Task 9958597

Name ParityModified-1638636424-19379-2-0_0
Workunit 7340798
Created 18 Dec 2021, 12:56:29 UTC
Sent 25 Dec 2021, 5:48:29 UTC
Report deadline 2 Jan 2022, 5:48:29 UTC
Received 2 Jan 2022, 20:12:48 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 10909
Run time 3 hours 32 min 18 sec
CPU time 3 hours 23 min 48 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,378.82 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.61 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
            main:574]	:	INFO	:	Epoch 1602 | loss: 0.0312082 | val_loss: 0.0312129 | Time: 6885.8 ms
[2021-12-25 00:24:50	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0312106 | val_loss: 0.0312096 | Time: 6786.61 ms
[2021-12-25 00:24:57	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0312078 | val_loss: 0.0312095 | Time: 6756.66 ms
[2021-12-25 00:25:04	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0312113 | val_loss: 0.0312237 | Time: 7342.7 ms
[2021-12-25 00:25:11	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0312122 | val_loss: 0.0312149 | Time: 6421.5 ms
[2021-12-25 00:25:18	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0312098 | val_loss: 0.0312102 | Time: 7101.89 ms
[2021-12-25 00:25:25	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0312101 | val_loss: 0.031222 | Time: 6795.83 ms
[2021-12-25 00:25:32	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0312086 | val_loss: 0.0312094 | Time: 6832.15 ms
[2021-12-25 00:25:38	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0312063 | val_loss: 0.0312093 | Time: 6649.64 ms
[2021-12-25 00:25:45	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0312069 | val_loss: 0.0312115 | Time: 7120.84 ms
[2021-12-25 00:25:52	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0312069 | val_loss: 0.0312121 | Time: 6910.64 ms
[2021-12-25 00:25:59	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0312066 | val_loss: 0.0312098 | Time: 6852.19 ms
[2021-12-25 00:26:06	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0312062 | val_loss: 0.0312098 | Time: 6598.85 ms
[2021-12-25 00:26:13	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0312067 | val_loss: 0.0312109 | Time: 7352.81 ms
[2021-12-25 00:26:20	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0312076 | val_loss: 0.0312127 | Time: 6970.01 ms
[2021-12-25 00:26:28	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0312075 | val_loss: 0.0312097 | Time: 7289.36 ms
[2021-12-25 00:26:35	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0312056 | val_loss: 0.0312174 | Time: 6840.72 ms
[2021-12-25 00:26:41	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0312068 | val_loss: 0.0312103 | Time: 6454.34 ms
[2021-12-25 00:26:48	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0312057 | val_loss: 0.0312143 | Time: 6969.65 ms
[2021-12-25 00:26:55	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0312084 | val_loss: 0.0312122 | Time: 7023.45 ms
[2021-12-25 00:27:02	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0312082 | val_loss: 0.0312153 | Time: 7162.22 ms
[2021-12-25 00:27:09	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0312085 | val_loss: 0.0312134 | Time: 6508.2 ms
[2021-12-25 00:27:16	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0312083 | val_loss: 0.0312175 | Time: 6891.33 ms
[2021-12-25 00:27:23	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0312076 | val_loss: 0.0312123 | Time: 7139.71 ms
[2021-12-25 00:27:30	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0312068 | val_loss: 0.0312131 | Time: 6844.84 ms
[2021-12-25 00:27:36	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0312051 | val_loss: 0.0312122 | Time: 6355.62 ms
[2021-12-25 00:27:43	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.031206 | val_loss: 0.0312115 | Time: 6661.33 ms
[2021-12-25 00:27:50	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0312055 | val_loss: 0.0312093 | Time: 6737.54 ms
[2021-12-25 00:27:56	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0312053 | val_loss: 0.0312093 | Time: 6432.46 ms
[2021-12-25 00:28:03	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.031205 | val_loss: 0.0312091 | Time: 7015.33 ms
[2021-12-25 00:28:10	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0312043 | val_loss: 0.0312095 | Time: 6634.91 ms
[2021-12-25 00:28:17	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0312046 | val_loss: 0.0312104 | Time: 6842.37 ms
[2021-12-25 00:28:24	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0312051 | val_loss: 0.0312104 | Time: 6515.48 ms
[2021-12-25 00:28:31	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0312052 | val_loss: 0.0312106 | Time: 6927.06 ms
[2021-12-25 00:28:37	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.031204 | val_loss: 0.0312098 | Time: 6800.55 ms
[2021-12-25 00:28:44	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.031205 | val_loss: 0.0312228 | Time: 6682.49 ms
[2021-12-25 00:28:51	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0312106 | val_loss: 0.0312268 | Time: 6475.26 ms
[2021-12-25 00:28:58	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.031216 | val_loss: 0.0312116 | Time: 6893.06 ms
[2021-12-25 00:29:04	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.031205 | val_loss: 0.0312097 | Time: 6650.05 ms
[2021-12-25 00:29:11	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.031203 | val_loss: 0.0312106 | Time: 6795.44 ms
[2021-12-25 00:29:18	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0312037 | val_loss: 0.0312104 | Time: 7115.14 ms
[2021-12-25 00:29:26	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031204 | val_loss: 0.0312133 | Time: 7132.25 ms
[2021-12-25 00:29:33	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0312081 | val_loss: 0.0312108 | Time: 6859.66 ms
[2021-12-25 00:29:39	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0312046 | val_loss: 0.0312081 | Time: 6840.49 ms
[2021-12-25 00:29:46	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0312041 | val_loss: 0.0312112 | Time: 6638.46 ms
[2021-12-25 00:29:53	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312034 | val_loss: 0.0312114 | Time: 6879.41 ms
[2021-12-25 00:30:00	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312033 | val_loss: 0.03121 | Time: 6770.2 ms
[2021-12-25 00:30:07	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312034 | val_loss: 0.0312093 | Time: 6739.34 ms
[2021-12-25 00:30:13	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312024 | val_loss: 0.0312091 | Time: 6517.97 ms
[2021-12-25 00:30:20	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312036 | val_loss: 0.0312123 | Time: 6623.37 ms
[2021-12-25 00:30:27	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0312025 | val_loss: 0.0312097 | Time: 7075.69 ms
[2021-12-25 00:30:34	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031202 | val_loss: 0.0312114 | Time: 6645.96 ms
[2021-12-25 00:30:41	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312046 | val_loss: 0.0312088 | Time: 6692.08 ms
[2021-12-25 00:30:47	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0312067 | val_loss: 0.0312122 | Time: 6812.44 ms
[2021-12-25 00:30:54	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312039 | val_loss: 0.0312086 | Time: 6702.93 ms
[2021-12-25 00:31:01	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0312027 | val_loss: 0.0312066 | Time: 6458.42 ms
[2021-12-25 00:31:08	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312027 | val_loss: 0.0312086 | Time: 7303.01 ms
[2021-12-25 00:31:16	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0312039 | val_loss: 0.0312073 | Time: 7567.77 ms
[2021-12-25 00:31:23	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031202 | val_loss: 0.0312061 | Time: 7046.26 ms
[2021-12-25 00:31:30	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0312007 | val_loss: 0.0312083 | Time: 7044.83 ms
[2021-12-25 00:31:36	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0312012 | val_loss: 0.0312064 | Time: 6394.45 ms
[2021-12-25 00:31:43	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0312013 | val_loss: 0.031207 | Time: 6835.29 ms
[2021-12-25 00:31:50	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0312032 | val_loss: 0.0312079 | Time: 6797.38 ms
[2021-12-25 00:31:57	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0312018 | val_loss: 0.0312086 | Time: 6523.35 ms
[2021-12-25 00:32:04	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0312 | val_loss: 0.0312059 | Time: 6933.87 ms
[2021-12-25 00:32:11	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0312018 | val_loss: 0.0312191 | Time: 6852.91 ms
[2021-12-25 00:32:17	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0312008 | val_loss: 0.0312068 | Time: 6903 ms
[2021-12-25 00:32:24	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311992 | val_loss: 0.0312102 | Time: 6819.37 ms
[2021-12-25 00:32:31	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311993 | val_loss: 0.0312074 | Time: 6636.79 ms
[2021-12-25 00:32:38	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0312 | val_loss: 0.0312061 | Time: 6979.41 ms
[2021-12-25 00:32:45	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311983 | val_loss: 0.0312094 | Time: 6914.68 ms
[2021-12-25 00:32:52	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311992 | val_loss: 0.0312128 | Time: 6736.3 ms
[2021-12-25 00:32:59	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311994 | val_loss: 0.0312082 | Time: 6669 ms
[2021-12-25 00:33:05	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311976 | val_loss: 0.0312079 | Time: 6580.03 ms
[2021-12-25 00:33:12	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311988 | val_loss: 0.0312073 | Time: 6900.6 ms
[2021-12-25 00:33:19	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311977 | val_loss: 0.0312065 | Time: 6502.57 ms
[2021-12-25 00:33:25	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311974 | val_loss: 0.0312057 | Time: 6694.36 ms
[2021-12-25 00:33:33	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311984 | val_loss: 0.0312063 | Time: 7793.98 ms
[2021-12-25 00:33:42	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0312024 | val_loss: 0.031206 | Time: 8490.75 ms
[2021-12-25 00:33:49	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0312009 | val_loss: 0.031208 | Time: 7587.02 ms
[2021-12-25 00:33:57	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311981 | val_loss: 0.0312066 | Time: 7166.99 ms
[2021-12-25 00:34:04	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311986 | val_loss: 0.0312059 | Time: 7766.58 ms
[2021-12-25 00:34:12	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311992 | val_loss: 0.0312105 | Time: 7409.39 ms
[2021-12-25 00:34:20	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0312023 | val_loss: 0.0312136 | Time: 7531.45 ms
[2021-12-25 00:34:27	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311992 | val_loss: 0.0312048 | Time: 7770.52 ms
[2021-12-25 00:34:35	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311965 | val_loss: 0.0312063 | Time: 7412.61 ms
[2021-12-25 00:34:42	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0312005 | val_loss: 0.0312059 | Time: 7546.82 ms
[2021-12-25 00:34:50	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0312001 | val_loss: 0.0312032 | Time: 7553.86 ms
[2021-12-25 00:34:58	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311987 | val_loss: 0.0312048 | Time: 7691.96 ms
[2021-12-25 00:35:06	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311982 | val_loss: 0.0312059 | Time: 7657.02 ms
[2021-12-25 00:35:13	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311967 | val_loss: 0.0312081 | Time: 7732.77 ms
[2021-12-25 00:35:21	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311971 | val_loss: 0.0312072 | Time: 7467.32 ms
[2021-12-25 00:35:28	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0312003 | val_loss: 0.0312118 | Time: 7535.23 ms
[2021-12-25 00:35:36	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0312007 | val_loss: 0.0312044 | Time: 7553.93 ms
[2021-12-25 00:35:44	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311981 | val_loss: 0.0312065 | Time: 7499.24 ms
[2021-12-25 00:35:51	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311986 | val_loss: 0.031205 | Time: 7513.45 ms
[2021-12-25 00:35:58	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311982 | val_loss: 0.031204 | Time: 7247.69 ms
[2021-12-25 00:36:06	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311991 | val_loss: 0.0312042 | Time: 7663.71 ms
[2021-12-25 00:36:14	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311988 | val_loss: 0.0312043 | Time: 7778.07 ms
[2021-12-25 00:36:22	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311985 | val_loss: 0.031205 | Time: 7719.68 ms
[2021-12-25 00:36:30	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311986 | val_loss: 0.0312073 | Time: 8027.27 ms
[2021-12-25 00:36:37	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311985 | val_loss: 0.0312031 | Time: 7582.85 ms
[2021-12-25 00:36:45	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0312001 | val_loss: 0.0312035 | Time: 7272.4 ms
[2021-12-25 00:36:52	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311995 | val_loss: 0.0312124 | Time: 7567.26 ms
[2021-12-25 00:37:00	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311985 | val_loss: 0.0312018 | Time: 7439.31 ms
[2021-12-25 00:37:07	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031196 | val_loss: 0.0312004 | Time: 7612.26 ms
[2021-12-25 00:37:15	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311985 | val_loss: 0.0312016 | Time: 7389.62 ms
[2021-12-25 00:37:23	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311956 | val_loss: 0.0312052 | Time: 7549.12 ms
[2021-12-25 00:37:30	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311954 | val_loss: 0.0312015 | Time: 7721.21 ms
[2021-12-25 00:37:38	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311946 | val_loss: 0.031203 | Time: 7418.99 ms
[2021-12-25 00:37:45	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311939 | val_loss: 0.0312022 | Time: 7493.49 ms
[2021-12-25 00:37:53	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311937 | val_loss: 0.0312037 | Time: 7708.2 ms
[2021-12-25 00:38:00	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311982 | val_loss: 0.031203 | Time: 7144.34 ms
[2021-12-25 00:38:08	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311982 | val_loss: 0.0312053 | Time: 7526.9 ms
[2021-12-25 00:38:15	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0312055 | val_loss: 0.0312086 | Time: 7451.66 ms
[2021-12-25 00:38:23	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0312048 | val_loss: 0.031206 | Time: 7564.16 ms
[2021-12-25 00:38:31	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0312026 | val_loss: 0.0312021 | Time: 7665.65 ms
[2021-12-25 00:38:38	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312036 | val_loss: 0.0312012 | Time: 7080.31 ms
[2021-12-25 00:38:45	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312059 | val_loss: 0.0312046 | Time: 6784.58 ms
[2021-12-25 00:38:51	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0312009 | val_loss: 0.0312003 | Time: 6813.9 ms
[2021-12-25 00:38:59	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312039 | val_loss: 0.0312075 | Time: 7119.33 ms
[2021-12-25 00:39:05	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312036 | val_loss: 0.0312018 | Time: 6655.32 ms
[2021-12-25 00:39:12	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311993 | val_loss: 0.0311984 | Time: 6902.08 ms
[2021-12-25 00:39:19	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311999 | val_loss: 0.0311988 | Time: 6995.96 ms
[2021-12-25 00:39:27	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312008 | val_loss: 0.0312069 | Time: 7274.38 ms
[2021-12-25 00:39:33	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312002 | val_loss: 0.0312006 | Time: 6339.39 ms
[2021-12-25 00:39:40	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311975 | val_loss: 0.0311987 | Time: 6874.77 ms
[2021-12-25 00:39:47	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.031197 | val_loss: 0.0311993 | Time: 6789.44 ms
[2021-12-25 00:39:54	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311969 | val_loss: 0.0311978 | Time: 6803.4 ms
[2021-12-25 00:40:00	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311972 | val_loss: 0.0312013 | Time: 6645.41 ms
[2021-12-25 00:40:07	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031197 | val_loss: 0.0311979 | Time: 6808.81 ms
[2021-12-25 00:40:14	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311958 | val_loss: 0.0311976 | Time: 6869.9 ms
[2021-12-25 00:40:21	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311955 | val_loss: 0.0311996 | Time: 7187.06 ms
[2021-12-25 00:40:28	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311965 | val_loss: 0.0311999 | Time: 6905.01 ms
[2021-12-25 00:40:35	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311975 | val_loss: 0.0311979 | Time: 6792.11 ms
[2021-12-25 00:40:42	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311955 | val_loss: 0.0311992 | Time: 6923.91 ms
[2021-12-25 00:40:49	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311958 | val_loss: 0.0311974 | Time: 6750.21 ms
[2021-12-25 00:40:56	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311944 | val_loss: 0.0311976 | Time: 6486.68 ms
[2021-12-25 00:41:03	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311952 | val_loss: 0.0311987 | Time: 6994.21 ms
[2021-12-25 00:41:09	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311945 | val_loss: 0.0311991 | Time: 6614.12 ms
[2021-12-25 00:41:16	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311944 | val_loss: 0.0312008 | Time: 6694.51 ms
[2021-12-25 00:41:23	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311945 | val_loss: 0.0311963 | Time: 7222.18 ms
[2021-12-25 00:41:31	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311945 | val_loss: 0.0311989 | Time: 7475.98 ms
[2021-12-25 00:41:38	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311926 | val_loss: 0.0311969 | Time: 6922.8 ms
[2021-12-25 00:41:45	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311985 | val_loss: 0.0312109 | Time: 6797.71 ms
[2021-12-25 00:41:51	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311969 | val_loss: 0.0312012 | Time: 6389.51 ms
[2021-12-25 00:41:58	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311992 | val_loss: 0.0312079 | Time: 6856.05 ms
[2021-12-25 00:42:05	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311987 | val_loss: 0.0311993 | Time: 6802.68 ms
[2021-12-25 00:42:12	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311966 | val_loss: 0.031203 | Time: 6955.5 ms
[2021-12-25 00:42:19	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.031194 | val_loss: 0.0311965 | Time: 6606.74 ms
[2021-12-25 00:42:26	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311927 | val_loss: 0.0311968 | Time: 6972.48 ms
[2021-12-25 00:42:32	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311917 | val_loss: 0.0311989 | Time: 6830.16 ms
[2021-12-25 00:42:39	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311925 | val_loss: 0.0311979 | Time: 6661.43 ms
[2021-12-25 00:42:46	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311915 | val_loss: 0.0311964 | Time: 6413.78 ms
[2021-12-25 00:42:52	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311911 | val_loss: 0.0311956 | Time: 6759.41 ms
[2021-12-25 00:42:59	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311904 | val_loss: 0.0311978 | Time: 6824.74 ms
[2021-12-25 00:43:06	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311931 | val_loss: 0.0311995 | Time: 6274.32 ms
[2021-12-25 00:43:13	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311907 | val_loss: 0.0311972 | Time: 7065.3 ms
[2021-12-25 00:43:19	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311902 | val_loss: 0.0311977 | Time: 6708.4 ms
[2021-12-25 00:43:26	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311902 | val_loss: 0.0312007 | Time: 6828.85 ms
[2021-12-25 00:43:33	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311937 | val_loss: 0.0311959 | Time: 6322.99 ms
[2021-12-25 00:43:39	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311936 | val_loss: 0.0311968 | Time: 6493.83 ms
[2021-12-25 00:43:46	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311906 | val_loss: 0.031196 | Time: 6761.81 ms
[2021-12-25 00:43:53	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311899 | val_loss: 0.0311956 | Time: 6897.26 ms
[2021-12-25 00:44:00	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311892 | val_loss: 0.0311963 | Time: 6503.52 ms
[2021-12-25 00:44:06	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.03119 | val_loss: 0.0311972 | Time: 6750.02 ms
[2021-12-25 00:44:13	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311888 | val_loss: 0.0311999 | Time: 6711.3 ms
[2021-12-25 00:44:20	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311877 | val_loss: 0.0311964 | Time: 6621.5 ms
[2021-12-25 00:44:27	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311878 | val_loss: 0.0311966 | Time: 6809.76 ms
[2021-12-25 00:44:34	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311865 | val_loss: 0.0311965 | Time: 6788.58 ms
[2021-12-25 00:44:41	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311891 | val_loss: 0.0311966 | Time: 7039.16 ms
[2021-12-25 00:44:47	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311895 | val_loss: 0.0312001 | Time: 6745.97 ms
[2021-12-25 00:44:54	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311891 | val_loss: 0.0311998 | Time: 6702.81 ms
[2021-12-25 00:45:01	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311878 | val_loss: 0.0311996 | Time: 6756.54 ms
[2021-12-25 00:45:08	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311869 | val_loss: 0.0311987 | Time: 6801.87 ms
[2021-12-25 00:45:14	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311867 | val_loss: 0.031198 | Time: 6355.55 ms
[2021-12-25 00:45:21	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311876 | val_loss: 0.0312002 | Time: 6975.05 ms
[2021-12-25 00:45:28	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311869 | val_loss: 0.0311989 | Time: 6798.99 ms
[2021-12-25 00:45:35	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311855 | val_loss: 0.0311971 | Time: 6781.45 ms
[2021-12-25 00:45:41	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311864 | val_loss: 0.0311979 | Time: 6488.95 ms
[2021-12-25 00:45:48	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311864 | val_loss: 0.0312011 | Time: 6726.73 ms
[2021-12-25 00:45:55	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311887 | val_loss: 0.0311982 | Time: 6845.28 ms
[2021-12-25 00:46:02	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311881 | val_loss: 0.0311983 | Time: 6830.24 ms
[2021-12-25 00:46:09	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311859 | val_loss: 0.0311963 | Time: 6470.83 ms
[2021-12-25 00:46:15	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311846 | val_loss: 0.0311958 | Time: 6725.73 ms
[2021-12-25 00:46:22	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311878 | val_loss: 0.0312015 | Time: 6715.92 ms
[2021-12-25 00:46:29	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311844 | val_loss: 0.0311964 | Time: 6712.47 ms
[2021-12-25 00:46:36	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311847 | val_loss: 0.0311968 | Time: 7058.67 ms
[2021-12-25 00:46:43	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311852 | val_loss: 0.0311962 | Time: 6772.78 ms
[2021-12-25 00:46:50	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311871 | val_loss: 0.031201 | Time: 6982.36 ms
[2021-12-25 00:46:56	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031186 | val_loss: 0.0311958 | Time: 6490.84 ms
[2021-12-25 00:47:03	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311843 | val_loss: 0.0311972 | Time: 6933.47 ms
[2021-12-25 00:47:10	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311878 | val_loss: 0.0311995 | Time: 6804.08 ms
[2021-12-25 00:47:17	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311857 | val_loss: 0.0311971 | Time: 6883.31 ms
[2021-12-25 00:47:24	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311856 | val_loss: 0.0311986 | Time: 6769.95 ms
[2021-12-25 00:47:31	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311875 | val_loss: 0.031196 | Time: 6720.55 ms
[2021-12-25 00:47:37	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311868 | val_loss: 0.031199 | Time: 6728.66 ms
[2021-12-25 00:47:44	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311897 | val_loss: 0.031197 | Time: 6817.92 ms
[2021-12-25 00:47:51	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311921 | val_loss: 0.0311977 | Time: 6638.08 ms
[2021-12-25 00:47:58	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311887 | val_loss: 0.0311978 | Time: 7053.3 ms
[2021-12-25 00:48:05	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311862 | val_loss: 0.0311957 | Time: 6744.78 ms
[2021-12-25 00:48:12	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.031185 | val_loss: 0.0311958 | Time: 6837.21 ms
[2021-12-25 00:48:18	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311834 | val_loss: 0.0311945 | Time: 6362.03 ms
[2021-12-25 00:48:25	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311844 | val_loss: 0.031198 | Time: 6722.15 ms
[2021-12-25 00:48:33	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311838 | val_loss: 0.0311926 | Time: 8029.97 ms
[2021-12-25 00:48:51	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311839 | val_loss: 0.031193 | Time: 18349.3 ms
[2021-12-25 00:48:59	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311846 | val_loss: 0.0311964 | Time: 7595.26 ms
[2021-12-25 00:49:07	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311834 | val_loss: 0.031197 | Time: 7411 ms
[2021-12-25 00:49:14	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311833 | val_loss: 0.0311983 | Time: 7492.73 ms
[2021-12-25 00:49:22	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031183 | val_loss: 0.0311953 | Time: 7464.21 ms
[2021-12-25 00:49:29	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311838 | val_loss: 0.0311958 | Time: 7565.57 ms
[2021-12-25 00:49:37	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311842 | val_loss: 0.0311938 | Time: 7619.32 ms
[2021-12-25 00:49:44	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311817 | val_loss: 0.031195 | Time: 7345.42 ms
[2021-12-25 00:49:52	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311862 | val_loss: 0.0311962 | Time: 7462.72 ms
[2021-12-25 00:49:59	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311886 | val_loss: 0.0311935 | Time: 7590.49 ms
[2021-12-25 00:50:07	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031189 | val_loss: 0.0311908 | Time: 7828.1 ms
[2021-12-25 00:50:15	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311863 | val_loss: 0.0311916 | Time: 7525.69 ms
[2021-12-25 00:50:22	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311841 | val_loss: 0.0311911 | Time: 7386.73 ms
[2021-12-25 00:50:30	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311822 | val_loss: 0.0311921 | Time: 7423.61 ms
[2021-12-25 00:50:37	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311832 | val_loss: 0.0311946 | Time: 7665.69 ms
[2021-12-25 00:50:45	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311841 | val_loss: 0.0312048 | Time: 7577.15 ms
[2021-12-25 00:50:53	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311863 | val_loss: 0.0311915 | Time: 7544.49 ms
[2021-12-25 00:51:01	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311815 | val_loss: 0.0311933 | Time: 7817.95 ms
[2021-12-25 00:51:08	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031181 | val_loss: 0.031195 | Time: 7301.73 ms
[2021-12-25 00:51:15	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031182 | val_loss: 0.0311942 | Time: 7552.06 ms
[2021-12-25 00:51:23	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311821 | val_loss: 0.0311925 | Time: 7465.5 ms
[2021-12-25 00:51:31	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311826 | val_loss: 0.0311921 | Time: 7860.85 ms
[2021-12-25 00:51:40	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311803 | val_loss: 0.0311942 | Time: 9054.7 ms
[2021-12-25 00:51:48	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311801 | val_loss: 0.0311966 | Time: 8325.25 ms
[2021-12-25 00:51:56	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311814 | val_loss: 0.0311945 | Time: 7250.74 ms
[2021-12-25 00:52:03	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311822 | val_loss: 0.0311954 | Time: 7620.53 ms
[2021-12-25 00:52:11	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.03118 | val_loss: 0.0311918 | Time: 7529.49 ms
[2021-12-25 00:52:18	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311825 | val_loss: 0.031196 | Time: 7533.6 ms
[2021-12-25 00:52:26	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311807 | val_loss: 0.0311931 | Time: 7519.75 ms
[2021-12-25 00:52:33	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311776 | val_loss: 0.031196 | Time: 7346.88 ms
[2021-12-25 00:52:41	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311789 | val_loss: 0.0311954 | Time: 7738.53 ms
[2021-12-25 00:52:49	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311777 | val_loss: 0.0311929 | Time: 7660.84 ms
[2021-12-25 00:52:56	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311776 | val_loss: 0.0311921 | Time: 7560.99 ms
[2021-12-25 00:53:04	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311764 | val_loss: 0.0311927 | Time: 7618.95 ms
[2021-12-25 00:53:12	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311754 | val_loss: 0.0311967 | Time: 7565.94 ms
[2021-12-25 00:53:19	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311774 | val_loss: 0.0311955 | Time: 7361.05 ms
[2021-12-25 00:53:27	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311777 | val_loss: 0.0311964 | Time: 7670.62 ms
[2021-12-25 00:53:35	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311764 | val_loss: 0.0311942 | Time: 7743.75 ms
[2021-12-25 00:53:41	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311749 | val_loss: 0.0311974 | Time: 6768.12 ms
[2021-12-25 00:53:48	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031177 | val_loss: 0.0311956 | Time: 6647.03 ms
[2021-12-25 00:53:55	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311753 | val_loss: 0.0311972 | Time: 6847.08 ms
[2021-12-25 00:54:02	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.031177 | val_loss: 0.0311971 | Time: 6865.37 ms
[2021-12-25 00:54:09	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311785 | val_loss: 0.0311935 | Time: 6817.88 ms
[2021-12-25 00:54:16	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311757 | val_loss: 0.0311959 | Time: 6625.69 ms
[2021-12-25 00:54:23	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.031177 | val_loss: 0.031198 | Time: 7023.55 ms
[2021-12-25 00:54:30	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311795 | val_loss: 0.0312143 | Time: 7103.32 ms
[2021-12-25 00:54:37	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311842 | val_loss: 0.0312006 | Time: 7012.32 ms
[2021-12-25 00:54:43	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311795 | val_loss: 0.0311967 | Time: 6416.44 ms
[2021-12-25 00:54:50	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311765 | val_loss: 0.031197 | Time: 6803.17 ms
[2021-12-25 00:54:57	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311779 | val_loss: 0.0312004 | Time: 6771.2 ms
[2021-12-25 00:55:04	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.031177 | val_loss: 0.0311951 | Time: 6923.83 ms
[2021-12-25 00:55:11	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.031175 | val_loss: 0.0311948 | Time: 6592.52 ms
[2021-12-25 00:55:18	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311738 | val_loss: 0.0311977 | Time: 6873 ms
[2021-12-25 00:55:25	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311763 | val_loss: 0.0311993 | Time: 7737.95 ms
[2021-12-25 00:55:33	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311777 | val_loss: 0.0311994 | Time: 7244.52 ms
[2021-12-25 00:55:40	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.031178 | val_loss: 0.0311985 | Time: 7474.49 ms
[2021-12-25 00:55:47	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311788 | val_loss: 0.0311981 | Time: 6980.77 ms
[2021-12-25 00:55:54	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311822 | val_loss: 0.0311932 | Time: 7130.26 ms
[2021-12-25 00:56:01	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311798 | val_loss: 0.0311999 | Time: 6804.65 ms
[2021-12-25 00:56:08	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311766 | val_loss: 0.0311977 | Time: 6930.43 ms
[2021-12-25 00:56:15	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311757 | val_loss: 0.0311964 | Time: 6456.15 ms
[2021-12-25 00:56:22	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311743 | val_loss: 0.0311941 | Time: 6900.97 ms
[2021-12-25 00:56:28	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311737 | val_loss: 0.0311955 | Time: 6866.26 ms
[2021-12-25 00:56:35	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311739 | val_loss: 0.0311948 | Time: 6621.21 ms
[2021-12-25 00:56:42	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311746 | val_loss: 0.0311957 | Time: 7033.44 ms
[2021-12-25 00:56:49	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311727 | val_loss: 0.0311955 | Time: 6728.96 ms
[2021-12-25 00:56:56	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311729 | val_loss: 0.0311991 | Time: 6804.57 ms
[2021-12-25 00:57:03	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311725 | val_loss: 0.0311973 | Time: 7133.9 ms
[2021-12-25 00:57:10	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311703 | val_loss: 0.0311942 | Time: 6686.49 ms
[2021-12-25 00:57:16	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311726 | val_loss: 0.031196 | Time: 6677.11 ms
[2021-12-25 00:57:23	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031174 | val_loss: 0.0311972 | Time: 6766.58 ms
[2021-12-25 00:57:30	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.03117 | val_loss: 0.0311986 | Time: 6670.86 ms
[2021-12-25 00:57:37	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311738 | val_loss: 0.0311905 | Time: 6874.26 ms
[2021-12-25 00:57:44	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311724 | val_loss: 0.0311998 | Time: 6827.05 ms
[2021-12-25 00:57:51	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311721 | val_loss: 0.0311965 | Time: 6847.92 ms
[2021-12-25 00:57:57	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311704 | val_loss: 0.0311966 | Time: 6579.28 ms
[2021-12-25 00:58:04	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311706 | val_loss: 0.0311979 | Time: 6967.46 ms
[2021-12-25 00:58:11	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311697 | val_loss: 0.0311943 | Time: 6848.46 ms
[2021-12-25 00:58:18	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.031169 | val_loss: 0.0312032 | Time: 6861.33 ms
[2021-12-25 00:58:25	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311715 | val_loss: 0.0311932 | Time: 6578.59 ms
[2021-12-25 00:58:32	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311705 | val_loss: 0.0311986 | Time: 6866.62 ms
[2021-12-25 00:58:39	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311715 | val_loss: 0.0311999 | Time: 6954.93 ms
[2021-12-25 00:58:46	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311761 | val_loss: 0.0311947 | Time: 6831.35 ms
[2021-12-25 00:58:52	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311732 | val_loss: 0.0311999 | Time: 6642.15 ms
[2021-12-25 00:58:59	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311706 | val_loss: 0.031199 | Time: 6809.82 ms
[2021-12-25 00:59:06	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311704 | val_loss: 0.0311927 | Time: 6838.94 ms
[2021-12-25 00:59:13	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311699 | val_loss: 0.0312008 | Time: 7052.57 ms
[2021-12-25 00:59:20	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311693 | val_loss: 0.0311961 | Time: 6651.92 ms
[2021-12-25 00:59:27	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311697 | val_loss: 0.0312022 | Time: 6719.47 ms
[2021-12-25 00:59:34	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311692 | val_loss: 0.0311942 | Time: 6918.69 ms
[2021-12-25 00:59:41	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311682 | val_loss: 0.0311946 | Time: 6768.62 ms
[2021-12-25 00:59:47	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311691 | val_loss: 0.0311964 | Time: 6548.76 ms
[2021-12-25 00:59:54	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031172 | val_loss: 0.031201 | Time: 7022.86 ms
[2021-12-25 01:00:01	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311708 | val_loss: 0.0311993 | Time: 7018.27 ms
[2021-12-25 01:00:08	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.031169 | val_loss: 0.0311946 | Time: 6881.03 ms
[2021-12-25 01:00:15	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311685 | val_loss: 0.0311967 | Time: 6609.14 ms
[2021-12-25 01:00:22	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311683 | val_loss: 0.031198 | Time: 6983.38 ms
[2021-12-25 01:00:29	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311681 | val_loss: 0.0311958 | Time: 6793.12 ms
[2021-12-25 01:00:36	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311674 | val_loss: 0.0311973 | Time: 6997.98 ms
[2021-12-25 01:00:43	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311699 | val_loss: 0.0311977 | Time: 6759.69 ms
[2021-12-25 01:00:50	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311715 | val_loss: 0.0311951 | Time: 6989.9 ms
[2021-12-25 01:00:56	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311708 | val_loss: 0.0311946 | Time: 6689.15 ms
[2021-12-25 01:01:03	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311676 | val_loss: 0.0311966 | Time: 6979.2 ms
[2021-12-25 01:01:10	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311666 | val_loss: 0.0311939 | Time: 6594.15 ms
[2021-12-25 01:01:17	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.031166 | val_loss: 0.0311992 | Time: 6847.81 ms
[2021-12-25 01:01:24	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311752 | val_loss: 0.0311993 | Time: 6862.15 ms
[2021-12-25 01:01:31	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311729 | val_loss: 0.0311982 | Time: 6836.86 ms
[2021-12-25 01:01:38	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311785 | val_loss: 0.0311901 | Time: 6723.57 ms
[2021-12-25 01:01:44	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311752 | val_loss: 0.0311894 | Time: 6779.93 ms
[2021-12-25 01:01:52	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311722 | val_loss: 0.0311901 | Time: 7469.07 ms
[2021-12-25 01:02:00	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311704 | val_loss: 0.0311933 | Time: 7632.62 ms
[2021-12-25 01:02:06	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311689 | val_loss: 0.0311955 | Time: 6761.46 ms
[2021-12-25 01:02:13	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311683 | val_loss: 0.031196 | Time: 6702.05 ms
[2021-12-25 01:02:20	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311671 | val_loss: 0.031195 | Time: 6734.71 ms
[2021-12-25 01:02:27	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311671 | val_loss: 0.0312035 | Time: 6794.35 ms
[2021-12-25 01:02:33	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311679 | val_loss: 0.0312002 | Time: 6433.88 ms
[2021-12-25 01:02:40	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311665 | val_loss: 0.0311963 | Time: 6727.93 ms
[2021-12-25 01:02:47	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.031163 | val_loss: 0.0312029 | Time: 6701.65 ms
[2021-12-25 01:02:54	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311659 | val_loss: 0.0311937 | Time: 7026.51 ms
[2021-12-25 01:03:00	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031168 | val_loss: 0.0311975 | Time: 6377.31 ms
[2021-12-25 01:03:07	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031165 | val_loss: 0.0311989 | Time: 7107.41 ms
[2021-12-25 01:03:14	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311674 | val_loss: 0.0312042 | Time: 6873.59 ms
[2021-12-25 01:03:21	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311782 | val_loss: 0.0311912 | Time: 6637.19 ms
[2021-12-25 01:03:28	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311789 | val_loss: 0.0311924 | Time: 6675.35 ms
[2021-12-25 01:03:37	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311733 | val_loss: 0.03119 | Time: 9265.55 ms
[2021-12-25 01:03:55	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311745 | val_loss: 0.0311945 | Time: 17554.6 ms
[2021-12-25 01:04:02	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311727 | val_loss: 0.0311944 | Time: 7694.03 ms
[2021-12-25 01:04:10	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.031185 | val_loss: 0.0311863 | Time: 7753.38 ms
[2021-12-25 01:04:17	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311814 | val_loss: 0.0311862 | Time: 7278.41 ms
[2021-12-25 01:04:25	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031178 | val_loss: 0.0311865 | Time: 7453.73 ms
[2021-12-25 01:04:33	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311726 | val_loss: 0.0311866 | Time: 7638.52 ms
[2021-12-25 01:04:40	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311701 | val_loss: 0.0311899 | Time: 7625.61 ms
[2021-12-25 01:04:48	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311687 | val_loss: 0.0311935 | Time: 7765.85 ms
[2021-12-25 01:04:56	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311658 | val_loss: 0.0311922 | Time: 7674.05 ms
[2021-12-25 01:05:03	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311668 | val_loss: 0.0311952 | Time: 7438.56 ms
[2021-12-25 01:05:11	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311697 | val_loss: 0.0311927 | Time: 7564.35 ms
[2021-12-25 01:05:18	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311664 | val_loss: 0.0311952 | Time: 7405.06 ms
[2021-12-25 01:05:26	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311682 | val_loss: 0.0311956 | Time: 7496.41 ms
[2021-12-25 01:05:34	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311649 | val_loss: 0.0311946 | Time: 7638.46 ms
[2021-12-25 01:05:41	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311647 | val_loss: 0.0311996 | Time: 7092.02 ms
[2021-12-25 01:05:48	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311665 | val_loss: 0.0311957 | Time: 7614.62 ms
[2021-12-25 01:05:56	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311729 | val_loss: 0.0312005 | Time: 7536.16 ms
[2021-12-25 01:06:04	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311694 | val_loss: 0.0311913 | Time: 7553.27 ms
[2021-12-25 01:06:11	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311662 | val_loss: 0.0311953 | Time: 7367.37 ms
[2021-12-25 01:06:19	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311645 | val_loss: 0.0311937 | Time: 7366.46 ms
[2021-12-25 01:06:26	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311644 | val_loss: 0.0311975 | Time: 7422.81 ms
[2021-12-25 01:06:34	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311663 | val_loss: 0.0311977 | Time: 7533.45 ms
[2021-12-25 01:06:41	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311668 | val_loss: 0.0312059 | Time: 7866.41 ms
[2021-12-25 01:06:49	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311649 | val_loss: 0.0311992 | Time: 7649.37 ms
[2021-12-25 01:06:56	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311653 | val_loss: 0.0311944 | Time: 7204.02 ms
[2021-12-25 01:07:04	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311636 | val_loss: 0.0311928 | Time: 7583.43 ms
[2021-12-25 01:07:12	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311661 | val_loss: 0.0311947 | Time: 7778.49 ms
[2021-12-25 01:07:20	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311637 | val_loss: 0.0311966 | Time: 7652.22 ms
[2021-12-25 01:07:27	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311615 | val_loss: 0.0311933 | Time: 7501.86 ms
[2021-12-25 01:07:35	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311612 | val_loss: 0.0312018 | Time: 7748.97 ms
[2021-12-25 01:07:43	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311675 | val_loss: 0.0311944 | Time: 7562.55 ms
[2021-12-25 01:07:50	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.031167 | val_loss: 0.031202 | Time: 7505.27 ms
[2021-12-25 01:07:58	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311662 | val_loss: 0.0311939 | Time: 7578.88 ms
[2021-12-25 01:08:05	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311643 | val_loss: 0.0311947 | Time: 7503.89 ms
[2021-12-25 01:08:13	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311629 | val_loss: 0.0311952 | Time: 7622.12 ms
[2021-12-25 01:08:20	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311642 | val_loss: 0.0311942 | Time: 7337.92 ms
[2021-12-25 01:08:28	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311654 | val_loss: 0.0311947 | Time: 7514.86 ms
[2021-12-25 01:08:35	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311671 | val_loss: 0.0311925 | Time: 7315.35 ms
[2021-12-25 01:08:42	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311639 | val_loss: 0.0311959 | Time: 6611.72 ms
[2021-12-25 01:08:49	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311658 | val_loss: 0.0311936 | Time: 6605.7 ms
[2021-12-25 01:08:55	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311677 | val_loss: 0.0311989 | Time: 6670.43 ms
[2021-12-25 01:09:02	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311639 | val_loss: 0.031196 | Time: 6947.52 ms
[2021-12-25 01:09:09	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311634 | val_loss: 0.0311948 | Time: 6698.5 ms
[2021-12-25 01:09:16	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.031162 | val_loss: 0.031195 | Time: 6615.6 ms
[2021-12-25 01:09:23	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311625 | val_loss: 0.0312018 | Time: 6788.21 ms
[2021-12-25 01:09:30	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311671 | val_loss: 0.0311943 | Time: 7436.47 ms
[2021-12-25 01:09:37	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311641 | val_loss: 0.0311946 | Time: 7095.92 ms
[2021-12-25 01:09:44	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311626 | val_loss: 0.031199 | Time: 6524.05 ms
[2021-12-25 01:09:51	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311605 | val_loss: 0.0311955 | Time: 6757.04 ms
[2021-12-25 01:09:57	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311617 | val_loss: 0.0311958 | Time: 6824.47 ms
[2021-12-25 01:10:04	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311646 | val_loss: 0.0311917 | Time: 6642.95 ms
[2021-12-25 01:10:11	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.031164 | val_loss: 0.0311932 | Time: 6572.85 ms
[2021-12-25 01:10:18	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311613 | val_loss: 0.0311988 | Time: 6767.91 ms
[2021-12-25 01:10:24	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311615 | val_loss: 0.0311977 | Time: 6831.09 ms
[2021-12-25 01:10:31	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311606 | val_loss: 0.0311936 | Time: 6910.19 ms
[2021-12-25 01:10:38	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311673 | val_loss: 0.0311905 | Time: 6608.7 ms
[2021-12-25 01:10:45	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311655 | val_loss: 0.0311913 | Time: 6749.34 ms
[2021-12-25 01:10:52	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311606 | val_loss: 0.0311996 | Time: 6787.35 ms
[2021-12-25 01:10:58	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.031164 | val_loss: 0.0311964 | Time: 6559.68 ms
[2021-12-25 01:11:05	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311623 | val_loss: 0.0311947 | Time: 6919.67 ms
[2021-12-25 01:11:12	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031162 | val_loss: 0.0312025 | Time: 6907.57 ms
[2021-12-25 01:11:19	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311615 | val_loss: 0.0311946 | Time: 6627.28 ms
[2021-12-25 01:11:25	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311598 | val_loss: 0.0311969 | Time: 6530.89 ms
[2021-12-25 01:11:32	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311592 | val_loss: 0.0311972 | Time: 6846.86 ms
[2021-12-25 01:11:39	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311603 | val_loss: 0.0311945 | Time: 6734.1 ms
[2021-12-25 01:11:46	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311604 | val_loss: 0.0311963 | Time: 6733.39 ms
[2021-12-25 01:11:52	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311606 | val_loss: 0.0311938 | Time: 6499.13 ms
[2021-12-25 01:11:59	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311593 | val_loss: 0.0312008 | Time: 6873.88 ms
[2021-12-25 01:12:07	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311713 | val_loss: 0.0312272 | Time: 7608.53 ms
[2021-12-25 01:12:15	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311744 | val_loss: 0.0312024 | Time: 7539.09 ms
[2021-12-25 01:12:21	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311631 | val_loss: 0.0311971 | Time: 6229.49 ms
[2021-12-25 01:12:28	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311664 | val_loss: 0.0311929 | Time: 6808.99 ms
[2021-12-25 01:12:35	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031166 | val_loss: 0.0311941 | Time: 6910.14 ms
[2021-12-25 01:12:41	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311669 | val_loss: 0.0311949 | Time: 6721.35 ms
[2021-12-25 01:12:48	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311606 | val_loss: 0.031197 | Time: 6609.17 ms
[2021-12-25 01:12:55	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.031159 | val_loss: 0.0311955 | Time: 6932.79 ms
[2021-12-25 01:13:02	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311608 | val_loss: 0.0311963 | Time: 6708.19 ms
[2021-12-25 01:13:09	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311622 | val_loss: 0.0311964 | Time: 6892.73 ms
[2021-12-25 01:13:16	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311627 | val_loss: 0.0311961 | Time: 6952.62 ms
[2021-12-25 01:13:23	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311654 | val_loss: 0.0311947 | Time: 7310.66 ms
[2021-12-25 01:13:30	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311623 | val_loss: 0.031203 | Time: 6906.39 ms
[2021-12-25 01:13:37	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311853 | val_loss: 0.031192 | Time: 7074.68 ms
[2021-12-25 01:13:44	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311836 | val_loss: 0.0311879 | Time: 6464.84 ms
[2021-12-25 01:13:51	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311782 | val_loss: 0.0311852 | Time: 7055.58 ms
[2021-12-25 01:13:58	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311741 | val_loss: 0.0311864 | Time: 6829.3 ms
[2021-12-25 01:14:05	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311711 | val_loss: 0.0311869 | Time: 6864.78 ms
[2021-12-25 01:14:11	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311682 | val_loss: 0.0311892 | Time: 6607.63 ms
[2021-12-25 01:14:18	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311656 | val_loss: 0.0311949 | Time: 7109.62 ms
[2021-12-25 01:14:25	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311654 | val_loss: 0.0311872 | Time: 6924.87 ms
[2021-12-25 01:14:32	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311633 | val_loss: 0.0311923 | Time: 6752.47 ms
[2021-12-25 01:14:39	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311726 | val_loss: 0.03119 | Time: 6415.75 ms
[2021-12-25 01:14:46	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311749 | val_loss: 0.0311858 | Time: 6959.04 ms
[2021-12-25 01:14:53	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311722 | val_loss: 0.0311911 | Time: 6976.05 ms
[2021-12-25 01:15:00	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311706 | val_loss: 0.0311914 | Time: 6893.46 ms
[2021-12-25 01:15:06	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311754 | val_loss: 0.0311977 | Time: 6628.31 ms
[2021-12-25 01:15:13	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311709 | val_loss: 0.0311871 | Time: 6834.01 ms
[2021-12-25 01:15:20	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311654 | val_loss: 0.0311889 | Time: 6633.45 ms
[2021-12-25 01:15:27	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311639 | val_loss: 0.0311913 | Time: 6700.31 ms
[2021-12-25 01:15:33	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311651 | val_loss: 0.0311932 | Time: 6736.94 ms
[2021-12-25 01:15:53	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311662 | val_loss: 0.031191 | Time: 19458.2 ms
[2021-12-25 01:16:00	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311666 | val_loss: 0.0311951 | Time: 6833.91 ms
[2021-12-25 01:16:07	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311693 | val_loss: 0.0311937 | Time: 6890.42 ms
[2021-12-25 01:16:14	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311698 | val_loss: 0.031192 | Time: 6990.3 ms
[2021-12-25 01:16:21	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311654 | val_loss: 0.0311901 | Time: 6629.52 ms
[2021-12-25 01:16:28	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311636 | val_loss: 0.0311931 | Time: 7119.12 ms
[2021-12-25 01:16:35	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311686 | val_loss: 0.031193 | Time: 7028.51 ms
[2021-12-25 01:16:42	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311636 | val_loss: 0.0311906 | Time: 7122.14 ms
[2021-12-25 01:16:49	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311615 | val_loss: 0.031192 | Time: 6758.16 ms
[2021-12-25 01:16:56	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311605 | val_loss: 0.0311932 | Time: 7411.17 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-01-02 11:59:35	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-02 11:59:35	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-02 11:59:35	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-02 11:59:35	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-02 11:59:35	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-02 11:59:35	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-02 11:59:35	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-02 11:59:35	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-02 11:59:35	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-02 11:59:35	                main:474]	:	INFO	:	Configuration: 
[2022-01-02 11:59:35	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-02 11:59:36	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-02 11:59:36	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-02 11:59:36	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-02 11:59:36	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-02 11:59:36	                main:480]	:	INFO	:	    Patience: 10
[2022-01-02 11:59:36	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-02 11:59:36	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-02 11:59:36	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-02 11:59:36	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-02 11:59:36	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-02 11:59:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-02 11:59:37	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-02 12:00:03	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-02 12:00:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-02 12:00:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-02 12:00:05	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-02 12:00:05	                main:494]	:	INFO	:	Creating Model
[2022-01-02 12:00:15	                main:507]	:	INFO	:	Preparing config file
[2022-01-02 12:00:15	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-02 12:00:15	                main:512]	:	INFO	:	Loading config
[2022-01-02 12:00:16	                main:514]	:	INFO	:	Loading state
[2022-01-02 12:00:41	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-02 12:00:41	                main:562]	:	INFO	:	Starting Training
[2022-01-02 12:01:03	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.031202 | val_loss: 0.0311936 | Time: 21845.9 ms
[2022-01-02 12:01:21	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311791 | val_loss: 0.0311884 | Time: 17767.1 ms
[2022-01-02 12:01:39	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311725 | val_loss: 0.0311925 | Time: 17866.6 ms
[2022-01-02 12:01:57	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311747 | val_loss: 0.0311895 | Time: 17884.8 ms
[2022-01-02 12:02:13	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311748 | val_loss: 0.031188 | Time: 15991.6 ms
[2022-01-02 12:02:29	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311729 | val_loss: 0.0311882 | Time: 16047.3 ms
[2022-01-02 12:02:44	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311731 | val_loss: 0.0311919 | Time: 15237.8 ms
[2022-01-02 12:03:13	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311776 | val_loss: 0.0311853 | Time: 28766.6 ms
[2022-01-02 12:03:52	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311733 | val_loss: 0.0311859 | Time: 39043.6 ms
[2022-01-02 12:04:31	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311703 | val_loss: 0.0311863 | Time: 38604.7 ms
[2022-01-02 12:04:48	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031171 | val_loss: 0.0311892 | Time: 17176.4 ms
[2022-01-02 12:05:16	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311776 | val_loss: 0.031184 | Time: 27786.9 ms
[2022-01-02 12:05:44	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311738 | val_loss: 0.0311846 | Time: 27929.8 ms
[2022-01-02 12:06:11	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311718 | val_loss: 0.0311837 | Time: 27261.2 ms
[2022-01-02 12:06:38	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311705 | val_loss: 0.031185 | Time: 27151.9 ms
[2022-01-02 12:07:06	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311723 | val_loss: 0.0311837 | Time: 27836.9 ms
[2022-01-02 12:07:35	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311743 | val_loss: 0.0311826 | Time: 28821.5 ms
[2022-01-02 12:08:02	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311737 | val_loss: 0.0311803 | Time: 26948.1 ms
[2022-01-02 12:08:18	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311712 | val_loss: 0.031181 | Time: 16042.2 ms
[2022-01-02 12:08:35	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311723 | val_loss: 0.031186 | Time: 16438.1 ms
[2022-01-02 12:08:46	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311703 | val_loss: 0.031186 | Time: 11344.3 ms
[2022-01-02 12:08:55	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311748 | val_loss: 0.0311956 | Time: 8884.08 ms
[2022-01-02 12:09:04	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311723 | val_loss: 0.0311848 | Time: 9060.97 ms
[2022-01-02 12:09:13	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311691 | val_loss: 0.0311836 | Time: 8611.54 ms
[2022-01-02 12:09:22	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311682 | val_loss: 0.0311875 | Time: 9269.28 ms
[2022-01-02 12:09:31	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311684 | val_loss: 0.0311834 | Time: 9182.09 ms
[2022-01-02 12:09:40	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311674 | val_loss: 0.0311838 | Time: 8533.12 ms
[2022-01-02 12:09:49	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031167 | val_loss: 0.0311946 | Time: 8858.35 ms
[2022-01-02 12:09:59	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311678 | val_loss: 0.0311869 | Time: 9794.17 ms
[2022-01-02 12:10:07	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311663 | val_loss: 0.0311827 | Time: 8702.03 ms
[2022-01-02 12:10:17	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311673 | val_loss: 0.0311882 | Time: 9490.67 ms
[2022-01-02 12:10:27	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031168 | val_loss: 0.0311812 | Time: 9503.54 ms
[2022-01-02 12:10:37	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311706 | val_loss: 0.0311917 | Time: 9959.41 ms
[2022-01-02 12:10:46	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311741 | val_loss: 0.0311844 | Time: 9719.38 ms
[2022-01-02 12:10:56	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311686 | val_loss: 0.0311837 | Time: 9801.39 ms
[2022-01-02 12:11:06	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311663 | val_loss: 0.0311893 | Time: 9820.7 ms
[2022-01-02 12:11:16	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.031167 | val_loss: 0.0311819 | Time: 10093.8 ms
[2022-01-02 12:11:26	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311638 | val_loss: 0.0311912 | Time: 9394.56 ms
[2022-01-02 12:11:36	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031167 | val_loss: 0.0311832 | Time: 10157.2 ms
[2022-01-02 12:11:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031164 | val_loss: 0.0311838 | Time: 10373.4 ms
[2022-01-02 12:11:56	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311636 | val_loss: 0.0311862 | Time: 9731.11 ms
[2022-01-02 12:12:06	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311645 | val_loss: 0.031188 | Time: 10508.6 ms
[2022-01-02 12:12:16	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311648 | val_loss: 0.0311893 | Time: 9554.07 ms
[2022-01-02 12:12:16	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311893
[2022-01-02 12:12:16	                main:603]	:	INFO	:	Saving end state to config to file
[2022-01-02 12:12:16	                main:608]	:	INFO	:	Success, exiting..
12:12:16 (11856): 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)