Task 13044503
| Name | ParityModified-1647041036-16675-1-0_0 |
| Workunit | 10172010 |
| Created | 13 Mar 2022, 10:53:43 UTC |
| Sent | 21 Mar 2022, 17:33:37 UTC |
| Report deadline | 29 Mar 2022, 17:33:37 UTC |
| Received | 22 Mar 2022, 4:18:15 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 16991 |
| Run time | 7 hours 58 min 58 sec |
| CPU time | 6 hours 13 min 54 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 1,305.84 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.54 GB |
| Peak swap size | 3.44 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> .6 ms [2022-03-21 19:29:06 main:574] : INFO : Epoch 1599 | loss: 0.0311344 | val_loss: 0.031147 | Time: 14798.9 ms [2022-03-21 19:29:20 main:574] : INFO : Epoch 1600 | loss: 0.0311331 | val_loss: 0.0311465 | Time: 14208.5 ms [2022-03-21 19:29:35 main:574] : INFO : Epoch 1601 | loss: 0.0311336 | val_loss: 0.0311506 | Time: 14843.9 ms [2022-03-21 19:29:53 main:574] : INFO : Epoch 1602 | loss: 0.0311308 | val_loss: 0.0311473 | Time: 17576.1 ms [2022-03-21 19:30:08 main:574] : INFO : Epoch 1603 | loss: 0.0311313 | val_loss: 0.0311457 | Time: 15407 ms [2022-03-21 19:30:23 main:574] : INFO : Epoch 1604 | loss: 0.0311327 | val_loss: 0.0311517 | Time: 14927.6 ms [2022-03-21 19:30:39 main:574] : INFO : Epoch 1605 | loss: 0.0311288 | val_loss: 0.0311424 | Time: 15446.8 ms [2022-03-21 19:30:56 main:574] : INFO : Epoch 1606 | loss: 0.0311344 | val_loss: 0.03115 | Time: 17510.4 ms [2022-03-21 19:31:14 main:574] : INFO : Epoch 1607 | loss: 0.0311344 | val_loss: 0.0311483 | Time: 17421.3 ms [2022-03-21 19:31:29 main:574] : INFO : Epoch 1608 | loss: 0.0311373 | val_loss: 0.0311453 | Time: 15348.1 ms [2022-03-21 19:31:44 main:574] : INFO : Epoch 1609 | loss: 0.0311347 | val_loss: 0.0311412 | Time: 14661.3 ms [2022-03-21 19:32:01 main:574] : INFO : Epoch 1610 | loss: 0.0311311 | val_loss: 0.0311412 | Time: 16681.5 ms [2022-03-21 19:32:16 main:574] : INFO : Epoch 1611 | loss: 0.0311283 | val_loss: 0.0311397 | Time: 14986 ms [2022-03-21 19:32:31 main:574] : INFO : Epoch 1612 | loss: 0.0311268 | val_loss: 0.0311399 | Time: 14968.7 ms [2022-03-21 19:32:45 main:574] : INFO : Epoch 1613 | loss: 0.03113 | val_loss: 0.031139 | Time: 14900.2 ms [2022-03-21 19:33:00 main:574] : INFO : Epoch 1614 | loss: 0.0311292 | val_loss: 0.0311469 | Time: 14587.1 ms [2022-03-21 19:33:20 main:574] : INFO : Epoch 1615 | loss: 0.0311308 | val_loss: 0.0311468 | Time: 19875 ms [2022-03-21 19:33:38 main:574] : INFO : Epoch 1616 | loss: 0.031127 | val_loss: 0.0311418 | Time: 17446.4 ms [2022-03-21 19:33:52 main:574] : INFO : Epoch 1617 | loss: 0.0311237 | val_loss: 0.0311411 | Time: 14663.7 ms [2022-03-21 19:34:07 main:574] : INFO : Epoch 1618 | loss: 0.0311285 | val_loss: 0.0311407 | Time: 14477.9 ms [2022-03-21 19:34:21 main:574] : INFO : Epoch 1619 | loss: 0.0311255 | val_loss: 0.0311401 | Time: 14617.8 ms [2022-03-21 19:34:36 main:574] : INFO : Epoch 1620 | loss: 0.0311274 | val_loss: 0.0311424 | Time: 14310.7 ms [2022-03-21 19:34:51 main:574] : INFO : Epoch 1621 | loss: 0.0311288 | val_loss: 0.0311373 | Time: 15186.3 ms [2022-03-21 19:35:07 main:574] : INFO : Epoch 1622 | loss: 0.0311246 | val_loss: 0.0311389 | Time: 16528.4 ms [2022-03-21 19:35:22 main:574] : INFO : Epoch 1623 | loss: 0.0311233 | val_loss: 0.0311392 | Time: 14913.7 ms [2022-03-21 19:35:37 main:574] : INFO : Epoch 1624 | loss: 0.0311241 | val_loss: 0.0311388 | Time: 14710 ms [2022-03-21 19:35:52 main:574] : INFO : Epoch 1625 | loss: 0.0311219 | val_loss: 0.0311398 | Time: 14989.7 ms [2022-03-21 19:36:07 main:574] : INFO : Epoch 1626 | loss: 0.0311207 | val_loss: 0.0311375 | Time: 15307.5 ms [2022-03-21 19:36:23 main:574] : INFO : Epoch 1627 | loss: 0.0311201 | val_loss: 0.0311367 | Time: 15492.2 ms [2022-03-21 19:36:38 main:574] : INFO : Epoch 1628 | loss: 0.0311191 | val_loss: 0.0311404 | Time: 15234.3 ms [2022-03-21 19:36:53 main:574] : INFO : Epoch 1629 | loss: 0.0311177 | val_loss: 0.0311405 | Time: 14912.8 ms [2022-03-21 19:37:08 main:574] : INFO : Epoch 1630 | loss: 0.0311207 | val_loss: 0.0311404 | Time: 14784 ms [2022-03-21 19:37:23 main:574] : INFO : Epoch 1631 | loss: 0.0311195 | val_loss: 0.0311378 | Time: 14835.9 ms [2022-03-21 19:37:39 main:574] : INFO : Epoch 1632 | loss: 0.0311184 | val_loss: 0.0311372 | Time: 15803.2 ms [2022-03-21 19:37:55 main:574] : INFO : Epoch 1633 | loss: 0.0311203 | val_loss: 0.0311364 | Time: 16547.5 ms [2022-03-21 19:38:11 main:574] : INFO : Epoch 1634 | loss: 0.031119 | val_loss: 0.0311396 | Time: 15918 ms [2022-03-21 19:38:26 main:574] : INFO : Epoch 1635 | loss: 0.0311184 | val_loss: 0.0311414 | Time: 14500.4 ms [2022-03-21 19:38:42 main:574] : INFO : Epoch 1636 | loss: 0.0311165 | val_loss: 0.0311411 | Time: 16246 ms [2022-03-21 19:38:59 main:574] : INFO : Epoch 1637 | loss: 0.0311132 | val_loss: 0.0311452 | Time: 17314.4 ms [2022-03-21 19:39:14 main:574] : INFO : Epoch 1638 | loss: 0.0311159 | val_loss: 0.0311406 | Time: 15043.2 ms [2022-03-21 19:39:29 main:574] : INFO : Epoch 1639 | loss: 0.0311195 | val_loss: 0.0311418 | Time: 14808.2 ms [2022-03-21 19:39:45 main:574] : INFO : Epoch 1640 | loss: 0.0311217 | val_loss: 0.0311437 | Time: 15458.5 ms [2022-03-21 19:40:00 main:574] : INFO : Epoch 1641 | loss: 0.0311183 | val_loss: 0.0311408 | Time: 15668.2 ms [2022-03-21 19:40:16 main:574] : INFO : Epoch 1642 | loss: 0.0311206 | val_loss: 0.0311381 | Time: 15263.4 ms [2022-03-21 19:40:31 main:574] : INFO : Epoch 1643 | loss: 0.0311177 | val_loss: 0.0311388 | Time: 14828.5 ms [2022-03-21 19:40:46 main:574] : INFO : Epoch 1644 | loss: 0.0311161 | val_loss: 0.0311421 | Time: 15122.4 ms [2022-03-21 19:41:01 main:574] : INFO : Epoch 1645 | loss: 0.0311173 | val_loss: 0.0311373 | Time: 15401.2 ms [2022-03-21 19:41:17 main:574] : INFO : Epoch 1646 | loss: 0.0311183 | val_loss: 0.0311379 | Time: 15314.9 ms [2022-03-21 19:41:32 main:574] : INFO : Epoch 1647 | loss: 0.0311192 | val_loss: 0.0311418 | Time: 15213.4 ms [2022-03-21 19:41:46 main:574] : INFO : Epoch 1648 | loss: 0.0311217 | val_loss: 0.0311402 | Time: 14684.1 ms [2022-03-21 19:42:01 main:574] : INFO : Epoch 1649 | loss: 0.0311224 | val_loss: 0.0311344 | Time: 14466 ms [2022-03-21 19:42:16 main:574] : INFO : Epoch 1650 | loss: 0.0311175 | val_loss: 0.0311411 | Time: 15008.3 ms [2022-03-21 19:42:31 main:574] : INFO : Epoch 1651 | loss: 0.0311168 | val_loss: 0.0311443 | Time: 14974.8 ms [2022-03-21 19:42:47 main:574] : INFO : Epoch 1652 | loss: 0.0311141 | val_loss: 0.0311411 | Time: 15636 ms [2022-03-21 19:43:02 main:574] : INFO : Epoch 1653 | loss: 0.031112 | val_loss: 0.0311447 | Time: 15016.7 ms [2022-03-21 19:43:17 main:574] : INFO : Epoch 1654 | loss: 0.0311156 | val_loss: 0.0311411 | Time: 14964.3 ms [2022-03-21 19:43:32 main:574] : INFO : Epoch 1655 | loss: 0.0311165 | val_loss: 0.0311422 | Time: 15397.5 ms [2022-03-21 19:43:48 main:574] : INFO : Epoch 1656 | loss: 0.0311143 | val_loss: 0.0311405 | Time: 15716.1 ms [2022-03-21 19:44:03 main:574] : INFO : Epoch 1657 | loss: 0.0311141 | val_loss: 0.0311375 | Time: 15468.3 ms [2022-03-21 19:44:18 main:574] : INFO : Epoch 1658 | loss: 0.0311128 | val_loss: 0.0311369 | Time: 14479.3 ms [2022-03-21 19:44:32 main:574] : INFO : Epoch 1659 | loss: 0.0311148 | val_loss: 0.0311348 | Time: 14379.9 ms [2022-03-21 19:44:47 main:574] : INFO : Epoch 1660 | loss: 0.0311209 | val_loss: 0.031151 | Time: 15227.9 ms [2022-03-21 19:45:03 main:574] : INFO : Epoch 1661 | loss: 0.0311346 | val_loss: 0.0311446 | Time: 15746.1 ms [2022-03-21 19:45:19 main:574] : INFO : Epoch 1662 | loss: 0.0311255 | val_loss: 0.0311371 | Time: 15465.4 ms [2022-03-21 19:45:34 main:574] : INFO : Epoch 1663 | loss: 0.031122 | val_loss: 0.0311393 | Time: 15233.5 ms [2022-03-21 19:45:48 main:574] : INFO : Epoch 1664 | loss: 0.0311242 | val_loss: 0.0311392 | Time: 14539 ms [2022-03-21 19:46:03 main:574] : INFO : Epoch 1665 | loss: 0.0311246 | val_loss: 0.031139 | Time: 14807 ms [2022-03-21 19:46:19 main:574] : INFO : Epoch 1666 | loss: 0.0311228 | val_loss: 0.0311395 | Time: 15507.4 ms [2022-03-21 19:46:34 main:574] : INFO : Epoch 1667 | loss: 0.031119 | val_loss: 0.0311433 | Time: 15371.2 ms [2022-03-21 19:46:49 main:574] : INFO : Epoch 1668 | loss: 0.0311167 | val_loss: 0.0311395 | Time: 15163.7 ms [2022-03-21 19:47:05 main:574] : INFO : Epoch 1669 | loss: 0.0311167 | val_loss: 0.0311385 | Time: 15236.9 ms [2022-03-21 19:47:20 main:574] : INFO : Epoch 1670 | loss: 0.0311144 | val_loss: 0.0311357 | Time: 14930.8 ms [2022-03-21 19:47:36 main:574] : INFO : Epoch 1671 | loss: 0.0311121 | val_loss: 0.0311336 | Time: 15868.9 ms [2022-03-21 19:47:51 main:574] : INFO : Epoch 1672 | loss: 0.0311136 | val_loss: 0.0311407 | Time: 15010.3 ms [2022-03-21 19:48:06 main:574] : INFO : Epoch 1673 | loss: 0.0311194 | val_loss: 0.0311393 | Time: 14936 ms [2022-03-21 19:48:20 main:574] : INFO : Epoch 1674 | loss: 0.0311219 | val_loss: 0.0311466 | Time: 14690.1 ms [2022-03-21 19:48:36 main:574] : INFO : Epoch 1675 | loss: 0.0311268 | val_loss: 0.0311395 | Time: 15502.9 ms [2022-03-21 19:48:51 main:574] : INFO : Epoch 1676 | loss: 0.0311242 | val_loss: 0.031143 | Time: 14732.7 ms [2022-03-21 19:49:06 main:574] : INFO : Epoch 1677 | loss: 0.0311219 | val_loss: 0.0311349 | Time: 14983.6 ms [2022-03-21 19:49:20 main:574] : INFO : Epoch 1678 | loss: 0.0311217 | val_loss: 0.0311365 | Time: 14879.8 ms [2022-03-21 19:49:35 main:574] : INFO : Epoch 1679 | loss: 0.0311166 | val_loss: 0.0311362 | Time: 14190.4 ms [2022-03-21 19:49:49 main:574] : INFO : Epoch 1680 | loss: 0.0311178 | val_loss: 0.0311349 | Time: 14770.6 ms [2022-03-21 19:50:05 main:574] : INFO : Epoch 1681 | loss: 0.031117 | val_loss: 0.0311357 | Time: 15172.4 ms [2022-03-21 19:50:21 main:574] : INFO : Epoch 1682 | loss: 0.0311119 | val_loss: 0.0311363 | Time: 16136.3 ms [2022-03-21 19:50:36 main:574] : INFO : Epoch 1683 | loss: 0.0311098 | val_loss: 0.0311342 | Time: 15067.4 ms [2022-03-21 19:50:54 main:574] : INFO : Epoch 1684 | loss: 0.0311097 | val_loss: 0.0311349 | Time: 17602.7 ms [2022-03-21 19:51:09 main:574] : INFO : Epoch 1685 | loss: 0.031109 | val_loss: 0.0311372 | Time: 15453.7 ms [2022-03-21 19:51:24 main:574] : INFO : Epoch 1686 | loss: 0.0311082 | val_loss: 0.0311332 | Time: 14633.6 ms [2022-03-21 19:51:38 main:574] : INFO : Epoch 1687 | loss: 0.0311088 | val_loss: 0.0311353 | Time: 14517.4 ms [2022-03-21 19:51:53 main:574] : INFO : Epoch 1688 | loss: 0.0311086 | val_loss: 0.0311382 | Time: 14818.1 ms [2022-03-21 19:52:09 main:574] : INFO : Epoch 1689 | loss: 0.0311133 | val_loss: 0.0311329 | Time: 16258.4 ms [2022-03-21 19:52:25 main:574] : INFO : Epoch 1690 | loss: 0.0311131 | val_loss: 0.0311372 | Time: 15625.9 ms [2022-03-21 19:52:40 main:574] : INFO : Epoch 1691 | loss: 0.0311098 | val_loss: 0.0311374 | Time: 14824.2 ms [2022-03-21 19:52:54 main:574] : INFO : Epoch 1692 | loss: 0.0311088 | val_loss: 0.0311358 | Time: 14441 ms [2022-03-21 19:53:10 main:574] : INFO : Epoch 1693 | loss: 0.0311074 | val_loss: 0.0311348 | Time: 15336.6 ms [2022-03-21 19:53:27 main:574] : INFO : Epoch 1694 | loss: 0.0311101 | val_loss: 0.0311394 | Time: 17407.2 ms [2022-03-21 19:53:42 main:574] : INFO : Epoch 1695 | loss: 0.0311086 | val_loss: 0.0311332 | Time: 15164.4 ms [2022-03-21 19:53:57 main:574] : INFO : Epoch 1696 | loss: 0.0311085 | val_loss: 0.0311437 | Time: 14750.9 ms [2022-03-21 19:54:12 main:574] : INFO : Epoch 1697 | loss: 0.0311077 | val_loss: 0.0311348 | Time: 14782.2 ms [2022-03-21 19:54:27 main:574] : INFO : Epoch 1698 | loss: 0.0311104 | val_loss: 0.0311383 | Time: 14685.9 ms [2022-03-21 19:54:41 main:574] : INFO : Epoch 1699 | loss: 0.0311088 | val_loss: 0.0311355 | Time: 14685.6 ms [2022-03-21 19:54:57 main:574] : INFO : Epoch 1700 | loss: 0.0311083 | val_loss: 0.0311356 | Time: 15740.6 ms [2022-03-21 19:55:13 main:574] : INFO : Epoch 1701 | loss: 0.0311072 | val_loss: 0.0311349 | Time: 15521.4 ms [2022-03-21 19:55:27 main:574] : INFO : Epoch 1702 | loss: 0.0311045 | val_loss: 0.0311379 | Time: 14748.7 ms [2022-03-21 19:55:42 main:574] : INFO : Epoch 1703 | loss: 0.0311049 | val_loss: 0.0311397 | Time: 14998.7 ms [2022-03-21 19:55:59 main:574] : INFO : Epoch 1704 | loss: 0.0311035 | val_loss: 0.0311403 | Time: 17123.9 ms [2022-03-21 19:56:15 main:574] : INFO : Epoch 1705 | loss: 0.0311041 | val_loss: 0.0311386 | Time: 15269.6 ms [2022-03-21 19:56:29 main:574] : INFO : Epoch 1706 | loss: 0.0311041 | val_loss: 0.031142 | Time: 14560.9 ms [2022-03-21 19:56:45 main:574] : INFO : Epoch 1707 | loss: 0.0311045 | val_loss: 0.0311439 | Time: 15258.3 ms [2022-03-21 19:57:00 main:574] : INFO : Epoch 1708 | loss: 0.0311031 | val_loss: 0.0311414 | Time: 15868.4 ms [2022-03-21 19:57:16 main:574] : INFO : Epoch 1709 | loss: 0.0311037 | val_loss: 0.0311457 | Time: 15117.4 ms [2022-03-21 19:57:31 main:574] : INFO : Epoch 1710 | loss: 0.031101 | val_loss: 0.0311479 | Time: 15310.7 ms [2022-03-21 19:57:46 main:574] : INFO : Epoch 1711 | loss: 0.0311011 | val_loss: 0.0311412 | Time: 14672.6 ms [2022-03-21 19:58:00 main:574] : INFO : Epoch 1712 | loss: 0.0311023 | val_loss: 0.0311453 | Time: 14558.8 ms [2022-03-21 19:58:15 main:574] : INFO : Epoch 1713 | loss: 0.031101 | val_loss: 0.0311452 | Time: 14693.5 ms [2022-03-21 19:58:30 main:574] : INFO : Epoch 1714 | loss: 0.0311003 | val_loss: 0.0311455 | Time: 14645.8 ms [2022-03-21 19:58:45 main:574] : INFO : Epoch 1715 | loss: 0.0311053 | val_loss: 0.0311379 | Time: 15316 ms [2022-03-21 19:59:01 main:574] : INFO : Epoch 1716 | loss: 0.0311054 | val_loss: 0.0311402 | Time: 16054 ms [2022-03-21 19:59:16 main:574] : INFO : Epoch 1717 | loss: 0.0311041 | val_loss: 0.0311402 | Time: 14641.8 ms [2022-03-21 19:59:30 main:574] : INFO : Epoch 1718 | loss: 0.0311034 | val_loss: 0.0311432 | Time: 14537 ms [2022-03-21 19:59:45 main:574] : INFO : Epoch 1719 | loss: 0.0311019 | val_loss: 0.0311497 | Time: 14725.2 ms [2022-03-21 20:00:00 main:574] : INFO : Epoch 1720 | loss: 0.0311014 | val_loss: 0.0311445 | Time: 15017.5 ms [2022-03-21 20:00:15 main:574] : INFO : Epoch 1721 | loss: 0.031103 | val_loss: 0.0311466 | Time: 14851.2 ms [2022-03-21 20:00:31 main:574] : INFO : Epoch 1722 | loss: 0.0311038 | val_loss: 0.0311465 | Time: 15835.5 ms [2022-03-21 20:00:45 main:574] : INFO : Epoch 1723 | loss: 0.031102 | val_loss: 0.031135 | Time: 14488.9 ms [2022-03-21 20:01:00 main:574] : INFO : Epoch 1724 | loss: 0.031102 | val_loss: 0.0311499 | Time: 14988.1 ms [2022-03-21 20:01:15 main:574] : INFO : Epoch 1725 | loss: 0.0311094 | val_loss: 0.031135 | Time: 14830.7 ms [2022-03-21 20:01:30 main:574] : INFO : Epoch 1726 | loss: 0.0311027 | val_loss: 0.0311439 | Time: 14498.9 ms [2022-03-21 20:01:45 main:574] : INFO : Epoch 1727 | loss: 0.0311012 | val_loss: 0.0311471 | Time: 15459.8 ms [2022-03-21 20:02:00 main:574] : INFO : Epoch 1728 | loss: 0.0310993 | val_loss: 0.0311446 | Time: 14840.3 ms [2022-03-21 20:02:16 main:574] : INFO : Epoch 1729 | loss: 0.0311027 | val_loss: 0.0311446 | Time: 15775.6 ms [2022-03-21 20:02:31 main:574] : INFO : Epoch 1730 | loss: 0.0311008 | val_loss: 0.0311468 | Time: 15495.8 ms [2022-03-21 20:02:46 main:574] : INFO : Epoch 1731 | loss: 0.0311026 | val_loss: 0.0311415 | Time: 14920.1 ms [2022-03-21 20:03:01 main:574] : INFO : Epoch 1732 | loss: 0.0311033 | val_loss: 0.0311402 | Time: 14940.7 ms [2022-03-21 20:03:16 main:574] : INFO : Epoch 1733 | loss: 0.0311002 | val_loss: 0.0311533 | Time: 14977.7 ms [2022-03-21 20:03:32 main:574] : INFO : Epoch 1734 | loss: 0.0311014 | val_loss: 0.031149 | Time: 15924.4 ms [2022-03-21 20:03:48 main:574] : INFO : Epoch 1735 | loss: 0.0310987 | val_loss: 0.0311448 | Time: 15595.8 ms [2022-03-21 20:04:02 main:574] : INFO : Epoch 1736 | loss: 0.0310974 | val_loss: 0.0311453 | Time: 14479.2 ms [2022-03-21 20:04:17 main:574] : INFO : Epoch 1737 | loss: 0.031096 | val_loss: 0.0311465 | Time: 14510.8 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 860M) [2022-03-21 20:16:34 main:435] : INFO : Set logging level to 1 [2022-03-21 20:16:34 main:441] : INFO : Running in BOINC Client mode [2022-03-21 20:16:34 main:444] : INFO : Resolving all filenames [2022-03-21 20:16:34 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-21 20:16:34 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-21 20:16:34 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-21 20:16:34 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-21 20:16:34 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-21 20:16:34 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-21 20:16:34 main:474] : INFO : Configuration: [2022-03-21 20:16:34 main:475] : INFO : Model type: GRU [2022-03-21 20:16:34 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-21 20:16:34 main:477] : INFO : Max Epochs: 2048 [2022-03-21 20:16:35 main:478] : INFO : Batch Size: 128 [2022-03-21 20:16:35 main:479] : INFO : Learning Rate: 0.01 [2022-03-21 20:16:35 main:480] : INFO : Patience: 10 [2022-03-21 20:16:35 main:481] : INFO : Hidden Width: 12 [2022-03-21 20:16:35 main:482] : INFO : # Recurrent Layers: 4 [2022-03-21 20:16:35 main:483] : INFO : # Backend Layers: 4 [2022-03-21 20:16:35 main:484] : INFO : # Threads: 1 [2022-03-21 20:16:35 main:486] : INFO : Preparing Dataset [2022-03-21 20:16:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-21 20:16:37 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-21 20:16:53 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-21 20:16:53 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-21 20:16:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-21 20:16:57 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-21 20:16:57 main:494] : INFO : Creating Model [2022-03-21 20:16:57 main:507] : INFO : Preparing config file [2022-03-21 20:16:57 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-21 20:16:57 main:512] : INFO : Loading config [2022-03-21 20:16:57 main:514] : INFO : Loading state [2022-03-21 20:17:05 main:559] : INFO : Loading DataLoader into Memory [2022-03-21 20:17:05 main:562] : INFO : Starting Training [2022-03-21 20:17:30 main:574] : INFO : Epoch 1736 | loss: 0.0312206 | val_loss: 0.0311567 | Time: 24460.2 ms [2022-03-21 20:17:44 main:574] : INFO : Epoch 1737 | loss: 0.0311157 | val_loss: 0.0311602 | Time: 13956.8 ms [2022-03-21 20:17:57 main:574] : INFO : Epoch 1738 | loss: 0.0311058 | val_loss: 0.0311445 | Time: 13208 ms [2022-03-21 20:18:12 main:574] : INFO : Epoch 1739 | loss: 0.0310985 | val_loss: 0.0311454 | Time: 14785.4 ms [2022-03-21 20:18:26 main:574] : INFO : Epoch 1740 | loss: 0.0310961 | val_loss: 0.0311448 | Time: 13621 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 860M) [2022-03-21 20:21:44 main:435] : INFO : Set logging level to 1 [2022-03-21 20:21:44 main:441] : INFO : Running in BOINC Client mode [2022-03-21 20:21:44 main:444] : INFO : Resolving all filenames [2022-03-21 20:21:44 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-21 20:21:44 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-21 20:21:44 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-21 20:21:44 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-03-21 20:21:44 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-21 20:21:44 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-21 20:21:44 main:474] : INFO : Configuration: [2022-03-21 20:21:44 main:475] : INFO : Model type: GRU [2022-03-21 20:21:44 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-21 20:21:44 main:477] : INFO : Max Epochs: 2048 [2022-03-21 20:21:44 main:478] : INFO : Batch Size: 128 [2022-03-21 20:21:44 main:479] : INFO : Learning Rate: 0.01 [2022-03-21 20:21:44 main:480] : INFO : Patience: 10 [2022-03-21 20:21:44 main:481] : INFO : Hidden Width: 12 [2022-03-21 20:21:44 main:482] : INFO : # Recurrent Layers: 4 [2022-03-21 20:21:44 main:483] : INFO : # Backend Layers: 4 [2022-03-21 20:21:44 main:484] : INFO : # Threads: 1 [2022-03-21 20:21:44 main:486] : INFO : Preparing Dataset [2022-03-21 20:21:44 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-21 20:21:47 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-21 20:22:04 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-21 20:22:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-21 20:22:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-21 20:22:05 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-21 20:22:05 main:494] : INFO : Creating Model [2022-03-21 20:22:05 main:507] : INFO : Preparing config file [2022-03-21 20:22:05 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-21 20:22:05 main:512] : INFO : Loading config [2022-03-21 20:22:06 main:514] : INFO : Loading state [2022-03-21 20:22:12 main:559] : INFO : Loading DataLoader into Memory [2022-03-21 20:22:12 main:562] : INFO : Starting Training [2022-03-21 20:22:31 main:574] : INFO : Epoch 1736 | loss: 0.0312191 | val_loss: 0.0311787 | Time: 18511.3 ms [2022-03-21 20:22:46 main:574] : INFO : Epoch 1737 | loss: 0.0311159 | val_loss: 0.0311466 | Time: 15038.8 ms [2022-03-21 20:22:59 main:574] : INFO : Epoch 1738 | loss: 0.0311018 | val_loss: 0.0311401 | Time: 13324.1 ms [2022-03-21 20:23:13 main:574] : INFO : Epoch 1739 | loss: 0.0310987 | val_loss: 0.0311389 | Time: 13730.4 ms [2022-03-21 20:23:26 main:574] : INFO : Epoch 1740 | loss: 0.0310977 | val_loss: 0.0311359 | Time: 13233.1 ms [2022-03-21 20:23:39 main:574] : INFO : Epoch 1741 | loss: 0.0311003 | val_loss: 0.0311481 | Time: 12564.7 ms [2022-03-21 20:23:54 main:574] : INFO : Epoch 1742 | loss: 0.0311037 | val_loss: 0.0311434 | Time: 14765.6 ms [2022-03-21 20:24:12 main:574] : INFO : Epoch 1743 | loss: 0.0310987 | val_loss: 0.0311419 | Time: 17704.9 ms [2022-03-21 20:24:25 main:574] : INFO : Epoch 1744 | loss: 0.0310993 | val_loss: 0.0311345 | Time: 13425.6 ms [2022-03-21 20:24:38 main:574] : INFO : Epoch 1745 | loss: 0.0310972 | val_loss: 0.0311385 | Time: 13337.9 ms [2022-03-21 20:24:52 main:574] : INFO : Epoch 1746 | loss: 0.0310941 | val_loss: 0.031147 | Time: 13221.9 ms [2022-03-21 20:25:06 main:574] : INFO : Epoch 1747 | loss: 0.0310988 | val_loss: 0.0311511 | Time: 14465.4 ms [2022-03-21 20:25:19 main:574] : INFO : Epoch 1748 | loss: 0.0311065 | val_loss: 0.0311482 | Time: 12974.9 ms [2022-03-21 20:25:33 main:574] : INFO : Epoch 1749 | loss: 0.0311164 | val_loss: 0.0311421 | Time: 13588.2 ms [2022-03-21 20:25:46 main:574] : INFO : Epoch 1750 | loss: 0.031113 | val_loss: 0.0311415 | Time: 13373.2 ms [2022-03-21 20:25:59 main:574] : INFO : Epoch 1751 | loss: 0.0311107 | val_loss: 0.0311375 | Time: 12866.4 ms [2022-03-21 20:26:12 main:574] : INFO : Epoch 1752 | loss: 0.0311146 | val_loss: 0.0311406 | Time: 12974.5 ms [2022-03-21 20:26:25 main:574] : INFO : Epoch 1753 | loss: 0.031108 | val_loss: 0.0311496 | Time: 13332.5 ms [2022-03-21 20:26:39 main:574] : INFO : Epoch 1754 | loss: 0.0311072 | val_loss: 0.0311384 | Time: 13686.7 ms [2022-03-21 20:26:53 main:574] : INFO : Epoch 1755 | loss: 0.0311037 | val_loss: 0.0311456 | Time: 13587.4 ms [2022-03-21 20:27:07 main:574] : INFO : Epoch 1756 | loss: 0.0311094 | val_loss: 0.0311488 | Time: 13694 ms [2022-03-21 20:27:20 main:574] : INFO : Epoch 1757 | loss: 0.0311093 | val_loss: 0.0311411 | Time: 13001.5 ms [2022-03-21 20:27:33 main:574] : INFO : Epoch 1758 | loss: 0.0311034 | val_loss: 0.0311338 | Time: 13133.7 ms [2022-03-21 20:27:46 main:574] : INFO : Epoch 1759 | loss: 0.0311019 | val_loss: 0.0311396 | Time: 13531.5 ms [2022-03-21 20:27:59 main:574] : INFO : Epoch 1760 | loss: 0.0310984 | val_loss: 0.0311305 | Time: 13070.3 ms [2022-03-21 20:28:12 main:574] : INFO : Epoch 1761 | loss: 0.0310989 | val_loss: 0.0311404 | Time: 12949.6 ms [2022-03-21 20:28:25 main:574] : INFO : Epoch 1762 | loss: 0.0310989 | val_loss: 0.0311391 | Time: 12820.8 ms [2022-03-21 20:28:39 main:574] : INFO : Epoch 1763 | loss: 0.0311004 | val_loss: 0.0311355 | Time: 13627.4 ms [2022-03-21 20:28:52 main:574] : INFO : Epoch 1764 | loss: 0.031101 | val_loss: 0.0311399 | Time: 13352.5 ms [2022-03-21 20:29:05 main:574] : INFO : Epoch 1765 | loss: 0.0310999 | val_loss: 0.0311404 | Time: 13125.5 ms [2022-03-21 20:29:19 main:574] : INFO : Epoch 1766 | loss: 0.0311069 | val_loss: 0.0311427 | Time: 13441.5 ms [2022-03-21 20:29:32 main:574] : INFO : Epoch 1767 | loss: 0.0311077 | val_loss: 0.0311405 | Time: 12623.8 ms [2022-03-21 20:29:45 main:574] : INFO : Epoch 1768 | loss: 0.0311057 | val_loss: 0.0311369 | Time: 13325.9 ms [2022-03-21 20:29:58 main:574] : INFO : Epoch 1769 | loss: 0.0311037 | val_loss: 0.0311421 | Time: 12717.6 ms [2022-03-21 20:30:10 main:574] : INFO : Epoch 1770 | loss: 0.0311007 | val_loss: 0.0311467 | Time: 12690.7 ms [2022-03-21 20:30:24 main:574] : INFO : Epoch 1771 | loss: 0.0311016 | val_loss: 0.0311426 | Time: 13407.6 ms [2022-03-21 20:30:37 main:574] : INFO : Epoch 1772 | loss: 0.0311022 | val_loss: 0.0311354 | Time: 13390.3 ms [2022-03-21 20:30:51 main:574] : INFO : Epoch 1773 | loss: 0.0311004 | val_loss: 0.0311346 | Time: 13336.3 ms [2022-03-21 20:31:04 main:574] : INFO : Epoch 1774 | loss: 0.0310977 | val_loss: 0.0311411 | Time: 13435.3 ms [2022-03-21 20:31:17 main:574] : INFO : Epoch 1775 | loss: 0.0310972 | val_loss: 0.0311356 | Time: 12988.2 ms [2022-03-21 20:31:31 main:574] : INFO : Epoch 1776 | loss: 0.0310985 | val_loss: 0.0311407 | Time: 13619.2 ms [2022-03-21 20:31:46 main:574] : INFO : Epoch 1777 | loss: 0.0310953 | val_loss: 0.0311362 | Time: 15804.5 ms [2022-03-21 20:32:02 main:574] : INFO : Epoch 1778 | loss: 0.0310979 | val_loss: 0.0311408 | Time: 15700.6 ms [2022-03-21 20:32:17 main:574] : INFO : Epoch 1779 | loss: 0.0310981 | val_loss: 0.0311401 | Time: 15005.8 ms [2022-03-21 20:32:32 main:574] : INFO : Epoch 1780 | loss: 0.0310934 | val_loss: 0.0311394 | Time: 15001.1 ms [2022-03-21 20:32:47 main:574] : INFO : Epoch 1781 | loss: 0.0311025 | val_loss: 0.0311403 | Time: 15020.7 ms [2022-03-21 20:33:02 main:574] : INFO : Epoch 1782 | loss: 0.0310976 | val_loss: 0.0311359 | Time: 14808.6 ms [2022-03-21 20:33:18 main:574] : INFO : Epoch 1783 | loss: 0.0310959 | val_loss: 0.0311444 | Time: 15333.8 ms [2022-03-21 20:33:31 main:574] : INFO : Epoch 1784 | loss: 0.0310944 | val_loss: 0.0311361 | Time: 13876 ms [2022-03-21 20:33:45 main:574] : INFO : Epoch 1785 | loss: 0.0310938 | val_loss: 0.0311353 | Time: 13894.3 ms [2022-03-21 20:34:01 main:574] : INFO : Epoch 1786 | loss: 0.0310957 | val_loss: 0.0311341 | Time: 15985.3 ms [2022-03-21 20:34:15 main:574] : INFO : Epoch 1787 | loss: 0.0310936 | val_loss: 0.03114 | Time: 13713.7 ms [2022-03-21 20:34:28 main:574] : INFO : Epoch 1788 | loss: 0.0310913 | val_loss: 0.0311335 | Time: 12840.3 ms [2022-03-21 20:34:41 main:574] : INFO : Epoch 1789 | loss: 0.0310933 | val_loss: 0.031138 | Time: 13457.5 ms [2022-03-21 20:34:54 main:574] : INFO : Epoch 1790 | loss: 0.0310942 | val_loss: 0.031136 | Time: 12724.9 ms [2022-03-21 20:35:08 main:574] : INFO : Epoch 1791 | loss: 0.0310923 | val_loss: 0.0311425 | Time: 13479.7 ms [2022-03-21 20:35:21 main:574] : INFO : Epoch 1792 | loss: 0.0310931 | val_loss: 0.0311438 | Time: 12864.1 ms [2022-03-21 20:35:34 main:574] : INFO : Epoch 1793 | loss: 0.0310961 | val_loss: 0.0311482 | Time: 13430.7 ms [2022-03-21 20:35:49 main:574] : INFO : Epoch 1794 | loss: 0.0310952 | val_loss: 0.0311389 | Time: 14829.4 ms [2022-03-21 20:36:03 main:574] : INFO : Epoch 1795 | loss: 0.0311132 | val_loss: 0.0311381 | Time: 14175 ms [2022-03-21 20:36:17 main:574] : INFO : Epoch 1796 | loss: 0.0311077 | val_loss: 0.0311376 | Time: 13932.2 ms [2022-03-21 20:36:30 main:574] : INFO : Epoch 1797 | loss: 0.0311022 | val_loss: 0.0311373 | Time: 13321 ms [2022-03-21 20:36:44 main:574] : INFO : Epoch 1798 | loss: 0.0311054 | val_loss: 0.0311416 | Time: 13394.9 ms [2022-03-21 20:36:57 main:574] : INFO : Epoch 1799 | loss: 0.0311072 | val_loss: 0.0311415 | Time: 12736.5 ms [2022-03-21 20:37:10 main:574] : INFO : Epoch 1800 | loss: 0.0311017 | val_loss: 0.0311434 | Time: 13637.8 ms [2022-03-21 20:37:24 main:574] : INFO : Epoch 1801 | loss: 0.0310993 | val_loss: 0.0311448 | Time: 13846.3 ms [2022-03-21 20:37:37 main:574] : INFO : Epoch 1802 | loss: 0.0311011 | val_loss: 0.0311395 | Time: 12927.5 ms [2022-03-21 20:37:50 main:574] : INFO : Epoch 1803 | loss: 0.0310963 | val_loss: 0.0311449 | Time: 13173.2 ms [2022-03-21 20:38:03 main:574] : INFO : Epoch 1804 | loss: 0.0310997 | val_loss: 0.0311339 | Time: 13190.9 ms [2022-03-21 20:38:17 main:574] : INFO : Epoch 1805 | loss: 0.031097 | val_loss: 0.0311386 | Time: 13705.9 ms [2022-03-21 20:38:31 main:574] : INFO : Epoch 1806 | loss: 0.0310984 | val_loss: 0.0311437 | Time: 13945.7 ms [2022-03-21 20:38:44 main:574] : INFO : Epoch 1807 | loss: 0.0310983 | val_loss: 0.0311417 | Time: 13324.9 ms [2022-03-21 20:38:58 main:574] : INFO : Epoch 1808 | loss: 0.031095 | val_loss: 0.0311428 | Time: 13444 ms [2022-03-21 20:39:11 main:574] : INFO : Epoch 1809 | loss: 0.0310931 | val_loss: 0.0311458 | Time: 13377.1 ms [2022-03-21 20:39:25 main:574] : INFO : Epoch 1810 | loss: 0.0310956 | val_loss: 0.0311375 | Time: 13728.1 ms [2022-03-21 20:39:38 main:574] : INFO : Epoch 1811 | loss: 0.0310994 | val_loss: 0.0311352 | Time: 13202.3 ms [2022-03-21 20:39:52 main:574] : INFO : Epoch 1812 | loss: 0.0310987 | val_loss: 0.0311372 | Time: 13668.4 ms [2022-03-21 20:40:05 main:574] : INFO : Epoch 1813 | loss: 0.0310966 | val_loss: 0.0311431 | Time: 13330.7 ms [2022-03-21 20:40:19 main:574] : INFO : Epoch 1814 | loss: 0.0310951 | val_loss: 0.0311392 | Time: 13522.5 ms [2022-03-21 20:40:32 main:574] : INFO : Epoch 1815 | loss: 0.0310952 | val_loss: 0.0311376 | Time: 13108.8 ms [2022-03-21 20:40:45 main:574] : INFO : Epoch 1816 | loss: 0.0310934 | val_loss: 0.0311428 | Time: 13462.6 ms [2022-03-21 20:40:59 main:574] : INFO : Epoch 1817 | loss: 0.0310976 | val_loss: 0.0311438 | Time: 13643.4 ms [2022-03-21 20:41:13 main:574] : INFO : Epoch 1818 | loss: 0.0311008 | val_loss: 0.0311394 | Time: 13503.8 ms [2022-03-21 20:41:26 main:574] : INFO : Epoch 1819 | loss: 0.0310961 | val_loss: 0.0311373 | Time: 13636.9 ms [2022-03-21 20:41:39 main:574] : INFO : Epoch 1820 | loss: 0.0310939 | val_loss: 0.0311407 | Time: 12666.8 ms [2022-03-21 20:41:52 main:574] : INFO : Epoch 1821 | loss: 0.0310927 | val_loss: 0.0311383 | Time: 13056.3 ms [2022-03-21 20:42:06 main:574] : INFO : Epoch 1822 | loss: 0.0310926 | val_loss: 0.031139 | Time: 13453.9 ms [2022-03-21 20:42:19 main:574] : INFO : Epoch 1823 | loss: 0.0310966 | val_loss: 0.0311406 | Time: 13352 ms [2022-03-21 20:42:32 main:574] : INFO : Epoch 1824 | loss: 0.0310948 | val_loss: 0.0311342 | Time: 13288.2 ms [2022-03-21 20:42:46 main:574] : INFO : Epoch 1825 | loss: 0.0310942 | val_loss: 0.0311446 | Time: 14133.1 ms [2022-03-21 20:43:00 main:574] : INFO : Epoch 1826 | loss: 0.0310928 | val_loss: 0.0311409 | Time: 13683.3 ms [2022-03-21 20:43:13 main:574] : INFO : Epoch 1827 | loss: 0.031091 | val_loss: 0.0311445 | Time: 13053.2 ms [2022-03-21 20:43:27 main:574] : INFO : Epoch 1828 | loss: 0.0310902 | val_loss: 0.0311444 | Time: 13753.5 ms [2022-03-21 20:43:40 main:574] : INFO : Epoch 1829 | loss: 0.0310932 | val_loss: 0.0311393 | Time: 13387.7 ms [2022-03-21 20:43:54 main:574] : INFO : Epoch 1830 | loss: 0.0310911 | val_loss: 0.0311478 | Time: 13424.3 ms [2022-03-21 20:44:08 main:574] : INFO : Epoch 1831 | loss: 0.0310917 | val_loss: 0.0311446 | Time: 13910.3 ms [2022-03-21 20:44:21 main:574] : INFO : Epoch 1832 | loss: 0.0310899 | val_loss: 0.0311416 | Time: 12902.1 ms [2022-03-21 20:44:34 main:574] : INFO : Epoch 1833 | loss: 0.0310871 | val_loss: 0.0311474 | Time: 13629.8 ms [2022-03-21 20:44:48 main:574] : INFO : Epoch 1834 | loss: 0.0310942 | val_loss: 0.0311439 | Time: 13477.8 ms [2022-03-21 20:45:01 main:574] : INFO : Epoch 1835 | loss: 0.0310962 | val_loss: 0.0311412 | Time: 13116.6 ms [2022-03-21 20:45:14 main:574] : INFO : Epoch 1836 | loss: 0.0310929 | val_loss: 0.0311435 | Time: 13485.2 ms [2022-03-21 20:45:28 main:574] : INFO : Epoch 1837 | loss: 0.0310913 | val_loss: 0.0311426 | Time: 13192.3 ms [2022-03-21 20:45:41 main:574] : INFO : Epoch 1838 | loss: 0.0310903 | val_loss: 0.0311432 | Time: 13542.6 ms [2022-03-21 20:45:55 main:574] : INFO : Epoch 1839 | loss: 0.0310919 | val_loss: 0.0311354 | Time: 13576 ms [2022-03-21 20:46:09 main:574] : INFO : Epoch 1840 | loss: 0.0310883 | val_loss: 0.0311429 | Time: 13462.2 ms [2022-03-21 20:46:21 main:574] : INFO : Epoch 1841 | loss: 0.0310907 | val_loss: 0.0311424 | Time: 12955.7 ms [2022-03-21 20:46:34 main:574] : INFO : Epoch 1842 | loss: 0.0310967 | val_loss: 0.0311395 | Time: 12933.3 ms [2022-03-21 20:46:48 main:574] : INFO : Epoch 1843 | loss: 0.031099 | val_loss: 0.031137 | Time: 13401.9 ms [2022-03-21 20:47:01 main:574] : INFO : Epoch 1844 | loss: 0.0311127 | val_loss: 0.0311439 | Time: 13268.1 ms [2022-03-21 20:47:14 main:574] : INFO : Epoch 1845 | loss: 0.0311112 | val_loss: 0.0311445 | Time: 12649.5 ms [2022-03-21 20:47:27 main:574] : INFO : Epoch 1846 | loss: 0.0311057 | val_loss: 0.0311418 | Time: 13234 ms [2022-03-21 20:47:41 main:574] : INFO : Epoch 1847 | loss: 0.0311029 | val_loss: 0.0311506 | Time: 13803.2 ms [2022-03-21 20:47:54 main:574] : INFO : Epoch 1848 | loss: 0.031106 | val_loss: 0.0311463 | Time: 13524.8 ms [2022-03-21 20:48:08 main:574] : INFO : Epoch 1849 | loss: 0.0310965 | val_loss: 0.0311446 | Time: 13123.6 ms [2022-03-21 20:48:20 main:574] : INFO : Epoch 1850 | loss: 0.0310941 | val_loss: 0.0311429 | Time: 12830.2 ms [2022-03-21 20:48:34 main:574] : INFO : Epoch 1851 | loss: 0.0310945 | val_loss: 0.0311401 | Time: 13130.2 ms [2022-03-21 20:48:47 main:574] : INFO : Epoch 1852 | loss: 0.031093 | val_loss: 0.0311372 | Time: 13733.4 ms [2022-03-21 20:49:01 main:574] : INFO : Epoch 1853 | loss: 0.0310919 | val_loss: 0.0311393 | Time: 14156 ms [2022-03-21 20:49:15 main:574] : INFO : Epoch 1854 | loss: 0.0310912 | val_loss: 0.0311429 | Time: 13977 ms [2022-03-21 20:49:28 main:574] : INFO : Epoch 1855 | loss: 0.0310987 | val_loss: 0.0311468 | Time: 12884.7 ms [2022-03-21 20:49:42 main:574] : INFO : Epoch 1856 | loss: 0.031101 | val_loss: 0.0311469 | Time: 13242.6 ms [2022-03-21 20:49:55 main:574] : INFO : Epoch 1857 | loss: 0.0310949 | val_loss: 0.0311457 | Time: 13724 ms [2022-03-21 20:50:09 main:574] : INFO : Epoch 1858 | loss: 0.031097 | val_loss: 0.0311467 | Time: 13465.2 ms [2022-03-21 20:50:22 main:574] : INFO : Epoch 1859 | loss: 0.0310954 | val_loss: 0.0311435 | Time: 13123.1 ms [2022-03-21 20:50:35 main:574] : INFO : Epoch 1860 | loss: 0.0310952 | val_loss: 0.0311447 | Time: 13021.2 ms [2022-03-21 20:50:50 main:574] : INFO : Epoch 1861 | loss: 0.0310933 | val_loss: 0.0311525 | Time: 15254.6 ms [2022-03-21 20:51:05 main:574] : INFO : Epoch 1862 | loss: 0.0310921 | val_loss: 0.0311475 | Time: 14311.9 ms [2022-03-21 20:51:18 main:574] : INFO : Epoch 1863 | loss: 0.0310935 | val_loss: 0.0311484 | Time: 12905.7 ms [2022-03-21 20:51:30 main:574] : INFO : Epoch 1864 | loss: 0.0310947 | val_loss: 0.0311458 | Time: 12537.9 ms [2022-03-21 20:51:44 main:574] : INFO : Epoch 1865 | loss: 0.031095 | val_loss: 0.0311429 | Time: 13597.9 ms [2022-03-21 20:51:57 main:574] : INFO : Epoch 1866 | loss: 0.0310919 | val_loss: 0.0311455 | Time: 13079 ms [2022-03-21 20:52:11 main:574] : INFO : Epoch 1867 | loss: 0.0310906 | val_loss: 0.0311481 | Time: 14418.8 ms [2022-03-21 20:52:24 main:574] : INFO : Epoch 1868 | loss: 0.0310935 | val_loss: 0.0311445 | Time: 12961.4 ms [2022-03-21 20:52:37 main:574] : INFO : Epoch 1869 | loss: 0.0310922 | val_loss: 0.031147 | Time: 12989.4 ms [2022-03-21 20:52:51 main:574] : INFO : Epoch 1870 | loss: 0.0310945 | val_loss: 0.0311434 | Time: 13744.1 ms [2022-03-21 20:53:04 main:574] : INFO : Epoch 1871 | loss: 0.0311069 | val_loss: 0.0311431 | Time: 13424.2 ms [2022-03-21 20:53:17 main:574] : INFO : Epoch 1872 | loss: 0.0311033 | val_loss: 0.0311446 | Time: 12930.1 ms [2022-03-21 20:53:30 main:574] : INFO : Epoch 1873 | loss: 0.0310983 | val_loss: 0.0311413 | Time: 12877.3 ms [2022-03-21 20:53:44 main:574] : INFO : Epoch 1874 | loss: 0.0310971 | val_loss: 0.0311394 | Time: 13412.7 ms [2022-03-21 20:53:57 main:574] : INFO : Epoch 1875 | loss: 0.031097 | val_loss: 0.0311563 | Time: 13459.3 ms [2022-03-21 20:54:11 main:574] : INFO : Epoch 1876 | loss: 0.0310987 | val_loss: 0.0311434 | Time: 13883.9 ms [2022-03-21 20:54:25 main:574] : INFO : Epoch 1877 | loss: 0.0310971 | val_loss: 0.0311406 | Time: 13708.5 ms [2022-03-21 20:54:38 main:574] : INFO : Epoch 1878 | loss: 0.0310961 | val_loss: 0.0311432 | Time: 12902.7 ms [2022-03-21 20:54:51 main:574] : INFO : Epoch 1879 | loss: 0.0310921 | val_loss: 0.031147 | Time: 13131.8 ms [2022-03-21 20:55:05 main:574] : INFO : Epoch 1880 | loss: 0.0310904 | val_loss: 0.0311491 | Time: 13980.4 ms [2022-03-21 20:55:18 main:574] : INFO : Epoch 1881 | loss: 0.0310894 | val_loss: 0.0311485 | Time: 13222.5 ms [2022-03-21 20:55:31 main:574] : INFO : Epoch 1882 | loss: 0.0310919 | val_loss: 0.031141 | Time: 13091 ms [2022-03-21 20:55:44 main:574] : INFO : Epoch 1883 | loss: 0.0310915 | val_loss: 0.031146 | Time: 12976.5 ms [2022-03-21 20:55:58 main:574] : INFO : Epoch 1884 | loss: 0.0310908 | val_loss: 0.0311435 | Time: 13425.5 ms [2022-03-21 20:56:12 main:574] : INFO : Epoch 1885 | loss: 0.0310914 | val_loss: 0.0311473 | Time: 13868.9 ms [2022-03-21 20:56:25 main:574] : INFO : Epoch 1886 | loss: 0.0310887 | val_loss: 0.0311434 | Time: 13062.7 ms [2022-03-21 20:56:38 main:574] : INFO : Epoch 1887 | loss: 0.0310899 | val_loss: 0.0311427 | Time: 13445.5 ms [2022-03-21 20:56:51 main:574] : INFO : Epoch 1888 | loss: 0.0310873 | val_loss: 0.0311432 | Time: 12952.6 ms [2022-03-21 20:57:05 main:574] : INFO : Epoch 1889 | loss: 0.0310858 | val_loss: 0.0311532 | Time: 13431.2 ms [2022-03-21 20:57:18 main:574] : INFO : Epoch 1890 | loss: 0.031087 | val_loss: 0.0311415 | Time: 13701.1 ms [2022-03-21 20:57:32 main:574] : INFO : Epoch 1891 | loss: 0.0310856 | val_loss: 0.0311483 | Time: 13284.5 ms [2022-03-21 20:57:45 main:574] : INFO : Epoch 1892 | loss: 0.0310899 | val_loss: 0.0311475 | Time: 12879.9 ms [2022-03-21 20:57:58 main:574] : INFO : Epoch 1893 | loss: 0.0310906 | val_loss: 0.0311435 | Time: 13518.5 ms [2022-03-21 20:58:12 main:574] : INFO : Epoch 1894 | loss: 0.031092 | val_loss: 0.0311465 | Time: 13500 ms [2022-03-21 20:58:26 main:574] : INFO : Epoch 1895 | loss: 0.0310905 | val_loss: 0.0311488 | Time: 13788.4 ms [2022-03-21 20:58:39 main:574] : INFO : Epoch 1896 | loss: 0.0310894 | val_loss: 0.0311447 | Time: 13286 ms [2022-03-21 20:58:52 main:574] : INFO : Epoch 1897 | loss: 0.0310871 | val_loss: 0.031145 | Time: 13547.6 ms [2022-03-21 20:59:06 main:574] : INFO : Epoch 1898 | loss: 0.0310919 | val_loss: 0.0311411 | Time: 13342.5 ms [2022-03-21 20:59:19 main:574] : INFO : Epoch 1899 | loss: 0.0310866 | val_loss: 0.0311483 | Time: 12746.8 ms [2022-03-21 20:59:32 main:574] : INFO : Epoch 1900 | loss: 0.0310865 | val_loss: 0.0311427 | Time: 13393.5 ms [2022-03-21 20:59:45 main:574] : INFO : Epoch 1901 | loss: 0.0310827 | val_loss: 0.0311504 | Time: 12753.9 ms [2022-03-21 20:59:58 main:574] : INFO : Epoch 1902 | loss: 0.0310879 | val_loss: 0.031153 | Time: 13370.1 ms [2022-03-21 21:00:11 main:574] : INFO : Epoch 1903 | loss: 0.0310955 | val_loss: 0.0311414 | Time: 13212.2 ms [2022-03-21 21:00:25 main:574] : INFO : Epoch 1904 | loss: 0.0311101 | val_loss: 0.0311422 | Time: 13465.6 ms [2022-03-21 21:00:39 main:574] : INFO : Epoch 1905 | loss: 0.0311085 | val_loss: 0.0311382 | Time: 13941.3 ms [2022-03-21 21:00:52 main:574] : INFO : Epoch 1906 | loss: 0.0311001 | val_loss: 0.0311442 | Time: 13303.3 ms [2022-03-21 21:01:06 main:574] : INFO : Epoch 1907 | loss: 0.0310927 | val_loss: 0.0311427 | Time: 13851.8 ms [2022-03-21 21:01:19 main:574] : INFO : Epoch 1908 | loss: 0.0310926 | val_loss: 0.0311473 | Time: 12977.6 ms [2022-03-21 21:01:32 main:574] : INFO : Epoch 1909 | loss: 0.0310901 | val_loss: 0.0311431 | Time: 13197.8 ms [2022-03-21 21:01:46 main:574] : INFO : Epoch 1910 | loss: 0.0310871 | val_loss: 0.0311416 | Time: 13426 ms [2022-03-21 21:01:59 main:574] : INFO : Epoch 1911 | loss: 0.0310874 | val_loss: 0.0311501 | Time: 13088.1 ms [2022-03-21 21:02:12 main:574] : INFO : Epoch 1912 | loss: 0.0310855 | val_loss: 0.0311418 | Time: 13585.6 ms [2022-03-21 21:02:25 main:574] : INFO : Epoch 1913 | loss: 0.0310847 | val_loss: 0.0311432 | Time: 12645 ms [2022-03-21 21:02:39 main:574] : INFO : Epoch 1914 | loss: 0.0310859 | val_loss: 0.0311548 | Time: 13487.7 ms [2022-03-21 21:02:52 main:574] : INFO : Epoch 1915 | loss: 0.0310849 | val_loss: 0.0311471 | Time: 13257.4 ms [2022-03-21 21:03:05 main:574] : INFO : Epoch 1916 | loss: 0.0310924 | val_loss: 0.0311408 | Time: 13427.6 ms [2022-03-21 21:03:19 main:574] : INFO : Epoch 1917 | loss: 0.031091 | val_loss: 0.0311398 | Time: 13502.7 ms [2022-03-21 21:03:32 main:574] : INFO : Epoch 1918 | loss: 0.0310897 | val_loss: 0.0311438 | Time: 13476.7 ms [2022-03-21 21:03:46 main:574] : INFO : Epoch 1919 | loss: 0.0310909 | val_loss: 0.0311527 | Time: 13374.4 ms [2022-03-21 21:03:59 main:574] : INFO : Epoch 1920 | loss: 0.0310874 | val_loss: 0.031144 | Time: 13424.5 ms [2022-03-21 21:04:13 main:574] : INFO : Epoch 1921 | loss: 0.0310947 | val_loss: 0.0311443 | Time: 14112.4 ms [2022-03-21 21:04:28 main:574] : INFO : Epoch 1922 | loss: 0.031092 | val_loss: 0.0311364 | Time: 14899.1 ms [2022-03-21 21:04:41 main:574] : INFO : Epoch 1923 | loss: 0.0310904 | val_loss: 0.0311551 | Time: 13181.9 ms [2022-03-21 21:04:54 main:574] : INFO : Epoch 1924 | loss: 0.031091 | val_loss: 0.0311418 | Time: 12798.6 ms [2022-03-21 21:05:07 main:574] : INFO : Epoch 1925 | loss: 0.0310866 | val_loss: 0.0311428 | Time: 13207.7 ms [2022-03-21 21:05:21 main:574] : INFO : Epoch 1926 | loss: 0.0310859 | val_loss: 0.0311517 | Time: 13697 ms [2022-03-21 21:05:35 main:574] : INFO : Epoch 1927 | loss: 0.0310837 | val_loss: 0.031144 | Time: 13501.8 ms [2022-03-21 21:05:50 main:574] : INFO : Epoch 1928 | loss: 0.0310835 | val_loss: 0.0311455 | Time: 15252.5 ms [2022-03-21 21:06:03 main:574] : INFO : Epoch 1929 | loss: 0.0310825 | val_loss: 0.0311462 | Time: 13412.5 ms [2022-03-21 21:06:17 main:574] : INFO : Epoch 1930 | loss: 0.0310807 | val_loss: 0.0311465 | Time: 13134.2 ms [2022-03-21 21:06:29 main:574] : INFO : Epoch 1931 | loss: 0.0310869 | val_loss: 0.0311587 | Time: 12937.1 ms [2022-03-21 21:06:43 main:574] : INFO : Epoch 1932 | loss: 0.0310987 | val_loss: 0.0311526 | Time: 13273.9 ms [2022-03-21 21:06:56 main:574] : INFO : Epoch 1933 | loss: 0.0310998 | val_loss: 0.0311445 | Time: 13631.2 ms [2022-03-21 21:07:10 main:574] : INFO : Epoch 1934 | loss: 0.0310924 | val_loss: 0.0311484 | Time: 13619.8 ms [2022-03-21 21:07:23 main:574] : INFO : Epoch 1935 | loss: 0.031095 | val_loss: 0.0311424 | Time: 13131.4 ms [2022-03-21 21:07:36 main:574] : INFO : Epoch 1936 | loss: 0.0310901 | val_loss: 0.0311398 | Time: 13159.4 ms [2022-03-21 21:07:50 main:574] : INFO : Epoch 1937 | loss: 0.0310862 | val_loss: 0.0311448 | Time: 13128.8 ms [2022-03-21 21:08:03 main:574] : INFO : Epoch 1938 | loss: 0.0310873 | val_loss: 0.0311432 | Time: 13883.6 ms [2022-03-21 21:08:18 main:574] : INFO : Epoch 1939 | loss: 0.0310944 | val_loss: 0.031148 | Time: 14279.1 ms [2022-03-21 21:08:31 main:574] : INFO : Epoch 1940 | loss: 0.031094 | val_loss: 0.0311424 | Time: 12820.7 ms [2022-03-21 21:08:43 main:574] : INFO : Epoch 1941 | loss: 0.0310948 | val_loss: 0.0311403 | Time: 12473.7 ms [2022-03-21 21:08:56 main:574] : INFO : Epoch 1942 | loss: 0.0310933 | val_loss: 0.0311442 | Time: 13051.1 ms [2022-03-21 21:09:09 main:574] : INFO : Epoch 1943 | loss: 0.0310906 | val_loss: 0.0311441 | Time: 13064.4 ms [2022-03-21 21:09:22 main:574] : INFO : Epoch 1944 | loss: 0.0310909 | val_loss: 0.0311539 | Time: 12889.3 ms [2022-03-21 21:09:35 main:574] : INFO : Epoch 1945 | loss: 0.0310901 | val_loss: 0.0311468 | Time: 12852.5 ms [2022-03-21 21:09:48 main:574] : INFO : Epoch 1946 | loss: 0.0310871 | val_loss: 0.0311444 | Time: 13352.7 ms [2022-03-21 21:10:01 main:574] : INFO : Epoch 1947 | loss: 0.0310959 | val_loss: 0.0311376 | Time: 13106.2 ms [2022-03-21 21:10:16 main:574] : INFO : Epoch 1948 | loss: 0.0311094 | val_loss: 0.0311404 | Time: 14265.6 ms [2022-03-21 21:10:28 main:574] : INFO : Epoch 1949 | loss: 0.0311024 | val_loss: 0.0311439 | Time: 12706.1 ms [2022-03-21 21:10:42 main:574] : INFO : Epoch 1950 | loss: 0.0311019 | val_loss: 0.0311452 | Time: 13162.5 ms [2022-03-21 21:10:55 main:574] : INFO : Epoch 1951 | loss: 0.0310987 | val_loss: 0.0311352 | Time: 13188.6 ms [2022-03-21 21:11:08 main:574] : INFO : Epoch 1952 | loss: 0.0310988 | val_loss: 0.0311442 | Time: 12752.9 ms [2022-03-21 21:11:21 main:574] : INFO : Epoch 1953 | loss: 0.0310939 | val_loss: 0.0311391 | Time: 13658.5 ms [2022-03-21 21:11:34 main:574] : INFO : Epoch 1954 | loss: 0.0310941 | val_loss: 0.0311537 | Time: 13097.3 ms [2022-03-21 21:11:48 main:574] : INFO : Epoch 1955 | loss: 0.0310965 | val_loss: 0.0311525 | Time: 13606.7 ms [2022-03-21 21:12:01 main:574] : INFO : Epoch 1956 | loss: 0.0310954 | val_loss: 0.0311506 | Time: 13351.9 ms [2022-03-21 21:12:15 main:574] : INFO : Epoch 1957 | loss: 0.031097 | val_loss: 0.0311513 | Time: 13441.5 ms [2022-03-21 21:12:29 main:574] : INFO : Epoch 1958 | loss: 0.0311144 | val_loss: 0.0311502 | Time: 14094.9 ms [2022-03-21 21:12:42 main:574] : INFO : Epoch 1959 | loss: 0.031119 | val_loss: 0.0311439 | Time: 13103.4 ms [2022-03-21 21:12:55 main:574] : INFO : Epoch 1960 | loss: 0.031117 | val_loss: 0.0311425 | Time: 13190.9 ms [2022-03-21 21:13:09 main:574] : INFO : Epoch 1961 | loss: 0.0311131 | val_loss: 0.0311395 | Time: 13912.7 ms [2022-03-21 21:13:23 main:574] : INFO : Epoch 1962 | loss: 0.0311078 | val_loss: 0.0311434 | Time: 13374.5 ms [2022-03-21 21:13:35 main:574] : INFO : Epoch 1963 | loss: 0.0311057 | val_loss: 0.0311438 | Time: 12690.3 ms [2022-03-21 21:13:48 main:574] : INFO : Epoch 1964 | loss: 0.0311039 | val_loss: 0.0311421 | Time: 12998.9 ms [2022-03-21 21:14:02 main:574] : INFO : Epoch 1965 | loss: 0.0311074 | val_loss: 0.0311485 | Time: 13515.6 ms [2022-03-21 21:14:16 main:574] : INFO : Epoch 1966 | loss: 0.0311035 | val_loss: 0.0311381 | Time: 13547.3 ms [2022-03-21 21:14:30 main:574] : INFO : Epoch 1967 | loss: 0.0310994 | val_loss: 0.0311381 | Time: 14932.6 ms [2022-03-21 21:14:44 main:574] : INFO : Epoch 1968 | loss: 0.031097 | val_loss: 0.0311381 | Time: 13640.7 ms [2022-03-21 21:14:57 main:574] : INFO : Epoch 1969 | loss: 0.031095 | val_loss: 0.0311405 | Time: 12714.1 ms [2022-03-21 21:15:10 main:574] : INFO : Epoch 1970 | loss: 0.0310954 | val_loss: 0.0311346 | Time: 12920 ms [2022-03-21 21:15:23 main:574] : INFO : Epoch 1971 | loss: 0.0310942 | val_loss: 0.0311382 | Time: 13275.1 ms [2022-03-21 21:15:37 main:574] : INFO : Epoch 1972 | loss: 0.0310935 | val_loss: 0.0311413 | Time: 13516.9 ms [2022-03-21 21:15:50 main:574] : INFO : Epoch 1973 | loss: 0.0310986 | val_loss: 0.0311415 | Time: 13499.5 ms [2022-03-21 21:16:03 main:574] : INFO : Epoch 1974 | loss: 0.0310925 | val_loss: 0.0311463 | Time: 13145.1 ms [2022-03-21 21:16:16 main:574] : INFO : Epoch 1975 | loss: 0.0310928 | val_loss: 0.0311403 | Time: 12888.2 ms [2022-03-21 21:16:30 main:574] : INFO : Epoch 1976 | loss: 0.0310921 | val_loss: 0.0311349 | Time: 13665.6 ms [2022-03-21 21:16:43 main:574] : INFO : Epoch 1977 | loss: 0.0310916 | val_loss: 0.031135 | Time: 13471.8 ms [2022-03-21 21:16:56 main:574] : INFO : Epoch 1978 | loss: 0.0310884 | val_loss: 0.0311363 | Time: 13049.7 ms [2022-03-21 21:17:10 main:574] : INFO : Epoch 1979 | loss: 0.0310874 | val_loss: 0.0311376 | Time: 13904.2 ms [2022-03-21 21:17:24 main:574] : INFO : Epoch 1980 | loss: 0.031086 | val_loss: 0.0311391 | Time: 13290.1 ms [2022-03-21 21:17:37 main:574] : INFO : Epoch 1981 | loss: 0.0310847 | val_loss: 0.0311455 | Time: 13388.2 ms [2022-03-21 21:17:51 main:574] : INFO : Epoch 1982 | loss: 0.0310885 | val_loss: 0.0311452 | Time: 13819.2 ms [2022-03-21 21:18:04 main:574] : INFO : Epoch 1983 | loss: 0.0311158 | val_loss: 0.0313292 | Time: 13097.2 ms [2022-03-21 21:18:17 main:574] : INFO : Epoch 1984 | loss: 0.0378424 | val_loss: 0.0420146 | Time: 13402.5 ms [2022-03-21 21:18:31 main:574] : INFO : Epoch 1985 | loss: 0.0405934 | val_loss: 0.0326667 | Time: 13430.9 ms [2022-03-21 21:18:44 main:574] : INFO : Epoch 1986 | loss: 0.0334074 | val_loss: 0.031614 | Time: 13245.9 ms [2022-03-21 21:18:58 main:574] : INFO : Epoch 1987 | loss: 0.0315656 | val_loss: 0.0313038 | Time: 13630.4 ms [2022-03-21 21:19:11 main:574] : INFO : Epoch 1988 | loss: 0.0313058 | val_loss: 0.0312743 | Time: 13168.6 ms [2022-03-21 21:19:24 main:574] : INFO : Epoch 1989 | loss: 0.0312609 | val_loss: 0.031253 | Time: 13435 ms [2022-03-21 21:19:39 main:574] : INFO : Epoch 1990 | loss: 0.0312492 | val_loss: 0.0312441 | Time: 14640 ms [2022-03-21 21:19:52 main:574] : INFO : Epoch 1991 | loss: 0.0312406 | val_loss: 0.0312359 | Time: 13271.7 ms [2022-03-21 21:20:06 main:574] : INFO : Epoch 1992 | loss: 0.0312326 | val_loss: 0.0312269 | Time: 13044.8 ms [2022-03-21 21:20:19 main:574] : INFO : Epoch 1993 | loss: 0.031223 | val_loss: 0.0312156 | Time: 13685.2 ms [2022-03-21 21:20:32 main:574] : INFO : Epoch 1994 | loss: 0.0312126 | val_loss: 0.0312039 | Time: 13120.7 ms [2022-03-21 21:20:47 main:574] : INFO : Epoch 1995 | loss: 0.0312014 | val_loss: 0.0311946 | Time: 14157.6 ms [2022-03-21 21:21:03 main:574] : INFO : Epoch 1996 | loss: 0.031194 | val_loss: 0.0311881 | Time: 16201 ms [2022-03-21 21:21:17 main:574] : INFO : Epoch 1997 | loss: 0.0311892 | val_loss: 0.0311843 | Time: 13839 ms [2022-03-21 21:21:30 main:574] : INFO : Epoch 1998 | loss: 0.0311838 | val_loss: 0.0311787 | Time: 13863 ms [2022-03-21 21:21:44 main:574] : INFO : Epoch 1999 | loss: 0.0311818 | val_loss: 0.0311759 | Time: 13892.7 ms [2022-03-21 21:21:58 main:574] : INFO : Epoch 2000 | loss: 0.0311792 | val_loss: 0.0311724 | Time: 13398 ms [2022-03-21 21:22:11 main:574] : INFO : Epoch 2001 | loss: 0.0311756 | val_loss: 0.03117 | Time: 13332.8 ms [2022-03-21 21:22:25 main:574] : INFO : Epoch 2002 | loss: 0.0311706 | val_loss: 0.0311632 | Time: 13384.6 ms [2022-03-21 21:22:38 main:574] : INFO : Epoch 2003 | loss: 0.0311636 | val_loss: 0.0311579 | Time: 13423.7 ms [2022-03-21 21:22:52 main:574] : INFO : Epoch 2004 | loss: 0.0311596 | val_loss: 0.0311557 | Time: 13860.4 ms [2022-03-21 21:23:05 main:574] : INFO : Epoch 2005 | loss: 0.0311567 | val_loss: 0.0311529 | Time: 13534 ms [2022-03-21 21:23:18 main:574] : INFO : Epoch 2006 | loss: 0.0311542 | val_loss: 0.0311515 | Time: 13047.7 ms [2022-03-21 21:23:31 main:574] : INFO : Epoch 2007 | loss: 0.0311534 | val_loss: 0.0311567 | Time: 12894.4 ms [2022-03-21 21:23:45 main:574] : INFO : Epoch 2008 | loss: 0.0311537 | val_loss: 0.0311522 | Time: 13515.4 ms [2022-03-21 21:23:59 main:574] : INFO : Epoch 2009 | loss: 0.0311506 | val_loss: 0.0311489 | Time: 14443.3 ms [2022-03-21 21:24:13 main:574] : INFO : Epoch 2010 | loss: 0.0311483 | val_loss: 0.0311511 | Time: 13788 ms [2022-03-21 21:24:28 main:574] : INFO : Epoch 2011 | loss: 0.0311478 | val_loss: 0.0311478 | Time: 14371.7 ms [2022-03-21 21:24:42 main:574] : INFO : Epoch 2012 | loss: 0.0311465 | val_loss: 0.0311475 | Time: 14033.2 ms [2022-03-21 21:24:55 main:574] : INFO : Epoch 2013 | loss: 0.0311448 | val_loss: 0.0311474 | Time: 13010.9 ms [2022-03-21 21:25:08 main:574] : INFO : Epoch 2014 | loss: 0.0311439 | val_loss: 0.0311483 | Time: 13223.7 ms [2022-03-21 21:25:21 main:574] : INFO : Epoch 2015 | loss: 0.0311437 | val_loss: 0.0311471 | Time: 13198.1 ms [2022-03-21 21:25:35 main:574] : INFO : Epoch 2016 | loss: 0.0311453 | val_loss: 0.0311464 | Time: 13433.3 ms [2022-03-21 21:25:48 main:574] : INFO : Epoch 2017 | loss: 0.0311421 | val_loss: 0.0311454 | Time: 13488.6 ms [2022-03-21 21:26:01 main:574] : INFO : Epoch 2018 | loss: 0.0311416 | val_loss: 0.031145 | Time: 13345 ms [2022-03-21 21:26:15 main:574] : INFO : Epoch 2019 | loss: 0.0311417 | val_loss: 0.0311441 | Time: 13713.9 ms [2022-03-21 21:26:28 main:574] : INFO : Epoch 2020 | loss: 0.0311416 | val_loss: 0.0311435 | Time: 13217.5 ms [2022-03-21 21:26:42 main:574] : INFO : Epoch 2021 | loss: 0.0311401 | val_loss: 0.031145 | Time: 13379.2 ms [2022-03-21 21:26:55 main:574] : INFO : Epoch 2022 | loss: 0.0311421 | val_loss: 0.0311438 | Time: 13569.9 ms [2022-03-21 21:27:09 main:574] : INFO : Epoch 2023 | loss: 0.0311424 | val_loss: 0.0311456 | Time: 13547.2 ms [2022-03-21 21:27:22 main:574] : INFO : Epoch 2024 | loss: 0.0311431 | val_loss: 0.0311492 | Time: 13239.8 ms [2022-03-21 21:27:35 main:574] : INFO : Epoch 2025 | loss: 0.0311439 | val_loss: 0.0311495 | Time: 13266.9 ms [2022-03-21 21:27:49 main:574] : INFO : Epoch 2026 | loss: 0.0311405 | val_loss: 0.0311421 | Time: 13249.1 ms [2022-03-21 21:28:03 main:574] : INFO : Epoch 2027 | loss: 0.0311392 | val_loss: 0.0311444 | Time: 13799.9 ms [2022-03-21 21:28:16 main:574] : INFO : Epoch 2028 | loss: 0.0311398 | val_loss: 0.0311421 | Time: 13728.5 ms [2022-03-21 21:28:30 main:574] : INFO : Epoch 2029 | loss: 0.0311378 | val_loss: 0.0311419 | Time: 13568.8 ms [2022-03-21 21:28:43 main:574] : INFO : Epoch 2030 | loss: 0.0311372 | val_loss: 0.0311411 | Time: 13081 ms [2022-03-21 21:28:56 main:574] : INFO : Epoch 2031 | loss: 0.03114 | val_loss: 0.0311408 | Time: 13197.9 ms [2022-03-21 21:29:10 main:574] : INFO : Epoch 2032 | loss: 0.0311415 | val_loss: 0.0311429 | Time: 13571.1 ms [2022-03-21 21:29:23 main:574] : INFO : Epoch 2033 | loss: 0.0311367 | val_loss: 0.0311423 | Time: 13449.1 ms [2022-03-21 21:29:36 main:574] : INFO : Epoch 2034 | loss: 0.0311355 | val_loss: 0.0311405 | Time: 12928.6 ms [2022-03-21 21:29:49 main:574] : INFO : Epoch 2035 | loss: 0.0311353 | val_loss: 0.0311407 | Time: 12898 ms [2022-03-21 21:30:02 main:574] : INFO : Epoch 2036 | loss: 0.0311343 | val_loss: 0.0311394 | Time: 13289.5 ms [2022-03-21 21:30:17 main:574] : INFO : Epoch 2037 | loss: 0.031136 | val_loss: 0.0311439 | Time: 14112.1 ms [2022-03-21 21:30:30 main:574] : INFO : Epoch 2038 | loss: 0.0311361 | val_loss: 0.0311415 | Time: 13514.9 ms [2022-03-21 21:30:44 main:574] : INFO : Epoch 2039 | loss: 0.0311338 | val_loss: 0.0311398 | Time: 13791.2 ms [2022-03-21 21:30:57 main:574] : INFO : Epoch 2040 | loss: 0.031134 | val_loss: 0.0311393 | Time: 12775.4 ms [2022-03-21 21:31:10 main:574] : INFO : Epoch 2041 | loss: 0.0311338 | val_loss: 0.0311405 | Time: 13456.2 ms [2022-03-21 21:31:24 main:574] : INFO : Epoch 2042 | loss: 0.0311335 | val_loss: 0.0311395 | Time: 13399.8 ms [2022-03-21 21:31:37 main:574] : INFO : Epoch 2043 | loss: 0.0311322 | val_loss: 0.0311387 | Time: 13657.3 ms [2022-03-21 21:31:51 main:574] : INFO : Epoch 2044 | loss: 0.0311316 | val_loss: 0.0311387 | Time: 13270.1 ms [2022-03-21 21:32:04 main:574] : INFO : Epoch 2045 | loss: 0.0311309 | val_loss: 0.0311381 | Time: 13587.2 ms [2022-03-21 21:32:19 main:574] : INFO : Epoch 2046 | loss: 0.0311311 | val_loss: 0.0311378 | Time: 14836.8 ms [2022-03-21 21:32:34 main:574] : INFO : Epoch 2047 | loss: 0.0311332 | val_loss: 0.0311369 | Time: 15404.3 ms [2022-03-21 21:32:48 main:574] : INFO : Epoch 2048 | loss: 0.0311316 | val_loss: 0.0311378 | Time: 13109.4 ms [2022-03-21 21:32:48 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311378 [2022-03-21 21:32:48 main:603] : INFO : Saving end state to config to file [2022-03-21 21:32:48 main:608] : INFO : Success, exiting.. 21:32:48 (2612): 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)