Task 13858183

Name ParityModified-1647046296-25391-2-0_0
Workunit 10936915
Created 27 Mar 2022, 18:56:03 UTC
Sent 1 Apr 2022, 10:53:06 UTC
Report deadline 9 Apr 2022, 10:53:06 UTC
Received 1 Apr 2022, 18:06:25 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 18617
Run time 5 hours 0 min 27 sec
CPU time 3 hours 24 min 10 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,307.63 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.63 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
9274 | val_loss: 0.00672617 | Time: 8706.39 ms
[2022-04-01 12:30:36	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.00681795 | val_loss: 0.00722389 | Time: 8571.46 ms
[2022-04-01 12:30:45	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.00694443 | val_loss: 0.00667737 | Time: 8669.7 ms
[2022-04-01 12:30:53	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.00680941 | val_loss: 0.00663358 | Time: 8168.11 ms
[2022-04-01 12:31:01	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.00686735 | val_loss: 0.00663118 | Time: 8133.91 ms
[2022-04-01 12:31:10	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.00678983 | val_loss: 0.00651131 | Time: 8432.45 ms
[2022-04-01 12:31:18	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.00679025 | val_loss: 0.00664447 | Time: 8393.2 ms
[2022-04-01 12:31:26	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.00684821 | val_loss: 0.00679524 | Time: 7992.59 ms
[2022-04-01 12:31:35	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.00683057 | val_loss: 0.00718227 | Time: 9390.52 ms
[2022-04-01 12:31:44	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.00737915 | val_loss: 0.0069784 | Time: 8433.48 ms
[2022-04-01 12:31:52	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.00727021 | val_loss: 0.00655166 | Time: 8139.23 ms
[2022-04-01 12:32:00	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.00786694 | val_loss: 0.0125379 | Time: 7999.88 ms
[2022-04-01 12:32:08	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.00925738 | val_loss: 0.00788135 | Time: 8159.03 ms
[2022-04-01 12:32:16	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0075578 | val_loss: 0.00690571 | Time: 8379.36 ms
[2022-04-01 12:32:25	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.00698853 | val_loss: 0.00669395 | Time: 8580.63 ms
[2022-04-01 12:32:34	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.00685022 | val_loss: 0.00661025 | Time: 8987.81 ms
[2022-04-01 12:32:43	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.00679377 | val_loss: 0.00657568 | Time: 9067.88 ms
[2022-04-01 12:32:52	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.00676351 | val_loss: 0.00655503 | Time: 8435.43 ms
[2022-04-01 12:33:00	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.00674341 | val_loss: 0.00653612 | Time: 8384.49 ms
[2022-04-01 12:33:08	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.00673189 | val_loss: 0.00652878 | Time: 8379.16 ms
[2022-04-01 12:33:17	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0067188 | val_loss: 0.00651114 | Time: 9100.97 ms
[2022-04-01 12:33:26	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.00670738 | val_loss: 0.00649933 | Time: 8324.45 ms
[2022-04-01 12:33:34	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.00669823 | val_loss: 0.00649874 | Time: 8537.38 ms
[2022-04-01 12:33:43	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.00669215 | val_loss: 0.00649061 | Time: 8707.6 ms
[2022-04-01 12:33:52	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.00668458 | val_loss: 0.00647833 | Time: 9135.28 ms
[2022-04-01 12:34:00	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.00667679 | val_loss: 0.00648421 | Time: 8191.85 ms
[2022-04-01 12:34:09	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.00667963 | val_loss: 0.0064658 | Time: 8631.51 ms
[2022-04-01 12:34:17	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0066723 | val_loss: 0.0065123 | Time: 8272.92 ms
[2022-04-01 12:34:25	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.00667654 | val_loss: 0.00646356 | Time: 8222.25 ms
[2022-04-01 12:34:34	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0066576 | val_loss: 0.00645957 | Time: 8270.37 ms
[2022-04-01 12:34:42	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.00665234 | val_loss: 0.00645169 | Time: 8028.6 ms
[2022-04-01 12:34:50	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.00664799 | val_loss: 0.00643726 | Time: 8619 ms
[2022-04-01 12:34:59	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.00664516 | val_loss: 0.00643653 | Time: 8831.28 ms
[2022-04-01 12:35:08	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.00665766 | val_loss: 0.00643143 | Time: 8673.17 ms
[2022-04-01 12:35:17	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.00667895 | val_loss: 0.0064423 | Time: 8917.97 ms
[2022-04-01 12:35:25	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.00663949 | val_loss: 0.00645432 | Time: 8474.18 ms
[2022-04-01 12:35:34	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.00662307 | val_loss: 0.00639057 | Time: 8299.46 ms
[2022-04-01 12:35:45	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.00657784 | val_loss: 0.00632232 | Time: 11383.4 ms
[2022-04-01 12:35:57	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.00777308 | val_loss: 0.0306708 | Time: 12054.1 ms
[2022-04-01 12:36:10	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0236908 | val_loss: 0.0221759 | Time: 13364.1 ms
[2022-04-01 12:36:24	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0137202 | val_loss: 0.00922379 | Time: 13252.1 ms
[2022-04-01 12:36:40	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.00872195 | val_loss: 0.00788168 | Time: 16284.9 ms
[2022-04-01 12:36:50	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.00792121 | val_loss: 0.00757255 | Time: 9496.06 ms
[2022-04-01 12:36:58	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.00770428 | val_loss: 0.00746608 | Time: 8516.98 ms
[2022-04-01 12:37:06	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.00762046 | val_loss: 0.00741656 | Time: 8160.01 ms
[2022-04-01 12:37:15	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.00757399 | val_loss: 0.00737942 | Time: 8551.37 ms
[2022-04-01 12:37:23	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.00755039 | val_loss: 0.00736037 | Time: 8108.96 ms
[2022-04-01 12:37:31	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0075287 | val_loss: 0.00734565 | Time: 8071.95 ms
[2022-04-01 12:37:43	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.00751372 | val_loss: 0.00733165 | Time: 11932.1 ms
[2022-04-01 12:37:53	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.00750226 | val_loss: 0.00731943 | Time: 10314.4 ms
[2022-04-01 12:38:01	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.00748897 | val_loss: 0.00730976 | Time: 8255.27 ms
[2022-04-01 12:38:10	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.00747599 | val_loss: 0.00729387 | Time: 8573.45 ms
[2022-04-01 12:38:18	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.00746382 | val_loss: 0.00728499 | Time: 8127.57 ms
[2022-04-01 12:38:26	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0074562 | val_loss: 0.00727749 | Time: 8213.34 ms
[2022-04-01 12:38:35	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.00745129 | val_loss: 0.00727226 | Time: 8169.3 ms
[2022-04-01 12:38:43	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.00744533 | val_loss: 0.00726374 | Time: 8110.8 ms
[2022-04-01 12:38:51	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.00743845 | val_loss: 0.00725993 | Time: 8080.13 ms
[2022-04-01 12:38:58	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.00743181 | val_loss: 0.00724731 | Time: 7699.48 ms
[2022-04-01 12:39:07	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.00742409 | val_loss: 0.00724105 | Time: 8185.12 ms
[2022-04-01 12:39:15	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.00741843 | val_loss: 0.00723321 | Time: 8170.21 ms
[2022-04-01 12:39:23	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.00740968 | val_loss: 0.00722285 | Time: 8565.26 ms
[2022-04-01 12:39:32	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.00739741 | val_loss: 0.00721288 | Time: 8455.2 ms
[2022-04-01 12:39:40	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.00738527 | val_loss: 0.00719971 | Time: 8177.16 ms
[2022-04-01 12:39:48	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.00737423 | val_loss: 0.00718814 | Time: 7900.81 ms
[2022-04-01 12:39:56	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.00735477 | val_loss: 0.00714216 | Time: 8281.98 ms
[2022-04-01 12:40:05	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.00728077 | val_loss: 0.00699526 | Time: 8306.11 ms
[2022-04-01 12:40:13	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.00711036 | val_loss: 0.00688923 | Time: 8550.1 ms
[2022-04-01 12:40:22	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.00704211 | val_loss: 0.0068499 | Time: 8476.5 ms
[2022-04-01 12:40:31	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.00701169 | val_loss: 0.00681882 | Time: 9111.68 ms
[2022-04-01 12:40:39	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.00699099 | val_loss: 0.00681251 | Time: 8354.17 ms
[2022-04-01 12:40:47	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.00697549 | val_loss: 0.00676996 | Time: 8392.22 ms
[2022-04-01 12:40:55	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.00693425 | val_loss: 0.00675128 | Time: 7992.1 ms
[2022-04-01 12:41:04	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.00690676 | val_loss: 0.0067218 | Time: 8175.96 ms
[2022-04-01 12:41:12	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.00691454 | val_loss: 0.00675529 | Time: 8141.01 ms
[2022-04-01 12:41:20	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.00691317 | val_loss: 0.00672803 | Time: 8207.57 ms
[2022-04-01 12:41:28	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.00688152 | val_loss: 0.00671205 | Time: 8487.12 ms
[2022-04-01 12:41:37	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.00688746 | val_loss: 0.00671592 | Time: 8585.72 ms
[2022-04-01 12:41:46	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.00688349 | val_loss: 0.0066928 | Time: 8630.16 ms
[2022-04-01 12:41:54	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.00688561 | val_loss: 0.00673906 | Time: 8713.23 ms
[2022-04-01 12:42:03	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.00689397 | val_loss: 0.00670876 | Time: 8112.18 ms
[2022-04-01 12:42:11	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.00687259 | val_loss: 0.00669445 | Time: 8209.36 ms
[2022-04-01 12:42:20	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.00685774 | val_loss: 0.00670955 | Time: 8795.18 ms
[2022-04-01 12:42:28	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.00687794 | val_loss: 0.00669828 | Time: 8471.77 ms
[2022-04-01 12:42:38	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.00686387 | val_loss: 0.0066845 | Time: 9654.08 ms
[2022-04-01 12:42:46	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.00684565 | val_loss: 0.0066485 | Time: 8417.23 ms
[2022-04-01 12:42:55	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.00684617 | val_loss: 0.00667894 | Time: 8903.04 ms
[2022-04-01 12:43:04	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.00683789 | val_loss: 0.0066766 | Time: 8504.02 ms
[2022-04-01 12:43:12	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.00685095 | val_loss: 0.00667547 | Time: 8372.2 ms
[2022-04-01 12:43:20	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.00684511 | val_loss: 0.00667529 | Time: 8445.32 ms
[2022-04-01 12:43:29	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.00684678 | val_loss: 0.00667382 | Time: 8695.19 ms
[2022-04-01 12:43:38	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.00684774 | val_loss: 0.00666848 | Time: 9198.51 ms
[2022-04-01 12:43:48	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.00684164 | val_loss: 0.00666188 | Time: 9864.87 ms
[2022-04-01 12:43:56	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.00682109 | val_loss: 0.00662259 | Time: 7925.32 ms
[2022-04-01 12:44:05	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.00684592 | val_loss: 0.00666314 | Time: 8701.95 ms
[2022-04-01 12:44:13	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.00683536 | val_loss: 0.00666119 | Time: 7940.89 ms
[2022-04-01 12:44:21	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.00682906 | val_loss: 0.00665035 | Time: 8455.05 ms
[2022-04-01 12:44:30	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.00681617 | val_loss: 0.00662434 | Time: 9026.86 ms
[2022-04-01 12:44:39	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.00681524 | val_loss: 0.00665729 | Time: 8424.67 ms
[2022-04-01 12:44:47	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0068241 | val_loss: 0.00664291 | Time: 8523.14 ms
[2022-04-01 12:44:56	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.00681391 | val_loss: 0.00663422 | Time: 8857.49 ms
[2022-04-01 12:45:04	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.00680399 | val_loss: 0.00661565 | Time: 7855.92 ms
[2022-04-01 12:45:12	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.00682318 | val_loss: 0.00665077 | Time: 8190.95 ms
[2022-04-01 12:45:21	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.00681863 | val_loss: 0.00664114 | Time: 8901.24 ms
[2022-04-01 12:45:31	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.00681098 | val_loss: 0.0066264 | Time: 10272.7 ms
[2022-04-01 12:45:40	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.00680119 | val_loss: 0.00663122 | Time: 8691.94 ms
[2022-04-01 12:45:48	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.00679295 | val_loss: 0.00660711 | Time: 8248.39 ms
[2022-04-01 12:45:57	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0067883 | val_loss: 0.0066254 | Time: 8394.62 ms
[2022-04-01 12:46:05	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.00679001 | val_loss: 0.00660134 | Time: 8320.25 ms
[2022-04-01 12:46:13	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.00681265 | val_loss: 0.00665885 | Time: 8176.11 ms
[2022-04-01 12:46:21	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.00682483 | val_loss: 0.00663375 | Time: 8133.57 ms
[2022-04-01 12:46:30	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.00679989 | val_loss: 0.00661686 | Time: 8703.2 ms
[2022-04-01 12:46:38	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.00679074 | val_loss: 0.00661392 | Time: 8357.06 ms
[2022-04-01 12:46:47	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.00678597 | val_loss: 0.00661041 | Time: 8662.39 ms
[2022-04-01 12:46:55	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.00677354 | val_loss: 0.0065835 | Time: 8250.78 ms
[2022-04-01 12:47:04	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.00680251 | val_loss: 0.00665643 | Time: 8766.4 ms
[2022-04-01 12:47:13	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0068067 | val_loss: 0.00662003 | Time: 8560.89 ms
[2022-04-01 12:47:21	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.00678846 | val_loss: 0.00661065 | Time: 8594.43 ms
[2022-04-01 12:47:30	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.00678493 | val_loss: 0.00661153 | Time: 8449.63 ms
[2022-04-01 12:47:38	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.00678019 | val_loss: 0.0065952 | Time: 8625.54 ms
[2022-04-01 12:47:47	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.00677823 | val_loss: 0.00661667 | Time: 8673.33 ms
[2022-04-01 12:47:56	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.00679697 | val_loss: 0.00661722 | Time: 8707.54 ms
[2022-04-01 12:48:04	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.00678635 | val_loss: 0.00660604 | Time: 8682.75 ms
[2022-04-01 12:48:13	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.00678131 | val_loss: 0.00659654 | Time: 8562.73 ms
[2022-04-01 12:48:21	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.00677057 | val_loss: 0.00659451 | Time: 8416.98 ms
[2022-04-01 12:48:31	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.00677304 | val_loss: 0.00661697 | Time: 9179.6 ms
[2022-04-01 12:48:40	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.00677688 | val_loss: 0.00657575 | Time: 9155.29 ms
[2022-04-01 12:48:49	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.00685716 | val_loss: 0.00665388 | Time: 9179.61 ms
[2022-04-01 12:48:57	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.00680976 | val_loss: 0.00661242 | Time: 8221.14 ms
[2022-04-01 12:49:06	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.00677987 | val_loss: 0.00659098 | Time: 8351.85 ms
[2022-04-01 12:49:13	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0067683 | val_loss: 0.00658661 | Time: 7745.42 ms
[2022-04-01 12:49:22	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0067598 | val_loss: 0.00657975 | Time: 8259.98 ms
[2022-04-01 12:49:30	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.00675647 | val_loss: 0.00657967 | Time: 8727.24 ms
[2022-04-01 12:49:39	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.00675949 | val_loss: 0.00657508 | Time: 8341.85 ms
[2022-04-01 12:49:47	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.00674499 | val_loss: 0.00653532 | Time: 8495.14 ms
[2022-04-01 12:49:56	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.00698276 | val_loss: 0.00678758 | Time: 8797.24 ms
[2022-04-01 12:50:06	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.00691057 | val_loss: 0.00664391 | Time: 9606.19 ms
[2022-04-01 12:50:17	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0068113 | val_loss: 0.00661391 | Time: 11340.3 ms
[2022-04-01 12:50:26	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.00677116 | val_loss: 0.00658293 | Time: 9491 ms
[2022-04-01 12:50:36	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0067592 | val_loss: 0.00657824 | Time: 9613.85 ms
[2022-04-01 12:50:45	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.00675306 | val_loss: 0.00657336 | Time: 8466.97 ms
[2022-04-01 12:50:53	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0067482 | val_loss: 0.00656958 | Time: 8219.12 ms
[2022-04-01 12:51:02	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.00674242 | val_loss: 0.006572 | Time: 9497.32 ms
[2022-04-01 12:51:11	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.00673592 | val_loss: 0.00653411 | Time: 8571.58 ms
[2022-04-01 12:51:20	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.00677651 | val_loss: 0.00659428 | Time: 8699.04 ms
[2022-04-01 12:51:29	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.00677197 | val_loss: 0.00659254 | Time: 9050.57 ms
[2022-04-01 12:51:37	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.00675634 | val_loss: 0.00657223 | Time: 8768.82 ms
[2022-04-01 12:51:46	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.00673874 | val_loss: 0.00655641 | Time: 8429.69 ms
[2022-04-01 12:51:54	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.00687463 | val_loss: 0.0070567 | Time: 8334.05 ms
[2022-04-01 12:52:03	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.00699794 | val_loss: 0.00667709 | Time: 8626.85 ms
[2022-04-01 12:52:11	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.00680658 | val_loss: 0.00661503 | Time: 8477.95 ms
[2022-04-01 12:52:20	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.00676112 | val_loss: 0.0065729 | Time: 8860.86 ms
[2022-04-01 12:52:29	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.00674811 | val_loss: 0.00656656 | Time: 9144.1 ms
[2022-04-01 12:52:38	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.00674128 | val_loss: 0.00656715 | Time: 8788.11 ms
[2022-04-01 12:52:46	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.00674001 | val_loss: 0.00656574 | Time: 8413.33 ms
[2022-04-01 12:52:55	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.00673824 | val_loss: 0.00657609 | Time: 8184.76 ms
[2022-04-01 12:53:03	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.00673936 | val_loss: 0.00656182 | Time: 8451.11 ms
[2022-04-01 12:53:11	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.00673353 | val_loss: 0.00657183 | Time: 8158.62 ms
[2022-04-01 12:53:20	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.00674259 | val_loss: 0.00661145 | Time: 8610.55 ms
[2022-04-01 12:53:29	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.00676568 | val_loss: 0.00657389 | Time: 8991.63 ms
[2022-04-01 12:53:37	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.00674337 | val_loss: 0.00656161 | Time: 8460.37 ms
[2022-04-01 12:53:46	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.00673641 | val_loss: 0.00655882 | Time: 8469.41 ms
[2022-04-01 12:53:55	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.00673018 | val_loss: 0.00655549 | Time: 8851.22 ms
[2022-04-01 12:54:03	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.00673208 | val_loss: 0.00656318 | Time: 7939.02 ms
[2022-04-01 12:54:11	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.00672615 | val_loss: 0.0065529 | Time: 8222.69 ms
[2022-04-01 12:54:20	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.00674989 | val_loss: 0.00655211 | Time: 9211.85 ms
[2022-04-01 12:54:28	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.00681257 | val_loss: 0.00671844 | Time: 8078.18 ms
[2022-04-01 12:54:38	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.00678279 | val_loss: 0.00655698 | Time: 9329.16 ms
[2022-04-01 12:54:46	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.00692743 | val_loss: 0.00684721 | Time: 8190.96 ms
[2022-04-01 12:54:54	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.00697692 | val_loss: 0.00670075 | Time: 8528.85 ms
[2022-04-01 12:55:02	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.00681995 | val_loss: 0.0065986 | Time: 8234.33 ms
[2022-04-01 12:55:10	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.00676735 | val_loss: 0.00660251 | Time: 7874.72 ms
[2022-04-01 12:55:18	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.00674605 | val_loss: 0.00654824 | Time: 8087.23 ms
[2022-04-01 12:55:27	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.00679795 | val_loss: 0.00660448 | Time: 8373.62 ms
[2022-04-01 12:55:35	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.00672849 | val_loss: 0.00653155 | Time: 8097.62 ms
[2022-04-01 12:55:46	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.00670915 | val_loss: 0.00654486 | Time: 10721.4 ms
[2022-04-01 12:55:54	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.00669407 | val_loss: 0.00651109 | Time: 8467.18 ms
[2022-04-01 12:56:03	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.00669026 | val_loss: 0.00651364 | Time: 8769.37 ms
[2022-04-01 12:56:11	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.00668144 | val_loss: 0.00647891 | Time: 7980.31 ms
[2022-04-01 12:56:19	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.00675575 | val_loss: 0.00652518 | Time: 8392.89 ms
[2022-04-01 12:56:29	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.00676136 | val_loss: 0.00664223 | Time: 9226.59 ms
[2022-04-01 12:56:37	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.00689701 | val_loss: 0.00673956 | Time: 8922.69 ms
[2022-04-01 12:56:46	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.00691509 | val_loss: 0.00671215 | Time: 8501.53 ms
[2022-04-01 12:56:55	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.00684798 | val_loss: 0.00654461 | Time: 8608.04 ms
[2022-04-01 12:57:03	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.00671976 | val_loss: 0.00653084 | Time: 8223.03 ms
[2022-04-01 12:57:12	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.00669482 | val_loss: 0.00650906 | Time: 8667.49 ms
[2022-04-01 12:57:21	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.00668577 | val_loss: 0.00650414 | Time: 9130.44 ms
[2022-04-01 12:57:31	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.00668052 | val_loss: 0.00650034 | Time: 9985.44 ms
[2022-04-01 12:57:40	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.00666919 | val_loss: 0.00649167 | Time: 8961.56 ms
[2022-04-01 12:57:49	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.00666639 | val_loss: 0.00648413 | Time: 9018.99 ms
[2022-04-01 12:57:58	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.00665867 | val_loss: 0.00646565 | Time: 9506 ms
[2022-04-01 12:58:06	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.00670292 | val_loss: 0.00650739 | Time: 8329.48 ms
[2022-04-01 12:58:14	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.00667452 | val_loss: 0.0064825 | Time: 7935.34 ms
[2022-04-01 12:58:23	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.00666068 | val_loss: 0.0064872 | Time: 8187.99 ms
[2022-04-01 12:58:31	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.00673824 | val_loss: 0.00654168 | Time: 8230.44 ms
[2022-04-01 12:58:39	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.00667612 | val_loss: 0.00647816 | Time: 8438.34 ms
[2022-04-01 12:58:47	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.00666507 | val_loss: 0.00648534 | Time: 7967.65 ms
[2022-04-01 12:58:55	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.00701319 | val_loss: 0.00699485 | Time: 7824.95 ms
[2022-04-01 12:59:03	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0069671 | val_loss: 0.00656319 | Time: 7950.32 ms
[2022-04-01 12:59:11	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.006726 | val_loss: 0.00651025 | Time: 8022.94 ms
[2022-04-01 12:59:19	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0066765 | val_loss: 0.00648368 | Time: 8239.78 ms
[2022-04-01 12:59:28	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.00665463 | val_loss: 0.00647738 | Time: 8950.2 ms
[2022-04-01 12:59:37	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.00664871 | val_loss: 0.00647415 | Time: 8680.5 ms
[2022-04-01 12:59:45	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.00664414 | val_loss: 0.00646602 | Time: 8531.54 ms
[2022-04-01 12:59:54	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.00663891 | val_loss: 0.00646234 | Time: 8465.07 ms
[2022-04-01 13:00:02	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.00662943 | val_loss: 0.00642107 | Time: 8451.44 ms
[2022-04-01 13:00:11	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.00714285 | val_loss: 0.00661352 | Time: 8454.05 ms
[2022-04-01 13:00:19	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.00676867 | val_loss: 0.00651258 | Time: 8538.19 ms
[2022-04-01 13:00:28	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.00667008 | val_loss: 0.00647299 | Time: 8540.68 ms
[2022-04-01 13:00:37	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.00664679 | val_loss: 0.00646315 | Time: 8916.65 ms
[2022-04-01 13:00:46	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.00663956 | val_loss: 0.0064612 | Time: 8707.23 ms
[2022-04-01 13:00:54	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.00663572 | val_loss: 0.00645935 | Time: 8467.93 ms
[2022-04-01 13:01:03	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.00663417 | val_loss: 0.00645683 | Time: 9320.85 ms
[2022-04-01 13:01:12	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.00663064 | val_loss: 0.0064505 | Time: 8529.13 ms
[2022-04-01 13:01:20	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.00662246 | val_loss: 0.00639664 | Time: 8037.33 ms
[2022-04-01 13:01:29	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.00779966 | val_loss: 0.0672312 | Time: 8850.57 ms
[2022-04-01 13:01:38	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0335797 | val_loss: 0.0315033 | Time: 8793.72 ms
[2022-04-01 13:01:46	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0315057 | val_loss: 0.0312987 | Time: 8624.95 ms
[2022-04-01 13:01:55	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0313868 | val_loss: 0.0312798 | Time: 8430.2 ms
[2022-04-01 13:02:03	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312595 | val_loss: 0.0312089 | Time: 8298.51 ms
[2022-04-01 13:02:11	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311787 | val_loss: 0.0311193 | Time: 8300.12 ms
[2022-04-01 13:02:19	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310243 | val_loss: 0.030873 | Time: 8098.41 ms
[2022-04-01 13:02:28	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.030665 | val_loss: 0.0302891 | Time: 8698.8 ms
[2022-04-01 13:02:37	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0315157 | val_loss: 0.0311708 | Time: 8430.07 ms
[2022-04-01 13:02:45	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0308666 | val_loss: 0.0298438 | Time: 8309.13 ms
[2022-04-01 13:02:53	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0295539 | val_loss: 0.0287296 | Time: 8597.67 ms
[2022-04-01 13:03:02	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0285012 | val_loss: 0.0281605 | Time: 8415.26 ms
[2022-04-01 13:03:11	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0280292 | val_loss: 0.0278403 | Time: 8769.26 ms
[2022-04-01 13:03:19	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.027828 | val_loss: 0.0275921 | Time: 8540.6 ms
[2022-04-01 13:03:28	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0275851 | val_loss: 0.0274301 | Time: 8776.71 ms
[2022-04-01 13:03:37	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0276032 | val_loss: 0.0274778 | Time: 8941.82 ms
[2022-04-01 13:03:45	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0274924 | val_loss: 0.0273433 | Time: 8230.94 ms
[2022-04-01 13:03:55	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0273459 | val_loss: 0.0271881 | Time: 9576.77 ms
[2022-04-01 13:04:03	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0272426 | val_loss: 0.0271074 | Time: 8561.14 ms
[2022-04-01 13:04:11	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.027144 | val_loss: 0.0270194 | Time: 8105.96 ms
[2022-04-01 13:04:20	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.027016 | val_loss: 0.0268355 | Time: 8170.32 ms
[2022-04-01 13:04:28	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0268256 | val_loss: 0.0266064 | Time: 8414.37 ms
[2022-04-01 13:04:36	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0265744 | val_loss: 0.0263769 | Time: 8343.46 ms
[2022-04-01 13:04:45	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.026861 | val_loss: 0.0265425 | Time: 8361.23 ms
[2022-04-01 13:04:53	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0262511 | val_loss: 0.0255986 | Time: 8032.53 ms
[2022-04-01 13:05:01	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0251752 | val_loss: 0.0244368 | Time: 8436.58 ms
[2022-04-01 13:05:10	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0239686 | val_loss: 0.0233752 | Time: 8721.42 ms
[2022-04-01 13:05:19	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.022597 | val_loss: 0.0213574 | Time: 8976.9 ms
[2022-04-01 13:05:28	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0213321 | val_loss: 0.0207464 | Time: 8769.48 ms
[2022-04-01 13:05:36	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0205811 | val_loss: 0.0204997 | Time: 8665.82 ms
[2022-04-01 13:05:44	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0204505 | val_loss: 0.0198721 | Time: 8008.83 ms
[2022-04-01 13:05:52	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0196496 | val_loss: 0.0192731 | Time: 7666.53 ms
[2022-04-01 13:06:00	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0198763 | val_loss: 0.0218111 | Time: 7605.75 ms
[2022-04-01 13:06:07	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0204074 | val_loss: 0.0192874 | Time: 7534.81 ms
[2022-04-01 13:06:14	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0190419 | val_loss: 0.0212892 | Time: 7275.66 ms
[2022-04-01 13:06:22	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0209711 | val_loss: 0.017962 | Time: 7625.01 ms
[2022-04-01 13:06:30	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0171412 | val_loss: 0.016069 | Time: 7534.26 ms
[2022-04-01 13:06:37	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0154729 | val_loss: 0.0145711 | Time: 6916.73 ms
[2022-04-01 13:06:44	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0197483 | val_loss: 0.0224877 | Time: 7095.3 ms
[2022-04-01 13:06:51	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0266081 | val_loss: 0.0312739 | Time: 7284.53 ms
[2022-04-01 13:06:58	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312274 | val_loss: 0.0312424 | Time: 7009.9 ms
[2022-04-01 13:07:05	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312039 | val_loss: 0.0311324 | Time: 7364.72 ms
[2022-04-01 13:07:13	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0309557 | val_loss: 0.0306959 | Time: 7434.11 ms
[2022-04-01 13:07:20	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0306009 | val_loss: 0.0305118 | Time: 7103.98 ms
[2022-04-01 13:07:27	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0304927 | val_loss: 0.0304554 | Time: 7046.55 ms
[2022-04-01 13:07:35	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0304477 | val_loss: 0.0303627 | Time: 7947.38 ms
[2022-04-01 13:07:45	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0303362 | val_loss: 0.0302918 | Time: 10567 ms
[2022-04-01 13:07:54	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0301783 | val_loss: 0.0301332 | Time: 8995.35 ms
[2022-04-01 13:08:02	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.030186 | val_loss: 0.0301682 | Time: 7201.85 ms
[2022-04-01 13:08:09	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0302624 | val_loss: 0.0302371 | Time: 7386.41 ms
[2022-04-01 13:08:16	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0300589 | val_loss: 0.0298137 | Time: 7227.89 ms
[2022-04-01 13:08:24	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0294936 | val_loss: 0.0291727 | Time: 7447.21 ms
[2022-04-01 13:08:32	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0289451 | val_loss: 0.028663 | Time: 7839.43 ms
[2022-04-01 13:08:39	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0283534 | val_loss: 0.0286584 | Time: 7360.64 ms
[2022-04-01 13:08:46	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0284697 | val_loss: 0.0317929 | Time: 6962.19 ms
[2022-04-01 13:08:53	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0312297 | val_loss: 0.0312028 | Time: 7159.33 ms
[2022-04-01 13:09:00	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0312252 | val_loss: 0.0312405 | Time: 7286.87 ms
[2022-04-01 13:09:08	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0312481 | val_loss: 0.0312512 | Time: 7681.59 ms
[2022-04-01 13:09:16	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0312041 | val_loss: 0.0311742 | Time: 7680.76 ms
[2022-04-01 13:09:23	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311522 | val_loss: 0.0311431 | Time: 7539.21 ms
[2022-04-01 13:09:31	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031118 | val_loss: 0.0310999 | Time: 7358.99 ms
[2022-04-01 13:09:38	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311662 | val_loss: 0.0313034 | Time: 7754.78 ms
[2022-04-01 13:09:46	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312641 | val_loss: 0.0312511 | Time: 7358.84 ms
[2022-04-01 13:09:53	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0312406 | val_loss: 0.0312325 | Time: 7474.88 ms
[2022-04-01 13:10:01	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0312185 | val_loss: 0.0312032 | Time: 7255.74 ms
[2022-04-01 13:10:08	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311806 | val_loss: 0.0311599 | Time: 7469.02 ms
[2022-04-01 13:10:16	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311367 | val_loss: 0.0311138 | Time: 7695.83 ms
[2022-04-01 13:10:23	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0310805 | val_loss: 0.0310333 | Time: 6949.42 ms
[2022-04-01 13:10:30	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0309618 | val_loss: 0.0308349 | Time: 7510.04 ms
[2022-04-01 13:10:38	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0307087 | val_loss: 0.0304784 | Time: 7431.24 ms
[2022-04-01 13:10:45	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0301175 | val_loss: 0.0294678 | Time: 7762.19 ms
[2022-04-01 13:10:53	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0288964 | val_loss: 0.0282557 | Time: 7335.35 ms
[2022-04-01 13:11:00	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0277077 | val_loss: 0.0270018 | Time: 7425.02 ms
[2022-04-01 13:11:08	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0264227 | val_loss: 0.0257123 | Time: 7325.44 ms
[2022-04-01 13:11:15	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0252249 | val_loss: 0.0247243 | Time: 7303.33 ms
[2022-04-01 13:11:22	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0244025 | val_loss: 0.0240497 | Time: 7214.36 ms
[2022-04-01 13:11:30	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0237692 | val_loss: 0.0234342 | Time: 7395.4 ms
[2022-04-01 13:11:37	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.023114 | val_loss: 0.0227253 | Time: 7179.59 ms
[2022-04-01 13:11:45	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0224213 | val_loss: 0.0221163 | Time: 8074 ms
[2022-04-01 13:11:52	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0218615 | val_loss: 0.0215281 | Time: 7512.06 ms
[2022-04-01 13:12:00	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.021288 | val_loss: 0.021047 | Time: 7793.45 ms
[2022-04-01 13:12:07	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0207915 | val_loss: 0.0205715 | Time: 6871.77 ms
[2022-04-01 13:12:14	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0202837 | val_loss: 0.0201166 | Time: 7436.19 ms
[2022-04-01 13:12:22	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0197575 | val_loss: 0.0195067 | Time: 7365.15 ms
[2022-04-01 13:12:29	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0193175 | val_loss: 0.019151 | Time: 7278.85 ms
[2022-04-01 13:12:37	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0190184 | val_loss: 0.0188367 | Time: 7999.74 ms
[2022-04-01 13:12:44	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0187209 | val_loss: 0.0186022 | Time: 7015.36 ms
[2022-04-01 13:12:52	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0185059 | val_loss: 0.0183722 | Time: 8074.65 ms
[2022-04-01 13:13:00	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0182809 | val_loss: 0.0181604 | Time: 7463.66 ms
[2022-04-01 13:13:07	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0181075 | val_loss: 0.0180336 | Time: 7014.89 ms
[2022-04-01 13:13:14	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0179653 | val_loss: 0.0178843 | Time: 7298.05 ms
[2022-04-01 13:13:21	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.017814 | val_loss: 0.0178262 | Time: 7166.62 ms
[2022-04-01 13:13:29	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0177693 | val_loss: 0.0176135 | Time: 7435.84 ms
[2022-04-01 13:13:36	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0175089 | val_loss: 0.0173662 | Time: 6996.37 ms
[2022-04-01 13:13:43	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0173292 | val_loss: 0.0172502 | Time: 7679.83 ms
[2022-04-01 13:13:51	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0171657 | val_loss: 0.0170703 | Time: 7758.52 ms
[2022-04-01 13:13:59	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0169206 | val_loss: 0.016545 | Time: 8194.98 ms
[2022-04-01 13:14:07	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.016532 | val_loss: 0.0163029 | Time: 7275.32 ms
[2022-04-01 13:14:14	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0162423 | val_loss: 0.0161263 | Time: 6998.36 ms
[2022-04-01 13:14:21	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0161062 | val_loss: 0.0160674 | Time: 7185.8 ms
[2022-04-01 13:14:28	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0159386 | val_loss: 0.0158214 | Time: 7608.04 ms
[2022-04-01 13:14:36	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0158344 | val_loss: 0.0157968 | Time: 7128.88 ms
[2022-04-01 13:14:43	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0156846 | val_loss: 0.0156536 | Time: 7499.77 ms
[2022-04-01 13:14:50	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0155115 | val_loss: 0.0154428 | Time: 7257.91 ms
[2022-04-01 13:14:57	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0154751 | val_loss: 0.0153495 | Time: 7150.33 ms
[2022-04-01 13:15:04	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0153073 | val_loss: 0.0152086 | Time: 7002.86 ms
[2022-04-01 13:15:12	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0151853 | val_loss: 0.0151888 | Time: 7416.01 ms
[2022-04-01 13:15:20	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0150535 | val_loss: 0.014953 | Time: 7611.51 ms
[2022-04-01 13:15:27	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0149274 | val_loss: 0.0148556 | Time: 7166.55 ms
[2022-04-01 13:15:35	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0148369 | val_loss: 0.0147733 | Time: 8288.08 ms
[2022-04-01 13:15:44	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0147866 | val_loss: 0.0146871 | Time: 8660.9 ms
[2022-04-01 13:15:51	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0146333 | val_loss: 0.0145648 | Time: 7738.37 ms
[2022-04-01 13:15:59	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0145412 | val_loss: 0.0144992 | Time: 7266.5 ms
[2022-04-01 13:16:06	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0144407 | val_loss: 0.0144397 | Time: 7218.53 ms
[2022-04-01 13:16:13	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0143631 | val_loss: 0.0143214 | Time: 7261.67 ms
[2022-04-01 13:16:21	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0142342 | val_loss: 0.0141639 | Time: 7440.47 ms
[2022-04-01 13:16:28	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.014128 | val_loss: 0.0141036 | Time: 7514.08 ms
[2022-04-01 13:16:36	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0140477 | val_loss: 0.0140372 | Time: 7430.52 ms
[2022-04-01 13:16:43	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0139807 | val_loss: 0.0139776 | Time: 7544.68 ms
[2022-04-01 13:16:51	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0139252 | val_loss: 0.0140109 | Time: 7422.17 ms
[2022-04-01 13:16:58	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0140771 | val_loss: 0.0140666 | Time: 7225.82 ms
[2022-04-01 13:17:05	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0138497 | val_loss: 0.013636 | Time: 7043.67 ms
[2022-04-01 13:17:13	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0134896 | val_loss: 0.0134025 | Time: 7707.97 ms
[2022-04-01 13:17:20	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0132892 | val_loss: 0.0132546 | Time: 7323.56 ms
[2022-04-01 13:17:27	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0131737 | val_loss: 0.0130728 | Time: 7456.5 ms
[2022-04-01 13:17:35	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0129538 | val_loss: 0.0128613 | Time: 7755.76 ms
[2022-04-01 13:17:42	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0127935 | val_loss: 0.012741 | Time: 7277.01 ms
[2022-04-01 13:17:50	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0126936 | val_loss: 0.0126236 | Time: 7490.17 ms
[2022-04-01 13:17:58	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0125803 | val_loss: 0.0125565 | Time: 7572.08 ms
[2022-04-01 13:18:06	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0125014 | val_loss: 0.012459 | Time: 8013.88 ms
[2022-04-01 13:18:13	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0124209 | val_loss: 0.0123925 | Time: 7707 ms
[2022-04-01 13:18:21	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0123624 | val_loss: 0.0123394 | Time: 7836.23 ms
[2022-04-01 13:18:28	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0122995 | val_loss: 0.0122572 | Time: 7265.23 ms
[2022-04-01 13:18:36	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.012252 | val_loss: 0.012234 | Time: 7699.14 ms
[2022-04-01 13:18:43	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0120485 | val_loss: 0.0119221 | Time: 7150.41 ms
[2022-04-01 13:18:51	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0118341 | val_loss: 0.0117661 | Time: 7266.68 ms
[2022-04-01 13:18:58	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0116928 | val_loss: 0.011658 | Time: 7355.04 ms
[2022-04-01 13:19:06	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0115955 | val_loss: 0.0115828 | Time: 7706.08 ms
[2022-04-01 13:19:13	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0115384 | val_loss: 0.0116672 | Time: 7323.82 ms
[2022-04-01 13:19:20	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0118922 | val_loss: 0.0117576 | Time: 7491.34 ms
[2022-04-01 13:19:28	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0115744 | val_loss: 0.0114098 | Time: 7232.43 ms
[2022-04-01 13:19:35	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.011339 | val_loss: 0.0112796 | Time: 7489.54 ms
[2022-04-01 13:19:44	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0112257 | val_loss: 0.0111895 | Time: 9292.7 ms
[2022-04-01 13:19:54	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.011128 | val_loss: 0.0111516 | Time: 9073.74 ms
[2022-04-01 13:20:01	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0111586 | val_loss: 0.0111216 | Time: 7197.3 ms
[2022-04-01 13:20:08	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0110339 | val_loss: 0.0110569 | Time: 7092.1 ms
[2022-04-01 13:20:17	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0108239 | val_loss: 0.0107861 | Time: 9575.01 ms
[2022-04-01 13:20:24	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0106988 | val_loss: 0.0106554 | Time: 7021.93 ms
[2022-04-01 13:20:32	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0106457 | val_loss: 0.0106372 | Time: 7839.61 ms
[2022-04-01 13:20:40	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.010579 | val_loss: 0.0105317 | Time: 7388.25 ms
[2022-04-01 13:20:47	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0104691 | val_loss: 0.0104469 | Time: 7169.96 ms
[2022-04-01 13:20:54	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0103806 | val_loss: 0.010372 | Time: 7189.49 ms
[2022-04-01 13:21:01	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0104293 | val_loss: 0.0104675 | Time: 7165.36 ms
[2022-04-01 13:21:09	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0104062 | val_loss: 0.0104157 | Time: 7656.28 ms
[2022-04-01 13:21:17	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0104443 | val_loss: 0.0106141 | Time: 7982.36 ms
[2022-04-01 13:21:24	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0103907 | val_loss: 0.0102505 | Time: 7237.48 ms
[2022-04-01 13:21:32	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0101444 | val_loss: 0.010184 | Time: 7876.94 ms
[2022-04-01 13:21:39	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0100717 | val_loss: 0.0100131 | Time: 7477.92 ms
[2022-04-01 13:21:47	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.00995085 | val_loss: 0.00991657 | Time: 6998.85 ms
[2022-04-01 13:21:54	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.00986302 | val_loss: 0.00981767 | Time: 7492.91 ms
[2022-04-01 13:22:01	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.00977194 | val_loss: 0.00979957 | Time: 7265.18 ms
[2022-04-01 13:22:09	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.00971541 | val_loss: 0.00970988 | Time: 7921.36 ms
[2022-04-01 13:22:17	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.00965497 | val_loss: 0.00955785 | Time: 7606.25 ms
[2022-04-01 13:22:24	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.00949084 | val_loss: 0.00942619 | Time: 7047.36 ms
[2022-04-01 13:22:32	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.00935127 | val_loss: 0.00922537 | Time: 7727.62 ms
[2022-04-01 13:22:40	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.00918434 | val_loss: 0.00918028 | Time: 8019.87 ms
[2022-04-01 13:22:47	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.00897104 | val_loss: 0.00886527 | Time: 7319.26 ms
[2022-04-01 13:22:54	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.00878257 | val_loss: 0.00872689 | Time: 7158.42 ms
[2022-04-01 13:23:01	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.00869018 | val_loss: 0.00862137 | Time: 7124.93 ms
[2022-04-01 13:23:08	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0085826 | val_loss: 0.00862145 | Time: 7251.64 ms
[2022-04-01 13:23:16	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.00850228 | val_loss: 0.00845148 | Time: 7513.57 ms
[2022-04-01 13:23:23	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0085452 | val_loss: 0.00854963 | Time: 7010.63 ms
[2022-04-01 13:23:31	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.00849 | val_loss: 0.00847506 | Time: 7798.27 ms
[2022-04-01 13:23:39	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.00834823 | val_loss: 0.00827484 | Time: 7871.67 ms
[2022-04-01 13:23:47	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.00823884 | val_loss: 0.0081774 | Time: 7823.84 ms
[2022-04-01 13:23:54	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.00817741 | val_loss: 0.00816053 | Time: 7385.79 ms
[2022-04-01 13:24:02	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.00815309 | val_loss: 0.00809145 | Time: 7801.12 ms
[2022-04-01 13:24:09	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.00807152 | val_loss: 0.00799119 | Time: 6982.87 ms
[2022-04-01 13:24:16	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.00799422 | val_loss: 0.0079376 | Time: 7453.85 ms
[2022-04-01 13:24:24	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0080605 | val_loss: 0.00813581 | Time: 7638.01 ms
[2022-04-01 13:24:31	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.00803748 | val_loss: 0.00790082 | Time: 7416.41 ms
[2022-04-01 13:24:38	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.00791235 | val_loss: 0.00784581 | Time: 7086.76 ms
[2022-04-01 13:24:46	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.00786671 | val_loss: 0.00781254 | Time: 7366.47 ms
[2022-04-01 13:24:53	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.00784872 | val_loss: 0.00786413 | Time: 7072.71 ms
[2022-04-01 13:25:01	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.00786344 | val_loss: 0.00782424 | Time: 7972.45 ms
[2022-04-01 13:25:08	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.00794487 | val_loss: 0.00797027 | Time: 7443.74 ms
[2022-04-01 13:25:16	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.007971 | val_loss: 0.00788475 | Time: 7366.01 ms
[2022-04-01 13:25:23	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.00784185 | val_loss: 0.00777217 | Time: 7303.53 ms
[2022-04-01 13:25:30	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.00777311 | val_loss: 0.0077537 | Time: 7179.78 ms
[2022-04-01 13:25:37	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.00781197 | val_loss: 0.007829 | Time: 7060.05 ms
[2022-04-01 13:25:45	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.00783606 | val_loss: 0.00778077 | Time: 7409.76 ms
[2022-04-01 13:25:52	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0077751 | val_loss: 0.00770563 | Time: 7683.36 ms
[2022-04-01 13:26:00	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0077241 | val_loss: 0.00767403 | Time: 7334.88 ms
[2022-04-01 13:26:07	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.00770833 | val_loss: 0.00766218 | Time: 7171.25 ms
[2022-04-01 13:26:14	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.00769657 | val_loss: 0.00769783 | Time: 7330.14 ms
[2022-04-01 13:26:21	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.00768685 | val_loss: 0.00764424 | Time: 7286.43 ms
[2022-04-01 13:26:29	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.00766978 | val_loss: 0.0076476 | Time: 7304.83 ms
[2022-04-01 13:26:36	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.00766304 | val_loss: 0.00761591 | Time: 6965.96 ms
[2022-04-01 13:26:43	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.00770107 | val_loss: 0.00768506 | Time: 7177.65 ms
[2022-04-01 13:26:50	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.00769199 | val_loss: 0.00761714 | Time: 7212.38 ms
[2022-04-01 13:26:58	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.00764267 | val_loss: 0.00757897 | Time: 7337.88 ms
[2022-04-01 13:27:05	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.00761471 | val_loss: 0.00756316 | Time: 7048.14 ms
[2022-04-01 13:27:12	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.00759843 | val_loss: 0.00757042 | Time: 7251.97 ms
[2022-04-01 13:27:20	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.00763092 | val_loss: 0.00770289 | Time: 7816.52 ms
[2022-04-01 13:27:27	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.00768002 | val_loss: 0.00761892 | Time: 7215.36 ms
[2022-04-01 13:27:35	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.00761404 | val_loss: 0.00757887 | Time: 7704.42 ms
[2022-04-01 13:27:42	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.00781742 | val_loss: 0.00772444 | Time: 7165.66 ms
[2022-04-01 13:27:49	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.00767061 | val_loss: 0.00755548 | Time: 7081.69 ms
[2022-04-01 13:27:57	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.00761278 | val_loss: 0.0075631 | Time: 7968.73 ms
[2022-04-01 13:28:04	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.00763058 | val_loss: 0.0075166 | Time: 7371.14 ms
[2022-04-01 13:28:12	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.00755413 | val_loss: 0.00748811 | Time: 7455.24 ms
[2022-04-01 13:28:19	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.00753279 | val_loss: 0.00749747 | Time: 6938.82 ms
[2022-04-01 13:28:26	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.00752227 | val_loss: 0.00745715 | Time: 7136.96 ms
[2022-04-01 13:28:33	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.00750932 | val_loss: 0.00746687 | Time: 7382.74 ms
[2022-04-01 13:28:41	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.00750334 | val_loss: 0.00746262 | Time: 7495.89 ms
[2022-04-01 13:28:48	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.00752136 | val_loss: 0.00749824 | Time: 7324.56 ms
[2022-04-01 13:28:56	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.00751866 | val_loss: 0.00745655 | Time: 7511 ms
[2022-04-01 13:29:03	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.00748319 | val_loss: 0.0074298 | Time: 6976.54 ms
[2022-04-01 13:29:10	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.00746043 | val_loss: 0.00740016 | Time: 7181.32 ms
[2022-04-01 13:29:17	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.00748045 | val_loss: 0.00737998 | Time: 7406.19 ms
[2022-04-01 13:29:24	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.00746285 | val_loss: 0.00740834 | Time: 6925.54 ms
[2022-04-01 13:29:33	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.00744729 | val_loss: 0.00739278 | Time: 9140.15 ms
[2022-04-01 13:29:41	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.00741783 | val_loss: 0.00735089 | Time: 8174.25 ms
[2022-04-01 13:29:49	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.00738984 | val_loss: 0.0073611 | Time: 7142.52 ms
[2022-04-01 13:29:56	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.00739348 | val_loss: 0.0073522 | Time: 7255.21 ms
[2022-04-01 13:30:04	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.00737999 | val_loss: 0.00747612 | Time: 7772.78 ms
[2022-04-01 13:30:11	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.00746725 | val_loss: 0.00737611 | Time: 7046.06 ms
[2022-04-01 13:30:18	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.00739427 | val_loss: 0.00733169 | Time: 7149.47 ms
[2022-04-01 13:30:25	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.00738145 | val_loss: 0.00733436 | Time: 7407.78 ms
[2022-04-01 13:30:33	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.00736627 | val_loss: 0.00731612 | Time: 7855.76 ms
[2022-04-01 13:30:40	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.00734415 | val_loss: 0.0072862 | Time: 7102.45 ms
[2022-04-01 13:30:48	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.00733153 | val_loss: 0.00727937 | Time: 7383.05 ms
[2022-04-01 13:30:55	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0073289 | val_loss: 0.00729352 | Time: 7128.52 ms
[2022-04-01 13:31:02	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0074363 | val_loss: 0.00759462 | Time: 7515.67 ms
[2022-04-01 13:31:09	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.00748005 | val_loss: 0.00732275 | Time: 7244.81 ms
[2022-04-01 13:31:17	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.00737278 | val_loss: 0.00739681 | Time: 7345.36 ms
[2022-04-01 13:31:24	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.00739107 | val_loss: 0.00729806 | Time: 7051.35 ms
[2022-04-01 13:31:32	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.00732254 | val_loss: 0.00726435 | Time: 8145.24 ms
[2022-04-01 13:31:40	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.00728802 | val_loss: 0.00722233 | Time: 7555.32 ms
[2022-04-01 13:31:47	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.00726165 | val_loss: 0.00721988 | Time: 7174.49 ms
[2022-04-01 13:31:54	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.00725788 | val_loss: 0.00722822 | Time: 7424.16 ms
[2022-04-01 13:32:02	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0072589 | val_loss: 0.00723285 | Time: 7989.05 ms
[2022-04-01 13:32:09	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0072447 | val_loss: 0.00720327 | Time: 7233.45 ms
[2022-04-01 13:32:17	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.00723225 | val_loss: 0.00718932 | Time: 7652.66 ms
[2022-04-01 13:32:25	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.00724014 | val_loss: 0.0072022 | Time: 7437.03 ms
[2022-04-01 13:32:32	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.00872735 | val_loss: 0.0168497 | Time: 7429.38 ms
[2022-04-01 13:32:39	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0122257 | val_loss: 0.00942427 | Time: 7258.34 ms
[2022-04-01 13:32:47	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.00857853 | val_loss: 0.00774369 | Time: 7351.31 ms
[2022-04-01 13:32:54	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.00675796 | val_loss: 0.00614627 | Time: 7721.62 ms
[2022-04-01 13:33:02	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.00588779 | val_loss: 0.00571514 | Time: 7533.64 ms
[2022-04-01 13:33:09	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.00567531 | val_loss: 0.0056256 | Time: 7369.48 ms
[2022-04-01 13:33:17	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.00559823 | val_loss: 0.00556429 | Time: 7285.87 ms
[2022-04-01 13:33:23	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.00574022 | val_loss: 0.00595145 | Time: 6798.8 ms
[2022-04-01 13:33:31	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.00575172 | val_loss: 0.00556025 | Time: 7610.73 ms
[2022-04-01 13:33:38	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.00552145 | val_loss: 0.0054879 | Time: 7404.73 ms
[2022-04-01 13:33:46	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.00547243 | val_loss: 0.00546585 | Time: 7550.16 ms
[2022-04-01 13:33:53	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.00544531 | val_loss: 0.00544333 | Time: 7290.22 ms
[2022-04-01 13:34:00	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.00543547 | val_loss: 0.00549878 | Time: 7110 ms
[2022-04-01 13:34:09	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.00545192 | val_loss: 0.00544022 | Time: 8125.76 ms
[2022-04-01 13:34:16	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.00540421 | val_loss: 0.00540543 | Time: 7513.12 ms
[2022-04-01 13:34:23	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.00539437 | val_loss: 0.00539059 | Time: 6989.31 ms
[2022-04-01 13:34:31	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.00538882 | val_loss: 0.00542904 | Time: 7614.06 ms
[2022-04-01 13:34:38	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.00539713 | val_loss: 0.00535495 | Time: 7281.5 ms
[2022-04-01 13:34:45	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.00535685 | val_loss: 0.00534427 | Time: 7100.32 ms
[2022-04-01 13:34:52	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.00533575 | val_loss: 0.0053678 | Time: 7104.16 ms
[2022-04-01 13:35:00	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.00533059 | val_loss: 0.00531015 | Time: 7540.29 ms
[2022-04-01 13:35:07	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.00533078 | val_loss: 0.00534242 | Time: 7087.21 ms
[2022-04-01 13:35:14	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.00532449 | val_loss: 0.00531813 | Time: 7028.8 ms
[2022-04-01 13:35:21	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0053086 | val_loss: 0.00531099 | Time: 7393.36 ms
[2022-04-01 13:35:28	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.00530247 | val_loss: 0.00529128 | Time: 7135.44 ms
[2022-04-01 13:35:36	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.00527943 | val_loss: 0.00527693 | Time: 7600.5 ms
[2022-04-01 13:35:46	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.00528848 | val_loss: 0.00532235 | Time: 10008.1 ms
[2022-04-01 13:35:54	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.00541167 | val_loss: 0.00536707 | Time: 8334.43 ms
[2022-04-01 13:36:02	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.00532027 | val_loss: 0.00531009 | Time: 7508.44 ms
[2022-04-01 13:36:10	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.00527438 | val_loss: 0.00526228 | Time: 7844.53 ms
[2022-04-01 13:36:17	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.00534094 | val_loss: 0.00540723 | Time: 7733.16 ms
[2022-04-01 13:36:25	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0053249 | val_loss: 0.00527583 | Time: 7132.42 ms
[2022-04-01 13:36:32	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.00524793 | val_loss: 0.00524483 | Time: 7834.96 ms
[2022-04-01 13:36:40	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.00522427 | val_loss: 0.00523515 | Time: 7460.9 ms
[2022-04-01 13:36:47	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0052037 | val_loss: 0.00521721 | Time: 7098.66 ms
[2022-04-01 13:36:54	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.00521105 | val_loss: 0.00523964 | Time: 7465.02 ms
[2022-04-01 13:37:02	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.00521235 | val_loss: 0.00520953 | Time: 7184 ms
[2022-04-01 13:37:11	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.00520364 | val_loss: 0.00522052 | Time: 9756.77 ms
[2022-04-01 13:37:21	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.00518965 | val_loss: 0.0051841 | Time: 9372.05 ms
[2022-04-01 13:37:28	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.00517554 | val_loss: 0.00518501 | Time: 7224.98 ms
[2022-04-01 13:37:35	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.00516869 | val_loss: 0.00518048 | Time: 7377.72 ms
[2022-04-01 13:37:43	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.00516421 | val_loss: 0.00518294 | Time: 7283.47 ms
[2022-04-01 13:37:50	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.00517921 | val_loss: 0.00523445 | Time: 7130.35 ms
[2022-04-01 13:37:50	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00523445
[2022-04-01 13:37:50	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-01 13:37:50	                main:608]	:	INFO	:	Success, exiting..
13:37:50 (22828): 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)