Task 9621459

Name ParityModified-1638631195-31477-1-0_0
Workunit 7027190
Created 9 Dec 2021, 10:33:58 UTC
Sent 15 Dec 2021, 15:58:43 UTC
Report deadline 23 Dec 2021, 15:58:43 UTC
Received 17 Dec 2021, 11:50:26 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 8915
Run time 1 hours 0 min 24 sec
CPU time 56 min 35 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,470.32 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.54 GB
Peak swap size 3.48 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
.37743e-05 | Time: 1762.8 ms
[2021-12-16 11:07:26	                main:574]	:	INFO	:	Epoch 1582 | loss: 1.48844e-05 | val_loss: 1.99065e-05 | Time: 1761.84 ms
[2021-12-16 11:07:27	                main:574]	:	INFO	:	Epoch 1583 | loss: 1.88512e-05 | val_loss: 1.81985e-05 | Time: 1767.36 ms
[2021-12-16 11:07:29	                main:574]	:	INFO	:	Epoch 1584 | loss: 1.48291e-05 | val_loss: 1.4116e-05 | Time: 1760.85 ms
[2021-12-16 11:07:31	                main:574]	:	INFO	:	Epoch 1585 | loss: 1.31761e-05 | val_loss: 1.41249e-05 | Time: 1758.66 ms
[2021-12-16 11:07:33	                main:574]	:	INFO	:	Epoch 1586 | loss: 1.38652e-05 | val_loss: 1.50689e-05 | Time: 1753.31 ms
[2021-12-16 11:07:34	                main:574]	:	INFO	:	Epoch 1587 | loss: 1.57065e-05 | val_loss: 1.85318e-05 | Time: 1762.01 ms
[2021-12-16 11:07:36	                main:574]	:	INFO	:	Epoch 1588 | loss: 1.73222e-05 | val_loss: 2.39755e-05 | Time: 1756.02 ms
[2021-12-16 11:07:38	                main:574]	:	INFO	:	Epoch 1589 | loss: 1.80965e-05 | val_loss: 1.51272e-05 | Time: 1764.6 ms
[2021-12-16 11:07:40	                main:574]	:	INFO	:	Epoch 1590 | loss: 1.40424e-05 | val_loss: 1.41661e-05 | Time: 1765.3 ms
[2021-12-16 11:07:41	                main:574]	:	INFO	:	Epoch 1591 | loss: 1.34805e-05 | val_loss: 1.44388e-05 | Time: 1762.67 ms
[2021-12-16 11:07:43	                main:574]	:	INFO	:	Epoch 1592 | loss: 1.35314e-05 | val_loss: 1.35133e-05 | Time: 1765.33 ms
[2021-12-16 11:07:45	                main:574]	:	INFO	:	Epoch 1593 | loss: 1.37267e-05 | val_loss: 1.46735e-05 | Time: 1762.18 ms
[2021-12-16 11:07:47	                main:574]	:	INFO	:	Epoch 1594 | loss: 1.88193e-05 | val_loss: 1.95619e-05 | Time: 1765.21 ms
[2021-12-16 11:07:49	                main:574]	:	INFO	:	Epoch 1595 | loss: 1.57976e-05 | val_loss: 1.64113e-05 | Time: 1750.32 ms
[2021-12-16 11:07:50	                main:574]	:	INFO	:	Epoch 1596 | loss: 1.54038e-05 | val_loss: 1.41855e-05 | Time: 1756.09 ms
[2021-12-16 11:07:52	                main:574]	:	INFO	:	Epoch 1597 | loss: 1.30862e-05 | val_loss: 1.33425e-05 | Time: 1755.19 ms
[2021-12-16 11:07:54	                main:574]	:	INFO	:	Epoch 1598 | loss: 1.30157e-05 | val_loss: 1.46525e-05 | Time: 1755.73 ms
[2021-12-16 11:07:56	                main:574]	:	INFO	:	Epoch 1599 | loss: 1.50307e-05 | val_loss: 2.24417e-05 | Time: 1762.16 ms
[2021-12-16 11:07:57	                main:574]	:	INFO	:	Epoch 1600 | loss: 2.0853e-05 | val_loss: 1.67766e-05 | Time: 1760.34 ms
[2021-12-16 11:07:59	                main:574]	:	INFO	:	Epoch 1601 | loss: 1.55273e-05 | val_loss: 1.96351e-05 | Time: 1759.62 ms
[2021-12-16 11:08:01	                main:574]	:	INFO	:	Epoch 1602 | loss: 1.77405e-05 | val_loss: 1.77833e-05 | Time: 1757.87 ms
[2021-12-16 11:08:03	                main:574]	:	INFO	:	Epoch 1603 | loss: 1.52126e-05 | val_loss: 1.36734e-05 | Time: 1797.1 ms
[2021-12-16 11:08:05	                main:574]	:	INFO	:	Epoch 1604 | loss: 1.43278e-05 | val_loss: 1.53511e-05 | Time: 1766.9 ms
[2021-12-16 11:08:06	                main:574]	:	INFO	:	Epoch 1605 | loss: 1.58319e-05 | val_loss: 2.21514e-05 | Time: 1750.68 ms
[2021-12-16 11:08:08	                main:574]	:	INFO	:	Epoch 1606 | loss: 2.87424e-05 | val_loss: 3.19196e-05 | Time: 1754.65 ms
[2021-12-16 11:08:10	                main:574]	:	INFO	:	Epoch 1607 | loss: 1.9821e-05 | val_loss: 1.60916e-05 | Time: 1772.14 ms
[2021-12-16 11:08:12	                main:574]	:	INFO	:	Epoch 1608 | loss: 1.47828e-05 | val_loss: 1.52904e-05 | Time: 1770.5 ms
[2021-12-16 11:08:13	                main:574]	:	INFO	:	Epoch 1609 | loss: 1.45135e-05 | val_loss: 1.33198e-05 | Time: 1769.01 ms
[2021-12-16 11:08:15	                main:574]	:	INFO	:	Epoch 1610 | loss: 1.3116e-05 | val_loss: 1.28718e-05 | Time: 1779.28 ms
[2021-12-16 11:08:17	                main:574]	:	INFO	:	Epoch 1611 | loss: 1.2928e-05 | val_loss: 1.31967e-05 | Time: 1772.84 ms
[2021-12-16 11:08:19	                main:574]	:	INFO	:	Epoch 1612 | loss: 1.4202e-05 | val_loss: 1.43359e-05 | Time: 1767.87 ms
[2021-12-16 11:08:20	                main:574]	:	INFO	:	Epoch 1613 | loss: 1.44359e-05 | val_loss: 1.44103e-05 | Time: 1757.07 ms
[2021-12-16 11:08:22	                main:574]	:	INFO	:	Epoch 1614 | loss: 1.33157e-05 | val_loss: 1.31286e-05 | Time: 1769.3 ms
[2021-12-16 11:08:24	                main:574]	:	INFO	:	Epoch 1615 | loss: 1.51818e-05 | val_loss: 1.60636e-05 | Time: 1751.19 ms
[2021-12-16 11:08:26	                main:574]	:	INFO	:	Epoch 1616 | loss: 1.35598e-05 | val_loss: 1.30402e-05 | Time: 1768.03 ms
[2021-12-16 11:08:28	                main:574]	:	INFO	:	Epoch 1617 | loss: 1.37185e-05 | val_loss: 1.55206e-05 | Time: 1763.13 ms
[2021-12-16 11:08:29	                main:574]	:	INFO	:	Epoch 1618 | loss: 1.89203e-05 | val_loss: 1.83479e-05 | Time: 1773.97 ms
[2021-12-16 11:08:31	                main:574]	:	INFO	:	Epoch 1619 | loss: 1.62432e-05 | val_loss: 1.35971e-05 | Time: 1758.75 ms
[2021-12-16 11:08:33	                main:574]	:	INFO	:	Epoch 1620 | loss: 1.32423e-05 | val_loss: 1.29543e-05 | Time: 1759.65 ms
[2021-12-16 11:08:35	                main:574]	:	INFO	:	Epoch 1621 | loss: 1.30115e-05 | val_loss: 1.3185e-05 | Time: 1754.33 ms
[2021-12-16 11:08:36	                main:574]	:	INFO	:	Epoch 1622 | loss: 1.52172e-05 | val_loss: 2.36413e-05 | Time: 1753.7 ms
[2021-12-16 11:08:38	                main:574]	:	INFO	:	Epoch 1623 | loss: 2.25724e-05 | val_loss: 1.42778e-05 | Time: 1754.98 ms
[2021-12-16 11:08:40	                main:574]	:	INFO	:	Epoch 1624 | loss: 1.4612e-05 | val_loss: 1.31158e-05 | Time: 1765.01 ms
[2021-12-16 11:08:42	                main:574]	:	INFO	:	Epoch 1625 | loss: 1.3987e-05 | val_loss: 1.49168e-05 | Time: 1752.01 ms
[2021-12-16 11:08:43	                main:574]	:	INFO	:	Epoch 1626 | loss: 1.55572e-05 | val_loss: 1.50148e-05 | Time: 1767.65 ms
[2021-12-16 11:08:45	                main:574]	:	INFO	:	Epoch 1627 | loss: 1.36132e-05 | val_loss: 1.37655e-05 | Time: 1755.2 ms
[2021-12-16 11:08:47	                main:574]	:	INFO	:	Epoch 1628 | loss: 1.30928e-05 | val_loss: 1.31318e-05 | Time: 1756.74 ms
[2021-12-16 11:08:49	                main:574]	:	INFO	:	Epoch 1629 | loss: 1.29023e-05 | val_loss: 1.28239e-05 | Time: 1763.26 ms
[2021-12-16 11:08:51	                main:574]	:	INFO	:	Epoch 1630 | loss: 1.30371e-05 | val_loss: 1.34109e-05 | Time: 1753.51 ms
[2021-12-16 11:08:52	                main:574]	:	INFO	:	Epoch 1631 | loss: 1.71323e-05 | val_loss: 3.76459e-05 | Time: 1755.8 ms
[2021-12-16 11:08:54	                main:574]	:	INFO	:	Epoch 1632 | loss: 2.43613e-05 | val_loss: 1.82842e-05 | Time: 1775.77 ms
[2021-12-16 11:08:56	                main:574]	:	INFO	:	Epoch 1633 | loss: 1.72537e-05 | val_loss: 1.43574e-05 | Time: 1764.22 ms
[2021-12-16 11:08:58	                main:574]	:	INFO	:	Epoch 1634 | loss: 1.3844e-05 | val_loss: 1.31343e-05 | Time: 1757.47 ms
[2021-12-16 11:08:59	                main:574]	:	INFO	:	Epoch 1635 | loss: 1.30376e-05 | val_loss: 1.28477e-05 | Time: 1750.64 ms
[2021-12-16 11:09:01	                main:574]	:	INFO	:	Epoch 1636 | loss: 1.28259e-05 | val_loss: 1.31691e-05 | Time: 1749.8 ms
[2021-12-16 11:09:03	                main:574]	:	INFO	:	Epoch 1637 | loss: 1.48684e-05 | val_loss: 1.73703e-05 | Time: 1754.66 ms
[2021-12-16 11:09:05	                main:574]	:	INFO	:	Epoch 1638 | loss: 1.49802e-05 | val_loss: 1.33444e-05 | Time: 1753.79 ms
[2021-12-16 11:09:06	                main:574]	:	INFO	:	Epoch 1639 | loss: 1.30414e-05 | val_loss: 1.30241e-05 | Time: 1760.51 ms
[2021-12-16 11:09:08	                main:574]	:	INFO	:	Epoch 1640 | loss: 1.33853e-05 | val_loss: 1.51228e-05 | Time: 1757.75 ms
[2021-12-16 11:09:10	                main:574]	:	INFO	:	Epoch 1641 | loss: 1.69191e-05 | val_loss: 1.27656e-05 | Time: 1767.53 ms
[2021-12-16 11:09:12	                main:574]	:	INFO	:	Epoch 1642 | loss: 1.3775e-05 | val_loss: 1.39944e-05 | Time: 1767.74 ms
[2021-12-16 11:09:14	                main:574]	:	INFO	:	Epoch 1643 | loss: 1.32617e-05 | val_loss: 1.35423e-05 | Time: 1760.44 ms
[2021-12-16 11:09:15	                main:574]	:	INFO	:	Epoch 1644 | loss: 1.35574e-05 | val_loss: 1.29726e-05 | Time: 1758.27 ms
[2021-12-16 11:09:17	                main:574]	:	INFO	:	Epoch 1645 | loss: 1.29929e-05 | val_loss: 1.33893e-05 | Time: 1756.64 ms
[2021-12-16 11:09:19	                main:574]	:	INFO	:	Epoch 1646 | loss: 1.44548e-05 | val_loss: 1.68818e-05 | Time: 1769.05 ms
[2021-12-16 11:09:21	                main:574]	:	INFO	:	Epoch 1647 | loss: 1.76273e-05 | val_loss: 1.77641e-05 | Time: 1762.21 ms
[2021-12-16 11:09:22	                main:574]	:	INFO	:	Epoch 1648 | loss: 2.07166e-05 | val_loss: 1.87077e-05 | Time: 1767.66 ms
[2021-12-16 11:09:24	                main:574]	:	INFO	:	Epoch 1649 | loss: 1.48678e-05 | val_loss: 1.40681e-05 | Time: 1754.51 ms
[2021-12-16 11:09:26	                main:574]	:	INFO	:	Epoch 1650 | loss: 1.34923e-05 | val_loss: 1.35694e-05 | Time: 1755.71 ms
[2021-12-16 11:09:28	                main:574]	:	INFO	:	Epoch 1651 | loss: 1.29979e-05 | val_loss: 1.31287e-05 | Time: 1761.95 ms
[2021-12-16 11:09:30	                main:574]	:	INFO	:	Epoch 1652 | loss: 1.31831e-05 | val_loss: 1.43962e-05 | Time: 1755.39 ms
[2021-12-16 11:09:31	                main:574]	:	INFO	:	Epoch 1653 | loss: 1.8453e-05 | val_loss: 1.81034e-05 | Time: 1755.99 ms
[2021-12-16 11:09:33	                main:574]	:	INFO	:	Epoch 1654 | loss: 1.42894e-05 | val_loss: 1.33986e-05 | Time: 1754.21 ms
[2021-12-16 11:09:35	                main:574]	:	INFO	:	Epoch 1655 | loss: 1.30039e-05 | val_loss: 1.30453e-05 | Time: 1752.2 ms
[2021-12-16 11:09:37	                main:574]	:	INFO	:	Epoch 1656 | loss: 1.28471e-05 | val_loss: 1.28857e-05 | Time: 1756.59 ms
[2021-12-16 11:09:38	                main:574]	:	INFO	:	Epoch 1657 | loss: 1.29418e-05 | val_loss: 1.37359e-05 | Time: 1757.55 ms
[2021-12-16 11:09:40	                main:574]	:	INFO	:	Epoch 1658 | loss: 1.37075e-05 | val_loss: 1.68129e-05 | Time: 1756.12 ms
[2021-12-16 11:09:42	                main:574]	:	INFO	:	Epoch 1659 | loss: 2.90783e-05 | val_loss: 2.25679e-05 | Time: 1758.89 ms
[2021-12-16 11:09:44	                main:574]	:	INFO	:	Epoch 1660 | loss: 1.80718e-05 | val_loss: 1.69727e-05 | Time: 1757.09 ms
[2021-12-16 11:09:45	                main:574]	:	INFO	:	Epoch 1661 | loss: 1.48951e-05 | val_loss: 1.37477e-05 | Time: 1750.78 ms
[2021-12-16 11:09:47	                main:574]	:	INFO	:	Epoch 1662 | loss: 1.3206e-05 | val_loss: 1.37011e-05 | Time: 1753.9 ms
[2021-12-16 11:09:49	                main:574]	:	INFO	:	Epoch 1663 | loss: 1.30039e-05 | val_loss: 1.28936e-05 | Time: 1756.53 ms
[2021-12-16 11:09:51	                main:574]	:	INFO	:	Epoch 1664 | loss: 1.29494e-05 | val_loss: 1.32354e-05 | Time: 1762.75 ms
[2021-12-16 11:09:52	                main:574]	:	INFO	:	Epoch 1665 | loss: 1.27216e-05 | val_loss: 1.27546e-05 | Time: 1754.93 ms
[2021-12-16 11:09:54	                main:574]	:	INFO	:	Epoch 1666 | loss: 1.27829e-05 | val_loss: 1.38348e-05 | Time: 1770.75 ms
[2021-12-16 11:09:56	                main:574]	:	INFO	:	Epoch 1667 | loss: 1.95664e-05 | val_loss: 1.93099e-05 | Time: 1754.97 ms
[2021-12-16 11:09:58	                main:574]	:	INFO	:	Epoch 1668 | loss: 1.51187e-05 | val_loss: 1.47328e-05 | Time: 1755.96 ms
[2021-12-16 11:10:00	                main:574]	:	INFO	:	Epoch 1669 | loss: 1.34492e-05 | val_loss: 1.30482e-05 | Time: 1752.19 ms
[2021-12-16 11:10:01	                main:574]	:	INFO	:	Epoch 1670 | loss: 1.28265e-05 | val_loss: 1.3094e-05 | Time: 1757.42 ms
[2021-12-16 11:10:03	                main:574]	:	INFO	:	Epoch 1671 | loss: 1.27442e-05 | val_loss: 1.29188e-05 | Time: 1755.74 ms
[2021-12-16 11:10:05	                main:574]	:	INFO	:	Epoch 1672 | loss: 1.28909e-05 | val_loss: 1.4157e-05 | Time: 1766.45 ms
[2021-12-16 11:10:07	                main:574]	:	INFO	:	Epoch 1673 | loss: 1.49854e-05 | val_loss: 1.53562e-05 | Time: 1767.05 ms
[2021-12-16 11:10:08	                main:574]	:	INFO	:	Epoch 1674 | loss: 1.39003e-05 | val_loss: 1.29463e-05 | Time: 1761.85 ms
[2021-12-16 11:10:10	                main:574]	:	INFO	:	Epoch 1675 | loss: 1.32876e-05 | val_loss: 1.62346e-05 | Time: 1753.35 ms
[2021-12-16 11:10:12	                main:574]	:	INFO	:	Epoch 1676 | loss: 1.71812e-05 | val_loss: 1.37304e-05 | Time: 1759.65 ms
[2021-12-16 11:10:14	                main:574]	:	INFO	:	Epoch 1677 | loss: 1.34085e-05 | val_loss: 1.37328e-05 | Time: 1758.19 ms
[2021-12-16 11:10:15	                main:574]	:	INFO	:	Epoch 1678 | loss: 1.78216e-05 | val_loss: 2.18477e-05 | Time: 1751.11 ms
[2021-12-16 11:10:17	                main:574]	:	INFO	:	Epoch 1679 | loss: 1.53846e-05 | val_loss: 1.28984e-05 | Time: 1757.05 ms
[2021-12-16 11:10:19	                main:574]	:	INFO	:	Epoch 1680 | loss: 1.42268e-05 | val_loss: 1.87624e-05 | Time: 1767.47 ms
[2021-12-16 11:10:21	                main:574]	:	INFO	:	Epoch 1681 | loss: 1.58249e-05 | val_loss: 1.40475e-05 | Time: 1763.06 ms
[2021-12-16 11:10:23	                main:574]	:	INFO	:	Epoch 1682 | loss: 1.37187e-05 | val_loss: 1.32871e-05 | Time: 1768.26 ms
[2021-12-16 11:10:24	                main:574]	:	INFO	:	Epoch 1683 | loss: 1.32927e-05 | val_loss: 1.28321e-05 | Time: 1762.65 ms
[2021-12-16 11:10:26	                main:574]	:	INFO	:	Epoch 1684 | loss: 1.28115e-05 | val_loss: 1.35052e-05 | Time: 1757.45 ms
[2021-12-16 11:10:28	                main:574]	:	INFO	:	Epoch 1685 | loss: 1.4343e-05 | val_loss: 1.81656e-05 | Time: 1752.46 ms
[2021-12-16 11:10:30	                main:574]	:	INFO	:	Epoch 1686 | loss: 1.7498e-05 | val_loss: 1.63397e-05 | Time: 1743.42 ms
[2021-12-16 11:10:31	                main:574]	:	INFO	:	Epoch 1687 | loss: 1.44192e-05 | val_loss: 1.47244e-05 | Time: 1748.29 ms
[2021-12-16 11:10:33	                main:574]	:	INFO	:	Epoch 1688 | loss: 1.5613e-05 | val_loss: 1.34701e-05 | Time: 1771.86 ms
[2021-12-16 11:10:35	                main:574]	:	INFO	:	Epoch 1689 | loss: 1.36557e-05 | val_loss: 1.37829e-05 | Time: 1768.49 ms
[2021-12-16 11:10:37	                main:574]	:	INFO	:	Epoch 1690 | loss: 1.42826e-05 | val_loss: 1.67141e-05 | Time: 1760.4 ms
[2021-12-16 11:10:38	                main:574]	:	INFO	:	Epoch 1691 | loss: 1.42223e-05 | val_loss: 1.32305e-05 | Time: 1754.42 ms
[2021-12-16 11:10:40	                main:574]	:	INFO	:	Epoch 1692 | loss: 1.36652e-05 | val_loss: 1.42704e-05 | Time: 1759.22 ms
[2021-12-16 11:10:42	                main:574]	:	INFO	:	Epoch 1693 | loss: 1.80222e-05 | val_loss: 2.69586e-05 | Time: 1754.6 ms
[2021-12-16 11:10:44	                main:574]	:	INFO	:	Epoch 1694 | loss: 1.66872e-05 | val_loss: 1.42661e-05 | Time: 1825.22 ms
[2021-12-16 11:10:46	                main:574]	:	INFO	:	Epoch 1695 | loss: 1.38298e-05 | val_loss: 1.38278e-05 | Time: 1759.49 ms
[2021-12-16 11:10:47	                main:574]	:	INFO	:	Epoch 1696 | loss: 1.38093e-05 | val_loss: 1.30909e-05 | Time: 1760.95 ms
[2021-12-16 11:10:49	                main:574]	:	INFO	:	Epoch 1697 | loss: 1.32694e-05 | val_loss: 1.42507e-05 | Time: 1754.26 ms
[2021-12-16 11:10:51	                main:574]	:	INFO	:	Epoch 1698 | loss: 1.52855e-05 | val_loss: 1.6935e-05 | Time: 1766.55 ms
[2021-12-16 11:10:53	                main:574]	:	INFO	:	Epoch 1699 | loss: 1.47182e-05 | val_loss: 1.39606e-05 | Time: 1765.74 ms
[2021-12-16 11:10:54	                main:574]	:	INFO	:	Epoch 1700 | loss: 1.40685e-05 | val_loss: 1.46625e-05 | Time: 1767.38 ms
[2021-12-16 11:10:56	                main:574]	:	INFO	:	Epoch 1701 | loss: 1.44274e-05 | val_loss: 1.30538e-05 | Time: 1769.59 ms
[2021-12-16 11:10:58	                main:574]	:	INFO	:	Epoch 1702 | loss: 1.39382e-05 | val_loss: 1.41259e-05 | Time: 1764.03 ms
[2021-12-16 11:11:00	                main:574]	:	INFO	:	Epoch 1703 | loss: 1.48671e-05 | val_loss: 1.51346e-05 | Time: 1769.52 ms
[2021-12-16 11:11:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 1.40991e-05 | val_loss: 1.67838e-05 | Time: 1772.35 ms
[2021-12-16 11:11:03	                main:574]	:	INFO	:	Epoch 1705 | loss: 1.53168e-05 | val_loss: 1.62854e-05 | Time: 1766.54 ms
[2021-12-16 11:11:05	                main:574]	:	INFO	:	Epoch 1706 | loss: 1.67228e-05 | val_loss: 2.51537e-05 | Time: 1766.8 ms
[2021-12-16 11:11:07	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.00460195 | val_loss: 0.0235974 | Time: 1764.08 ms
[2021-12-16 11:11:09	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0177384 | val_loss: 0.0111844 | Time: 1762.2 ms
[2021-12-16 11:11:10	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0100043 | val_loss: 0.00664866 | Time: 1755.63 ms
[2021-12-16 11:11:12	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0042683 | val_loss: 0.00307157 | Time: 1747.6 ms
[2021-12-16 11:11:14	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.00308648 | val_loss: 0.00286477 | Time: 1755.82 ms
[2021-12-16 11:11:16	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.00286084 | val_loss: 0.00266234 | Time: 1756.7 ms
[2021-12-16 11:11:18	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0028236 | val_loss: 0.00260366 | Time: 1759.99 ms
[2021-12-16 11:11:19	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.00270537 | val_loss: 0.0025385 | Time: 1777.6 ms
[2021-12-16 11:11:21	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.00251544 | val_loss: 0.00208956 | Time: 1769.24 ms
[2021-12-16 11:11:23	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.00362994 | val_loss: 0.00218453 | Time: 1772.68 ms
[2021-12-16 11:11:25	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.00123714 | val_loss: 0.000302037 | Time: 1755.22 ms
[2021-12-16 11:11:26	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.00024141 | val_loss: 0.000142474 | Time: 1767.19 ms
[2021-12-16 11:11:28	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.000101078 | val_loss: 7.57584e-05 | Time: 1758.08 ms
[2021-12-16 11:11:30	                main:574]	:	INFO	:	Epoch 1720 | loss: 6.02203e-05 | val_loss: 4.86176e-05 | Time: 1762.82 ms
[2021-12-16 11:11:32	                main:574]	:	INFO	:	Epoch 1721 | loss: 4.61584e-05 | val_loss: 4.10275e-05 | Time: 1752.23 ms
[2021-12-16 11:11:34	                main:574]	:	INFO	:	Epoch 1722 | loss: 4.01534e-05 | val_loss: 3.72079e-05 | Time: 1773.25 ms
[2021-12-16 11:11:35	                main:574]	:	INFO	:	Epoch 1723 | loss: 3.6662e-05 | val_loss: 3.45068e-05 | Time: 1774.57 ms
[2021-12-16 11:11:37	                main:574]	:	INFO	:	Epoch 1724 | loss: 3.40357e-05 | val_loss: 3.2257e-05 | Time: 1771.13 ms
[2021-12-16 11:11:39	                main:574]	:	INFO	:	Epoch 1725 | loss: 3.18793e-05 | val_loss: 3.05536e-05 | Time: 1762.13 ms
[2021-12-16 11:11:41	                main:574]	:	INFO	:	Epoch 1726 | loss: 3.01835e-05 | val_loss: 2.91969e-05 | Time: 1764.26 ms
[2021-12-16 11:11:42	                main:574]	:	INFO	:	Epoch 1727 | loss: 2.88784e-05 | val_loss: 2.7953e-05 | Time: 1762.02 ms
[2021-12-16 11:11:44	                main:574]	:	INFO	:	Epoch 1728 | loss: 2.7687e-05 | val_loss: 2.71225e-05 | Time: 1757.22 ms
[2021-12-16 11:11:46	                main:574]	:	INFO	:	Epoch 1729 | loss: 2.67609e-05 | val_loss: 2.63611e-05 | Time: 1756.27 ms
[2021-12-16 11:11:48	                main:574]	:	INFO	:	Epoch 1730 | loss: 2.57546e-05 | val_loss: 2.52476e-05 | Time: 1773.31 ms
[2021-12-16 11:11:49	                main:574]	:	INFO	:	Epoch 1731 | loss: 2.50275e-05 | val_loss: 2.47586e-05 | Time: 1775.43 ms
[2021-12-16 11:11:51	                main:574]	:	INFO	:	Epoch 1732 | loss: 2.43367e-05 | val_loss: 2.41625e-05 | Time: 1769.99 ms
[2021-12-16 11:11:53	                main:574]	:	INFO	:	Epoch 1733 | loss: 2.37967e-05 | val_loss: 2.35899e-05 | Time: 1759.22 ms
[2021-12-16 11:11:55	                main:574]	:	INFO	:	Epoch 1734 | loss: 2.32569e-05 | val_loss: 2.31097e-05 | Time: 1763.92 ms
[2021-12-16 11:11:57	                main:574]	:	INFO	:	Epoch 1735 | loss: 2.2788e-05 | val_loss: 2.26902e-05 | Time: 1761.72 ms
[2021-12-16 11:11:58	                main:574]	:	INFO	:	Epoch 1736 | loss: 2.23721e-05 | val_loss: 2.25073e-05 | Time: 1766.86 ms
[2021-12-16 11:12:00	                main:574]	:	INFO	:	Epoch 1737 | loss: 2.19685e-05 | val_loss: 2.20067e-05 | Time: 1809.1 ms
[2021-12-16 11:12:02	                main:574]	:	INFO	:	Epoch 1738 | loss: 2.16291e-05 | val_loss: 2.15117e-05 | Time: 1762.48 ms
[2021-12-16 11:12:04	                main:574]	:	INFO	:	Epoch 1739 | loss: 2.12936e-05 | val_loss: 2.12822e-05 | Time: 1764.71 ms
[2021-12-16 11:12:06	                main:574]	:	INFO	:	Epoch 1740 | loss: 2.09849e-05 | val_loss: 2.09106e-05 | Time: 1772.88 ms
[2021-12-16 11:12:07	                main:574]	:	INFO	:	Epoch 1741 | loss: 2.06519e-05 | val_loss: 2.07378e-05 | Time: 1816.44 ms
[2021-12-16 11:12:09	                main:574]	:	INFO	:	Epoch 1742 | loss: 2.03917e-05 | val_loss: 2.04835e-05 | Time: 1803.66 ms
[2021-12-16 11:12:11	                main:574]	:	INFO	:	Epoch 1743 | loss: 2.00798e-05 | val_loss: 2.03711e-05 | Time: 1775.63 ms
[2021-12-16 11:12:13	                main:574]	:	INFO	:	Epoch 1744 | loss: 1.9881e-05 | val_loss: 2.01985e-05 | Time: 1760.2 ms
[2021-12-16 11:12:14	                main:574]	:	INFO	:	Epoch 1745 | loss: 1.9653e-05 | val_loss: 1.98168e-05 | Time: 1768 ms
[2021-12-16 11:12:16	                main:574]	:	INFO	:	Epoch 1746 | loss: 1.94272e-05 | val_loss: 1.96116e-05 | Time: 1759.85 ms
[2021-12-16 11:12:18	                main:574]	:	INFO	:	Epoch 1747 | loss: 1.92649e-05 | val_loss: 1.9365e-05 | Time: 1848.11 ms
[2021-12-16 11:12:20	                main:574]	:	INFO	:	Epoch 1748 | loss: 1.89987e-05 | val_loss: 1.92415e-05 | Time: 1770.81 ms
[2021-12-16 11:12:22	                main:574]	:	INFO	:	Epoch 1749 | loss: 1.88801e-05 | val_loss: 1.8992e-05 | Time: 1761.79 ms
[2021-12-16 11:12:23	                main:574]	:	INFO	:	Epoch 1750 | loss: 1.87153e-05 | val_loss: 1.89229e-05 | Time: 1806.38 ms
[2021-12-16 11:12:25	                main:574]	:	INFO	:	Epoch 1751 | loss: 1.85644e-05 | val_loss: 1.88611e-05 | Time: 1762.7 ms
[2021-12-16 11:12:27	                main:574]	:	INFO	:	Epoch 1752 | loss: 1.8377e-05 | val_loss: 1.86417e-05 | Time: 1762.97 ms
[2021-12-16 11:12:29	                main:574]	:	INFO	:	Epoch 1753 | loss: 1.82634e-05 | val_loss: 1.85182e-05 | Time: 1762.48 ms
[2021-12-16 11:12:31	                main:574]	:	INFO	:	Epoch 1754 | loss: 1.80846e-05 | val_loss: 1.84097e-05 | Time: 1759.76 ms
[2021-12-16 11:12:32	                main:574]	:	INFO	:	Epoch 1755 | loss: 1.79682e-05 | val_loss: 1.83526e-05 | Time: 1762.19 ms
[2021-12-16 11:12:34	                main:574]	:	INFO	:	Epoch 1756 | loss: 1.79336e-05 | val_loss: 1.82e-05 | Time: 1769.22 ms
[2021-12-16 11:12:36	                main:574]	:	INFO	:	Epoch 1757 | loss: 1.7802e-05 | val_loss: 1.80744e-05 | Time: 1775.6 ms
[2021-12-16 11:12:38	                main:574]	:	INFO	:	Epoch 1758 | loss: 1.7729e-05 | val_loss: 1.79934e-05 | Time: 1763.94 ms
[2021-12-16 11:12:39	                main:574]	:	INFO	:	Epoch 1759 | loss: 1.76123e-05 | val_loss: 1.79114e-05 | Time: 1779.27 ms
[2021-12-16 11:12:41	                main:574]	:	INFO	:	Epoch 1760 | loss: 1.75131e-05 | val_loss: 1.79619e-05 | Time: 1766.05 ms
[2021-12-16 11:12:43	                main:574]	:	INFO	:	Epoch 1761 | loss: 1.73882e-05 | val_loss: 1.77468e-05 | Time: 1772.54 ms
[2021-12-16 11:12:45	                main:574]	:	INFO	:	Epoch 1762 | loss: 1.7264e-05 | val_loss: 1.7635e-05 | Time: 1763.25 ms
[2021-12-16 11:12:47	                main:574]	:	INFO	:	Epoch 1763 | loss: 1.71768e-05 | val_loss: 1.76086e-05 | Time: 1763.37 ms
[2021-12-16 11:12:48	                main:574]	:	INFO	:	Epoch 1764 | loss: 1.70995e-05 | val_loss: 1.75209e-05 | Time: 1767.64 ms
[2021-12-16 11:12:50	                main:574]	:	INFO	:	Epoch 1765 | loss: 1.69962e-05 | val_loss: 1.74424e-05 | Time: 1762.36 ms
[2021-12-16 11:12:52	                main:574]	:	INFO	:	Epoch 1766 | loss: 1.693e-05 | val_loss: 1.74333e-05 | Time: 1762.85 ms
[2021-12-16 11:12:54	                main:574]	:	INFO	:	Epoch 1767 | loss: 1.69533e-05 | val_loss: 1.73487e-05 | Time: 1765.91 ms
[2021-12-16 11:12:55	                main:574]	:	INFO	:	Epoch 1768 | loss: 1.68997e-05 | val_loss: 1.75114e-05 | Time: 1768.84 ms
[2021-12-16 11:12:57	                main:574]	:	INFO	:	Epoch 1769 | loss: 1.683e-05 | val_loss: 1.72778e-05 | Time: 1756.26 ms
[2021-12-16 11:12:59	                main:574]	:	INFO	:	Epoch 1770 | loss: 1.67647e-05 | val_loss: 1.72323e-05 | Time: 1756.94 ms
[2021-12-16 11:13:01	                main:574]	:	INFO	:	Epoch 1771 | loss: 1.67339e-05 | val_loss: 1.73506e-05 | Time: 1763.89 ms
[2021-12-16 11:13:03	                main:574]	:	INFO	:	Epoch 1772 | loss: 1.66229e-05 | val_loss: 1.72013e-05 | Time: 1752.37 ms
[2021-12-16 11:13:04	                main:574]	:	INFO	:	Epoch 1773 | loss: 1.65922e-05 | val_loss: 1.70607e-05 | Time: 1766.59 ms
[2021-12-16 11:13:06	                main:574]	:	INFO	:	Epoch 1774 | loss: 1.65072e-05 | val_loss: 1.70312e-05 | Time: 1773.33 ms
[2021-12-16 11:13:08	                main:574]	:	INFO	:	Epoch 1775 | loss: 1.64563e-05 | val_loss: 1.70896e-05 | Time: 1771.84 ms
[2021-12-16 11:13:10	                main:574]	:	INFO	:	Epoch 1776 | loss: 1.63358e-05 | val_loss: 1.69935e-05 | Time: 1767.42 ms
[2021-12-16 11:13:11	                main:574]	:	INFO	:	Epoch 1777 | loss: 1.62996e-05 | val_loss: 1.71723e-05 | Time: 1764.05 ms
[2021-12-16 11:13:13	                main:574]	:	INFO	:	Epoch 1778 | loss: 1.63708e-05 | val_loss: 1.68797e-05 | Time: 1763.03 ms
[2021-12-16 11:13:15	                main:574]	:	INFO	:	Epoch 1779 | loss: 1.62376e-05 | val_loss: 1.68264e-05 | Time: 1762.78 ms
[2021-12-16 11:13:17	                main:574]	:	INFO	:	Epoch 1780 | loss: 1.62029e-05 | val_loss: 1.68065e-05 | Time: 1757.64 ms
[2021-12-16 11:13:18	                main:574]	:	INFO	:	Epoch 1781 | loss: 1.61193e-05 | val_loss: 1.66445e-05 | Time: 1774.01 ms
[2021-12-16 11:13:20	                main:574]	:	INFO	:	Epoch 1782 | loss: 1.60737e-05 | val_loss: 1.67316e-05 | Time: 1766.55 ms
[2021-12-16 11:13:22	                main:574]	:	INFO	:	Epoch 1783 | loss: 1.60291e-05 | val_loss: 1.69185e-05 | Time: 1768.51 ms
[2021-12-16 11:13:24	                main:574]	:	INFO	:	Epoch 1784 | loss: 1.60048e-05 | val_loss: 1.65991e-05 | Time: 1762.37 ms
[2021-12-16 11:13:26	                main:574]	:	INFO	:	Epoch 1785 | loss: 1.59279e-05 | val_loss: 1.66909e-05 | Time: 1762.46 ms
[2021-12-16 11:13:27	                main:574]	:	INFO	:	Epoch 1786 | loss: 1.59546e-05 | val_loss: 1.66588e-05 | Time: 1761.73 ms
[2021-12-16 11:13:29	                main:574]	:	INFO	:	Epoch 1787 | loss: 1.58987e-05 | val_loss: 1.65566e-05 | Time: 1765.46 ms
[2021-12-16 11:13:31	                main:574]	:	INFO	:	Epoch 1788 | loss: 1.58765e-05 | val_loss: 1.66153e-05 | Time: 1759.31 ms
[2021-12-16 11:13:33	                main:574]	:	INFO	:	Epoch 1789 | loss: 1.58221e-05 | val_loss: 1.65911e-05 | Time: 1761.39 ms
[2021-12-16 11:13:34	                main:574]	:	INFO	:	Epoch 1790 | loss: 1.57963e-05 | val_loss: 1.64848e-05 | Time: 1763.1 ms
[2021-12-16 11:13:36	                main:574]	:	INFO	:	Epoch 1791 | loss: 1.56986e-05 | val_loss: 1.64437e-05 | Time: 1758.54 ms
[2021-12-16 11:13:38	                main:574]	:	INFO	:	Epoch 1792 | loss: 1.57403e-05 | val_loss: 1.66106e-05 | Time: 1767.34 ms
[2021-12-16 11:13:40	                main:574]	:	INFO	:	Epoch 1793 | loss: 1.82731e-05 | val_loss: 3.36257e-05 | Time: 1755.91 ms
[2021-12-16 11:13:42	                main:574]	:	INFO	:	Epoch 1794 | loss: 2.50577e-05 | val_loss: 2.04806e-05 | Time: 1765.17 ms
[2021-12-16 11:13:43	                main:574]	:	INFO	:	Epoch 1795 | loss: 1.66865e-05 | val_loss: 1.70079e-05 | Time: 1753.78 ms
[2021-12-16 11:13:45	                main:574]	:	INFO	:	Epoch 1796 | loss: 1.57925e-05 | val_loss: 1.62823e-05 | Time: 1760.04 ms
[2021-12-16 11:13:47	                main:574]	:	INFO	:	Epoch 1797 | loss: 1.55941e-05 | val_loss: 1.64422e-05 | Time: 1760.97 ms
[2021-12-16 11:13:49	                main:574]	:	INFO	:	Epoch 1798 | loss: 1.5548e-05 | val_loss: 1.616e-05 | Time: 1767.65 ms
[2021-12-16 11:13:50	                main:574]	:	INFO	:	Epoch 1799 | loss: 1.55735e-05 | val_loss: 1.63092e-05 | Time: 1766.72 ms
[2021-12-16 11:13:52	                main:574]	:	INFO	:	Epoch 1800 | loss: 1.55097e-05 | val_loss: 1.63241e-05 | Time: 1769.58 ms
[2021-12-16 11:13:54	                main:574]	:	INFO	:	Epoch 1801 | loss: 1.55394e-05 | val_loss: 1.61394e-05 | Time: 1763.39 ms
[2021-12-16 11:13:56	                main:574]	:	INFO	:	Epoch 1802 | loss: 1.54394e-05 | val_loss: 1.61523e-05 | Time: 1761.93 ms
[2021-12-16 11:13:57	                main:574]	:	INFO	:	Epoch 1803 | loss: 1.53897e-05 | val_loss: 1.60591e-05 | Time: 1756.66 ms
[2021-12-16 11:13:59	                main:574]	:	INFO	:	Epoch 1804 | loss: 1.53894e-05 | val_loss: 1.61142e-05 | Time: 1757.17 ms
[2021-12-16 11:14:01	                main:574]	:	INFO	:	Epoch 1805 | loss: 1.54394e-05 | val_loss: 1.61546e-05 | Time: 1760.13 ms
[2021-12-16 11:14:03	                main:574]	:	INFO	:	Epoch 1806 | loss: 1.53628e-05 | val_loss: 1.6295e-05 | Time: 1763.73 ms
[2021-12-16 11:14:05	                main:574]	:	INFO	:	Epoch 1807 | loss: 1.52946e-05 | val_loss: 1.61148e-05 | Time: 1763.82 ms
[2021-12-16 11:14:06	                main:574]	:	INFO	:	Epoch 1808 | loss: 1.52933e-05 | val_loss: 1.60669e-05 | Time: 1768.99 ms
[2021-12-16 11:14:08	                main:574]	:	INFO	:	Epoch 1809 | loss: 1.52336e-05 | val_loss: 1.60343e-05 | Time: 1770.11 ms
[2021-12-16 11:14:10	                main:574]	:	INFO	:	Epoch 1810 | loss: 1.54433e-05 | val_loss: 1.70523e-05 | Time: 1762.61 ms
[2021-12-16 11:14:12	                main:574]	:	INFO	:	Epoch 1811 | loss: 2.34166e-05 | val_loss: 1.6301e-05 | Time: 1757.98 ms
[2021-12-16 11:14:13	                main:574]	:	INFO	:	Epoch 1812 | loss: 1.70557e-05 | val_loss: 1.70375e-05 | Time: 1760.76 ms
[2021-12-16 11:14:15	                main:574]	:	INFO	:	Epoch 1813 | loss: 1.54774e-05 | val_loss: 1.61755e-05 | Time: 1800.99 ms
[2021-12-16 11:14:17	                main:574]	:	INFO	:	Epoch 1814 | loss: 1.51668e-05 | val_loss: 1.59744e-05 | Time: 1756.98 ms
[2021-12-16 11:14:19	                main:574]	:	INFO	:	Epoch 1815 | loss: 1.51234e-05 | val_loss: 1.58042e-05 | Time: 1772.78 ms
[2021-12-16 11:14:21	                main:574]	:	INFO	:	Epoch 1816 | loss: 1.51047e-05 | val_loss: 1.61774e-05 | Time: 1765.79 ms
[2021-12-16 11:14:22	                main:574]	:	INFO	:	Epoch 1817 | loss: 1.51261e-05 | val_loss: 1.59195e-05 | Time: 1760.69 ms
[2021-12-16 11:14:24	                main:574]	:	INFO	:	Epoch 1818 | loss: 1.50607e-05 | val_loss: 1.58943e-05 | Time: 1773.09 ms
[2021-12-16 11:14:26	                main:574]	:	INFO	:	Epoch 1819 | loss: 1.50734e-05 | val_loss: 1.57964e-05 | Time: 1760.86 ms
[2021-12-16 11:14:28	                main:574]	:	INFO	:	Epoch 1820 | loss: 1.50393e-05 | val_loss: 1.5832e-05 | Time: 1759.12 ms
[2021-12-16 11:14:29	                main:574]	:	INFO	:	Epoch 1821 | loss: 1.50213e-05 | val_loss: 1.59549e-05 | Time: 1760.27 ms
[2021-12-16 11:14:31	                main:574]	:	INFO	:	Epoch 1822 | loss: 1.50236e-05 | val_loss: 1.59884e-05 | Time: 1746.52 ms
[2021-12-16 11:14:33	                main:574]	:	INFO	:	Epoch 1823 | loss: 1.49906e-05 | val_loss: 1.58574e-05 | Time: 1766.23 ms
[2021-12-16 11:14:35	                main:574]	:	INFO	:	Epoch 1824 | loss: 1.49401e-05 | val_loss: 1.56624e-05 | Time: 1763.74 ms
[2021-12-16 11:14:37	                main:574]	:	INFO	:	Epoch 1825 | loss: 1.51572e-05 | val_loss: 1.65643e-05 | Time: 1768.81 ms
[2021-12-16 11:14:38	                main:574]	:	INFO	:	Epoch 1826 | loss: 2.44552e-05 | val_loss: 1.62187e-05 | Time: 1759.03 ms
[2021-12-16 11:14:40	                main:574]	:	INFO	:	Epoch 1827 | loss: 1.73433e-05 | val_loss: 1.56736e-05 | Time: 1755.28 ms
[2021-12-16 11:14:42	                main:574]	:	INFO	:	Epoch 1828 | loss: 1.51997e-05 | val_loss: 1.58183e-05 | Time: 1756.77 ms
[2021-12-16 11:14:44	                main:574]	:	INFO	:	Epoch 1829 | loss: 1.49453e-05 | val_loss: 1.57208e-05 | Time: 1758.81 ms
[2021-12-16 11:14:45	                main:574]	:	INFO	:	Epoch 1830 | loss: 1.48838e-05 | val_loss: 1.57353e-05 | Time: 1749.44 ms
[2021-12-16 11:14:47	                main:574]	:	INFO	:	Epoch 1831 | loss: 1.48333e-05 | val_loss: 1.58366e-05 | Time: 1768.04 ms
[2021-12-16 11:14:49	                main:574]	:	INFO	:	Epoch 1832 | loss: 1.48103e-05 | val_loss: 1.55602e-05 | Time: 1765.93 ms
[2021-12-16 11:14:51	                main:574]	:	INFO	:	Epoch 1833 | loss: 1.48046e-05 | val_loss: 1.56802e-05 | Time: 1865.71 ms
[2021-12-16 11:14:53	                main:574]	:	INFO	:	Epoch 1834 | loss: 1.48222e-05 | val_loss: 1.57684e-05 | Time: 1767.68 ms
[2021-12-16 11:14:54	                main:574]	:	INFO	:	Epoch 1835 | loss: 1.48136e-05 | val_loss: 1.57617e-05 | Time: 1763.14 ms
[2021-12-16 11:14:56	                main:574]	:	INFO	:	Epoch 1836 | loss: 1.47769e-05 | val_loss: 1.58262e-05 | Time: 1766.48 ms
[2021-12-16 11:14:58	                main:574]	:	INFO	:	Epoch 1837 | loss: 1.47207e-05 | val_loss: 1.5635e-05 | Time: 1759.8 ms
[2021-12-16 11:15:00	                main:574]	:	INFO	:	Epoch 1838 | loss: 1.47369e-05 | val_loss: 1.55553e-05 | Time: 1757.79 ms
[2021-12-16 11:15:01	                main:574]	:	INFO	:	Epoch 1839 | loss: 1.47626e-05 | val_loss: 1.5652e-05 | Time: 1756.28 ms
[2021-12-16 11:15:03	                main:574]	:	INFO	:	Epoch 1840 | loss: 1.46973e-05 | val_loss: 1.55391e-05 | Time: 1763.19 ms
[2021-12-16 11:15:05	                main:574]	:	INFO	:	Epoch 1841 | loss: 1.47256e-05 | val_loss: 1.57101e-05 | Time: 1768.6 ms
[2021-12-16 11:15:07	                main:574]	:	INFO	:	Epoch 1842 | loss: 1.46517e-05 | val_loss: 1.53328e-05 | Time: 1763.42 ms
[2021-12-16 11:15:09	                main:574]	:	INFO	:	Epoch 1843 | loss: 1.57305e-05 | val_loss: 2.20157e-05 | Time: 1774 ms
[2021-12-16 11:15:10	                main:574]	:	INFO	:	Epoch 1844 | loss: 2.173e-05 | val_loss: 1.60508e-05 | Time: 1764.15 ms
[2021-12-16 11:15:12	                main:574]	:	INFO	:	Epoch 1845 | loss: 1.53216e-05 | val_loss: 1.6009e-05 | Time: 1756.58 ms
[2021-12-16 11:15:14	                main:574]	:	INFO	:	Epoch 1846 | loss: 1.4723e-05 | val_loss: 1.54306e-05 | Time: 1768.62 ms
[2021-12-16 11:15:16	                main:574]	:	INFO	:	Epoch 1847 | loss: 1.45547e-05 | val_loss: 1.54497e-05 | Time: 1756.42 ms
[2021-12-16 11:15:17	                main:574]	:	INFO	:	Epoch 1848 | loss: 1.45713e-05 | val_loss: 1.54969e-05 | Time: 1759.25 ms
[2021-12-16 11:15:19	                main:574]	:	INFO	:	Epoch 1849 | loss: 1.45328e-05 | val_loss: 1.54534e-05 | Time: 1765.17 ms
[2021-12-16 11:15:21	                main:574]	:	INFO	:	Epoch 1850 | loss: 1.45275e-05 | val_loss: 1.52817e-05 | Time: 1767.54 ms
[2021-12-16 11:15:23	                main:574]	:	INFO	:	Epoch 1851 | loss: 1.4493e-05 | val_loss: 1.5395e-05 | Time: 1764.79 ms
[2021-12-16 11:15:25	                main:574]	:	INFO	:	Epoch 1852 | loss: 1.44455e-05 | val_loss: 1.53553e-05 | Time: 1762.43 ms
[2021-12-16 11:15:26	                main:574]	:	INFO	:	Epoch 1853 | loss: 1.44574e-05 | val_loss: 1.53218e-05 | Time: 1757.89 ms
[2021-12-16 11:15:28	                main:574]	:	INFO	:	Epoch 1854 | loss: 1.44526e-05 | val_loss: 1.53196e-05 | Time: 1755.06 ms
[2021-12-16 11:15:30	                main:574]	:	INFO	:	Epoch 1855 | loss: 1.4408e-05 | val_loss: 1.53656e-05 | Time: 1759.39 ms
[2021-12-16 11:15:32	                main:574]	:	INFO	:	Epoch 1856 | loss: 1.45176e-05 | val_loss: 1.59954e-05 | Time: 1759.24 ms
[2021-12-16 11:15:33	                main:574]	:	INFO	:	Epoch 1857 | loss: 2.45365e-05 | val_loss: 1.72597e-05 | Time: 1760.75 ms
[2021-12-16 11:15:35	                main:574]	:	INFO	:	Epoch 1858 | loss: 1.70802e-05 | val_loss: 1.67442e-05 | Time: 1769.25 ms
[2021-12-16 11:15:37	                main:574]	:	INFO	:	Epoch 1859 | loss: 1.48599e-05 | val_loss: 1.55421e-05 | Time: 1761.18 ms
[2021-12-16 11:15:39	                main:574]	:	INFO	:	Epoch 1860 | loss: 1.44388e-05 | val_loss: 1.53588e-05 | Time: 1766.91 ms
[2021-12-16 11:15:40	                main:574]	:	INFO	:	Epoch 1861 | loss: 1.43434e-05 | val_loss: 1.51583e-05 | Time: 1761.06 ms
[2021-12-16 11:15:42	                main:574]	:	INFO	:	Epoch 1862 | loss: 1.43606e-05 | val_loss: 1.52811e-05 | Time: 1755.22 ms
[2021-12-16 11:15:44	                main:574]	:	INFO	:	Epoch 1863 | loss: 1.42824e-05 | val_loss: 1.50626e-05 | Time: 1758.85 ms
[2021-12-16 11:15:46	                main:574]	:	INFO	:	Epoch 1864 | loss: 1.42609e-05 | val_loss: 1.51579e-05 | Time: 1753.04 ms
[2021-12-16 11:15:48	                main:574]	:	INFO	:	Epoch 1865 | loss: 1.42745e-05 | val_loss: 1.51931e-05 | Time: 1768.59 ms
[2021-12-16 11:15:49	                main:574]	:	INFO	:	Epoch 1866 | loss: 1.42263e-05 | val_loss: 1.52463e-05 | Time: 1757.28 ms
[2021-12-16 11:15:51	                main:574]	:	INFO	:	Epoch 1867 | loss: 1.42542e-05 | val_loss: 1.54025e-05 | Time: 1757.46 ms
[2021-12-16 11:15:53	                main:574]	:	INFO	:	Epoch 1868 | loss: 1.43707e-05 | val_loss: 1.52437e-05 | Time: 1756.27 ms
[2021-12-16 11:15:55	                main:574]	:	INFO	:	Epoch 1869 | loss: 1.43339e-05 | val_loss: 1.49485e-05 | Time: 1760.41 ms
[2021-12-16 11:15:56	                main:574]	:	INFO	:	Epoch 1870 | loss: 1.42029e-05 | val_loss: 1.51553e-05 | Time: 1784.56 ms
[2021-12-16 11:15:58	                main:574]	:	INFO	:	Epoch 1871 | loss: 1.41582e-05 | val_loss: 1.49797e-05 | Time: 1741.2 ms
[2021-12-16 11:16:00	                main:574]	:	INFO	:	Epoch 1872 | loss: 1.41652e-05 | val_loss: 1.49e-05 | Time: 1754.06 ms
[2021-12-16 11:16:02	                main:574]	:	INFO	:	Epoch 1873 | loss: 1.42205e-05 | val_loss: 1.49728e-05 | Time: 1763.82 ms
[2021-12-16 11:16:03	                main:574]	:	INFO	:	Epoch 1874 | loss: 1.42144e-05 | val_loss: 1.49945e-05 | Time: 1760.98 ms
[2021-12-16 11:16:05	                main:574]	:	INFO	:	Epoch 1875 | loss: 1.41684e-05 | val_loss: 1.51733e-05 | Time: 1752.86 ms
[2021-12-16 11:16:07	                main:574]	:	INFO	:	Epoch 1876 | loss: 1.75155e-05 | val_loss: 3.58161e-05 | Time: 1768.09 ms
[2021-12-16 11:16:09	                main:574]	:	INFO	:	Epoch 1877 | loss: 2.18525e-05 | val_loss: 1.53849e-05 | Time: 1756.7 ms
[2021-12-16 11:16:11	                main:574]	:	INFO	:	Epoch 1878 | loss: 1.48313e-05 | val_loss: 1.57497e-05 | Time: 1759.18 ms
[2021-12-16 11:16:12	                main:574]	:	INFO	:	Epoch 1879 | loss: 1.49232e-05 | val_loss: 1.44631e-05 | Time: 1742.89 ms
[2021-12-16 11:16:14	                main:574]	:	INFO	:	Epoch 1880 | loss: 1.42092e-05 | val_loss: 1.42703e-05 | Time: 1844.5 ms
[2021-12-16 11:16:16	                main:574]	:	INFO	:	Epoch 1881 | loss: 1.41653e-05 | val_loss: 1.4274e-05 | Time: 1772.49 ms
[2021-12-16 11:16:18	                main:574]	:	INFO	:	Epoch 1882 | loss: 1.39689e-05 | val_loss: 1.40231e-05 | Time: 1785.78 ms
[2021-12-16 11:16:21	                main:574]	:	INFO	:	Epoch 1883 | loss: 1.39015e-05 | val_loss: 1.41095e-05 | Time: 3684.76 ms
[2021-12-16 11:16:24	                main:574]	:	INFO	:	Epoch 1884 | loss: 1.3816e-05 | val_loss: 1.39607e-05 | Time: 2213.85 ms
[2021-12-16 11:16:26	                main:574]	:	INFO	:	Epoch 1885 | loss: 1.3864e-05 | val_loss: 1.40517e-05 | Time: 1929.73 ms
[2021-12-16 11:16:48	                main:574]	:	INFO	:	Epoch 1886 | loss: 1.3858e-05 | val_loss: 1.41881e-05 | Time: 22414.8 ms
[2021-12-16 11:16:50	                main:574]	:	INFO	:	Epoch 1887 | loss: 1.3862e-05 | val_loss: 1.40167e-05 | Time: 2076.46 ms
[2021-12-16 11:16:52	                main:574]	:	INFO	:	Epoch 1888 | loss: 1.37914e-05 | val_loss: 1.39258e-05 | Time: 1815.87 ms
[2021-12-16 11:16:54	                main:574]	:	INFO	:	Epoch 1889 | loss: 1.38323e-05 | val_loss: 1.41761e-05 | Time: 1731.05 ms
[2021-12-16 11:16:55	                main:574]	:	INFO	:	Epoch 1890 | loss: 1.37437e-05 | val_loss: 1.38997e-05 | Time: 1773.16 ms
[2021-12-16 11:17:17	                main:574]	:	INFO	:	Epoch 1891 | loss: 1.37135e-05 | val_loss: 1.38779e-05 | Time: 21978.7 ms
[2021-12-16 11:17:19	                main:574]	:	INFO	:	Epoch 1892 | loss: 1.37096e-05 | val_loss: 1.39217e-05 | Time: 1727.74 ms
[2021-12-16 11:17:21	                main:574]	:	INFO	:	Epoch 1893 | loss: 1.37308e-05 | val_loss: 1.39043e-05 | Time: 1737.96 ms
[2021-12-16 11:17:23	                main:574]	:	INFO	:	Epoch 1894 | loss: 1.36892e-05 | val_loss: 1.4026e-05 | Time: 1752.89 ms
[2021-12-16 11:17:24	                main:574]	:	INFO	:	Epoch 1895 | loss: 1.41713e-05 | val_loss: 1.79012e-05 | Time: 1753.34 ms
[2021-12-16 11:17:26	                main:574]	:	INFO	:	Epoch 1896 | loss: 2.34435e-05 | val_loss: 1.383e-05 | Time: 1757.17 ms
[2021-12-16 11:17:28	                main:574]	:	INFO	:	Epoch 1897 | loss: 1.49029e-05 | val_loss: 1.4796e-05 | Time: 1761.04 ms
[2021-12-16 11:17:30	                main:574]	:	INFO	:	Epoch 1898 | loss: 1.38898e-05 | val_loss: 1.41147e-05 | Time: 1756.52 ms
[2021-12-16 11:17:32	                main:574]	:	INFO	:	Epoch 1899 | loss: 1.37841e-05 | val_loss: 1.40199e-05 | Time: 1758.72 ms
[2021-12-16 11:17:33	                main:574]	:	INFO	:	Epoch 1900 | loss: 1.36542e-05 | val_loss: 1.38353e-05 | Time: 1753.85 ms
[2021-12-16 11:17:35	                main:574]	:	INFO	:	Epoch 1901 | loss: 1.36079e-05 | val_loss: 1.38904e-05 | Time: 1760.44 ms
[2021-12-16 11:17:37	                main:574]	:	INFO	:	Epoch 1902 | loss: 1.36414e-05 | val_loss: 1.39217e-05 | Time: 1759 ms
[2021-12-16 11:17:39	                main:574]	:	INFO	:	Epoch 1903 | loss: 1.36339e-05 | val_loss: 1.38771e-05 | Time: 1752.63 ms
[2021-12-16 11:17:40	                main:574]	:	INFO	:	Epoch 1904 | loss: 1.36794e-05 | val_loss: 1.38755e-05 | Time: 1750.8 ms
[2021-12-16 11:17:42	                main:574]	:	INFO	:	Epoch 1905 | loss: 1.36672e-05 | val_loss: 1.38513e-05 | Time: 1766.62 ms
[2021-12-16 11:17:44	                main:574]	:	INFO	:	Epoch 1906 | loss: 1.36284e-05 | val_loss: 1.37815e-05 | Time: 1768.59 ms
[2021-12-16 11:17:46	                main:574]	:	INFO	:	Epoch 1907 | loss: 1.3582e-05 | val_loss: 1.38028e-05 | Time: 1759.21 ms
[2021-12-16 11:17:47	                main:574]	:	INFO	:	Epoch 1908 | loss: 1.3639e-05 | val_loss: 1.38244e-05 | Time: 1758.24 ms
[2021-12-16 11:17:49	                main:574]	:	INFO	:	Epoch 1909 | loss: 1.36469e-05 | val_loss: 1.37235e-05 | Time: 1754.97 ms
[2021-12-16 11:17:51	                main:574]	:	INFO	:	Epoch 1910 | loss: 1.36259e-05 | val_loss: 1.39455e-05 | Time: 1762.55 ms
[2021-12-16 11:17:53	                main:574]	:	INFO	:	Epoch 1911 | loss: 1.36588e-05 | val_loss: 1.36723e-05 | Time: 1768.01 ms
[2021-12-16 11:17:55	                main:574]	:	INFO	:	Epoch 1912 | loss: 1.3663e-05 | val_loss: 1.37888e-05 | Time: 1798.13 ms
[2021-12-16 11:17:56	                main:574]	:	INFO	:	Epoch 1913 | loss: 1.36446e-05 | val_loss: 1.38594e-05 | Time: 1765.94 ms
[2021-12-16 11:17:58	                main:574]	:	INFO	:	Epoch 1914 | loss: 1.35662e-05 | val_loss: 1.36648e-05 | Time: 1761.57 ms
[2021-12-16 11:18:00	                main:574]	:	INFO	:	Epoch 1915 | loss: 1.3632e-05 | val_loss: 1.39229e-05 | Time: 1763.88 ms
[2021-12-16 11:18:02	                main:574]	:	INFO	:	Epoch 1916 | loss: 1.64061e-05 | val_loss: 2.57845e-05 | Time: 1758.47 ms
[2021-12-16 11:18:03	                main:574]	:	INFO	:	Epoch 1917 | loss: 1.94356e-05 | val_loss: 1.56035e-05 | Time: 1758.9 ms
[2021-12-16 11:18:05	                main:574]	:	INFO	:	Epoch 1918 | loss: 1.39352e-05 | val_loss: 1.42746e-05 | Time: 1747.15 ms
[2021-12-16 11:18:07	                main:574]	:	INFO	:	Epoch 1919 | loss: 1.49862e-05 | val_loss: 1.5011e-05 | Time: 1739.71 ms
[2021-12-16 11:18:09	                main:574]	:	INFO	:	Epoch 1920 | loss: 1.47034e-05 | val_loss: 1.3927e-05 | Time: 1758.14 ms
[2021-12-16 11:18:10	                main:574]	:	INFO	:	Epoch 1921 | loss: 1.36533e-05 | val_loss: 1.39e-05 | Time: 1761.08 ms
[2021-12-16 11:18:12	                main:574]	:	INFO	:	Epoch 1922 | loss: 1.35413e-05 | val_loss: 1.40928e-05 | Time: 1757.19 ms
[2021-12-16 11:18:14	                main:574]	:	INFO	:	Epoch 1923 | loss: 2.14313e-05 | val_loss: 4.00321e-05 | Time: 1769.64 ms
[2021-12-16 11:18:16	                main:574]	:	INFO	:	Epoch 1924 | loss: 2.03272e-05 | val_loss: 1.71018e-05 | Time: 1764.81 ms
[2021-12-16 11:18:18	                main:574]	:	INFO	:	Epoch 1925 | loss: 1.46636e-05 | val_loss: 1.52424e-05 | Time: 1804.2 ms
[2021-12-16 11:18:19	                main:574]	:	INFO	:	Epoch 1926 | loss: 1.73752e-05 | val_loss: 1.41946e-05 | Time: 1775.21 ms
[2021-12-16 11:18:21	                main:574]	:	INFO	:	Epoch 1927 | loss: 1.41002e-05 | val_loss: 1.40565e-05 | Time: 1775.06 ms
[2021-12-16 11:18:23	                main:574]	:	INFO	:	Epoch 1928 | loss: 1.35716e-05 | val_loss: 1.36652e-05 | Time: 1758.98 ms
[2021-12-16 11:18:25	                main:574]	:	INFO	:	Epoch 1929 | loss: 1.35061e-05 | val_loss: 1.38147e-05 | Time: 1758.57 ms
[2021-12-16 11:18:26	                main:574]	:	INFO	:	Epoch 1930 | loss: 1.35252e-05 | val_loss: 1.38433e-05 | Time: 1757.77 ms
[2021-12-16 11:18:28	                main:574]	:	INFO	:	Epoch 1931 | loss: 1.35298e-05 | val_loss: 1.40682e-05 | Time: 1754.57 ms
[2021-12-16 11:18:30	                main:574]	:	INFO	:	Epoch 1932 | loss: 1.36758e-05 | val_loss: 1.3641e-05 | Time: 1757.72 ms
[2021-12-16 11:18:32	                main:574]	:	INFO	:	Epoch 1933 | loss: 1.3795e-05 | val_loss: 1.42425e-05 | Time: 1755.65 ms
[2021-12-16 11:18:34	                main:574]	:	INFO	:	Epoch 1934 | loss: 1.40236e-05 | val_loss: 1.56621e-05 | Time: 1773.27 ms
[2021-12-16 11:18:35	                main:574]	:	INFO	:	Epoch 1935 | loss: 2.19143e-05 | val_loss: 1.75228e-05 | Time: 1757.78 ms
[2021-12-16 11:18:37	                main:574]	:	INFO	:	Epoch 1936 | loss: 2.21344e-05 | val_loss: 1.60593e-05 | Time: 1747.08 ms
[2021-12-16 11:18:39	                main:574]	:	INFO	:	Epoch 1937 | loss: 1.44783e-05 | val_loss: 1.38458e-05 | Time: 1752.1 ms
[2021-12-16 11:18:41	                main:574]	:	INFO	:	Epoch 1938 | loss: 1.36697e-05 | val_loss: 1.37256e-05 | Time: 1759.68 ms
[2021-12-16 11:18:42	                main:574]	:	INFO	:	Epoch 1939 | loss: 1.34559e-05 | val_loss: 1.37318e-05 | Time: 1754.64 ms
[2021-12-16 11:18:44	                main:574]	:	INFO	:	Epoch 1940 | loss: 1.36815e-05 | val_loss: 1.45624e-05 | Time: 1757.51 ms
[2021-12-16 11:18:46	                main:574]	:	INFO	:	Epoch 1941 | loss: 2.36302e-05 | val_loss: 1.67774e-05 | Time: 1773.54 ms
[2021-12-16 11:18:48	                main:574]	:	INFO	:	Epoch 1942 | loss: 1.56753e-05 | val_loss: 1.44524e-05 | Time: 1753.6 ms
[2021-12-16 11:18:50	                main:574]	:	INFO	:	Epoch 1943 | loss: 1.39313e-05 | val_loss: 1.36868e-05 | Time: 1754.59 ms
[2021-12-16 11:18:51	                main:574]	:	INFO	:	Epoch 1944 | loss: 1.3454e-05 | val_loss: 1.35856e-05 | Time: 1763.84 ms
[2021-12-16 11:18:53	                main:574]	:	INFO	:	Epoch 1945 | loss: 1.34801e-05 | val_loss: 1.3589e-05 | Time: 1760.09 ms
[2021-12-16 11:18:55	                main:574]	:	INFO	:	Epoch 1946 | loss: 1.33851e-05 | val_loss: 1.37157e-05 | Time: 1756.92 ms
[2021-12-16 11:18:57	                main:574]	:	INFO	:	Epoch 1947 | loss: 1.354e-05 | val_loss: 1.41557e-05 | Time: 1764.98 ms
[2021-12-16 11:18:58	                main:574]	:	INFO	:	Epoch 1948 | loss: 1.36888e-05 | val_loss: 1.37319e-05 | Time: 1753.98 ms
[2021-12-16 11:19:00	                main:574]	:	INFO	:	Epoch 1949 | loss: 1.3647e-05 | val_loss: 1.45666e-05 | Time: 1769.32 ms
[2021-12-16 11:19:02	                main:574]	:	INFO	:	Epoch 1950 | loss: 1.78854e-05 | val_loss: 2.38769e-05 | Time: 1749.55 ms
[2021-12-16 11:19:04	                main:574]	:	INFO	:	Epoch 1951 | loss: 1.72143e-05 | val_loss: 1.41809e-05 | Time: 1754.74 ms
[2021-12-16 11:19:05	                main:574]	:	INFO	:	Epoch 1952 | loss: 1.39522e-05 | val_loss: 1.38846e-05 | Time: 1752.67 ms
[2021-12-16 11:19:07	                main:574]	:	INFO	:	Epoch 1953 | loss: 1.38455e-05 | val_loss: 1.42883e-05 | Time: 1750.05 ms
[2021-12-16 11:19:09	                main:574]	:	INFO	:	Epoch 1954 | loss: 1.68839e-05 | val_loss: 2.34525e-05 | Time: 1757.92 ms
[2021-12-16 11:19:11	                main:574]	:	INFO	:	Epoch 1955 | loss: 1.73621e-05 | val_loss: 1.48157e-05 | Time: 1760.45 ms
[2021-12-16 11:19:13	                main:574]	:	INFO	:	Epoch 1956 | loss: 1.53525e-05 | val_loss: 1.78647e-05 | Time: 1763.35 ms
[2021-12-16 11:19:14	                main:574]	:	INFO	:	Epoch 1957 | loss: 1.48892e-05 | val_loss: 1.3863e-05 | Time: 1777.35 ms
[2021-12-16 11:19:16	                main:574]	:	INFO	:	Epoch 1958 | loss: 1.35704e-05 | val_loss: 1.40291e-05 | Time: 1759.09 ms
[2021-12-16 11:19:18	                main:574]	:	INFO	:	Epoch 1959 | loss: 1.53092e-05 | val_loss: 2.27295e-05 | Time: 1758.63 ms
[2021-12-16 11:19:20	                main:574]	:	INFO	:	Epoch 1960 | loss: 2.13125e-05 | val_loss: 1.70887e-05 | Time: 1753.82 ms
[2021-12-16 11:19:21	                main:574]	:	INFO	:	Epoch 1961 | loss: 1.62188e-05 | val_loss: 1.69269e-05 | Time: 1760.75 ms
[2021-12-16 11:19:23	                main:574]	:	INFO	:	Epoch 1962 | loss: 1.49539e-05 | val_loss: 1.465e-05 | Time: 1808.75 ms
[2021-12-16 11:19:25	                main:574]	:	INFO	:	Epoch 1963 | loss: 1.37573e-05 | val_loss: 1.37047e-05 | Time: 1756.44 ms
[2021-12-16 11:19:27	                main:574]	:	INFO	:	Epoch 1964 | loss: 1.37997e-05 | val_loss: 1.37784e-05 | Time: 1757.51 ms
[2021-12-16 11:19:29	                main:574]	:	INFO	:	Epoch 1965 | loss: 1.35797e-05 | val_loss: 1.35732e-05 | Time: 1757.17 ms
[2021-12-16 11:19:30	                main:574]	:	INFO	:	Epoch 1966 | loss: 1.34104e-05 | val_loss: 1.35975e-05 | Time: 1763.6 ms
[2021-12-16 11:19:32	                main:574]	:	INFO	:	Epoch 1967 | loss: 1.51175e-05 | val_loss: 2.30647e-05 | Time: 1748.36 ms
[2021-12-16 11:19:34	                main:574]	:	INFO	:	Epoch 1968 | loss: 2.92076e-05 | val_loss: 3.52184e-05 | Time: 1754.24 ms
[2021-12-16 11:19:36	                main:574]	:	INFO	:	Epoch 1969 | loss: 1.91588e-05 | val_loss: 1.48569e-05 | Time: 1750.85 ms
[2021-12-16 11:19:37	                main:574]	:	INFO	:	Epoch 1970 | loss: 1.41921e-05 | val_loss: 1.36704e-05 | Time: 1754.81 ms
[2021-12-16 11:19:39	                main:574]	:	INFO	:	Epoch 1971 | loss: 1.34117e-05 | val_loss: 1.37028e-05 | Time: 1756.98 ms
[2021-12-16 11:19:41	                main:574]	:	INFO	:	Epoch 1972 | loss: 1.32971e-05 | val_loss: 1.35385e-05 | Time: 1760.83 ms
[2021-12-16 11:19:43	                main:574]	:	INFO	:	Epoch 1973 | loss: 1.32681e-05 | val_loss: 1.36705e-05 | Time: 1766.27 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 970)
[2021-12-17 11:47:58	                main:435]	:	INFO	:	Set logging level to 1
[2021-12-17 11:47:58	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-12-17 11:47:58	                main:444]	:	INFO	:	Resolving all filenames
[2021-12-17 11:47:58	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2021-12-17 11:47:58	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2021-12-17 11:47:58	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2021-12-17 11:47:58	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2021-12-17 11:47:58	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-12-17 11:47:58	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2021-12-17 11:47:58	                main:474]	:	INFO	:	Configuration: 
[2021-12-17 11:47:58	                main:475]	:	INFO	:	    Model type: GRU
[2021-12-17 11:47:58	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-12-17 11:47:58	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-12-17 11:47:58	                main:478]	:	INFO	:	    Batch Size: 128
[2021-12-17 11:47:58	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-12-17 11:47:58	                main:480]	:	INFO	:	    Patience: 10
[2021-12-17 11:47:58	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-12-17 11:47:58	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-12-17 11:47:58	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-12-17 11:47:58	                main:484]	:	INFO	:	    # Threads: 1
[2021-12-17 11:47:58	                main:486]	:	INFO	:	Preparing Dataset
[2021-12-17 11:47:58	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2021-12-17 11:47:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2021-12-17 11:48:01	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-12-17 11:48:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2021-12-17 11:48:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2021-12-17 11:48:01	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-12-17 11:48:01	                main:494]	:	INFO	:	Creating Model
[2021-12-17 11:48:01	                main:507]	:	INFO	:	Preparing config file
[2021-12-17 11:48:01	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-12-17 11:48:01	                main:512]	:	INFO	:	Loading config
[2021-12-17 11:48:01	                main:514]	:	INFO	:	Loading state
[2021-12-17 11:48:02	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-12-17 11:48:02	                main:562]	:	INFO	:	Starting Training
[2021-12-17 11:48:04	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.00177274 | val_loss: 0.000290064 | Time: 2360.21 ms
[2021-12-17 11:48:06	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.00022513 | val_loss: 0.000103355 | Time: 1705.68 ms
[2021-12-17 11:48:08	                main:574]	:	INFO	:	Epoch 1976 | loss: 5.64672e-05 | val_loss: 3.35102e-05 | Time: 1695.38 ms
[2021-12-17 11:48:10	                main:574]	:	INFO	:	Epoch 1977 | loss: 2.18947e-05 | val_loss: 1.67808e-05 | Time: 1693.75 ms
[2021-12-17 11:48:11	                main:574]	:	INFO	:	Epoch 1978 | loss: 1.58578e-05 | val_loss: 1.4518e-05 | Time: 1693.54 ms
[2021-12-17 11:48:13	                main:574]	:	INFO	:	Epoch 1979 | loss: 1.42059e-05 | val_loss: 1.40157e-05 | Time: 1697.05 ms
[2021-12-17 11:48:15	                main:574]	:	INFO	:	Epoch 1980 | loss: 1.37964e-05 | val_loss: 1.37689e-05 | Time: 1780.24 ms
[2021-12-17 11:48:17	                main:574]	:	INFO	:	Epoch 1981 | loss: 1.36173e-05 | val_loss: 1.36196e-05 | Time: 1705.37 ms
[2021-12-17 11:48:18	                main:574]	:	INFO	:	Epoch 1982 | loss: 1.35332e-05 | val_loss: 1.35756e-05 | Time: 1705.35 ms
[2021-12-17 11:48:20	                main:574]	:	INFO	:	Epoch 1983 | loss: 1.34286e-05 | val_loss: 1.35284e-05 | Time: 1811.44 ms
[2021-12-17 11:48:22	                main:574]	:	INFO	:	Epoch 1984 | loss: 1.33869e-05 | val_loss: 1.3397e-05 | Time: 1766.01 ms
[2021-12-17 11:48:24	                main:574]	:	INFO	:	Epoch 1985 | loss: 1.33254e-05 | val_loss: 1.35758e-05 | Time: 1685.34 ms
[2021-12-17 11:48:25	                main:574]	:	INFO	:	Epoch 1986 | loss: 1.32759e-05 | val_loss: 1.33436e-05 | Time: 1698.68 ms
[2021-12-17 11:48:27	                main:574]	:	INFO	:	Epoch 1987 | loss: 1.32531e-05 | val_loss: 1.35533e-05 | Time: 1696.78 ms
[2021-12-17 11:48:29	                main:574]	:	INFO	:	Epoch 1988 | loss: 1.32252e-05 | val_loss: 1.33142e-05 | Time: 1703.38 ms
[2021-12-17 11:48:30	                main:574]	:	INFO	:	Epoch 1989 | loss: 1.31926e-05 | val_loss: 1.33604e-05 | Time: 1701.29 ms
[2021-12-17 11:48:32	                main:574]	:	INFO	:	Epoch 1990 | loss: 1.31843e-05 | val_loss: 1.33314e-05 | Time: 1704.5 ms
[2021-12-17 11:48:34	                main:574]	:	INFO	:	Epoch 1991 | loss: 1.31423e-05 | val_loss: 1.32604e-05 | Time: 1697.3 ms
[2021-12-17 11:48:35	                main:574]	:	INFO	:	Epoch 1992 | loss: 1.31651e-05 | val_loss: 1.34005e-05 | Time: 1695.49 ms
[2021-12-17 11:48:37	                main:574]	:	INFO	:	Epoch 1993 | loss: 1.31003e-05 | val_loss: 1.32854e-05 | Time: 1693.42 ms
[2021-12-17 11:48:39	                main:574]	:	INFO	:	Epoch 1994 | loss: 1.31145e-05 | val_loss: 1.34134e-05 | Time: 1707.06 ms
[2021-12-17 11:48:41	                main:574]	:	INFO	:	Epoch 1995 | loss: 1.31101e-05 | val_loss: 1.32735e-05 | Time: 1707.68 ms
[2021-12-17 11:48:42	                main:574]	:	INFO	:	Epoch 1996 | loss: 1.31377e-05 | val_loss: 1.32977e-05 | Time: 1708.93 ms
[2021-12-17 11:48:44	                main:574]	:	INFO	:	Epoch 1997 | loss: 1.30992e-05 | val_loss: 1.3218e-05 | Time: 1705.97 ms
[2021-12-17 11:48:46	                main:574]	:	INFO	:	Epoch 1998 | loss: 1.30721e-05 | val_loss: 1.3335e-05 | Time: 1686.84 ms
[2021-12-17 11:48:47	                main:574]	:	INFO	:	Epoch 1999 | loss: 1.30448e-05 | val_loss: 1.33127e-05 | Time: 1696.17 ms
[2021-12-17 11:48:49	                main:574]	:	INFO	:	Epoch 2000 | loss: 1.30434e-05 | val_loss: 1.33415e-05 | Time: 1696.21 ms
[2021-12-17 11:48:51	                main:574]	:	INFO	:	Epoch 2001 | loss: 1.31143e-05 | val_loss: 1.33426e-05 | Time: 1704.19 ms
[2021-12-17 11:48:53	                main:574]	:	INFO	:	Epoch 2002 | loss: 1.30602e-05 | val_loss: 1.32719e-05 | Time: 1703.56 ms
[2021-12-17 11:48:54	                main:574]	:	INFO	:	Epoch 2003 | loss: 1.30653e-05 | val_loss: 1.31541e-05 | Time: 1700.18 ms
[2021-12-17 11:48:56	                main:574]	:	INFO	:	Epoch 2004 | loss: 1.30477e-05 | val_loss: 1.32885e-05 | Time: 1700.02 ms
[2021-12-17 11:48:58	                main:574]	:	INFO	:	Epoch 2005 | loss: 1.30526e-05 | val_loss: 1.31663e-05 | Time: 1687.06 ms
[2021-12-17 11:48:59	                main:574]	:	INFO	:	Epoch 2006 | loss: 1.29902e-05 | val_loss: 1.32358e-05 | Time: 1700.04 ms
[2021-12-17 11:49:01	                main:574]	:	INFO	:	Epoch 2007 | loss: 1.29988e-05 | val_loss: 1.31238e-05 | Time: 1697.02 ms
[2021-12-17 11:49:03	                main:574]	:	INFO	:	Epoch 2008 | loss: 1.30566e-05 | val_loss: 1.32559e-05 | Time: 1706.74 ms
[2021-12-17 11:49:05	                main:574]	:	INFO	:	Epoch 2009 | loss: 1.30698e-05 | val_loss: 1.32847e-05 | Time: 1705.49 ms
[2021-12-17 11:49:06	                main:574]	:	INFO	:	Epoch 2010 | loss: 1.30233e-05 | val_loss: 1.31628e-05 | Time: 1702.57 ms
[2021-12-17 11:49:08	                main:574]	:	INFO	:	Epoch 2011 | loss: 1.30643e-05 | val_loss: 1.32293e-05 | Time: 1699.05 ms
[2021-12-17 11:49:10	                main:574]	:	INFO	:	Epoch 2012 | loss: 1.30331e-05 | val_loss: 1.3265e-05 | Time: 1695.91 ms
[2021-12-17 11:49:11	                main:574]	:	INFO	:	Epoch 2013 | loss: 1.29473e-05 | val_loss: 1.32702e-05 | Time: 1691.64 ms
[2021-12-17 11:49:13	                main:574]	:	INFO	:	Epoch 2014 | loss: 1.29922e-05 | val_loss: 1.32768e-05 | Time: 1696.78 ms
[2021-12-17 11:49:15	                main:574]	:	INFO	:	Epoch 2015 | loss: 1.29556e-05 | val_loss: 1.3224e-05 | Time: 1704.84 ms
[2021-12-17 11:49:17	                main:574]	:	INFO	:	Epoch 2016 | loss: 1.29699e-05 | val_loss: 1.31441e-05 | Time: 1701.2 ms
[2021-12-17 11:49:18	                main:574]	:	INFO	:	Epoch 2017 | loss: 1.30001e-05 | val_loss: 1.31523e-05 | Time: 1699.22 ms
[2021-12-17 11:49:20	                main:574]	:	INFO	:	Epoch 2018 | loss: 1.29993e-05 | val_loss: 1.31232e-05 | Time: 1695.41 ms
[2021-12-17 11:49:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 1.29639e-05 | val_loss: 1.3079e-05 | Time: 1694.4 ms
[2021-12-17 11:49:23	                main:574]	:	INFO	:	Epoch 2020 | loss: 1.29729e-05 | val_loss: 1.32856e-05 | Time: 1728.83 ms
[2021-12-17 11:49:25	                main:574]	:	INFO	:	Epoch 2021 | loss: 1.29629e-05 | val_loss: 1.32716e-05 | Time: 1703.29 ms
[2021-12-17 11:49:27	                main:574]	:	INFO	:	Epoch 2022 | loss: 1.29265e-05 | val_loss: 1.309e-05 | Time: 1703.54 ms
[2021-12-17 11:49:29	                main:574]	:	INFO	:	Epoch 2023 | loss: 1.29798e-05 | val_loss: 1.31463e-05 | Time: 1701.31 ms
[2021-12-17 11:49:30	                main:574]	:	INFO	:	Epoch 2024 | loss: 1.29238e-05 | val_loss: 1.31319e-05 | Time: 1699.41 ms
[2021-12-17 11:49:32	                main:574]	:	INFO	:	Epoch 2025 | loss: 1.29216e-05 | val_loss: 1.31917e-05 | Time: 1732.63 ms
[2021-12-17 11:49:34	                main:574]	:	INFO	:	Epoch 2026 | loss: 1.29986e-05 | val_loss: 1.34558e-05 | Time: 1733.38 ms
[2021-12-17 11:49:35	                main:574]	:	INFO	:	Epoch 2027 | loss: 1.30236e-05 | val_loss: 1.31089e-05 | Time: 1717.23 ms
[2021-12-17 11:49:37	                main:574]	:	INFO	:	Epoch 2028 | loss: 1.29646e-05 | val_loss: 1.31317e-05 | Time: 1806.53 ms
[2021-12-17 11:49:39	                main:574]	:	INFO	:	Epoch 2029 | loss: 1.29723e-05 | val_loss: 1.33827e-05 | Time: 1723.72 ms
[2021-12-17 11:49:41	                main:574]	:	INFO	:	Epoch 2030 | loss: 1.29366e-05 | val_loss: 1.31683e-05 | Time: 1711.93 ms
[2021-12-17 11:49:42	                main:574]	:	INFO	:	Epoch 2031 | loss: 1.29332e-05 | val_loss: 1.31457e-05 | Time: 1740.41 ms
[2021-12-17 11:49:44	                main:574]	:	INFO	:	Epoch 2032 | loss: 1.29661e-05 | val_loss: 1.31031e-05 | Time: 1708.59 ms
[2021-12-17 11:49:46	                main:574]	:	INFO	:	Epoch 2033 | loss: 1.29406e-05 | val_loss: 1.31556e-05 | Time: 1696.11 ms
[2021-12-17 11:49:48	                main:574]	:	INFO	:	Epoch 2034 | loss: 1.29091e-05 | val_loss: 1.3018e-05 | Time: 1710.54 ms
[2021-12-17 11:49:49	                main:574]	:	INFO	:	Epoch 2035 | loss: 1.29062e-05 | val_loss: 1.31575e-05 | Time: 1703.98 ms
[2021-12-17 11:49:51	                main:574]	:	INFO	:	Epoch 2036 | loss: 1.29191e-05 | val_loss: 1.30938e-05 | Time: 1703.49 ms
[2021-12-17 11:49:53	                main:574]	:	INFO	:	Epoch 2037 | loss: 1.29278e-05 | val_loss: 1.30546e-05 | Time: 1708.77 ms
[2021-12-17 11:49:54	                main:574]	:	INFO	:	Epoch 2038 | loss: 1.29525e-05 | val_loss: 1.30977e-05 | Time: 1706.54 ms
[2021-12-17 11:49:56	                main:574]	:	INFO	:	Epoch 2039 | loss: 1.28779e-05 | val_loss: 1.31019e-05 | Time: 1700.34 ms
[2021-12-17 11:49:58	                main:574]	:	INFO	:	Epoch 2040 | loss: 1.28928e-05 | val_loss: 1.30005e-05 | Time: 1697.67 ms
[2021-12-17 11:50:00	                main:574]	:	INFO	:	Epoch 2041 | loss: 1.29323e-05 | val_loss: 1.3086e-05 | Time: 1699.57 ms
[2021-12-17 11:50:01	                main:574]	:	INFO	:	Epoch 2042 | loss: 1.28924e-05 | val_loss: 1.33109e-05 | Time: 1709.86 ms
[2021-12-17 11:50:03	                main:574]	:	INFO	:	Epoch 2043 | loss: 1.2909e-05 | val_loss: 1.32411e-05 | Time: 1710.7 ms
[2021-12-17 11:50:05	                main:574]	:	INFO	:	Epoch 2044 | loss: 1.2885e-05 | val_loss: 1.31257e-05 | Time: 1750.58 ms
[2021-12-17 11:50:07	                main:574]	:	INFO	:	Epoch 2045 | loss: 1.2895e-05 | val_loss: 1.32533e-05 | Time: 1728.9 ms
[2021-12-17 11:50:08	                main:574]	:	INFO	:	Epoch 2046 | loss: 1.28746e-05 | val_loss: 1.32121e-05 | Time: 1681.13 ms
[2021-12-17 11:50:10	                main:574]	:	INFO	:	Epoch 2047 | loss: 1.28812e-05 | val_loss: 1.31735e-05 | Time: 1712.12 ms
[2021-12-17 11:50:12	                main:574]	:	INFO	:	Epoch 2048 | loss: 1.28549e-05 | val_loss: 1.30814e-05 | Time: 1828.23 ms
[2021-12-17 11:50:12	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 1.30814e-05
[2021-12-17 11:50:12	                main:603]	:	INFO	:	Saving end state to config to file
[2021-12-17 11:50:12	                main:608]	:	INFO	:	Success, exiting..
11:50:12 (20248): 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)