Task 14596862

Name ParityModified-1647045977-7292-3-0_1
Workunit 11617302
Created 11 Apr 2022, 7:57:07 UTC
Sent 11 Apr 2022, 7:57:35 UTC
Report deadline 19 Apr 2022, 7:57:35 UTC
Received 12 Apr 2022, 5:22:32 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 17056
Run time 3 hours 4 min 42 sec
CPU time 3 hours 0 min 50 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 10,162.35 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.70 GB
Peak swap size 4.45 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
574]	:	INFO	:	Epoch 1542 | loss: 0.0311148 | val_loss: 0.0311443 | Time: 3813.42 ms
[2022-04-11 22:41:58	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0311155 | val_loss: 0.0311387 | Time: 3819.38 ms
[2022-04-11 22:42:02	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0311136 | val_loss: 0.0311369 | Time: 3847.05 ms
[2022-04-11 22:42:06	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0311117 | val_loss: 0.0311364 | Time: 3880.97 ms
[2022-04-11 22:42:09	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.031113 | val_loss: 0.0311374 | Time: 3805.94 ms
[2022-04-11 22:42:13	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0311109 | val_loss: 0.0311347 | Time: 3804.66 ms
[2022-04-11 22:42:17	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0311118 | val_loss: 0.0311485 | Time: 3862.19 ms
[2022-04-11 22:42:21	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0311126 | val_loss: 0.0311452 | Time: 3822.74 ms
[2022-04-11 22:42:25	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0311165 | val_loss: 0.0311375 | Time: 3880.79 ms
[2022-04-11 22:42:29	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.031133 | val_loss: 0.031165 | Time: 3864.06 ms
[2022-04-11 22:42:33	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.0311625 | val_loss: 0.0311672 | Time: 3814.77 ms
[2022-04-11 22:42:36	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0311592 | val_loss: 0.0311629 | Time: 3812.44 ms
[2022-04-11 22:42:41	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0311549 | val_loss: 0.0311597 | Time: 4171.91 ms
[2022-04-11 22:42:45	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0311523 | val_loss: 0.031163 | Time: 4295.12 ms
[2022-04-11 22:42:49	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0311498 | val_loss: 0.0311557 | Time: 3784.32 ms
[2022-04-11 22:42:53	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0311457 | val_loss: 0.0311553 | Time: 3806.4 ms
[2022-04-11 22:42:56	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0311439 | val_loss: 0.0311589 | Time: 3848.61 ms
[2022-04-11 22:43:00	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0311439 | val_loss: 0.0311573 | Time: 3841.27 ms
[2022-04-11 22:43:04	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0311422 | val_loss: 0.0311563 | Time: 3877.88 ms
[2022-04-11 22:43:08	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0311428 | val_loss: 0.0311588 | Time: 3814.47 ms
[2022-04-11 22:43:12	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0311417 | val_loss: 0.0311611 | Time: 3777.78 ms
[2022-04-11 22:43:16	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0311413 | val_loss: 0.0311582 | Time: 3828.11 ms
[2022-04-11 22:43:19	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0311385 | val_loss: 0.0311539 | Time: 3780.75 ms
[2022-04-11 22:43:23	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0311386 | val_loss: 0.0311578 | Time: 3797.71 ms
[2022-04-11 22:43:27	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0311366 | val_loss: 0.031157 | Time: 3912.18 ms
[2022-04-11 22:43:31	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311367 | val_loss: 0.0311581 | Time: 3842.62 ms
[2022-04-11 22:43:35	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311358 | val_loss: 0.031155 | Time: 3811.92 ms
[2022-04-11 22:43:39	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311341 | val_loss: 0.0311563 | Time: 3800.01 ms
[2022-04-11 22:43:42	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311377 | val_loss: 0.0311554 | Time: 3807.73 ms
[2022-04-11 22:43:47	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311381 | val_loss: 0.0311536 | Time: 4257.77 ms
[2022-04-11 22:43:51	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311347 | val_loss: 0.0311592 | Time: 4250.14 ms
[2022-04-11 22:43:55	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311339 | val_loss: 0.0311571 | Time: 3807.17 ms
[2022-04-11 22:43:59	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311319 | val_loss: 0.0311554 | Time: 3804.58 ms
[2022-04-11 22:44:02	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311332 | val_loss: 0.0311599 | Time: 3844.41 ms
[2022-04-11 22:44:06	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311322 | val_loss: 0.0311545 | Time: 3882.63 ms
[2022-04-11 22:44:10	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311324 | val_loss: 0.0311536 | Time: 3834.78 ms
[2022-04-11 22:44:14	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311303 | val_loss: 0.031155 | Time: 3831.92 ms
[2022-04-11 22:44:18	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311297 | val_loss: 0.0311532 | Time: 3822.17 ms
[2022-04-11 22:44:22	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311308 | val_loss: 0.0311565 | Time: 3841.44 ms
[2022-04-11 22:44:26	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311309 | val_loss: 0.0311522 | Time: 3833.3 ms
[2022-04-11 22:44:29	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311293 | val_loss: 0.0311521 | Time: 3834.64 ms
[2022-04-11 22:44:33	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311298 | val_loss: 0.0311578 | Time: 3853.68 ms
[2022-04-11 22:44:37	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311277 | val_loss: 0.0311589 | Time: 3786.65 ms
[2022-04-11 22:44:41	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311288 | val_loss: 0.0311544 | Time: 3862.85 ms
[2022-04-11 22:44:45	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311363 | val_loss: 0.0311773 | Time: 3810.94 ms
[2022-04-11 22:44:49	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311419 | val_loss: 0.0311645 | Time: 3993.29 ms
[2022-04-11 22:44:53	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311326 | val_loss: 0.031158 | Time: 4386.65 ms
[2022-04-11 22:44:57	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311272 | val_loss: 0.0311488 | Time: 3890.21 ms
[2022-04-11 22:45:01	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311253 | val_loss: 0.0311554 | Time: 3833.35 ms
[2022-04-11 22:45:05	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311262 | val_loss: 0.0311525 | Time: 3859.1 ms
[2022-04-11 22:45:09	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311245 | val_loss: 0.0311504 | Time: 3826.78 ms
[2022-04-11 22:45:12	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311238 | val_loss: 0.0311522 | Time: 3783.44 ms
[2022-04-11 22:45:16	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311249 | val_loss: 0.031149 | Time: 3837.96 ms
[2022-04-11 22:45:20	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.031126 | val_loss: 0.0311492 | Time: 3826.02 ms
[2022-04-11 22:45:24	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311254 | val_loss: 0.0311471 | Time: 3800.39 ms
[2022-04-11 22:45:28	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311247 | val_loss: 0.031147 | Time: 3809.63 ms
[2022-04-11 22:45:32	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311223 | val_loss: 0.0311473 | Time: 3805.79 ms
[2022-04-11 22:45:35	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311224 | val_loss: 0.0311474 | Time: 3800.15 ms
[2022-04-11 22:45:39	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311226 | val_loss: 0.0311465 | Time: 3820.23 ms
[2022-04-11 22:45:43	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311275 | val_loss: 0.0311477 | Time: 3824.79 ms
[2022-04-11 22:45:47	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311235 | val_loss: 0.0311472 | Time: 3758.12 ms
[2022-04-11 22:45:51	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311233 | val_loss: 0.0311502 | Time: 3853.29 ms
[2022-04-11 22:45:55	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311261 | val_loss: 0.0311481 | Time: 4297.53 ms
[2022-04-11 22:45:59	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311243 | val_loss: 0.0311473 | Time: 4110.78 ms
[2022-04-11 22:46:03	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311237 | val_loss: 0.0311493 | Time: 3861.67 ms
[2022-04-11 22:46:07	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311221 | val_loss: 0.031149 | Time: 3854.5 ms
[2022-04-11 22:46:11	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311219 | val_loss: 0.0311462 | Time: 3802.2 ms
[2022-04-11 22:46:15	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311235 | val_loss: 0.0311565 | Time: 3785.4 ms
[2022-04-11 22:46:18	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311219 | val_loss: 0.0311469 | Time: 3799.38 ms
[2022-04-11 22:46:22	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311204 | val_loss: 0.0311471 | Time: 3799.7 ms
[2022-04-11 22:46:26	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311211 | val_loss: 0.0311508 | Time: 3803.17 ms
[2022-04-11 22:46:30	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311247 | val_loss: 0.0311509 | Time: 3816.66 ms
[2022-04-11 22:46:34	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.031124 | val_loss: 0.0311482 | Time: 3848.91 ms
[2022-04-11 22:46:37	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311222 | val_loss: 0.0311411 | Time: 3799.37 ms
[2022-04-11 22:46:41	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311204 | val_loss: 0.031148 | Time: 3830.77 ms
[2022-04-11 22:46:45	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311208 | val_loss: 0.031145 | Time: 3824.93 ms
[2022-04-11 22:46:49	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.031121 | val_loss: 0.0311515 | Time: 3793.93 ms
[2022-04-11 22:46:53	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311205 | val_loss: 0.0311412 | Time: 3828.56 ms
[2022-04-11 22:46:57	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311204 | val_loss: 0.0311444 | Time: 3798.82 ms
[2022-04-11 22:47:01	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311201 | val_loss: 0.031146 | Time: 4339.83 ms
[2022-04-11 22:47:05	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311233 | val_loss: 0.0311489 | Time: 4202.54 ms
[2022-04-11 22:47:09	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.03112 | val_loss: 0.0311498 | Time: 3871.83 ms
[2022-04-11 22:47:13	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311192 | val_loss: 0.0311504 | Time: 3823.83 ms
[2022-04-11 22:47:17	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311184 | val_loss: 0.0311468 | Time: 3798.26 ms
[2022-04-11 22:47:21	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311179 | val_loss: 0.0311451 | Time: 3833.55 ms
[2022-04-11 22:47:24	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311174 | val_loss: 0.0311518 | Time: 3827.99 ms
[2022-04-11 22:47:28	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311174 | val_loss: 0.0311451 | Time: 3885.87 ms
[2022-04-11 22:47:32	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311193 | val_loss: 0.0311456 | Time: 3831.7 ms
[2022-04-11 22:47:36	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311191 | val_loss: 0.031145 | Time: 3821.98 ms
[2022-04-11 22:47:40	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311191 | val_loss: 0.0311432 | Time: 3783.03 ms
[2022-04-11 22:47:44	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.03112 | val_loss: 0.0311466 | Time: 3812.16 ms
[2022-04-11 22:47:47	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311205 | val_loss: 0.0311415 | Time: 3818.88 ms
[2022-04-11 22:47:51	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311179 | val_loss: 0.0311441 | Time: 3787.48 ms
[2022-04-11 22:47:55	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311182 | val_loss: 0.0311419 | Time: 3820.55 ms
[2022-04-11 22:47:59	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311172 | val_loss: 0.0311467 | Time: 3810.35 ms
[2022-04-11 22:48:03	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311182 | val_loss: 0.031143 | Time: 4103.88 ms
[2022-04-11 22:48:08	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311202 | val_loss: 0.0311426 | Time: 4485.37 ms
[2022-04-11 22:48:11	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311192 | val_loss: 0.0311424 | Time: 3846.02 ms
[2022-04-11 22:48:15	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311179 | val_loss: 0.03114 | Time: 3873.23 ms
[2022-04-11 22:48:19	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311167 | val_loss: 0.031141 | Time: 3879.05 ms
[2022-04-11 22:48:23	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311207 | val_loss: 0.031148 | Time: 3845.01 ms
[2022-04-11 22:48:27	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311233 | val_loss: 0.0311467 | Time: 3809.88 ms
[2022-04-11 22:48:31	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311275 | val_loss: 0.0311465 | Time: 3773.09 ms
[2022-04-11 22:48:34	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311225 | val_loss: 0.0311424 | Time: 3820.03 ms
[2022-04-11 22:48:38	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311243 | val_loss: 0.031149 | Time: 3816.5 ms
[2022-04-11 22:48:42	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0336362 | val_loss: 0.0383184 | Time: 3818 ms
[2022-04-11 22:48:46	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0339453 | val_loss: 0.0316279 | Time: 3864.92 ms
[2022-04-11 22:48:50	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0314926 | val_loss: 0.0313637 | Time: 3819.13 ms
[2022-04-11 22:48:54	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312733 | val_loss: 0.0312359 | Time: 3856.18 ms
[2022-04-11 22:48:58	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312252 | val_loss: 0.0312128 | Time: 3822.52 ms
[2022-04-11 22:49:01	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0312108 | val_loss: 0.0312057 | Time: 3868.67 ms
[2022-04-11 22:49:05	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312036 | val_loss: 0.0311979 | Time: 3809.56 ms
[2022-04-11 22:49:09	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311977 | val_loss: 0.0311912 | Time: 4193.51 ms
[2022-04-11 22:49:14	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311957 | val_loss: 0.0311882 | Time: 4136.26 ms
[2022-04-11 22:49:17	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311946 | val_loss: 0.0311845 | Time: 3808.68 ms
[2022-04-11 22:49:21	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311858 | val_loss: 0.0311842 | Time: 3809.45 ms
[2022-04-11 22:49:25	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311862 | val_loss: 0.0311785 | Time: 3808.35 ms
[2022-04-11 22:49:29	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311795 | val_loss: 0.0311755 | Time: 3787.74 ms
[2022-04-11 22:49:33	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311779 | val_loss: 0.0311769 | Time: 3801.41 ms
[2022-04-11 22:49:37	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311787 | val_loss: 0.0311739 | Time: 3842.33 ms
[2022-04-11 22:49:40	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311776 | val_loss: 0.0311704 | Time: 3806.17 ms
[2022-04-11 22:49:44	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311718 | val_loss: 0.0311685 | Time: 3801.93 ms
[2022-04-11 22:49:48	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311719 | val_loss: 0.0311657 | Time: 3818.01 ms
[2022-04-11 22:49:52	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311716 | val_loss: 0.0311646 | Time: 3835.63 ms
[2022-04-11 22:49:56	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311675 | val_loss: 0.0311636 | Time: 3837.84 ms
[2022-04-11 22:50:00	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311654 | val_loss: 0.0311637 | Time: 3823.92 ms
[2022-04-11 22:50:03	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311637 | val_loss: 0.031163 | Time: 3887.31 ms
[2022-04-11 22:50:07	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311632 | val_loss: 0.0311656 | Time: 3850.05 ms
[2022-04-11 22:50:11	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311612 | val_loss: 0.0311606 | Time: 3902.38 ms
[2022-04-11 22:50:16	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311584 | val_loss: 0.0311594 | Time: 4374.54 ms
[2022-04-11 22:50:20	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311577 | val_loss: 0.0311596 | Time: 3936.82 ms
[2022-04-11 22:50:23	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311563 | val_loss: 0.0311596 | Time: 3802.49 ms
[2022-04-11 22:50:27	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311605 | val_loss: 0.0311689 | Time: 3847.92 ms
[2022-04-11 22:50:31	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311606 | val_loss: 0.0311668 | Time: 3850.61 ms
[2022-04-11 22:50:35	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311563 | val_loss: 0.0311575 | Time: 3795.31 ms
[2022-04-11 22:50:39	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311535 | val_loss: 0.0311537 | Time: 3817.33 ms
[2022-04-11 22:50:43	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311506 | val_loss: 0.0311526 | Time: 3826.39 ms
[2022-04-11 22:50:46	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311524 | val_loss: 0.0311534 | Time: 3845.21 ms
[2022-04-11 22:50:50	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031151 | val_loss: 0.0311562 | Time: 3833.9 ms
[2022-04-11 22:50:54	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311504 | val_loss: 0.0311501 | Time: 3847.33 ms
[2022-04-11 22:50:58	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.031148 | val_loss: 0.0311506 | Time: 3798.92 ms
[2022-04-11 22:51:02	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311502 | val_loss: 0.0311494 | Time: 3836.03 ms
[2022-04-11 22:51:06	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311508 | val_loss: 0.031148 | Time: 3859.55 ms
[2022-04-11 22:51:10	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311493 | val_loss: 0.031146 | Time: 3861.48 ms
[2022-04-11 22:51:13	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311465 | val_loss: 0.0311477 | Time: 3789.23 ms
[2022-04-11 22:51:18	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031146 | val_loss: 0.0311485 | Time: 4110.57 ms
[2022-04-11 22:51:22	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311459 | val_loss: 0.0311479 | Time: 4380.26 ms
[2022-04-11 22:51:26	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311458 | val_loss: 0.0311457 | Time: 3827.9 ms
[2022-04-11 22:51:30	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311483 | val_loss: 0.031146 | Time: 3837.6 ms
[2022-04-11 22:51:34	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311467 | val_loss: 0.0311437 | Time: 3846.88 ms
[2022-04-11 22:51:37	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.031143 | val_loss: 0.0311435 | Time: 3845.24 ms
[2022-04-11 22:51:41	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311432 | val_loss: 0.031146 | Time: 3830.79 ms
[2022-04-11 22:51:45	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311423 | val_loss: 0.0311438 | Time: 3893.06 ms
[2022-04-11 22:51:49	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311434 | val_loss: 0.0311444 | Time: 3790.97 ms
[2022-04-11 22:51:53	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311427 | val_loss: 0.0311442 | Time: 3782.66 ms
[2022-04-11 22:51:57	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311404 | val_loss: 0.0311443 | Time: 3801.28 ms
[2022-04-11 22:52:00	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311404 | val_loss: 0.0311443 | Time: 3799.28 ms
[2022-04-11 22:52:04	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311401 | val_loss: 0.0311446 | Time: 3822.88 ms
[2022-04-11 22:52:08	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311398 | val_loss: 0.0311444 | Time: 3843.22 ms
[2022-04-11 22:52:12	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311406 | val_loss: 0.0311454 | Time: 3881.22 ms
[2022-04-11 22:52:16	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311412 | val_loss: 0.031143 | Time: 3799.34 ms
[2022-04-11 22:52:20	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311415 | val_loss: 0.0311439 | Time: 3778.64 ms
[2022-04-11 22:52:24	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311422 | val_loss: 0.0311482 | Time: 4211.56 ms
[2022-04-11 22:52:28	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311425 | val_loss: 0.0311474 | Time: 4243.89 ms
[2022-04-11 22:52:32	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311481 | val_loss: 0.0311548 | Time: 3793.06 ms
[2022-04-11 22:52:36	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311507 | val_loss: 0.0311535 | Time: 3841.9 ms
[2022-04-11 22:52:40	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311513 | val_loss: 0.0311573 | Time: 3829.33 ms
[2022-04-11 22:52:43	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311486 | val_loss: 0.0311505 | Time: 3813.63 ms
[2022-04-11 22:52:47	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311473 | val_loss: 0.0311476 | Time: 3803.72 ms
[2022-04-11 22:52:51	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311456 | val_loss: 0.0311466 | Time: 3772.67 ms
[2022-04-11 22:52:55	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311422 | val_loss: 0.0311449 | Time: 3875.93 ms
[2022-04-11 22:52:59	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311392 | val_loss: 0.0311438 | Time: 3832.13 ms
[2022-04-11 22:53:03	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311394 | val_loss: 0.0311474 | Time: 3815.71 ms
[2022-04-11 22:53:06	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031139 | val_loss: 0.0311485 | Time: 3830.06 ms
[2022-04-11 22:53:10	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311397 | val_loss: 0.0311468 | Time: 3893.2 ms
[2022-04-11 22:53:14	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311407 | val_loss: 0.0311472 | Time: 3761.21 ms
[2022-04-11 22:53:18	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311394 | val_loss: 0.0311444 | Time: 3906.29 ms
[2022-04-11 22:53:22	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311445 | val_loss: 0.0311654 | Time: 3868.42 ms
[2022-04-11 22:53:26	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311734 | val_loss: 0.0311686 | Time: 3939.41 ms
[2022-04-11 22:53:30	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311645 | val_loss: 0.0311586 | Time: 4341.05 ms
[2022-04-11 22:53:34	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311597 | val_loss: 0.0311567 | Time: 3976.61 ms
[2022-04-11 22:53:38	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311567 | val_loss: 0.031154 | Time: 3851.06 ms
[2022-04-11 22:53:42	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311516 | val_loss: 0.031155 | Time: 3818.67 ms
[2022-04-11 22:53:46	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311501 | val_loss: 0.0311512 | Time: 3941.34 ms
[2022-04-11 22:53:50	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031149 | val_loss: 0.0311528 | Time: 3859.54 ms
[2022-04-11 22:53:54	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311485 | val_loss: 0.0311515 | Time: 3806.51 ms
[2022-04-11 22:53:57	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311484 | val_loss: 0.031152 | Time: 3830.26 ms
[2022-04-11 22:54:01	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311522 | val_loss: 0.0311525 | Time: 3918 ms
[2022-04-11 22:54:05	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311467 | val_loss: 0.0311469 | Time: 3855.08 ms
[2022-04-11 22:54:09	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311449 | val_loss: 0.0311523 | Time: 3977.62 ms
[2022-04-11 22:54:13	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311455 | val_loss: 0.0311472 | Time: 3820.13 ms
[2022-04-11 22:54:17	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311424 | val_loss: 0.0311474 | Time: 3817.95 ms
[2022-04-11 22:54:21	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311427 | val_loss: 0.031146 | Time: 3816.21 ms
[2022-04-11 22:54:24	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311426 | val_loss: 0.0311452 | Time: 3852.03 ms
[2022-04-11 22:54:28	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311426 | val_loss: 0.0311432 | Time: 3753.39 ms
[2022-04-11 22:54:32	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311417 | val_loss: 0.0311413 | Time: 4046.01 ms
[2022-04-11 22:54:37	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311402 | val_loss: 0.0311418 | Time: 4321.88 ms
[2022-04-11 22:54:41	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311421 | val_loss: 0.0311417 | Time: 3847.73 ms
[2022-04-11 22:54:44	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311401 | val_loss: 0.0311424 | Time: 3792.69 ms
[2022-04-11 22:54:48	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.031139 | val_loss: 0.0311423 | Time: 3812.66 ms
[2022-04-11 22:54:52	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311404 | val_loss: 0.0311468 | Time: 3809.57 ms
[2022-04-11 22:54:56	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031139 | val_loss: 0.031145 | Time: 3824.86 ms
[2022-04-11 22:55:00	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311408 | val_loss: 0.0311432 | Time: 3820.48 ms
[2022-04-11 22:55:03	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311414 | val_loss: 0.0311461 | Time: 3806.33 ms
[2022-04-11 22:55:07	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311407 | val_loss: 0.0311447 | Time: 3797.34 ms
[2022-04-11 22:55:11	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311391 | val_loss: 0.0311429 | Time: 3856.45 ms
[2022-04-11 22:55:15	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311386 | val_loss: 0.0311432 | Time: 3858.18 ms
[2022-04-11 22:55:19	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311376 | val_loss: 0.0311422 | Time: 3773.41 ms
[2022-04-11 22:55:23	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311378 | val_loss: 0.0311449 | Time: 3775.98 ms
[2022-04-11 22:55:26	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.031136 | val_loss: 0.0311426 | Time: 3851.4 ms
[2022-04-11 22:55:30	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311346 | val_loss: 0.031142 | Time: 3822.91 ms
[2022-04-11 22:55:34	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311352 | val_loss: 0.0311439 | Time: 3836.53 ms
[2022-04-11 22:55:38	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311367 | val_loss: 0.0311447 | Time: 4277.43 ms
[2022-04-11 22:55:43	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311369 | val_loss: 0.0311436 | Time: 4199.88 ms
[2022-04-11 22:55:46	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311353 | val_loss: 0.0311424 | Time: 3788.89 ms
[2022-04-11 22:55:50	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311353 | val_loss: 0.0311415 | Time: 3818.65 ms
[2022-04-11 22:55:54	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311364 | val_loss: 0.0311466 | Time: 3829.88 ms
[2022-04-11 22:55:58	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311348 | val_loss: 0.0311444 | Time: 3814.28 ms
[2022-04-11 22:56:02	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311341 | val_loss: 0.0311433 | Time: 3817.08 ms
[2022-04-11 22:56:06	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311343 | val_loss: 0.0311418 | Time: 3814.82 ms
[2022-04-11 22:56:10	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031134 | val_loss: 0.0311427 | Time: 4167.76 ms
[2022-04-11 22:56:14	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311343 | val_loss: 0.0311428 | Time: 3860.75 ms
[2022-04-11 22:56:18	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311359 | val_loss: 0.0311421 | Time: 3841.67 ms
[2022-04-11 22:56:21	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311383 | val_loss: 0.0311462 | Time: 3860.36 ms
[2022-04-11 22:56:25	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311377 | val_loss: 0.0311446 | Time: 3808.94 ms
[2022-04-11 22:56:29	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311352 | val_loss: 0.0311412 | Time: 3787.48 ms
[2022-04-11 22:56:33	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311341 | val_loss: 0.031149 | Time: 3798 ms
[2022-04-11 22:56:37	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311366 | val_loss: 0.0311419 | Time: 3798.99 ms
[2022-04-11 22:56:41	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311346 | val_loss: 0.0311428 | Time: 3891.3 ms
[2022-04-11 22:56:45	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311338 | val_loss: 0.0311402 | Time: 4359.34 ms
[2022-04-11 22:56:49	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.031134 | val_loss: 0.0311402 | Time: 3912.06 ms
[2022-04-11 22:56:53	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311345 | val_loss: 0.0311407 | Time: 3799.93 ms
[2022-04-11 22:56:57	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311359 | val_loss: 0.0311417 | Time: 3798.01 ms
[2022-04-11 22:57:00	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311341 | val_loss: 0.0311414 | Time: 3841.02 ms
[2022-04-11 22:57:04	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.031134 | val_loss: 0.0311441 | Time: 3808.04 ms
[2022-04-11 22:57:08	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311365 | val_loss: 0.0311402 | Time: 3815.79 ms
[2022-04-11 22:57:12	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311331 | val_loss: 0.0311392 | Time: 3838.85 ms
[2022-04-11 22:57:16	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311327 | val_loss: 0.0311392 | Time: 3854.53 ms
[2022-04-11 22:57:20	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311321 | val_loss: 0.0311401 | Time: 3824.12 ms
[2022-04-11 22:57:23	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311327 | val_loss: 0.0311403 | Time: 3846.6 ms
[2022-04-11 22:57:27	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311319 | val_loss: 0.03114 | Time: 3808.38 ms
[2022-04-11 22:57:31	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311342 | val_loss: 0.0311423 | Time: 3816.52 ms
[2022-04-11 22:57:35	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311339 | val_loss: 0.0311398 | Time: 3792.92 ms
[2022-04-11 22:57:39	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311358 | val_loss: 0.0311418 | Time: 3814.16 ms
[2022-04-11 22:57:43	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.031141 | val_loss: 0.0311448 | Time: 3899.85 ms
[2022-04-11 22:57:47	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311391 | val_loss: 0.0311448 | Time: 4143.47 ms
[2022-04-11 22:57:51	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311366 | val_loss: 0.0311442 | Time: 4282.71 ms
[2022-04-11 22:57:55	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311355 | val_loss: 0.0311407 | Time: 3819.65 ms
[2022-04-11 22:57:59	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311383 | val_loss: 0.0311413 | Time: 3838.41 ms
[2022-04-11 22:58:03	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311377 | val_loss: 0.0311452 | Time: 3866.48 ms
[2022-04-11 22:58:07	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311405 | val_loss: 0.0311426 | Time: 3762.92 ms
[2022-04-11 22:58:10	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311383 | val_loss: 0.0311406 | Time: 3866.56 ms
[2022-04-11 22:58:14	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311383 | val_loss: 0.0311407 | Time: 3921.3 ms
[2022-04-11 22:58:18	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311356 | val_loss: 0.0311383 | Time: 3790.08 ms
[2022-04-11 22:58:22	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031136 | val_loss: 0.0311411 | Time: 3814.25 ms
[2022-04-11 22:58:26	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311342 | val_loss: 0.0311405 | Time: 3846.29 ms
[2022-04-11 22:58:30	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311343 | val_loss: 0.0311384 | Time: 3825.92 ms
[2022-04-11 22:58:33	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311355 | val_loss: 0.0311394 | Time: 3789.16 ms
[2022-04-11 22:58:37	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311349 | val_loss: 0.0311437 | Time: 3848.95 ms
[2022-04-11 22:58:41	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311367 | val_loss: 0.0311444 | Time: 3791.44 ms
[2022-04-11 22:58:45	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311374 | val_loss: 0.031138 | Time: 3832.05 ms
[2022-04-11 22:58:49	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311371 | val_loss: 0.0311382 | Time: 3856.96 ms
[2022-04-11 22:58:53	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311327 | val_loss: 0.0311392 | Time: 4388.76 ms
[2022-04-11 22:58:57	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.031133 | val_loss: 0.0311395 | Time: 4056.01 ms
[2022-04-11 22:59:01	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311325 | val_loss: 0.0311425 | Time: 3871.25 ms
[2022-04-11 22:59:05	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311324 | val_loss: 0.0311396 | Time: 3843.37 ms
[2022-04-11 22:59:09	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311316 | val_loss: 0.0311402 | Time: 3781.93 ms
[2022-04-11 22:59:13	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.031132 | val_loss: 0.0311407 | Time: 3831.93 ms
[2022-04-11 22:59:17	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311355 | val_loss: 0.0311456 | Time: 3852.3 ms
[2022-04-11 22:59:20	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311341 | val_loss: 0.0311452 | Time: 3830.81 ms
[2022-04-11 22:59:24	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311339 | val_loss: 0.031142 | Time: 3829.59 ms
[2022-04-11 22:59:28	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311327 | val_loss: 0.0311394 | Time: 3793.84 ms
[2022-04-11 22:59:32	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311322 | val_loss: 0.0311389 | Time: 3784.71 ms
[2022-04-11 22:59:36	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311317 | val_loss: 0.0311384 | Time: 3818.21 ms
[2022-04-11 22:59:40	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311313 | val_loss: 0.031138 | Time: 3825.84 ms
[2022-04-11 22:59:43	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311325 | val_loss: 0.0311381 | Time: 3805.16 ms
[2022-04-11 22:59:47	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311325 | val_loss: 0.0311427 | Time: 3821.46 ms
[2022-04-11 22:59:51	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.031132 | val_loss: 0.0311392 | Time: 3758.58 ms
[2022-04-11 22:59:55	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311307 | val_loss: 0.0311389 | Time: 3883.48 ms
[2022-04-11 22:59:59	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311306 | val_loss: 0.0311409 | Time: 4329.61 ms
[2022-04-11 23:00:03	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311305 | val_loss: 0.0311404 | Time: 3996.25 ms
[2022-04-11 23:00:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311395 | val_loss: 0.0311423 | Time: 3775.99 ms
[2022-04-11 23:00:11	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311359 | val_loss: 0.0311441 | Time: 3973.66 ms
[2022-04-11 23:00:15	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311365 | val_loss: 0.0311466 | Time: 3892.82 ms
[2022-04-11 23:00:19	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311338 | val_loss: 0.0311411 | Time: 3805.46 ms
[2022-04-11 23:00:23	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311336 | val_loss: 0.0311418 | Time: 3811.78 ms
[2022-04-11 23:00:26	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311326 | val_loss: 0.0311429 | Time: 3840.44 ms
[2022-04-11 23:00:30	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311331 | val_loss: 0.0311427 | Time: 3797.38 ms
[2022-04-11 23:00:34	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311328 | val_loss: 0.0311441 | Time: 3833.07 ms
[2022-04-11 23:00:38	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311372 | val_loss: 0.0311441 | Time: 3796.61 ms
[2022-04-11 23:00:42	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311319 | val_loss: 0.0311431 | Time: 3860.31 ms
[2022-04-11 23:00:46	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031131 | val_loss: 0.031142 | Time: 3857.91 ms
[2022-04-11 23:00:49	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311299 | val_loss: 0.0311454 | Time: 3840.32 ms
[2022-04-11 23:00:53	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311308 | val_loss: 0.0311468 | Time: 3790.59 ms
[2022-04-11 23:00:57	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311357 | val_loss: 0.0311574 | Time: 3869.4 ms
[2022-04-11 23:01:01	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311354 | val_loss: 0.0311445 | Time: 4234.7 ms
[2022-04-11 23:01:06	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311328 | val_loss: 0.0311559 | Time: 4238.71 ms
[2022-04-11 23:01:09	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311441 | val_loss: 0.0311506 | Time: 3759.37 ms
[2022-04-11 23:01:13	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311436 | val_loss: 0.0311527 | Time: 3807.88 ms
[2022-04-11 23:01:17	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311391 | val_loss: 0.0311528 | Time: 3821.56 ms
[2022-04-11 23:01:21	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.03114 | val_loss: 0.0311502 | Time: 3829.7 ms
[2022-04-11 23:01:25	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311384 | val_loss: 0.0311489 | Time: 3852.26 ms
[2022-04-11 23:01:29	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311356 | val_loss: 0.0311487 | Time: 3807.91 ms
[2022-04-11 23:01:32	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311342 | val_loss: 0.0311481 | Time: 3795.39 ms
[2022-04-11 23:01:36	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311338 | val_loss: 0.0311497 | Time: 3827.13 ms
[2022-04-11 23:01:40	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311339 | val_loss: 0.0311478 | Time: 3869.92 ms
[2022-04-11 23:01:44	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031134 | val_loss: 0.0311498 | Time: 3854.49 ms
[2022-04-11 23:01:48	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311343 | val_loss: 0.0311468 | Time: 3806.3 ms
[2022-04-11 23:01:52	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311351 | val_loss: 0.0311459 | Time: 3806.1 ms
[2022-04-11 23:01:55	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311345 | val_loss: 0.0311463 | Time: 3804.1 ms
[2022-04-11 23:01:59	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311348 | val_loss: 0.0311469 | Time: 3815.2 ms
[2022-04-11 23:02:03	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311347 | val_loss: 0.0311528 | Time: 3915.9 ms
[2022-04-11 23:02:08	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311375 | val_loss: 0.0311512 | Time: 4391.53 ms
[2022-04-11 23:02:12	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311372 | val_loss: 0.0311528 | Time: 4022.83 ms
[2022-04-11 23:02:16	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311379 | val_loss: 0.0311507 | Time: 3870.4 ms
[2022-04-11 23:02:19	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311378 | val_loss: 0.0311496 | Time: 3810.3 ms
[2022-04-11 23:02:23	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311372 | val_loss: 0.0311464 | Time: 3808.26 ms
[2022-04-11 23:02:27	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311376 | val_loss: 0.0311488 | Time: 3849.41 ms
[2022-04-11 23:02:31	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311382 | val_loss: 0.0311455 | Time: 3826.47 ms
[2022-04-11 23:02:35	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311402 | val_loss: 0.0311543 | Time: 3838.36 ms
[2022-04-11 23:02:39	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311473 | val_loss: 0.0311487 | Time: 3821.02 ms
[2022-04-11 23:02:42	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311436 | val_loss: 0.0311477 | Time: 3788.38 ms
[2022-04-11 23:02:46	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311418 | val_loss: 0.0311447 | Time: 3794.48 ms
[2022-04-11 23:02:50	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311399 | val_loss: 0.0311414 | Time: 3745.5 ms
[2022-04-11 23:02:54	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311377 | val_loss: 0.0311476 | Time: 3815.1 ms
[2022-04-11 23:02:58	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311366 | val_loss: 0.031143 | Time: 3816.8 ms
[2022-04-11 23:03:02	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311362 | val_loss: 0.0311434 | Time: 3870.57 ms
[2022-04-11 23:03:05	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311368 | val_loss: 0.0311438 | Time: 3799.63 ms
[2022-04-11 23:03:09	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311336 | val_loss: 0.031141 | Time: 4032.71 ms
[2022-04-11 23:03:14	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.031132 | val_loss: 0.0311427 | Time: 4287.09 ms
[2022-04-11 23:03:18	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311333 | val_loss: 0.0311453 | Time: 3892.42 ms
[2022-04-11 23:03:21	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311329 | val_loss: 0.0311432 | Time: 3772.31 ms
[2022-04-11 23:03:25	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311328 | val_loss: 0.0311405 | Time: 3803.07 ms
[2022-04-11 23:03:29	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311321 | val_loss: 0.0311406 | Time: 3823.07 ms
[2022-04-11 23:03:33	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.031135 | val_loss: 0.0311438 | Time: 3834.31 ms
[2022-04-11 23:03:37	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311329 | val_loss: 0.0311418 | Time: 3823.72 ms
[2022-04-11 23:03:41	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311328 | val_loss: 0.0311415 | Time: 3827.47 ms
[2022-04-11 23:03:44	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311318 | val_loss: 0.0311419 | Time: 3856.87 ms
[2022-04-11 23:03:48	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311322 | val_loss: 0.0311419 | Time: 3862.76 ms
[2022-04-11 23:03:52	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311318 | val_loss: 0.0311442 | Time: 3855.21 ms
[2022-04-11 23:03:56	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311324 | val_loss: 0.0311463 | Time: 3795.08 ms
[2022-04-11 23:04:00	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311329 | val_loss: 0.0311492 | Time: 3806.85 ms
[2022-04-11 23:04:04	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311331 | val_loss: 0.0311428 | Time: 3819.29 ms
[2022-04-11 23:04:07	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311308 | val_loss: 0.0311412 | Time: 3790.08 ms
[2022-04-11 23:04:11	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311314 | val_loss: 0.0311459 | Time: 3791.52 ms
[2022-04-11 23:04:15	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311327 | val_loss: 0.0311461 | Time: 4226.48 ms
[2022-04-11 23:04:20	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311386 | val_loss: 0.0311427 | Time: 4167.75 ms
[2022-04-11 23:04:23	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.03114 | val_loss: 0.0311522 | Time: 3820.7 ms
[2022-04-11 23:04:27	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311367 | val_loss: 0.0311441 | Time: 3810.81 ms
[2022-04-11 23:04:31	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.031136 | val_loss: 0.0311407 | Time: 3827.12 ms
[2022-04-11 23:04:35	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311329 | val_loss: 0.0311442 | Time: 3851.18 ms
[2022-04-11 23:04:39	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311322 | val_loss: 0.0311419 | Time: 3809.66 ms
[2022-04-11 23:04:43	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311317 | val_loss: 0.0311404 | Time: 3862.93 ms
[2022-04-11 23:04:47	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311311 | val_loss: 0.0311469 | Time: 3824.26 ms
[2022-04-11 23:04:50	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311323 | val_loss: 0.0311469 | Time: 3830.51 ms
[2022-04-11 23:04:54	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311308 | val_loss: 0.0311431 | Time: 3847.07 ms
[2022-04-11 23:04:58	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311323 | val_loss: 0.0311441 | Time: 3815.19 ms
[2022-04-11 23:05:02	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311318 | val_loss: 0.0311439 | Time: 3806.4 ms
[2022-04-11 23:05:06	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311303 | val_loss: 0.0311434 | Time: 3851.26 ms
[2022-04-11 23:05:10	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311301 | val_loss: 0.0311433 | Time: 3822.61 ms
[2022-04-11 23:05:13	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311291 | val_loss: 0.0311422 | Time: 3795.31 ms
[2022-04-11 23:05:17	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311299 | val_loss: 0.0311413 | Time: 3903.51 ms
[2022-04-11 23:05:22	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311298 | val_loss: 0.0311419 | Time: 4309.64 ms
[2022-04-11 23:05:26	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311293 | val_loss: 0.0311415 | Time: 3982.68 ms
[2022-04-11 23:05:30	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311298 | val_loss: 0.0311434 | Time: 3857.81 ms
[2022-04-11 23:05:33	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311308 | val_loss: 0.0311468 | Time: 3833.62 ms
[2022-04-11 23:05:37	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311306 | val_loss: 0.0311416 | Time: 3848.6 ms
[2022-04-11 23:05:41	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311292 | val_loss: 0.0311409 | Time: 3778.75 ms
[2022-04-11 23:05:45	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311291 | val_loss: 0.0311444 | Time: 3833.91 ms
[2022-04-11 23:05:49	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311284 | val_loss: 0.0311451 | Time: 3798.81 ms
[2022-04-11 23:05:53	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311285 | val_loss: 0.0311439 | Time: 3861.98 ms
[2022-04-11 23:05:56	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311294 | val_loss: 0.0311431 | Time: 3810.16 ms
[2022-04-11 23:06:00	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311285 | val_loss: 0.0311396 | Time: 3822.95 ms
[2022-04-11 23:06:04	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311274 | val_loss: 0.0311441 | Time: 3865.47 ms
[2022-04-11 23:06:08	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031128 | val_loss: 0.0311395 | Time: 3802.15 ms
[2022-04-11 23:06:12	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311271 | val_loss: 0.0311399 | Time: 3845.56 ms
[2022-04-11 23:06:16	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311274 | val_loss: 0.0311438 | Time: 3853.39 ms
[2022-04-11 23:06:20	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.031128 | val_loss: 0.0311411 | Time: 3867.39 ms
[2022-04-11 23:06:24	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311304 | val_loss: 0.0311416 | Time: 4080.61 ms
[2022-04-11 23:06:28	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311307 | val_loss: 0.0311415 | Time: 4324.66 ms
[2022-04-11 23:06:32	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311294 | val_loss: 0.0311401 | Time: 3842.24 ms
[2022-04-11 23:06:36	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311316 | val_loss: 0.0311474 | Time: 3828.45 ms
[2022-04-11 23:06:40	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311292 | val_loss: 0.0311417 | Time: 3794.23 ms
[2022-04-11 23:06:43	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.031131 | val_loss: 0.0311431 | Time: 3870.3 ms
[2022-04-11 23:06:47	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311303 | val_loss: 0.0311422 | Time: 3814.72 ms
[2022-04-11 23:06:51	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311294 | val_loss: 0.0311373 | Time: 3840.85 ms
[2022-04-11 23:06:55	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311318 | val_loss: 0.0311471 | Time: 3840.65 ms
[2022-04-11 23:06:59	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311361 | val_loss: 0.0311482 | Time: 3843.7 ms
[2022-04-11 23:07:03	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311376 | val_loss: 0.0311541 | Time: 3852.11 ms
[2022-04-11 23:07:07	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311364 | val_loss: 0.0311474 | Time: 3818.12 ms
[2022-04-11 23:07:10	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311343 | val_loss: 0.0311485 | Time: 3828.06 ms
[2022-04-11 23:07:14	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031131 | val_loss: 0.0311462 | Time: 3855.86 ms
[2022-04-11 23:07:18	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311312 | val_loss: 0.0311427 | Time: 3817.42 ms
[2022-04-11 23:07:22	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311306 | val_loss: 0.0311442 | Time: 3798.93 ms
[2022-04-11 23:07:26	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311308 | val_loss: 0.0311448 | Time: 3785.12 ms
[2022-04-11 23:07:30	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311287 | val_loss: 0.0311439 | Time: 4346.55 ms
[2022-04-11 23:07:34	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311282 | val_loss: 0.0311493 | Time: 4065.89 ms
[2022-04-11 23:07:38	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311287 | val_loss: 0.0311462 | Time: 3894.53 ms
[2022-04-11 23:07:42	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311285 | val_loss: 0.0311441 | Time: 3853.28 ms
[2022-04-11 23:07:46	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311306 | val_loss: 0.0311423 | Time: 3839.63 ms
[2022-04-11 23:07:50	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311284 | val_loss: 0.0311442 | Time: 3891.66 ms
[2022-04-11 23:07:54	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311284 | val_loss: 0.031143 | Time: 3806.36 ms
[2022-04-11 23:07:57	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311281 | val_loss: 0.031141 | Time: 3848.33 ms
[2022-04-11 23:08:01	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311267 | val_loss: 0.0311442 | Time: 3834.46 ms
[2022-04-11 23:08:05	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311272 | val_loss: 0.0311438 | Time: 3792.39 ms
[2022-04-11 23:08:09	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311275 | val_loss: 0.0311388 | Time: 3810.79 ms
[2022-04-11 23:08:13	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311275 | val_loss: 0.0311423 | Time: 3834.56 ms
[2022-04-11 23:08:17	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311306 | val_loss: 0.0311445 | Time: 3817.78 ms
[2022-04-11 23:08:20	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311311 | val_loss: 0.0311411 | Time: 3835.89 ms
[2022-04-11 23:08:24	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031133 | val_loss: 0.0311422 | Time: 3793.19 ms
[2022-04-11 23:08:28	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311336 | val_loss: 0.0311389 | Time: 3846.6 ms
[2022-04-11 23:08:32	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.03113 | val_loss: 0.0311388 | Time: 3999.75 ms
[2022-04-11 23:08:36	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311311 | val_loss: 0.0311395 | Time: 4372.34 ms
[2022-04-11 23:08:40	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311362 | val_loss: 0.0311538 | Time: 3910.29 ms
[2022-04-11 23:08:44	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311352 | val_loss: 0.0311452 | Time: 3827.23 ms
[2022-04-11 23:08:48	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311325 | val_loss: 0.0311454 | Time: 3881.41 ms
[2022-04-11 23:08:52	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.031134 | val_loss: 0.0311416 | Time: 3910.07 ms
[2022-04-11 23:08:56	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311298 | val_loss: 0.0311432 | Time: 3860.82 ms
[2022-04-11 23:09:00	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311313 | val_loss: 0.0311443 | Time: 3865.19 ms
[2022-04-11 23:09:04	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311297 | val_loss: 0.0311433 | Time: 3819.49 ms
[2022-04-11 23:09:07	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031129 | val_loss: 0.0311406 | Time: 3826.69 ms
[2022-04-11 23:09:11	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311272 | val_loss: 0.0311406 | Time: 3854.01 ms
[2022-04-11 23:09:15	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311273 | val_loss: 0.0311407 | Time: 3839.18 ms
[2022-04-11 23:09:19	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311262 | val_loss: 0.0311416 | Time: 3864.02 ms
[2022-04-11 23:09:23	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031126 | val_loss: 0.0311429 | Time: 3817.11 ms
[2022-04-11 23:09:27	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311253 | val_loss: 0.0311451 | Time: 3801.58 ms
[2022-04-11 23:09:30	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311281 | val_loss: 0.0311484 | Time: 3812.64 ms
[2022-04-11 23:09:34	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311311 | val_loss: 0.0311454 | Time: 3815.57 ms
[2022-04-11 23:09:38	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311264 | val_loss: 0.0311424 | Time: 3995.77 ms
[2022-04-11 23:09:43	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311252 | val_loss: 0.0311407 | Time: 4387.16 ms
[2022-04-11 23:09:47	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311245 | val_loss: 0.0311411 | Time: 3863.86 ms
[2022-04-11 23:09:50	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.031126 | val_loss: 0.0311481 | Time: 3844 ms
[2022-04-11 23:09:54	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311267 | val_loss: 0.0311422 | Time: 3750.46 ms
[2022-04-11 23:09:58	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311245 | val_loss: 0.0311415 | Time: 3818.96 ms
[2022-04-11 23:10:02	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311241 | val_loss: 0.0311417 | Time: 3876.17 ms
[2022-04-11 23:10:06	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311247 | val_loss: 0.0311494 | Time: 3842.99 ms
[2022-04-11 23:10:10	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311255 | val_loss: 0.0311412 | Time: 3795.88 ms
[2022-04-11 23:10:13	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311242 | val_loss: 0.0311412 | Time: 3852.21 ms
[2022-04-11 23:10:17	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311234 | val_loss: 0.0311462 | Time: 3809.62 ms
[2022-04-11 23:10:21	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311266 | val_loss: 0.0311454 | Time: 3888.38 ms
[2022-04-11 23:10:25	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311248 | val_loss: 0.031142 | Time: 3840.65 ms
[2022-04-11 23:10:29	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311231 | val_loss: 0.031143 | Time: 3793.48 ms
[2022-04-11 23:10:33	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311232 | val_loss: 0.0311446 | Time: 3817.1 ms
[2022-04-11 23:10:37	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311251 | val_loss: 0.0311471 | Time: 3802.05 ms
[2022-04-11 23:10:40	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311269 | val_loss: 0.0311462 | Time: 3816.1 ms
[2022-04-11 23:10:45	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311268 | val_loss: 0.0311459 | Time: 4323.5 ms
[2022-04-11 23:10:49	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311284 | val_loss: 0.031145 | Time: 4004.11 ms
[2022-04-11 23:10:53	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311265 | val_loss: 0.0311464 | Time: 3831.08 ms
[2022-04-11 23:10:56	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311255 | val_loss: 0.0311496 | Time: 3826.94 ms
[2022-04-11 23:11:00	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311236 | val_loss: 0.0311417 | Time: 3850.56 ms
[2022-04-11 23:11:04	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311241 | val_loss: 0.0311424 | Time: 3798.83 ms
[2022-04-11 23:11:08	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311258 | val_loss: 0.0311469 | Time: 3844.2 ms
[2022-04-11 23:11:12	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311252 | val_loss: 0.0311475 | Time: 3809.11 ms
[2022-04-11 23:11:16	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311255 | val_loss: 0.0311457 | Time: 3812.23 ms
[2022-04-11 23:11:19	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311242 | val_loss: 0.0311391 | Time: 3863.38 ms
[2022-04-11 23:11:23	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311227 | val_loss: 0.0311422 | Time: 3875.98 ms
[2022-04-11 23:11:27	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031124 | val_loss: 0.0311421 | Time: 3819.69 ms
[2022-04-11 23:11:31	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311227 | val_loss: 0.0311464 | Time: 3843.87 ms
[2022-04-11 23:11:35	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311217 | val_loss: 0.0311412 | Time: 3846.32 ms
[2022-04-11 23:11:39	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311239 | val_loss: 0.0311414 | Time: 3826.11 ms
[2022-04-11 23:11:43	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311238 | val_loss: 0.0311448 | Time: 3813.72 ms
[2022-04-11 23:11:46	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311232 | val_loss: 0.0311445 | Time: 3816.73 ms
[2022-04-11 23:11:51	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311294 | val_loss: 0.0311487 | Time: 4308.43 ms
[2022-04-11 23:11:55	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311291 | val_loss: 0.0311426 | Time: 4144.41 ms
[2022-04-11 23:11:59	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311299 | val_loss: 0.031147 | Time: 4113.37 ms
[2022-04-11 23:12:03	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311321 | val_loss: 0.0311427 | Time: 3840.1 ms
[2022-04-11 23:12:07	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311316 | val_loss: 0.0311515 | Time: 3818.49 ms
[2022-04-11 23:12:11	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311396 | val_loss: 0.0311501 | Time: 3827.69 ms
[2022-04-11 23:12:14	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311379 | val_loss: 0.0311503 | Time: 3780.93 ms
[2022-04-11 23:12:18	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.031139 | val_loss: 0.0311493 | Time: 3798.8 ms
[2022-04-11 23:12:22	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.031134 | val_loss: 0.0311483 | Time: 3786.9 ms
[2022-04-11 23:12:26	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311325 | val_loss: 0.0311486 | Time: 3822.75 ms
[2022-04-11 23:12:30	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311317 | val_loss: 0.0311476 | Time: 3813.29 ms
[2022-04-11 23:12:34	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311317 | val_loss: 0.0311508 | Time: 3834.95 ms
[2022-04-11 23:12:37	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311326 | val_loss: 0.0311501 | Time: 3783.88 ms
[2022-04-11 23:12:41	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311313 | val_loss: 0.0311458 | Time: 3797.59 ms
[2022-04-11 23:12:45	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311306 | val_loss: 0.0311447 | Time: 3822.63 ms
[2022-04-11 23:12:49	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311289 | val_loss: 0.0311429 | Time: 3775.26 ms
[2022-04-11 23:12:53	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311289 | val_loss: 0.0311417 | Time: 4072.3 ms
[2022-04-11 23:12:57	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311279 | val_loss: 0.0311433 | Time: 4274.18 ms
[2022-04-11 23:13:01	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311266 | val_loss: 0.0311447 | Time: 3846.68 ms
[2022-04-11 23:13:05	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311288 | val_loss: 0.0311438 | Time: 3854.65 ms
[2022-04-11 23:13:09	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311381 | val_loss: 0.0311443 | Time: 3839.64 ms
[2022-04-11 23:13:13	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311389 | val_loss: 0.0311455 | Time: 3823.74 ms
[2022-04-11 23:13:16	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311362 | val_loss: 0.0311453 | Time: 3778.5 ms
[2022-04-11 23:13:20	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311331 | val_loss: 0.0311448 | Time: 3804.81 ms
[2022-04-11 23:13:24	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311351 | val_loss: 0.0311493 | Time: 3883.8 ms
[2022-04-11 23:13:28	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311365 | val_loss: 0.0311495 | Time: 3839.56 ms
[2022-04-11 23:13:32	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311369 | val_loss: 0.0311555 | Time: 3786.09 ms
[2022-04-11 23:13:36	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311349 | val_loss: 0.0311459 | Time: 3809.58 ms
[2022-04-11 23:13:39	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311336 | val_loss: 0.0311448 | Time: 3784.65 ms
[2022-04-11 23:13:43	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311325 | val_loss: 0.0311436 | Time: 3807.77 ms
[2022-04-11 23:13:47	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311343 | val_loss: 0.0311443 | Time: 3942.7 ms
[2022-04-11 23:13:51	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.031134 | val_loss: 0.0311501 | Time: 3857.46 ms
[2022-04-11 23:13:55	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311323 | val_loss: 0.0311437 | Time: 3805.07 ms
[2022-04-11 23:13:59	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031131 | val_loss: 0.0311453 | Time: 4354.97 ms
[2022-04-11 23:14:03	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311269 | val_loss: 0.0311417 | Time: 4056.05 ms
[2022-04-11 23:14:07	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311278 | val_loss: 0.0311412 | Time: 3803.06 ms
[2022-04-11 23:14:11	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311244 | val_loss: 0.031138 | Time: 3779.07 ms
[2022-04-11 23:14:15	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031124 | val_loss: 0.0311398 | Time: 3832.05 ms
[2022-04-11 23:14:19	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311228 | val_loss: 0.0311419 | Time: 3813.84 ms
[2022-04-11 23:14:22	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311224 | val_loss: 0.0311384 | Time: 3843.01 ms
[2022-04-11 23:14:26	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311222 | val_loss: 0.031141 | Time: 3798.71 ms
[2022-04-11 23:14:30	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311232 | val_loss: 0.0311392 | Time: 3869.78 ms
[2022-04-11 23:14:34	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311246 | val_loss: 0.0311367 | Time: 4287.08 ms
[2022-04-11 23:14:39	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311241 | val_loss: 0.0311395 | Time: 4224.92 ms
[2022-04-11 23:14:43	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311211 | val_loss: 0.0311385 | Time: 3922.65 ms
[2022-04-11 23:14:43	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311385
[2022-04-11 23:14:43	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-11 23:14:43	                main:608]	:	INFO	:	Success, exiting..
23:14:43 (25764): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)