Task 12969970

Name ParityModified-1647047804-10186-0_0
Workunit 10101846
Created 12 Mar 2022, 1:16:45 UTC
Sent 20 Mar 2022, 0:20:15 UTC
Report deadline 28 Mar 2022, 0:20:15 UTC
Received 22 Mar 2022, 1:55:38 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 13372
Run time 1 hours 51 min 33 sec
CPU time 1 hours 50 min 27 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 10,868.58 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.71 GB
Peak swap size 4.47 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
n:574]	:	INFO	:	Epoch 1542 | loss: 0.0310895 | val_loss: 0.031202 | Time: 1305.17 ms
[2022-03-21 20:48:22	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0310968 | val_loss: 0.0311888 | Time: 1120.16 ms
[2022-03-21 20:48:24	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0311018 | val_loss: 0.0312418 | Time: 1277.5 ms
[2022-03-21 20:48:25	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0313626 | val_loss: 0.0312891 | Time: 1116.28 ms
[2022-03-21 20:48:26	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0312192 | val_loss: 0.0311968 | Time: 1301.95 ms
[2022-03-21 20:48:27	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0311394 | val_loss: 0.0311817 | Time: 1114.4 ms
[2022-03-21 20:48:29	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.031119 | val_loss: 0.031197 | Time: 1241.7 ms
[2022-03-21 20:48:30	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0311 | val_loss: 0.0311971 | Time: 1130.85 ms
[2022-03-21 20:48:31	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.03109 | val_loss: 0.0311869 | Time: 1246.74 ms
[2022-03-21 20:48:32	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0310851 | val_loss: 0.031205 | Time: 1154.41 ms
[2022-03-21 20:48:33	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.031082 | val_loss: 0.0311985 | Time: 1263.24 ms
[2022-03-21 20:48:35	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.0310856 | val_loss: 0.0311891 | Time: 1181.82 ms
[2022-03-21 20:48:36	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0310904 | val_loss: 0.0312004 | Time: 1227.37 ms
[2022-03-21 20:48:37	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0310888 | val_loss: 0.0312006 | Time: 1188.86 ms
[2022-03-21 20:48:38	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0310838 | val_loss: 0.0312035 | Time: 1194.14 ms
[2022-03-21 20:48:39	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0310874 | val_loss: 0.0311956 | Time: 1191.74 ms
[2022-03-21 20:48:41	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.0310868 | val_loss: 0.0311996 | Time: 1196.22 ms
[2022-03-21 20:48:42	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0310819 | val_loss: 0.0311966 | Time: 1201.77 ms
[2022-03-21 20:48:43	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0310841 | val_loss: 0.0311959 | Time: 1162.99 ms
[2022-03-21 20:48:44	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0310845 | val_loss: 0.0311969 | Time: 1262.55 ms
[2022-03-21 20:48:45	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.0310877 | val_loss: 0.031193 | Time: 1151.92 ms
[2022-03-21 20:48:47	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0310866 | val_loss: 0.0312018 | Time: 1261.53 ms
[2022-03-21 20:48:48	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0310845 | val_loss: 0.0311948 | Time: 1122.33 ms
[2022-03-21 20:48:49	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0310907 | val_loss: 0.0312048 | Time: 1267.48 ms
[2022-03-21 20:48:50	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0310874 | val_loss: 0.031201 | Time: 1110.18 ms
[2022-03-21 20:48:51	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0310873 | val_loss: 0.0311919 | Time: 1273.1 ms
[2022-03-21 20:48:53	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0310861 | val_loss: 0.0312036 | Time: 1112.16 ms
[2022-03-21 20:48:54	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0310832 | val_loss: 0.0312092 | Time: 1298.97 ms
[2022-03-21 20:48:55	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0310838 | val_loss: 0.0311949 | Time: 1115.27 ms
[2022-03-21 20:48:56	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0310843 | val_loss: 0.0311993 | Time: 1282.72 ms
[2022-03-21 20:48:57	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.031093 | val_loss: 0.0311887 | Time: 1133.49 ms
[2022-03-21 20:48:59	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0310885 | val_loss: 0.031197 | Time: 1297.81 ms
[2022-03-21 20:49:00	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0310784 | val_loss: 0.0312056 | Time: 1135.78 ms
[2022-03-21 20:49:01	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0310758 | val_loss: 0.031206 | Time: 1261 ms
[2022-03-21 20:49:02	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0310774 | val_loss: 0.0312077 | Time: 1152.31 ms
[2022-03-21 20:49:04	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0310817 | val_loss: 0.0312026 | Time: 1219.36 ms
[2022-03-21 20:49:05	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0310834 | val_loss: 0.0311948 | Time: 1217.93 ms
[2022-03-21 20:49:06	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0310855 | val_loss: 0.0312148 | Time: 1209.22 ms
[2022-03-21 20:49:07	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0310835 | val_loss: 0.0312063 | Time: 1196.63 ms
[2022-03-21 20:49:08	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0310861 | val_loss: 0.0312124 | Time: 1166.4 ms
[2022-03-21 20:49:10	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0310833 | val_loss: 0.0312039 | Time: 1250.69 ms
[2022-03-21 20:49:11	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0310883 | val_loss: 0.0312051 | Time: 1176.36 ms
[2022-03-21 20:49:12	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.031086 | val_loss: 0.0311945 | Time: 1215.1 ms
[2022-03-21 20:49:13	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0310867 | val_loss: 0.0312042 | Time: 1160.64 ms
[2022-03-21 20:49:14	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0310811 | val_loss: 0.0312015 | Time: 1253.49 ms
[2022-03-21 20:49:16	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0310839 | val_loss: 0.0312028 | Time: 1148.23 ms
[2022-03-21 20:49:17	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0310809 | val_loss: 0.031203 | Time: 1268.29 ms
[2022-03-21 20:49:18	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0310774 | val_loss: 0.0312041 | Time: 1127.79 ms
[2022-03-21 20:49:19	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0310787 | val_loss: 0.0311922 | Time: 1279.56 ms
[2022-03-21 20:49:20	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031081 | val_loss: 0.031212 | Time: 1113.76 ms
[2022-03-21 20:49:22	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0310838 | val_loss: 0.0311946 | Time: 1301.09 ms
[2022-03-21 20:49:23	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.031108 | val_loss: 0.0311929 | Time: 1113.96 ms
[2022-03-21 20:49:24	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0310969 | val_loss: 0.0312104 | Time: 1287.78 ms
[2022-03-21 20:49:25	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0310851 | val_loss: 0.0311932 | Time: 1116.32 ms
[2022-03-21 20:49:27	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0310827 | val_loss: 0.0312043 | Time: 1298.87 ms
[2022-03-21 20:49:28	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0310826 | val_loss: 0.0312021 | Time: 1113.79 ms
[2022-03-21 20:49:29	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0310763 | val_loss: 0.031212 | Time: 1305.38 ms
[2022-03-21 20:49:30	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0310756 | val_loss: 0.0312028 | Time: 1120.89 ms
[2022-03-21 20:49:31	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0310775 | val_loss: 0.0312118 | Time: 1266.86 ms
[2022-03-21 20:49:33	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0310828 | val_loss: 0.0312016 | Time: 1145.47 ms
[2022-03-21 20:49:34	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0310832 | val_loss: 0.0311998 | Time: 1242.11 ms
[2022-03-21 20:49:35	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0310796 | val_loss: 0.0311996 | Time: 1183.25 ms
[2022-03-21 20:49:36	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0310968 | val_loss: 0.0311966 | Time: 1238.86 ms
[2022-03-21 20:49:38	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310863 | val_loss: 0.0311941 | Time: 1198.92 ms
[2022-03-21 20:49:39	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310859 | val_loss: 0.0312053 | Time: 1185.42 ms
[2022-03-21 20:49:40	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0310869 | val_loss: 0.0312108 | Time: 1218.97 ms
[2022-03-21 20:49:41	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0310803 | val_loss: 0.0312221 | Time: 1185.14 ms
[2022-03-21 20:49:42	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0310723 | val_loss: 0.0312066 | Time: 1226.94 ms
[2022-03-21 20:49:43	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0310771 | val_loss: 0.0311967 | Time: 1137.23 ms
[2022-03-21 20:49:45	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0310911 | val_loss: 0.0311992 | Time: 1270.73 ms
[2022-03-21 20:49:46	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0310782 | val_loss: 0.0312127 | Time: 1147.64 ms
[2022-03-21 20:49:47	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0310781 | val_loss: 0.0312088 | Time: 1237.81 ms
[2022-03-21 20:49:48	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0310778 | val_loss: 0.0312081 | Time: 1131.66 ms
[2022-03-21 20:49:50	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0310806 | val_loss: 0.0311982 | Time: 1281.85 ms
[2022-03-21 20:49:51	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0310908 | val_loss: 0.0312045 | Time: 1111.47 ms
[2022-03-21 20:49:52	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0310838 | val_loss: 0.0312104 | Time: 1278.34 ms
[2022-03-21 20:49:53	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0310831 | val_loss: 0.0311961 | Time: 1115.36 ms
[2022-03-21 20:49:54	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0310836 | val_loss: 0.0312123 | Time: 1332.38 ms
[2022-03-21 20:49:56	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0310805 | val_loss: 0.0312015 | Time: 1121.69 ms
[2022-03-21 20:49:57	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.031076 | val_loss: 0.0311963 | Time: 1272.36 ms
[2022-03-21 20:49:58	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0310773 | val_loss: 0.0312179 | Time: 1112.68 ms
[2022-03-21 20:49:59	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0310768 | val_loss: 0.0312107 | Time: 1291.76 ms
[2022-03-21 20:50:00	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0310809 | val_loss: 0.0312011 | Time: 1130.74 ms
[2022-03-21 20:50:02	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0310795 | val_loss: 0.0312189 | Time: 1254.44 ms
[2022-03-21 20:50:03	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0310794 | val_loss: 0.0312086 | Time: 1159.87 ms
[2022-03-21 20:50:04	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0310826 | val_loss: 0.0312011 | Time: 1223.76 ms
[2022-03-21 20:50:05	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0310796 | val_loss: 0.0312144 | Time: 1166.27 ms
[2022-03-21 20:50:06	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.031082 | val_loss: 0.0312085 | Time: 1192.45 ms
[2022-03-21 20:50:08	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310749 | val_loss: 0.0312269 | Time: 1161.23 ms
[2022-03-21 20:50:09	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310817 | val_loss: 0.031193 | Time: 1175.03 ms
[2022-03-21 20:50:10	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0310774 | val_loss: 0.031221 | Time: 1228.21 ms
[2022-03-21 20:50:11	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310781 | val_loss: 0.0312001 | Time: 1176.42 ms
[2022-03-21 20:50:13	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0310749 | val_loss: 0.0312232 | Time: 1246.91 ms
[2022-03-21 20:50:14	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0310828 | val_loss: 0.0312006 | Time: 1140.21 ms
[2022-03-21 20:50:15	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0310799 | val_loss: 0.0312037 | Time: 1252.16 ms
[2022-03-21 20:50:16	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0310822 | val_loss: 0.0311953 | Time: 1116.79 ms
[2022-03-21 20:50:17	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.031086 | val_loss: 0.0312048 | Time: 1320.09 ms
[2022-03-21 20:50:18	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0310799 | val_loss: 0.0312034 | Time: 1120.23 ms
[2022-03-21 20:50:20	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0310753 | val_loss: 0.0311971 | Time: 1294.07 ms
[2022-03-21 20:50:21	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0310819 | val_loss: 0.0312013 | Time: 1112.7 ms
[2022-03-21 20:50:22	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0310823 | val_loss: 0.0312017 | Time: 1313.06 ms
[2022-03-21 20:50:23	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310718 | val_loss: 0.0312102 | Time: 1122.5 ms
[2022-03-21 20:50:25	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310699 | val_loss: 0.0312011 | Time: 1312.88 ms
[2022-03-21 20:50:26	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310741 | val_loss: 0.0312213 | Time: 1113.96 ms
[2022-03-21 20:50:27	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310753 | val_loss: 0.0311999 | Time: 1352.24 ms
[2022-03-21 20:50:28	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310799 | val_loss: 0.031221 | Time: 1108.83 ms
[2022-03-21 20:50:30	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031077 | val_loss: 0.031205 | Time: 1265.16 ms
[2022-03-21 20:50:31	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0310777 | val_loss: 0.0312102 | Time: 1145.72 ms
[2022-03-21 20:50:32	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310815 | val_loss: 0.031204 | Time: 1205.73 ms
[2022-03-21 20:50:33	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310736 | val_loss: 0.0312129 | Time: 1156.5 ms
[2022-03-21 20:50:34	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0310761 | val_loss: 0.0312246 | Time: 1292.63 ms
[2022-03-21 20:50:36	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310702 | val_loss: 0.0312177 | Time: 1190.3 ms
[2022-03-21 20:50:37	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310691 | val_loss: 0.0312081 | Time: 1213.71 ms
[2022-03-21 20:50:38	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310726 | val_loss: 0.0312085 | Time: 1197.34 ms
[2022-03-21 20:50:39	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310722 | val_loss: 0.0312089 | Time: 1192.37 ms
[2022-03-21 20:50:40	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031071 | val_loss: 0.0312098 | Time: 1212.46 ms
[2022-03-21 20:50:42	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310839 | val_loss: 0.0312011 | Time: 1157.27 ms
[2022-03-21 20:50:43	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310779 | val_loss: 0.0311987 | Time: 1232.61 ms
[2022-03-21 20:50:44	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310684 | val_loss: 0.0312223 | Time: 1182.37 ms
[2022-03-21 20:50:45	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310681 | val_loss: 0.0312252 | Time: 1250.68 ms
[2022-03-21 20:50:47	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310772 | val_loss: 0.0312168 | Time: 1175.92 ms
[2022-03-21 20:50:48	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310768 | val_loss: 0.0312054 | Time: 1267.67 ms
[2022-03-21 20:50:49	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310887 | val_loss: 0.0312101 | Time: 1164.88 ms
[2022-03-21 20:50:50	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.03109 | val_loss: 0.0311973 | Time: 1240.09 ms
[2022-03-21 20:50:51	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310774 | val_loss: 0.0312094 | Time: 1116.85 ms
[2022-03-21 20:50:53	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310727 | val_loss: 0.0312157 | Time: 1271.84 ms
[2022-03-21 20:50:54	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0310708 | val_loss: 0.0312003 | Time: 1123.98 ms
[2022-03-21 20:50:55	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310751 | val_loss: 0.0312048 | Time: 1296.97 ms
[2022-03-21 20:50:56	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310733 | val_loss: 0.0312109 | Time: 1115.83 ms
[2022-03-21 20:50:57	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0310725 | val_loss: 0.0312138 | Time: 1278.64 ms
[2022-03-21 20:50:59	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310737 | val_loss: 0.031218 | Time: 1120.49 ms
[2022-03-21 20:51:00	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310768 | val_loss: 0.0312149 | Time: 1340.65 ms
[2022-03-21 20:51:01	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310735 | val_loss: 0.0312046 | Time: 1114.47 ms
[2022-03-21 20:51:02	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.031068 | val_loss: 0.0312173 | Time: 1310.32 ms
[2022-03-21 20:51:04	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310689 | val_loss: 0.0312096 | Time: 1115.17 ms
[2022-03-21 20:51:05	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0310869 | val_loss: 0.0311944 | Time: 1241.06 ms
[2022-03-21 20:51:06	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031083 | val_loss: 0.0312061 | Time: 1153.64 ms
[2022-03-21 20:51:07	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310767 | val_loss: 0.0312087 | Time: 1278.43 ms
[2022-03-21 20:51:08	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310729 | val_loss: 0.0312136 | Time: 1148.32 ms
[2022-03-21 20:51:10	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310702 | val_loss: 0.0312081 | Time: 1227.62 ms
[2022-03-21 20:51:11	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310726 | val_loss: 0.0312094 | Time: 1202.24 ms
[2022-03-21 20:51:12	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310754 | val_loss: 0.0312055 | Time: 1227.73 ms
[2022-03-21 20:51:13	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310725 | val_loss: 0.031214 | Time: 1190.95 ms
[2022-03-21 20:51:14	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0310679 | val_loss: 0.0312058 | Time: 1214.94 ms
[2022-03-21 20:51:16	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310658 | val_loss: 0.0312056 | Time: 1262.34 ms
[2022-03-21 20:51:17	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0310674 | val_loss: 0.0312242 | Time: 1217.08 ms
[2022-03-21 20:51:18	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.03107 | val_loss: 0.0312101 | Time: 1191.96 ms
[2022-03-21 20:51:19	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310651 | val_loss: 0.0312207 | Time: 1168.89 ms
[2022-03-21 20:51:21	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310724 | val_loss: 0.0312251 | Time: 1259.96 ms
[2022-03-21 20:51:22	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310739 | val_loss: 0.0312095 | Time: 1140.68 ms
[2022-03-21 20:51:23	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310741 | val_loss: 0.0311995 | Time: 1251.51 ms
[2022-03-21 20:51:24	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310675 | val_loss: 0.0312313 | Time: 1135.79 ms
[2022-03-21 20:51:25	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310635 | val_loss: 0.0312259 | Time: 1310.53 ms
[2022-03-21 20:51:27	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0310618 | val_loss: 0.0312077 | Time: 1121.04 ms
[2022-03-21 20:51:28	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310698 | val_loss: 0.0312059 | Time: 1306.63 ms
[2022-03-21 20:51:29	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0310714 | val_loss: 0.0312088 | Time: 1113.2 ms
[2022-03-21 20:51:30	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310654 | val_loss: 0.0312167 | Time: 1319.26 ms
[2022-03-21 20:51:32	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310743 | val_loss: 0.0312106 | Time: 1119.76 ms
[2022-03-21 20:51:33	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310748 | val_loss: 0.0312128 | Time: 1300.54 ms
[2022-03-21 20:51:34	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310709 | val_loss: 0.0312158 | Time: 1114.52 ms
[2022-03-21 20:51:35	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310683 | val_loss: 0.0312095 | Time: 1290.2 ms
[2022-03-21 20:51:36	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310644 | val_loss: 0.0312219 | Time: 1114.59 ms
[2022-03-21 20:51:38	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310616 | val_loss: 0.031203 | Time: 1298.76 ms
[2022-03-21 20:51:39	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310647 | val_loss: 0.0312294 | Time: 1127.35 ms
[2022-03-21 20:51:40	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.031064 | val_loss: 0.0312057 | Time: 1298.17 ms
[2022-03-21 20:51:41	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310659 | val_loss: 0.0312136 | Time: 1143.81 ms
[2022-03-21 20:51:43	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310634 | val_loss: 0.0312229 | Time: 1233.31 ms
[2022-03-21 20:51:44	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310661 | val_loss: 0.031225 | Time: 1161.76 ms
[2022-03-21 20:51:45	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310706 | val_loss: 0.0312321 | Time: 1251.44 ms
[2022-03-21 20:51:46	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310676 | val_loss: 0.0312103 | Time: 1196.25 ms
[2022-03-21 20:51:47	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310684 | val_loss: 0.0312213 | Time: 1272.25 ms
[2022-03-21 20:51:49	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310675 | val_loss: 0.0312129 | Time: 1235.75 ms
[2022-03-21 20:51:50	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310686 | val_loss: 0.0312181 | Time: 1222.31 ms
[2022-03-21 20:51:51	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310675 | val_loss: 0.0312152 | Time: 1213.47 ms
[2022-03-21 20:51:52	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310671 | val_loss: 0.0312122 | Time: 1195.32 ms
[2022-03-21 20:51:54	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031071 | val_loss: 0.0312196 | Time: 1254.14 ms
[2022-03-21 20:51:55	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310646 | val_loss: 0.0312134 | Time: 1181.13 ms
[2022-03-21 20:51:56	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310665 | val_loss: 0.0312175 | Time: 1232.45 ms
[2022-03-21 20:51:57	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310611 | val_loss: 0.031214 | Time: 1152.14 ms
[2022-03-21 20:51:58	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310664 | val_loss: 0.0312248 | Time: 1247.84 ms
[2022-03-21 20:52:00	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310649 | val_loss: 0.0312192 | Time: 1138.12 ms
[2022-03-21 20:52:01	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310647 | val_loss: 0.0312248 | Time: 1300.7 ms
[2022-03-21 20:52:02	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310644 | val_loss: 0.0312276 | Time: 1122.79 ms
[2022-03-21 20:52:03	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0310681 | val_loss: 0.0312215 | Time: 1321.37 ms
[2022-03-21 20:52:04	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0310677 | val_loss: 0.0312031 | Time: 1126.51 ms
[2022-03-21 20:52:06	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310672 | val_loss: 0.0312191 | Time: 1311.26 ms
[2022-03-21 20:52:07	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310711 | val_loss: 0.0312198 | Time: 1118.08 ms
[2022-03-21 20:52:08	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310688 | val_loss: 0.0312153 | Time: 1311.21 ms
[2022-03-21 20:52:09	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.031071 | val_loss: 0.0312135 | Time: 1115.31 ms
[2022-03-21 20:52:11	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310726 | val_loss: 0.0312238 | Time: 1269.09 ms
[2022-03-21 20:52:12	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310664 | val_loss: 0.0312207 | Time: 1116.51 ms
[2022-03-21 20:52:13	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0310704 | val_loss: 0.0312138 | Time: 1295.73 ms
[2022-03-21 20:52:14	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0310751 | val_loss: 0.031222 | Time: 1118.11 ms
[2022-03-21 20:52:15	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310684 | val_loss: 0.031227 | Time: 1287.27 ms
[2022-03-21 20:52:17	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0310771 | val_loss: 0.0312244 | Time: 1132.22 ms
[2022-03-21 20:52:18	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0310747 | val_loss: 0.0312148 | Time: 1308.89 ms
[2022-03-21 20:52:19	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310681 | val_loss: 0.0312222 | Time: 1156.93 ms
[2022-03-21 20:52:20	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310627 | val_loss: 0.0312147 | Time: 1303.46 ms
[2022-03-21 20:52:22	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0310637 | val_loss: 0.0312072 | Time: 1159.94 ms
[2022-03-21 20:52:23	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0310626 | val_loss: 0.0312405 | Time: 1243.31 ms
[2022-03-21 20:52:24	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0310594 | val_loss: 0.0312384 | Time: 1182.46 ms
[2022-03-21 20:52:25	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0310578 | val_loss: 0.0312229 | Time: 1212.11 ms
[2022-03-21 20:52:26	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0310618 | val_loss: 0.0312202 | Time: 1181.94 ms
[2022-03-21 20:52:28	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310672 | val_loss: 0.0312147 | Time: 1205.39 ms
[2022-03-21 20:52:29	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0310679 | val_loss: 0.0312109 | Time: 1195.2 ms
[2022-03-21 20:52:30	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0310671 | val_loss: 0.0312266 | Time: 1202.74 ms
[2022-03-21 20:52:31	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0310668 | val_loss: 0.0312085 | Time: 1241.16 ms
[2022-03-21 20:52:32	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0310693 | val_loss: 0.0312223 | Time: 1179.62 ms
[2022-03-21 20:52:34	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0310676 | val_loss: 0.0312119 | Time: 1241.62 ms
[2022-03-21 20:52:35	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0310705 | val_loss: 0.0312207 | Time: 1170.86 ms
[2022-03-21 20:52:36	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0310643 | val_loss: 0.0312094 | Time: 1231.59 ms
[2022-03-21 20:52:37	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0310663 | val_loss: 0.0312276 | Time: 1134.96 ms
[2022-03-21 20:52:39	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0310647 | val_loss: 0.0312237 | Time: 1250.91 ms
[2022-03-21 20:52:40	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0310654 | val_loss: 0.0312158 | Time: 1120.51 ms
[2022-03-21 20:52:41	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.031064 | val_loss: 0.0312288 | Time: 1326.8 ms
[2022-03-21 20:52:42	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310585 | val_loss: 0.0312266 | Time: 1124.33 ms
[2022-03-21 20:52:44	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0310604 | val_loss: 0.0312157 | Time: 1307.19 ms
[2022-03-21 20:52:45	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0310636 | val_loss: 0.0312488 | Time: 1119.82 ms
[2022-03-21 20:52:46	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0310711 | val_loss: 0.0312223 | Time: 1290.27 ms
[2022-03-21 20:52:47	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0310692 | val_loss: 0.031208 | Time: 1119.18 ms
[2022-03-21 20:52:48	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031065 | val_loss: 0.0312255 | Time: 1313.17 ms
[2022-03-21 20:52:50	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0310605 | val_loss: 0.031243 | Time: 1122.17 ms
[2022-03-21 20:52:51	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0310659 | val_loss: 0.0312201 | Time: 1302.49 ms
[2022-03-21 20:52:52	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0310606 | val_loss: 0.0312249 | Time: 1134.94 ms
[2022-03-21 20:52:53	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0310589 | val_loss: 0.0312143 | Time: 1337.18 ms
[2022-03-21 20:52:54	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310568 | val_loss: 0.031225 | Time: 1152.21 ms
[2022-03-21 20:52:56	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0310636 | val_loss: 0.0312129 | Time: 1273.47 ms
[2022-03-21 20:52:57	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310624 | val_loss: 0.0312235 | Time: 1130.43 ms
[2022-03-21 20:52:58	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310623 | val_loss: 0.0312335 | Time: 1280.02 ms
[2022-03-21 20:52:59	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0310598 | val_loss: 0.0312312 | Time: 1155.25 ms
[2022-03-21 20:53:01	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310652 | val_loss: 0.0312155 | Time: 1208.15 ms
[2022-03-21 20:53:02	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310621 | val_loss: 0.0312118 | Time: 1180.81 ms
[2022-03-21 20:53:03	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310634 | val_loss: 0.0312239 | Time: 1204.75 ms
[2022-03-21 20:53:04	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0310596 | val_loss: 0.031222 | Time: 1183.02 ms
[2022-03-21 20:53:05	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310627 | val_loss: 0.031237 | Time: 1198.98 ms
[2022-03-21 20:53:07	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0310604 | val_loss: 0.031229 | Time: 1207.28 ms
[2022-03-21 20:53:08	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310588 | val_loss: 0.0312389 | Time: 1186.92 ms
[2022-03-21 20:53:09	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0310638 | val_loss: 0.0312134 | Time: 1274.6 ms
[2022-03-21 20:53:10	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0310683 | val_loss: 0.0312209 | Time: 1169.06 ms
[2022-03-21 20:53:11	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.031066 | val_loss: 0.0312152 | Time: 1256.31 ms
[2022-03-21 20:53:13	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0310667 | val_loss: 0.031218 | Time: 1128.26 ms
[2022-03-21 20:53:14	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0310653 | val_loss: 0.031217 | Time: 1276.6 ms
[2022-03-21 20:53:15	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0310609 | val_loss: 0.0312186 | Time: 1195.44 ms
[2022-03-21 20:53:16	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0310644 | val_loss: 0.0312301 | Time: 1252.38 ms
[2022-03-21 20:53:18	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0310554 | val_loss: 0.0312325 | Time: 1127.89 ms
[2022-03-21 20:53:19	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0310587 | val_loss: 0.0312277 | Time: 1317.22 ms
[2022-03-21 20:53:20	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0310632 | val_loss: 0.0312044 | Time: 1115.94 ms
[2022-03-21 20:53:21	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0310737 | val_loss: 0.0312279 | Time: 1324.47 ms
[2022-03-21 20:53:23	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310727 | val_loss: 0.0312222 | Time: 1178.52 ms
[2022-03-21 20:53:24	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310615 | val_loss: 0.0312168 | Time: 1268.78 ms
[2022-03-21 20:53:25	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0310672 | val_loss: 0.0312123 | Time: 1120.06 ms
[2022-03-21 20:53:26	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310675 | val_loss: 0.03123 | Time: 1270.45 ms
[2022-03-21 20:53:27	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0310649 | val_loss: 0.0312067 | Time: 1115.66 ms
[2022-03-21 20:53:29	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310603 | val_loss: 0.0312328 | Time: 1302.75 ms
[2022-03-21 20:53:30	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310624 | val_loss: 0.0312173 | Time: 1123.4 ms
[2022-03-21 20:53:31	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0310668 | val_loss: 0.0312216 | Time: 1300.7 ms
[2022-03-21 20:53:32	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310667 | val_loss: 0.0312181 | Time: 1137.46 ms
[2022-03-21 20:53:33	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310636 | val_loss: 0.0312142 | Time: 1253.56 ms
[2022-03-21 20:53:35	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310668 | val_loss: 0.0312024 | Time: 1183.57 ms
[2022-03-21 20:53:36	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0310678 | val_loss: 0.031217 | Time: 1223.28 ms
[2022-03-21 20:53:37	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.031063 | val_loss: 0.0312322 | Time: 1186.14 ms
[2022-03-21 20:53:38	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0310604 | val_loss: 0.0312275 | Time: 1212.6 ms
[2022-03-21 20:53:40	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.031061 | val_loss: 0.0312228 | Time: 1228.22 ms
[2022-03-21 20:53:41	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0310584 | val_loss: 0.0312243 | Time: 1215.31 ms
[2022-03-21 20:53:42	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0310674 | val_loss: 0.03121 | Time: 1207.01 ms
[2022-03-21 20:53:43	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0310651 | val_loss: 0.0312288 | Time: 1228.58 ms
[2022-03-21 20:53:44	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0310616 | val_loss: 0.0312258 | Time: 1203.89 ms
[2022-03-21 20:53:46	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0310596 | val_loss: 0.0312314 | Time: 1167.96 ms
[2022-03-21 20:53:47	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0310585 | val_loss: 0.0312197 | Time: 1225.44 ms
[2022-03-21 20:53:48	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031066 | val_loss: 0.0312213 | Time: 1134.81 ms
[2022-03-21 20:53:49	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0310647 | val_loss: 0.0312299 | Time: 1263.05 ms
[2022-03-21 20:53:50	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0310647 | val_loss: 0.0312274 | Time: 1117.56 ms
[2022-03-21 20:53:52	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0310757 | val_loss: 0.031213 | Time: 1285.12 ms
[2022-03-21 20:53:53	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311209 | val_loss: 0.031184 | Time: 1117.25 ms
[2022-03-21 20:53:54	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311337 | val_loss: 0.031186 | Time: 1328.09 ms
[2022-03-21 20:53:55	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311187 | val_loss: 0.0311959 | Time: 1122.04 ms
[2022-03-21 20:53:57	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0310966 | val_loss: 0.031198 | Time: 1285.17 ms
[2022-03-21 20:53:58	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0310798 | val_loss: 0.031214 | Time: 1117.63 ms
[2022-03-21 20:53:59	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0310703 | val_loss: 0.0312175 | Time: 1296.45 ms
[2022-03-21 20:54:00	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0310649 | val_loss: 0.0312232 | Time: 1121.72 ms
[2022-03-21 20:54:01	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0310642 | val_loss: 0.031229 | Time: 1271.13 ms
[2022-03-21 20:54:03	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0310625 | val_loss: 0.031228 | Time: 1134.98 ms
[2022-03-21 20:54:04	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0310613 | val_loss: 0.0312182 | Time: 1263.35 ms
[2022-03-21 20:54:05	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031063 | val_loss: 0.0312175 | Time: 1152.3 ms
[2022-03-21 20:54:06	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310579 | val_loss: 0.0312248 | Time: 1244.59 ms
[2022-03-21 20:54:07	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310676 | val_loss: 0.0312213 | Time: 1174.01 ms
[2022-03-21 20:54:09	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0310639 | val_loss: 0.0312299 | Time: 1228.61 ms
[2022-03-21 20:54:10	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0310604 | val_loss: 0.0312136 | Time: 1214.34 ms
[2022-03-21 20:54:11	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0310606 | val_loss: 0.0312094 | Time: 1184.78 ms
[2022-03-21 20:54:12	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0310576 | val_loss: 0.0312185 | Time: 1203.49 ms
[2022-03-21 20:54:14	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0310558 | val_loss: 0.0312214 | Time: 1221.1 ms
[2022-03-21 20:54:15	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0310557 | val_loss: 0.0312333 | Time: 1235.16 ms
[2022-03-21 20:54:16	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031058 | val_loss: 0.0312362 | Time: 1174.53 ms
[2022-03-21 20:54:17	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0310544 | val_loss: 0.0312292 | Time: 1254.66 ms
[2022-03-21 20:54:18	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0310588 | val_loss: 0.0312302 | Time: 1170.68 ms
[2022-03-21 20:54:20	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0310553 | val_loss: 0.0312407 | Time: 1225.09 ms
[2022-03-21 20:54:21	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.031053 | val_loss: 0.0312139 | Time: 1124.25 ms
[2022-03-21 20:54:22	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0310618 | val_loss: 0.0312173 | Time: 1265.57 ms
[2022-03-21 20:54:23	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0310646 | val_loss: 0.0312156 | Time: 1115.48 ms
[2022-03-21 20:54:24	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.031059 | val_loss: 0.0312283 | Time: 1314.04 ms
[2022-03-21 20:54:26	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0310624 | val_loss: 0.0312291 | Time: 1118.51 ms
[2022-03-21 20:54:27	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0310624 | val_loss: 0.0312199 | Time: 1287.52 ms
[2022-03-21 20:54:28	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0310606 | val_loss: 0.0312166 | Time: 1120.63 ms
[2022-03-21 20:54:29	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0310625 | val_loss: 0.0312151 | Time: 1307.81 ms
[2022-03-21 20:54:30	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310665 | val_loss: 0.0312343 | Time: 1121.17 ms
[2022-03-21 20:54:32	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0310686 | val_loss: 0.0312137 | Time: 1276.43 ms
[2022-03-21 20:54:33	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0310635 | val_loss: 0.0312004 | Time: 1114.85 ms
[2022-03-21 20:54:34	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0310626 | val_loss: 0.0312248 | Time: 1266.41 ms
[2022-03-21 20:54:35	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0310627 | val_loss: 0.0312159 | Time: 1144.26 ms
[2022-03-21 20:54:37	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0310572 | val_loss: 0.0312187 | Time: 1249.09 ms
[2022-03-21 20:54:38	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031059 | val_loss: 0.03122 | Time: 1156.83 ms
[2022-03-21 20:54:39	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310575 | val_loss: 0.0312122 | Time: 1232.29 ms
[2022-03-21 20:54:40	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0310591 | val_loss: 0.0312404 | Time: 1166.56 ms
[2022-03-21 20:54:41	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.031058 | val_loss: 0.0312182 | Time: 1197.72 ms
[2022-03-21 20:54:43	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0310559 | val_loss: 0.031223 | Time: 1240.31 ms
[2022-03-21 20:54:44	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0310557 | val_loss: 0.0312293 | Time: 1163.27 ms
[2022-03-21 20:54:45	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0310558 | val_loss: 0.0312309 | Time: 1247.57 ms
[2022-03-21 20:54:46	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0310591 | val_loss: 0.0312245 | Time: 1202.27 ms
[2022-03-21 20:54:47	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0310706 | val_loss: 0.0312122 | Time: 1237.58 ms
[2022-03-21 20:54:49	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0310592 | val_loss: 0.0312116 | Time: 1149.65 ms
[2022-03-21 20:54:50	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0310663 | val_loss: 0.0312259 | Time: 1252.51 ms
[2022-03-21 20:54:51	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0310609 | val_loss: 0.0312228 | Time: 1136.72 ms
[2022-03-21 20:54:52	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0310651 | val_loss: 0.0312074 | Time: 1284.45 ms
[2022-03-21 20:54:53	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0310648 | val_loss: 0.0312218 | Time: 1114.68 ms
[2022-03-21 20:54:55	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.03106 | val_loss: 0.0312179 | Time: 1301.23 ms
[2022-03-21 20:54:56	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0310553 | val_loss: 0.0312151 | Time: 1116.78 ms
[2022-03-21 20:54:57	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.031058 | val_loss: 0.0312229 | Time: 1294.05 ms
[2022-03-21 20:54:58	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0310556 | val_loss: 0.0312467 | Time: 1116.27 ms
[2022-03-21 20:55:00	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0310587 | val_loss: 0.0312243 | Time: 1313.83 ms
[2022-03-21 20:55:01	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.031053 | val_loss: 0.0312241 | Time: 1120 ms
[2022-03-21 20:55:02	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0310544 | val_loss: 0.0312155 | Time: 1311.38 ms
[2022-03-21 20:55:03	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0310532 | val_loss: 0.0312312 | Time: 1122.04 ms
[2022-03-21 20:55:04	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0310611 | val_loss: 0.0312249 | Time: 1293.78 ms
[2022-03-21 20:55:06	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0310583 | val_loss: 0.0312213 | Time: 1132.72 ms
[2022-03-21 20:55:07	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0310591 | val_loss: 0.0312438 | Time: 1291.23 ms
[2022-03-21 20:55:08	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031062 | val_loss: 0.031219 | Time: 1136.66 ms
[2022-03-21 20:55:09	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0310658 | val_loss: 0.0312211 | Time: 1271.21 ms
[2022-03-21 20:55:10	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0310575 | val_loss: 0.0312237 | Time: 1159.43 ms
[2022-03-21 20:55:12	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0310569 | val_loss: 0.0312094 | Time: 1238.04 ms
[2022-03-21 20:55:13	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031062 | val_loss: 0.0312223 | Time: 1191.88 ms
[2022-03-21 20:55:14	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0310604 | val_loss: 0.0312203 | Time: 1197.45 ms
[2022-03-21 20:55:15	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0310583 | val_loss: 0.0312423 | Time: 1190.92 ms
[2022-03-21 20:55:17	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0310541 | val_loss: 0.0312137 | Time: 1210.39 ms
[2022-03-21 20:55:18	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0310515 | val_loss: 0.031242 | Time: 1241.39 ms
[2022-03-21 20:55:19	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0310531 | val_loss: 0.0312225 | Time: 1219.51 ms
[2022-03-21 20:55:20	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0310499 | val_loss: 0.0312252 | Time: 1254.79 ms
[2022-03-21 20:55:22	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0310563 | val_loss: 0.0312258 | Time: 1194.66 ms
[2022-03-21 20:55:23	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0310506 | val_loss: 0.0312278 | Time: 1225.3 ms
[2022-03-21 20:55:24	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0310514 | val_loss: 0.0312198 | Time: 1142.07 ms
[2022-03-21 20:55:25	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0310512 | val_loss: 0.0312197 | Time: 1296.89 ms
[2022-03-21 20:55:26	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0310603 | val_loss: 0.0312288 | Time: 1154.19 ms
[2022-03-21 20:55:28	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0310576 | val_loss: 0.0312251 | Time: 1261.73 ms
[2022-03-21 20:55:29	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0310613 | val_loss: 0.0312124 | Time: 1118.39 ms
[2022-03-21 20:55:30	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0310557 | val_loss: 0.0312385 | Time: 1311.39 ms
[2022-03-21 20:55:31	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0310506 | val_loss: 0.0312095 | Time: 1106.49 ms
[2022-03-21 20:55:32	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0310561 | val_loss: 0.0312277 | Time: 1299.52 ms
[2022-03-21 20:55:34	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0310561 | val_loss: 0.0312216 | Time: 1119.6 ms
[2022-03-21 20:55:35	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0310535 | val_loss: 0.0312227 | Time: 1326.08 ms
[2022-03-21 20:55:36	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0310508 | val_loss: 0.0312373 | Time: 1110.96 ms
[2022-03-21 20:55:37	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0310824 | val_loss: 0.0312039 | Time: 1300.04 ms
[2022-03-21 20:55:39	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0310798 | val_loss: 0.0312141 | Time: 1120.97 ms
[2022-03-21 20:55:40	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0310614 | val_loss: 0.0312279 | Time: 1269.98 ms
[2022-03-21 20:55:41	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0310657 | val_loss: 0.0312298 | Time: 1123.99 ms
[2022-03-21 20:55:42	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031063 | val_loss: 0.0312164 | Time: 1282.99 ms
[2022-03-21 20:55:43	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0310602 | val_loss: 0.0312212 | Time: 1152.24 ms
[2022-03-21 20:55:45	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.031059 | val_loss: 0.0312397 | Time: 1259.52 ms
[2022-03-21 20:55:46	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0310556 | val_loss: 0.0312411 | Time: 1153.7 ms
[2022-03-21 20:55:47	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0310597 | val_loss: 0.0312258 | Time: 1226.07 ms
[2022-03-21 20:55:48	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0310588 | val_loss: 0.0312218 | Time: 1276.59 ms
[2022-03-21 20:55:50	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0310668 | val_loss: 0.0312104 | Time: 1341.79 ms
[2022-03-21 20:55:51	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0310748 | val_loss: 0.0312289 | Time: 1154.92 ms
[2022-03-21 20:55:52	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0310698 | val_loss: 0.0312142 | Time: 1282.06 ms
[2022-03-21 20:55:53	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0310643 | val_loss: 0.0312277 | Time: 1188.53 ms
[2022-03-21 20:55:55	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310677 | val_loss: 0.0312173 | Time: 1213.67 ms
[2022-03-21 20:55:56	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310684 | val_loss: 0.0312093 | Time: 1184.99 ms
[2022-03-21 20:55:57	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031062 | val_loss: 0.031233 | Time: 1186.04 ms
[2022-03-21 20:55:58	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0310602 | val_loss: 0.0312209 | Time: 1221.38 ms
[2022-03-21 20:55:59	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0310565 | val_loss: 0.0312182 | Time: 1175.02 ms
[2022-03-21 20:56:01	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0310598 | val_loss: 0.0312355 | Time: 1248.93 ms
[2022-03-21 20:56:02	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0310513 | val_loss: 0.0312229 | Time: 1172.04 ms
[2022-03-21 20:56:03	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0310557 | val_loss: 0.0312187 | Time: 1256.27 ms
[2022-03-21 20:56:04	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0310504 | val_loss: 0.0312354 | Time: 1126.84 ms
[2022-03-21 20:56:05	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.031053 | val_loss: 0.0312252 | Time: 1285.67 ms
[2022-03-21 20:56:07	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0310477 | val_loss: 0.0312228 | Time: 1130.52 ms
[2022-03-21 20:56:08	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0310567 | val_loss: 0.0312246 | Time: 1292.56 ms
[2022-03-21 20:56:09	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0310608 | val_loss: 0.0312232 | Time: 1118.94 ms
[2022-03-21 20:56:10	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.031061 | val_loss: 0.0312284 | Time: 1339.83 ms
[2022-03-21 20:56:11	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0310654 | val_loss: 0.03122 | Time: 1116.89 ms
[2022-03-21 20:56:13	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.031065 | val_loss: 0.031243 | Time: 1317.23 ms
[2022-03-21 20:56:14	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310612 | val_loss: 0.0312289 | Time: 1114.9 ms
[2022-03-21 20:56:15	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0310629 | val_loss: 0.0312122 | Time: 1313.36 ms
[2022-03-21 20:56:16	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0310627 | val_loss: 0.0312191 | Time: 1128.02 ms
[2022-03-21 20:56:18	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310671 | val_loss: 0.0312191 | Time: 1319.96 ms
[2022-03-21 20:56:19	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0310604 | val_loss: 0.0312145 | Time: 1119.72 ms
[2022-03-21 20:56:20	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031058 | val_loss: 0.0312395 | Time: 1320.14 ms
[2022-03-21 20:56:21	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0310553 | val_loss: 0.0312228 | Time: 1122.24 ms
[2022-03-21 20:56:23	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0310595 | val_loss: 0.0312124 | Time: 1268.47 ms
[2022-03-21 20:56:24	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0310623 | val_loss: 0.0312307 | Time: 1150.97 ms
[2022-03-21 20:56:25	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0310605 | val_loss: 0.0312239 | Time: 1248.18 ms
[2022-03-21 20:56:26	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0310632 | val_loss: 0.0312304 | Time: 1168.35 ms
[2022-03-21 20:56:27	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0310529 | val_loss: 0.0312206 | Time: 1255.68 ms
[2022-03-21 20:56:29	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0310568 | val_loss: 0.0312205 | Time: 1173.96 ms
[2022-03-21 20:56:30	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310591 | val_loss: 0.0312236 | Time: 1249.02 ms
[2022-03-21 20:56:31	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0310529 | val_loss: 0.0312282 | Time: 1190.58 ms
[2022-03-21 20:56:32	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0310499 | val_loss: 0.0312301 | Time: 1265.12 ms
[2022-03-21 20:56:34	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0310521 | val_loss: 0.0312352 | Time: 1181.37 ms
[2022-03-21 20:56:35	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0310536 | val_loss: 0.0312404 | Time: 1202.72 ms
[2022-03-21 20:56:36	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0310514 | val_loss: 0.0312228 | Time: 1212.9 ms
[2022-03-21 20:56:37	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0310563 | val_loss: 0.0312525 | Time: 1166.08 ms
[2022-03-21 20:56:38	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0310515 | val_loss: 0.0312273 | Time: 1222.43 ms
[2022-03-21 20:56:40	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310518 | val_loss: 0.0312335 | Time: 1143.42 ms
[2022-03-21 20:56:41	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.031058 | val_loss: 0.0312249 | Time: 1255.01 ms
[2022-03-21 20:56:42	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0310558 | val_loss: 0.0312166 | Time: 1144.17 ms
[2022-03-21 20:56:43	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0310489 | val_loss: 0.0312272 | Time: 1273.48 ms
[2022-03-21 20:56:44	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.03108 | val_loss: 0.0312018 | Time: 1121.33 ms
[2022-03-21 20:56:46	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0310896 | val_loss: 0.0312197 | Time: 1304.4 ms
[2022-03-21 20:56:47	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0310767 | val_loss: 0.0312245 | Time: 1140.39 ms
[2022-03-21 20:56:48	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0310699 | val_loss: 0.0312129 | Time: 1300.9 ms
[2022-03-21 20:56:49	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0310674 | val_loss: 0.0312256 | Time: 1220.47 ms
[2022-03-21 20:56:51	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310589 | val_loss: 0.0312287 | Time: 1279.25 ms
[2022-03-21 20:56:52	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0310567 | val_loss: 0.0312319 | Time: 1117.84 ms
[2022-03-21 20:56:53	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0310601 | val_loss: 0.0312243 | Time: 1298.18 ms
[2022-03-21 20:56:54	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0310577 | val_loss: 0.0312182 | Time: 1119.73 ms
[2022-03-21 20:56:56	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0310524 | val_loss: 0.0312368 | Time: 1336.15 ms
[2022-03-21 20:56:57	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310481 | val_loss: 0.0312314 | Time: 1118.5 ms
[2022-03-21 20:56:58	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0310499 | val_loss: 0.0312326 | Time: 1286.98 ms
[2022-03-21 20:56:59	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0310508 | val_loss: 0.0312398 | Time: 1131.88 ms
[2022-03-21 20:57:00	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0310477 | val_loss: 0.0312396 | Time: 1245.77 ms
[2022-03-21 20:57:02	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0310508 | val_loss: 0.0312113 | Time: 1166.18 ms
[2022-03-21 20:57:03	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0310533 | val_loss: 0.0312343 | Time: 1248.83 ms
[2022-03-21 20:57:04	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031052 | val_loss: 0.0312281 | Time: 1154.67 ms
[2022-03-21 20:57:05	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310504 | val_loss: 0.0312294 | Time: 1236.96 ms
[2022-03-21 20:57:06	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310614 | val_loss: 0.0312053 | Time: 1190.65 ms
[2022-03-21 20:57:08	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311073 | val_loss: 0.0312028 | Time: 1193.02 ms
[2022-03-21 20:57:09	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310935 | val_loss: 0.0312097 | Time: 1217.1 ms
[2022-03-21 20:57:10	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0310732 | val_loss: 0.0312318 | Time: 1177.47 ms
[2022-03-21 20:57:11	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0310682 | val_loss: 0.03122 | Time: 1232.44 ms
[2022-03-21 20:57:12	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0310593 | val_loss: 0.0312186 | Time: 1163.09 ms
[2022-03-21 20:57:14	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0310608 | val_loss: 0.0312255 | Time: 1243.93 ms
[2022-03-21 20:57:15	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031054 | val_loss: 0.03123 | Time: 1166.15 ms
[2022-03-21 20:57:16	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0310513 | val_loss: 0.0312255 | Time: 1271.43 ms
[2022-03-21 20:57:17	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0310545 | val_loss: 0.0312202 | Time: 1133.4 ms
[2022-03-21 20:57:19	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0310526 | val_loss: 0.0312228 | Time: 1294.8 ms
[2022-03-21 20:57:20	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0310493 | val_loss: 0.03124 | Time: 1122.98 ms
[2022-03-21 20:57:21	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0310486 | val_loss: 0.0312184 | Time: 1270.4 ms
[2022-03-21 20:57:22	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0310476 | val_loss: 0.0312347 | Time: 1112.67 ms
[2022-03-21 20:57:23	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0310566 | val_loss: 0.0312281 | Time: 1324.39 ms
[2022-03-21 20:57:25	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310528 | val_loss: 0.0312283 | Time: 1117.5 ms
[2022-03-21 20:57:26	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310485 | val_loss: 0.0312293 | Time: 1311.51 ms
[2022-03-21 20:57:27	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310504 | val_loss: 0.0312242 | Time: 1121.46 ms
[2022-03-21 20:57:28	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0310524 | val_loss: 0.0312459 | Time: 1292.59 ms
[2022-03-21 20:57:29	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310516 | val_loss: 0.0312183 | Time: 1122.35 ms
[2022-03-21 20:57:31	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310524 | val_loss: 0.0312247 | Time: 1337.11 ms
[2022-03-21 20:57:32	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0310518 | val_loss: 0.0312337 | Time: 1120.53 ms
[2022-03-21 20:57:33	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0310545 | val_loss: 0.0312267 | Time: 1266.86 ms
[2022-03-21 20:57:34	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0310468 | val_loss: 0.0312444 | Time: 1132.14 ms
[2022-03-21 20:57:36	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0310439 | val_loss: 0.0312254 | Time: 1273.53 ms
[2022-03-21 20:57:37	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0310484 | val_loss: 0.0312324 | Time: 1160.5 ms
[2022-03-21 20:57:38	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0310457 | val_loss: 0.0312389 | Time: 1208.79 ms
[2022-03-21 20:57:39	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0310499 | val_loss: 0.0312304 | Time: 1178.78 ms
[2022-03-21 20:57:40	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0310528 | val_loss: 0.0312344 | Time: 1220.41 ms
[2022-03-21 20:57:42	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0310512 | val_loss: 0.0312185 | Time: 1211.69 ms
[2022-03-21 20:57:43	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0310566 | val_loss: 0.0312339 | Time: 1194.93 ms
[2022-03-21 20:57:44	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0310565 | val_loss: 0.0312272 | Time: 1203.48 ms
[2022-03-21 20:57:45	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0310735 | val_loss: 0.0312146 | Time: 1198.18 ms
[2022-03-21 20:57:47	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0310808 | val_loss: 0.0312052 | Time: 1234.94 ms
[2022-03-21 20:57:48	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0310657 | val_loss: 0.0312254 | Time: 1158.92 ms
[2022-03-21 20:57:49	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.031063 | val_loss: 0.0312344 | Time: 1225.47 ms
[2022-03-21 20:57:50	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0310598 | val_loss: 0.0312311 | Time: 1245.54 ms
[2022-03-21 20:57:51	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0310551 | val_loss: 0.0312493 | Time: 1250.33 ms
[2022-03-21 20:57:53	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0310522 | val_loss: 0.0312361 | Time: 1136.48 ms
[2022-03-21 20:57:54	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0310649 | val_loss: 0.0312065 | Time: 1321.94 ms
[2022-03-21 20:57:55	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0310935 | val_loss: 0.0312082 | Time: 1130.95 ms
[2022-03-21 20:57:56	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0310805 | val_loss: 0.0312147 | Time: 1337.5 ms
[2022-03-21 20:57:58	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0310742 | val_loss: 0.0312189 | Time: 1124.45 ms
[2022-03-21 20:57:59	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0310608 | val_loss: 0.0312259 | Time: 1325.74 ms
[2022-03-21 20:58:00	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0310534 | val_loss: 0.0312264 | Time: 1120.13 ms
[2022-03-21 20:58:01	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310518 | val_loss: 0.0312257 | Time: 1272.67 ms
[2022-03-21 20:58:02	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310498 | val_loss: 0.0312302 | Time: 1116.96 ms
[2022-03-21 20:58:04	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0310549 | val_loss: 0.0312326 | Time: 1298.06 ms
[2022-03-21 20:58:05	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0310564 | val_loss: 0.0312183 | Time: 1114.27 ms
[2022-03-21 20:58:06	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0310549 | val_loss: 0.0312397 | Time: 1331.21 ms
[2022-03-21 20:58:07	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0310525 | val_loss: 0.0312198 | Time: 1114.7 ms
[2022-03-21 20:58:09	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0310573 | val_loss: 0.0312212 | Time: 1309.63 ms
[2022-03-21 20:58:10	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0310539 | val_loss: 0.0312396 | Time: 1128.42 ms
[2022-03-21 20:58:11	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0310552 | val_loss: 0.0312291 | Time: 1240.41 ms
[2022-03-21 20:58:12	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0310545 | val_loss: 0.0312337 | Time: 1154.94 ms
[2022-03-21 20:58:13	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0310561 | val_loss: 0.0312278 | Time: 1286.71 ms
[2022-03-21 20:58:15	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0310509 | val_loss: 0.0312292 | Time: 1164.42 ms
[2022-03-21 20:58:16	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0310573 | val_loss: 0.0312267 | Time: 1318.09 ms
[2022-03-21 20:58:17	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.031053 | val_loss: 0.0312217 | Time: 1199.33 ms
[2022-03-21 20:58:18	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031048 | val_loss: 0.0312537 | Time: 1315.11 ms
[2022-03-21 20:58:20	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0310503 | val_loss: 0.0312368 | Time: 1230.26 ms
[2022-03-21 20:58:21	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0310519 | val_loss: 0.0312353 | Time: 1283.25 ms
[2022-03-21 20:58:22	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0310562 | val_loss: 0.0312172 | Time: 1223.87 ms
[2022-03-21 20:58:24	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0310508 | val_loss: 0.0312376 | Time: 1371.38 ms
[2022-03-21 20:58:25	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0310448 | val_loss: 0.0312297 | Time: 1211.04 ms
[2022-03-21 20:58:26	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0310511 | val_loss: 0.0312342 | Time: 1296.13 ms
[2022-03-21 20:58:27	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0310485 | val_loss: 0.0312504 | Time: 1161.44 ms
[2022-03-21 20:58:29	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0310537 | val_loss: 0.0312126 | Time: 1263.09 ms
[2022-03-21 20:58:30	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0310508 | val_loss: 0.0312407 | Time: 1162.98 ms
[2022-03-21 20:58:31	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031048 | val_loss: 0.0312446 | Time: 1235.09 ms
[2022-03-21 20:58:32	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031054 | val_loss: 0.0312229 | Time: 1193.51 ms
[2022-03-21 20:58:33	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031062 | val_loss: 0.0312335 | Time: 1221.23 ms
[2022-03-21 20:58:35	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0310563 | val_loss: 0.0312556 | Time: 1220.3 ms
[2022-03-21 20:58:36	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0310616 | val_loss: 0.0312505 | Time: 1198.76 ms
[2022-03-21 20:58:37	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0310617 | val_loss: 0.0312415 | Time: 1234.37 ms
[2022-03-21 20:58:37	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312415
[2022-03-21 20:58:37	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-21 20:58:37	                main:608]	:	INFO	:	Success, exiting..
20:58:37 (16208): 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)