Task 14283268

Name ParityModified-1645992142-6421-3-0_0
Workunit 11337795
Created 3 Apr 2022, 3:07:04 UTC
Sent 11 Apr 2022, 4:42:30 UTC
Report deadline 19 Apr 2022, 4:42:30 UTC
Received 12 Apr 2022, 21:54:28 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 563
Run time 1 hours 13 min 12 sec
CPU time 1 hours 9 min 57 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,442.56 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.34 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
36:16	                main:574]	:	INFO	:	Epoch 1542 | loss: 0.0312093 | val_loss: 0.0312125 | Time: 2043.46 ms
[2022-04-12 23:36:18	                main:574]	:	INFO	:	Epoch 1543 | loss: 0.0312084 | val_loss: 0.0312123 | Time: 2041.31 ms
[2022-04-12 23:36:20	                main:574]	:	INFO	:	Epoch 1544 | loss: 0.0312079 | val_loss: 0.0312119 | Time: 2029.5 ms
[2022-04-12 23:36:22	                main:574]	:	INFO	:	Epoch 1545 | loss: 0.0312086 | val_loss: 0.0312115 | Time: 1987.79 ms
[2022-04-12 23:36:24	                main:574]	:	INFO	:	Epoch 1546 | loss: 0.0312084 | val_loss: 0.031213 | Time: 2055.22 ms
[2022-04-12 23:36:26	                main:574]	:	INFO	:	Epoch 1547 | loss: 0.0312077 | val_loss: 0.0312151 | Time: 2054.35 ms
[2022-04-12 23:36:28	                main:574]	:	INFO	:	Epoch 1548 | loss: 0.0312078 | val_loss: 0.0312121 | Time: 2066.86 ms
[2022-04-12 23:36:30	                main:574]	:	INFO	:	Epoch 1549 | loss: 0.0312071 | val_loss: 0.031213 | Time: 2057.22 ms
[2022-04-12 23:36:32	                main:574]	:	INFO	:	Epoch 1550 | loss: 0.0312072 | val_loss: 0.0312114 | Time: 2071.78 ms
[2022-04-12 23:36:34	                main:574]	:	INFO	:	Epoch 1551 | loss: 0.0312077 | val_loss: 0.0312119 | Time: 2075.55 ms
[2022-04-12 23:36:37	                main:574]	:	INFO	:	Epoch 1552 | loss: 0.0312067 | val_loss: 0.0312123 | Time: 2090.41 ms
[2022-04-12 23:36:39	                main:574]	:	INFO	:	Epoch 1553 | loss: 0.031207 | val_loss: 0.0312115 | Time: 2060.62 ms
[2022-04-12 23:36:41	                main:574]	:	INFO	:	Epoch 1554 | loss: 0.0312075 | val_loss: 0.0312112 | Time: 1937.25 ms
[2022-04-12 23:36:43	                main:574]	:	INFO	:	Epoch 1555 | loss: 0.0312088 | val_loss: 0.0312122 | Time: 2076.27 ms
[2022-04-12 23:36:45	                main:574]	:	INFO	:	Epoch 1556 | loss: 0.0312089 | val_loss: 0.0312178 | Time: 2063.7 ms
[2022-04-12 23:36:47	                main:574]	:	INFO	:	Epoch 1557 | loss: 0.0312105 | val_loss: 0.0312138 | Time: 2046.12 ms
[2022-04-12 23:36:49	                main:574]	:	INFO	:	Epoch 1558 | loss: 0.031206 | val_loss: 0.0312117 | Time: 2087.35 ms
[2022-04-12 23:36:51	                main:574]	:	INFO	:	Epoch 1559 | loss: 0.0312055 | val_loss: 0.0312152 | Time: 2085.91 ms
[2022-04-12 23:36:53	                main:574]	:	INFO	:	Epoch 1560 | loss: 0.0312081 | val_loss: 0.0312134 | Time: 2085.68 ms
[2022-04-12 23:36:56	                main:574]	:	INFO	:	Epoch 1561 | loss: 0.0312083 | val_loss: 0.031212 | Time: 2046.91 ms
[2022-04-12 23:36:58	                main:574]	:	INFO	:	Epoch 1562 | loss: 0.031207 | val_loss: 0.0312125 | Time: 2031.31 ms
[2022-04-12 23:37:00	                main:574]	:	INFO	:	Epoch 1563 | loss: 0.0312099 | val_loss: 0.0312142 | Time: 2070.99 ms
[2022-04-12 23:37:02	                main:574]	:	INFO	:	Epoch 1564 | loss: 0.0312088 | val_loss: 0.0312116 | Time: 2010.14 ms
[2022-04-12 23:37:04	                main:574]	:	INFO	:	Epoch 1565 | loss: 0.0312091 | val_loss: 0.0312099 | Time: 2071.14 ms
[2022-04-12 23:37:06	                main:574]	:	INFO	:	Epoch 1566 | loss: 0.0312124 | val_loss: 0.0312154 | Time: 2090.76 ms
[2022-04-12 23:37:08	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0312089 | val_loss: 0.0312138 | Time: 2020.65 ms
[2022-04-12 23:37:10	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0312068 | val_loss: 0.0312107 | Time: 2068.13 ms
[2022-04-12 23:37:12	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.031206 | val_loss: 0.0312133 | Time: 2014.12 ms
[2022-04-12 23:37:15	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0312063 | val_loss: 0.0312113 | Time: 1991.25 ms
[2022-04-12 23:37:17	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0312068 | val_loss: 0.0312098 | Time: 2035.41 ms
[2022-04-12 23:37:19	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0312058 | val_loss: 0.0312095 | Time: 2071.37 ms
[2022-04-12 23:37:21	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0312068 | val_loss: 0.0312125 | Time: 2090.29 ms
[2022-04-12 23:37:23	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0312056 | val_loss: 0.0312126 | Time: 2045.47 ms
[2022-04-12 23:37:25	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0312052 | val_loss: 0.0312144 | Time: 1998.2 ms
[2022-04-12 23:37:27	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0312054 | val_loss: 0.03121 | Time: 2026.07 ms
[2022-04-12 23:37:29	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0312045 | val_loss: 0.0312102 | Time: 2061.59 ms
[2022-04-12 23:37:31	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0312057 | val_loss: 0.0312129 | Time: 2014.04 ms
[2022-04-12 23:37:33	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0312052 | val_loss: 0.031209 | Time: 2021.61 ms
[2022-04-12 23:37:35	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0312042 | val_loss: 0.0312081 | Time: 2038.56 ms
[2022-04-12 23:37:38	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0312038 | val_loss: 0.0312082 | Time: 2103.93 ms
[2022-04-12 23:37:40	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0312029 | val_loss: 0.0312098 | Time: 2079.3 ms
[2022-04-12 23:37:42	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0312024 | val_loss: 0.0312089 | Time: 2067.55 ms
[2022-04-12 23:37:44	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0312024 | val_loss: 0.0312104 | Time: 2057.63 ms
[2022-04-12 23:37:46	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0312039 | val_loss: 0.031209 | Time: 1985.84 ms
[2022-04-12 23:37:48	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0312041 | val_loss: 0.0312082 | Time: 2037.72 ms
[2022-04-12 23:37:50	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0312029 | val_loss: 0.031208 | Time: 2033.34 ms
[2022-04-12 23:37:52	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.031203 | val_loss: 0.0312102 | Time: 2067.85 ms
[2022-04-12 23:37:54	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0312029 | val_loss: 0.0312079 | Time: 2056.24 ms
[2022-04-12 23:37:56	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0312049 | val_loss: 0.0312084 | Time: 2073.11 ms
[2022-04-12 23:37:59	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.031203 | val_loss: 0.0312092 | Time: 2035.69 ms
[2022-04-12 23:38:01	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0312033 | val_loss: 0.0312086 | Time: 2092.35 ms
[2022-04-12 23:38:03	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0312026 | val_loss: 0.0312118 | Time: 2075.22 ms
[2022-04-12 23:38:05	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0312033 | val_loss: 0.0312153 | Time: 2081.87 ms
[2022-04-12 23:38:07	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0312031 | val_loss: 0.0312091 | Time: 2066.35 ms
[2022-04-12 23:38:09	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0312043 | val_loss: 0.0312145 | Time: 2018.89 ms
[2022-04-12 23:38:11	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0312114 | val_loss: 0.0312151 | Time: 2046.1 ms
[2022-04-12 23:38:13	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.03121 | val_loss: 0.0312138 | Time: 2037.52 ms
[2022-04-12 23:38:15	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0312091 | val_loss: 0.0312124 | Time: 2052.72 ms
[2022-04-12 23:38:18	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0312082 | val_loss: 0.0312122 | Time: 2048.09 ms
[2022-04-12 23:38:20	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0312076 | val_loss: 0.031209 | Time: 2086.17 ms
[2022-04-12 23:38:22	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0312055 | val_loss: 0.0312093 | Time: 2095.55 ms
[2022-04-12 23:38:24	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0312061 | val_loss: 0.03121 | Time: 2091.32 ms
[2022-04-12 23:38:26	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0312053 | val_loss: 0.0312122 | Time: 2116.18 ms
[2022-04-12 23:38:29	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0312072 | val_loss: 0.031214 | Time: 2119.63 ms
[2022-04-12 23:38:31	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0312043 | val_loss: 0.0312136 | Time: 2094.79 ms
[2022-04-12 23:38:33	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0312051 | val_loss: 0.0312121 | Time: 2094.63 ms
[2022-04-12 23:38:35	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0312052 | val_loss: 0.0312101 | Time: 2075.28 ms
[2022-04-12 23:38:37	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031205 | val_loss: 0.0312092 | Time: 2086.9 ms
[2022-04-12 23:38:40	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0312062 | val_loss: 0.0312124 | Time: 2079.09 ms
[2022-04-12 23:38:42	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0312059 | val_loss: 0.0312117 | Time: 2085 ms
[2022-04-12 23:38:44	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0312048 | val_loss: 0.0312095 | Time: 2083.19 ms
[2022-04-12 23:38:46	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.031206 | val_loss: 0.03121 | Time: 2078.33 ms
[2022-04-12 23:38:48	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0312032 | val_loss: 0.0312149 | Time: 2096.35 ms
[2022-04-12 23:38:50	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0312043 | val_loss: 0.0312094 | Time: 2099.5 ms
[2022-04-12 23:38:53	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0312016 | val_loss: 0.0312091 | Time: 2076.26 ms
[2022-04-12 23:38:55	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0312032 | val_loss: 0.0312114 | Time: 2129.51 ms
[2022-04-12 23:38:57	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0312053 | val_loss: 0.0312129 | Time: 2071.15 ms
[2022-04-12 23:38:59	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0312072 | val_loss: 0.0312089 | Time: 2053.37 ms
[2022-04-12 23:39:01	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0312047 | val_loss: 0.0312116 | Time: 2073.19 ms
[2022-04-12 23:39:03	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0312037 | val_loss: 0.031209 | Time: 2065.72 ms
[2022-04-12 23:39:06	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0312034 | val_loss: 0.0312115 | Time: 2117.3 ms
[2022-04-12 23:39:08	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0312045 | val_loss: 0.0312104 | Time: 2131.18 ms
[2022-04-12 23:39:10	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0312057 | val_loss: 0.0312106 | Time: 2113.2 ms
[2022-04-12 23:39:12	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0312038 | val_loss: 0.0312093 | Time: 2100.83 ms
[2022-04-12 23:39:14	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0312052 | val_loss: 0.0312146 | Time: 2093.68 ms
[2022-04-12 23:39:17	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0312067 | val_loss: 0.0312088 | Time: 2085.93 ms
[2022-04-12 23:39:19	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.031203 | val_loss: 0.0312102 | Time: 2069.25 ms
[2022-04-12 23:39:21	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0312023 | val_loss: 0.0312108 | Time: 2037.13 ms
[2022-04-12 23:39:23	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0312045 | val_loss: 0.031213 | Time: 2088.15 ms
[2022-04-12 23:39:25	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0312024 | val_loss: 0.0312137 | Time: 2076.57 ms
[2022-04-12 23:39:27	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0312018 | val_loss: 0.0312131 | Time: 2108.83 ms
[2022-04-12 23:39:29	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0312021 | val_loss: 0.0312122 | Time: 2073.8 ms
[2022-04-12 23:39:31	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0312027 | val_loss: 0.031212 | Time: 2104.6 ms
[2022-04-12 23:39:34	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0312016 | val_loss: 0.0312099 | Time: 2126.47 ms
[2022-04-12 23:39:36	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0312009 | val_loss: 0.0312094 | Time: 2074.7 ms
[2022-04-12 23:39:38	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0312007 | val_loss: 0.0312204 | Time: 2111.87 ms
[2022-04-12 23:39:40	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0312035 | val_loss: 0.0312151 | Time: 2107.96 ms
[2022-04-12 23:39:43	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0312028 | val_loss: 0.0312111 | Time: 2124.57 ms
[2022-04-12 23:39:45	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0312 | val_loss: 0.0312118 | Time: 2056.7 ms
[2022-04-12 23:39:47	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0312094 | val_loss: 0.0312168 | Time: 2104.7 ms
[2022-04-12 23:39:49	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0312164 | val_loss: 0.031215 | Time: 2097.16 ms
[2022-04-12 23:39:51	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0312113 | val_loss: 0.0312128 | Time: 2121.84 ms
[2022-04-12 23:39:54	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0312095 | val_loss: 0.0312111 | Time: 2088.94 ms
[2022-04-12 23:39:56	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0312077 | val_loss: 0.0312133 | Time: 2083.02 ms
[2022-04-12 23:39:58	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0312072 | val_loss: 0.0312087 | Time: 2125.13 ms
[2022-04-12 23:40:00	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312065 | val_loss: 0.0312092 | Time: 2091.79 ms
[2022-04-12 23:40:02	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312051 | val_loss: 0.0312085 | Time: 2071.51 ms
[2022-04-12 23:40:04	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312067 | val_loss: 0.0312098 | Time: 2098.93 ms
[2022-04-12 23:40:06	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.031206 | val_loss: 0.0312078 | Time: 2026.26 ms
[2022-04-12 23:40:08	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312047 | val_loss: 0.0312114 | Time: 2084.71 ms
[2022-04-12 23:40:11	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0312052 | val_loss: 0.0312074 | Time: 2112.29 ms
[2022-04-12 23:40:13	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312038 | val_loss: 0.0312101 | Time: 2132.48 ms
[2022-04-12 23:40:15	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312045 | val_loss: 0.0312091 | Time: 2106.07 ms
[2022-04-12 23:40:17	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0312034 | val_loss: 0.031207 | Time: 2076.06 ms
[2022-04-12 23:40:19	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312024 | val_loss: 0.0312097 | Time: 2054.42 ms
[2022-04-12 23:40:21	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031205 | val_loss: 0.0312177 | Time: 2025.18 ms
[2022-04-12 23:40:23	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312063 | val_loss: 0.0312079 | Time: 2042.09 ms
[2022-04-12 23:40:25	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.031203 | val_loss: 0.0312086 | Time: 2088.23 ms
[2022-04-12 23:40:28	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0312035 | val_loss: 0.0312135 | Time: 2026.51 ms
[2022-04-12 23:40:30	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0312069 | val_loss: 0.0312096 | Time: 2115.85 ms
[2022-04-12 23:40:32	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0312074 | val_loss: 0.0312101 | Time: 2125.97 ms
[2022-04-12 23:40:34	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.031204 | val_loss: 0.03121 | Time: 2115.91 ms
[2022-04-12 23:40:36	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0312027 | val_loss: 0.0312109 | Time: 2085.61 ms
[2022-04-12 23:40:38	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0312042 | val_loss: 0.0312068 | Time: 2101.58 ms
[2022-04-12 23:40:41	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0312024 | val_loss: 0.0312084 | Time: 2151.31 ms
[2022-04-12 23:40:43	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.031201 | val_loss: 0.0312086 | Time: 2115.23 ms
[2022-04-12 23:40:45	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0312007 | val_loss: 0.0312079 | Time: 2122.34 ms
[2022-04-12 23:40:47	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0312029 | val_loss: 0.0312198 | Time: 2119.67 ms
[2022-04-12 23:40:49	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0312055 | val_loss: 0.0312092 | Time: 2085.36 ms
[2022-04-12 23:40:51	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0312049 | val_loss: 0.0312099 | Time: 2050.03 ms
[2022-04-12 23:40:53	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.031204 | val_loss: 0.0312105 | Time: 2069.77 ms
[2022-04-12 23:40:56	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0312028 | val_loss: 0.0312082 | Time: 2107.83 ms
[2022-04-12 23:40:58	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0312007 | val_loss: 0.0312069 | Time: 2104.36 ms
[2022-04-12 23:41:00	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0312002 | val_loss: 0.0312084 | Time: 2072.34 ms
[2022-04-12 23:41:02	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0312003 | val_loss: 0.0312077 | Time: 2020.93 ms
[2022-04-12 23:41:04	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0312011 | val_loss: 0.031208 | Time: 2119.46 ms
[2022-04-12 23:41:06	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0312007 | val_loss: 0.031209 | Time: 2054.58 ms
[2022-04-12 23:41:08	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0312015 | val_loss: 0.0312154 | Time: 2047.22 ms
[2022-04-12 23:41:10	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0312027 | val_loss: 0.0312208 | Time: 2073.62 ms
[2022-04-12 23:41:13	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0312059 | val_loss: 0.0312094 | Time: 2085.17 ms
[2022-04-12 23:41:15	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0312023 | val_loss: 0.031209 | Time: 2116.6 ms
[2022-04-12 23:41:17	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0312012 | val_loss: 0.0312137 | Time: 2097.45 ms
[2022-04-12 23:41:19	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0312049 | val_loss: 0.0312137 | Time: 2102.81 ms
[2022-04-12 23:41:21	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0312057 | val_loss: 0.0312176 | Time: 2048.81 ms
[2022-04-12 23:41:23	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0312063 | val_loss: 0.0312104 | Time: 2039.46 ms
[2022-04-12 23:41:26	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0312052 | val_loss: 0.0312105 | Time: 2024.79 ms
[2022-04-12 23:41:28	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0312042 | val_loss: 0.0312091 | Time: 2034.01 ms
[2022-04-12 23:41:30	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0312058 | val_loss: 0.0312134 | Time: 2077.28 ms
[2022-04-12 23:41:32	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0312033 | val_loss: 0.0312103 | Time: 2072.89 ms
[2022-04-12 23:41:34	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0312032 | val_loss: 0.031209 | Time: 2043.62 ms
[2022-04-12 23:41:36	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0312031 | val_loss: 0.0312108 | Time: 2092.98 ms
[2022-04-12 23:41:38	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0312022 | val_loss: 0.0312091 | Time: 2036.35 ms
[2022-04-12 23:41:40	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0312055 | val_loss: 0.0312195 | Time: 2061.66 ms
[2022-04-12 23:41:42	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0312067 | val_loss: 0.0312148 | Time: 2076.91 ms
[2022-04-12 23:41:45	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0312036 | val_loss: 0.0312137 | Time: 2061.52 ms
[2022-04-12 23:41:47	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0312039 | val_loss: 0.0312123 | Time: 2068.85 ms
[2022-04-12 23:41:49	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0312036 | val_loss: 0.0312132 | Time: 2060.08 ms
[2022-04-12 23:41:51	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0312037 | val_loss: 0.0312131 | Time: 2069.83 ms
[2022-04-12 23:41:53	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0312069 | val_loss: 0.0312084 | Time: 2101.47 ms
[2022-04-12 23:41:55	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0312029 | val_loss: 0.0312098 | Time: 2087.08 ms
[2022-04-12 23:41:57	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0312004 | val_loss: 0.0312077 | Time: 2085.05 ms
[2022-04-12 23:41:59	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311996 | val_loss: 0.0312096 | Time: 2071.2 ms
[2022-04-12 23:42:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0312001 | val_loss: 0.031207 | Time: 2066.42 ms
[2022-04-12 23:42:04	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0312026 | val_loss: 0.0312087 | Time: 2121.12 ms
[2022-04-12 23:42:06	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.031201 | val_loss: 0.0312112 | Time: 2089.02 ms
[2022-04-12 23:42:08	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0312032 | val_loss: 0.031212 | Time: 2074.76 ms
[2022-04-12 23:42:10	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031201 | val_loss: 0.0312105 | Time: 2072.83 ms
[2022-04-12 23:42:12	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0312129 | val_loss: 0.0312198 | Time: 2084.84 ms
[2022-04-12 23:42:14	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0312125 | val_loss: 0.0312122 | Time: 2069.95 ms
[2022-04-12 23:42:16	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0312098 | val_loss: 0.0312118 | Time: 2111.15 ms
[2022-04-12 23:42:19	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0312073 | val_loss: 0.0312144 | Time: 2077.63 ms
[2022-04-12 23:42:21	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0312073 | val_loss: 0.031209 | Time: 2071.4 ms
[2022-04-12 23:42:23	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0312081 | val_loss: 0.031211 | Time: 2074.31 ms
[2022-04-12 23:42:25	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0312051 | val_loss: 0.0312087 | Time: 2090.26 ms
[2022-04-12 23:42:27	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0312037 | val_loss: 0.0312089 | Time: 2113.13 ms
[2022-04-12 23:42:29	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0312039 | val_loss: 0.0312095 | Time: 2072.08 ms
[2022-04-12 23:42:31	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0312044 | val_loss: 0.0312115 | Time: 2039.11 ms
[2022-04-12 23:42:33	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312044 | val_loss: 0.0312096 | Time: 2059.99 ms
[2022-04-12 23:42:36	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312042 | val_loss: 0.0312132 | Time: 2084.34 ms
[2022-04-12 23:42:38	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0312062 | val_loss: 0.0312091 | Time: 2117.35 ms
[2022-04-12 23:42:40	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312036 | val_loss: 0.0312087 | Time: 2061.01 ms
[2022-04-12 23:42:42	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312039 | val_loss: 0.0312082 | Time: 2057 ms
[2022-04-12 23:42:44	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312081 | val_loss: 0.0312092 | Time: 2071.52 ms
[2022-04-12 23:42:46	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312043 | val_loss: 0.0312093 | Time: 2075.68 ms
[2022-04-12 23:42:48	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312036 | val_loss: 0.0312144 | Time: 2070.76 ms
[2022-04-12 23:42:51	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312031 | val_loss: 0.0312105 | Time: 2078.49 ms
[2022-04-12 23:42:53	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0312036 | val_loss: 0.0312106 | Time: 2047.98 ms
[2022-04-12 23:42:55	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312014 | val_loss: 0.0312088 | Time: 2067.26 ms
[2022-04-12 23:42:57	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0312034 | val_loss: 0.0312122 | Time: 2061.69 ms
[2022-04-12 23:42:59	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312033 | val_loss: 0.0312156 | Time: 2055.91 ms
[2022-04-12 23:43:01	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0312042 | val_loss: 0.0312113 | Time: 2087.57 ms
[2022-04-12 23:43:03	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0312024 | val_loss: 0.0312108 | Time: 2040.09 ms
[2022-04-12 23:43:05	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312036 | val_loss: 0.0312152 | Time: 2035.63 ms
[2022-04-12 23:43:08	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.031203 | val_loss: 0.0312103 | Time: 2098.25 ms
[2022-04-12 23:43:10	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0312015 | val_loss: 0.0312117 | Time: 2067.23 ms
[2022-04-12 23:43:12	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0312014 | val_loss: 0.0312113 | Time: 2078.31 ms
[2022-04-12 23:43:14	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312014 | val_loss: 0.0312097 | Time: 2067.31 ms
[2022-04-12 23:43:16	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311999 | val_loss: 0.0312102 | Time: 2035.78 ms
[2022-04-12 23:43:18	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312035 | val_loss: 0.0312085 | Time: 2043.15 ms
[2022-04-12 23:43:20	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0312039 | val_loss: 0.0312151 | Time: 2089.3 ms
[2022-04-12 23:43:22	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.031203 | val_loss: 0.0312141 | Time: 2051.35 ms
[2022-04-12 23:43:24	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0312022 | val_loss: 0.0312088 | Time: 2091.85 ms
[2022-04-12 23:43:27	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.031201 | val_loss: 0.0312181 | Time: 2072.59 ms
[2022-04-12 23:43:29	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.031201 | val_loss: 0.0312084 | Time: 2035.57 ms
[2022-04-12 23:43:31	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312005 | val_loss: 0.0312124 | Time: 2051.92 ms
[2022-04-12 23:43:33	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312019 | val_loss: 0.0312098 | Time: 2095.29 ms
[2022-04-12 23:43:35	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312002 | val_loss: 0.0312102 | Time: 2117.05 ms
[2022-04-12 23:43:37	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0312005 | val_loss: 0.0312102 | Time: 2072.34 ms
[2022-04-12 23:43:39	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0312049 | val_loss: 0.031217 | Time: 2079.91 ms
[2022-04-12 23:43:41	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0312022 | val_loss: 0.0312099 | Time: 2066.74 ms
[2022-04-12 23:43:44	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311991 | val_loss: 0.0312111 | Time: 2053.24 ms
[2022-04-12 23:43:46	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312 | val_loss: 0.0312101 | Time: 2101 ms
[2022-04-12 23:43:48	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311988 | val_loss: 0.0312126 | Time: 2061.63 ms
[2022-04-12 23:43:50	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311997 | val_loss: 0.0312118 | Time: 2107.41 ms
[2022-04-12 23:43:52	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0312009 | val_loss: 0.031214 | Time: 2088.23 ms
[2022-04-12 23:43:54	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0312021 | val_loss: 0.0312125 | Time: 2115.7 ms
[2022-04-12 23:43:56	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0312017 | val_loss: 0.0312117 | Time: 2095.24 ms
[2022-04-12 23:43:59	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0312004 | val_loss: 0.0312152 | Time: 2097.81 ms
[2022-04-12 23:44:01	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0312017 | val_loss: 0.0312145 | Time: 2097.72 ms
[2022-04-12 23:44:03	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0312 | val_loss: 0.031215 | Time: 2073.95 ms
[2022-04-12 23:44:05	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312005 | val_loss: 0.0312098 | Time: 2017.51 ms
[2022-04-12 23:44:07	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312003 | val_loss: 0.0312147 | Time: 2113.94 ms
[2022-04-12 23:44:09	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0312027 | val_loss: 0.0312109 | Time: 2134.18 ms
[2022-04-12 23:44:11	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312019 | val_loss: 0.031211 | Time: 2065.3 ms
[2022-04-12 23:44:14	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0312024 | val_loss: 0.0312222 | Time: 2094.62 ms
[2022-04-12 23:44:16	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312033 | val_loss: 0.0312135 | Time: 2107.71 ms
[2022-04-12 23:44:18	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312 | val_loss: 0.0312143 | Time: 2069.57 ms
[2022-04-12 23:44:20	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312034 | val_loss: 0.0312128 | Time: 2081.89 ms
[2022-04-12 23:44:22	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312023 | val_loss: 0.0312111 | Time: 2065.48 ms
[2022-04-12 23:44:24	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0312011 | val_loss: 0.0312121 | Time: 2114.4 ms
[2022-04-12 23:44:26	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312017 | val_loss: 0.0312133 | Time: 2115.46 ms
[2022-04-12 23:44:29	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0312012 | val_loss: 0.0312116 | Time: 2115.93 ms
[2022-04-12 23:44:31	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311999 | val_loss: 0.0312096 | Time: 2060.22 ms
[2022-04-12 23:44:33	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311992 | val_loss: 0.0312133 | Time: 2123.9 ms
[2022-04-12 23:44:35	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311994 | val_loss: 0.0312104 | Time: 2054.7 ms
[2022-04-12 23:44:37	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.031199 | val_loss: 0.0312088 | Time: 2064.87 ms
[2022-04-12 23:44:39	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311987 | val_loss: 0.0312103 | Time: 2068.7 ms
[2022-04-12 23:44:41	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312007 | val_loss: 0.0312098 | Time: 2087.45 ms
[2022-04-12 23:44:43	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311994 | val_loss: 0.0312106 | Time: 2081.62 ms
[2022-04-12 23:44:46	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311986 | val_loss: 0.0312112 | Time: 2074.11 ms
[2022-04-12 23:44:48	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312009 | val_loss: 0.0312092 | Time: 2109.51 ms
[2022-04-12 23:44:50	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311986 | val_loss: 0.0312098 | Time: 2024.39 ms
[2022-04-12 23:44:52	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311996 | val_loss: 0.0312111 | Time: 2059.72 ms
[2022-04-12 23:44:54	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312005 | val_loss: 0.0312122 | Time: 2049.1 ms
[2022-04-12 23:44:56	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311974 | val_loss: 0.0312097 | Time: 2042.82 ms
[2022-04-12 23:44:58	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0312038 | val_loss: 0.0312173 | Time: 2065.37 ms
[2022-04-12 23:45:00	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312023 | val_loss: 0.0312116 | Time: 2064.15 ms
[2022-04-12 23:45:02	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312012 | val_loss: 0.0312097 | Time: 2093.54 ms
[2022-04-12 23:45:05	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312028 | val_loss: 0.0312123 | Time: 2077.45 ms
[2022-04-12 23:45:07	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312009 | val_loss: 0.0312116 | Time: 2068.73 ms
[2022-04-12 23:45:09	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311994 | val_loss: 0.0312107 | Time: 2019.13 ms
[2022-04-12 23:45:11	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312036 | val_loss: 0.0312089 | Time: 2114.47 ms
[2022-04-12 23:45:13	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.031199 | val_loss: 0.0312085 | Time: 2063.7 ms
[2022-04-12 23:45:15	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311976 | val_loss: 0.031209 | Time: 2079.3 ms
[2022-04-12 23:45:17	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311972 | val_loss: 0.0312102 | Time: 2068.36 ms
[2022-04-12 23:45:19	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312002 | val_loss: 0.0312145 | Time: 2058.21 ms
[2022-04-12 23:45:21	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0312017 | val_loss: 0.0312131 | Time: 2097.66 ms
[2022-04-12 23:45:24	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311993 | val_loss: 0.0312105 | Time: 2081.7 ms
[2022-04-12 23:45:26	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311965 | val_loss: 0.0312093 | Time: 2090.99 ms
[2022-04-12 23:45:28	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311973 | val_loss: 0.0312093 | Time: 2109.53 ms
[2022-04-12 23:45:30	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311972 | val_loss: 0.0312119 | Time: 2074.95 ms
[2022-04-12 23:45:32	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311998 | val_loss: 0.0312102 | Time: 2032.73 ms
[2022-04-12 23:45:34	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311976 | val_loss: 0.0312098 | Time: 2098.34 ms
[2022-04-12 23:45:36	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.031197 | val_loss: 0.0312124 | Time: 2015.38 ms
[2022-04-12 23:45:38	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312001 | val_loss: 0.0312161 | Time: 2108.24 ms
[2022-04-12 23:45:41	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311994 | val_loss: 0.0312092 | Time: 2053.28 ms
[2022-04-12 23:45:43	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0312007 | val_loss: 0.0312101 | Time: 2023.23 ms
[2022-04-12 23:45:45	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311984 | val_loss: 0.0312097 | Time: 2014.39 ms
[2022-04-12 23:45:47	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311977 | val_loss: 0.0312089 | Time: 2036.01 ms
[2022-04-12 23:45:49	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311984 | val_loss: 0.0312089 | Time: 2088.63 ms
[2022-04-12 23:45:51	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311985 | val_loss: 0.0312135 | Time: 2025.34 ms
[2022-04-12 23:45:53	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.031203 | val_loss: 0.0312202 | Time: 2105.71 ms
[2022-04-12 23:45:55	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311989 | val_loss: 0.0312118 | Time: 2060.87 ms
[2022-04-12 23:45:57	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311997 | val_loss: 0.0312098 | Time: 2054.55 ms
[2022-04-12 23:46:00	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311975 | val_loss: 0.0312104 | Time: 2068.85 ms
[2022-04-12 23:46:02	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031199 | val_loss: 0.0312168 | Time: 2037.88 ms
[2022-04-12 23:46:04	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311986 | val_loss: 0.031209 | Time: 2084.61 ms
[2022-04-12 23:46:06	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311988 | val_loss: 0.0312096 | Time: 2054.9 ms
[2022-04-12 23:46:08	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0312007 | val_loss: 0.0312182 | Time: 2051.22 ms
[2022-04-12 23:46:10	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031199 | val_loss: 0.03121 | Time: 2097.16 ms
[2022-04-12 23:46:12	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311971 | val_loss: 0.0312108 | Time: 2122.89 ms
[2022-04-12 23:46:14	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311964 | val_loss: 0.0312095 | Time: 2096.83 ms
[2022-04-12 23:46:17	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311966 | val_loss: 0.0312101 | Time: 2081.09 ms
[2022-04-12 23:46:19	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311974 | val_loss: 0.0312257 | Time: 2065.66 ms
[2022-04-12 23:46:21	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0312036 | val_loss: 0.0312106 | Time: 2096.43 ms
[2022-04-12 23:46:23	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311997 | val_loss: 0.0312081 | Time: 2126.33 ms
[2022-04-12 23:46:25	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311987 | val_loss: 0.0312075 | Time: 2078.35 ms
[2022-04-12 23:46:27	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0312037 | val_loss: 0.0312109 | Time: 2080.24 ms
[2022-04-12 23:46:29	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0312053 | val_loss: 0.0312232 | Time: 2106.22 ms
[2022-04-12 23:46:32	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0312013 | val_loss: 0.0312088 | Time: 2072.16 ms
[2022-04-12 23:46:34	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0312012 | val_loss: 0.0312096 | Time: 2041.77 ms
[2022-04-12 23:46:36	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0312003 | val_loss: 0.0312114 | Time: 2049.7 ms
[2022-04-12 23:46:38	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0312011 | val_loss: 0.0312097 | Time: 2082.17 ms
[2022-04-12 23:46:40	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0312009 | val_loss: 0.0312094 | Time: 2110.56 ms
[2022-04-12 23:46:42	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311988 | val_loss: 0.0312064 | Time: 2090.88 ms
[2022-04-12 23:46:44	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311967 | val_loss: 0.031207 | Time: 2088.72 ms
[2022-04-12 23:46:47	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311973 | val_loss: 0.0312088 | Time: 2098.3 ms
[2022-04-12 23:46:49	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311987 | val_loss: 0.0312089 | Time: 2080.03 ms
[2022-04-12 23:46:51	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311968 | val_loss: 0.0312065 | Time: 2072.62 ms
[2022-04-12 23:46:53	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311967 | val_loss: 0.0312056 | Time: 2015.13 ms
[2022-04-12 23:46:55	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311971 | val_loss: 0.0312054 | Time: 2102.94 ms
[2022-04-12 23:46:57	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.031196 | val_loss: 0.0312076 | Time: 2107.61 ms
[2022-04-12 23:46:59	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311976 | val_loss: 0.0312117 | Time: 2059.92 ms
[2022-04-12 23:47:01	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311981 | val_loss: 0.0312074 | Time: 2117.99 ms
[2022-04-12 23:47:04	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031197 | val_loss: 0.0312104 | Time: 2060.56 ms
[2022-04-12 23:47:06	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311961 | val_loss: 0.0312062 | Time: 2058.29 ms
[2022-04-12 23:47:08	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311956 | val_loss: 0.0312064 | Time: 2079.4 ms
[2022-04-12 23:47:10	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0312004 | val_loss: 0.0312125 | Time: 2103.78 ms
[2022-04-12 23:47:12	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0312026 | val_loss: 0.0312098 | Time: 2053.49 ms
[2022-04-12 23:47:14	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0312019 | val_loss: 0.0312081 | Time: 2120.25 ms
[2022-04-12 23:47:16	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0312005 | val_loss: 0.0312117 | Time: 2072.66 ms
[2022-04-12 23:47:18	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0312021 | val_loss: 0.0312104 | Time: 2045.79 ms
[2022-04-12 23:47:21	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0312009 | val_loss: 0.03121 | Time: 2043.64 ms
[2022-04-12 23:47:23	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0312048 | val_loss: 0.0312111 | Time: 2077.19 ms
[2022-04-12 23:47:25	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0312021 | val_loss: 0.0312126 | Time: 2109.41 ms
[2022-04-12 23:47:27	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311994 | val_loss: 0.0312108 | Time: 2070.44 ms
[2022-04-12 23:47:29	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0312022 | val_loss: 0.0312147 | Time: 2087.54 ms
[2022-04-12 23:47:31	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0312052 | val_loss: 0.0312151 | Time: 2103.06 ms
[2022-04-12 23:47:33	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0312031 | val_loss: 0.0312163 | Time: 2074.03 ms
[2022-04-12 23:47:35	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0312006 | val_loss: 0.0312073 | Time: 2048.09 ms
[2022-04-12 23:47:38	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311977 | val_loss: 0.0312063 | Time: 2083.03 ms
[2022-04-12 23:47:40	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311988 | val_loss: 0.0312099 | Time: 2052.82 ms
[2022-04-12 23:47:42	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311991 | val_loss: 0.0312063 | Time: 2051.73 ms
[2022-04-12 23:47:44	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311972 | val_loss: 0.0312049 | Time: 2055.38 ms
[2022-04-12 23:47:46	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311971 | val_loss: 0.0312077 | Time: 2043.99 ms
[2022-04-12 23:47:48	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311987 | val_loss: 0.0312078 | Time: 2071.95 ms
[2022-04-12 23:47:51	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312014 | val_loss: 0.0312098 | Time: 2035.35 ms
[2022-04-12 23:47:53	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312 | val_loss: 0.0312052 | Time: 2055.78 ms
[2022-04-12 23:47:55	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312003 | val_loss: 0.0312095 | Time: 2094.61 ms
[2022-04-12 23:47:57	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311987 | val_loss: 0.0312061 | Time: 2027.04 ms
[2022-04-12 23:47:59	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311972 | val_loss: 0.0312067 | Time: 2038.7 ms
[2022-04-12 23:48:01	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311968 | val_loss: 0.0312082 | Time: 2093.86 ms
[2022-04-12 23:48:03	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311973 | val_loss: 0.0312058 | Time: 2112.23 ms
[2022-04-12 23:48:05	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311963 | val_loss: 0.0312068 | Time: 2115.22 ms
[2022-04-12 23:48:08	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311962 | val_loss: 0.0312091 | Time: 2077.75 ms
[2022-04-12 23:48:10	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.031199 | val_loss: 0.0312135 | Time: 2061.64 ms
[2022-04-12 23:48:12	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.031199 | val_loss: 0.0312064 | Time: 2082.25 ms
[2022-04-12 23:48:14	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311987 | val_loss: 0.0312103 | Time: 2055.13 ms
[2022-04-12 23:48:16	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311974 | val_loss: 0.0312116 | Time: 2060.58 ms
[2022-04-12 23:48:18	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0312011 | val_loss: 0.0312107 | Time: 2142.11 ms
[2022-04-12 23:48:20	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0312013 | val_loss: 0.03121 | Time: 2075.72 ms
[2022-04-12 23:48:22	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031204 | val_loss: 0.0312117 | Time: 2074.3 ms
[2022-04-12 23:48:25	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0312013 | val_loss: 0.0312074 | Time: 2051.97 ms
[2022-04-12 23:48:27	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311994 | val_loss: 0.0312076 | Time: 2106.49 ms
[2022-04-12 23:48:29	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0312021 | val_loss: 0.0312135 | Time: 2054.96 ms
[2022-04-12 23:48:31	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0312022 | val_loss: 0.0312106 | Time: 2086.72 ms
[2022-04-12 23:48:33	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311989 | val_loss: 0.0312108 | Time: 2053.72 ms
[2022-04-12 23:48:35	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311969 | val_loss: 0.0312055 | Time: 2054.72 ms
[2022-04-12 23:48:37	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311968 | val_loss: 0.031209 | Time: 2095.54 ms
[2022-04-12 23:48:39	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311977 | val_loss: 0.0312083 | Time: 2067.79 ms
[2022-04-12 23:48:42	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311971 | val_loss: 0.0312074 | Time: 2130.32 ms
[2022-04-12 23:48:44	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311964 | val_loss: 0.0312061 | Time: 2088.37 ms
[2022-04-12 23:48:46	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311957 | val_loss: 0.031211 | Time: 2075.16 ms
[2022-04-12 23:48:48	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311995 | val_loss: 0.0312078 | Time: 2037.59 ms
[2022-04-12 23:48:50	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311964 | val_loss: 0.0312128 | Time: 2054.72 ms
[2022-04-12 23:48:52	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031198 | val_loss: 0.031208 | Time: 2083.43 ms
[2022-04-12 23:48:54	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311958 | val_loss: 0.0312085 | Time: 2052.22 ms
[2022-04-12 23:48:56	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311961 | val_loss: 0.0312067 | Time: 2082.86 ms
[2022-04-12 23:48:59	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311976 | val_loss: 0.0312089 | Time: 2053.6 ms
[2022-04-12 23:49:01	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311984 | val_loss: 0.0312104 | Time: 2011.56 ms
[2022-04-12 23:49:03	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311983 | val_loss: 0.0312124 | Time: 2040.41 ms
[2022-04-12 23:49:05	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311984 | val_loss: 0.0312103 | Time: 2072.6 ms
[2022-04-12 23:49:07	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311971 | val_loss: 0.0312111 | Time: 2066.3 ms
[2022-04-12 23:49:09	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311979 | val_loss: 0.0312111 | Time: 2060.91 ms
[2022-04-12 23:49:11	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311961 | val_loss: 0.0312074 | Time: 2075.64 ms
[2022-04-12 23:49:13	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311985 | val_loss: 0.031208 | Time: 2076.91 ms
[2022-04-12 23:49:15	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311963 | val_loss: 0.0312068 | Time: 2095.66 ms
[2022-04-12 23:49:18	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311957 | val_loss: 0.0312089 | Time: 2088.32 ms
[2022-04-12 23:49:20	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311966 | val_loss: 0.0312108 | Time: 2054.27 ms
[2022-04-12 23:49:22	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0312006 | val_loss: 0.0312131 | Time: 2073.31 ms
[2022-04-12 23:49:24	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311974 | val_loss: 0.0312068 | Time: 2087.52 ms
[2022-04-12 23:49:26	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311981 | val_loss: 0.03121 | Time: 2076.5 ms
[2022-04-12 23:49:28	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311968 | val_loss: 0.0312096 | Time: 2060.9 ms
[2022-04-12 23:49:30	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311983 | val_loss: 0.0312128 | Time: 2051.41 ms
[2022-04-12 23:49:32	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031201 | val_loss: 0.0312116 | Time: 2081.68 ms
[2022-04-12 23:49:35	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311987 | val_loss: 0.0312134 | Time: 2078.28 ms
[2022-04-12 23:49:37	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311971 | val_loss: 0.0312084 | Time: 2063.86 ms
[2022-04-12 23:49:39	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311955 | val_loss: 0.0312066 | Time: 2070.71 ms
[2022-04-12 23:49:41	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.031196 | val_loss: 0.0312072 | Time: 2050.09 ms
[2022-04-12 23:49:43	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311991 | val_loss: 0.031211 | Time: 2080.31 ms
[2022-04-12 23:49:45	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311993 | val_loss: 0.0312115 | Time: 2109.22 ms
[2022-04-12 23:49:47	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312027 | val_loss: 0.0312131 | Time: 2048.61 ms
[2022-04-12 23:49:49	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0312013 | val_loss: 0.0312061 | Time: 2058.86 ms
[2022-04-12 23:49:51	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311991 | val_loss: 0.0312056 | Time: 2024.82 ms
[2022-04-12 23:49:54	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311988 | val_loss: 0.0312089 | Time: 2078.39 ms
[2022-04-12 23:49:56	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311986 | val_loss: 0.0312074 | Time: 2069.25 ms
[2022-04-12 23:49:58	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311978 | val_loss: 0.0312088 | Time: 2098.17 ms
[2022-04-12 23:50:00	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311973 | val_loss: 0.0312109 | Time: 2102.27 ms
[2022-04-12 23:50:02	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311994 | val_loss: 0.0312079 | Time: 2086.33 ms
[2022-04-12 23:50:04	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311984 | val_loss: 0.0312082 | Time: 2096.1 ms
[2022-04-12 23:50:06	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311973 | val_loss: 0.0312064 | Time: 2091.54 ms
[2022-04-12 23:50:09	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311966 | val_loss: 0.0312084 | Time: 2082.04 ms
[2022-04-12 23:50:11	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311995 | val_loss: 0.0312095 | Time: 2090.33 ms
[2022-04-12 23:50:13	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311993 | val_loss: 0.031206 | Time: 2101.01 ms
[2022-04-12 23:50:15	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311999 | val_loss: 0.0312139 | Time: 2064.25 ms
[2022-04-12 23:50:17	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311985 | val_loss: 0.0312068 | Time: 2060.35 ms
[2022-04-12 23:50:19	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311955 | val_loss: 0.0312053 | Time: 2078.5 ms
[2022-04-12 23:50:21	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311989 | val_loss: 0.0312057 | Time: 2076.32 ms
[2022-04-12 23:50:23	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311977 | val_loss: 0.0312065 | Time: 2051.81 ms
[2022-04-12 23:50:26	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311972 | val_loss: 0.0312068 | Time: 2082.53 ms
[2022-04-12 23:50:28	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311995 | val_loss: 0.0312097 | Time: 2079.32 ms
[2022-04-12 23:50:30	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311993 | val_loss: 0.0312065 | Time: 2089.51 ms
[2022-04-12 23:50:32	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311945 | val_loss: 0.0312074 | Time: 2030.92 ms
[2022-04-12 23:50:34	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311975 | val_loss: 0.0312072 | Time: 2069.3 ms
[2022-04-12 23:50:36	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311965 | val_loss: 0.0312081 | Time: 2078.52 ms
[2022-04-12 23:50:38	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311957 | val_loss: 0.0312089 | Time: 2107.41 ms
[2022-04-12 23:50:40	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311964 | val_loss: 0.0312076 | Time: 2070.52 ms
[2022-04-12 23:50:43	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311958 | val_loss: 0.0312058 | Time: 2100.09 ms
[2022-04-12 23:50:45	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311947 | val_loss: 0.0312057 | Time: 2081.21 ms
[2022-04-12 23:50:47	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311931 | val_loss: 0.0312047 | Time: 2018.76 ms
[2022-04-12 23:50:49	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311926 | val_loss: 0.0312074 | Time: 2098.49 ms
[2022-04-12 23:50:51	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311924 | val_loss: 0.031206 | Time: 2078.02 ms
[2022-04-12 23:50:53	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311997 | val_loss: 0.0312128 | Time: 2064.59 ms
[2022-04-12 23:50:55	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311964 | val_loss: 0.0312132 | Time: 2078.32 ms
[2022-04-12 23:50:57	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311956 | val_loss: 0.0312102 | Time: 2049.84 ms
[2022-04-12 23:50:59	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311934 | val_loss: 0.0312064 | Time: 2053.47 ms
[2022-04-12 23:51:02	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311941 | val_loss: 0.0312126 | Time: 2086.13 ms
[2022-04-12 23:51:04	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311936 | val_loss: 0.0312082 | Time: 2082.08 ms
[2022-04-12 23:51:06	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311972 | val_loss: 0.0312081 | Time: 2065.38 ms
[2022-04-12 23:51:08	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311965 | val_loss: 0.0312088 | Time: 2059.58 ms
[2022-04-12 23:51:10	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311953 | val_loss: 0.0312109 | Time: 2064.84 ms
[2022-04-12 23:51:12	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311976 | val_loss: 0.03121 | Time: 2096.56 ms
[2022-04-12 23:51:14	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311955 | val_loss: 0.0312106 | Time: 2014.85 ms
[2022-04-12 23:51:16	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311951 | val_loss: 0.0312137 | Time: 2041.6 ms
[2022-04-12 23:51:18	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311952 | val_loss: 0.0312072 | Time: 2022.08 ms
[2022-04-12 23:51:21	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311941 | val_loss: 0.0312065 | Time: 2040.81 ms
[2022-04-12 23:51:23	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.031191 | val_loss: 0.0312061 | Time: 2065.34 ms
[2022-04-12 23:51:25	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311929 | val_loss: 0.0312048 | Time: 1991.71 ms
[2022-04-12 23:51:27	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311938 | val_loss: 0.031208 | Time: 2074.12 ms
[2022-04-12 23:51:29	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.031195 | val_loss: 0.0312078 | Time: 2064.96 ms
[2022-04-12 23:51:31	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311922 | val_loss: 0.0312065 | Time: 2038.55 ms
[2022-04-12 23:51:33	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311916 | val_loss: 0.0312073 | Time: 2047.41 ms
[2022-04-12 23:51:35	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311928 | val_loss: 0.0312089 | Time: 2064.31 ms
[2022-04-12 23:51:37	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311909 | val_loss: 0.031207 | Time: 2084.16 ms
[2022-04-12 23:51:40	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311948 | val_loss: 0.0312243 | Time: 2094.77 ms
[2022-04-12 23:51:42	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311974 | val_loss: 0.0312107 | Time: 2023.94 ms
[2022-04-12 23:51:44	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311934 | val_loss: 0.0312097 | Time: 2054.83 ms
[2022-04-12 23:51:46	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311949 | val_loss: 0.0312117 | Time: 2048.72 ms
[2022-04-12 23:51:48	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311932 | val_loss: 0.0312109 | Time: 2076.51 ms
[2022-04-12 23:51:50	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311901 | val_loss: 0.0312065 | Time: 2038.03 ms
[2022-04-12 23:51:52	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311924 | val_loss: 0.0312113 | Time: 2086.66 ms
[2022-04-12 23:51:54	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.031191 | val_loss: 0.0312062 | Time: 2065.87 ms
[2022-04-12 23:51:56	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311901 | val_loss: 0.0312064 | Time: 2091.56 ms
[2022-04-12 23:51:59	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311941 | val_loss: 0.0312101 | Time: 2064.59 ms
[2022-04-12 23:52:01	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311927 | val_loss: 0.0312087 | Time: 2054.86 ms
[2022-04-12 23:52:03	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311919 | val_loss: 0.0312095 | Time: 2037.49 ms
[2022-04-12 23:52:05	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311976 | val_loss: 0.0312173 | Time: 2097.38 ms
[2022-04-12 23:52:07	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.031197 | val_loss: 0.0312112 | Time: 2067.38 ms
[2022-04-12 23:52:09	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311925 | val_loss: 0.0312139 | Time: 2072.51 ms
[2022-04-12 23:52:11	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311954 | val_loss: 0.0312128 | Time: 2075.12 ms
[2022-04-12 23:52:13	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031198 | val_loss: 0.0312088 | Time: 2037.75 ms
[2022-04-12 23:52:15	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311956 | val_loss: 0.0312091 | Time: 2004.53 ms
[2022-04-12 23:52:17	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311948 | val_loss: 0.0312077 | Time: 2040.7 ms
[2022-04-12 23:52:20	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311936 | val_loss: 0.0312131 | Time: 2039.36 ms
[2022-04-12 23:52:22	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.031196 | val_loss: 0.0312103 | Time: 2095.35 ms
[2022-04-12 23:52:24	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311973 | val_loss: 0.0312095 | Time: 2043.83 ms
[2022-04-12 23:52:26	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311918 | val_loss: 0.0312063 | Time: 2039.36 ms
[2022-04-12 23:52:28	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311916 | val_loss: 0.031209 | Time: 2108.48 ms
[2022-04-12 23:52:30	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311912 | val_loss: 0.0312089 | Time: 2083.5 ms
[2022-04-12 23:52:32	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311937 | val_loss: 0.0312113 | Time: 2074.23 ms
[2022-04-12 23:52:34	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311921 | val_loss: 0.031208 | Time: 2076.73 ms
[2022-04-12 23:52:37	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311907 | val_loss: 0.0312074 | Time: 2122.54 ms
[2022-04-12 23:52:39	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311921 | val_loss: 0.0312076 | Time: 2068.58 ms
[2022-04-12 23:52:41	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311924 | val_loss: 0.0312082 | Time: 2066.78 ms
[2022-04-12 23:52:43	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311918 | val_loss: 0.0312069 | Time: 2043.64 ms
[2022-04-12 23:52:45	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311911 | val_loss: 0.0312087 | Time: 2075.46 ms
[2022-04-12 23:52:47	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311951 | val_loss: 0.0312092 | Time: 2087.19 ms
[2022-04-12 23:52:49	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.031196 | val_loss: 0.0312121 | Time: 2079.99 ms
[2022-04-12 23:52:51	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311957 | val_loss: 0.0312159 | Time: 2018.65 ms
[2022-04-12 23:52:53	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.031197 | val_loss: 0.0312143 | Time: 2044.33 ms
[2022-04-12 23:52:56	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311949 | val_loss: 0.0312118 | Time: 2052.39 ms
[2022-04-12 23:52:58	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311931 | val_loss: 0.0312094 | Time: 2062.46 ms
[2022-04-12 23:53:00	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311922 | val_loss: 0.0312105 | Time: 2091.43 ms
[2022-04-12 23:53:02	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311925 | val_loss: 0.0312068 | Time: 2023.25 ms
[2022-04-12 23:53:04	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311912 | val_loss: 0.0312146 | Time: 2094.8 ms
[2022-04-12 23:53:06	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311971 | val_loss: 0.0312081 | Time: 2054.87 ms
[2022-04-12 23:53:08	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311983 | val_loss: 0.0312115 | Time: 2060.11 ms
[2022-04-12 23:53:10	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311958 | val_loss: 0.031207 | Time: 2022.55 ms
[2022-04-12 23:53:12	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311968 | val_loss: 0.0312142 | Time: 2033.57 ms
[2022-04-12 23:53:14	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311938 | val_loss: 0.0312072 | Time: 2063.71 ms
[2022-04-12 23:53:17	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311932 | val_loss: 0.0312164 | Time: 2005.51 ms
[2022-04-12 23:53:19	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311964 | val_loss: 0.0312085 | Time: 2071.43 ms
[2022-04-12 23:53:21	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311995 | val_loss: 0.0312161 | Time: 2150.08 ms
[2022-04-12 23:53:23	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312014 | val_loss: 0.0312124 | Time: 2117.32 ms
[2022-04-12 23:53:25	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312 | val_loss: 0.0312113 | Time: 2075.36 ms
[2022-04-12 23:53:27	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311976 | val_loss: 0.0312101 | Time: 2080.81 ms
[2022-04-12 23:53:29	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311958 | val_loss: 0.0312089 | Time: 2068.87 ms
[2022-04-12 23:53:32	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311951 | val_loss: 0.0312114 | Time: 2053.66 ms
[2022-04-12 23:53:34	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.031198 | val_loss: 0.0312097 | Time: 2067.51 ms
[2022-04-12 23:53:36	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311984 | val_loss: 0.0312106 | Time: 2058.7 ms
[2022-04-12 23:53:38	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311955 | val_loss: 0.0312084 | Time: 2069.73 ms
[2022-04-12 23:53:40	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311951 | val_loss: 0.0312085 | Time: 2089.7 ms
[2022-04-12 23:53:42	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311976 | val_loss: 0.0312132 | Time: 2089.86 ms
[2022-04-12 23:53:45	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0312031 | val_loss: 0.0312128 | Time: 2096.49 ms
[2022-04-12 23:53:47	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312072 | val_loss: 0.0312106 | Time: 2088.94 ms
[2022-04-12 23:53:49	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312016 | val_loss: 0.0312094 | Time: 2073.58 ms
[2022-04-12 23:53:51	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312 | val_loss: 0.0312058 | Time: 2074.19 ms
[2022-04-12 23:53:53	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311995 | val_loss: 0.03121 | Time: 2099.86 ms
[2022-04-12 23:53:56	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0312 | val_loss: 0.0312067 | Time: 2105.45 ms
[2022-04-12 23:53:58	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311994 | val_loss: 0.0312083 | Time: 2102.75 ms
[2022-04-12 23:54:00	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311998 | val_loss: 0.0312077 | Time: 2111.54 ms
[2022-04-12 23:54:02	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312042 | val_loss: 0.0312099 | Time: 2123.51 ms
[2022-04-12 23:54:04	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312022 | val_loss: 0.0312103 | Time: 2093.54 ms
[2022-04-12 23:54:06	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312003 | val_loss: 0.0312104 | Time: 2083.36 ms
[2022-04-12 23:54:09	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311985 | val_loss: 0.0312079 | Time: 2077.49 ms
[2022-04-12 23:54:11	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311985 | val_loss: 0.0312106 | Time: 2081.31 ms
[2022-04-12 23:54:12	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031199 | val_loss: 0.0312078 | Time: 1600.83 ms
[2022-04-12 23:54:12	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312078
[2022-04-12 23:54:13	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-12 23:54:13	                main:608]	:	INFO	:	Success, exiting..
23:54:13 (21056): 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)