Task 12794318

Name ParityModified-1645994291-26929-0_1
Workunit 9377405
Created 8 Mar 2022, 19:17:27 UTC
Sent 8 Mar 2022, 20:21:44 UTC
Report deadline 16 Mar 2022, 20:21:44 UTC
Received 9 Mar 2022, 18:22:53 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 571
Run time 1 hours 33 min 54 sec
CPU time 1 hours 31 min 53 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,441.63 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.34 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
ms
[2022-03-09 18:58:57	                main:574]	:	INFO	:	Epoch 1542 | loss: 0.030994 | val_loss: 0.0313049 | Time: 2430.9 ms
[2022-03-09 18:59:00	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0309989 | val_loss: 0.0312908 | Time: 2421.14 ms
[2022-03-09 18:59:02	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.030999 | val_loss: 0.0312769 | Time: 2293.08 ms
[2022-03-09 18:59:04	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0310022 | val_loss: 0.0313058 | Time: 2280.01 ms
[2022-03-09 18:59:07	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0310039 | val_loss: 0.0312796 | Time: 2502.1 ms
[2022-03-09 18:59:10	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0310022 | val_loss: 0.0313037 | Time: 2508.65 ms
[2022-03-09 18:59:12	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0309927 | val_loss: 0.0312904 | Time: 2530.21 ms
[2022-03-09 18:59:15	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0310008 | val_loss: 0.031288 | Time: 3029.85 ms
[2022-03-09 18:59:18	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0310007 | val_loss: 0.0313123 | Time: 2861.71 ms
[2022-03-09 18:59:20	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0309955 | val_loss: 0.0312896 | Time: 2318.23 ms
[2022-03-09 18:59:23	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.0310039 | val_loss: 0.0312937 | Time: 2301.15 ms
[2022-03-09 18:59:25	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0310039 | val_loss: 0.0312865 | Time: 2497.57 ms
[2022-03-09 18:59:28	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0310007 | val_loss: 0.031316 | Time: 2699.96 ms
[2022-03-09 18:59:31	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0309938 | val_loss: 0.0312828 | Time: 2619.81 ms
[2022-03-09 18:59:33	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0309985 | val_loss: 0.0312829 | Time: 2792.29 ms
[2022-03-09 18:59:36	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.030998 | val_loss: 0.0312859 | Time: 2992.37 ms
[2022-03-09 18:59:39	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0309965 | val_loss: 0.0312956 | Time: 3013.79 ms
[2022-03-09 18:59:42	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0309949 | val_loss: 0.0312864 | Time: 2313.37 ms
[2022-03-09 18:59:44	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.031002 | val_loss: 0.0312932 | Time: 2433.95 ms
[2022-03-09 18:59:47	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0310029 | val_loss: 0.0312792 | Time: 2493.61 ms
[2022-03-09 18:59:50	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0310059 | val_loss: 0.0313005 | Time: 2688.92 ms
[2022-03-09 18:59:52	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0310065 | val_loss: 0.0313073 | Time: 2344.54 ms
[2022-03-09 18:59:55	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0309967 | val_loss: 0.0312993 | Time: 2666.19 ms
[2022-03-09 18:59:57	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0309945 | val_loss: 0.0313122 | Time: 2319.41 ms
[2022-03-09 19:00:00	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0309945 | val_loss: 0.0313029 | Time: 2554.82 ms
[2022-03-09 19:00:02	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0310033 | val_loss: 0.0312783 | Time: 2879.81 ms
[2022-03-09 19:00:05	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0310043 | val_loss: 0.0312952 | Time: 2828.03 ms
[2022-03-09 19:00:08	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0309996 | val_loss: 0.0312985 | Time: 2717.55 ms
[2022-03-09 19:00:10	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.030996 | val_loss: 0.0313092 | Time: 2341.63 ms
[2022-03-09 19:00:13	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0310054 | val_loss: 0.0312985 | Time: 2274.72 ms
[2022-03-09 19:00:15	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0310028 | val_loss: 0.031301 | Time: 2339.29 ms
[2022-03-09 19:00:18	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0310029 | val_loss: 0.0312925 | Time: 2689.96 ms
[2022-03-09 19:00:20	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0309988 | val_loss: 0.031319 | Time: 2466.34 ms
[2022-03-09 19:00:23	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0310054 | val_loss: 0.0313022 | Time: 2835.7 ms
[2022-03-09 19:00:27	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0309964 | val_loss: 0.0313008 | Time: 3581.32 ms
[2022-03-09 19:00:30	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0310005 | val_loss: 0.0312899 | Time: 3262.44 ms
[2022-03-09 19:00:34	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.031005 | val_loss: 0.0312833 | Time: 3516.71 ms
[2022-03-09 19:00:37	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.031009 | val_loss: 0.031305 | Time: 2724.83 ms
[2022-03-09 19:00:39	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0310024 | val_loss: 0.031278 | Time: 2695.95 ms
[2022-03-09 19:00:42	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.031002 | val_loss: 0.0312917 | Time: 2528.46 ms
[2022-03-09 19:00:44	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0310051 | val_loss: 0.0312903 | Time: 2286.19 ms
[2022-03-09 19:00:47	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0310024 | val_loss: 0.0312853 | Time: 2738.09 ms
[2022-03-09 19:00:50	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0310013 | val_loss: 0.0312749 | Time: 3130.82 ms
[2022-03-09 19:00:53	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0309972 | val_loss: 0.0312934 | Time: 2858.27 ms
[2022-03-09 19:00:56	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0309989 | val_loss: 0.0313014 | Time: 2758.04 ms
[2022-03-09 19:00:59	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0309994 | val_loss: 0.0312801 | Time: 2772.52 ms
[2022-03-09 19:01:01	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0310062 | val_loss: 0.0312982 | Time: 2442.85 ms
[2022-03-09 19:01:03	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0310063 | val_loss: 0.0312822 | Time: 2404.89 ms
[2022-03-09 19:01:06	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0310041 | val_loss: 0.0312723 | Time: 2301.47 ms
[2022-03-09 19:01:08	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0309974 | val_loss: 0.031306 | Time: 2396.46 ms
[2022-03-09 19:01:11	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0310008 | val_loss: 0.0312948 | Time: 2394 ms
[2022-03-09 19:01:14	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.03101 | val_loss: 0.031293 | Time: 3088.51 ms
[2022-03-09 19:01:17	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0310066 | val_loss: 0.0312928 | Time: 3468.64 ms
[2022-03-09 19:01:21	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0310026 | val_loss: 0.0312774 | Time: 3343.2 ms
[2022-03-09 19:01:24	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0310091 | val_loss: 0.0313171 | Time: 2906.7 ms
[2022-03-09 19:01:26	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.031002 | val_loss: 0.0313008 | Time: 2726.62 ms
[2022-03-09 19:01:29	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.030993 | val_loss: 0.0312961 | Time: 2853.33 ms
[2022-03-09 19:01:32	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0309966 | val_loss: 0.031326 | Time: 2356.54 ms
[2022-03-09 19:01:34	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0310018 | val_loss: 0.0312963 | Time: 2305.55 ms
[2022-03-09 19:01:36	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0310069 | val_loss: 0.0313072 | Time: 2395.67 ms
[2022-03-09 19:01:39	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0309987 | val_loss: 0.0312861 | Time: 2600.42 ms
[2022-03-09 19:01:42	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.031007 | val_loss: 0.0312854 | Time: 2803.88 ms
[2022-03-09 19:01:45	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0310087 | val_loss: 0.0312678 | Time: 3139.69 ms
[2022-03-09 19:01:47	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310083 | val_loss: 0.0312779 | Time: 2551.52 ms
[2022-03-09 19:01:50	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0309969 | val_loss: 0.0312969 | Time: 2284.49 ms
[2022-03-09 19:01:52	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0309995 | val_loss: 0.031299 | Time: 2673.98 ms
[2022-03-09 19:01:55	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0310054 | val_loss: 0.0312836 | Time: 2539.88 ms
[2022-03-09 19:01:58	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0309948 | val_loss: 0.0312879 | Time: 2524.69 ms
[2022-03-09 19:02:01	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0309947 | val_loss: 0.031285 | Time: 3092.17 ms
[2022-03-09 19:02:03	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0309988 | val_loss: 0.0313107 | Time: 2793.2 ms
[2022-03-09 19:02:06	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0310011 | val_loss: 0.0313213 | Time: 2732.06 ms
[2022-03-09 19:02:10	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0310053 | val_loss: 0.0312816 | Time: 3638.9 ms
[2022-03-09 19:02:13	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0310068 | val_loss: 0.0313069 | Time: 3197.01 ms
[2022-03-09 19:02:16	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0310036 | val_loss: 0.0312989 | Time: 3008.61 ms
[2022-03-09 19:02:19	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0310083 | val_loss: 0.031269 | Time: 2669.26 ms
[2022-03-09 19:02:22	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.031001 | val_loss: 0.0313159 | Time: 2699.61 ms
[2022-03-09 19:02:24	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0309968 | val_loss: 0.031282 | Time: 2828.5 ms
[2022-03-09 19:02:28	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0310018 | val_loss: 0.0313017 | Time: 3259.42 ms
[2022-03-09 19:02:30	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.030997 | val_loss: 0.031296 | Time: 2693.26 ms
[2022-03-09 19:02:34	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.030993 | val_loss: 0.0312903 | Time: 3239.84 ms
[2022-03-09 19:02:36	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0310021 | val_loss: 0.0312945 | Time: 2633.94 ms
[2022-03-09 19:02:39	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0310092 | val_loss: 0.0312899 | Time: 2954.82 ms
[2022-03-09 19:02:42	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0309932 | val_loss: 0.0313025 | Time: 2833.85 ms
[2022-03-09 19:02:45	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0310048 | val_loss: 0.0313015 | Time: 2368.99 ms
[2022-03-09 19:02:47	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0310021 | val_loss: 0.0312849 | Time: 2315.5 ms
[2022-03-09 19:02:50	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0310042 | val_loss: 0.0313049 | Time: 2555.99 ms
[2022-03-09 19:02:54	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0310036 | val_loss: 0.0313051 | Time: 3884.23 ms
[2022-03-09 19:02:56	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0309922 | val_loss: 0.0313035 | Time: 2652.08 ms
[2022-03-09 19:02:59	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310076 | val_loss: 0.0312791 | Time: 3129.52 ms
[2022-03-09 19:03:03	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310037 | val_loss: 0.0312744 | Time: 3066.88 ms
[2022-03-09 19:03:06	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0310113 | val_loss: 0.0312851 | Time: 2963.39 ms
[2022-03-09 19:03:08	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310035 | val_loss: 0.0313108 | Time: 2637.92 ms
[2022-03-09 19:03:11	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0309997 | val_loss: 0.0312669 | Time: 3220.85 ms
[2022-03-09 19:03:15	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0310032 | val_loss: 0.0312995 | Time: 3233.91 ms
[2022-03-09 19:03:18	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0309973 | val_loss: 0.0312849 | Time: 3033.04 ms
[2022-03-09 19:03:21	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0309932 | val_loss: 0.0313046 | Time: 2712.29 ms
[2022-03-09 19:03:23	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0310009 | val_loss: 0.031288 | Time: 2956.77 ms
[2022-03-09 19:03:26	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0310007 | val_loss: 0.0312717 | Time: 2467.73 ms
[2022-03-09 19:03:29	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0310051 | val_loss: 0.0312848 | Time: 2856.59 ms
[2022-03-09 19:03:32	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0310118 | val_loss: 0.0312856 | Time: 2703.71 ms
[2022-03-09 19:03:35	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0309935 | val_loss: 0.0313051 | Time: 3091.49 ms
[2022-03-09 19:03:38	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.030998 | val_loss: 0.0313055 | Time: 3598.33 ms
[2022-03-09 19:03:42	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.030999 | val_loss: 0.0313023 | Time: 3480.23 ms
[2022-03-09 19:03:45	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310046 | val_loss: 0.0312941 | Time: 2859.61 ms
[2022-03-09 19:03:48	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310057 | val_loss: 0.0312469 | Time: 3006.59 ms
[2022-03-09 19:03:51	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310113 | val_loss: 0.0313003 | Time: 3066.32 ms
[2022-03-09 19:03:54	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0310023 | val_loss: 0.0312777 | Time: 2676.76 ms
[2022-03-09 19:03:56	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0309933 | val_loss: 0.0313138 | Time: 2783.85 ms
[2022-03-09 19:03:59	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0309906 | val_loss: 0.0313175 | Time: 2713.5 ms
[2022-03-09 19:04:02	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0309885 | val_loss: 0.0313072 | Time: 2616.02 ms
[2022-03-09 19:04:05	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0309924 | val_loss: 0.0312862 | Time: 2695.26 ms
[2022-03-09 19:04:07	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0309953 | val_loss: 0.031285 | Time: 2385.1 ms
[2022-03-09 19:04:10	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310137 | val_loss: 0.03128 | Time: 3226.85 ms
[2022-03-09 19:04:13	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310026 | val_loss: 0.0313125 | Time: 2984.17 ms
[2022-03-09 19:04:17	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310042 | val_loss: 0.0312801 | Time: 3338.7 ms
[2022-03-09 19:04:20	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0309995 | val_loss: 0.0313182 | Time: 2982.04 ms
[2022-03-09 19:04:23	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310036 | val_loss: 0.0312708 | Time: 3376.74 ms
[2022-03-09 19:04:26	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310058 | val_loss: 0.0313095 | Time: 2855.53 ms
[2022-03-09 19:04:29	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310058 | val_loss: 0.0313168 | Time: 2871.01 ms
[2022-03-09 19:04:32	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310016 | val_loss: 0.0313044 | Time: 2944.66 ms
[2022-03-09 19:04:35	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0309999 | val_loss: 0.031307 | Time: 2851.45 ms
[2022-03-09 19:04:38	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.031 | val_loss: 0.0312731 | Time: 3585.36 ms
[2022-03-09 19:04:41	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310037 | val_loss: 0.0312902 | Time: 2533.21 ms
[2022-03-09 19:04:44	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0309996 | val_loss: 0.0313031 | Time: 2673.97 ms
[2022-03-09 19:04:47	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0309919 | val_loss: 0.0313043 | Time: 2899.31 ms
[2022-03-09 19:04:50	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0309982 | val_loss: 0.0313059 | Time: 3134.58 ms
[2022-03-09 19:04:53	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310018 | val_loss: 0.0312757 | Time: 2879.61 ms
[2022-03-09 19:04:55	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310042 | val_loss: 0.0312913 | Time: 2609.29 ms
[2022-03-09 19:04:58	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0309997 | val_loss: 0.031306 | Time: 2872.69 ms
[2022-03-09 19:05:01	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0309979 | val_loss: 0.0313324 | Time: 2432.5 ms
[2022-03-09 19:05:04	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0309998 | val_loss: 0.0313078 | Time: 2849.64 ms
[2022-03-09 19:05:06	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310006 | val_loss: 0.0312959 | Time: 2410.5 ms
[2022-03-09 19:05:08	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.030993 | val_loss: 0.0312973 | Time: 2354.06 ms
[2022-03-09 19:05:11	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310007 | val_loss: 0.0313255 | Time: 2311.16 ms
[2022-03-09 19:05:13	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.031 | val_loss: 0.0312811 | Time: 2442.79 ms
[2022-03-09 19:05:16	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.030998 | val_loss: 0.0312912 | Time: 2411.37 ms
[2022-03-09 19:05:18	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0310027 | val_loss: 0.0312909 | Time: 2538.81 ms
[2022-03-09 19:05:21	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0309969 | val_loss: 0.0312882 | Time: 2980.57 ms
[2022-03-09 19:05:25	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0309967 | val_loss: 0.0313054 | Time: 3337.23 ms
[2022-03-09 19:05:27	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0309901 | val_loss: 0.0313205 | Time: 2682.46 ms
[2022-03-09 19:05:30	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0309921 | val_loss: 0.0312964 | Time: 2593.86 ms
[2022-03-09 19:05:32	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.030993 | val_loss: 0.0312922 | Time: 2555.06 ms
[2022-03-09 19:05:35	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0309987 | val_loss: 0.0313076 | Time: 2722.77 ms
[2022-03-09 19:05:38	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0309987 | val_loss: 0.0312823 | Time: 2527.39 ms
[2022-03-09 19:05:40	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031 | val_loss: 0.0312906 | Time: 2389.71 ms
[2022-03-09 19:05:43	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310137 | val_loss: 0.0313065 | Time: 2347.95 ms
[2022-03-09 19:05:45	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0310023 | val_loss: 0.0313088 | Time: 2319.14 ms
[2022-03-09 19:05:47	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310057 | val_loss: 0.0312905 | Time: 2500.97 ms
[2022-03-09 19:05:51	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.03101 | val_loss: 0.0312948 | Time: 3100.24 ms
[2022-03-09 19:05:53	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310052 | val_loss: 0.0313021 | Time: 2636.14 ms
[2022-03-09 19:05:56	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0309972 | val_loss: 0.0312922 | Time: 3250.14 ms
[2022-03-09 19:06:00	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310034 | val_loss: 0.031273 | Time: 3365.09 ms
[2022-03-09 19:06:03	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310019 | val_loss: 0.0312704 | Time: 2627.26 ms
[2022-03-09 19:06:05	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031007 | val_loss: 0.0312815 | Time: 2597.85 ms
[2022-03-09 19:06:08	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310013 | val_loss: 0.0313459 | Time: 2715.26 ms
[2022-03-09 19:06:11	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310066 | val_loss: 0.0312899 | Time: 2905.99 ms
[2022-03-09 19:06:14	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310054 | val_loss: 0.0313159 | Time: 2802.99 ms
[2022-03-09 19:06:16	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310064 | val_loss: 0.0312925 | Time: 2561.46 ms
[2022-03-09 19:06:19	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310008 | val_loss: 0.0312816 | Time: 2484.06 ms
[2022-03-09 19:06:21	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0309952 | val_loss: 0.0313181 | Time: 2609.88 ms
[2022-03-09 19:06:24	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0309975 | val_loss: 0.0313001 | Time: 2301.46 ms
[2022-03-09 19:06:26	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310022 | val_loss: 0.0313114 | Time: 2735.24 ms
[2022-03-09 19:06:29	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310088 | val_loss: 0.0313125 | Time: 2628.27 ms
[2022-03-09 19:06:32	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310029 | val_loss: 0.031292 | Time: 2409.89 ms
[2022-03-09 19:06:34	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310125 | val_loss: 0.0312464 | Time: 2598.27 ms
[2022-03-09 19:06:37	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310072 | val_loss: 0.0312937 | Time: 2957.52 ms
[2022-03-09 19:06:40	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310017 | val_loss: 0.0313119 | Time: 2413.66 ms
[2022-03-09 19:06:42	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0309975 | val_loss: 0.0312834 | Time: 2484.11 ms
[2022-03-09 19:06:45	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.030993 | val_loss: 0.0313142 | Time: 2651.08 ms
[2022-03-09 19:06:47	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0309939 | val_loss: 0.031296 | Time: 2626.72 ms
[2022-03-09 19:06:50	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310024 | val_loss: 0.0312943 | Time: 2434.89 ms
[2022-03-09 19:06:53	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0309941 | val_loss: 0.0313132 | Time: 2594.49 ms
[2022-03-09 19:06:55	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0309947 | val_loss: 0.0312903 | Time: 2510.28 ms
[2022-03-09 19:06:58	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0309975 | val_loss: 0.0313012 | Time: 2661.04 ms
[2022-03-09 19:07:01	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0309978 | val_loss: 0.0313046 | Time: 2912.96 ms
[2022-03-09 19:07:04	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310158 | val_loss: 0.0312677 | Time: 3747.46 ms
[2022-03-09 19:07:08	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310118 | val_loss: 0.0312706 | Time: 3292.88 ms
[2022-03-09 19:07:11	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310055 | val_loss: 0.0313227 | Time: 3150.72 ms
[2022-03-09 19:07:14	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310015 | val_loss: 0.0313108 | Time: 2954.27 ms
[2022-03-09 19:07:17	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0309944 | val_loss: 0.031297 | Time: 3036.06 ms
[2022-03-09 19:07:21	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310014 | val_loss: 0.0313093 | Time: 3555.86 ms
[2022-03-09 19:07:23	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310036 | val_loss: 0.0312822 | Time: 2809.45 ms
[2022-03-09 19:07:27	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310074 | val_loss: 0.0312922 | Time: 3292.72 ms
[2022-03-09 19:07:30	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310031 | val_loss: 0.031321 | Time: 2881.15 ms
[2022-03-09 19:07:32	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0309983 | val_loss: 0.0313007 | Time: 2624.92 ms
[2022-03-09 19:07:35	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0309981 | val_loss: 0.031309 | Time: 3074.29 ms
[2022-03-09 19:07:38	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0309962 | val_loss: 0.0312956 | Time: 2526.01 ms
[2022-03-09 19:07:41	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310041 | val_loss: 0.0313164 | Time: 3169.72 ms
[2022-03-09 19:07:44	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310037 | val_loss: 0.0313271 | Time: 2694.35 ms
[2022-03-09 19:07:47	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310017 | val_loss: 0.0312914 | Time: 2769.71 ms
[2022-03-09 19:07:50	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.03101 | val_loss: 0.0312978 | Time: 3168.67 ms
[2022-03-09 19:07:53	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310013 | val_loss: 0.0312887 | Time: 2764.21 ms
[2022-03-09 19:07:56	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0309962 | val_loss: 0.031317 | Time: 2922.76 ms
[2022-03-09 19:07:58	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0309915 | val_loss: 0.0312851 | Time: 2417.85 ms
[2022-03-09 19:08:00	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0309992 | val_loss: 0.0312981 | Time: 2423.1 ms
[2022-03-09 19:08:03	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0310038 | val_loss: 0.0313089 | Time: 2349.6 ms
[2022-03-09 19:08:05	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0309982 | val_loss: 0.0312838 | Time: 2283.37 ms
[2022-03-09 19:08:08	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310025 | val_loss: 0.0313306 | Time: 2368.42 ms
[2022-03-09 19:08:10	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0310046 | val_loss: 0.0312958 | Time: 2449.33 ms
[2022-03-09 19:08:13	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0309989 | val_loss: 0.0312982 | Time: 2503.47 ms
[2022-03-09 19:08:15	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0309923 | val_loss: 0.031299 | Time: 2872.09 ms
[2022-03-09 19:08:18	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0309982 | val_loss: 0.0313048 | Time: 2966.86 ms
[2022-03-09 19:08:21	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0309894 | val_loss: 0.0312983 | Time: 2756.47 ms
[2022-03-09 19:08:24	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0309922 | val_loss: 0.0312666 | Time: 2405.61 ms
[2022-03-09 19:08:26	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0309998 | val_loss: 0.0313115 | Time: 2661.31 ms
[2022-03-09 19:08:29	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0310042 | val_loss: 0.0313146 | Time: 2656.81 ms
[2022-03-09 19:08:32	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0309963 | val_loss: 0.031294 | Time: 2727.19 ms
[2022-03-09 19:08:34	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0309933 | val_loss: 0.0312979 | Time: 2639.63 ms
[2022-03-09 19:08:37	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0309965 | val_loss: 0.0313043 | Time: 3037.08 ms
[2022-03-09 19:08:40	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0309955 | val_loss: 0.0312872 | Time: 2994.74 ms
[2022-03-09 19:08:43	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0310029 | val_loss: 0.0313074 | Time: 2845.22 ms
[2022-03-09 19:08:46	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0310028 | val_loss: 0.0313057 | Time: 3075.05 ms
[2022-03-09 19:08:50	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0310053 | val_loss: 0.0312863 | Time: 3120.17 ms
[2022-03-09 19:08:53	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0310076 | val_loss: 0.0313101 | Time: 2969.41 ms
[2022-03-09 19:08:56	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.031004 | val_loss: 0.0312871 | Time: 2866.98 ms
[2022-03-09 19:08:58	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0309942 | val_loss: 0.0312987 | Time: 2390 ms
[2022-03-09 19:09:01	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0309923 | val_loss: 0.0313305 | Time: 2717.84 ms
[2022-03-09 19:09:03	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0310035 | val_loss: 0.0313076 | Time: 2340.67 ms
[2022-03-09 19:09:05	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0310053 | val_loss: 0.0313048 | Time: 2325.38 ms
[2022-03-09 19:09:08	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.030995 | val_loss: 0.0313111 | Time: 2298.46 ms
[2022-03-09 19:09:10	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0309875 | val_loss: 0.031299 | Time: 2307.59 ms
[2022-03-09 19:09:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0309889 | val_loss: 0.0313043 | Time: 2506.42 ms
[2022-03-09 19:09:16	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0309952 | val_loss: 0.0313079 | Time: 2851.31 ms
[2022-03-09 19:09:19	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310046 | val_loss: 0.0312829 | Time: 3236.23 ms
[2022-03-09 19:09:21	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.031001 | val_loss: 0.0313339 | Time: 2587.56 ms
[2022-03-09 19:09:24	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310004 | val_loss: 0.0313082 | Time: 2589.5 ms
[2022-03-09 19:09:26	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0309996 | val_loss: 0.0312999 | Time: 2396.85 ms
[2022-03-09 19:09:29	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310112 | val_loss: 0.0312606 | Time: 2608.32 ms
[2022-03-09 19:09:32	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310112 | val_loss: 0.0312829 | Time: 2902.26 ms
[2022-03-09 19:09:35	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310008 | val_loss: 0.0313213 | Time: 2766.34 ms
[2022-03-09 19:09:38	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0309986 | val_loss: 0.0313004 | Time: 2793.33 ms
[2022-03-09 19:09:40	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310003 | val_loss: 0.0313183 | Time: 2474.9 ms
[2022-03-09 19:09:43	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0309942 | val_loss: 0.0313098 | Time: 3116.19 ms
[2022-03-09 19:09:46	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0310018 | val_loss: 0.0312899 | Time: 2661 ms
[2022-03-09 19:09:49	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0309963 | val_loss: 0.0313044 | Time: 2652.72 ms
[2022-03-09 19:09:51	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0309997 | val_loss: 0.0312959 | Time: 2693.3 ms
[2022-03-09 19:09:54	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0309959 | val_loss: 0.0312977 | Time: 2408.98 ms
[2022-03-09 19:09:56	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.031004 | val_loss: 0.0312814 | Time: 2378.23 ms
[2022-03-09 19:09:59	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310078 | val_loss: 0.0313166 | Time: 2408.92 ms
[2022-03-09 19:10:01	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0310052 | val_loss: 0.0312996 | Time: 2578.26 ms
[2022-03-09 19:10:04	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0310036 | val_loss: 0.0312792 | Time: 2511.42 ms
[2022-03-09 19:10:07	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310072 | val_loss: 0.0312905 | Time: 3031.66 ms
[2022-03-09 19:10:11	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0310024 | val_loss: 0.031309 | Time: 3594.8 ms
[2022-03-09 19:10:13	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0309927 | val_loss: 0.0313212 | Time: 2858.19 ms
[2022-03-09 19:10:17	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0310003 | val_loss: 0.0312766 | Time: 3565.52 ms
[2022-03-09 19:10:20	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0310026 | val_loss: 0.0313085 | Time: 3059.47 ms
[2022-03-09 19:10:23	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0310012 | val_loss: 0.031329 | Time: 3086.89 ms
[2022-03-09 19:10:26	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310074 | val_loss: 0.03128 | Time: 2673.48 ms
[2022-03-09 19:10:29	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.031006 | val_loss: 0.0312719 | Time: 2657.05 ms
[2022-03-09 19:10:32	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310045 | val_loss: 0.0313154 | Time: 3587.59 ms
[2022-03-09 19:10:35	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0310029 | val_loss: 0.0313172 | Time: 3047.83 ms
[2022-03-09 19:10:38	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0309994 | val_loss: 0.0313326 | Time: 2941.22 ms
[2022-03-09 19:10:41	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0309954 | val_loss: 0.031309 | Time: 2558.94 ms
[2022-03-09 19:10:43	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0309914 | val_loss: 0.0313135 | Time: 2328.11 ms
[2022-03-09 19:10:46	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031002 | val_loss: 0.0312865 | Time: 2514.24 ms
[2022-03-09 19:10:48	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0309994 | val_loss: 0.0313313 | Time: 2383.95 ms
[2022-03-09 19:10:50	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310043 | val_loss: 0.0313329 | Time: 2315.36 ms
[2022-03-09 19:10:53	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0309971 | val_loss: 0.0313272 | Time: 2416.75 ms
[2022-03-09 19:10:56	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0309959 | val_loss: 0.031287 | Time: 3037.04 ms
[2022-03-09 19:10:59	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0309954 | val_loss: 0.0313013 | Time: 2630.03 ms
[2022-03-09 19:11:01	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0309941 | val_loss: 0.0313031 | Time: 2530.78 ms
[2022-03-09 19:11:04	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0309945 | val_loss: 0.0313 | Time: 2497.98 ms
[2022-03-09 19:11:06	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0310025 | val_loss: 0.0312965 | Time: 2335.94 ms
[2022-03-09 19:11:09	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0309945 | val_loss: 0.0313081 | Time: 3188.6 ms
[2022-03-09 19:11:12	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0309993 | val_loss: 0.0313195 | Time: 2863.25 ms
[2022-03-09 19:11:15	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031022 | val_loss: 0.0313369 | Time: 2681.72 ms
[2022-03-09 19:11:18	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311847 | val_loss: 0.0315042 | Time: 3211.12 ms
[2022-03-09 19:11:21	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310927 | val_loss: 0.0312834 | Time: 2779.23 ms
[2022-03-09 19:11:24	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0310223 | val_loss: 0.031289 | Time: 3516.85 ms
[2022-03-09 19:11:28	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0310019 | val_loss: 0.0312966 | Time: 3317.16 ms
[2022-03-09 19:11:30	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0309962 | val_loss: 0.0312956 | Time: 2630.32 ms
[2022-03-09 19:11:33	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.031 | val_loss: 0.0312814 | Time: 2796.11 ms
[2022-03-09 19:11:36	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0310014 | val_loss: 0.0312962 | Time: 3093.09 ms
[2022-03-09 19:11:39	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0310041 | val_loss: 0.0312958 | Time: 2938.66 ms
[2022-03-09 19:11:42	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0310014 | val_loss: 0.031294 | Time: 2391.81 ms
[2022-03-09 19:11:45	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0309925 | val_loss: 0.031302 | Time: 2708.47 ms
[2022-03-09 19:11:47	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.031001 | val_loss: 0.0312934 | Time: 2429.32 ms
[2022-03-09 19:11:49	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0310027 | val_loss: 0.031306 | Time: 2305.85 ms
[2022-03-09 19:11:52	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0309943 | val_loss: 0.0313052 | Time: 2564.83 ms
[2022-03-09 19:11:54	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0309943 | val_loss: 0.0313034 | Time: 2460.3 ms
[2022-03-09 19:11:57	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0309984 | val_loss: 0.031316 | Time: 2472.75 ms
[2022-03-09 19:12:00	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0309954 | val_loss: 0.0313051 | Time: 2759.1 ms
[2022-03-09 19:12:02	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0310022 | val_loss: 0.0313025 | Time: 2299.53 ms
[2022-03-09 19:12:05	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0310031 | val_loss: 0.0313114 | Time: 2657.38 ms
[2022-03-09 19:12:08	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310053 | val_loss: 0.0312901 | Time: 2880.67 ms
[2022-03-09 19:12:10	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0309942 | val_loss: 0.0313125 | Time: 2575.36 ms
[2022-03-09 19:12:13	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0309953 | val_loss: 0.0312964 | Time: 2468.01 ms
[2022-03-09 19:12:15	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0309867 | val_loss: 0.0313296 | Time: 2499.55 ms
[2022-03-09 19:12:18	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0309894 | val_loss: 0.0313001 | Time: 2858.03 ms
[2022-03-09 19:12:21	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0309955 | val_loss: 0.031289 | Time: 2539.89 ms
[2022-03-09 19:12:23	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0309949 | val_loss: 0.0313151 | Time: 2380.93 ms
[2022-03-09 19:12:25	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0309986 | val_loss: 0.0312911 | Time: 2275.66 ms
[2022-03-09 19:12:28	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0310013 | val_loss: 0.0313048 | Time: 2353.91 ms
[2022-03-09 19:12:30	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0309975 | val_loss: 0.0312898 | Time: 2343.86 ms
[2022-03-09 19:12:33	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0309961 | val_loss: 0.0313054 | Time: 3028.77 ms
[2022-03-09 19:12:36	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0309934 | val_loss: 0.0313008 | Time: 2604.54 ms
[2022-03-09 19:12:38	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0309972 | val_loss: 0.0312932 | Time: 2483.2 ms
[2022-03-09 19:12:41	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0309965 | val_loss: 0.0312845 | Time: 2709.1 ms
[2022-03-09 19:12:44	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0309924 | val_loss: 0.0312959 | Time: 3398.66 ms
[2022-03-09 19:12:48	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0309942 | val_loss: 0.0312938 | Time: 3155.11 ms
[2022-03-09 19:12:50	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0309947 | val_loss: 0.0312895 | Time: 2611.61 ms
[2022-03-09 19:12:53	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0309915 | val_loss: 0.0313082 | Time: 2695.19 ms
[2022-03-09 19:12:56	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0309991 | val_loss: 0.0312885 | Time: 2958.05 ms
[2022-03-09 19:12:58	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.031002 | val_loss: 0.0313246 | Time: 2410.31 ms
[2022-03-09 19:13:01	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310027 | val_loss: 0.0313104 | Time: 2655.84 ms
[2022-03-09 19:13:05	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0309993 | val_loss: 0.0312733 | Time: 3542.83 ms
[2022-03-09 19:13:08	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0309994 | val_loss: 0.0313176 | Time: 3202.03 ms
[2022-03-09 19:13:11	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0310042 | val_loss: 0.0312844 | Time: 3547.01 ms
[2022-03-09 19:13:14	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0310074 | val_loss: 0.0312963 | Time: 2435.79 ms
[2022-03-09 19:13:17	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0310036 | val_loss: 0.031289 | Time: 2768.6 ms
[2022-03-09 19:13:19	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0310104 | val_loss: 0.0312773 | Time: 2717.96 ms
[2022-03-09 19:13:22	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310133 | val_loss: 0.0312809 | Time: 2828.13 ms
[2022-03-09 19:13:26	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0309982 | val_loss: 0.0312993 | Time: 3316.81 ms
[2022-03-09 19:13:28	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0309949 | val_loss: 0.0313006 | Time: 2786.6 ms
[2022-03-09 19:13:31	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0309896 | val_loss: 0.0312744 | Time: 2760.69 ms
[2022-03-09 19:13:34	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0309936 | val_loss: 0.0313107 | Time: 2428.24 ms
[2022-03-09 19:13:36	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0309997 | val_loss: 0.0312627 | Time: 2361.42 ms
[2022-03-09 19:13:38	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0310069 | val_loss: 0.0313191 | Time: 2310.75 ms
[2022-03-09 19:13:42	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0310225 | val_loss: 0.0312585 | Time: 3117.16 ms
[2022-03-09 19:13:45	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0310258 | val_loss: 0.0312509 | Time: 3232.28 ms
[2022-03-09 19:13:48	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0310159 | val_loss: 0.0312826 | Time: 2878.23 ms
[2022-03-09 19:13:51	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0310037 | val_loss: 0.0312809 | Time: 2816.94 ms
[2022-03-09 19:13:53	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0309984 | val_loss: 0.0312889 | Time: 2784.77 ms
[2022-03-09 19:13:56	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0309982 | val_loss: 0.0312916 | Time: 2464.84 ms
[2022-03-09 19:13:58	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.031001 | val_loss: 0.0313144 | Time: 2540.87 ms
[2022-03-09 19:14:01	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0309935 | val_loss: 0.031303 | Time: 2602.26 ms
[2022-03-09 19:14:04	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0310005 | val_loss: 0.0312971 | Time: 2641.05 ms
[2022-03-09 19:14:07	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0310047 | val_loss: 0.0312802 | Time: 2949.19 ms
[2022-03-09 19:14:10	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0310012 | val_loss: 0.031288 | Time: 2968.48 ms
[2022-03-09 19:14:13	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0309991 | val_loss: 0.0313012 | Time: 2855.07 ms
[2022-03-09 19:14:16	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0310045 | val_loss: 0.0312819 | Time: 3006.96 ms
[2022-03-09 19:14:18	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0310029 | val_loss: 0.0312842 | Time: 2484.56 ms
[2022-03-09 19:14:21	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0309949 | val_loss: 0.0312982 | Time: 2945.32 ms
[2022-03-09 19:14:24	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0309908 | val_loss: 0.0313075 | Time: 2669.75 ms
[2022-03-09 19:14:27	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0309915 | val_loss: 0.0313136 | Time: 3167.79 ms
[2022-03-09 19:14:30	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0309942 | val_loss: 0.0312934 | Time: 3133.91 ms
[2022-03-09 19:14:33	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0310009 | val_loss: 0.0313161 | Time: 3306.41 ms
[2022-03-09 19:14:36	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0309977 | val_loss: 0.0312943 | Time: 2848.72 ms
[2022-03-09 19:14:39	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0309978 | val_loss: 0.0313059 | Time: 2789 ms
[2022-03-09 19:14:42	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0309977 | val_loss: 0.0312872 | Time: 2817.06 ms
[2022-03-09 19:14:45	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0309954 | val_loss: 0.0312989 | Time: 2760.01 ms
[2022-03-09 19:14:48	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031003 | val_loss: 0.0312735 | Time: 2736.28 ms
[2022-03-09 19:14:51	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0310086 | val_loss: 0.0312787 | Time: 3266.94 ms
[2022-03-09 19:14:54	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0310033 | val_loss: 0.0313007 | Time: 2661.52 ms
[2022-03-09 19:14:57	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0309959 | val_loss: 0.0313011 | Time: 2983.41 ms
[2022-03-09 19:14:59	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0309951 | val_loss: 0.0313003 | Time: 2814.57 ms
[2022-03-09 19:15:03	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0310019 | val_loss: 0.031275 | Time: 3965.68 ms
[2022-03-09 19:15:06	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0310032 | val_loss: 0.0312959 | Time: 2767.06 ms
[2022-03-09 19:15:09	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0309971 | val_loss: 0.0313177 | Time: 2520 ms
[2022-03-09 19:15:12	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0309886 | val_loss: 0.0312902 | Time: 3342.65 ms
[2022-03-09 19:15:15	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0309955 | val_loss: 0.0313224 | Time: 3259.36 ms
[2022-03-09 19:15:18	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031 | val_loss: 0.0312567 | Time: 2649.75 ms
[2022-03-09 19:15:21	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0309987 | val_loss: 0.0313022 | Time: 2867.24 ms
[2022-03-09 19:15:24	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0309963 | val_loss: 0.0312966 | Time: 2983.33 ms
[2022-03-09 19:15:27	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0309992 | val_loss: 0.0312904 | Time: 3182.29 ms
[2022-03-09 19:15:30	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0309997 | val_loss: 0.0313237 | Time: 3144.76 ms
[2022-03-09 19:15:33	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.030995 | val_loss: 0.0313315 | Time: 2760.34 ms
[2022-03-09 19:15:36	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0309959 | val_loss: 0.0312783 | Time: 3310.76 ms
[2022-03-09 19:15:39	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0310039 | val_loss: 0.0313214 | Time: 2554.18 ms
[2022-03-09 19:15:42	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0309994 | val_loss: 0.0313048 | Time: 2754.18 ms
[2022-03-09 19:15:45	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0309899 | val_loss: 0.0313047 | Time: 2779.39 ms
[2022-03-09 19:15:47	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0309938 | val_loss: 0.0313016 | Time: 2346.76 ms
[2022-03-09 19:15:49	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0309971 | val_loss: 0.0313213 | Time: 2457.39 ms
[2022-03-09 19:15:53	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0310019 | val_loss: 0.0312877 | Time: 3546.37 ms
[2022-03-09 19:15:56	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.030994 | val_loss: 0.0313016 | Time: 3011.67 ms
[2022-03-09 19:15:59	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0309948 | val_loss: 0.0313026 | Time: 3180.7 ms
[2022-03-09 19:16:02	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0309949 | val_loss: 0.0312893 | Time: 2913.15 ms
[2022-03-09 19:16:05	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0309925 | val_loss: 0.0312953 | Time: 3287.12 ms
[2022-03-09 19:16:09	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0309902 | val_loss: 0.0313178 | Time: 3009.78 ms
[2022-03-09 19:16:11	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0309965 | val_loss: 0.0313163 | Time: 2472.02 ms
[2022-03-09 19:16:14	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0309978 | val_loss: 0.0312884 | Time: 2914.69 ms
[2022-03-09 19:16:17	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.031 | val_loss: 0.0313024 | Time: 2668.49 ms
[2022-03-09 19:16:20	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0310023 | val_loss: 0.0313062 | Time: 3331.17 ms
[2022-03-09 19:16:22	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310032 | val_loss: 0.0312717 | Time: 2384.44 ms
[2022-03-09 19:16:25	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310095 | val_loss: 0.0312771 | Time: 2568.57 ms
[2022-03-09 19:16:28	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0310061 | val_loss: 0.0312952 | Time: 2566.43 ms
[2022-03-09 19:16:30	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0309942 | val_loss: 0.0313054 | Time: 2602.37 ms
[2022-03-09 19:16:33	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0309966 | val_loss: 0.0312992 | Time: 2609.75 ms
[2022-03-09 19:16:36	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0309956 | val_loss: 0.0312892 | Time: 2669.54 ms
[2022-03-09 19:16:39	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0309899 | val_loss: 0.0313008 | Time: 3215.73 ms
[2022-03-09 19:16:42	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0309999 | val_loss: 0.0312854 | Time: 3002.88 ms
[2022-03-09 19:16:45	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0309979 | val_loss: 0.031305 | Time: 2627.74 ms
[2022-03-09 19:16:47	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0309978 | val_loss: 0.0312756 | Time: 2814.53 ms
[2022-03-09 19:16:50	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0310044 | val_loss: 0.0312932 | Time: 2905.92 ms
[2022-03-09 19:16:54	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.030993 | val_loss: 0.0312904 | Time: 3196.47 ms
[2022-03-09 19:16:56	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0309928 | val_loss: 0.03131 | Time: 2786.99 ms
[2022-03-09 19:16:59	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0310012 | val_loss: 0.031306 | Time: 2881.59 ms
[2022-03-09 19:17:02	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0310085 | val_loss: 0.0313087 | Time: 2844.89 ms
[2022-03-09 19:17:05	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0309992 | val_loss: 0.0313023 | Time: 2545.72 ms
[2022-03-09 19:17:08	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310015 | val_loss: 0.0312945 | Time: 3382.97 ms
[2022-03-09 19:17:11	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0309964 | val_loss: 0.0313015 | Time: 2932.68 ms
[2022-03-09 19:17:15	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0309972 | val_loss: 0.0312592 | Time: 3949.7 ms
[2022-03-09 19:17:18	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310063 | val_loss: 0.0312942 | Time: 3071.27 ms
[2022-03-09 19:17:21	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0309927 | val_loss: 0.0313108 | Time: 2899.94 ms
[2022-03-09 19:17:24	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0309926 | val_loss: 0.0312823 | Time: 2897.67 ms
[2022-03-09 19:17:27	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0309956 | val_loss: 0.0312971 | Time: 3308.68 ms
[2022-03-09 19:17:30	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0309945 | val_loss: 0.0313034 | Time: 2836.65 ms
[2022-03-09 19:17:34	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0309971 | val_loss: 0.0312972 | Time: 3312.65 ms
[2022-03-09 19:17:36	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0309968 | val_loss: 0.0312906 | Time: 2632.43 ms
[2022-03-09 19:17:39	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.030995 | val_loss: 0.0313054 | Time: 2539.97 ms
[2022-03-09 19:17:41	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0309961 | val_loss: 0.0313067 | Time: 2715.74 ms
[2022-03-09 19:17:44	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.031003 | val_loss: 0.0312653 | Time: 2903.38 ms
[2022-03-09 19:17:48	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310032 | val_loss: 0.0312802 | Time: 3152.84 ms
[2022-03-09 19:17:50	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0309968 | val_loss: 0.0313077 | Time: 2830.26 ms
[2022-03-09 19:17:53	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0309931 | val_loss: 0.0313272 | Time: 3007.41 ms
[2022-03-09 19:17:57	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.031001 | val_loss: 0.031281 | Time: 3140.03 ms
[2022-03-09 19:18:01	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.030999 | val_loss: 0.0312917 | Time: 3934.17 ms
[2022-03-09 19:18:04	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0309982 | val_loss: 0.0312962 | Time: 3509.13 ms
[2022-03-09 19:18:07	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0309985 | val_loss: 0.0313012 | Time: 2486.82 ms
[2022-03-09 19:18:09	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0310018 | val_loss: 0.0313038 | Time: 2801.62 ms
[2022-03-09 19:18:13	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0309927 | val_loss: 0.0312838 | Time: 3983.87 ms
[2022-03-09 19:18:17	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310046 | val_loss: 0.0313014 | Time: 3252 ms
[2022-03-09 19:18:20	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0310015 | val_loss: 0.0312919 | Time: 2860.25 ms
[2022-03-09 19:18:22	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0309995 | val_loss: 0.0312607 | Time: 2713.49 ms
[2022-03-09 19:18:25	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0310066 | val_loss: 0.0312706 | Time: 2801.57 ms
[2022-03-09 19:18:28	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0310031 | val_loss: 0.0312831 | Time: 2362.92 ms
[2022-03-09 19:18:30	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0309967 | val_loss: 0.031302 | Time: 2431.01 ms
[2022-03-09 19:18:32	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0309968 | val_loss: 0.0312914 | Time: 2284.32 ms
[2022-03-09 19:18:35	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0309971 | val_loss: 0.031294 | Time: 2826.98 ms
[2022-03-09 19:18:38	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310113 | val_loss: 0.0312807 | Time: 2660.8 ms
[2022-03-09 19:18:41	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0309986 | val_loss: 0.0312925 | Time: 2639.11 ms
[2022-03-09 19:18:43	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0310047 | val_loss: 0.0313002 | Time: 2476.37 ms
[2022-03-09 19:18:46	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.031003 | val_loss: 0.0312864 | Time: 2842.92 ms
[2022-03-09 19:18:49	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0310098 | val_loss: 0.031336 | Time: 3063.67 ms
[2022-03-09 19:18:52	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310117 | val_loss: 0.0312879 | Time: 2835.61 ms
[2022-03-09 19:18:54	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0310102 | val_loss: 0.0312549 | Time: 2579.91 ms
[2022-03-09 19:18:57	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031006 | val_loss: 0.0312976 | Time: 2729.42 ms
[2022-03-09 19:19:00	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0310013 | val_loss: 0.031306 | Time: 2740.2 ms
[2022-03-09 19:19:03	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0310063 | val_loss: 0.0312701 | Time: 2599.65 ms
[2022-03-09 19:19:05	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0310002 | val_loss: 0.0313084 | Time: 2592.29 ms
[2022-03-09 19:19:09	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0309993 | val_loss: 0.0313413 | Time: 3494.38 ms
[2022-03-09 19:19:11	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310051 | val_loss: 0.0312868 | Time: 2326.23 ms
[2022-03-09 19:19:14	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310024 | val_loss: 0.0312754 | Time: 2588.15 ms
[2022-03-09 19:19:16	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0309994 | val_loss: 0.0313221 | Time: 2729.8 ms
[2022-03-09 19:19:19	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0309932 | val_loss: 0.0312818 | Time: 3039.4 ms
[2022-03-09 19:19:22	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0309931 | val_loss: 0.0313063 | Time: 2836.8 ms
[2022-03-09 19:19:25	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0309991 | val_loss: 0.0312963 | Time: 2715.87 ms
[2022-03-09 19:19:28	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0309947 | val_loss: 0.0312951 | Time: 2653.58 ms
[2022-03-09 19:19:31	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0309959 | val_loss: 0.0313036 | Time: 3135.56 ms
[2022-03-09 19:19:34	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0309953 | val_loss: 0.0312931 | Time: 2726.35 ms
[2022-03-09 19:19:37	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.031002 | val_loss: 0.0313199 | Time: 2995.49 ms
[2022-03-09 19:19:40	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0309956 | val_loss: 0.0312686 | Time: 2966.99 ms
[2022-03-09 19:19:42	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0310001 | val_loss: 0.0312724 | Time: 2774.79 ms
[2022-03-09 19:19:45	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0310075 | val_loss: 0.0312827 | Time: 2337.11 ms
[2022-03-09 19:19:49	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0309952 | val_loss: 0.0313133 | Time: 3772.82 ms
[2022-03-09 19:19:51	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0309954 | val_loss: 0.0313031 | Time: 2518.84 ms
[2022-03-09 19:19:54	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0309917 | val_loss: 0.0313002 | Time: 2523.14 ms
[2022-03-09 19:19:57	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0309945 | val_loss: 0.0313117 | Time: 3027.26 ms
[2022-03-09 19:20:00	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0309985 | val_loss: 0.0312952 | Time: 2979.98 ms
[2022-03-09 19:20:03	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310005 | val_loss: 0.031319 | Time: 2821.96 ms
[2022-03-09 19:20:05	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0309994 | val_loss: 0.031292 | Time: 2377.8 ms
[2022-03-09 19:20:08	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0309989 | val_loss: 0.0312847 | Time: 2508.98 ms
[2022-03-09 19:20:10	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310003 | val_loss: 0.0313007 | Time: 2783.04 ms
[2022-03-09 19:20:14	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0310089 | val_loss: 0.0312884 | Time: 3192.28 ms
[2022-03-09 19:20:17	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0309995 | val_loss: 0.0312624 | Time: 2875.68 ms
[2022-03-09 19:20:19	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0310073 | val_loss: 0.0312756 | Time: 2308.03 ms
[2022-03-09 19:20:21	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0310016 | val_loss: 0.0313037 | Time: 2396.5 ms
[2022-03-09 19:20:24	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0309952 | val_loss: 0.0313148 | Time: 2853.15 ms
[2022-03-09 19:20:27	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0309971 | val_loss: 0.0313153 | Time: 2742.53 ms
[2022-03-09 19:20:30	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0309961 | val_loss: 0.0313016 | Time: 2647 ms
[2022-03-09 19:20:33	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0310003 | val_loss: 0.0313116 | Time: 2871.15 ms
[2022-03-09 19:20:36	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0310004 | val_loss: 0.0313019 | Time: 2959.17 ms
[2022-03-09 19:20:38	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0309913 | val_loss: 0.031299 | Time: 2547.85 ms
[2022-03-09 19:20:40	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0309946 | val_loss: 0.0313175 | Time: 2290.43 ms
[2022-03-09 19:20:43	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0310003 | val_loss: 0.0312991 | Time: 2706.44 ms
[2022-03-09 19:20:46	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031004 | val_loss: 0.0312917 | Time: 2437.64 ms
[2022-03-09 19:20:49	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0310006 | val_loss: 0.0313148 | Time: 3400.91 ms
[2022-03-09 19:20:52	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0309987 | val_loss: 0.0312847 | Time: 3419.99 ms
[2022-03-09 19:20:56	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0309946 | val_loss: 0.0313183 | Time: 3028.75 ms
[2022-03-09 19:20:58	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0309932 | val_loss: 0.0313126 | Time: 2663.56 ms
[2022-03-09 19:21:01	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0309949 | val_loss: 0.0312853 | Time: 2586.34 ms
[2022-03-09 19:21:03	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0309943 | val_loss: 0.0313085 | Time: 2356.77 ms
[2022-03-09 19:21:06	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0310021 | val_loss: 0.031302 | Time: 2760.45 ms
[2022-03-09 19:21:10	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.030996 | val_loss: 0.0313036 | Time: 3842.99 ms
[2022-03-09 19:21:13	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0309929 | val_loss: 0.0313094 | Time: 3250.06 ms
[2022-03-09 19:21:17	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0309898 | val_loss: 0.0312862 | Time: 3271.93 ms
[2022-03-09 19:21:19	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0309943 | val_loss: 0.0313335 | Time: 2863.13 ms
[2022-03-09 19:21:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310024 | val_loss: 0.0312664 | Time: 2686.56 ms
[2022-03-09 19:21:25	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310053 | val_loss: 0.0313068 | Time: 3135.36 ms
[2022-03-09 19:21:28	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.030996 | val_loss: 0.0313067 | Time: 2775.89 ms
[2022-03-09 19:21:31	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0309931 | val_loss: 0.0312908 | Time: 2664.57 ms
[2022-03-09 19:21:33	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0309961 | val_loss: 0.031281 | Time: 2626.34 ms
[2022-03-09 19:21:37	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0309971 | val_loss: 0.0313054 | Time: 3133.86 ms
[2022-03-09 19:21:40	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0309964 | val_loss: 0.0313105 | Time: 3116.17 ms
[2022-03-09 19:21:43	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0309909 | val_loss: 0.0312984 | Time: 3527.28 ms
[2022-03-09 19:21:47	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0309996 | val_loss: 0.031295 | Time: 3223.53 ms
[2022-03-09 19:21:50	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0309922 | val_loss: 0.0313114 | Time: 3028.81 ms
[2022-03-09 19:21:52	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0310008 | val_loss: 0.0312877 | Time: 2513.07 ms
[2022-03-09 19:21:55	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0309989 | val_loss: 0.0312897 | Time: 2448.01 ms
[2022-03-09 19:21:57	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0310001 | val_loss: 0.0312877 | Time: 2517.5 ms
[2022-03-09 19:22:00	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0310013 | val_loss: 0.0312729 | Time: 2621.79 ms
[2022-03-09 19:22:03	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0309944 | val_loss: 0.0313203 | Time: 2763.15 ms
[2022-03-09 19:22:05	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0309887 | val_loss: 0.0313231 | Time: 2847.15 ms
[2022-03-09 19:22:08	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.030994 | val_loss: 0.0312966 | Time: 2653.3 ms
[2022-03-09 19:22:11	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0310043 | val_loss: 0.0312799 | Time: 2652.4 ms
[2022-03-09 19:22:13	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031012 | val_loss: 0.0312848 | Time: 2396.1 ms
[2022-03-09 19:22:16	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0309991 | val_loss: 0.0312962 | Time: 2277.67 ms
[2022-03-09 19:22:20	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0310004 | val_loss: 0.0313117 | Time: 2764.21 ms
[2022-03-09 19:22:23	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0309892 | val_loss: 0.0312861 | Time: 2411.54 ms
[2022-03-09 19:22:26	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031 | val_loss: 0.0313167 | Time: 2822.65 ms
[2022-03-09 19:22:29	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0310106 | val_loss: 0.0313058 | Time: 3298.46 ms
[2022-03-09 19:22:32	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0310084 | val_loss: 0.0312829 | Time: 2445.25 ms
[2022-03-09 19:22:34	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.030998 | val_loss: 0.0312881 | Time: 2320.61 ms
[2022-03-09 19:22:36	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0309992 | val_loss: 0.0313041 | Time: 2132.36 ms
[2022-03-09 19:22:39	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0310031 | val_loss: 0.0312949 | Time: 2330.13 ms
[2022-03-09 19:22:41	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0310104 | val_loss: 0.0313207 | Time: 2474.74 ms
[2022-03-09 19:22:44	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0310093 | val_loss: 0.0312907 | Time: 2568.26 ms
[2022-03-09 19:22:44	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312907
[2022-03-09 19:22:44	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-09 19:22:44	                main:608]	:	INFO	:	Success, exiting..
19:22:44 (24016): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)