Task 9193931

Name ParityModified-1636225696-10683-2-0_0
Workunit 6629994
Created 26 Nov 2021, 6:09:41 UTC
Sent 2 Dec 2021, 2:36:25 UTC
Report deadline 10 Dec 2021, 2:36:25 UTC
Received 2 Dec 2021, 6:10:20 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16860
Run time 1 hours 3 min 59 sec
CPU time 1 hours 3 min 13 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 8,141.80 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.33 GB
Peak swap size 10.49 GB
Peak disk usage 2.99 GB

Stderr output

<core_client_version>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
 | Time: 1804.57 ms
[2021-12-02 05:34:52	                main:581]	:	INFO	:	Epoch 1553 | loss: 0.000115405 | val_loss: 0.000110094 | Time: 1806.33 ms
[2021-12-02 05:34:54	                main:581]	:	INFO	:	Epoch 1554 | loss: 0.000114519 | val_loss: 0.000109483 | Time: 1815.21 ms
[2021-12-02 05:34:56	                main:581]	:	INFO	:	Epoch 1555 | loss: 0.00011362 | val_loss: 0.000108132 | Time: 1788.14 ms
[2021-12-02 05:34:58	                main:581]	:	INFO	:	Epoch 1556 | loss: 0.000113214 | val_loss: 0.000108159 | Time: 1808.02 ms
[2021-12-02 05:34:59	                main:581]	:	INFO	:	Epoch 1557 | loss: 0.000112486 | val_loss: 0.000106632 | Time: 1831.42 ms
[2021-12-02 05:35:01	                main:581]	:	INFO	:	Epoch 1558 | loss: 0.000111375 | val_loss: 0.000106085 | Time: 1816.29 ms
[2021-12-02 05:35:03	                main:581]	:	INFO	:	Epoch 1559 | loss: 0.000110947 | val_loss: 0.000106332 | Time: 1800.88 ms
[2021-12-02 05:35:05	                main:581]	:	INFO	:	Epoch 1560 | loss: 0.000110702 | val_loss: 0.000104645 | Time: 1817.72 ms
[2021-12-02 05:35:07	                main:581]	:	INFO	:	Epoch 1561 | loss: 0.000110439 | val_loss: 0.000104492 | Time: 1802.85 ms
[2021-12-02 05:35:08	                main:581]	:	INFO	:	Epoch 1562 | loss: 0.000109898 | val_loss: 0.000103906 | Time: 1797.88 ms
[2021-12-02 05:35:10	                main:581]	:	INFO	:	Epoch 1563 | loss: 0.000109609 | val_loss: 0.000107156 | Time: 1868.17 ms
[2021-12-02 05:35:12	                main:581]	:	INFO	:	Epoch 1564 | loss: 0.000109578 | val_loss: 0.000106961 | Time: 1803.56 ms
[2021-12-02 05:35:14	                main:581]	:	INFO	:	Epoch 1565 | loss: 0.000111865 | val_loss: 0.000106467 | Time: 1800.46 ms
[2021-12-02 05:35:16	                main:581]	:	INFO	:	Epoch 1566 | loss: 0.000108903 | val_loss: 0.000103582 | Time: 1843.64 ms
[2021-12-02 05:35:18	                main:581]	:	INFO	:	Epoch 1567 | loss: 0.000119603 | val_loss: 0.000128687 | Time: 1815.37 ms
[2021-12-02 05:35:19	                main:581]	:	INFO	:	Epoch 1568 | loss: 0.000113239 | val_loss: 0.000103458 | Time: 1831.6 ms
[2021-12-02 05:35:21	                main:581]	:	INFO	:	Epoch 1569 | loss: 0.000107072 | val_loss: 0.00010081 | Time: 1807.73 ms
[2021-12-02 05:35:23	                main:581]	:	INFO	:	Epoch 1570 | loss: 0.000105829 | val_loss: 0.00010164 | Time: 1873.99 ms
[2021-12-02 05:35:25	                main:581]	:	INFO	:	Epoch 1571 | loss: 0.000105216 | val_loss: 9.95782e-05 | Time: 1844.65 ms
[2021-12-02 05:35:27	                main:581]	:	INFO	:	Epoch 1572 | loss: 0.000104713 | val_loss: 0.000102169 | Time: 1881.18 ms
[2021-12-02 05:35:29	                main:581]	:	INFO	:	Epoch 1573 | loss: 0.00011399 | val_loss: 0.00010502 | Time: 1886.32 ms
[2021-12-02 05:35:31	                main:581]	:	INFO	:	Epoch 1574 | loss: 0.000106349 | val_loss: 9.92566e-05 | Time: 1830.69 ms
[2021-12-02 05:35:32	                main:581]	:	INFO	:	Epoch 1575 | loss: 0.00010425 | val_loss: 9.90338e-05 | Time: 1838.09 ms
[2021-12-02 05:35:34	                main:581]	:	INFO	:	Epoch 1576 | loss: 0.000103462 | val_loss: 9.95446e-05 | Time: 1824.88 ms
[2021-12-02 05:35:36	                main:581]	:	INFO	:	Epoch 1577 | loss: 0.000106254 | val_loss: 0.000100853 | Time: 1877.11 ms
[2021-12-02 05:35:38	                main:581]	:	INFO	:	Epoch 1578 | loss: 0.000104737 | val_loss: 0.000102573 | Time: 1827.33 ms
[2021-12-02 05:35:40	                main:581]	:	INFO	:	Epoch 1579 | loss: 0.000104245 | val_loss: 8.73677e-05 | Time: 1822.89 ms
[2021-12-02 05:35:42	                main:581]	:	INFO	:	Epoch 1580 | loss: 9.35222e-05 | val_loss: 8.80319e-05 | Time: 1813.77 ms
[2021-12-02 05:35:43	                main:581]	:	INFO	:	Epoch 1581 | loss: 9.04194e-05 | val_loss: 8.57608e-05 | Time: 1805.32 ms
[2021-12-02 05:35:45	                main:581]	:	INFO	:	Epoch 1582 | loss: 9.26506e-05 | val_loss: 7.99278e-05 | Time: 1816.23 ms
[2021-12-02 05:35:47	                main:581]	:	INFO	:	Epoch 1583 | loss: 8.87791e-05 | val_loss: 8.09607e-05 | Time: 1830.25 ms
[2021-12-02 05:35:49	                main:581]	:	INFO	:	Epoch 1584 | loss: 8.86023e-05 | val_loss: 8.83742e-05 | Time: 1829.8 ms
[2021-12-02 05:35:51	                main:581]	:	INFO	:	Epoch 1585 | loss: 9.17784e-05 | val_loss: 7.92159e-05 | Time: 1812.73 ms
[2021-12-02 05:35:52	                main:581]	:	INFO	:	Epoch 1586 | loss: 8.55743e-05 | val_loss: 8.05825e-05 | Time: 1821.84 ms
[2021-12-02 05:35:54	                main:581]	:	INFO	:	Epoch 1587 | loss: 8.75624e-05 | val_loss: 7.76101e-05 | Time: 1827.26 ms
[2021-12-02 05:35:56	                main:581]	:	INFO	:	Epoch 1588 | loss: 8.86205e-05 | val_loss: 9.87366e-05 | Time: 1830.62 ms
[2021-12-02 05:35:58	                main:581]	:	INFO	:	Epoch 1589 | loss: 9.67586e-05 | val_loss: 8.38289e-05 | Time: 1813.36 ms
[2021-12-02 05:36:00	                main:581]	:	INFO	:	Epoch 1590 | loss: 8.66525e-05 | val_loss: 7.79003e-05 | Time: 1825.97 ms
[2021-12-02 05:36:02	                main:581]	:	INFO	:	Epoch 1591 | loss: 8.43674e-05 | val_loss: 7.70359e-05 | Time: 1801.52 ms
[2021-12-02 05:36:03	                main:581]	:	INFO	:	Epoch 1592 | loss: 8.44692e-05 | val_loss: 7.99829e-05 | Time: 1816.22 ms
[2021-12-02 05:36:05	                main:581]	:	INFO	:	Epoch 1593 | loss: 8.5119e-05 | val_loss: 8.35435e-05 | Time: 1823.5 ms
[2021-12-02 05:36:07	                main:581]	:	INFO	:	Epoch 1594 | loss: 8.85956e-05 | val_loss: 7.64334e-05 | Time: 1811.33 ms
[2021-12-02 05:36:09	                main:581]	:	INFO	:	Epoch 1595 | loss: 8.40276e-05 | val_loss: 8.19749e-05 | Time: 1800.26 ms
[2021-12-02 05:36:11	                main:581]	:	INFO	:	Epoch 1596 | loss: 8.84612e-05 | val_loss: 8.01064e-05 | Time: 1816.26 ms
[2021-12-02 05:36:12	                main:581]	:	INFO	:	Epoch 1597 | loss: 8.44563e-05 | val_loss: 7.8319e-05 | Time: 1800.98 ms
[2021-12-02 05:36:14	                main:581]	:	INFO	:	Epoch 1598 | loss: 8.58855e-05 | val_loss: 7.73448e-05 | Time: 1828.13 ms
[2021-12-02 05:36:16	                main:581]	:	INFO	:	Epoch 1599 | loss: 8.23784e-05 | val_loss: 7.7676e-05 | Time: 1825.48 ms
[2021-12-02 05:36:18	                main:581]	:	INFO	:	Epoch 1600 | loss: 9.56953e-05 | val_loss: 8.22111e-05 | Time: 1800.03 ms
[2021-12-02 05:36:20	                main:581]	:	INFO	:	Epoch 1601 | loss: 8.62967e-05 | val_loss: 7.64949e-05 | Time: 1858.73 ms
[2021-12-02 05:36:22	                main:581]	:	INFO	:	Epoch 1602 | loss: 8.26499e-05 | val_loss: 7.7185e-05 | Time: 1799.29 ms
[2021-12-02 05:36:23	                main:581]	:	INFO	:	Epoch 1603 | loss: 8.36875e-05 | val_loss: 7.41392e-05 | Time: 1809.59 ms
[2021-12-02 05:36:25	                main:581]	:	INFO	:	Epoch 1604 | loss: 8.35593e-05 | val_loss: 7.50973e-05 | Time: 1843.04 ms
[2021-12-02 05:36:27	                main:581]	:	INFO	:	Epoch 1605 | loss: 8.19249e-05 | val_loss: 7.98606e-05 | Time: 1825 ms
[2021-12-02 05:36:29	                main:581]	:	INFO	:	Epoch 1606 | loss: 9.18706e-05 | val_loss: 8.15868e-05 | Time: 1833.92 ms
[2021-12-02 05:36:31	                main:581]	:	INFO	:	Epoch 1607 | loss: 8.50384e-05 | val_loss: 7.59006e-05 | Time: 1813.82 ms
[2021-12-02 05:36:33	                main:581]	:	INFO	:	Epoch 1608 | loss: 8.18297e-05 | val_loss: 7.5589e-05 | Time: 1870.26 ms
[2021-12-02 05:36:34	                main:581]	:	INFO	:	Epoch 1609 | loss: 8.08642e-05 | val_loss: 7.38483e-05 | Time: 1803.89 ms
[2021-12-02 05:36:36	                main:581]	:	INFO	:	Epoch 1610 | loss: 8.10016e-05 | val_loss: 7.41445e-05 | Time: 1850.1 ms
[2021-12-02 05:36:38	                main:581]	:	INFO	:	Epoch 1611 | loss: 8.26615e-05 | val_loss: 7.57387e-05 | Time: 1847.04 ms
[2021-12-02 05:36:40	                main:581]	:	INFO	:	Epoch 1612 | loss: 8.06038e-05 | val_loss: 7.32416e-05 | Time: 1832.15 ms
[2021-12-02 05:36:42	                main:581]	:	INFO	:	Epoch 1613 | loss: 8.01758e-05 | val_loss: 7.79965e-05 | Time: 1802.65 ms
[2021-12-02 05:36:43	                main:581]	:	INFO	:	Epoch 1614 | loss: 0.000101283 | val_loss: 8.45208e-05 | Time: 1834.2 ms
[2021-12-02 05:36:45	                main:581]	:	INFO	:	Epoch 1615 | loss: 8.57062e-05 | val_loss: 7.62351e-05 | Time: 1864.83 ms
[2021-12-02 05:36:47	                main:581]	:	INFO	:	Epoch 1616 | loss: 8.095e-05 | val_loss: 7.42962e-05 | Time: 1861.33 ms
[2021-12-02 05:36:49	                main:581]	:	INFO	:	Epoch 1617 | loss: 7.93268e-05 | val_loss: 7.3259e-05 | Time: 1859.54 ms
[2021-12-02 05:36:51	                main:581]	:	INFO	:	Epoch 1618 | loss: 7.86673e-05 | val_loss: 7.24505e-05 | Time: 1892.58 ms
[2021-12-02 05:36:53	                main:581]	:	INFO	:	Epoch 1619 | loss: 7.80291e-05 | val_loss: 7.20065e-05 | Time: 1894.58 ms
[2021-12-02 05:36:55	                main:581]	:	INFO	:	Epoch 1620 | loss: 7.80118e-05 | val_loss: 7.20506e-05 | Time: 1802.46 ms
[2021-12-02 05:36:56	                main:581]	:	INFO	:	Epoch 1621 | loss: 7.99591e-05 | val_loss: 7.20278e-05 | Time: 1834.66 ms
[2021-12-02 05:36:58	                main:581]	:	INFO	:	Epoch 1622 | loss: 7.80949e-05 | val_loss: 7.20141e-05 | Time: 1831.1 ms
[2021-12-02 05:37:00	                main:581]	:	INFO	:	Epoch 1623 | loss: 7.90377e-05 | val_loss: 8.32863e-05 | Time: 1877.19 ms
[2021-12-02 05:37:02	                main:581]	:	INFO	:	Epoch 1624 | loss: 9.45196e-05 | val_loss: 8.0972e-05 | Time: 1802.08 ms
[2021-12-02 05:37:04	                main:581]	:	INFO	:	Epoch 1625 | loss: 8.00564e-05 | val_loss: 7.25341e-05 | Time: 1811.05 ms
[2021-12-02 05:37:06	                main:581]	:	INFO	:	Epoch 1626 | loss: 7.71384e-05 | val_loss: 7.06308e-05 | Time: 1804.39 ms
[2021-12-02 05:37:07	                main:581]	:	INFO	:	Epoch 1627 | loss: 7.71323e-05 | val_loss: 7.08697e-05 | Time: 1842 ms
[2021-12-02 05:37:09	                main:581]	:	INFO	:	Epoch 1628 | loss: 7.73598e-05 | val_loss: 7.0486e-05 | Time: 1800.58 ms
[2021-12-02 05:37:11	                main:581]	:	INFO	:	Epoch 1629 | loss: 7.7897e-05 | val_loss: 7.13107e-05 | Time: 1812.14 ms
[2021-12-02 05:37:13	                main:581]	:	INFO	:	Epoch 1630 | loss: 7.69127e-05 | val_loss: 7.46556e-05 | Time: 1819.59 ms
[2021-12-02 05:37:15	                main:581]	:	INFO	:	Epoch 1631 | loss: 8.37101e-05 | val_loss: 7.29997e-05 | Time: 1846.48 ms
[2021-12-02 05:37:17	                main:581]	:	INFO	:	Epoch 1632 | loss: 7.71802e-05 | val_loss: 7.06022e-05 | Time: 1811.28 ms
[2021-12-02 05:37:18	                main:581]	:	INFO	:	Epoch 1633 | loss: 7.66072e-05 | val_loss: 7.39531e-05 | Time: 1852.05 ms
[2021-12-02 05:37:20	                main:581]	:	INFO	:	Epoch 1634 | loss: 8.76243e-05 | val_loss: 7.06478e-05 | Time: 1826.59 ms
[2021-12-02 05:37:22	                main:581]	:	INFO	:	Epoch 1635 | loss: 7.82796e-05 | val_loss: 7.12669e-05 | Time: 1815.92 ms
[2021-12-02 05:37:24	                main:581]	:	INFO	:	Epoch 1636 | loss: 7.64287e-05 | val_loss: 6.9535e-05 | Time: 1859.84 ms
[2021-12-02 05:37:26	                main:581]	:	INFO	:	Epoch 1637 | loss: 7.52943e-05 | val_loss: 7.09549e-05 | Time: 1845.63 ms
[2021-12-02 05:37:28	                main:581]	:	INFO	:	Epoch 1638 | loss: 7.61896e-05 | val_loss: 7.07094e-05 | Time: 1803.65 ms
[2021-12-02 05:37:29	                main:581]	:	INFO	:	Epoch 1639 | loss: 7.72647e-05 | val_loss: 6.90594e-05 | Time: 1834.81 ms
[2021-12-02 05:37:31	                main:581]	:	INFO	:	Epoch 1640 | loss: 7.4782e-05 | val_loss: 7.28831e-05 | Time: 1834.36 ms
[2021-12-02 05:37:33	                main:581]	:	INFO	:	Epoch 1641 | loss: 9.17813e-05 | val_loss: 7.53062e-05 | Time: 1811.57 ms
[2021-12-02 05:37:35	                main:581]	:	INFO	:	Epoch 1642 | loss: 7.72353e-05 | val_loss: 6.87707e-05 | Time: 1810.07 ms
[2021-12-02 05:37:37	                main:581]	:	INFO	:	Epoch 1643 | loss: 7.39957e-05 | val_loss: 6.81023e-05 | Time: 1804.4 ms
[2021-12-02 05:37:38	                main:581]	:	INFO	:	Epoch 1644 | loss: 7.40269e-05 | val_loss: 6.8334e-05 | Time: 1802.3 ms
[2021-12-02 05:37:40	                main:581]	:	INFO	:	Epoch 1645 | loss: 7.48141e-05 | val_loss: 7.10483e-05 | Time: 1841.45 ms
[2021-12-02 05:37:42	                main:581]	:	INFO	:	Epoch 1646 | loss: 7.69689e-05 | val_loss: 7.28967e-05 | Time: 1826.16 ms
[2021-12-02 05:37:44	                main:581]	:	INFO	:	Epoch 1647 | loss: 7.74218e-05 | val_loss: 6.77969e-05 | Time: 1811.73 ms
[2021-12-02 05:37:46	                main:581]	:	INFO	:	Epoch 1648 | loss: 7.44268e-05 | val_loss: 6.8748e-05 | Time: 1829.07 ms
[2021-12-02 05:37:48	                main:581]	:	INFO	:	Epoch 1649 | loss: 7.57303e-05 | val_loss: 7.41048e-05 | Time: 1799.57 ms
[2021-12-02 05:37:49	                main:581]	:	INFO	:	Epoch 1650 | loss: 7.68894e-05 | val_loss: 6.98106e-05 | Time: 1802.96 ms
[2021-12-02 05:37:51	                main:581]	:	INFO	:	Epoch 1651 | loss: 7.46866e-05 | val_loss: 6.68255e-05 | Time: 1798.79 ms
[2021-12-02 05:37:53	                main:581]	:	INFO	:	Epoch 1652 | loss: 7.43506e-05 | val_loss: 7.22551e-05 | Time: 1838.97 ms
[2021-12-02 05:37:55	                main:581]	:	INFO	:	Epoch 1653 | loss: 7.44341e-05 | val_loss: 6.72773e-05 | Time: 1811.84 ms
[2021-12-02 05:37:57	                main:581]	:	INFO	:	Epoch 1654 | loss: 7.20795e-05 | val_loss: 6.62115e-05 | Time: 1810.12 ms
[2021-12-02 05:37:58	                main:581]	:	INFO	:	Epoch 1655 | loss: 8.10819e-05 | val_loss: 8.00581e-05 | Time: 1811.5 ms
[2021-12-02 05:38:00	                main:581]	:	INFO	:	Epoch 1656 | loss: 7.80542e-05 | val_loss: 6.80856e-05 | Time: 1846.12 ms
[2021-12-02 05:38:02	                main:581]	:	INFO	:	Epoch 1657 | loss: 7.25808e-05 | val_loss: 6.65106e-05 | Time: 1878.58 ms
[2021-12-02 05:38:04	                main:581]	:	INFO	:	Epoch 1658 | loss: 7.07634e-05 | val_loss: 6.61768e-05 | Time: 1864.93 ms
[2021-12-02 05:38:06	                main:581]	:	INFO	:	Epoch 1659 | loss: 7.07026e-05 | val_loss: 6.56428e-05 | Time: 1859.76 ms
[2021-12-02 05:38:08	                main:581]	:	INFO	:	Epoch 1660 | loss: 7.16145e-05 | val_loss: 6.82668e-05 | Time: 1840.24 ms
[2021-12-02 05:38:10	                main:581]	:	INFO	:	Epoch 1661 | loss: 7.24133e-05 | val_loss: 6.78977e-05 | Time: 1847.86 ms
[2021-12-02 05:38:11	                main:581]	:	INFO	:	Epoch 1662 | loss: 8.30504e-05 | val_loss: 8.69618e-05 | Time: 1884 ms
[2021-12-02 05:38:13	                main:581]	:	INFO	:	Epoch 1663 | loss: 7.63209e-05 | val_loss: 6.72706e-05 | Time: 1892.97 ms
[2021-12-02 05:38:15	                main:581]	:	INFO	:	Epoch 1664 | loss: 7.03293e-05 | val_loss: 6.49124e-05 | Time: 1815.57 ms
[2021-12-02 05:38:17	                main:581]	:	INFO	:	Epoch 1665 | loss: 6.92691e-05 | val_loss: 6.50815e-05 | Time: 1819.82 ms
[2021-12-02 05:38:19	                main:581]	:	INFO	:	Epoch 1666 | loss: 7.05451e-05 | val_loss: 6.70431e-05 | Time: 1841.98 ms
[2021-12-02 05:38:21	                main:581]	:	INFO	:	Epoch 1667 | loss: 7.137e-05 | val_loss: 7.41342e-05 | Time: 1818.5 ms
[2021-12-02 05:38:23	                main:581]	:	INFO	:	Epoch 1668 | loss: 7.40596e-05 | val_loss: 6.6615e-05 | Time: 1890.4 ms
[2021-12-02 05:38:24	                main:581]	:	INFO	:	Epoch 1669 | loss: 7.04068e-05 | val_loss: 6.71943e-05 | Time: 1835.15 ms
[2021-12-02 05:38:26	                main:581]	:	INFO	:	Epoch 1670 | loss: 7.1262e-05 | val_loss: 6.33867e-05 | Time: 1838.6 ms
[2021-12-02 05:38:28	                main:581]	:	INFO	:	Epoch 1671 | loss: 6.90206e-05 | val_loss: 6.74195e-05 | Time: 1899.25 ms
[2021-12-02 05:38:30	                main:581]	:	INFO	:	Epoch 1672 | loss: 7.83173e-05 | val_loss: 7.10774e-05 | Time: 1821.96 ms
[2021-12-02 05:38:32	                main:581]	:	INFO	:	Epoch 1673 | loss: 7.18173e-05 | val_loss: 6.38748e-05 | Time: 1802.08 ms
[2021-12-02 05:38:34	                main:581]	:	INFO	:	Epoch 1674 | loss: 6.92682e-05 | val_loss: 6.51257e-05 | Time: 1823.95 ms
[2021-12-02 05:38:35	                main:581]	:	INFO	:	Epoch 1675 | loss: 6.93683e-05 | val_loss: 6.80497e-05 | Time: 1804.83 ms
[2021-12-02 05:38:37	                main:581]	:	INFO	:	Epoch 1676 | loss: 6.86166e-05 | val_loss: 6.44194e-05 | Time: 1830.7 ms
[2021-12-02 05:38:39	                main:581]	:	INFO	:	Epoch 1677 | loss: 6.79874e-05 | val_loss: 6.43325e-05 | Time: 1803.8 ms
[2021-12-02 05:38:41	                main:581]	:	INFO	:	Epoch 1678 | loss: 6.86513e-05 | val_loss: 6.37594e-05 | Time: 1824.31 ms
[2021-12-02 05:38:43	                main:581]	:	INFO	:	Epoch 1679 | loss: 6.74119e-05 | val_loss: 6.29623e-05 | Time: 1802.65 ms
[2021-12-02 05:38:44	                main:581]	:	INFO	:	Epoch 1680 | loss: 7.13892e-05 | val_loss: 8.90092e-05 | Time: 1800.06 ms
[2021-12-02 05:38:46	                main:581]	:	INFO	:	Epoch 1681 | loss: 8.65872e-05 | val_loss: 6.98201e-05 | Time: 1820.87 ms
[2021-12-02 05:38:48	                main:581]	:	INFO	:	Epoch 1682 | loss: 6.94401e-05 | val_loss: 6.39153e-05 | Time: 1823.78 ms
[2021-12-02 05:38:50	                main:581]	:	INFO	:	Epoch 1683 | loss: 6.61773e-05 | val_loss: 6.29531e-05 | Time: 1832.88 ms
[2021-12-02 05:38:52	                main:581]	:	INFO	:	Epoch 1684 | loss: 6.7104e-05 | val_loss: 6.22011e-05 | Time: 1858.32 ms
[2021-12-02 05:38:54	                main:581]	:	INFO	:	Epoch 1685 | loss: 6.62201e-05 | val_loss: 6.17984e-05 | Time: 1812.28 ms
[2021-12-02 05:38:55	                main:581]	:	INFO	:	Epoch 1686 | loss: 6.53508e-05 | val_loss: 6.20016e-05 | Time: 1805.5 ms
[2021-12-02 05:38:57	                main:581]	:	INFO	:	Epoch 1687 | loss: 6.55783e-05 | val_loss: 6.16634e-05 | Time: 1834.13 ms
[2021-12-02 05:38:59	                main:581]	:	INFO	:	Epoch 1688 | loss: 6.55197e-05 | val_loss: 6.21414e-05 | Time: 1798.11 ms
[2021-12-02 05:39:01	                main:581]	:	INFO	:	Epoch 1689 | loss: 6.73617e-05 | val_loss: 6.23093e-05 | Time: 1843.86 ms
[2021-12-02 05:39:03	                main:581]	:	INFO	:	Epoch 1690 | loss: 6.67782e-05 | val_loss: 6.13572e-05 | Time: 1795.47 ms
[2021-12-02 05:39:04	                main:581]	:	INFO	:	Epoch 1691 | loss: 6.67746e-05 | val_loss: 6.72038e-05 | Time: 1808.37 ms
[2021-12-02 05:39:06	                main:581]	:	INFO	:	Epoch 1692 | loss: 7.55329e-05 | val_loss: 7.02314e-05 | Time: 1813.15 ms
[2021-12-02 05:39:08	                main:581]	:	INFO	:	Epoch 1693 | loss: 7.19638e-05 | val_loss: 6.45248e-05 | Time: 1807.8 ms
[2021-12-02 05:39:10	                main:581]	:	INFO	:	Epoch 1694 | loss: 6.6523e-05 | val_loss: 6.18665e-05 | Time: 1841.56 ms
[2021-12-02 05:39:12	                main:581]	:	INFO	:	Epoch 1695 | loss: 6.49364e-05 | val_loss: 6.06601e-05 | Time: 1816.7 ms
[2021-12-02 05:39:14	                main:581]	:	INFO	:	Epoch 1696 | loss: 6.48514e-05 | val_loss: 5.9792e-05 | Time: 1833.15 ms
[2021-12-02 05:39:15	                main:581]	:	INFO	:	Epoch 1697 | loss: 6.45635e-05 | val_loss: 5.98225e-05 | Time: 1843.47 ms
[2021-12-02 05:39:17	                main:581]	:	INFO	:	Epoch 1698 | loss: 6.41925e-05 | val_loss: 6.06779e-05 | Time: 1831.91 ms
[2021-12-02 05:39:19	                main:581]	:	INFO	:	Epoch 1699 | loss: 6.56092e-05 | val_loss: 6.37044e-05 | Time: 1809.8 ms
[2021-12-02 05:39:21	                main:581]	:	INFO	:	Epoch 1700 | loss: 7.13206e-05 | val_loss: 8.10595e-05 | Time: 1836.68 ms
[2021-12-02 05:39:23	                main:581]	:	INFO	:	Epoch 1701 | loss: 7.30208e-05 | val_loss: 6.33312e-05 | Time: 1840.38 ms
[2021-12-02 05:39:25	                main:581]	:	INFO	:	Epoch 1702 | loss: 6.55599e-05 | val_loss: 5.96989e-05 | Time: 1848.36 ms
[2021-12-02 05:39:26	                main:581]	:	INFO	:	Epoch 1703 | loss: 6.39903e-05 | val_loss: 5.97008e-05 | Time: 1857.73 ms
[2021-12-02 05:39:28	                main:581]	:	INFO	:	Epoch 1704 | loss: 6.38235e-05 | val_loss: 6.0176e-05 | Time: 1861.68 ms
[2021-12-02 05:39:30	                main:581]	:	INFO	:	Epoch 1705 | loss: 6.35668e-05 | val_loss: 5.99766e-05 | Time: 1828.28 ms
[2021-12-02 05:39:32	                main:581]	:	INFO	:	Epoch 1706 | loss: 6.75039e-05 | val_loss: 7.48459e-05 | Time: 1897.34 ms
[2021-12-02 05:39:34	                main:581]	:	INFO	:	Epoch 1707 | loss: 6.82681e-05 | val_loss: 6.06656e-05 | Time: 1871.59 ms
[2021-12-02 05:39:36	                main:581]	:	INFO	:	Epoch 1708 | loss: 6.39013e-05 | val_loss: 6.15087e-05 | Time: 1813.46 ms
[2021-12-02 05:39:38	                main:581]	:	INFO	:	Epoch 1709 | loss: 6.6458e-05 | val_loss: 6.13778e-05 | Time: 1818.69 ms
[2021-12-02 05:39:39	                main:581]	:	INFO	:	Epoch 1710 | loss: 6.36368e-05 | val_loss: 6.04158e-05 | Time: 1812.18 ms
[2021-12-02 05:39:41	                main:581]	:	INFO	:	Epoch 1711 | loss: 6.39654e-05 | val_loss: 5.90071e-05 | Time: 1800.85 ms
[2021-12-02 05:39:43	                main:581]	:	INFO	:	Epoch 1712 | loss: 6.45249e-05 | val_loss: 6.02314e-05 | Time: 1845.5 ms
[2021-12-02 05:39:45	                main:581]	:	INFO	:	Epoch 1713 | loss: 0.000421625 | val_loss: 0.00529903 | Time: 1824.03 ms
[2021-12-02 05:39:47	                main:581]	:	INFO	:	Epoch 1714 | loss: 0.00691237 | val_loss: 0.00702648 | Time: 1826.41 ms
[2021-12-02 05:39:48	                main:581]	:	INFO	:	Epoch 1715 | loss: 0.00497534 | val_loss: 0.00384368 | Time: 1798.25 ms
[2021-12-02 05:39:50	                main:581]	:	INFO	:	Epoch 1716 | loss: 0.00375287 | val_loss: 0.0034637 | Time: 1810.6 ms
[2021-12-02 05:39:52	                main:581]	:	INFO	:	Epoch 1717 | loss: 0.00352755 | val_loss: 0.00333691 | Time: 1824.5 ms
[2021-12-02 05:39:54	                main:581]	:	INFO	:	Epoch 1718 | loss: 0.00337149 | val_loss: 0.00314192 | Time: 1839.8 ms
[2021-12-02 05:39:56	                main:581]	:	INFO	:	Epoch 1719 | loss: 0.00318885 | val_loss: 0.00298587 | Time: 1813.41 ms
[2021-12-02 05:39:58	                main:581]	:	INFO	:	Epoch 1720 | loss: 0.00292301 | val_loss: 0.00257274 | Time: 1828.35 ms
[2021-12-02 05:39:59	                main:581]	:	INFO	:	Epoch 1721 | loss: 0.00218056 | val_loss: 0.00139387 | Time: 1838.78 ms
[2021-12-02 05:40:01	                main:581]	:	INFO	:	Epoch 1722 | loss: 0.00104337 | val_loss: 0.000786902 | Time: 1833.82 ms
[2021-12-02 05:40:03	                main:581]	:	INFO	:	Epoch 1723 | loss: 0.000687813 | val_loss: 0.00058869 | Time: 1825.01 ms
[2021-12-02 05:40:05	                main:581]	:	INFO	:	Epoch 1724 | loss: 0.000571439 | val_loss: 0.000520213 | Time: 1823.92 ms
[2021-12-02 05:40:07	                main:581]	:	INFO	:	Epoch 1725 | loss: 0.000521122 | val_loss: 0.000493097 | Time: 1831.42 ms
[2021-12-02 05:40:09	                main:581]	:	INFO	:	Epoch 1726 | loss: 0.00050248 | val_loss: 0.000480628 | Time: 1799.06 ms
[2021-12-02 05:40:10	                main:581]	:	INFO	:	Epoch 1727 | loss: 0.000492229 | val_loss: 0.000472228 | Time: 1809.01 ms
[2021-12-02 05:40:12	                main:581]	:	INFO	:	Epoch 1728 | loss: 0.000485132 | val_loss: 0.000465452 | Time: 1811.71 ms
[2021-12-02 05:40:14	                main:581]	:	INFO	:	Epoch 1729 | loss: 0.000479239 | val_loss: 0.000460692 | Time: 1799.03 ms
[2021-12-02 05:40:16	                main:581]	:	INFO	:	Epoch 1730 | loss: 0.000474383 | val_loss: 0.000455995 | Time: 1830.51 ms
[2021-12-02 05:40:18	                main:581]	:	INFO	:	Epoch 1731 | loss: 0.000470392 | val_loss: 0.000452918 | Time: 1885.41 ms
[2021-12-02 05:40:19	                main:581]	:	INFO	:	Epoch 1732 | loss: 0.000467362 | val_loss: 0.000449813 | Time: 1821.25 ms
[2021-12-02 05:40:21	                main:581]	:	INFO	:	Epoch 1733 | loss: 0.000464468 | val_loss: 0.000447026 | Time: 1803.99 ms
[2021-12-02 05:40:23	                main:581]	:	INFO	:	Epoch 1734 | loss: 0.000461782 | val_loss: 0.000444891 | Time: 1834.42 ms
[2021-12-02 05:40:25	                main:581]	:	INFO	:	Epoch 1735 | loss: 0.000459547 | val_loss: 0.000442492 | Time: 1859.03 ms
[2021-12-02 05:40:27	                main:581]	:	INFO	:	Epoch 1736 | loss: 0.000457396 | val_loss: 0.000440731 | Time: 1844.28 ms
[2021-12-02 05:40:29	                main:581]	:	INFO	:	Epoch 1737 | loss: 0.000455683 | val_loss: 0.000439302 | Time: 1803.46 ms
[2021-12-02 05:40:30	                main:581]	:	INFO	:	Epoch 1738 | loss: 0.000453662 | val_loss: 0.000437558 | Time: 1805.43 ms
[2021-12-02 05:40:32	                main:581]	:	INFO	:	Epoch 1739 | loss: 0.000452219 | val_loss: 0.000435955 | Time: 1824.63 ms
[2021-12-02 05:40:34	                main:581]	:	INFO	:	Epoch 1740 | loss: 0.000450648 | val_loss: 0.000434997 | Time: 1810.83 ms
[2021-12-02 05:40:36	                main:581]	:	INFO	:	Epoch 1741 | loss: 0.000449344 | val_loss: 0.000433449 | Time: 1832 ms
[2021-12-02 05:40:38	                main:581]	:	INFO	:	Epoch 1742 | loss: 0.000447831 | val_loss: 0.000432009 | Time: 1806.22 ms
[2021-12-02 05:40:40	                main:581]	:	INFO	:	Epoch 1743 | loss: 0.000446696 | val_loss: 0.000431057 | Time: 1821.9 ms
[2021-12-02 05:40:41	                main:581]	:	INFO	:	Epoch 1744 | loss: 0.000445461 | val_loss: 0.000429938 | Time: 1819.61 ms
[2021-12-02 05:40:43	                main:581]	:	INFO	:	Epoch 1745 | loss: 0.000444367 | val_loss: 0.000428664 | Time: 1832.9 ms
[2021-12-02 05:40:45	                main:581]	:	INFO	:	Epoch 1746 | loss: 0.000443392 | val_loss: 0.000427956 | Time: 1817.78 ms
[2021-12-02 05:40:47	                main:581]	:	INFO	:	Epoch 1747 | loss: 0.000442332 | val_loss: 0.000426761 | Time: 1857.68 ms
[2021-12-02 05:40:49	                main:581]	:	INFO	:	Epoch 1748 | loss: 0.000441233 | val_loss: 0.000425965 | Time: 1851.85 ms
[2021-12-02 05:40:51	                main:581]	:	INFO	:	Epoch 1749 | loss: 0.000440176 | val_loss: 0.000424886 | Time: 1828 ms
[2021-12-02 05:40:52	                main:581]	:	INFO	:	Epoch 1750 | loss: 0.000439242 | val_loss: 0.000424112 | Time: 1828.95 ms
[2021-12-02 05:40:54	                main:581]	:	INFO	:	Epoch 1751 | loss: 0.000438355 | val_loss: 0.000423152 | Time: 1859.02 ms
[2021-12-02 05:40:56	                main:581]	:	INFO	:	Epoch 1752 | loss: 0.000437581 | val_loss: 0.000422566 | Time: 1843.89 ms
[2021-12-02 05:40:58	                main:581]	:	INFO	:	Epoch 1753 | loss: 0.000436758 | val_loss: 0.000421845 | Time: 1806.12 ms
[2021-12-02 05:41:00	                main:581]	:	INFO	:	Epoch 1754 | loss: 0.000436015 | val_loss: 0.000421014 | Time: 1836.67 ms
[2021-12-02 05:41:02	                main:581]	:	INFO	:	Epoch 1755 | loss: 0.000435207 | val_loss: 0.000420427 | Time: 1824.35 ms
[2021-12-02 05:41:03	                main:581]	:	INFO	:	Epoch 1756 | loss: 0.000434458 | val_loss: 0.000419562 | Time: 1822.16 ms
[2021-12-02 05:41:05	                main:581]	:	INFO	:	Epoch 1757 | loss: 0.000433821 | val_loss: 0.000419127 | Time: 1856.12 ms
[2021-12-02 05:41:07	                main:581]	:	INFO	:	Epoch 1758 | loss: 0.000433405 | val_loss: 0.000418456 | Time: 1828.45 ms
[2021-12-02 05:41:09	                main:581]	:	INFO	:	Epoch 1759 | loss: 0.000432823 | val_loss: 0.000418478 | Time: 1801.46 ms
[2021-12-02 05:41:11	                main:581]	:	INFO	:	Epoch 1760 | loss: 0.000432156 | val_loss: 0.000417192 | Time: 1815.26 ms
[2021-12-02 05:41:12	                main:581]	:	INFO	:	Epoch 1761 | loss: 0.000431211 | val_loss: 0.00041677 | Time: 1823.51 ms
[2021-12-02 05:41:14	                main:581]	:	INFO	:	Epoch 1762 | loss: 0.000430735 | val_loss: 0.000416261 | Time: 1801.78 ms
[2021-12-02 05:41:16	                main:581]	:	INFO	:	Epoch 1763 | loss: 0.000430171 | val_loss: 0.000415984 | Time: 1799.23 ms
[2021-12-02 05:41:18	                main:581]	:	INFO	:	Epoch 1764 | loss: 0.000429807 | val_loss: 0.000415499 | Time: 1806.21 ms
[2021-12-02 05:41:20	                main:581]	:	INFO	:	Epoch 1765 | loss: 0.000429145 | val_loss: 0.000415149 | Time: 1804.38 ms
[2021-12-02 05:41:22	                main:581]	:	INFO	:	Epoch 1766 | loss: 0.000428713 | val_loss: 0.000414903 | Time: 1812.82 ms
[2021-12-02 05:41:23	                main:581]	:	INFO	:	Epoch 1767 | loss: 0.000428263 | val_loss: 0.000414262 | Time: 1816.61 ms
[2021-12-02 05:41:25	                main:581]	:	INFO	:	Epoch 1768 | loss: 0.000427774 | val_loss: 0.000414282 | Time: 1832.59 ms
[2021-12-02 05:41:27	                main:581]	:	INFO	:	Epoch 1769 | loss: 0.000427321 | val_loss: 0.000413427 | Time: 1813.15 ms
[2021-12-02 05:41:29	                main:581]	:	INFO	:	Epoch 1770 | loss: 0.00042715 | val_loss: 0.000413584 | Time: 1817.46 ms
[2021-12-02 05:41:31	                main:581]	:	INFO	:	Epoch 1771 | loss: 0.000427104 | val_loss: 0.000413007 | Time: 1804.94 ms
[2021-12-02 05:41:32	                main:581]	:	INFO	:	Epoch 1772 | loss: 0.000426411 | val_loss: 0.0004128 | Time: 1833.54 ms
[2021-12-02 05:41:34	                main:581]	:	INFO	:	Epoch 1773 | loss: 0.000425873 | val_loss: 0.000412349 | Time: 1806.11 ms
[2021-12-02 05:41:36	                main:581]	:	INFO	:	Epoch 1774 | loss: 0.000425473 | val_loss: 0.000412009 | Time: 1870.14 ms
[2021-12-02 05:41:38	                main:581]	:	INFO	:	Epoch 1775 | loss: 0.000425007 | val_loss: 0.000411635 | Time: 1861.87 ms
[2021-12-02 05:41:40	                main:581]	:	INFO	:	Epoch 1776 | loss: 0.000424755 | val_loss: 0.000411369 | Time: 1864.22 ms
[2021-12-02 05:41:42	                main:581]	:	INFO	:	Epoch 1777 | loss: 0.000424545 | val_loss: 0.000411512 | Time: 1810.23 ms
[2021-12-02 05:41:43	                main:581]	:	INFO	:	Epoch 1778 | loss: 0.00042467 | val_loss: 0.000411104 | Time: 1811.97 ms
[2021-12-02 05:41:45	                main:581]	:	INFO	:	Epoch 1779 | loss: 0.00042392 | val_loss: 0.000410494 | Time: 1809.92 ms
[2021-12-02 05:41:47	                main:581]	:	INFO	:	Epoch 1780 | loss: 0.000423549 | val_loss: 0.000410412 | Time: 1817.4 ms
[2021-12-02 05:41:49	                main:581]	:	INFO	:	Epoch 1781 | loss: 0.000423287 | val_loss: 0.000409996 | Time: 1803.53 ms
[2021-12-02 05:41:51	                main:581]	:	INFO	:	Epoch 1782 | loss: 0.000423053 | val_loss: 0.000409758 | Time: 1810.65 ms
[2021-12-02 05:41:53	                main:581]	:	INFO	:	Epoch 1783 | loss: 0.000422827 | val_loss: 0.000409401 | Time: 1810.85 ms
[2021-12-02 05:41:54	                main:581]	:	INFO	:	Epoch 1784 | loss: 0.000422512 | val_loss: 0.000409277 | Time: 1829.04 ms
[2021-12-02 05:41:56	                main:581]	:	INFO	:	Epoch 1785 | loss: 0.000422114 | val_loss: 0.000408783 | Time: 1807 ms
[2021-12-02 05:41:58	                main:581]	:	INFO	:	Epoch 1786 | loss: 0.000421781 | val_loss: 0.000408639 | Time: 1846.05 ms
[2021-12-02 05:42:00	                main:581]	:	INFO	:	Epoch 1787 | loss: 0.000421534 | val_loss: 0.00040836 | Time: 1860.64 ms
[2021-12-02 05:42:02	                main:581]	:	INFO	:	Epoch 1788 | loss: 0.00042121 | val_loss: 0.000408357 | Time: 1800.21 ms
[2021-12-02 05:42:03	                main:581]	:	INFO	:	Epoch 1789 | loss: 0.000421036 | val_loss: 0.000408325 | Time: 1812.23 ms
[2021-12-02 05:42:05	                main:581]	:	INFO	:	Epoch 1790 | loss: 0.000420641 | val_loss: 0.000408132 | Time: 1822.74 ms
[2021-12-02 05:42:07	                main:581]	:	INFO	:	Epoch 1791 | loss: 0.000420157 | val_loss: 0.000407484 | Time: 1842.46 ms
[2021-12-02 05:42:09	                main:581]	:	INFO	:	Epoch 1792 | loss: 0.000419941 | val_loss: 0.000407519 | Time: 1854.5 ms
[2021-12-02 05:42:11	                main:581]	:	INFO	:	Epoch 1793 | loss: 0.000419519 | val_loss: 0.000407089 | Time: 1883.54 ms
[2021-12-02 05:42:13	                main:581]	:	INFO	:	Epoch 1794 | loss: 0.000419112 | val_loss: 0.000406574 | Time: 1844.87 ms
[2021-12-02 05:42:15	                main:581]	:	INFO	:	Epoch 1795 | loss: 0.000418997 | val_loss: 0.000406449 | Time: 1858.83 ms
[2021-12-02 05:42:16	                main:581]	:	INFO	:	Epoch 1796 | loss: 0.000419037 | val_loss: 0.000407227 | Time: 1832.42 ms
[2021-12-02 05:42:18	                main:581]	:	INFO	:	Epoch 1797 | loss: 0.000418719 | val_loss: 0.00040573 | Time: 1799.53 ms
[2021-12-02 05:42:20	                main:581]	:	INFO	:	Epoch 1798 | loss: 0.000418247 | val_loss: 0.000405624 | Time: 1815.53 ms
[2021-12-02 05:42:22	                main:581]	:	INFO	:	Epoch 1799 | loss: 0.000418143 | val_loss: 0.000405419 | Time: 1813.19 ms
[2021-12-02 05:42:24	                main:581]	:	INFO	:	Epoch 1800 | loss: 0.000417719 | val_loss: 0.000404833 | Time: 1804.65 ms
[2021-12-02 05:42:25	                main:581]	:	INFO	:	Epoch 1801 | loss: 0.000417484 | val_loss: 0.000405198 | Time: 1838.26 ms
[2021-12-02 05:42:27	                main:581]	:	INFO	:	Epoch 1802 | loss: 0.000417406 | val_loss: 0.00040497 | Time: 1874.18 ms
[2021-12-02 05:42:29	                main:581]	:	INFO	:	Epoch 1803 | loss: 0.000417201 | val_loss: 0.000405391 | Time: 1862.98 ms
[2021-12-02 05:42:31	                main:581]	:	INFO	:	Epoch 1804 | loss: 0.000417156 | val_loss: 0.000404998 | Time: 1822.39 ms
[2021-12-02 05:42:33	                main:581]	:	INFO	:	Epoch 1805 | loss: 0.000416793 | val_loss: 0.000404874 | Time: 1844.12 ms
[2021-12-02 05:42:35	                main:581]	:	INFO	:	Epoch 1806 | loss: 0.000416599 | val_loss: 0.000403969 | Time: 1835.76 ms
[2021-12-02 05:42:37	                main:581]	:	INFO	:	Epoch 1807 | loss: 0.000416431 | val_loss: 0.00040422 | Time: 1803.43 ms
[2021-12-02 05:42:38	                main:581]	:	INFO	:	Epoch 1808 | loss: 0.000416229 | val_loss: 0.000403994 | Time: 1812.45 ms
[2021-12-02 05:42:40	                main:581]	:	INFO	:	Epoch 1809 | loss: 0.000416331 | val_loss: 0.000403564 | Time: 1852.46 ms
[2021-12-02 05:42:42	                main:581]	:	INFO	:	Epoch 1810 | loss: 0.000416175 | val_loss: 0.00040255 | Time: 1802.5 ms
[2021-12-02 05:42:44	                main:581]	:	INFO	:	Epoch 1811 | loss: 0.000415463 | val_loss: 0.00040284 | Time: 1825.37 ms
[2021-12-02 05:42:46	                main:581]	:	INFO	:	Epoch 1812 | loss: 0.00041493 | val_loss: 0.000402896 | Time: 1814.34 ms
[2021-12-02 05:42:47	                main:581]	:	INFO	:	Epoch 1813 | loss: 0.00041416 | val_loss: 0.000403243 | Time: 1801.23 ms
[2021-12-02 05:42:49	                main:581]	:	INFO	:	Epoch 1814 | loss: 0.000413333 | val_loss: 0.000401078 | Time: 1802.1 ms
[2021-12-02 05:42:51	                main:581]	:	INFO	:	Epoch 1815 | loss: 0.000413537 | val_loss: 0.000401884 | Time: 1836.91 ms
[2021-12-02 05:42:53	                main:581]	:	INFO	:	Epoch 1816 | loss: 0.000418883 | val_loss: 0.000407658 | Time: 1817.38 ms
[2021-12-02 05:42:55	                main:581]	:	INFO	:	Epoch 1817 | loss: 0.000418262 | val_loss: 0.000403542 | Time: 1808.39 ms
[2021-12-02 05:42:57	                main:581]	:	INFO	:	Epoch 1818 | loss: 0.000413537 | val_loss: 0.000399973 | Time: 1820.46 ms
[2021-12-02 05:42:58	                main:581]	:	INFO	:	Epoch 1819 | loss: 0.000411002 | val_loss: 0.000398223 | Time: 1836.05 ms
[2021-12-02 05:43:00	                main:581]	:	INFO	:	Epoch 1820 | loss: 0.000409713 | val_loss: 0.000396502 | Time: 1854.4 ms
[2021-12-02 05:43:02	                main:581]	:	INFO	:	Epoch 1821 | loss: 0.000408298 | val_loss: 0.000395963 | Time: 1838.55 ms
[2021-12-02 05:43:04	                main:581]	:	INFO	:	Epoch 1822 | loss: 0.000407554 | val_loss: 0.000395255 | Time: 1823.74 ms
[2021-12-02 05:43:06	                main:581]	:	INFO	:	Epoch 1823 | loss: 0.000407608 | val_loss: 0.000395824 | Time: 1807.22 ms
[2021-12-02 05:43:07	                main:581]	:	INFO	:	Epoch 1824 | loss: 0.000406668 | val_loss: 0.000394844 | Time: 1802.09 ms
[2021-12-02 05:43:09	                main:581]	:	INFO	:	Epoch 1825 | loss: 0.000406974 | val_loss: 0.000395216 | Time: 1799.41 ms
[2021-12-02 05:43:11	                main:581]	:	INFO	:	Epoch 1826 | loss: 0.000406342 | val_loss: 0.000394478 | Time: 1808.4 ms
[2021-12-02 05:43:13	                main:581]	:	INFO	:	Epoch 1827 | loss: 0.000406221 | val_loss: 0.000394391 | Time: 1796.83 ms
[2021-12-02 05:43:15	                main:581]	:	INFO	:	Epoch 1828 | loss: 0.000405952 | val_loss: 0.000394375 | Time: 1801.22 ms
[2021-12-02 05:43:17	                main:581]	:	INFO	:	Epoch 1829 | loss: 0.00040549 | val_loss: 0.000394811 | Time: 1831.66 ms
[2021-12-02 05:43:18	                main:581]	:	INFO	:	Epoch 1830 | loss: 0.000404833 | val_loss: 0.000393802 | Time: 1797.49 ms
[2021-12-02 05:43:20	                main:581]	:	INFO	:	Epoch 1831 | loss: 0.000405585 | val_loss: 0.000394947 | Time: 1851.16 ms
[2021-12-02 05:43:22	                main:581]	:	INFO	:	Epoch 1832 | loss: 0.000404662 | val_loss: 0.000394547 | Time: 1836.28 ms
[2021-12-02 05:43:24	                main:581]	:	INFO	:	Epoch 1833 | loss: 0.000404463 | val_loss: 0.000392342 | Time: 1837.82 ms
[2021-12-02 05:43:26	                main:581]	:	INFO	:	Epoch 1834 | loss: 0.000401812 | val_loss: 0.000391026 | Time: 1841.55 ms
[2021-12-02 05:43:28	                main:581]	:	INFO	:	Epoch 1835 | loss: 0.000401677 | val_loss: 0.000395602 | Time: 1856.76 ms
[2021-12-02 05:43:29	                main:581]	:	INFO	:	Epoch 1836 | loss: 0.000403092 | val_loss: 0.000385634 | Time: 1871.13 ms
[2021-12-02 05:43:31	                main:581]	:	INFO	:	Epoch 1837 | loss: 0.000391717 | val_loss: 0.000377021 | Time: 1867.32 ms
[2021-12-02 05:43:33	                main:581]	:	INFO	:	Epoch 1838 | loss: 0.000384627 | val_loss: 0.000349484 | Time: 1939.85 ms
[2021-12-02 05:43:35	                main:581]	:	INFO	:	Epoch 1839 | loss: 0.000342003 | val_loss: 0.000341585 | Time: 1864.13 ms
[2021-12-02 05:43:37	                main:581]	:	INFO	:	Epoch 1840 | loss: 0.000260386 | val_loss: 0.000192834 | Time: 1905.18 ms
[2021-12-02 05:43:39	                main:581]	:	INFO	:	Epoch 1841 | loss: 0.000191769 | val_loss: 0.000153181 | Time: 1865 ms
[2021-12-02 05:43:41	                main:581]	:	INFO	:	Epoch 1842 | loss: 0.000153008 | val_loss: 0.000144935 | Time: 1832.36 ms
[2021-12-02 05:43:42	                main:581]	:	INFO	:	Epoch 1843 | loss: 0.00013181 | val_loss: 0.000109995 | Time: 1798.88 ms
[2021-12-02 05:43:44	                main:581]	:	INFO	:	Epoch 1844 | loss: 0.000111763 | val_loss: 0.000115512 | Time: 1813.5 ms
[2021-12-02 05:43:46	                main:581]	:	INFO	:	Epoch 1845 | loss: 0.000113412 | val_loss: 9.9018e-05 | Time: 1840.56 ms
[2021-12-02 05:43:48	                main:581]	:	INFO	:	Epoch 1846 | loss: 0.000101084 | val_loss: 9.58351e-05 | Time: 1824.47 ms
[2021-12-02 05:43:50	                main:581]	:	INFO	:	Epoch 1847 | loss: 9.66122e-05 | val_loss: 9.21015e-05 | Time: 1798.04 ms
[2021-12-02 05:43:52	                main:581]	:	INFO	:	Epoch 1848 | loss: 9.30796e-05 | val_loss: 8.71978e-05 | Time: 1803.33 ms
[2021-12-02 05:43:53	                main:581]	:	INFO	:	Epoch 1849 | loss: 8.97332e-05 | val_loss: 9.06516e-05 | Time: 1807.41 ms
[2021-12-02 05:43:55	                main:581]	:	INFO	:	Epoch 1850 | loss: 8.99209e-05 | val_loss: 7.86166e-05 | Time: 1815.93 ms
[2021-12-02 05:43:57	                main:581]	:	INFO	:	Epoch 1851 | loss: 7.48385e-05 | val_loss: 7.12785e-05 | Time: 1823.45 ms
[2021-12-02 05:43:59	                main:581]	:	INFO	:	Epoch 1852 | loss: 9.17169e-05 | val_loss: 5.26916e-05 | Time: 1806.86 ms
[2021-12-02 05:44:01	                main:581]	:	INFO	:	Epoch 1853 | loss: 5.38962e-05 | val_loss: 5.9099e-05 | Time: 1847.4 ms
[2021-12-02 05:44:02	                main:581]	:	INFO	:	Epoch 1854 | loss: 4.37891e-05 | val_loss: 3.71317e-05 | Time: 1804.39 ms
[2021-12-02 05:44:04	                main:581]	:	INFO	:	Epoch 1855 | loss: 3.49055e-05 | val_loss: 3.13745e-05 | Time: 1806.3 ms
[2021-12-02 05:44:06	                main:581]	:	INFO	:	Epoch 1856 | loss: 3.511e-05 | val_loss: 0.000231583 | Time: 1832.03 ms
[2021-12-02 05:44:08	                main:581]	:	INFO	:	Epoch 1857 | loss: 0.00172198 | val_loss: 0.000982275 | Time: 1838.48 ms
[2021-12-02 05:44:10	                main:581]	:	INFO	:	Epoch 1858 | loss: 0.000647434 | val_loss: 0.000338483 | Time: 1822.17 ms
[2021-12-02 05:44:12	                main:581]	:	INFO	:	Epoch 1859 | loss: 0.000215283 | val_loss: 0.000136613 | Time: 1807.98 ms
[2021-12-02 05:44:13	                main:581]	:	INFO	:	Epoch 1860 | loss: 0.000107716 | val_loss: 8.12093e-05 | Time: 1794.13 ms
[2021-12-02 05:44:15	                main:581]	:	INFO	:	Epoch 1861 | loss: 7.40092e-05 | val_loss: 6.34689e-05 | Time: 1834.56 ms
[2021-12-02 05:44:17	                main:581]	:	INFO	:	Epoch 1862 | loss: 6.10774e-05 | val_loss: 5.62352e-05 | Time: 1826.77 ms
[2021-12-02 05:44:19	                main:581]	:	INFO	:	Epoch 1863 | loss: 5.52882e-05 | val_loss: 5.11844e-05 | Time: 1851.89 ms
[2021-12-02 05:44:21	                main:581]	:	INFO	:	Epoch 1864 | loss: 5.13643e-05 | val_loss: 4.78936e-05 | Time: 1834.15 ms
[2021-12-02 05:44:23	                main:581]	:	INFO	:	Epoch 1865 | loss: 4.89087e-05 | val_loss: 4.60818e-05 | Time: 1809.77 ms
[2021-12-02 05:44:24	                main:581]	:	INFO	:	Epoch 1866 | loss: 4.74042e-05 | val_loss: 4.45286e-05 | Time: 1803.44 ms
[2021-12-02 05:44:26	                main:581]	:	INFO	:	Epoch 1867 | loss: 4.65615e-05 | val_loss: 4.35616e-05 | Time: 1841.2 ms
[2021-12-02 05:44:28	                main:581]	:	INFO	:	Epoch 1868 | loss: 4.50629e-05 | val_loss: 4.31106e-05 | Time: 1830.86 ms
[2021-12-02 05:44:30	                main:581]	:	INFO	:	Epoch 1869 | loss: 4.39663e-05 | val_loss: 4.17548e-05 | Time: 1802.04 ms
[2021-12-02 05:44:32	                main:581]	:	INFO	:	Epoch 1870 | loss: 4.26581e-05 | val_loss: 4.03141e-05 | Time: 1818.92 ms
[2021-12-02 05:44:33	                main:581]	:	INFO	:	Epoch 1871 | loss: 4.16127e-05 | val_loss: 3.89531e-05 | Time: 1840.78 ms
[2021-12-02 05:44:35	                main:581]	:	INFO	:	Epoch 1872 | loss: 4.12835e-05 | val_loss: 3.83002e-05 | Time: 1846.57 ms
[2021-12-02 05:44:37	                main:581]	:	INFO	:	Epoch 1873 | loss: 4.04735e-05 | val_loss: 3.7667e-05 | Time: 1807.83 ms
[2021-12-02 05:44:39	                main:581]	:	INFO	:	Epoch 1874 | loss: 3.98074e-05 | val_loss: 3.73417e-05 | Time: 1804.63 ms
[2021-12-02 05:44:41	                main:581]	:	INFO	:	Epoch 1875 | loss: 3.94283e-05 | val_loss: 3.72365e-05 | Time: 1822.27 ms
[2021-12-02 05:44:43	                main:581]	:	INFO	:	Epoch 1876 | loss: 3.9063e-05 | val_loss: 3.69374e-05 | Time: 1793.95 ms
[2021-12-02 05:44:44	                main:581]	:	INFO	:	Epoch 1877 | loss: 3.85758e-05 | val_loss: 3.61674e-05 | Time: 1796.35 ms
[2021-12-02 05:44:46	                main:581]	:	INFO	:	Epoch 1878 | loss: 3.8044e-05 | val_loss: 3.55665e-05 | Time: 1818.49 ms
[2021-12-02 05:44:48	                main:581]	:	INFO	:	Epoch 1879 | loss: 3.75581e-05 | val_loss: 3.55431e-05 | Time: 1849.05 ms
[2021-12-02 05:44:50	                main:581]	:	INFO	:	Epoch 1880 | loss: 3.70622e-05 | val_loss: 3.51352e-05 | Time: 1847.43 ms
[2021-12-02 05:44:52	                main:581]	:	INFO	:	Epoch 1881 | loss: 3.65569e-05 | val_loss: 3.42563e-05 | Time: 1827.58 ms
[2021-12-02 05:44:54	                main:581]	:	INFO	:	Epoch 1882 | loss: 3.61329e-05 | val_loss: 3.41442e-05 | Time: 1846.12 ms
[2021-12-02 05:44:55	                main:581]	:	INFO	:	Epoch 1883 | loss: 3.56461e-05 | val_loss: 3.33457e-05 | Time: 1825.4 ms
[2021-12-02 05:44:57	                main:581]	:	INFO	:	Epoch 1884 | loss: 3.48909e-05 | val_loss: 3.29911e-05 | Time: 1847.08 ms
[2021-12-02 05:44:59	                main:581]	:	INFO	:	Epoch 1885 | loss: 3.4492e-05 | val_loss: 3.24577e-05 | Time: 1813.45 ms
[2021-12-02 05:45:01	                main:581]	:	INFO	:	Epoch 1886 | loss: 3.39247e-05 | val_loss: 3.21944e-05 | Time: 1809.15 ms
[2021-12-02 05:45:03	                main:581]	:	INFO	:	Epoch 1887 | loss: 3.36225e-05 | val_loss: 3.20682e-05 | Time: 1820.66 ms
[2021-12-02 05:45:04	                main:581]	:	INFO	:	Epoch 1888 | loss: 3.32943e-05 | val_loss: 3.16303e-05 | Time: 1796.65 ms
[2021-12-02 05:45:06	                main:581]	:	INFO	:	Epoch 1889 | loss: 3.3126e-05 | val_loss: 3.14108e-05 | Time: 1806.25 ms
[2021-12-02 05:45:08	                main:581]	:	INFO	:	Epoch 1890 | loss: 3.23637e-05 | val_loss: 3.06745e-05 | Time: 1831.56 ms
[2021-12-02 05:45:10	                main:581]	:	INFO	:	Epoch 1891 | loss: 3.15474e-05 | val_loss: 3.01074e-05 | Time: 1842.22 ms
[2021-12-02 05:45:12	                main:581]	:	INFO	:	Epoch 1892 | loss: 3.01033e-05 | val_loss: 2.88313e-05 | Time: 1808.63 ms
[2021-12-02 05:45:14	                main:581]	:	INFO	:	Epoch 1893 | loss: 2.92266e-05 | val_loss: 2.84757e-05 | Time: 1834.72 ms
[2021-12-02 05:45:15	                main:581]	:	INFO	:	Epoch 1894 | loss: 2.87959e-05 | val_loss: 2.81112e-05 | Time: 1817.39 ms
[2021-12-02 05:45:17	                main:581]	:	INFO	:	Epoch 1895 | loss: 2.82958e-05 | val_loss: 2.73366e-05 | Time: 1818.78 ms
[2021-12-02 05:45:19	                main:581]	:	INFO	:	Epoch 1896 | loss: 2.71395e-05 | val_loss: 2.70497e-05 | Time: 1830.98 ms
[2021-12-02 05:45:21	                main:581]	:	INFO	:	Epoch 1897 | loss: 2.6681e-05 | val_loss: 2.69321e-05 | Time: 1877.62 ms
[2021-12-02 05:45:23	                main:581]	:	INFO	:	Epoch 1898 | loss: 2.64014e-05 | val_loss: 2.63248e-05 | Time: 1825.78 ms
[2021-12-02 05:45:25	                main:581]	:	INFO	:	Epoch 1899 | loss: 3.18784e-05 | val_loss: 2.6084e-05 | Time: 1802.12 ms
[2021-12-02 05:45:26	                main:581]	:	INFO	:	Epoch 1900 | loss: 2.75769e-05 | val_loss: 2.77489e-05 | Time: 1844.95 ms
[2021-12-02 05:45:28	                main:581]	:	INFO	:	Epoch 1901 | loss: 2.54735e-05 | val_loss: 2.62067e-05 | Time: 1803.89 ms
[2021-12-02 05:45:30	                main:581]	:	INFO	:	Epoch 1902 | loss: 2.43299e-05 | val_loss: 2.47803e-05 | Time: 1809.86 ms
[2021-12-02 05:45:32	                main:581]	:	INFO	:	Epoch 1903 | loss: 2.37477e-05 | val_loss: 2.52309e-05 | Time: 1796.9 ms
[2021-12-02 05:45:34	                main:581]	:	INFO	:	Epoch 1904 | loss: 2.30194e-05 | val_loss: 2.44096e-05 | Time: 1817.85 ms
[2021-12-02 05:45:35	                main:581]	:	INFO	:	Epoch 1905 | loss: 2.24426e-05 | val_loss: 2.42356e-05 | Time: 1797.2 ms
[2021-12-02 05:45:37	                main:581]	:	INFO	:	Epoch 1906 | loss: 2.22416e-05 | val_loss: 2.39642e-05 | Time: 1816.33 ms
[2021-12-02 05:45:39	                main:581]	:	INFO	:	Epoch 1907 | loss: 2.19967e-05 | val_loss: 2.39124e-05 | Time: 1823.4 ms
[2021-12-02 05:45:41	                main:581]	:	INFO	:	Epoch 1908 | loss: 2.15397e-05 | val_loss: 2.33564e-05 | Time: 1894.2 ms
[2021-12-02 05:45:43	                main:581]	:	INFO	:	Epoch 1909 | loss: 2.14326e-05 | val_loss: 2.32236e-05 | Time: 1817.75 ms
[2021-12-02 05:45:45	                main:581]	:	INFO	:	Epoch 1910 | loss: 2.09681e-05 | val_loss: 2.30444e-05 | Time: 1813.2 ms
[2021-12-02 05:45:46	                main:581]	:	INFO	:	Epoch 1911 | loss: 2.29808e-05 | val_loss: 2.99935e-05 | Time: 1822.19 ms
[2021-12-02 05:45:48	                main:581]	:	INFO	:	Epoch 1912 | loss: 2.22163e-05 | val_loss: 2.2736e-05 | Time: 1810.44 ms
[2021-12-02 05:45:50	                main:581]	:	INFO	:	Epoch 1913 | loss: 2.03414e-05 | val_loss: 2.18944e-05 | Time: 1840.37 ms
[2021-12-02 05:45:52	                main:581]	:	INFO	:	Epoch 1914 | loss: 2.01346e-05 | val_loss: 2.20518e-05 | Time: 1860.04 ms
[2021-12-02 05:45:54	                main:581]	:	INFO	:	Epoch 1915 | loss: 2.00307e-05 | val_loss: 2.18723e-05 | Time: 1832.62 ms
[2021-12-02 05:45:56	                main:581]	:	INFO	:	Epoch 1916 | loss: 2.04896e-05 | val_loss: 2.23909e-05 | Time: 1801.84 ms
[2021-12-02 05:45:57	                main:581]	:	INFO	:	Epoch 1917 | loss: 2.06015e-05 | val_loss: 2.50299e-05 | Time: 1824.81 ms
[2021-12-02 05:45:59	                main:581]	:	INFO	:	Epoch 1918 | loss: 2.1754e-05 | val_loss: 2.33078e-05 | Time: 1882.43 ms
[2021-12-02 05:46:01	                main:581]	:	INFO	:	Epoch 1919 | loss: 2.01599e-05 | val_loss: 2.18104e-05 | Time: 1816.82 ms
[2021-12-02 05:46:03	                main:581]	:	INFO	:	Epoch 1920 | loss: 1.99534e-05 | val_loss: 2.1982e-05 | Time: 1837.3 ms
[2021-12-02 05:46:05	                main:581]	:	INFO	:	Epoch 1921 | loss: 1.945e-05 | val_loss: 2.15251e-05 | Time: 1817.1 ms
[2021-12-02 05:46:07	                main:581]	:	INFO	:	Epoch 1922 | loss: 2.14252e-05 | val_loss: 3.11302e-05 | Time: 1817.81 ms
[2021-12-02 05:46:08	                main:581]	:	INFO	:	Epoch 1923 | loss: 2.33867e-05 | val_loss: 2.10737e-05 | Time: 1825.95 ms
[2021-12-02 05:46:10	                main:581]	:	INFO	:	Epoch 1924 | loss: 1.96647e-05 | val_loss: 2.13081e-05 | Time: 1874.41 ms
[2021-12-02 05:46:12	                main:581]	:	INFO	:	Epoch 1925 | loss: 1.94374e-05 | val_loss: 2.1173e-05 | Time: 1853.52 ms
[2021-12-02 05:46:14	                main:581]	:	INFO	:	Epoch 1926 | loss: 1.93743e-05 | val_loss: 2.12127e-05 | Time: 1889.88 ms
[2021-12-02 05:46:16	                main:581]	:	INFO	:	Epoch 1927 | loss: 1.88937e-05 | val_loss: 2.08831e-05 | Time: 1847.54 ms
[2021-12-02 05:46:18	                main:581]	:	INFO	:	Epoch 1928 | loss: 1.89639e-05 | val_loss: 2.1469e-05 | Time: 1852.63 ms
[2021-12-02 05:46:20	                main:581]	:	INFO	:	Epoch 1929 | loss: 1.91151e-05 | val_loss: 2.11798e-05 | Time: 1898.78 ms
[2021-12-02 05:46:21	                main:581]	:	INFO	:	Epoch 1930 | loss: 2.01144e-05 | val_loss: 2.11937e-05 | Time: 1809.72 ms
[2021-12-02 05:46:23	                main:581]	:	INFO	:	Epoch 1931 | loss: 1.89562e-05 | val_loss: 2.16922e-05 | Time: 1801.54 ms
[2021-12-02 05:46:25	                main:581]	:	INFO	:	Epoch 1932 | loss: 1.97486e-05 | val_loss: 2.35413e-05 | Time: 1829.12 ms
[2021-12-02 05:46:27	                main:581]	:	INFO	:	Epoch 1933 | loss: 2.16919e-05 | val_loss: 2.13652e-05 | Time: 1832.64 ms
[2021-12-02 05:46:29	                main:581]	:	INFO	:	Epoch 1934 | loss: 1.86636e-05 | val_loss: 2.03966e-05 | Time: 1852.43 ms
[2021-12-02 05:46:31	                main:581]	:	INFO	:	Epoch 1935 | loss: 1.84484e-05 | val_loss: 2.0388e-05 | Time: 1825.39 ms
[2021-12-02 05:46:32	                main:581]	:	INFO	:	Epoch 1936 | loss: 1.91574e-05 | val_loss: 2.41863e-05 | Time: 1804.91 ms
[2021-12-02 05:46:34	                main:581]	:	INFO	:	Epoch 1937 | loss: 2.66176e-05 | val_loss: 2.60528e-05 | Time: 1805.06 ms
[2021-12-02 05:46:36	                main:581]	:	INFO	:	Epoch 1938 | loss: 1.98368e-05 | val_loss: 2.06192e-05 | Time: 1846.02 ms
[2021-12-02 05:46:38	                main:581]	:	INFO	:	Epoch 1939 | loss: 1.8327e-05 | val_loss: 2.03953e-05 | Time: 1808.69 ms
[2021-12-02 05:46:40	                main:581]	:	INFO	:	Epoch 1940 | loss: 1.82279e-05 | val_loss: 2.00175e-05 | Time: 1832.89 ms
[2021-12-02 05:46:41	                main:581]	:	INFO	:	Epoch 1941 | loss: 1.81281e-05 | val_loss: 1.99799e-05 | Time: 1819.25 ms
[2021-12-02 05:46:43	                main:581]	:	INFO	:	Epoch 1942 | loss: 1.80565e-05 | val_loss: 1.96e-05 | Time: 1809.8 ms
[2021-12-02 05:46:45	                main:581]	:	INFO	:	Epoch 1943 | loss: 1.79482e-05 | val_loss: 1.98898e-05 | Time: 1806.71 ms
[2021-12-02 05:46:47	                main:581]	:	INFO	:	Epoch 1944 | loss: 2.18416e-05 | val_loss: 2.54992e-05 | Time: 1864.31 ms
[2021-12-02 05:46:49	                main:581]	:	INFO	:	Epoch 1945 | loss: 1.88843e-05 | val_loss: 1.86541e-05 | Time: 1820.88 ms
[2021-12-02 05:46:51	                main:581]	:	INFO	:	Epoch 1946 | loss: 1.72345e-05 | val_loss: 1.8435e-05 | Time: 1812.19 ms
[2021-12-02 05:46:52	                main:581]	:	INFO	:	Epoch 1947 | loss: 1.70881e-05 | val_loss: 1.82449e-05 | Time: 1815.33 ms
[2021-12-02 05:46:54	                main:581]	:	INFO	:	Epoch 1948 | loss: 1.66112e-05 | val_loss: 1.88186e-05 | Time: 1818.83 ms
[2021-12-02 05:46:56	                main:581]	:	INFO	:	Epoch 1949 | loss: 1.88409e-05 | val_loss: 2.06169e-05 | Time: 1854.58 ms
[2021-12-02 05:46:58	                main:581]	:	INFO	:	Epoch 1950 | loss: 1.74103e-05 | val_loss: 1.90663e-05 | Time: 1825.22 ms
[2021-12-02 05:47:00	                main:581]	:	INFO	:	Epoch 1951 | loss: 1.68377e-05 | val_loss: 1.99041e-05 | Time: 1858.33 ms
[2021-12-02 05:47:02	                main:581]	:	INFO	:	Epoch 1952 | loss: 1.79011e-05 | val_loss: 1.8193e-05 | Time: 1819.47 ms
[2021-12-02 05:47:03	                main:581]	:	INFO	:	Epoch 1953 | loss: 1.6383e-05 | val_loss: 1.79516e-05 | Time: 1842.39 ms
[2021-12-02 05:47:05	                main:581]	:	INFO	:	Epoch 1954 | loss: 1.67143e-05 | val_loss: 1.93716e-05 | Time: 1811.36 ms
[2021-12-02 05:47:07	                main:581]	:	INFO	:	Epoch 1955 | loss: 2.72138e-05 | val_loss: 1.92099e-05 | Time: 1847.91 ms
[2021-12-02 05:47:09	                main:581]	:	INFO	:	Epoch 1956 | loss: 1.98483e-05 | val_loss: 2.03521e-05 | Time: 1817.83 ms
[2021-12-02 05:47:11	                main:581]	:	INFO	:	Epoch 1957 | loss: 1.68152e-05 | val_loss: 1.81143e-05 | Time: 1832.32 ms
[2021-12-02 05:47:13	                main:581]	:	INFO	:	Epoch 1958 | loss: 1.60916e-05 | val_loss: 1.77438e-05 | Time: 1802.28 ms
[2021-12-02 05:47:14	                main:581]	:	INFO	:	Epoch 1959 | loss: 1.57574e-05 | val_loss: 1.77066e-05 | Time: 1802.93 ms
[2021-12-02 05:47:16	                main:581]	:	INFO	:	Epoch 1960 | loss: 1.57445e-05 | val_loss: 1.78644e-05 | Time: 1836.9 ms
[2021-12-02 05:47:18	                main:581]	:	INFO	:	Epoch 1961 | loss: 1.73067e-05 | val_loss: 1.99929e-05 | Time: 1814.77 ms
[2021-12-02 05:47:20	                main:581]	:	INFO	:	Epoch 1962 | loss: 2.02905e-05 | val_loss: 1.81949e-05 | Time: 1878.09 ms
[2021-12-02 05:47:22	                main:581]	:	INFO	:	Epoch 1963 | loss: 2.01303e-05 | val_loss: 2.2983e-05 | Time: 1820.88 ms
[2021-12-02 05:47:23	                main:581]	:	INFO	:	Epoch 1964 | loss: 1.94272e-05 | val_loss: 1.80542e-05 | Time: 1800.5 ms
[2021-12-02 05:47:25	                main:581]	:	INFO	:	Epoch 1965 | loss: 1.65475e-05 | val_loss: 1.77397e-05 | Time: 1835.85 ms
[2021-12-02 05:47:27	                main:581]	:	INFO	:	Epoch 1966 | loss: 1.64272e-05 | val_loss: 1.76448e-05 | Time: 1846.45 ms
[2021-12-02 05:47:29	                main:581]	:	INFO	:	Epoch 1967 | loss: 2.22835e-05 | val_loss: 4.43075e-05 | Time: 1829.87 ms
[2021-12-02 05:47:31	                main:581]	:	INFO	:	Epoch 1968 | loss: 2.76861e-05 | val_loss: 2.042e-05 | Time: 1892.27 ms
[2021-12-02 05:47:33	                main:581]	:	INFO	:	Epoch 1969 | loss: 1.8232e-05 | val_loss: 1.84392e-05 | Time: 1843.44 ms
[2021-12-02 05:47:35	                main:581]	:	INFO	:	Epoch 1970 | loss: 1.60871e-05 | val_loss: 1.69881e-05 | Time: 1896.63 ms
[2021-12-02 05:47:36	                main:581]	:	INFO	:	Epoch 1971 | loss: 1.59308e-05 | val_loss: 1.744e-05 | Time: 1844.51 ms
[2021-12-02 05:47:38	                main:581]	:	INFO	:	Epoch 1972 | loss: 1.74018e-05 | val_loss: 1.77951e-05 | Time: 1820.99 ms
[2021-12-02 05:47:40	                main:581]	:	INFO	:	Epoch 1973 | loss: 1.67662e-05 | val_loss: 1.68806e-05 | Time: 1846.32 ms
[2021-12-02 05:47:42	                main:581]	:	INFO	:	Epoch 1974 | loss: 1.58219e-05 | val_loss: 1.74997e-05 | Time: 1821.68 ms
[2021-12-02 05:47:44	                main:581]	:	INFO	:	Epoch 1975 | loss: 1.55372e-05 | val_loss: 1.66598e-05 | Time: 1832.01 ms
[2021-12-02 05:47:46	                main:581]	:	INFO	:	Epoch 1976 | loss: 1.54094e-05 | val_loss: 1.85279e-05 | Time: 1828.32 ms
[2021-12-02 05:47:47	                main:581]	:	INFO	:	Epoch 1977 | loss: 1.95254e-05 | val_loss: 1.79359e-05 | Time: 1814.55 ms
[2021-12-02 05:47:49	                main:581]	:	INFO	:	Epoch 1978 | loss: 1.65574e-05 | val_loss: 1.70964e-05 | Time: 1864.13 ms
[2021-12-02 05:47:51	                main:581]	:	INFO	:	Epoch 1979 | loss: 1.65356e-05 | val_loss: 2.26245e-05 | Time: 1832.93 ms
[2021-12-02 05:47:53	                main:581]	:	INFO	:	Epoch 1980 | loss: 2.07735e-05 | val_loss: 1.98997e-05 | Time: 1854.95 ms
[2021-12-02 05:47:55	                main:581]	:	INFO	:	Epoch 1981 | loss: 1.59008e-05 | val_loss: 1.69673e-05 | Time: 1821.03 ms
[2021-12-02 05:47:57	                main:581]	:	INFO	:	Epoch 1982 | loss: 1.52075e-05 | val_loss: 1.67272e-05 | Time: 1834.27 ms
[2021-12-02 05:47:59	                main:581]	:	INFO	:	Epoch 1983 | loss: 1.52686e-05 | val_loss: 1.77656e-05 | Time: 1898.88 ms
[2021-12-02 05:48:00	                main:581]	:	INFO	:	Epoch 1984 | loss: 1.61779e-05 | val_loss: 1.68743e-05 | Time: 1824.11 ms
[2021-12-02 05:48:02	                main:581]	:	INFO	:	Epoch 1985 | loss: 1.63532e-05 | val_loss: 1.6841e-05 | Time: 1817.29 ms
[2021-12-02 05:48:04	                main:581]	:	INFO	:	Epoch 1986 | loss: 1.68515e-05 | val_loss: 1.98874e-05 | Time: 1817.67 ms
[2021-12-02 05:48:06	                main:581]	:	INFO	:	Epoch 1987 | loss: 1.88528e-05 | val_loss: 1.63201e-05 | Time: 1803.1 ms
[2021-12-02 05:48:08	                main:581]	:	INFO	:	Epoch 1988 | loss: 1.56046e-05 | val_loss: 1.93191e-05 | Time: 1801.07 ms
[2021-12-02 05:48:09	                main:581]	:	INFO	:	Epoch 1989 | loss: 1.71459e-05 | val_loss: 1.74391e-05 | Time: 1856.82 ms
[2021-12-02 05:48:11	                main:581]	:	INFO	:	Epoch 1990 | loss: 1.51566e-05 | val_loss: 1.65817e-05 | Time: 1840.41 ms
[2021-12-02 05:48:13	                main:581]	:	INFO	:	Epoch 1991 | loss: 1.88056e-05 | val_loss: 2.62392e-05 | Time: 1806.91 ms
[2021-12-02 05:48:15	                main:581]	:	INFO	:	Epoch 1992 | loss: 2.04302e-05 | val_loss: 1.86094e-05 | Time: 1866.49 ms
[2021-12-02 05:48:17	                main:581]	:	INFO	:	Epoch 1993 | loss: 1.55992e-05 | val_loss: 1.72474e-05 | Time: 1816.6 ms
[2021-12-02 05:48:19	                main:581]	:	INFO	:	Epoch 1994 | loss: 1.48359e-05 | val_loss: 1.68427e-05 | Time: 1815.64 ms
[2021-12-02 05:48:20	                main:581]	:	INFO	:	Epoch 1995 | loss: 1.46998e-05 | val_loss: 1.65003e-05 | Time: 1824.02 ms
[2021-12-02 05:48:22	                main:581]	:	INFO	:	Epoch 1996 | loss: 1.46895e-05 | val_loss: 1.76434e-05 | Time: 1807.6 ms
[2021-12-02 05:48:24	                main:581]	:	INFO	:	Epoch 1997 | loss: 2.32915e-05 | val_loss: 1.88321e-05 | Time: 1811.86 ms
[2021-12-02 05:48:26	                main:581]	:	INFO	:	Epoch 1998 | loss: 1.67743e-05 | val_loss: 1.72832e-05 | Time: 1803.14 ms
[2021-12-02 05:48:28	                main:581]	:	INFO	:	Epoch 1999 | loss: 1.57827e-05 | val_loss: 1.71882e-05 | Time: 1822.85 ms
[2021-12-02 05:48:29	                main:581]	:	INFO	:	Epoch 2000 | loss: 1.51841e-05 | val_loss: 1.62768e-05 | Time: 1818.57 ms
[2021-12-02 05:48:31	                main:581]	:	INFO	:	Epoch 2001 | loss: 1.47902e-05 | val_loss: 1.64731e-05 | Time: 1823.26 ms
[2021-12-02 05:48:33	                main:581]	:	INFO	:	Epoch 2002 | loss: 1.47806e-05 | val_loss: 1.63035e-05 | Time: 1834.66 ms
[2021-12-02 05:48:35	                main:581]	:	INFO	:	Epoch 2003 | loss: 1.45812e-05 | val_loss: 1.71122e-05 | Time: 1838.77 ms
[2021-12-02 05:48:37	                main:581]	:	INFO	:	Epoch 2004 | loss: 0.00542529 | val_loss: 0.047178 | Time: 1851.8 ms
[2021-12-02 05:48:39	                main:581]	:	INFO	:	Epoch 2005 | loss: 0.0328332 | val_loss: 0.0324122 | Time: 1822.41 ms
[2021-12-02 05:48:41	                main:581]	:	INFO	:	Epoch 2006 | loss: 0.0300313 | val_loss: 0.0260956 | Time: 1872.56 ms
[2021-12-02 05:48:42	                main:581]	:	INFO	:	Epoch 2007 | loss: 0.0282967 | val_loss: 0.030177 | Time: 1931.46 ms
[2021-12-02 05:48:44	                main:581]	:	INFO	:	Epoch 2008 | loss: 0.0298482 | val_loss: 0.0290094 | Time: 1833.9 ms
[2021-12-02 05:48:46	                main:581]	:	INFO	:	Epoch 2009 | loss: 0.0281232 | val_loss: 0.02665 | Time: 1813.68 ms
[2021-12-02 05:48:48	                main:581]	:	INFO	:	Epoch 2010 | loss: 0.0250075 | val_loss: 0.0224771 | Time: 1870.9 ms
[2021-12-02 05:48:50	                main:581]	:	INFO	:	Epoch 2011 | loss: 0.0200388 | val_loss: 0.0184623 | Time: 1857.75 ms
[2021-12-02 05:48:52	                main:581]	:	INFO	:	Epoch 2012 | loss: 0.0170142 | val_loss: 0.0150022 | Time: 1838.55 ms
[2021-12-02 05:48:54	                main:581]	:	INFO	:	Epoch 2013 | loss: 0.0142846 | val_loss: 0.0135279 | Time: 1867.9 ms
[2021-12-02 05:48:55	                main:581]	:	INFO	:	Epoch 2014 | loss: 0.0133727 | val_loss: 0.0129611 | Time: 1845.5 ms
[2021-12-02 05:48:57	                main:581]	:	INFO	:	Epoch 2015 | loss: 0.0129355 | val_loss: 0.0126258 | Time: 1837.67 ms
[2021-12-02 05:48:59	                main:581]	:	INFO	:	Epoch 2016 | loss: 0.0127076 | val_loss: 0.0123455 | Time: 1853.13 ms
[2021-12-02 05:49:01	                main:581]	:	INFO	:	Epoch 2017 | loss: 0.0124522 | val_loss: 0.0120735 | Time: 1902.59 ms
[2021-12-02 05:49:03	                main:581]	:	INFO	:	Epoch 2018 | loss: 0.012245 | val_loss: 0.0128725 | Time: 1805.03 ms
[2021-12-02 05:49:05	                main:581]	:	INFO	:	Epoch 2019 | loss: 0.0120091 | val_loss: 0.0127299 | Time: 1823.07 ms
[2021-12-02 05:49:06	                main:581]	:	INFO	:	Epoch 2020 | loss: 0.0111073 | val_loss: 0.0108071 | Time: 1805.88 ms
[2021-12-02 05:49:08	                main:581]	:	INFO	:	Epoch 2021 | loss: 0.0104754 | val_loss: 0.0102352 | Time: 1844.92 ms
[2021-12-02 05:49:10	                main:581]	:	INFO	:	Epoch 2022 | loss: 0.0101525 | val_loss: 0.0100249 | Time: 1812.64 ms
[2021-12-02 05:49:12	                main:581]	:	INFO	:	Epoch 2023 | loss: 0.00997821 | val_loss: 0.00991529 | Time: 1884.29 ms
[2021-12-02 05:49:14	                main:581]	:	INFO	:	Epoch 2024 | loss: 0.00995593 | val_loss: 0.00982803 | Time: 1799.54 ms
[2021-12-02 05:49:16	                main:581]	:	INFO	:	Epoch 2025 | loss: 0.00987161 | val_loss: 0.00973944 | Time: 1816.35 ms
[2021-12-02 05:49:17	                main:581]	:	INFO	:	Epoch 2026 | loss: 0.00973811 | val_loss: 0.00973259 | Time: 1845.64 ms
[2021-12-02 05:49:19	                main:581]	:	INFO	:	Epoch 2027 | loss: 0.00976822 | val_loss: 0.00966786 | Time: 1930.38 ms
[2021-12-02 05:49:21	                main:581]	:	INFO	:	Epoch 2028 | loss: 0.00969382 | val_loss: 0.00967939 | Time: 1884.87 ms
[2021-12-02 05:49:23	                main:581]	:	INFO	:	Epoch 2029 | loss: 0.00953474 | val_loss: 0.00947605 | Time: 1846.95 ms
[2021-12-02 05:49:25	                main:581]	:	INFO	:	Epoch 2030 | loss: 0.00975365 | val_loss: 0.00961414 | Time: 1812.23 ms
[2021-12-02 05:49:27	                main:581]	:	INFO	:	Epoch 2031 | loss: 0.00951803 | val_loss: 0.00948278 | Time: 1851.45 ms
[2021-12-02 05:49:29	                main:581]	:	INFO	:	Epoch 2032 | loss: 0.00937421 | val_loss: 0.00933209 | Time: 1844.75 ms
[2021-12-02 05:49:30	                main:581]	:	INFO	:	Epoch 2033 | loss: 0.00935862 | val_loss: 0.00925934 | Time: 1832.23 ms
[2021-12-02 05:49:32	                main:581]	:	INFO	:	Epoch 2034 | loss: 0.00949801 | val_loss: 0.00951106 | Time: 1801.85 ms
[2021-12-02 05:49:34	                main:581]	:	INFO	:	Epoch 2035 | loss: 0.00931102 | val_loss: 0.00923958 | Time: 1800.38 ms
[2021-12-02 05:49:36	                main:581]	:	INFO	:	Epoch 2036 | loss: 0.00918768 | val_loss: 0.00914034 | Time: 1827.75 ms
[2021-12-02 05:49:38	                main:581]	:	INFO	:	Epoch 2037 | loss: 0.00916679 | val_loss: 0.00934998 | Time: 1845.22 ms
[2021-12-02 05:49:40	                main:581]	:	INFO	:	Epoch 2038 | loss: 0.00907799 | val_loss: 0.00904319 | Time: 1829.67 ms
[2021-12-02 05:49:41	                main:581]	:	INFO	:	Epoch 2039 | loss: 0.0093803 | val_loss: 0.00906075 | Time: 1790.58 ms
[2021-12-02 05:49:43	                main:581]	:	INFO	:	Epoch 2040 | loss: 0.00897685 | val_loss: 0.00888347 | Time: 1815.23 ms
[2021-12-02 05:49:45	                main:581]	:	INFO	:	Epoch 2041 | loss: 0.00885722 | val_loss: 0.00906108 | Time: 1799.19 ms
[2021-12-02 05:49:47	                main:581]	:	INFO	:	Epoch 2042 | loss: 0.0093666 | val_loss: 0.00915093 | Time: 1848.49 ms
[2021-12-02 05:49:49	                main:581]	:	INFO	:	Epoch 2043 | loss: 0.00885346 | val_loss: 0.00868279 | Time: 1811.44 ms
[2021-12-02 05:49:50	                main:581]	:	INFO	:	Epoch 2044 | loss: 0.00866577 | val_loss: 0.00857762 | Time: 1820.71 ms
[2021-12-02 05:49:52	                main:581]	:	INFO	:	Epoch 2045 | loss: 0.00868212 | val_loss: 0.00860208 | Time: 1806.92 ms
[2021-12-02 05:49:54	                main:581]	:	INFO	:	Epoch 2046 | loss: 0.00864002 | val_loss: 0.00878551 | Time: 1850.51 ms
[2021-12-02 05:49:56	                main:581]	:	INFO	:	Epoch 2047 | loss: 0.00860604 | val_loss: 0.00842917 | Time: 1815.27 ms
[2021-12-02 05:49:58	                main:581]	:	INFO	:	Epoch 2048 | loss: 0.00844833 | val_loss: 0.00833846 | Time: 1853.13 ms
[2021-12-02 05:49:58	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00833846
[2021-12-02 05:49:58	                main:610]	:	INFO	:	Saving end state to config to file
[2021-12-02 05:49:58	                main:615]	:	INFO	:	Success, exiting..
05:49:58 (6012): 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)