0.0311302 | val_loss: 0.0311453 | Time: 11956.9 ms [2022-03-31 11:40:05 main:574] : INFO : Epoch 1676 | loss: 0.0311308 | val_loss: 0.0311478 | Time: 12107.4 ms [2022-03-31 11:40:17 main:574] : INFO : Epoch 1677 | loss: 0.0311288 | val_loss: 0.0311469 | Time: 11910.3 ms [2022-03-31 11:40:29 main:574] : INFO : Epoch 1678 | loss: 0.0311293 | val_loss: 0.0311456 | Time: 12076.3 ms [2022-03-31 11:40:41 main:574] : INFO : Epoch 1679 | loss: 0.0311303 | val_loss: 0.0311436 | Time: 11735.4 ms [2022-03-31 11:40:53 main:574] : INFO : Epoch 1680 | loss: 0.0311308 | val_loss: 0.0311451 | Time: 12104.1 ms [2022-03-31 11:41:05 main:574] : INFO : Epoch 1681 | loss: 0.0311293 | val_loss: 0.0311434 | Time: 11965.9 ms [2022-03-31 11:41:17 main:574] : INFO : Epoch 1682 | loss: 0.031127 | val_loss: 0.0311444 | Time: 12201.8 ms [2022-03-31 11:41:29 main:574] : INFO : Epoch 1683 | loss: 0.0311296 | val_loss: 0.0311419 | Time: 11923.9 ms [2022-03-31 11:41:41 main:574] : INFO : Epoch 1684 | loss: 0.0311294 | val_loss: 0.0311426 | Time: 11883.3 ms [2022-03-31 11:41:53 main:574] : INFO : Epoch 1685 | loss: 0.0311279 | val_loss: 0.031146 | Time: 11998.6 ms [2022-03-31 11:42:06 main:574] : INFO : Epoch 1686 | loss: 0.0311297 | val_loss: 0.0311452 | Time: 12420.6 ms [2022-03-31 11:42:18 main:574] : INFO : Epoch 1687 | loss: 0.0311274 | val_loss: 0.0311442 | Time: 11933.9 ms [2022-03-31 11:42:29 main:574] : INFO : Epoch 1688 | loss: 0.0311253 | val_loss: 0.0311411 | Time: 11643.2 ms [2022-03-31 11:42:41 main:574] : INFO : Epoch 1689 | loss: 0.031125 | val_loss: 0.0311466 | Time: 11911.5 ms [2022-03-31 11:42:53 main:574] : INFO : Epoch 1690 | loss: 0.0311785 | val_loss: 0.0313839 | Time: 11678.1 ms [2022-03-31 11:43:04 main:574] : INFO : Epoch 1691 | loss: 0.0323767 | val_loss: 0.0317286 | Time: 11558.4 ms [2022-03-31 11:43:16 main:574] : INFO : Epoch 1692 | loss: 0.0318252 | val_loss: 0.0313968 | Time: 11749 ms [2022-03-31 11:43:28 main:574] : INFO : Epoch 1693 | loss: 0.0313087 | val_loss: 0.0312831 | Time: 11903.5 ms [2022-03-31 11:43:40 main:574] : INFO : Epoch 1694 | loss: 0.03126 | val_loss: 0.0312496 | Time: 11760.2 ms [2022-03-31 11:43:52 main:574] : INFO : Epoch 1695 | loss: 0.0312461 | val_loss: 0.0312403 | Time: 12274.7 ms [2022-03-31 11:44:05 main:574] : INFO : Epoch 1696 | loss: 0.0312391 | val_loss: 0.0312361 | Time: 12619.5 ms [2022-03-31 11:44:17 main:574] : INFO : Epoch 1697 | loss: 0.0312333 | val_loss: 0.031232 | Time: 12529.4 ms [2022-03-31 11:44:30 main:574] : INFO : Epoch 1698 | loss: 0.0312284 | val_loss: 0.0312302 | Time: 12942.6 ms [2022-03-31 11:44:42 main:574] : INFO : Epoch 1699 | loss: 0.0312245 | val_loss: 0.0312245 | Time: 12057 ms [2022-03-31 11:44:54 main:574] : INFO : Epoch 1700 | loss: 0.0312209 | val_loss: 0.0312181 | Time: 11656.6 ms [2022-03-31 11:45:06 main:574] : INFO : Epoch 1701 | loss: 0.031218 | val_loss: 0.031218 | Time: 12220.8 ms [2022-03-31 11:45:18 main:574] : INFO : Epoch 1702 | loss: 0.0312277 | val_loss: 0.0312406 | Time: 11976.4 ms [2022-03-31 11:45:31 main:574] : INFO : Epoch 1703 | loss: 0.0312271 | val_loss: 0.0312218 | Time: 12411.1 ms [2022-03-31 11:45:42 main:574] : INFO : Epoch 1704 | loss: 0.0312218 | val_loss: 0.0312184 | Time: 11704.9 ms [2022-03-31 11:45:54 main:574] : INFO : Epoch 1705 | loss: 0.0312196 | val_loss: 0.0312127 | Time: 11800.7 ms [2022-03-31 11:46:06 main:574] : INFO : Epoch 1706 | loss: 0.0312169 | val_loss: 0.0312144 | Time: 11996.9 ms [2022-03-31 11:46:18 main:574] : INFO : Epoch 1707 | loss: 0.0312197 | val_loss: 0.0312125 | Time: 11639.4 ms [2022-03-31 11:46:30 main:574] : INFO : Epoch 1708 | loss: 0.0312182 | val_loss: 0.031215 | Time: 12003 ms [2022-03-31 11:46:42 main:574] : INFO : Epoch 1709 | loss: 0.0312158 | val_loss: 0.0312155 | Time: 12117 ms [2022-03-31 11:46:54 main:574] : INFO : Epoch 1710 | loss: 0.0312161 | val_loss: 0.0312146 | Time: 12003.1 ms [2022-03-31 11:47:06 main:574] : INFO : Epoch 1711 | loss: 0.0312189 | val_loss: 0.0312203 | Time: 12103.8 ms [2022-03-31 11:47:18 main:574] : INFO : Epoch 1712 | loss: 0.0312163 | val_loss: 0.0312137 | Time: 12076.4 ms [2022-03-31 11:47:30 main:574] : INFO : Epoch 1713 | loss: 0.0312175 | val_loss: 0.0312213 | Time: 11771.1 ms [2022-03-31 11:47:42 main:574] : INFO : Epoch 1714 | loss: 0.0312169 | val_loss: 0.0312148 | Time: 12246.1 ms [2022-03-31 11:47:54 main:574] : INFO : Epoch 1715 | loss: 0.0312218 | val_loss: 0.0312162 | Time: 11629.7 ms [2022-03-31 11:48:05 main:574] : INFO : Epoch 1716 | loss: 0.0312187 | val_loss: 0.0312138 | Time: 11451.7 ms [2022-03-31 11:48:17 main:574] : INFO : Epoch 1717 | loss: 0.031216 | val_loss: 0.0312128 | Time: 11702.9 ms [2022-03-31 11:48:28 main:574] : INFO : Epoch 1718 | loss: 0.0312157 | val_loss: 0.0312152 | Time: 11472.1 ms [2022-03-31 11:48:40 main:574] : INFO : Epoch 1719 | loss: 0.0312216 | val_loss: 0.0312192 | Time: 11635.7 ms [2022-03-31 11:48:52 main:574] : INFO : Epoch 1720 | loss: 0.0312184 | val_loss: 0.0312137 | Time: 11896.8 ms [2022-03-31 11:49:04 main:574] : INFO : Epoch 1721 | loss: 0.0312181 | val_loss: 0.0312142 | Time: 11889.3 ms [2022-03-31 11:49:15 main:574] : INFO : Epoch 1722 | loss: 0.0312158 | val_loss: 0.0312132 | Time: 11512 ms [2022-03-31 11:49:27 main:574] : INFO : Epoch 1723 | loss: 0.0312147 | val_loss: 0.0312129 | Time: 11961.7 ms [2022-03-31 11:49:39 main:574] : INFO : Epoch 1724 | loss: 0.0312169 | val_loss: 0.0312207 | Time: 11610.7 ms [2022-03-31 11:49:51 main:574] : INFO : Epoch 1725 | loss: 0.0312182 | val_loss: 0.0312138 | Time: 11864.4 ms [2022-03-31 11:50:03 main:574] : INFO : Epoch 1726 | loss: 0.0312154 | val_loss: 0.0312121 | Time: 12133.6 ms [2022-03-31 11:50:17 main:574] : INFO : Epoch 1727 | loss: 0.0312174 | val_loss: 0.0312158 | Time: 13620.5 ms [2022-03-31 11:50:29 main:574] : INFO : Epoch 1728 | loss: 0.0312204 | val_loss: 0.0312128 | Time: 12735 ms [2022-03-31 11:50:41 main:574] : INFO : Epoch 1729 | loss: 0.0312192 | val_loss: 0.0312146 | Time: 11732.2 ms [2022-03-31 11:50:53 main:574] : INFO : Epoch 1730 | loss: 0.0312169 | val_loss: 0.0312211 | Time: 12112.2 ms [2022-03-31 11:51:05 main:574] : INFO : Epoch 1731 | loss: 0.0312167 | val_loss: 0.0312245 | Time: 11869.2 ms [2022-03-31 11:51:17 main:574] : INFO : Epoch 1732 | loss: 0.0312173 | val_loss: 0.031212 | Time: 11734.6 ms [2022-03-31 11:51:29 main:574] : INFO : Epoch 1733 | loss: 0.0312154 | val_loss: 0.0312124 | Time: 11600.2 ms [2022-03-31 11:51:41 main:574] : INFO : Epoch 1734 | loss: 0.0312151 | val_loss: 0.0312128 | Time: 12078.9 ms [2022-03-31 11:51:52 main:574] : INFO : Epoch 1735 | loss: 0.0312155 | val_loss: 0.0312116 | Time: 11667.1 ms [2022-03-31 11:52:04 main:574] : INFO : Epoch 1736 | loss: 0.0312214 | val_loss: 0.0312128 | Time: 12154 ms [2022-03-31 11:52:16 main:574] : INFO : Epoch 1737 | loss: 0.0312193 | val_loss: 0.0312132 | Time: 11672.2 ms [2022-03-31 11:52:28 main:574] : INFO : Epoch 1738 | loss: 0.0312143 | val_loss: 0.0312129 | Time: 11626 ms [2022-03-31 11:52:39 main:574] : INFO : Epoch 1739 | loss: 0.0312162 | val_loss: 0.0312135 | Time: 11709 ms [2022-03-31 11:52:51 main:574] : INFO : Epoch 1740 | loss: 0.0312193 | val_loss: 0.0312161 | Time: 11873.6 ms [2022-03-31 11:53:03 main:574] : INFO : Epoch 1741 | loss: 0.0312166 | val_loss: 0.0312119 | Time: 11633.1 ms [2022-03-31 11:53:15 main:574] : INFO : Epoch 1742 | loss: 0.0312151 | val_loss: 0.0312122 | Time: 11670.6 ms [2022-03-31 11:53:26 main:574] : INFO : Epoch 1743 | loss: 0.0312157 | val_loss: 0.0312117 | Time: 11722.8 ms [2022-03-31 11:53:38 main:574] : INFO : Epoch 1744 | loss: 0.0312147 | val_loss: 0.0312183 | Time: 11705.1 ms [2022-03-31 11:53:50 main:574] : INFO : Epoch 1745 | loss: 0.031215 | val_loss: 0.0312151 | Time: 12271.4 ms [2022-03-31 11:54:01 main:574] : INFO : Epoch 1746 | loss: 0.0312158 | val_loss: 0.0312123 | Time: 10295.8 ms [2022-03-31 11:54:11 main:574] : INFO : Epoch 1747 | loss: 0.0312142 | val_loss: 0.031212 | Time: 9969.39 ms [2022-03-31 11:54:21 main:574] : INFO : Epoch 1748 | loss: 0.0312142 | val_loss: 0.0312125 | Time: 9805.88 ms [2022-03-31 11:54:30 main:574] : INFO : Epoch 1749 | loss: 0.0312157 | val_loss: 0.031219 | Time: 9823.46 ms [2022-03-31 11:54:40 main:574] : INFO : Epoch 1750 | loss: 0.0312179 | val_loss: 0.031225 | Time: 9907.76 ms [2022-03-31 11:54:50 main:574] : INFO : Epoch 1751 | loss: 0.0312226 | val_loss: 0.0312167 | Time: 10097 ms [2022-03-31 11:55:01 main:574] : INFO : Epoch 1752 | loss: 0.0312157 | val_loss: 0.0312111 | Time: 10175 ms [2022-03-31 11:55:10 main:574] : INFO : Epoch 1753 | loss: 0.0312144 | val_loss: 0.0312116 | Time: 9800.86 ms [2022-03-31 11:55:21 main:574] : INFO : Epoch 1754 | loss: 0.0312146 | val_loss: 0.0312113 | Time: 10216.7 ms [2022-03-31 11:55:31 main:574] : INFO : Epoch 1755 | loss: 0.0312151 | val_loss: 0.0312113 | Time: 10066.7 ms [2022-03-31 11:55:41 main:574] : INFO : Epoch 1756 | loss: 0.0312155 | val_loss: 0.0312146 | Time: 10314.1 ms [2022-03-31 11:55:51 main:574] : INFO : Epoch 1757 | loss: 0.0312157 | val_loss: 0.0312129 | Time: 9737.66 ms [2022-03-31 11:56:01 main:574] : INFO : Epoch 1758 | loss: 0.0312151 | val_loss: 0.0312129 | Time: 9828.03 ms [2022-03-31 11:56:11 main:574] : INFO : Epoch 1759 | loss: 0.0312155 | val_loss: 0.0312122 | Time: 9946.06 ms [2022-03-31 11:56:20 main:574] : INFO : Epoch 1760 | loss: 0.0312145 | val_loss: 0.031211 | Time: 9693.69 ms [2022-03-31 11:56:30 main:574] : INFO : Epoch 1761 | loss: 0.0312142 | val_loss: 0.0312115 | Time: 10030.2 ms [2022-03-31 11:56:41 main:574] : INFO : Epoch 1762 | loss: 0.0312146 | val_loss: 0.0312122 | Time: 10273.6 ms [2022-03-31 11:56:50 main:574] : INFO : Epoch 1763 | loss: 0.0312166 | val_loss: 0.0312162 | Time: 9883.28 ms [2022-03-31 11:57:01 main:574] : INFO : Epoch 1764 | loss: 0.0312156 | val_loss: 0.0312122 | Time: 10188.2 ms [2022-03-31 11:57:11 main:574] : INFO : Epoch 1765 | loss: 0.0312148 | val_loss: 0.0312124 | Time: 9828.35 ms [2022-03-31 11:57:21 main:574] : INFO : Epoch 1766 | loss: 0.0312163 | val_loss: 0.0312116 | Time: 10194 ms [2022-03-31 11:57:31 main:574] : INFO : Epoch 1767 | loss: 0.0312146 | val_loss: 0.0312123 | Time: 9791.86 ms [2022-03-31 11:57:41 main:574] : INFO : Epoch 1768 | loss: 0.0312151 | val_loss: 0.031213 | Time: 10010 ms [2022-03-31 11:57:51 main:574] : INFO : Epoch 1769 | loss: 0.0312142 | val_loss: 0.031213 | Time: 10060.3 ms [2022-03-31 11:58:00 main:574] : INFO : Epoch 1770 | loss: 0.031214 | val_loss: 0.0312111 | Time: 9848.43 ms [2022-03-31 11:58:10 main:574] : INFO : Epoch 1771 | loss: 0.0312153 | val_loss: 0.0312147 | Time: 9917.96 ms [2022-03-31 11:58:20 main:574] : INFO : Epoch 1772 | loss: 0.0312162 | val_loss: 0.0312123 | Time: 9865.27 ms [2022-03-31 11:58:30 main:574] : INFO : Epoch 1773 | loss: 0.031215 | val_loss: 0.031213 | Time: 9744.03 ms [2022-03-31 11:58:39 main:574] : INFO : Epoch 1774 | loss: 0.0312154 | val_loss: 0.0312115 | Time: 9284.59 ms [2022-03-31 11:58:49 main:574] : INFO : Epoch 1775 | loss: 0.0312154 | val_loss: 0.0312118 | Time: 9845.95 ms [2022-03-31 11:59:00 main:574] : INFO : Epoch 1776 | loss: 0.031215 | val_loss: 0.0312114 | Time: 10340 ms [2022-03-31 11:59:09 main:574] : INFO : Epoch 1777 | loss: 0.0312159 | val_loss: 0.0312146 | Time: 9887.11 ms [2022-03-31 11:59:20 main:574] : INFO : Epoch 1778 | loss: 0.0312166 | val_loss: 0.0312134 | Time: 10096.7 ms [2022-03-31 11:59:29 main:574] : INFO : Epoch 1779 | loss: 0.0312167 | val_loss: 0.0312131 | Time: 9769.13 ms [2022-03-31 11:59:39 main:574] : INFO : Epoch 1780 | loss: 0.0312167 | val_loss: 0.0312111 | Time: 9794.3 ms [2022-03-31 11:59:49 main:574] : INFO : Epoch 1781 | loss: 0.0312195 | val_loss: 0.0312209 | Time: 9879.99 ms [2022-03-31 11:59:59 main:574] : INFO : Epoch 1782 | loss: 0.031218 | val_loss: 0.031213 | Time: 10276 ms [2022-03-31 12:00:09 main:574] : INFO : Epoch 1783 | loss: 0.031215 | val_loss: 0.0312143 | Time: 10087.9 ms [2022-03-31 12:00:19 main:574] : INFO : Epoch 1784 | loss: 0.0312145 | val_loss: 0.0312112 | Time: 9720.74 ms [2022-03-31 12:00:29 main:574] : INFO : Epoch 1785 | loss: 0.0312152 | val_loss: 0.0312194 | Time: 9875.27 ms [2022-03-31 12:00:39 main:574] : INFO : Epoch 1786 | loss: 0.031216 | val_loss: 0.0312134 | Time: 10223.1 ms [2022-03-31 12:00:49 main:574] : INFO : Epoch 1787 | loss: 0.0312165 | val_loss: 0.0312134 | Time: 10005.3 ms [2022-03-31 12:00:59 main:574] : INFO : Epoch 1788 | loss: 0.0312147 | val_loss: 0.0312113 | Time: 9460.78 ms [2022-03-31 12:01:09 main:574] : INFO : Epoch 1789 | loss: 0.0312156 | val_loss: 0.0312129 | Time: 9948.26 ms [2022-03-31 12:01:19 main:574] : INFO : Epoch 1790 | loss: 0.0312154 | val_loss: 0.0312135 | Time: 10041 ms [2022-03-31 12:01:29 main:574] : INFO : Epoch 1791 | loss: 0.0312145 | val_loss: 0.0312123 | Time: 10073.9 ms [2022-03-31 12:01:39 main:574] : INFO : Epoch 1792 | loss: 0.0312146 | val_loss: 0.0312153 | Time: 9912.37 ms [2022-03-31 12:01:49 main:574] : INFO : Epoch 1793 | loss: 0.0312161 | val_loss: 0.0312128 | Time: 10057.2 ms [2022-03-31 12:01:59 main:574] : INFO : Epoch 1794 | loss: 0.0312146 | val_loss: 0.0312118 | Time: 9869.23 ms [2022-03-31 12:02:09 main:574] : INFO : Epoch 1795 | loss: 0.031214 | val_loss: 0.0312126 | Time: 10040.8 ms [2022-03-31 12:02:19 main:574] : INFO : Epoch 1796 | loss: 0.0312143 | val_loss: 0.0312137 | Time: 9936.98 ms [2022-03-31 12:02:29 main:574] : INFO : Epoch 1797 | loss: 0.0312167 | val_loss: 0.0312126 | Time: 9921.86 ms [2022-03-31 12:02:38 main:574] : INFO : Epoch 1798 | loss: 0.0312178 | val_loss: 0.0312127 | Time: 9643.37 ms [2022-03-31 12:02:48 main:574] : INFO : Epoch 1799 | loss: 0.0312161 | val_loss: 0.0312132 | Time: 10024.7 ms [2022-03-31 12:02:59 main:574] : INFO : Epoch 1800 | loss: 0.0312149 | val_loss: 0.0312133 | Time: 10222.9 ms [2022-03-31 12:03:08 main:574] : INFO : Epoch 1801 | loss: 0.0312134 | val_loss: 0.0312117 | Time: 9904.54 ms [2022-03-31 12:03:18 main:574] : INFO : Epoch 1802 | loss: 0.0312141 | val_loss: 0.0312114 | Time: 9469.15 ms [2022-03-31 12:03:27 main:574] : INFO : Epoch 1803 | loss: 0.0312158 | val_loss: 0.0312138 | Time: 9500.8 ms [2022-03-31 12:03:37 main:574] : INFO : Epoch 1804 | loss: 0.0312142 | val_loss: 0.0312118 | Time: 10009.2 ms [2022-03-31 12:03:47 main:574] : INFO : Epoch 1805 | loss: 0.0312139 | val_loss: 0.0312119 | Time: 10050.5 ms [2022-03-31 12:03:58 main:574] : INFO : Epoch 1806 | loss: 0.0312141 | val_loss: 0.0312126 | Time: 10108.1 ms [2022-03-31 12:04:08 main:574] : INFO : Epoch 1807 | loss: 0.0312134 | val_loss: 0.0312101 | Time: 9960.15 ms [2022-03-31 12:04:17 main:574] : INFO : Epoch 1808 | loss: 0.0312132 | val_loss: 0.0312102 | Time: 9634.9 ms [2022-03-31 12:04:27 main:574] : INFO : Epoch 1809 | loss: 0.031214 | val_loss: 0.0312134 | Time: 9882.46 ms [2022-03-31 12:04:37 main:574] : INFO : Epoch 1810 | loss: 0.0312163 | val_loss: 0.0312177 | Time: 10030.6 ms [2022-03-31 12:04:47 main:574] : INFO : Epoch 1811 | loss: 0.0312203 | val_loss: 0.0312151 | Time: 10086.9 ms [2022-03-31 12:04:57 main:574] : INFO : Epoch 1812 | loss: 0.0312145 | val_loss: 0.0312159 | Time: 9928.88 ms [2022-03-31 12:05:07 main:574] : INFO : Epoch 1813 | loss: 0.0312139 | val_loss: 0.03121 | Time: 10077.3 ms [2022-03-31 12:05:17 main:574] : INFO : Epoch 1814 | loss: 0.0312139 | val_loss: 0.0312167 | Time: 10001.1 ms [2022-03-31 12:05:27 main:574] : INFO : Epoch 1815 | loss: 0.0312163 | val_loss: 0.0312103 | Time: 9880.33 ms [2022-03-31 12:05:37 main:574] : INFO : Epoch 1816 | loss: 0.0312136 | val_loss: 0.0312103 | Time: 9849.06 ms [2022-03-31 12:05:46 main:574] : INFO : Epoch 1817 | loss: 0.0312137 | val_loss: 0.0312102 | Time: 8928.87 ms [2022-03-31 12:05:55 main:574] : INFO : Epoch 1818 | loss: 0.0312162 | val_loss: 0.0312172 | Time: 8759.65 ms [2022-03-31 12:06:06 main:574] : INFO : Epoch 1819 | loss: 0.0312178 | val_loss: 0.0312111 | Time: 11444.9 ms [2022-03-31 12:06:18 main:574] : INFO : Epoch 1820 | loss: 0.0312141 | val_loss: 0.0312105 | Time: 11689.3 ms [2022-03-31 12:06:30 main:574] : INFO : Epoch 1821 | loss: 0.0312146 | val_loss: 0.0312104 | Time: 12025.5 ms [2022-03-31 12:06:42 main:574] : INFO : Epoch 1822 | loss: 0.031216 | val_loss: 0.0312149 | Time: 11753.1 ms [2022-03-31 12:06:54 main:574] : INFO : Epoch 1823 | loss: 0.0312152 | val_loss: 0.0312149 | Time: 12358.1 ms [2022-03-31 12:07:06 main:574] : INFO : Epoch 1824 | loss: 0.0312143 | val_loss: 0.0312131 | Time: 11872.4 ms [2022-03-31 12:07:18 main:574] : INFO : Epoch 1825 | loss: 0.0312134 | val_loss: 0.0312101 | Time: 11755.7 ms [2022-03-31 12:07:30 main:574] : INFO : Epoch 1826 | loss: 0.031214 | val_loss: 0.03121 | Time: 11866.1 ms [2022-03-31 12:07:41 main:574] : INFO : Epoch 1827 | loss: 0.0312155 | val_loss: 0.0312136 | Time: 11316.3 ms [2022-03-31 12:07:53 main:574] : INFO : Epoch 1828 | loss: 0.0312146 | val_loss: 0.03121 | Time: 12040.8 ms [2022-03-31 12:08:05 main:574] : INFO : Epoch 1829 | loss: 0.0312135 | val_loss: 0.0312101 | Time: 12316.9 ms [2022-03-31 12:08:17 main:574] : INFO : Epoch 1830 | loss: 0.0312134 | val_loss: 0.0312106 | Time: 12091.1 ms [2022-03-31 12:08:29 main:574] : INFO : Epoch 1831 | loss: 0.0312137 | val_loss: 0.031211 | Time: 11697 ms [2022-03-31 12:08:41 main:574] : INFO : Epoch 1832 | loss: 0.0312176 | val_loss: 0.031218 | Time: 12269.5 ms [2022-03-31 12:08:53 main:574] : INFO : Epoch 1833 | loss: 0.0312186 | val_loss: 0.031212 | Time: 11591.2 ms [2022-03-31 12:09:05 main:574] : INFO : Epoch 1834 | loss: 0.031214 | val_loss: 0.0312133 | Time: 11979.6 ms [2022-03-31 12:09:17 main:574] : INFO : Epoch 1835 | loss: 0.031215 | val_loss: 0.0312097 | Time: 11891.5 ms [2022-03-31 12:09:29 main:574] : INFO : Epoch 1836 | loss: 0.031213 | val_loss: 0.0312101 | Time: 12080.3 ms [2022-03-31 12:09:41 main:574] : INFO : Epoch 1837 | loss: 0.0312135 | val_loss: 0.0312102 | Time: 12110.8 ms [2022-03-31 12:09:53 main:574] : INFO : Epoch 1838 | loss: 0.0312132 | val_loss: 0.0312104 | Time: 12399.5 ms [2022-03-31 12:10:05 main:574] : INFO : Epoch 1839 | loss: 0.0312138 | val_loss: 0.0312097 | Time: 11628.6 ms [2022-03-31 12:10:17 main:574] : INFO : Epoch 1840 | loss: 0.031213 | val_loss: 0.03121 | Time: 11691 ms [2022-03-31 12:10:29 main:574] : INFO : Epoch 1841 | loss: 0.0312127 | val_loss: 0.0312099 | Time: 11667.4 ms [2022-03-31 12:10:40 main:574] : INFO : Epoch 1842 | loss: 0.0312137 | val_loss: 0.0312123 | Time: 11777.9 ms [2022-03-31 12:10:52 main:574] : INFO : Epoch 1843 | loss: 0.031214 | val_loss: 0.0312101 | Time: 11692.3 ms [2022-03-31 12:11:04 main:574] : INFO : Epoch 1844 | loss: 0.0312135 | val_loss: 0.0312102 | Time: 12331.5 ms [2022-03-31 12:11:16 main:574] : INFO : Epoch 1845 | loss: 0.0312144 | val_loss: 0.0312154 | Time: 11923.6 ms [2022-03-31 12:11:28 main:574] : INFO : Epoch 1846 | loss: 0.0312144 | val_loss: 0.0312103 | Time: 11758.5 ms [2022-03-31 12:11:40 main:574] : INFO : Epoch 1847 | loss: 0.0312132 | val_loss: 0.0312128 | Time: 11761 ms [2022-03-31 12:11:52 main:574] : INFO : Epoch 1848 | loss: 0.031214 | val_loss: 0.0312099 | Time: 11817.2 ms [2022-03-31 12:12:04 main:574] : INFO : Epoch 1849 | loss: 0.0312157 | val_loss: 0.0312112 | Time: 11994.7 ms [2022-03-31 12:12:15 main:574] : INFO : Epoch 1850 | loss: 0.0312147 | val_loss: 0.0312098 | Time: 11797.2 ms [2022-03-31 12:12:27 main:574] : INFO : Epoch 1851 | loss: 0.0312128 | val_loss: 0.0312095 | Time: 11881.7 ms [2022-03-31 12:12:39 main:574] : INFO : Epoch 1852 | loss: 0.0312122 | val_loss: 0.0312108 | Time: 11947 ms [2022-03-31 12:12:51 main:574] : INFO : Epoch 1853 | loss: 0.0312137 | val_loss: 0.0312112 | Time: 11906 ms [2022-03-31 12:13:03 main:574] : INFO : Epoch 1854 | loss: 0.0312126 | val_loss: 0.0312093 | Time: 12038 ms [2022-03-31 12:13:15 main:574] : INFO : Epoch 1855 | loss: 0.0312122 | val_loss: 0.0312134 | Time: 11602.9 ms [2022-03-31 12:13:27 main:574] : INFO : Epoch 1856 | loss: 0.031215 | val_loss: 0.0312103 | Time: 11894.3 ms [2022-03-31 12:13:39 main:574] : INFO : Epoch 1857 | loss: 0.0312132 | val_loss: 0.031211 | Time: 11956.6 ms [2022-03-31 12:13:51 main:574] : INFO : Epoch 1858 | loss: 0.0312128 | val_loss: 0.031213 | Time: 11815.5 ms [2022-03-31 12:14:03 main:574] : INFO : Epoch 1859 | loss: 0.0312132 | val_loss: 0.0312092 | Time: 11975.1 ms [2022-03-31 12:14:14 main:574] : INFO : Epoch 1860 | loss: 0.0312126 | val_loss: 0.0312092 | Time: 11874 ms [2022-03-31 12:14:26 main:574] : INFO : Epoch 1861 | loss: 0.0312125 | val_loss: 0.0312106 | Time: 11763.2 ms [2022-03-31 12:14:38 main:574] : INFO : Epoch 1862 | loss: 0.0312137 | val_loss: 0.0312093 | Time: 12051.2 ms [2022-03-31 12:14:50 main:574] : INFO : Epoch 1863 | loss: 0.0312127 | val_loss: 0.0312108 | Time: 11974.6 ms [2022-03-31 12:15:03 main:574] : INFO : Epoch 1864 | loss: 0.0312127 | val_loss: 0.0312094 | Time: 12265.5 ms [2022-03-31 12:15:14 main:574] : INFO : Epoch 1865 | loss: 0.0312132 | val_loss: 0.03121 | Time: 11451.8 ms [2022-03-31 12:15:26 main:574] : INFO : Epoch 1866 | loss: 0.0312131 | val_loss: 0.0312122 | Time: 11825 ms [2022-03-31 12:15:38 main:574] : INFO : Epoch 1867 | loss: 0.0312126 | val_loss: 0.0312105 | Time: 11857.8 ms [2022-03-31 12:15:49 main:574] : INFO : Epoch 1868 | loss: 0.0312128 | val_loss: 0.0312096 | Time: 11735 ms [2022-03-31 12:16:01 main:574] : INFO : Epoch 1869 | loss: 0.0312122 | val_loss: 0.0312123 | Time: 11640.1 ms [2022-03-31 12:16:13 main:574] : INFO : Epoch 1870 | loss: 0.0312134 | val_loss: 0.031209 | Time: 11883.3 ms [2022-03-31 12:16:25 main:574] : INFO : Epoch 1871 | loss: 0.0312125 | val_loss: 0.0312145 | Time: 11970.4 ms [2022-03-31 12:16:36 main:574] : INFO : Epoch 1872 | loss: 0.0312137 | val_loss: 0.0312103 | Time: 11432.6 ms [2022-03-31 12:16:49 main:574] : INFO : Epoch 1873 | loss: 0.031213 | val_loss: 0.0312098 | Time: 12099.6 ms [2022-03-31 12:17:01 main:574] : INFO : Epoch 1874 | loss: 0.0312125 | val_loss: 0.0312093 | Time: 12100.1 ms [2022-03-31 12:17:13 main:574] : INFO : Epoch 1875 | loss: 0.0312136 | val_loss: 0.0312129 | Time: 12105.1 ms [2022-03-31 12:17:25 main:574] : INFO : Epoch 1876 | loss: 0.0312127 | val_loss: 0.0312091 | Time: 12089.1 ms [2022-03-31 12:17:37 main:574] : INFO : Epoch 1877 | loss: 0.0312142 | val_loss: 0.0312129 | Time: 11907.6 ms [2022-03-31 12:17:49 main:574] : INFO : Epoch 1878 | loss: 0.0312149 | val_loss: 0.0312096 | Time: 11730 ms [2022-03-31 12:18:00 main:574] : INFO : Epoch 1879 | loss: 0.0312128 | val_loss: 0.0312128 | Time: 11918.7 ms [2022-03-31 12:18:13 main:574] : INFO : Epoch 1880 | loss: 0.0312135 | val_loss: 0.0312109 | Time: 12009.3 ms [2022-03-31 12:18:25 main:574] : INFO : Epoch 1881 | loss: 0.0312125 | val_loss: 0.0312095 | Time: 11984.7 ms [2022-03-31 12:18:36 main:574] : INFO : Epoch 1882 | loss: 0.0312125 | val_loss: 0.0312092 | Time: 11967.3 ms [2022-03-31 12:18:48 main:574] : INFO : Epoch 1883 | loss: 0.031214 | val_loss: 0.0312096 | Time: 11637.3 ms [2022-03-31 12:19:00 main:574] : INFO : Epoch 1884 | loss: 0.0312143 | val_loss: 0.0312095 | Time: 12088.3 ms [2022-03-31 12:19:12 main:574] : INFO : Epoch 1885 | loss: 0.0312122 | val_loss: 0.031209 | Time: 11709.6 ms [2022-03-31 12:19:24 main:574] : INFO : Epoch 1886 | loss: 0.0312152 | val_loss: 0.0312207 | Time: 11948 ms [2022-03-31 12:19:36 main:574] : INFO : Epoch 1887 | loss: 0.0312158 | val_loss: 0.0312133 | Time: 11729.5 ms [2022-03-31 12:19:48 main:574] : INFO : Epoch 1888 | loss: 0.0312158 | val_loss: 0.0312097 | Time: 12266.8 ms [2022-03-31 12:20:00 main:574] : INFO : Epoch 1889 | loss: 0.0312129 | val_loss: 0.031209 | Time: 11956.3 ms [2022-03-31 12:20:12 main:574] : INFO : Epoch 1890 | loss: 0.0312129 | val_loss: 0.0312111 | Time: 11921.1 ms [2022-03-31 12:20:24 main:574] : INFO : Epoch 1891 | loss: 0.0312123 | val_loss: 0.0312088 | Time: 11695.4 ms [2022-03-31 12:20:35 main:574] : INFO : Epoch 1892 | loss: 0.0312119 | val_loss: 0.0312091 | Time: 11851.6 ms [2022-03-31 12:20:47 main:574] : INFO : Epoch 1893 | loss: 0.031212 | val_loss: 0.0312099 | Time: 12067.3 ms [2022-03-31 12:20:59 main:574] : INFO : Epoch 1894 | loss: 0.0312126 | val_loss: 0.0312123 | Time: 11938.6 ms [2022-03-31 12:21:12 main:574] : INFO : Epoch 1895 | loss: 0.031213 | val_loss: 0.0312108 | Time: 12246.3 ms [2022-03-31 12:21:24 main:574] : INFO : Epoch 1896 | loss: 0.0312141 | val_loss: 0.0312097 | Time: 12305.2 ms [2022-03-31 12:21:36 main:574] : INFO : Epoch 1897 | loss: 0.0312142 | val_loss: 0.0312153 | Time: 11950.4 ms [2022-03-31 12:21:48 main:574] : INFO : Epoch 1898 | loss: 0.0312132 | val_loss: 0.0312101 | Time: 11760.4 ms [2022-03-31 12:22:00 main:574] : INFO : Epoch 1899 | loss: 0.0312138 | val_loss: 0.0312097 | Time: 12517.6 ms [2022-03-31 12:22:12 main:574] : INFO : Epoch 1900 | loss: 0.0312147 | val_loss: 0.0312125 | Time: 12164.8 ms [2022-03-31 12:22:24 main:574] : INFO : Epoch 1901 | loss: 0.0312133 | val_loss: 0.0312096 | Time: 11914.1 ms [2022-03-31 12:22:36 main:574] : INFO : Epoch 1902 | loss: 0.0312131 | val_loss: 0.0312096 | Time: 11687.5 ms [2022-03-31 12:22:48 main:574] : INFO : Epoch 1903 | loss: 0.0312126 | val_loss: 0.031209 | Time: 11636.3 ms [2022-03-31 12:23:00 main:574] : INFO : Epoch 1904 | loss: 0.0312126 | val_loss: 0.0312103 | Time: 12086.1 ms [2022-03-31 12:23:11 main:574] : INFO : Epoch 1905 | loss: 0.0312124 | val_loss: 0.0312115 | Time: 11577.9 ms [2022-03-31 12:23:23 main:574] : INFO : Epoch 1906 | loss: 0.0312129 | val_loss: 0.0312094 | Time: 11710.7 ms [2022-03-31 12:23:35 main:574] : INFO : Epoch 1907 | loss: 0.0312123 | val_loss: 0.0312115 | Time: 11928.7 ms [2022-03-31 12:23:47 main:574] : INFO : Epoch 1908 | loss: 0.0312153 | val_loss: 0.0312093 | Time: 11829.9 ms [2022-03-31 12:23:59 main:574] : INFO : Epoch 1909 | loss: 0.0312122 | val_loss: 0.0312101 | Time: 11939.1 ms [2022-03-31 12:24:11 main:574] : INFO : Epoch 1910 | loss: 0.0312138 | val_loss: 0.0312095 | Time: 11880.2 ms [2022-03-31 12:24:23 main:574] : INFO : Epoch 1911 | loss: 0.0312124 | val_loss: 0.0312105 | Time: 12017.8 ms [2022-03-31 12:24:35 main:574] : INFO : Epoch 1912 | loss: 0.0312127 | val_loss: 0.0312099 | Time: 11842.9 ms [2022-03-31 12:24:46 main:574] : INFO : Epoch 1913 | loss: 0.0312135 | val_loss: 0.0312127 | Time: 11569.3 ms [2022-03-31 12:24:58 main:574] : INFO : Epoch 1914 | loss: 0.0312139 | val_loss: 0.031213 | Time: 11821.9 ms [2022-03-31 12:25:10 main:574] : INFO : Epoch 1915 | loss: 0.0312133 | val_loss: 0.0312133 | Time: 11849.7 ms [2022-03-31 12:25:21 main:574] : INFO : Epoch 1916 | loss: 0.0312168 | val_loss: 0.0312098 | Time: 11599.1 ms [2022-03-31 12:25:33 main:574] : INFO : Epoch 1917 | loss: 0.0312148 | val_loss: 0.0312092 | Time: 11746.4 ms [2022-03-31 12:25:45 main:574] : INFO : Epoch 1918 | loss: 0.031212 | val_loss: 0.0312096 | Time: 11852.5 ms [2022-03-31 12:25:57 main:574] : INFO : Epoch 1919 | loss: 0.0312122 | val_loss: 0.0312087 | Time: 11810.1 ms [2022-03-31 12:26:09 main:574] : INFO : Epoch 1920 | loss: 0.0312137 | val_loss: 0.0312153 | Time: 11600.2 ms [2022-03-31 12:26:20 main:574] : INFO : Epoch 1921 | loss: 0.0312153 | val_loss: 0.0312102 | Time: 11824.1 ms [2022-03-31 12:26:32 main:574] : INFO : Epoch 1922 | loss: 0.0312134 | val_loss: 0.0312091 | Time: 12063.4 ms [2022-03-31 12:26:44 main:574] : INFO : Epoch 1923 | loss: 0.0312125 | val_loss: 0.031211 | Time: 11904.3 ms [2022-03-31 12:26:56 main:574] : INFO : Epoch 1924 | loss: 0.031212 | val_loss: 0.0312091 | Time: 11852.7 ms [2022-03-31 12:27:08 main:574] : INFO : Epoch 1925 | loss: 0.0312121 | val_loss: 0.0312091 | Time: 11930.1 ms [2022-03-31 12:27:21 main:574] : INFO : Epoch 1926 | loss: 0.0312121 | val_loss: 0.0312092 | Time: 12419.7 ms [2022-03-31 12:27:33 main:574] : INFO : Epoch 1927 | loss: 0.0312122 | val_loss: 0.0312087 | Time: 12032.7 ms [2022-03-31 12:27:44 main:574] : INFO : Epoch 1928 | loss: 0.0312123 | val_loss: 0.0312099 | Time: 11582.7 ms [2022-03-31 12:27:56 main:574] : INFO : Epoch 1929 | loss: 0.0312139 | val_loss: 0.0312107 | Time: 11992.5 ms [2022-03-31 12:28:08 main:574] : INFO : Epoch 1930 | loss: 0.0312119 | val_loss: 0.0312092 | Time: 11775.7 ms [2022-03-31 12:28:20 main:574] : INFO : Epoch 1931 | loss: 0.0312122 | val_loss: 0.0312124 | Time: 11798.1 ms [2022-03-31 12:28:32 main:574] : INFO : Epoch 1932 | loss: 0.0312125 | val_loss: 0.031209 | Time: 12272.1 ms [2022-03-31 12:28:44 main:574] : INFO : Epoch 1933 | loss: 0.031214 | val_loss: 0.0312109 | Time: 11844.2 ms [2022-03-31 12:28:56 main:574] : INFO : Epoch 1934 | loss: 0.031215 | val_loss: 0.0312165 | Time: 11986.6 ms [2022-03-31 12:29:08 main:574] : INFO : Epoch 1935 | loss: 0.031216 | val_loss: 0.0312088 | Time: 11610.5 ms [2022-03-31 12:29:19 main:574] : INFO : Epoch 1936 | loss: 0.0312126 | val_loss: 0.0312097 | Time: 11803.5 ms [2022-03-31 12:29:32 main:574] : INFO : Epoch 1937 | loss: 0.0312119 | val_loss: 0.0312093 | Time: 12426 ms [2022-03-31 12:29:44 main:574] : INFO : Epoch 1938 | loss: 0.0312124 | val_loss: 0.0312102 | Time: 11950.3 ms [2022-03-31 12:29:55 main:574] : INFO : Epoch 1939 | loss: 0.0312133 | val_loss: 0.0312126 | Time: 11552.7 ms [2022-03-31 12:30:07 main:574] : INFO : Epoch 1940 | loss: 0.031212 | val_loss: 0.0312097 | Time: 11607.2 ms [2022-03-31 12:30:19 main:574] : INFO : Epoch 1941 | loss: 0.0312124 | val_loss: 0.0312097 | Time: 12233.3 ms [2022-03-31 12:30:31 main:574] : INFO : Epoch 1942 | loss: 0.0312141 | val_loss: 0.0312093 | Time: 12244.7 ms [2022-03-31 12:30:43 main:574] : INFO : Epoch 1943 | loss: 0.0312123 | val_loss: 0.0312091 | Time: 11901.5 ms [2022-03-31 12:30:55 main:574] : INFO : Epoch 1944 | loss: 0.0312121 | val_loss: 0.0312095 | Time: 11731.7 ms [2022-03-31 12:31:07 main:574] : INFO : Epoch 1945 | loss: 0.0312142 | val_loss: 0.0312112 | Time: 11881.8 ms [2022-03-31 12:31:19 main:574] : INFO : Epoch 1946 | loss: 0.0312127 | val_loss: 0.031211 | Time: 11856.2 ms [2022-03-31 12:31:31 main:574] : INFO : Epoch 1947 | loss: 0.0312123 | val_loss: 0.0312107 | Time: 11849.7 ms [2022-03-31 12:31:42 main:574] : INFO : Epoch 1948 | loss: 0.0312121 | val_loss: 0.0312107 | Time: 11696.1 ms [2022-03-31 12:31:55 main:574] : INFO : Epoch 1949 | loss: 0.0312134 | val_loss: 0.0312138 | Time: 12333.1 ms [2022-03-31 12:32:07 main:574] : INFO : Epoch 1950 | loss: 0.0312128 | val_loss: 0.0312105 | Time: 12032.1 ms [2022-03-31 12:32:19 main:574] : INFO : Epoch 1951 | loss: 0.0312122 | val_loss: 0.0312088 | Time: 11964.9 ms [2022-03-31 12:32:31 main:574] : INFO : Epoch 1952 | loss: 0.0312145 | val_loss: 0.031218 | Time: 11874.8 ms [2022-03-31 12:32:43 main:574] : INFO : Epoch 1953 | loss: 0.0312142 | val_loss: 0.0312121 | Time: 12144.9 ms [2022-03-31 12:32:54 main:574] : INFO : Epoch 1954 | loss: 0.0312137 | val_loss: 0.0312092 | Time: 11583.8 ms [2022-03-31 12:33:06 main:574] : INFO : Epoch 1955 | loss: 0.0312139 | val_loss: 0.0312135 | Time: 11626.7 ms [2022-03-31 12:33:18 main:574] : INFO : Epoch 1956 | loss: 0.0312139 | val_loss: 0.0312089 | Time: 12119.7 ms [2022-03-31 12:33:30 main:574] : INFO : Epoch 1957 | loss: 0.0312143 | val_loss: 0.0312106 | Time: 12209.6 ms [2022-03-31 12:33:42 main:574] : INFO : Epoch 1958 | loss: 0.0312125 | val_loss: 0.0312093 | Time: 11826.3 ms [2022-03-31 12:33:54 main:574] : INFO : Epoch 1959 | loss: 0.0312127 | val_loss: 0.0312107 | Time: 11737.9 ms [2022-03-31 12:34:06 main:574] : INFO : Epoch 1960 | loss: 0.0312126 | val_loss: 0.0312086 | Time: 11879.1 ms [2022-03-31 12:34:18 main:574] : INFO : Epoch 1961 | loss: 0.031213 | val_loss: 0.0312107 | Time: 11604.3 ms [2022-03-31 12:34:30 main:574] : INFO : Epoch 1962 | loss: 0.0312162 | val_loss: 0.031209 | Time: 12044.5 ms [2022-03-31 12:34:42 main:574] : INFO : Epoch 1963 | loss: 0.0312201 | val_loss: 0.0312109 | Time: 11961.5 ms [2022-03-31 12:34:53 main:574] : INFO : Epoch 1964 | loss: 0.0312138 | val_loss: 0.0312089 | Time: 11890.5 ms [2022-03-31 12:35:05 main:574] : INFO : Epoch 1965 | loss: 0.0312132 | val_loss: 0.0312102 | Time: 11787.6 ms [2022-03-31 12:35:17 main:574] : INFO : Epoch 1966 | loss: 0.0312134 | val_loss: 0.0312118 | Time: 11664.9 ms [2022-03-31 12:35:29 main:574] : INFO : Epoch 1967 | loss: 0.0312154 | val_loss: 0.0312131 | Time: 11666.7 ms [2022-03-31 12:35:41 main:574] : INFO : Epoch 1968 | loss: 0.0312121 | val_loss: 0.0312112 | Time: 12089.5 ms [2022-03-31 12:35:53 main:574] : INFO : Epoch 1969 | loss: 0.0312142 | val_loss: 0.0312113 | Time: 11848.2 ms [2022-03-31 12:36:04 main:574] : INFO : Epoch 1970 | loss: 0.0312128 | val_loss: 0.0312098 | Time: 11764.9 ms [2022-03-31 12:36:16 main:574] : INFO : Epoch 1971 | loss: 0.0312121 | val_loss: 0.03121 | Time: 12021.4 ms [2022-03-31 12:36:29 main:574] : INFO : Epoch 1972 | loss: 0.0312115 | val_loss: 0.03121 | Time: 12163.3 ms [2022-03-31 12:36:40 main:574] : INFO : Epoch 1973 | loss: 0.0312122 | val_loss: 0.0312116 | Time: 11733 ms [2022-03-31 12:36:52 main:574] : INFO : Epoch 1974 | loss: 0.031213 | val_loss: 0.031209 | Time: 12027.7 ms [2022-03-31 12:37:05 main:574] : INFO : Epoch 1975 | loss: 0.031212 | val_loss: 0.0312105 | Time: 12237 ms [2022-03-31 12:37:16 main:574] : INFO : Epoch 1976 | loss: 0.0312129 | val_loss: 0.03121 | Time: 11840.2 ms [2022-03-31 12:37:28 main:574] : INFO : Epoch 1977 | loss: 0.0312126 | val_loss: 0.0312097 | Time: 11745 ms [2022-03-31 12:37:40 main:574] : INFO : Epoch 1978 | loss: 0.0312133 | val_loss: 0.0312113 | Time: 11884.5 ms [2022-03-31 12:37:52 main:574] : INFO : Epoch 1979 | loss: 0.0312123 | val_loss: 0.0312089 | Time: 11805.5 ms [2022-03-31 12:38:04 main:574] : INFO : Epoch 1980 | loss: 0.0312122 | val_loss: 0.0312091 | Time: 11823.5 ms [2022-03-31 12:38:16 main:574] : INFO : Epoch 1981 | loss: 0.0312126 | val_loss: 0.0312117 | Time: 11818.9 ms [2022-03-31 12:38:28 main:574] : INFO : Epoch 1982 | loss: 0.0312127 | val_loss: 0.0312097 | Time: 11926.7 ms [2022-03-31 12:38:39 main:574] : INFO : Epoch 1983 | loss: 0.0312119 | val_loss: 0.0312093 | Time: 11625.3 ms [2022-03-31 12:38:51 main:574] : INFO : Epoch 1984 | loss: 0.0312128 | val_loss: 0.0312088 | Time: 12048.7 ms [2022-03-31 12:39:03 main:574] : INFO : Epoch 1985 | loss: 0.0312121 | val_loss: 0.0312099 | Time: 11725.2 ms [2022-03-31 12:39:15 main:574] : INFO : Epoch 1986 | loss: 0.0312115 | val_loss: 0.0312089 | Time: 12324.5 ms [2022-03-31 12:39:27 main:574] : INFO : Epoch 1987 | loss: 0.0312155 | val_loss: 0.031218 | Time: 11870 ms [2022-03-31 12:39:39 main:574] : INFO : Epoch 1988 | loss: 0.0312147 | val_loss: 0.0312129 | Time: 11674.1 ms [2022-03-31 12:39:51 main:574] : INFO : Epoch 1989 | loss: 0.0312134 | val_loss: 0.0312103 | Time: 12356.4 ms [2022-03-31 12:40:04 main:574] : INFO : Epoch 1990 | loss: 0.0312128 | val_loss: 0.0312089 | Time: 12283.3 ms [2022-03-31 12:40:15 main:574] : INFO : Epoch 1991 | loss: 0.0312133 | val_loss: 0.0312094 | Time: 11722.3 ms [2022-03-31 12:40:28 main:574] : INFO : Epoch 1992 | loss: 0.0312126 | val_loss: 0.0312105 | Time: 12300 ms [2022-03-31 12:40:40 main:574] : INFO : Epoch 1993 | loss: 0.0312126 | val_loss: 0.0312156 | Time: 12211.3 ms [2022-03-31 12:40:52 main:574] : INFO : Epoch 1994 | loss: 0.0312147 | val_loss: 0.031209 | Time: 11954.1 ms [2022-03-31 12:41:04 main:574] : INFO : Epoch 1995 | loss: 0.0312117 | val_loss: 0.0312094 | Time: 11842.6 ms [2022-03-31 12:41:16 main:574] : INFO : Epoch 1996 | loss: 0.0312138 | val_loss: 0.0312171 | Time: 11903.5 ms [2022-03-31 12:41:28 main:574] : INFO : Epoch 1997 | loss: 0.0312154 | val_loss: 0.0312099 | Time: 12165.2 ms [2022-03-31 12:41:40 main:574] : INFO : Epoch 1998 | loss: 0.0312134 | val_loss: 0.0312106 | Time: 12025.5 ms [2022-03-31 12:41:52 main:574] : INFO : Epoch 1999 | loss: 0.0312146 | val_loss: 0.0312119 | Time: 11986.4 ms [2022-03-31 12:42:04 main:574] : INFO : Epoch 2000 | loss: 0.0312127 | val_loss: 0.031211 | Time: 12332.7 ms [2022-03-31 12:42:16 main:574] : INFO : Epoch 2001 | loss: 0.0312123 | val_loss: 0.0312138 | Time: 11860.3 ms [2022-03-31 12:42:27 main:574] : INFO : Epoch 2002 | loss: 0.0312127 | val_loss: 0.03121 | Time: 11537.7 ms [2022-03-31 12:42:39 main:574] : INFO : Epoch 2003 | loss: 0.0312124 | val_loss: 0.0312105 | Time: 11936.2 ms [2022-03-31 12:42:52 main:574] : INFO : Epoch 2004 | loss: 0.0312128 | val_loss: 0.0312106 | Time: 12121.4 ms [2022-03-31 12:43:04 main:574] : INFO : Epoch 2005 | loss: 0.0312154 | val_loss: 0.0312095 | Time: 12437.2 ms [2022-03-31 12:43:17 main:574] : INFO : Epoch 2006 | loss: 0.0312134 | val_loss: 0.0312111 | Time: 12803.6 ms [2022-03-31 12:43:29 main:574] : INFO : Epoch 2007 | loss: 0.0312139 | val_loss: 0.0312103 | Time: 12468.6 ms [2022-03-31 12:43:42 main:574] : INFO : Epoch 2008 | loss: 0.0312131 | val_loss: 0.0312194 | Time: 12429.6 ms [2022-03-31 12:43:54 main:574] : INFO : Epoch 2009 | loss: 0.0312152 | val_loss: 0.0312092 | Time: 12025.9 ms [2022-03-31 12:44:06 main:574] : INFO : Epoch 2010 | loss: 0.0312131 | val_loss: 0.0312102 | Time: 11874.6 ms [2022-03-31 12:44:18 main:574] : INFO : Epoch 2011 | loss: 0.0312134 | val_loss: 0.0312103 | Time: 11985.9 ms [2022-03-31 12:44:30 main:574] : INFO : Epoch 2012 | loss: 0.0312122 | val_loss: 0.0312097 | Time: 11989 ms [2022-03-31 12:44:42 main:574] : INFO : Epoch 2013 | loss: 0.0312121 | val_loss: 0.0312092 | Time: 11925.5 ms [2022-03-31 12:44:53 main:574] : INFO : Epoch 2014 | loss: 0.031213 | val_loss: 0.0312118 | Time: 11718 ms [2022-03-31 12:45:05 main:574] : INFO : Epoch 2015 | loss: 0.0312132 | val_loss: 0.0312091 | Time: 11788 ms [2022-03-31 12:45:17 main:574] : INFO : Epoch 2016 | loss: 0.0312141 | val_loss: 0.03121 | Time: 11570.8 ms [2022-03-31 12:45:29 main:574] : INFO : Epoch 2017 | loss: 0.0312171 | val_loss: 0.0312088 | Time: 12104.1 ms [2022-03-31 12:45:41 main:574] : INFO : Epoch 2018 | loss: 0.0312152 | val_loss: 0.0312104 | Time: 12496.5 ms [2022-03-31 12:45:53 main:574] : INFO : Epoch 2019 | loss: 0.0312155 | val_loss: 0.0312124 | Time: 11753.5 ms [2022-03-31 12:46:05 main:574] : INFO : Epoch 2020 | loss: 0.0312134 | val_loss: 0.031212 | Time: 12078.8 ms [2022-03-31 12:46:17 main:574] : INFO : Epoch 2021 | loss: 0.0312121 | val_loss: 0.031209 | Time: 12174.1 ms [2022-03-31 12:46:30 main:574] : INFO : Epoch 2022 | loss: 0.0312125 | val_loss: 0.0312089 | Time: 12466 ms [2022-03-31 12:46:42 main:574] : INFO : Epoch 2023 | loss: 0.0312137 | val_loss: 0.0312152 | Time: 11904.2 ms [2022-03-31 12:46:54 main:574] : INFO : Epoch 2024 | loss: 0.031214 | val_loss: 0.0312101 | Time: 12584 ms [2022-03-31 12:47:06 main:574] : INFO : Epoch 2025 | loss: 0.0312122 | val_loss: 0.0312147 | Time: 11805.9 ms [2022-03-31 12:47:18 main:574] : INFO : Epoch 2026 | loss: 0.0312141 | val_loss: 0.0312092 | Time: 12057.9 ms [2022-03-31 12:47:30 main:574] : INFO : Epoch 2027 | loss: 0.0312126 | val_loss: 0.0312086 | Time: 11539.2 ms [2022-03-31 12:47:42 main:574] : INFO : Epoch 2028 | loss: 0.0312127 | val_loss: 0.0312115 | Time: 12456.8 ms [2022-03-31 12:47:54 main:574] : INFO : Epoch 2029 | loss: 0.0312129 | val_loss: 0.0312096 | Time: 12198.7 ms [2022-03-31 12:48:07 main:574] : INFO : Epoch 2030 | loss: 0.031213 | val_loss: 0.0312086 | Time: 12050.4 ms [2022-03-31 12:48:18 main:574] : INFO : Epoch 2031 | loss: 0.0312126 | val_loss: 0.0312135 | Time: 11871.5 ms [2022-03-31 12:48:30 main:574] : INFO : Epoch 2032 | loss: 0.0312131 | val_loss: 0.0312099 | Time: 11850.1 ms [2022-03-31 12:48:42 main:574] : INFO : Epoch 2033 | loss: 0.0312121 | val_loss: 0.0312093 | Time: 11812.6 ms [2022-03-31 12:48:54 main:574] : INFO : Epoch 2034 | loss: 0.0312118 | val_loss: 0.0312087 | Time: 12298.8 ms [2022-03-31 12:49:06 main:574] : INFO : Epoch 2035 | loss: 0.0312125 | val_loss: 0.0312107 | Time: 11913.4 ms [2022-03-31 12:49:18 main:574] : INFO : Epoch 2036 | loss: 0.0312128 | val_loss: 0.0312197 | Time: 11842.2 ms [2022-03-31 12:49:31 main:574] : INFO : Epoch 2037 | loss: 0.0312172 | val_loss: 0.0312136 | Time: 12410.6 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce MX250) [2022-03-31 12:52:43 main:435] : INFO : Set logging level to 1 [2022-03-31 12:52:43 main:441] : INFO : Running in BOINC Client mode [2022-03-31 12:52:43 main:444] : INFO : Resolving all filenames [2022-03-31 12:52:43 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-31 12:52:43 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-31 12:52:43 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-31 12:52:43 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-31 12:52:43 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-31 12:52:43 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-31 12:52:43 main:474] : INFO : Configuration: [2022-03-31 12:52:43 main:475] : INFO : Model type: GRU [2022-03-31 12:52:43 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-31 12:52:43 main:477] : INFO : Max Epochs: 2048 [2022-03-31 12:52:43 main:478] : INFO : Batch Size: 128 [2022-03-31 12:52:43 main:479] : INFO : Learning Rate: 0.01 [2022-03-31 12:52:43 main:480] : INFO : Patience: 10 [2022-03-31 12:52:43 main:481] : INFO : Hidden Width: 12 [2022-03-31 12:52:43 main:482] : INFO : # Recurrent Layers: 4 [2022-03-31 12:52:43 main:483] : INFO : # Backend Layers: 4 [2022-03-31 12:52:43 main:484] : INFO : # Threads: 1 [2022-03-31 12:52:43 main:486] : INFO : Preparing Dataset [2022-03-31 12:52:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-31 12:52:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-31 12:52:45 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-31 12:52:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-31 12:52:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-31 12:52:45 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-31 12:52:45 main:494] : INFO : Creating Model [2022-03-31 12:52:45 main:507] : INFO : Preparing config file [2022-03-31 12:52:45 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-31 12:52:45 main:512] : INFO : Loading config [2022-03-31 12:52:45 main:514] : INFO : Loading state [2022-03-31 12:52:46 main:559] : INFO : Loading DataLoader into Memory [2022-03-31 12:52:46 main:562] : INFO : Starting Training [2022-03-31 12:52:55 main:574] : INFO : Epoch 2023 | loss: 0.0312618 | val_loss: 0.0312208 | Time: 9808 ms [2022-03-31 12:53:09 main:574] : INFO : Epoch 2024 | loss: 0.0312215 | val_loss: 0.0312102 | Time: 13441.9 ms [2022-03-31 12:53:23 main:574] : INFO : Epoch 2025 | loss: 0.0312163 | val_loss: 0.0312099 | Time: 13837.7 ms [2022-03-31 12:53:37 main:574] : INFO : Epoch 2026 | loss: 0.0312131 | val_loss: 0.0312078 | Time: 14094 ms [2022-03-31 12:53:49 main:574] : INFO : Epoch 2027 | loss: 0.0312121 | val_loss: 0.0312046 | Time: 12489.6 ms [2022-03-31 12:54:01 main:574] : INFO : Epoch 2028 | loss: 0.0312107 | val_loss: 0.031204 | Time: 11942.3 ms [2022-03-31 12:54:13 main:574] : INFO : Epoch 2029 | loss: 0.0312092 | val_loss: 0.031203 | Time: 12047 ms [2022-03-31 12:54:25 main:574] : INFO : Epoch 2030 | loss: 0.0312103 | val_loss: 0.0312057 | Time: 12074.2 ms [2022-03-31 12:54:38 main:574] : INFO : Epoch 2031 | loss: 0.031211 | val_loss: 0.0312049 | Time: 12187.5 ms [2022-03-31 12:54:50 main:574] : INFO : Epoch 2032 | loss: 0.0312086 | val_loss: 0.0312012 | Time: 12268.3 ms [2022-03-31 12:55:02 main:574] : INFO : Epoch 2033 | loss: 0.0312063 | val_loss: 0.0312004 | Time: 12282 ms [2022-03-31 12:55:15 main:574] : INFO : Epoch 2034 | loss: 0.0312057 | val_loss: 0.0312032 | Time: 12368.1 ms [2022-03-31 12:55:27 main:574] : INFO : Epoch 2035 | loss: 0.0312057 | val_loss: 0.0312018 | Time: 11992 ms [2022-03-31 12:55:39 main:574] : INFO : Epoch 2036 | loss: 0.0312069 | val_loss: 0.0311992 | Time: 12341.1 ms [2022-03-31 12:55:50 main:574] : INFO : Epoch 2037 | loss: 0.031204 | val_loss: 0.0311989 | Time: 11557.9 ms [2022-03-31 12:56:02 main:574] : INFO : Epoch 2038 | loss: 0.0312037 | val_loss: 0.0311987 | Time: 11868.9 ms [2022-03-31 12:56:14 main:574] : INFO : Epoch 2039 | loss: 0.031204 | val_loss: 0.0311986 | Time: 11937.6 ms [2022-03-31 12:56:26 main:574] : INFO : Epoch 2040 | loss: 0.0312024 | val_loss: 0.0311984 | Time: 12003.9 ms [2022-03-31 12:56:38 main:574] : INFO : Epoch 2041 | loss: 0.0312025 | val_loss: 0.0312044 | Time: 12103.7 ms [2022-03-31 12:56:50 main:574] : INFO : Epoch 2042 | loss: 0.0312038 | val_loss: 0.0311992 | Time: 11739.8 ms [2022-03-31 12:57:03 main:574] : INFO : Epoch 2043 | loss: 0.0312062 | val_loss: 0.0312119 | Time: 12431.3 ms [2022-03-31 12:57:15 main:574] : INFO : Epoch 2044 | loss: 0.0312078 | val_loss: 0.0312013 | Time: 11907.3 ms [2022-03-31 12:57:26 main:574] : INFO : Epoch 2045 | loss: 0.0312061 | val_loss: 0.0312018 | Time: 11951.3 ms [2022-03-31 12:57:39 main:574] : INFO : Epoch 2046 | loss: 0.0312044 | val_loss: 0.0311986 | Time: 12192.1 ms [2022-03-31 12:57:51 main:574] : INFO : Epoch 2047 | loss: 0.0312027 | val_loss: 0.0311974 | Time: 12268.5 ms [2022-03-31 12:58:03 main:574] : INFO : Epoch 2048 | loss: 0.0312021 | val_loss: 0.0311978 | Time: 12106.6 ms [2022-03-31 12:58:03 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311978 [2022-03-31 12:58:03 main:603] : INFO : Saving end state to config to file [2022-03-31 12:58:03 main:608] : INFO : Success, exiting.. 12:58:03 (9204): 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)