Task 14099108

Name ParityModified-1647040916-8971-2-0_1
Workunit 10782021
Created 30 Mar 2022, 17:34:12 UTC
Sent 30 Mar 2022, 17:48:05 UTC
Report deadline 7 Apr 2022, 17:48:05 UTC
Received 31 Mar 2022, 17:29:16 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16717
Run time 2 hours 17 min 57 sec
CPU time 2 hours 10 min 23 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,142.53 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
4:23	                main:574]	:	INFO	:	Epoch 1542 | loss: 0.0311198 | val_loss: 0.0311452 | Time: 4015.79 ms
[2022-03-31 17:54:27	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0311165 | val_loss: 0.0311446 | Time: 4027.17 ms
[2022-03-31 17:54:31	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0311181 | val_loss: 0.0311419 | Time: 4001.99 ms
[2022-03-31 17:54:35	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0311209 | val_loss: 0.031148 | Time: 4029.63 ms
[2022-03-31 17:54:40	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.031117 | val_loss: 0.0311497 | Time: 4000.32 ms
[2022-03-31 17:54:43	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0311163 | val_loss: 0.0311425 | Time: 3963.32 ms
[2022-03-31 17:54:47	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0311142 | val_loss: 0.031152 | Time: 3990.21 ms
[2022-03-31 17:54:51	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0311168 | val_loss: 0.0311457 | Time: 3983.92 ms
[2022-03-31 17:54:55	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0311164 | val_loss: 0.0311485 | Time: 4014.07 ms
[2022-03-31 17:54:59	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0311182 | val_loss: 0.0311508 | Time: 3960.57 ms
[2022-03-31 17:55:03	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.0311168 | val_loss: 0.0311474 | Time: 4017.67 ms
[2022-03-31 17:55:08	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0311152 | val_loss: 0.0311457 | Time: 4045.08 ms
[2022-03-31 17:55:12	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0311185 | val_loss: 0.0311484 | Time: 4036.96 ms
[2022-03-31 17:55:16	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0311192 | val_loss: 0.0311454 | Time: 3926 ms
[2022-03-31 17:55:20	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0311158 | val_loss: 0.0311449 | Time: 4050.23 ms
[2022-03-31 17:55:24	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0311144 | val_loss: 0.0311566 | Time: 4048.77 ms
[2022-03-31 17:55:28	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0311176 | val_loss: 0.0311449 | Time: 4164.39 ms
[2022-03-31 17:55:32	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0311154 | val_loss: 0.0311398 | Time: 4006.52 ms
[2022-03-31 17:55:36	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0311143 | val_loss: 0.0311478 | Time: 4054.79 ms
[2022-03-31 17:55:40	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0311179 | val_loss: 0.0311427 | Time: 4031.16 ms
[2022-03-31 17:55:44	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.031115 | val_loss: 0.0311434 | Time: 3984.54 ms
[2022-03-31 17:55:48	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0311134 | val_loss: 0.0311435 | Time: 3962.27 ms
[2022-03-31 17:55:52	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0311116 | val_loss: 0.0311409 | Time: 4090.72 ms
[2022-03-31 17:55:56	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0311133 | val_loss: 0.0311421 | Time: 4060.95 ms
[2022-03-31 17:56:00	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0311126 | val_loss: 0.031143 | Time: 4019.03 ms
[2022-03-31 17:56:04	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311117 | val_loss: 0.0311385 | Time: 3995.85 ms
[2022-03-31 17:56:08	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311109 | val_loss: 0.0311391 | Time: 4030.72 ms
[2022-03-31 17:56:12	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311111 | val_loss: 0.0311401 | Time: 4000.83 ms
[2022-03-31 17:56:16	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311156 | val_loss: 0.0311441 | Time: 4014.89 ms
[2022-03-31 17:56:20	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311151 | val_loss: 0.0311409 | Time: 3957.06 ms
[2022-03-31 17:56:24	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311133 | val_loss: 0.0311405 | Time: 4095.65 ms
[2022-03-31 17:56:28	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.031113 | val_loss: 0.0311528 | Time: 4106.49 ms
[2022-03-31 17:56:32	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.031113 | val_loss: 0.0311512 | Time: 4016.83 ms
[2022-03-31 17:56:36	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311102 | val_loss: 0.0311433 | Time: 3952.32 ms
[2022-03-31 17:56:40	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311092 | val_loss: 0.0311473 | Time: 3966.79 ms
[2022-03-31 17:56:44	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311097 | val_loss: 0.0311386 | Time: 3987.13 ms
[2022-03-31 17:56:48	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311128 | val_loss: 0.0311412 | Time: 3969.82 ms
[2022-03-31 17:56:52	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311154 | val_loss: 0.0311465 | Time: 3998 ms
[2022-03-31 17:56:56	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311126 | val_loss: 0.0311458 | Time: 4021.42 ms
[2022-03-31 17:57:00	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311153 | val_loss: 0.0311427 | Time: 4073.47 ms
[2022-03-31 17:57:04	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311124 | val_loss: 0.0311476 | Time: 4026.86 ms
[2022-03-31 17:57:08	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311122 | val_loss: 0.0311438 | Time: 3939.66 ms
[2022-03-31 17:57:13	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.031111 | val_loss: 0.03114 | Time: 4036.99 ms
[2022-03-31 17:57:17	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311107 | val_loss: 0.0311419 | Time: 4022.87 ms
[2022-03-31 17:57:21	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311107 | val_loss: 0.031144 | Time: 4040.85 ms
[2022-03-31 17:57:25	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311085 | val_loss: 0.0311427 | Time: 3974.75 ms
[2022-03-31 17:57:29	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311158 | val_loss: 0.0311424 | Time: 3988.07 ms
[2022-03-31 17:57:33	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311188 | val_loss: 0.0311399 | Time: 4014.43 ms
[2022-03-31 17:57:37	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311214 | val_loss: 0.0311376 | Time: 4031.8 ms
[2022-03-31 17:57:41	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311196 | val_loss: 0.0311369 | Time: 4043.83 ms
[2022-03-31 17:57:45	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311153 | val_loss: 0.0311435 | Time: 4021.66 ms
[2022-03-31 17:57:49	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311176 | val_loss: 0.031149 | Time: 4034.82 ms
[2022-03-31 17:57:53	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311129 | val_loss: 0.0311411 | Time: 4070.02 ms
[2022-03-31 17:57:57	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311129 | val_loss: 0.0311443 | Time: 4015.32 ms
[2022-03-31 17:58:01	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311117 | val_loss: 0.031147 | Time: 3971.69 ms
[2022-03-31 17:58:05	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311122 | val_loss: 0.03114 | Time: 4028.15 ms
[2022-03-31 17:58:09	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.031112 | val_loss: 0.0311486 | Time: 4005.2 ms
[2022-03-31 17:58:13	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311144 | val_loss: 0.0311433 | Time: 3959.02 ms
[2022-03-31 17:58:17	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311094 | val_loss: 0.0311479 | Time: 4011.69 ms
[2022-03-31 17:58:21	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311074 | val_loss: 0.0311389 | Time: 4066.48 ms
[2022-03-31 17:58:25	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031109 | val_loss: 0.0311432 | Time: 4039.45 ms
[2022-03-31 17:58:29	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311096 | val_loss: 0.031142 | Time: 4062.81 ms
[2022-03-31 17:58:33	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311108 | val_loss: 0.0311387 | Time: 4031.9 ms
[2022-03-31 17:58:37	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311091 | val_loss: 0.0311417 | Time: 4045.26 ms
[2022-03-31 17:58:41	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311101 | val_loss: 0.0311395 | Time: 4017.62 ms
[2022-03-31 17:58:45	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311088 | val_loss: 0.0311447 | Time: 4010.14 ms
[2022-03-31 17:58:49	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311091 | val_loss: 0.0311432 | Time: 3991.88 ms
[2022-03-31 17:58:53	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311087 | val_loss: 0.0311406 | Time: 4005.93 ms
[2022-03-31 17:58:57	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311089 | val_loss: 0.0311496 | Time: 4036.64 ms
[2022-03-31 17:59:01	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311078 | val_loss: 0.0311427 | Time: 4040.68 ms
[2022-03-31 17:59:05	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311067 | val_loss: 0.0311427 | Time: 3992.88 ms
[2022-03-31 17:59:09	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311113 | val_loss: 0.0311488 | Time: 4026.68 ms
[2022-03-31 17:59:13	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311052 | val_loss: 0.0311396 | Time: 4033.31 ms
[2022-03-31 17:59:17	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311042 | val_loss: 0.0311434 | Time: 4000.78 ms
[2022-03-31 17:59:21	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311054 | val_loss: 0.0311462 | Time: 3959.6 ms
[2022-03-31 17:59:25	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311062 | val_loss: 0.0311435 | Time: 4037.25 ms
[2022-03-31 17:59:29	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311046 | val_loss: 0.0311493 | Time: 4003.92 ms
[2022-03-31 17:59:34	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311055 | val_loss: 0.0311428 | Time: 4060.22 ms
[2022-03-31 17:59:38	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311089 | val_loss: 0.0311409 | Time: 4029.54 ms
[2022-03-31 17:59:42	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311107 | val_loss: 0.0311617 | Time: 4066.92 ms
[2022-03-31 17:59:46	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311143 | val_loss: 0.0311475 | Time: 4062.81 ms
[2022-03-31 17:59:50	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311126 | val_loss: 0.031145 | Time: 4015.45 ms
[2022-03-31 17:59:54	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311054 | val_loss: 0.031147 | Time: 4000.88 ms
[2022-03-31 17:59:58	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311059 | val_loss: 0.0311383 | Time: 3991.69 ms
[2022-03-31 18:00:02	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311071 | val_loss: 0.031161 | Time: 4069.98 ms
[2022-03-31 18:00:06	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311081 | val_loss: 0.0311404 | Time: 4091.06 ms
[2022-03-31 18:00:10	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311063 | val_loss: 0.0311393 | Time: 3964.66 ms
[2022-03-31 18:00:14	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311068 | val_loss: 0.0311491 | Time: 4040.56 ms
[2022-03-31 18:00:18	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311095 | val_loss: 0.0311392 | Time: 4430.17 ms
[2022-03-31 18:00:22	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311094 | val_loss: 0.0311456 | Time: 4058.53 ms
[2022-03-31 18:00:27	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311063 | val_loss: 0.0311408 | Time: 4063.89 ms
[2022-03-31 18:00:31	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311077 | val_loss: 0.0311399 | Time: 4046.48 ms
[2022-03-31 18:00:35	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311071 | val_loss: 0.0311406 | Time: 4045.23 ms
[2022-03-31 18:00:39	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311113 | val_loss: 0.0311469 | Time: 4030.98 ms
[2022-03-31 18:00:43	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311149 | val_loss: 0.031156 | Time: 3988.2 ms
[2022-03-31 18:00:47	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031114 | val_loss: 0.0311451 | Time: 3980.22 ms
[2022-03-31 18:00:51	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311072 | val_loss: 0.0311419 | Time: 4072.01 ms
[2022-03-31 18:00:55	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311058 | val_loss: 0.0311418 | Time: 4053.89 ms
[2022-03-31 18:00:59	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311065 | val_loss: 0.031137 | Time: 4015.98 ms
[2022-03-31 18:01:03	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311063 | val_loss: 0.0311454 | Time: 4035.42 ms
[2022-03-31 18:01:07	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311065 | val_loss: 0.0311387 | Time: 4036.38 ms
[2022-03-31 18:01:11	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311049 | val_loss: 0.0311485 | Time: 4041.93 ms
[2022-03-31 18:01:15	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311029 | val_loss: 0.0311486 | Time: 3991.35 ms
[2022-03-31 18:01:19	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311022 | val_loss: 0.0311426 | Time: 4019.57 ms
[2022-03-31 18:01:23	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311163 | val_loss: 0.0311379 | Time: 4027.45 ms
[2022-03-31 18:01:27	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311182 | val_loss: 0.0311416 | Time: 4064.23 ms
[2022-03-31 18:01:31	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031112 | val_loss: 0.0311379 | Time: 4043.25 ms
[2022-03-31 18:01:35	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311078 | val_loss: 0.0311381 | Time: 4063.21 ms
[2022-03-31 18:01:39	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311106 | val_loss: 0.0311384 | Time: 4019.98 ms
[2022-03-31 18:01:43	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.03111 | val_loss: 0.0311397 | Time: 4010.3 ms
[2022-03-31 18:01:47	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311056 | val_loss: 0.031136 | Time: 4013.18 ms
[2022-03-31 18:01:51	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311095 | val_loss: 0.0311453 | Time: 3994.51 ms
[2022-03-31 18:01:55	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311118 | val_loss: 0.0311415 | Time: 3987.04 ms
[2022-03-31 18:02:00	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311078 | val_loss: 0.031143 | Time: 4127.52 ms
[2022-03-31 18:02:04	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031107 | val_loss: 0.0311409 | Time: 4014.77 ms
[2022-03-31 18:02:08	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031124 | val_loss: 0.031143 | Time: 4004.23 ms
[2022-03-31 18:02:12	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311218 | val_loss: 0.0311412 | Time: 4041.86 ms
[2022-03-31 18:02:16	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311148 | val_loss: 0.0311368 | Time: 3994.99 ms
[2022-03-31 18:02:20	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311124 | val_loss: 0.0311443 | Time: 4010.36 ms
[2022-03-31 18:02:24	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311103 | val_loss: 0.0311426 | Time: 4046.17 ms
[2022-03-31 18:02:28	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311095 | val_loss: 0.03114 | Time: 4093.2 ms
[2022-03-31 18:02:32	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311064 | val_loss: 0.0311384 | Time: 4021.41 ms
[2022-03-31 18:02:36	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311077 | val_loss: 0.0311509 | Time: 4023.94 ms
[2022-03-31 18:02:40	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311082 | val_loss: 0.0311406 | Time: 3997.1 ms
[2022-03-31 18:02:44	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311074 | val_loss: 0.031152 | Time: 4038.89 ms
[2022-03-31 18:02:48	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311091 | val_loss: 0.0311427 | Time: 3991.27 ms
[2022-03-31 18:02:52	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311079 | val_loss: 0.0311462 | Time: 4010.62 ms
[2022-03-31 18:02:56	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311077 | val_loss: 0.0311426 | Time: 4029.72 ms
[2022-03-31 18:03:00	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311067 | val_loss: 0.0311457 | Time: 4043.83 ms
[2022-03-31 18:03:04	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031105 | val_loss: 0.0311411 | Time: 4060.88 ms
[2022-03-31 18:03:08	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311035 | val_loss: 0.0311429 | Time: 4001.51 ms
[2022-03-31 18:03:12	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311052 | val_loss: 0.03114 | Time: 4017.16 ms
[2022-03-31 18:03:16	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.031105 | val_loss: 0.0311487 | Time: 4019.24 ms
[2022-03-31 18:03:20	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311032 | val_loss: 0.0311391 | Time: 4231.28 ms
[2022-03-31 18:03:25	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031104 | val_loss: 0.0311396 | Time: 4245.02 ms
[2022-03-31 18:03:29	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311042 | val_loss: 0.031141 | Time: 4210.38 ms
[2022-03-31 18:04:24	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311033 | val_loss: 0.0311394 | Time: 54646.2 ms
[2022-03-31 18:04:28	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311022 | val_loss: 0.0311404 | Time: 4040.8 ms
[2022-03-31 18:04:32	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311027 | val_loss: 0.0311378 | Time: 3974.47 ms
[2022-03-31 18:04:36	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310998 | val_loss: 0.031139 | Time: 3988.18 ms
[2022-03-31 18:04:40	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311028 | val_loss: 0.0311404 | Time: 4035.66 ms
[2022-03-31 18:04:44	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311048 | val_loss: 0.031153 | Time: 3987.19 ms
[2022-03-31 18:04:48	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311061 | val_loss: 0.0311487 | Time: 3981.17 ms
[2022-03-31 18:04:52	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311043 | val_loss: 0.0311446 | Time: 3959.2 ms
[2022-03-31 18:04:56	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311034 | val_loss: 0.0311385 | Time: 4007.98 ms
[2022-03-31 18:05:00	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031109 | val_loss: 0.0311514 | Time: 4021.42 ms
[2022-03-31 18:05:04	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311065 | val_loss: 0.0311408 | Time: 4029.71 ms
[2022-03-31 18:05:08	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311019 | val_loss: 0.0311382 | Time: 3955.72 ms
[2022-03-31 18:05:12	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311029 | val_loss: 0.0311443 | Time: 4021.68 ms
[2022-03-31 18:05:16	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311023 | val_loss: 0.031153 | Time: 4020.79 ms
[2022-03-31 18:05:20	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311026 | val_loss: 0.0311598 | Time: 3942.31 ms
[2022-03-31 18:05:24	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311023 | val_loss: 0.0311468 | Time: 3987.18 ms
[2022-03-31 18:05:28	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.031104 | val_loss: 0.0311413 | Time: 3963.64 ms
[2022-03-31 18:05:32	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031103 | val_loss: 0.0311437 | Time: 3982.68 ms
[2022-03-31 18:05:36	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311047 | val_loss: 0.0311538 | Time: 3982.86 ms
[2022-03-31 18:05:40	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311113 | val_loss: 0.0311431 | Time: 3946.49 ms
[2022-03-31 18:05:44	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311229 | val_loss: 0.0311481 | Time: 3923.89 ms
[2022-03-31 18:05:48	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311224 | val_loss: 0.0311474 | Time: 3987.83 ms
[2022-03-31 18:05:52	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311172 | val_loss: 0.0311474 | Time: 4177.42 ms
[2022-03-31 18:05:56	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311159 | val_loss: 0.031151 | Time: 3995.24 ms
[2022-03-31 18:06:00	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311159 | val_loss: 0.0311529 | Time: 3976.95 ms
[2022-03-31 18:06:04	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311204 | val_loss: 0.0311488 | Time: 3996.74 ms
[2022-03-31 18:06:08	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311213 | val_loss: 0.0311479 | Time: 3970.98 ms
[2022-03-31 18:06:12	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311187 | val_loss: 0.0311481 | Time: 3911.3 ms
[2022-03-31 18:06:16	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311196 | val_loss: 0.0311507 | Time: 4039.55 ms
[2022-03-31 18:06:20	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311154 | val_loss: 0.0311473 | Time: 3964.9 ms
[2022-03-31 18:06:24	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311156 | val_loss: 0.0311438 | Time: 4018.8 ms
[2022-03-31 18:06:28	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031112 | val_loss: 0.0311411 | Time: 3967.95 ms
[2022-03-31 18:06:32	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311106 | val_loss: 0.0311455 | Time: 3967.5 ms
[2022-03-31 18:06:36	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311098 | val_loss: 0.0311395 | Time: 4008.18 ms
[2022-03-31 18:06:40	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031111 | val_loss: 0.0311462 | Time: 3963.27 ms
[2022-03-31 18:06:44	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311083 | val_loss: 0.0311413 | Time: 3947.84 ms
[2022-03-31 18:06:48	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311084 | val_loss: 0.0311462 | Time: 3963.32 ms
[2022-03-31 18:06:52	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311141 | val_loss: 0.0311461 | Time: 4003.04 ms
[2022-03-31 18:06:56	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311213 | val_loss: 0.0311423 | Time: 3991.51 ms
[2022-03-31 18:07:00	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311233 | val_loss: 0.0311426 | Time: 4027.51 ms
[2022-03-31 18:07:04	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311156 | val_loss: 0.0311407 | Time: 4024.91 ms
[2022-03-31 18:07:08	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311121 | val_loss: 0.0311399 | Time: 3964.36 ms
[2022-03-31 18:07:12	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311104 | val_loss: 0.031147 | Time: 4035.93 ms
[2022-03-31 18:07:16	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311087 | val_loss: 0.0311407 | Time: 3980.86 ms
[2022-03-31 18:07:20	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311144 | val_loss: 0.0311434 | Time: 3929.72 ms
[2022-03-31 18:07:24	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311339 | val_loss: 0.0311432 | Time: 3957.61 ms
[2022-03-31 18:07:28	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311367 | val_loss: 0.0311418 | Time: 4006.93 ms
[2022-03-31 18:07:32	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311296 | val_loss: 0.0311429 | Time: 3926.98 ms
[2022-03-31 18:07:35	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311218 | val_loss: 0.0311413 | Time: 3908.83 ms
[2022-03-31 18:07:39	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311185 | val_loss: 0.0311409 | Time: 3998.12 ms
[2022-03-31 18:07:43	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311174 | val_loss: 0.0311408 | Time: 3991.65 ms
[2022-03-31 18:07:47	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311206 | val_loss: 0.031143 | Time: 3959.99 ms
[2022-03-31 18:07:51	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311161 | val_loss: 0.0311439 | Time: 3882.64 ms
[2022-03-31 18:07:55	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311131 | val_loss: 0.0311387 | Time: 3919.81 ms
[2022-03-31 18:07:59	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311142 | val_loss: 0.0311445 | Time: 3945.41 ms
[2022-03-31 18:08:03	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311126 | val_loss: 0.031139 | Time: 4022.78 ms
[2022-03-31 18:08:07	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311103 | val_loss: 0.0311432 | Time: 3958.05 ms
[2022-03-31 18:08:11	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311078 | val_loss: 0.0311415 | Time: 3984.16 ms
[2022-03-31 18:08:15	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311066 | val_loss: 0.0311398 | Time: 3978.44 ms
[2022-03-31 18:08:19	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311092 | val_loss: 0.0311466 | Time: 4014.74 ms
[2022-03-31 18:08:23	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311075 | val_loss: 0.0311416 | Time: 3927.62 ms
[2022-03-31 18:08:27	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311084 | val_loss: 0.0311439 | Time: 3929.24 ms
[2022-03-31 18:08:31	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311083 | val_loss: 0.0311417 | Time: 4067.18 ms
[2022-03-31 18:08:35	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311037 | val_loss: 0.0311412 | Time: 3970.31 ms
[2022-03-31 18:08:39	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.031104 | val_loss: 0.0311408 | Time: 4015.24 ms
[2022-03-31 18:08:43	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311048 | val_loss: 0.0311408 | Time: 3989.9 ms
[2022-03-31 18:08:47	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311027 | val_loss: 0.0311383 | Time: 4009.89 ms
[2022-03-31 18:08:51	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311023 | val_loss: 0.0311344 | Time: 3992.45 ms
[2022-03-31 18:08:55	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311049 | val_loss: 0.0311328 | Time: 3962.43 ms
[2022-03-31 18:08:59	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311038 | val_loss: 0.0311373 | Time: 3996.42 ms
[2022-03-31 18:09:03	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311011 | val_loss: 0.0311374 | Time: 3980.82 ms
[2022-03-31 18:09:07	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.031106 | val_loss: 0.0311365 | Time: 3984.98 ms
[2022-03-31 18:09:11	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311057 | val_loss: 0.0311368 | Time: 4010 ms
[2022-03-31 18:09:15	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311031 | val_loss: 0.0311416 | Time: 3995.56 ms
[2022-03-31 18:09:19	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311011 | val_loss: 0.0311392 | Time: 4053.01 ms
[2022-03-31 18:09:23	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311039 | val_loss: 0.031139 | Time: 4020.92 ms
[2022-03-31 18:09:27	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311085 | val_loss: 0.0311409 | Time: 3971.34 ms
[2022-03-31 18:09:31	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311055 | val_loss: 0.0311326 | Time: 4002.88 ms
[2022-03-31 18:09:35	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311 | val_loss: 0.0311333 | Time: 4004.28 ms
[2022-03-31 18:09:39	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.031099 | val_loss: 0.0311444 | Time: 4027.73 ms
[2022-03-31 18:09:43	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310994 | val_loss: 0.0311388 | Time: 4007.66 ms
[2022-03-31 18:09:47	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311023 | val_loss: 0.0311378 | Time: 3962.93 ms
[2022-03-31 18:09:51	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311014 | val_loss: 0.0311425 | Time: 3998.19 ms
[2022-03-31 18:09:55	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311024 | val_loss: 0.0311416 | Time: 4020.77 ms
[2022-03-31 18:09:59	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311004 | val_loss: 0.0311343 | Time: 3987.05 ms
[2022-03-31 18:10:03	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311002 | val_loss: 0.0311361 | Time: 3975.02 ms
[2022-03-31 18:10:07	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0310996 | val_loss: 0.0311348 | Time: 3978.1 ms
[2022-03-31 18:10:11	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311045 | val_loss: 0.0311355 | Time: 4039.2 ms
[2022-03-31 18:10:15	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311105 | val_loss: 0.0311372 | Time: 3981.45 ms
[2022-03-31 18:10:19	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311099 | val_loss: 0.0311391 | Time: 3938.47 ms
[2022-03-31 18:10:23	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311074 | val_loss: 0.031131 | Time: 3992.55 ms
[2022-03-31 18:10:27	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311021 | val_loss: 0.031136 | Time: 4074.29 ms
[2022-03-31 18:10:32	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311016 | val_loss: 0.031137 | Time: 4105.54 ms
[2022-03-31 18:10:36	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311015 | val_loss: 0.031137 | Time: 3992.22 ms
[2022-03-31 18:10:40	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311024 | val_loss: 0.0311375 | Time: 4072.67 ms
[2022-03-31 18:10:44	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311033 | val_loss: 0.0311394 | Time: 4035.34 ms
[2022-03-31 18:10:48	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.031103 | val_loss: 0.031139 | Time: 3996.08 ms
[2022-03-31 18:10:52	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311033 | val_loss: 0.0311403 | Time: 3990.46 ms
[2022-03-31 18:10:56	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311017 | val_loss: 0.031144 | Time: 3998.99 ms
[2022-03-31 18:11:00	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311016 | val_loss: 0.0311338 | Time: 4018.74 ms
[2022-03-31 18:11:04	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310989 | val_loss: 0.0311321 | Time: 4013.16 ms
[2022-03-31 18:11:08	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311027 | val_loss: 0.0311361 | Time: 3954.23 ms
[2022-03-31 18:11:12	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311014 | val_loss: 0.0311398 | Time: 3979.52 ms
[2022-03-31 18:11:16	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311044 | val_loss: 0.0311332 | Time: 4039.45 ms
[2022-03-31 18:11:20	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031106 | val_loss: 0.0311424 | Time: 3972.09 ms
[2022-03-31 18:11:24	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311058 | val_loss: 0.031136 | Time: 3962.84 ms
[2022-03-31 18:11:28	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311021 | val_loss: 0.0311339 | Time: 3978.45 ms
[2022-03-31 18:11:32	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310998 | val_loss: 0.0311364 | Time: 3972.16 ms
[2022-03-31 18:11:36	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0310993 | val_loss: 0.0311382 | Time: 3982.01 ms
[2022-03-31 18:11:40	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311021 | val_loss: 0.0311313 | Time: 3893.29 ms
[2022-03-31 18:11:44	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311006 | val_loss: 0.0311314 | Time: 3991.65 ms
[2022-03-31 18:11:48	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310971 | val_loss: 0.0311393 | Time: 4009.14 ms
[2022-03-31 18:11:52	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310991 | val_loss: 0.0311328 | Time: 4041.67 ms
[2022-03-31 18:11:56	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311017 | val_loss: 0.0311368 | Time: 3940.95 ms
[2022-03-31 18:12:00	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311016 | val_loss: 0.0311405 | Time: 4044.79 ms
[2022-03-31 18:12:04	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031101 | val_loss: 0.0311394 | Time: 3987.47 ms
[2022-03-31 18:12:08	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311012 | val_loss: 0.0311378 | Time: 3979.46 ms
[2022-03-31 18:12:12	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310982 | val_loss: 0.0311308 | Time: 3999.64 ms
[2022-03-31 18:12:16	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310987 | val_loss: 0.0311387 | Time: 4168.07 ms
[2022-03-31 18:12:20	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311032 | val_loss: 0.0311373 | Time: 3994.39 ms
[2022-03-31 18:12:24	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311178 | val_loss: 0.0311477 | Time: 4008.22 ms
[2022-03-31 18:12:28	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311158 | val_loss: 0.0311432 | Time: 3954.57 ms
[2022-03-31 18:12:32	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311152 | val_loss: 0.0311446 | Time: 3977.74 ms
[2022-03-31 18:12:36	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311073 | val_loss: 0.0311393 | Time: 4009.36 ms
[2022-03-31 18:12:40	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311024 | val_loss: 0.0311338 | Time: 3970.85 ms
[2022-03-31 18:12:44	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310999 | val_loss: 0.0311335 | Time: 3981.74 ms
[2022-03-31 18:12:48	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311011 | val_loss: 0.0311408 | Time: 3942.55 ms
[2022-03-31 18:12:52	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.031111 | val_loss: 0.0311354 | Time: 3996.5 ms
[2022-03-31 18:12:56	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311232 | val_loss: 0.0311347 | Time: 3977.03 ms
[2022-03-31 18:13:00	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311218 | val_loss: 0.0311364 | Time: 3990.47 ms
[2022-03-31 18:13:04	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311183 | val_loss: 0.031136 | Time: 3918.34 ms
[2022-03-31 18:13:08	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311104 | val_loss: 0.03113 | Time: 4024.46 ms
[2022-03-31 18:13:12	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311066 | val_loss: 0.0311356 | Time: 3962.48 ms
[2022-03-31 18:13:16	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311048 | val_loss: 0.0311318 | Time: 4042.85 ms
[2022-03-31 18:13:20	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311049 | val_loss: 0.0311389 | Time: 3988.5 ms
[2022-03-31 18:13:24	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311037 | val_loss: 0.0311258 | Time: 4051.02 ms
[2022-03-31 18:13:28	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311012 | val_loss: 0.0311379 | Time: 3987.73 ms
[2022-03-31 18:13:32	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311039 | val_loss: 0.0311283 | Time: 3967.25 ms
[2022-03-31 18:13:36	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311021 | val_loss: 0.0311341 | Time: 3944.43 ms
[2022-03-31 18:13:40	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031101 | val_loss: 0.0311316 | Time: 4043.31 ms
[2022-03-31 18:13:44	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0310999 | val_loss: 0.0311386 | Time: 4040.31 ms
[2022-03-31 18:13:48	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0310996 | val_loss: 0.0311366 | Time: 4016.5 ms
[2022-03-31 18:13:52	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311003 | val_loss: 0.0311362 | Time: 4016.73 ms
[2022-03-31 18:13:56	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0310983 | val_loss: 0.0311403 | Time: 4060.4 ms
[2022-03-31 18:14:00	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0310988 | val_loss: 0.0311344 | Time: 4061.41 ms
[2022-03-31 18:14:04	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031104 | val_loss: 0.0311417 | Time: 4098.84 ms
[2022-03-31 18:14:08	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311042 | val_loss: 0.0311416 | Time: 3962.87 ms
[2022-03-31 18:14:12	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311005 | val_loss: 0.0311281 | Time: 4017.02 ms
[2022-03-31 18:14:16	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310979 | val_loss: 0.0311368 | Time: 4011.04 ms
[2022-03-31 18:14:20	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310998 | val_loss: 0.0311384 | Time: 4018.02 ms
[2022-03-31 18:14:24	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311042 | val_loss: 0.0311363 | Time: 3941.3 ms
[2022-03-31 18:14:28	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311057 | val_loss: 0.031136 | Time: 4044.47 ms
[2022-03-31 18:14:32	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.031105 | val_loss: 0.0311343 | Time: 4023.61 ms
[2022-03-31 18:14:36	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311058 | val_loss: 0.0311346 | Time: 3988.47 ms
[2022-03-31 18:14:40	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311022 | val_loss: 0.0311347 | Time: 3985.19 ms
[2022-03-31 18:14:44	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311013 | val_loss: 0.0311389 | Time: 3949.75 ms
[2022-03-31 18:14:48	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311007 | val_loss: 0.0311371 | Time: 3915.35 ms
[2022-03-31 18:14:52	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311009 | val_loss: 0.0311317 | Time: 3925.52 ms
[2022-03-31 18:14:56	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.031099 | val_loss: 0.0311426 | Time: 3897.6 ms
[2022-03-31 18:15:00	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311007 | val_loss: 0.0311361 | Time: 4007.4 ms
[2022-03-31 18:15:04	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311015 | val_loss: 0.0311403 | Time: 4037.26 ms
[2022-03-31 18:15:08	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311009 | val_loss: 0.0311339 | Time: 4011.24 ms
[2022-03-31 18:15:12	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0310991 | val_loss: 0.0311275 | Time: 3923.99 ms
[2022-03-31 18:15:16	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311033 | val_loss: 0.0311332 | Time: 3963.67 ms
[2022-03-31 18:15:20	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311105 | val_loss: 0.0311314 | Time: 4003.79 ms
[2022-03-31 18:15:24	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311077 | val_loss: 0.0311346 | Time: 3997.2 ms
[2022-03-31 18:15:28	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311034 | val_loss: 0.0311259 | Time: 3936.73 ms
[2022-03-31 18:15:32	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311 | val_loss: 0.0311383 | Time: 3970.84 ms
[2022-03-31 18:15:36	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310993 | val_loss: 0.0311254 | Time: 3999.46 ms
[2022-03-31 18:15:40	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311003 | val_loss: 0.0311307 | Time: 4012.24 ms
[2022-03-31 18:15:44	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0310999 | val_loss: 0.0311318 | Time: 4024.53 ms
[2022-03-31 18:15:48	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0310986 | val_loss: 0.0311418 | Time: 3923.72 ms
[2022-03-31 18:15:52	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311174 | val_loss: 0.0311406 | Time: 4017.67 ms
[2022-03-31 18:15:56	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311025 | val_loss: 0.031134 | Time: 3974.71 ms
[2022-03-31 18:16:00	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031099 | val_loss: 0.031132 | Time: 4035.52 ms
[2022-03-31 18:16:04	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310973 | val_loss: 0.0311247 | Time: 3986.51 ms
[2022-03-31 18:16:08	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031094 | val_loss: 0.0311296 | Time: 3961.52 ms
[2022-03-31 18:16:12	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0310944 | val_loss: 0.0311421 | Time: 4021.67 ms
[2022-03-31 18:16:16	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0310958 | val_loss: 0.031131 | Time: 4012.78 ms
[2022-03-31 18:16:20	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0310939 | val_loss: 0.0311369 | Time: 4013.04 ms
[2022-03-31 18:16:24	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0310923 | val_loss: 0.0311291 | Time: 4029.6 ms
[2022-03-31 18:16:28	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.031092 | val_loss: 0.03113 | Time: 4029.07 ms
[2022-03-31 18:16:32	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0310926 | val_loss: 0.0311428 | Time: 4012.13 ms
[2022-03-31 18:16:36	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0310936 | val_loss: 0.0311359 | Time: 3990.76 ms
[2022-03-31 18:16:40	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0310971 | val_loss: 0.0311363 | Time: 4033.45 ms
[2022-03-31 18:16:44	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0310986 | val_loss: 0.0311251 | Time: 3995.32 ms
[2022-03-31 18:16:48	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0310931 | val_loss: 0.0311301 | Time: 3982 ms
[2022-03-31 18:16:52	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0310961 | val_loss: 0.0311405 | Time: 3900.19 ms
[2022-03-31 18:16:56	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311009 | val_loss: 0.0311291 | Time: 3988.64 ms
[2022-03-31 18:17:00	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0310971 | val_loss: 0.0311341 | Time: 4058.09 ms
[2022-03-31 18:17:04	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311044 | val_loss: 0.0311297 | Time: 4023.06 ms
[2022-03-31 18:17:08	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311047 | val_loss: 0.0311343 | Time: 3948.41 ms
[2022-03-31 18:17:12	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0310974 | val_loss: 0.0311233 | Time: 3992.84 ms
[2022-03-31 18:17:16	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0310954 | val_loss: 0.0311332 | Time: 4001.93 ms
[2022-03-31 18:17:20	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0310963 | val_loss: 0.0311306 | Time: 4002.08 ms
[2022-03-31 18:17:24	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0310936 | val_loss: 0.0311256 | Time: 4026.28 ms
[2022-03-31 18:17:28	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0310972 | val_loss: 0.0311414 | Time: 4025.09 ms
[2022-03-31 18:17:32	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0310992 | val_loss: 0.0311287 | Time: 3991.65 ms
[2022-03-31 18:17:36	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.031099 | val_loss: 0.0311353 | Time: 4008.51 ms
[2022-03-31 18:17:40	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0310982 | val_loss: 0.031129 | Time: 3982.28 ms
[2022-03-31 18:17:44	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0310966 | val_loss: 0.0311376 | Time: 3960.2 ms
[2022-03-31 18:17:48	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031098 | val_loss: 0.0311301 | Time: 4038.01 ms
[2022-03-31 18:17:52	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0310949 | val_loss: 0.0311329 | Time: 4031.9 ms
[2022-03-31 18:17:56	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0310939 | val_loss: 0.0311382 | Time: 3992.26 ms
[2022-03-31 18:18:00	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0310992 | val_loss: 0.0311281 | Time: 3960.13 ms
[2022-03-31 18:18:04	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0310954 | val_loss: 0.0311345 | Time: 4010.46 ms
[2022-03-31 18:18:08	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0310949 | val_loss: 0.0311318 | Time: 4007.07 ms
[2022-03-31 18:18:12	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0310975 | val_loss: 0.0311295 | Time: 3968.44 ms
[2022-03-31 18:18:16	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0310962 | val_loss: 0.0311266 | Time: 3900.28 ms
[2022-03-31 18:18:20	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0310957 | val_loss: 0.0311374 | Time: 4009.34 ms
[2022-03-31 18:18:24	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0310925 | val_loss: 0.0311301 | Time: 3999.63 ms
[2022-03-31 18:18:28	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0310997 | val_loss: 0.0311365 | Time: 3996.87 ms
[2022-03-31 18:18:32	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0310946 | val_loss: 0.0311309 | Time: 3943.33 ms
[2022-03-31 18:18:36	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0310923 | val_loss: 0.0311304 | Time: 4049.92 ms
[2022-03-31 18:18:40	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0310923 | val_loss: 0.0311395 | Time: 3937.04 ms
[2022-03-31 18:18:44	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0310922 | val_loss: 0.0311305 | Time: 4006.65 ms
[2022-03-31 18:18:48	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0310901 | val_loss: 0.0311319 | Time: 3944.74 ms
[2022-03-31 18:18:52	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0310909 | val_loss: 0.0311353 | Time: 4024.95 ms
[2022-03-31 18:18:56	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0310917 | val_loss: 0.0311261 | Time: 4014.5 ms
[2022-03-31 18:19:00	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0310892 | val_loss: 0.0311341 | Time: 4040.5 ms
[2022-03-31 18:19:04	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0310894 | val_loss: 0.0311358 | Time: 4000.74 ms
[2022-03-31 18:19:08	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0310907 | val_loss: 0.0311322 | Time: 3989.2 ms
[2022-03-31 18:19:12	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.031092 | val_loss: 0.0311356 | Time: 3957.9 ms
[2022-03-31 18:19:16	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031093 | val_loss: 0.0311438 | Time: 3994.39 ms
[2022-03-31 18:19:20	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0310893 | val_loss: 0.0311346 | Time: 4016.88 ms
[2022-03-31 18:19:24	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0310917 | val_loss: 0.0311463 | Time: 3996.89 ms
[2022-03-31 18:19:28	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0310962 | val_loss: 0.0311363 | Time: 4052.79 ms
[2022-03-31 18:19:32	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0310894 | val_loss: 0.031147 | Time: 4010.04 ms
[2022-03-31 18:19:36	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0310899 | val_loss: 0.0311373 | Time: 3941.28 ms
[2022-03-31 18:19:40	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.031093 | val_loss: 0.0311307 | Time: 4021.67 ms
[2022-03-31 18:19:44	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0310884 | val_loss: 0.03114 | Time: 3954.88 ms
[2022-03-31 18:19:48	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0310885 | val_loss: 0.0311332 | Time: 4020.05 ms
[2022-03-31 18:19:52	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0310899 | val_loss: 0.0311311 | Time: 3963 ms
[2022-03-31 18:19:56	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0310952 | val_loss: 0.0311321 | Time: 3977.88 ms
[2022-03-31 18:20:00	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0310935 | val_loss: 0.0311322 | Time: 3988.28 ms
[2022-03-31 18:20:04	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0310953 | val_loss: 0.0311387 | Time: 3984.8 ms
[2022-03-31 18:20:08	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0310964 | val_loss: 0.0311316 | Time: 3979.85 ms
[2022-03-31 18:20:12	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310925 | val_loss: 0.031128 | Time: 4006.26 ms
[2022-03-31 18:20:16	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310951 | val_loss: 0.0311307 | Time: 4040.46 ms
[2022-03-31 18:20:20	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0310943 | val_loss: 0.0311256 | Time: 4011.48 ms
[2022-03-31 18:20:24	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0310935 | val_loss: 0.0311398 | Time: 3985.34 ms
[2022-03-31 18:20:28	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0310912 | val_loss: 0.0311284 | Time: 3981.64 ms
[2022-03-31 18:20:32	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0310906 | val_loss: 0.0311371 | Time: 4004.14 ms
[2022-03-31 18:20:36	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0310907 | val_loss: 0.0311317 | Time: 3981.24 ms
[2022-03-31 18:20:40	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0310884 | val_loss: 0.0311289 | Time: 4026.93 ms
[2022-03-31 18:20:44	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.031088 | val_loss: 0.0311449 | Time: 4002.83 ms
[2022-03-31 18:20:49	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0310947 | val_loss: 0.0311357 | Time: 4009.26 ms
[2022-03-31 18:20:53	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0310908 | val_loss: 0.0311407 | Time: 4274.33 ms
[2022-03-31 18:20:57	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0310941 | val_loss: 0.0311392 | Time: 4017.83 ms
[2022-03-31 18:21:01	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0310914 | val_loss: 0.0311341 | Time: 3969.42 ms
[2022-03-31 18:21:05	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0310914 | val_loss: 0.0311286 | Time: 3969.86 ms
[2022-03-31 18:21:09	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0310907 | val_loss: 0.0311352 | Time: 3987.51 ms
[2022-03-31 18:21:13	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0310907 | val_loss: 0.0311324 | Time: 3947.57 ms
[2022-03-31 18:21:17	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310905 | val_loss: 0.0311281 | Time: 3954.24 ms
[2022-03-31 18:21:21	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0310891 | val_loss: 0.0311295 | Time: 3997.65 ms
[2022-03-31 18:21:25	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0310915 | val_loss: 0.0311395 | Time: 4058.3 ms
[2022-03-31 18:21:29	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310897 | val_loss: 0.0311363 | Time: 3982.16 ms
[2022-03-31 18:21:33	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0310913 | val_loss: 0.0311263 | Time: 3951.84 ms
[2022-03-31 18:21:37	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0310944 | val_loss: 0.0311306 | Time: 3989.38 ms
[2022-03-31 18:21:41	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0310947 | val_loss: 0.0311267 | Time: 3957.71 ms
[2022-03-31 18:21:45	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0310964 | val_loss: 0.0311287 | Time: 3960.87 ms
[2022-03-31 18:21:49	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0310936 | val_loss: 0.0311326 | Time: 3908.94 ms
[2022-03-31 18:21:53	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0310926 | val_loss: 0.031127 | Time: 4048.74 ms
[2022-03-31 18:21:57	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0310892 | val_loss: 0.0311339 | Time: 4040.87 ms
[2022-03-31 18:22:01	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0310889 | val_loss: 0.0311363 | Time: 4043.97 ms
[2022-03-31 18:22:05	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0310898 | val_loss: 0.0311261 | Time: 3974.51 ms
[2022-03-31 18:22:09	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310889 | val_loss: 0.0311293 | Time: 4023.48 ms
[2022-03-31 18:22:13	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0310924 | val_loss: 0.0311405 | Time: 4015.98 ms
[2022-03-31 18:22:17	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0310927 | val_loss: 0.031132 | Time: 4021.11 ms
[2022-03-31 18:22:21	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311058 | val_loss: 0.0311439 | Time: 3990.32 ms
[2022-03-31 18:22:25	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0310999 | val_loss: 0.0311412 | Time: 3964.64 ms
[2022-03-31 18:22:29	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0310916 | val_loss: 0.031136 | Time: 3974.7 ms
[2022-03-31 18:22:33	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0310968 | val_loss: 0.0311334 | Time: 3997.35 ms
[2022-03-31 18:22:37	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0310921 | val_loss: 0.0311328 | Time: 3960.72 ms
[2022-03-31 18:22:41	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310923 | val_loss: 0.0311375 | Time: 3912.17 ms
[2022-03-31 18:22:45	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310944 | val_loss: 0.0311276 | Time: 3840.14 ms
[2022-03-31 18:22:48	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0310949 | val_loss: 0.031135 | Time: 3886.39 ms
[2022-03-31 18:22:52	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311048 | val_loss: 0.0311357 | Time: 3930.3 ms
[2022-03-31 18:22:56	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0310991 | val_loss: 0.0311319 | Time: 3945.07 ms
[2022-03-31 18:23:00	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0310933 | val_loss: 0.0311302 | Time: 3925.7 ms
[2022-03-31 18:23:04	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0310909 | val_loss: 0.0311307 | Time: 3959.67 ms
[2022-03-31 18:23:08	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0310879 | val_loss: 0.0311347 | Time: 3942.84 ms
[2022-03-31 18:23:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0310872 | val_loss: 0.0311283 | Time: 3962.14 ms
[2022-03-31 18:23:16	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310932 | val_loss: 0.0311391 | Time: 3976.24 ms
[2022-03-31 18:23:20	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031097 | val_loss: 0.031139 | Time: 3962.36 ms
[2022-03-31 18:23:24	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0310926 | val_loss: 0.0311307 | Time: 4000.3 ms
[2022-03-31 18:23:28	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0310927 | val_loss: 0.0311358 | Time: 3969.95 ms
[2022-03-31 18:23:32	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0310902 | val_loss: 0.0311406 | Time: 4012.8 ms
[2022-03-31 18:23:36	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310886 | val_loss: 0.0311425 | Time: 3956.5 ms
[2022-03-31 18:23:40	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.031088 | val_loss: 0.0311285 | Time: 4020.93 ms
[2022-03-31 18:23:44	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031096 | val_loss: 0.0311362 | Time: 3915.21 ms
[2022-03-31 18:23:48	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311128 | val_loss: 0.031138 | Time: 4026.07 ms
[2022-03-31 18:23:52	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311074 | val_loss: 0.0311336 | Time: 3975.21 ms
[2022-03-31 18:23:56	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311025 | val_loss: 0.0311336 | Time: 3947.08 ms
[2022-03-31 18:24:00	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311004 | val_loss: 0.0311334 | Time: 3942.81 ms
[2022-03-31 18:24:04	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310971 | val_loss: 0.0311335 | Time: 4046.57 ms
[2022-03-31 18:24:08	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310953 | val_loss: 0.0311349 | Time: 3964.5 ms
[2022-03-31 18:24:12	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0310957 | val_loss: 0.0311357 | Time: 4028.98 ms
[2022-03-31 18:24:16	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310947 | val_loss: 0.0311281 | Time: 4011.62 ms
[2022-03-31 18:24:20	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0310943 | val_loss: 0.0311352 | Time: 4030.27 ms
[2022-03-31 18:24:24	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0310961 | val_loss: 0.0311257 | Time: 3980.47 ms
[2022-03-31 18:24:28	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0310951 | val_loss: 0.0311276 | Time: 4029.56 ms
[2022-03-31 18:24:32	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0310922 | val_loss: 0.0311307 | Time: 3967.32 ms
[2022-03-31 18:24:36	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0310906 | val_loss: 0.031129 | Time: 4022.9 ms
[2022-03-31 18:24:40	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0310905 | val_loss: 0.0311308 | Time: 4004.84 ms
[2022-03-31 18:24:44	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0310948 | val_loss: 0.0311312 | Time: 3965.37 ms
[2022-03-31 18:24:48	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0310931 | val_loss: 0.0311355 | Time: 3972.01 ms
[2022-03-31 18:24:52	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0310942 | val_loss: 0.031135 | Time: 3988.29 ms
[2022-03-31 18:24:56	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0310907 | val_loss: 0.0311313 | Time: 4011.35 ms
[2022-03-31 18:25:00	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0310921 | val_loss: 0.0311291 | Time: 4033.37 ms
[2022-03-31 18:25:04	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0310923 | val_loss: 0.0311386 | Time: 3938.74 ms
[2022-03-31 18:25:08	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310937 | val_loss: 0.0311313 | Time: 3934.45 ms
[2022-03-31 18:25:12	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310911 | val_loss: 0.0311268 | Time: 3974.85 ms
[2022-03-31 18:25:16	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310872 | val_loss: 0.0311363 | Time: 3981.43 ms
[2022-03-31 18:25:20	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0310907 | val_loss: 0.0311328 | Time: 3979.65 ms
[2022-03-31 18:25:24	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310898 | val_loss: 0.0311302 | Time: 3980.47 ms
[2022-03-31 18:25:28	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310895 | val_loss: 0.0311294 | Time: 4002.84 ms
[2022-03-31 18:25:32	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0310922 | val_loss: 0.0311337 | Time: 4114.94 ms
[2022-03-31 18:25:36	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0310918 | val_loss: 0.0311378 | Time: 4041.45 ms
[2022-03-31 18:25:40	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0310933 | val_loss: 0.0311465 | Time: 3993.65 ms
[2022-03-31 18:25:44	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0310937 | val_loss: 0.0311261 | Time: 4011.51 ms
[2022-03-31 18:25:48	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0310905 | val_loss: 0.0311363 | Time: 4015.18 ms
[2022-03-31 18:25:52	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0310913 | val_loss: 0.0311262 | Time: 3995.96 ms
[2022-03-31 18:25:56	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0310886 | val_loss: 0.0311328 | Time: 3971.66 ms
[2022-03-31 18:26:00	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0310893 | val_loss: 0.0311293 | Time: 4057.56 ms
[2022-03-31 18:26:05	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0310879 | val_loss: 0.0311379 | Time: 4017.07 ms
[2022-03-31 18:26:08	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0310968 | val_loss: 0.0311265 | Time: 3986.58 ms
[2022-03-31 18:26:13	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0310963 | val_loss: 0.0311314 | Time: 4006.54 ms
[2022-03-31 18:26:17	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0310923 | val_loss: 0.0311195 | Time: 4122.08 ms
[2022-03-31 18:26:21	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0310912 | val_loss: 0.0311278 | Time: 4100.53 ms
[2022-03-31 18:26:25	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0310879 | val_loss: 0.0311316 | Time: 4062.21 ms
[2022-03-31 18:26:29	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0310903 | val_loss: 0.0311316 | Time: 4014.3 ms
[2022-03-31 18:26:33	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0310848 | val_loss: 0.0311344 | Time: 4065.62 ms
[2022-03-31 18:26:37	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0310849 | val_loss: 0.0311297 | Time: 4079.34 ms
[2022-03-31 18:26:41	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.031085 | val_loss: 0.0311318 | Time: 3999.93 ms
[2022-03-31 18:26:45	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0310891 | val_loss: 0.0311302 | Time: 4009.17 ms
[2022-03-31 18:26:49	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0310978 | val_loss: 0.0311288 | Time: 4065.36 ms
[2022-03-31 18:26:53	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0310964 | val_loss: 0.0311324 | Time: 4075.04 ms
[2022-03-31 18:26:57	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0310961 | val_loss: 0.0311339 | Time: 4007.29 ms
[2022-03-31 18:27:01	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0310957 | val_loss: 0.0311247 | Time: 3931.59 ms
[2022-03-31 18:27:05	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.031091 | val_loss: 0.0311348 | Time: 4027.9 ms
[2022-03-31 18:27:09	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310916 | val_loss: 0.0311305 | Time: 4043.72 ms
[2022-03-31 18:27:13	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310924 | val_loss: 0.0311307 | Time: 4012.32 ms
[2022-03-31 18:27:17	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0310898 | val_loss: 0.0311302 | Time: 3983.56 ms
[2022-03-31 18:27:21	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0310915 | val_loss: 0.0311333 | Time: 4010.54 ms
[2022-03-31 18:27:25	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0310903 | val_loss: 0.0311316 | Time: 4049.08 ms
[2022-03-31 18:27:29	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0310872 | val_loss: 0.0311346 | Time: 3998.21 ms
[2022-03-31 18:27:33	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0310886 | val_loss: 0.0311373 | Time: 3916.69 ms
[2022-03-31 18:27:37	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0310909 | val_loss: 0.0311339 | Time: 4017.32 ms
[2022-03-31 18:27:41	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0310893 | val_loss: 0.0311331 | Time: 3984.43 ms
[2022-03-31 18:27:45	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031088 | val_loss: 0.0311349 | Time: 4066.24 ms
[2022-03-31 18:27:49	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.031088 | val_loss: 0.0311423 | Time: 3964.78 ms
[2022-03-31 18:27:53	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0310912 | val_loss: 0.0311328 | Time: 3961.53 ms
[2022-03-31 18:27:57	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0310885 | val_loss: 0.0311312 | Time: 4009.12 ms
[2022-03-31 18:28:01	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031092 | val_loss: 0.0311311 | Time: 3976.57 ms
[2022-03-31 18:28:05	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0310885 | val_loss: 0.0311282 | Time: 3968.1 ms
[2022-03-31 18:28:09	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0310891 | val_loss: 0.0311288 | Time: 3968.3 ms
[2022-03-31 18:28:13	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0310907 | val_loss: 0.0311349 | Time: 4045.86 ms
[2022-03-31 18:28:17	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0310875 | val_loss: 0.0311294 | Time: 4013.23 ms
[2022-03-31 18:28:21	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031087 | val_loss: 0.0311248 | Time: 3983.37 ms
[2022-03-31 18:28:25	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0310861 | val_loss: 0.031133 | Time: 4062.61 ms
[2022-03-31 18:28:29	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0310897 | val_loss: 0.031137 | Time: 4003.66 ms
[2022-03-31 18:28:33	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0310879 | val_loss: 0.0311312 | Time: 3996.76 ms
[2022-03-31 18:28:37	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0310885 | val_loss: 0.0311463 | Time: 3970.9 ms
[2022-03-31 18:28:42	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0310905 | val_loss: 0.0311347 | Time: 4059.02 ms
[2022-03-31 18:28:46	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0310912 | val_loss: 0.0311331 | Time: 4045.79 ms
[2022-03-31 18:28:50	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311034 | val_loss: 0.0312823 | Time: 4020.53 ms
[2022-03-31 18:28:54	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.066545 | val_loss: 0.137533 | Time: 3967.49 ms
[2022-03-31 18:28:58	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.49794 | val_loss: 0.0956736 | Time: 4020.68 ms
[2022-03-31 18:29:02	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0589738 | val_loss: 0.0342387 | Time: 3992.79 ms
[2022-03-31 18:29:06	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0346056 | val_loss: 0.0336159 | Time: 4013.89 ms
[2022-03-31 18:29:06	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0336159
[2022-03-31 18:29:06	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-31 18:29:06	                main:608]	:	INFO	:	Success, exiting..
18:29:06 (2044): 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)