Task 10267369

Name ParityModified-1639951014-19713-1-0_0
Workunit 7623685
Created 30 Dec 2021, 10:25:07 UTC
Sent 15 Jan 2022, 13:08:39 UTC
Report deadline 23 Jan 2022, 13:08:39 UTC
Received 16 Jan 2022, 4:34:23 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 11391
Run time 13 hours 31 min 47 sec
CPU time 6 hours 58 min 30 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 1,441.83 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.53 GB
Peak swap size 3.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
Time: 20788.1 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 950M)
[2022-01-16 01:27:27	                main:435]	:	INFO	:	Set logging level to 1
[2022-01-16 01:27:28	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-01-16 01:27:28	                main:444]	:	INFO	:	Resolving all filenames
[2022-01-16 01:27:28	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-01-16 01:27:28	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-01-16 01:27:28	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-01-16 01:27:28	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-01-16 01:27:28	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-01-16 01:27:28	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-01-16 01:27:28	                main:474]	:	INFO	:	Configuration: 
[2022-01-16 01:27:28	                main:475]	:	INFO	:	    Model type: GRU
[2022-01-16 01:27:28	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-01-16 01:27:28	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-01-16 01:27:28	                main:478]	:	INFO	:	    Batch Size: 128
[2022-01-16 01:27:29	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-01-16 01:27:29	                main:480]	:	INFO	:	    Patience: 10
[2022-01-16 01:27:29	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-01-16 01:27:29	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-01-16 01:27:29	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-01-16 01:27:29	                main:484]	:	INFO	:	    # Threads: 1
[2022-01-16 01:27:29	                main:486]	:	INFO	:	Preparing Dataset
[2022-01-16 01:27:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-01-16 01:27:36	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-01-16 01:31:52	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-01-16 01:31:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-01-16 01:31:53	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-01-16 01:31:57	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-01-16 01:31:59	                main:494]	:	INFO	:	Creating Model
[2022-01-16 01:31:59	                main:507]	:	INFO	:	Preparing config file
[2022-01-16 01:31:59	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-01-16 01:31:59	                main:512]	:	INFO	:	Loading config
[2022-01-16 01:31:59	                main:514]	:	INFO	:	Loading state
[2022-01-16 01:33:49	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-01-16 01:33:51	                main:562]	:	INFO	:	Starting Training
[2022-01-16 01:34:26	                main:574]	:	INFO	:	Epoch 1567 | loss: 0.0311605 | val_loss: 0.0311797 | Time: 35304.6 ms
[2022-01-16 01:34:48	                main:574]	:	INFO	:	Epoch 1568 | loss: 0.0311226 | val_loss: 0.0311794 | Time: 20993.4 ms
[2022-01-16 01:35:12	                main:574]	:	INFO	:	Epoch 1569 | loss: 0.0311177 | val_loss: 0.0311807 | Time: 23782.4 ms
[2022-01-16 01:35:33	                main:574]	:	INFO	:	Epoch 1570 | loss: 0.0311159 | val_loss: 0.0311781 | Time: 21359.7 ms
[2022-01-16 01:35:54	                main:574]	:	INFO	:	Epoch 1571 | loss: 0.0311161 | val_loss: 0.0311776 | Time: 20671.8 ms
[2022-01-16 01:36:25	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0311156 | val_loss: 0.0311809 | Time: 30591.9 ms
[2022-01-16 01:36:55	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0311174 | val_loss: 0.0311844 | Time: 29800.2 ms
[2022-01-16 01:37:18	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0311159 | val_loss: 0.0311697 | Time: 23700.5 ms
[2022-01-16 01:37:50	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311167 | val_loss: 0.0311773 | Time: 31350.4 ms
[2022-01-16 01:38:16	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0311191 | val_loss: 0.0311828 | Time: 24614.8 ms
[2022-01-16 01:38:43	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311166 | val_loss: 0.0311768 | Time: 27701.6 ms
[2022-01-16 01:39:13	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311135 | val_loss: 0.0311765 | Time: 29446.6 ms
[2022-01-16 01:39:34	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311135 | val_loss: 0.031189 | Time: 21435 ms
[2022-01-16 01:39:57	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311134 | val_loss: 0.0311822 | Time: 22407.9 ms
[2022-01-16 01:40:19	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311137 | val_loss: 0.0311764 | Time: 22011.6 ms
[2022-01-16 01:40:40	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311137 | val_loss: 0.0311808 | Time: 20842.8 ms
[2022-01-16 01:41:03	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311181 | val_loss: 0.0311728 | Time: 22866 ms
[2022-01-16 01:41:24	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311148 | val_loss: 0.0311802 | Time: 21389.3 ms
[2022-01-16 01:41:48	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311142 | val_loss: 0.0311748 | Time: 22415.5 ms
[2022-01-16 01:42:15	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311248 | val_loss: 0.0311685 | Time: 27142.8 ms
[2022-01-16 01:42:36	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311244 | val_loss: 0.0311773 | Time: 21167.7 ms
[2022-01-16 01:42:57	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311205 | val_loss: 0.0311783 | Time: 20696.4 ms
[2022-01-16 01:43:22	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.031118 | val_loss: 0.0311784 | Time: 24381.6 ms
[2022-01-16 01:43:43	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311128 | val_loss: 0.0311806 | Time: 21741.9 ms
[2022-01-16 01:44:07	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311144 | val_loss: 0.0311773 | Time: 23318.9 ms
[2022-01-16 01:44:28	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311189 | val_loss: 0.0311749 | Time: 20721.1 ms
[2022-01-16 01:44:48	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311145 | val_loss: 0.0311873 | Time: 20847 ms
[2022-01-16 01:45:11	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311125 | val_loss: 0.0311772 | Time: 21660.7 ms
[2022-01-16 01:45:35	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311123 | val_loss: 0.0311825 | Time: 23643 ms
[2022-01-16 01:45:56	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311146 | val_loss: 0.0311816 | Time: 21173.1 ms
[2022-01-16 01:46:19	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311223 | val_loss: 0.0311728 | Time: 22726.4 ms
[2022-01-16 01:46:42	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311184 | val_loss: 0.0311836 | Time: 23307.9 ms
[2022-01-16 01:47:04	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.031117 | val_loss: 0.0311774 | Time: 22014.3 ms
[2022-01-16 01:47:26	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311109 | val_loss: 0.0311776 | Time: 20993.9 ms
[2022-01-16 01:47:55	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311145 | val_loss: 0.0311812 | Time: 29207.7 ms
[2022-01-16 01:48:16	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311107 | val_loss: 0.0311719 | Time: 20517.3 ms
[2022-01-16 01:48:38	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311109 | val_loss: 0.0311802 | Time: 21414 ms
[2022-01-16 01:49:02	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311163 | val_loss: 0.0311848 | Time: 23357.6 ms
[2022-01-16 01:49:23	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311132 | val_loss: 0.0311804 | Time: 21442.2 ms
[2022-01-16 01:49:49	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311118 | val_loss: 0.0311746 | Time: 25551 ms
[2022-01-16 01:50:33	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311092 | val_loss: 0.0311814 | Time: 21152.7 ms
[2022-01-16 01:50:57	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311122 | val_loss: 0.0311792 | Time: 21223.4 ms
[2022-01-16 01:51:19	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031112 | val_loss: 0.0311928 | Time: 22203.7 ms
[2022-01-16 01:51:40	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311112 | val_loss: 0.0311834 | Time: 20974.1 ms
[2022-01-16 01:52:02	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311117 | val_loss: 0.0311788 | Time: 20592.9 ms
[2022-01-16 01:52:23	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311117 | val_loss: 0.0311872 | Time: 20940.9 ms
[2022-01-16 01:52:43	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311052 | val_loss: 0.0311858 | Time: 20666.3 ms
[2022-01-16 01:53:05	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311076 | val_loss: 0.0311798 | Time: 21104.8 ms
[2022-01-16 01:53:28	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311093 | val_loss: 0.0311849 | Time: 23381.4 ms
[2022-01-16 01:53:51	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311073 | val_loss: 0.0311798 | Time: 23108.1 ms
[2022-01-16 01:54:15	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311089 | val_loss: 0.0311844 | Time: 23091.4 ms
[2022-01-16 01:54:40	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311093 | val_loss: 0.0311791 | Time: 24922.3 ms
[2022-01-16 01:55:05	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311084 | val_loss: 0.0311855 | Time: 24703 ms
[2022-01-16 01:55:29	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311068 | val_loss: 0.0311804 | Time: 22582.1 ms
[2022-01-16 01:55:51	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311125 | val_loss: 0.0311832 | Time: 21821.3 ms
[2022-01-16 01:56:13	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311064 | val_loss: 0.0311818 | Time: 21612.3 ms
[2022-01-16 01:56:35	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311086 | val_loss: 0.0311904 | Time: 22284.7 ms
[2022-01-16 01:56:58	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311079 | val_loss: 0.0311884 | Time: 23376.7 ms
[2022-01-16 01:57:23	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.031112 | val_loss: 0.031179 | Time: 23318 ms
[2022-01-16 01:57:45	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311068 | val_loss: 0.0311832 | Time: 21974.9 ms
[2022-01-16 01:58:15	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311079 | val_loss: 0.0311756 | Time: 30097.9 ms
[2022-01-16 01:58:44	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311085 | val_loss: 0.0311858 | Time: 28680.8 ms
[2022-01-16 01:59:12	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311085 | val_loss: 0.0311837 | Time: 27097 ms
[2022-01-16 01:59:43	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311058 | val_loss: 0.0311813 | Time: 30675.2 ms
[2022-01-16 02:00:09	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311069 | val_loss: 0.0311862 | Time: 25718.1 ms
[2022-01-16 02:00:31	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311116 | val_loss: 0.0311852 | Time: 22175.8 ms
[2022-01-16 02:00:52	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311147 | val_loss: 0.0311838 | Time: 20728.9 ms
[2022-01-16 02:01:13	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311128 | val_loss: 0.0311793 | Time: 21195.1 ms
[2022-01-16 02:01:34	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.031107 | val_loss: 0.0311795 | Time: 20618.9 ms
[2022-01-16 02:01:55	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311057 | val_loss: 0.0311773 | Time: 21111 ms
[2022-01-16 02:02:16	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311086 | val_loss: 0.031179 | Time: 20676.2 ms
[2022-01-16 02:02:38	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311118 | val_loss: 0.0311759 | Time: 21018.5 ms
[2022-01-16 02:02:59	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311096 | val_loss: 0.0311875 | Time: 21117.5 ms
[2022-01-16 02:03:16	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311095 | val_loss: 0.031181 | Time: 16694.2 ms
[2022-01-16 02:03:34	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311099 | val_loss: 0.0311796 | Time: 17770.3 ms
[2022-01-16 02:03:59	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311103 | val_loss: 0.0311762 | Time: 24810.6 ms
[2022-01-16 02:04:22	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031108 | val_loss: 0.0311815 | Time: 23852.1 ms
[2022-01-16 02:04:46	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311109 | val_loss: 0.0311856 | Time: 22969.1 ms
[2022-01-16 02:05:18	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.031106 | val_loss: 0.0311946 | Time: 32608.6 ms
[2022-01-16 02:05:45	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311027 | val_loss: 0.0311785 | Time: 26820.2 ms
[2022-01-16 02:06:11	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311047 | val_loss: 0.03118 | Time: 24548.5 ms
[2022-01-16 02:07:05	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.031106 | val_loss: 0.031188 | Time: 53876.9 ms
[2022-01-16 02:07:28	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311078 | val_loss: 0.0311775 | Time: 22630.5 ms
[2022-01-16 02:07:52	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311087 | val_loss: 0.0311749 | Time: 23727.2 ms
[2022-01-16 02:08:09	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311092 | val_loss: 0.0311778 | Time: 17477.6 ms
[2022-01-16 02:08:36	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311085 | val_loss: 0.0311822 | Time: 26323.2 ms
[2022-01-16 02:08:56	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311091 | val_loss: 0.0311797 | Time: 18807.1 ms
[2022-01-16 02:09:13	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311115 | val_loss: 0.0311817 | Time: 17674.4 ms
[2022-01-16 02:09:35	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311097 | val_loss: 0.0311767 | Time: 20916.9 ms
[2022-01-16 02:10:10	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311063 | val_loss: 0.0311772 | Time: 35039.1 ms
[2022-01-16 02:10:33	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311051 | val_loss: 0.0311862 | Time: 22904.6 ms
[2022-01-16 02:10:59	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311062 | val_loss: 0.0311769 | Time: 25318.9 ms
[2022-01-16 02:11:21	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311086 | val_loss: 0.0311831 | Time: 22191.7 ms
[2022-01-16 02:11:46	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311082 | val_loss: 0.0311761 | Time: 25284.3 ms
[2022-01-16 02:12:10	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311081 | val_loss: 0.0311859 | Time: 22029.2 ms
[2022-01-16 02:12:39	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311052 | val_loss: 0.0311897 | Time: 28903.2 ms
[2022-01-16 02:13:17	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311089 | val_loss: 0.0311809 | Time: 36851.8 ms
[2022-01-16 02:13:40	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311045 | val_loss: 0.0311857 | Time: 22881.8 ms
[2022-01-16 02:14:07	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311067 | val_loss: 0.0311821 | Time: 25313.2 ms
[2022-01-16 02:14:33	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311055 | val_loss: 0.0311774 | Time: 25999.9 ms
[2022-01-16 02:14:49	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311085 | val_loss: 0.0311814 | Time: 16239.9 ms
[2022-01-16 02:15:07	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311133 | val_loss: 0.031174 | Time: 17052.4 ms
[2022-01-16 02:15:23	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311137 | val_loss: 0.0311749 | Time: 15798.8 ms
[2022-01-16 02:15:47	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311158 | val_loss: 0.0311755 | Time: 24804.5 ms
[2022-01-16 02:16:10	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311148 | val_loss: 0.0311798 | Time: 22006.6 ms
[2022-01-16 02:16:33	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311097 | val_loss: 0.0311809 | Time: 22505.9 ms
[2022-01-16 02:16:50	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311118 | val_loss: 0.0311837 | Time: 17233.2 ms
[2022-01-16 02:17:26	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311101 | val_loss: 0.0311873 | Time: 35597.7 ms
[2022-01-16 02:17:54	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311107 | val_loss: 0.0311835 | Time: 27729.9 ms
[2022-01-16 02:18:18	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311111 | val_loss: 0.0311805 | Time: 23870 ms
[2022-01-16 02:18:50	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311131 | val_loss: 0.0311794 | Time: 32166.3 ms
[2022-01-16 02:19:10	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311139 | val_loss: 0.0311832 | Time: 19952.7 ms
[2022-01-16 02:19:42	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311095 | val_loss: 0.0311844 | Time: 31778.9 ms
[2022-01-16 02:20:15	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311105 | val_loss: 0.0311796 | Time: 32491.4 ms
[2022-01-16 02:20:36	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311143 | val_loss: 0.0311848 | Time: 21167.8 ms
[2022-01-16 02:21:01	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311098 | val_loss: 0.0311804 | Time: 24354.8 ms
[2022-01-16 02:21:26	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311107 | val_loss: 0.0311799 | Time: 24849.1 ms
[2022-01-16 02:21:47	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311072 | val_loss: 0.0311766 | Time: 20732.7 ms
[2022-01-16 02:22:08	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311021 | val_loss: 0.0311823 | Time: 20932.3 ms
[2022-01-16 02:22:29	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031102 | val_loss: 0.0311807 | Time: 21328.1 ms
[2022-01-16 02:22:52	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311063 | val_loss: 0.0311759 | Time: 22604.8 ms
[2022-01-16 02:23:13	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311027 | val_loss: 0.0311767 | Time: 20296.3 ms
[2022-01-16 02:23:34	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0310979 | val_loss: 0.0311858 | Time: 20862 ms
[2022-01-16 02:23:56	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311046 | val_loss: 0.031181 | Time: 21212 ms
[2022-01-16 02:24:18	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311168 | val_loss: 0.0311726 | Time: 22285.6 ms
[2022-01-16 02:24:39	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311173 | val_loss: 0.0311819 | Time: 21364.1 ms
[2022-01-16 02:25:01	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311086 | val_loss: 0.031188 | Time: 21639.2 ms
[2022-01-16 02:25:24	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311108 | val_loss: 0.0311821 | Time: 22249.8 ms
[2022-01-16 02:25:45	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311106 | val_loss: 0.0311772 | Time: 21419.8 ms
[2022-01-16 02:26:07	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311094 | val_loss: 0.0311775 | Time: 21640.7 ms
[2022-01-16 02:26:33	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031108 | val_loss: 0.0311802 | Time: 25578 ms
[2022-01-16 02:26:56	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311045 | val_loss: 0.0311804 | Time: 21274.1 ms
[2022-01-16 02:27:17	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311054 | val_loss: 0.0311828 | Time: 21662.5 ms
[2022-01-16 02:27:40	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311073 | val_loss: 0.0311754 | Time: 21944.4 ms
[2022-01-16 02:28:02	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311028 | val_loss: 0.0311899 | Time: 22338.8 ms
[2022-01-16 02:28:24	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311036 | val_loss: 0.0311789 | Time: 21331.7 ms
[2022-01-16 02:28:45	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311006 | val_loss: 0.0311805 | Time: 21255.5 ms
[2022-01-16 02:29:06	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311011 | val_loss: 0.0311889 | Time: 21317.2 ms
[2022-01-16 02:29:28	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311086 | val_loss: 0.0311926 | Time: 21835.1 ms
[2022-01-16 02:29:52	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311058 | val_loss: 0.0311807 | Time: 23048.8 ms
[2022-01-16 02:30:14	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311102 | val_loss: 0.0311867 | Time: 21366.6 ms
[2022-01-16 02:30:36	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311082 | val_loss: 0.0311824 | Time: 21711.7 ms
[2022-01-16 02:30:57	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311102 | val_loss: 0.0311803 | Time: 21148.6 ms
[2022-01-16 02:31:19	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311051 | val_loss: 0.0311916 | Time: 21164.6 ms
[2022-01-16 02:31:41	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311 | val_loss: 0.0311794 | Time: 21736.1 ms
[2022-01-16 02:32:02	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311101 | val_loss: 0.031196 | Time: 21272.5 ms
[2022-01-16 02:32:24	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311739 | val_loss: 0.0399712 | Time: 21629.1 ms
[2022-01-16 02:32:45	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0553683 | val_loss: 0.0411512 | Time: 21195.6 ms
[2022-01-16 02:33:07	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0667601 | val_loss: 0.0333144 | Time: 21640 ms
[2022-01-16 02:33:29	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0337218 | val_loss: 0.0315838 | Time: 21789 ms
[2022-01-16 02:33:52	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0315613 | val_loss: 0.0313548 | Time: 21991.5 ms
[2022-01-16 02:34:14	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0313318 | val_loss: 0.0312931 | Time: 21879.4 ms
[2022-01-16 02:34:37	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312743 | val_loss: 0.0312662 | Time: 22176.8 ms
[2022-01-16 02:34:58	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312605 | val_loss: 0.0312575 | Time: 21730 ms
[2022-01-16 02:35:20	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0312556 | val_loss: 0.0312548 | Time: 21192.8 ms
[2022-01-16 02:35:43	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312533 | val_loss: 0.0312524 | Time: 23133.1 ms
[2022-01-16 02:36:04	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312518 | val_loss: 0.0312508 | Time: 21540.3 ms
[2022-01-16 02:36:28	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312504 | val_loss: 0.0312495 | Time: 22994.5 ms
[2022-01-16 02:36:49	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312492 | val_loss: 0.0312484 | Time: 21372.2 ms
[2022-01-16 02:37:12	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312483 | val_loss: 0.0312472 | Time: 21397 ms
[2022-01-16 02:37:34	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312474 | val_loss: 0.0312462 | Time: 21497 ms
[2022-01-16 02:37:57	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0312466 | val_loss: 0.0312455 | Time: 22758.4 ms
[2022-01-16 02:38:19	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312458 | val_loss: 0.0312446 | Time: 22480.4 ms
[2022-01-16 02:38:39	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.031245 | val_loss: 0.031244 | Time: 20119.7 ms
[2022-01-16 02:39:01	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312445 | val_loss: 0.031243 | Time: 21685.1 ms
[2022-01-16 02:39:22	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031244 | val_loss: 0.0312428 | Time: 20760.2 ms
[2022-01-16 02:39:44	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0312443 | val_loss: 0.0312434 | Time: 21687.5 ms
[2022-01-16 02:40:04	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312426 | val_loss: 0.0312407 | Time: 20534.3 ms
[2022-01-16 02:40:25	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.031241 | val_loss: 0.0312398 | Time: 20718 ms
[2022-01-16 02:40:47	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0312401 | val_loss: 0.0312396 | Time: 20835.8 ms
[2022-01-16 02:41:08	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0312393 | val_loss: 0.0312393 | Time: 20784.7 ms
[2022-01-16 02:41:29	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312387 | val_loss: 0.0312375 | Time: 20557.3 ms
[2022-01-16 02:41:49	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0312375 | val_loss: 0.0312366 | Time: 20816.5 ms
[2022-01-16 02:42:10	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312365 | val_loss: 0.0312357 | Time: 20394.3 ms
[2022-01-16 02:42:31	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0312355 | val_loss: 0.0312349 | Time: 21230.8 ms
[2022-01-16 02:42:52	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0312344 | val_loss: 0.031234 | Time: 20733.5 ms
[2022-01-16 02:43:13	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0312336 | val_loss: 0.0312333 | Time: 20807.2 ms
[2022-01-16 02:43:34	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0312329 | val_loss: 0.0312324 | Time: 20846.6 ms
[2022-01-16 02:43:55	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0312321 | val_loss: 0.0312316 | Time: 21016.9 ms
[2022-01-16 02:44:18	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312309 | val_loss: 0.0312307 | Time: 21753.7 ms
[2022-01-16 02:44:39	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312301 | val_loss: 0.0312301 | Time: 21096.1 ms
[2022-01-16 02:45:01	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312294 | val_loss: 0.0312292 | Time: 21128 ms
[2022-01-16 02:45:21	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0312286 | val_loss: 0.0312282 | Time: 20321.9 ms
[2022-01-16 02:45:42	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0312275 | val_loss: 0.0312272 | Time: 20802.6 ms
[2022-01-16 02:46:03	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0312264 | val_loss: 0.0312263 | Time: 21065.7 ms
[2022-01-16 02:46:24	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0312253 | val_loss: 0.0312259 | Time: 20797.5 ms
[2022-01-16 02:46:45	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312248 | val_loss: 0.0312247 | Time: 21114.2 ms
[2022-01-16 02:47:08	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0312242 | val_loss: 0.0312238 | Time: 22284.9 ms
[2022-01-16 02:47:29	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0312228 | val_loss: 0.031223 | Time: 21084.4 ms
[2022-01-16 02:47:51	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0312226 | val_loss: 0.0312204 | Time: 21045.1 ms
[2022-01-16 02:48:13	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0312235 | val_loss: 0.0312185 | Time: 21481 ms
[2022-01-16 02:48:34	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0312221 | val_loss: 0.0312178 | Time: 20922.5 ms
[2022-01-16 02:48:59	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0312206 | val_loss: 0.0312168 | Time: 24870.6 ms
[2022-01-16 02:49:27	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0312197 | val_loss: 0.0312159 | Time: 28383.7 ms
[2022-01-16 02:49:48	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0312191 | val_loss: 0.031215 | Time: 21023.8 ms
[2022-01-16 02:50:10	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031218 | val_loss: 0.0312141 | Time: 21428 ms
[2022-01-16 02:50:31	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312172 | val_loss: 0.0312135 | Time: 20899.9 ms
[2022-01-16 02:50:52	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.031217 | val_loss: 0.0312133 | Time: 21459.5 ms
[2022-01-16 02:51:15	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312152 | val_loss: 0.0312114 | Time: 21257.3 ms
[2022-01-16 02:51:37	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0312141 | val_loss: 0.0312105 | Time: 22373 ms
[2022-01-16 02:51:58	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312132 | val_loss: 0.03121 | Time: 20867.4 ms
[2022-01-16 02:52:20	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312118 | val_loss: 0.0312091 | Time: 20991.5 ms
[2022-01-16 02:52:41	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312117 | val_loss: 0.0312099 | Time: 20997.2 ms
[2022-01-16 02:53:02	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312112 | val_loss: 0.0312074 | Time: 21072.6 ms
[2022-01-16 02:53:23	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.03121 | val_loss: 0.0312072 | Time: 21158.4 ms
[2022-01-16 02:53:44	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0312091 | val_loss: 0.0312071 | Time: 21084.4 ms
[2022-01-16 02:54:07	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.031209 | val_loss: 0.0312063 | Time: 22224.2 ms
[2022-01-16 02:54:28	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312084 | val_loss: 0.0312058 | Time: 21565.1 ms
[2022-01-16 02:54:52	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0312075 | val_loss: 0.0312052 | Time: 22084.4 ms
[2022-01-16 02:55:15	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312072 | val_loss: 0.0312049 | Time: 22788 ms
[2022-01-16 02:55:37	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312069 | val_loss: 0.0312051 | Time: 22487.7 ms
[2022-01-16 02:56:00	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312061 | val_loss: 0.0312038 | Time: 22245.6 ms
[2022-01-16 02:56:23	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312056 | val_loss: 0.0312036 | Time: 22596 ms
[2022-01-16 02:56:45	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312053 | val_loss: 0.0312028 | Time: 22355.7 ms
[2022-01-16 02:57:07	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.031205 | val_loss: 0.0312024 | Time: 21310.5 ms
[2022-01-16 02:57:28	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312041 | val_loss: 0.0312023 | Time: 21381.3 ms
[2022-01-16 02:57:49	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0312036 | val_loss: 0.0312019 | Time: 21114.1 ms
[2022-01-16 02:58:13	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312033 | val_loss: 0.0312018 | Time: 22206.8 ms
[2022-01-16 02:58:34	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.031203 | val_loss: 0.0312017 | Time: 21127.6 ms
[2022-01-16 02:58:57	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312025 | val_loss: 0.0312032 | Time: 22113.2 ms
[2022-01-16 02:59:18	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0312029 | val_loss: 0.0312012 | Time: 21224.8 ms
[2022-01-16 02:59:39	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312032 | val_loss: 0.0312024 | Time: 21281.9 ms
[2022-01-16 03:00:01	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312022 | val_loss: 0.0312008 | Time: 21199.5 ms
[2022-01-16 03:00:22	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312015 | val_loss: 0.0312004 | Time: 21462 ms
[2022-01-16 03:00:44	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312015 | val_loss: 0.0312009 | Time: 21609.5 ms
[2022-01-16 03:01:11	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312011 | val_loss: 0.0312005 | Time: 26379.4 ms
[2022-01-16 03:01:25	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031201 | val_loss: 0.0312001 | Time: 13758.5 ms
[2022-01-16 03:01:50	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312007 | val_loss: 0.0312006 | Time: 24378.9 ms
[2022-01-16 03:02:32	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0312003 | val_loss: 0.0311999 | Time: 40140.6 ms
[2022-01-16 03:02:55	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312006 | val_loss: 0.0311997 | Time: 22288.8 ms
[2022-01-16 03:03:23	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312002 | val_loss: 0.0311992 | Time: 28054.4 ms
[2022-01-16 03:03:46	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311999 | val_loss: 0.0311989 | Time: 22452.5 ms
[2022-01-16 03:04:07	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312 | val_loss: 0.0311987 | Time: 21690 ms
[2022-01-16 03:04:29	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311999 | val_loss: 0.0311997 | Time: 21240.7 ms
[2022-01-16 03:04:50	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312004 | val_loss: 0.0312 | Time: 20747.9 ms
[2022-01-16 03:05:11	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311993 | val_loss: 0.0311987 | Time: 21051 ms
[2022-01-16 03:05:33	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311997 | val_loss: 0.0311985 | Time: 21391.2 ms
[2022-01-16 03:05:54	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311987 | val_loss: 0.0311977 | Time: 20782.6 ms
[2022-01-16 03:06:18	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311985 | val_loss: 0.0311975 | Time: 24649.4 ms
[2022-01-16 03:06:39	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312005 | val_loss: 0.0311979 | Time: 21017.9 ms
[2022-01-16 03:07:00	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0312001 | val_loss: 0.0311966 | Time: 20875.5 ms
[2022-01-16 03:07:22	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311995 | val_loss: 0.0311963 | Time: 21109.1 ms
[2022-01-16 03:07:42	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.031199 | val_loss: 0.031196 | Time: 20501.8 ms
[2022-01-16 03:08:03	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311987 | val_loss: 0.0311954 | Time: 20591.3 ms
[2022-01-16 03:08:25	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031198 | val_loss: 0.0311951 | Time: 21416.4 ms
[2022-01-16 03:08:46	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311978 | val_loss: 0.0311955 | Time: 20647.9 ms
[2022-01-16 03:09:08	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311975 | val_loss: 0.0311944 | Time: 21799.8 ms
[2022-01-16 03:09:30	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311967 | val_loss: 0.0311947 | Time: 22120.2 ms
[2022-01-16 03:09:51	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311966 | val_loss: 0.0311935 | Time: 21289.8 ms
[2022-01-16 03:10:12	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311958 | val_loss: 0.0311933 | Time: 20936.4 ms
[2022-01-16 03:10:33	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311953 | val_loss: 0.0311927 | Time: 20825.1 ms
[2022-01-16 03:10:54	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311952 | val_loss: 0.0311925 | Time: 20556.9 ms
[2022-01-16 03:11:15	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311947 | val_loss: 0.0311922 | Time: 20697.8 ms
[2022-01-16 03:11:36	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311948 | val_loss: 0.031192 | Time: 21417.9 ms
[2022-01-16 03:11:59	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311943 | val_loss: 0.0311915 | Time: 21792.3 ms
[2022-01-16 03:12:20	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311941 | val_loss: 0.0311915 | Time: 20816 ms
[2022-01-16 03:12:41	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311941 | val_loss: 0.0311937 | Time: 20743.4 ms
[2022-01-16 03:13:02	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311951 | val_loss: 0.031191 | Time: 20708.6 ms
[2022-01-16 03:13:23	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311943 | val_loss: 0.031191 | Time: 21102 ms
[2022-01-16 03:13:44	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311936 | val_loss: 0.0311928 | Time: 21007.2 ms
[2022-01-16 03:14:05	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311932 | val_loss: 0.0311904 | Time: 20953.5 ms
[2022-01-16 03:14:26	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311924 | val_loss: 0.0311903 | Time: 20668.9 ms
[2022-01-16 03:14:47	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311928 | val_loss: 0.0311902 | Time: 20718.5 ms
[2022-01-16 03:15:09	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311926 | val_loss: 0.0311898 | Time: 21660.3 ms
[2022-01-16 03:15:31	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311923 | val_loss: 0.0311895 | Time: 21062.2 ms
[2022-01-16 03:15:52	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311913 | val_loss: 0.0311901 | Time: 21044.5 ms
[2022-01-16 03:16:13	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311919 | val_loss: 0.0311888 | Time: 20865.4 ms
[2022-01-16 03:16:34	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311915 | val_loss: 0.0311894 | Time: 20927.7 ms
[2022-01-16 03:16:56	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.031191 | val_loss: 0.0311887 | Time: 22254.2 ms
[2022-01-16 03:17:17	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311904 | val_loss: 0.0311883 | Time: 20505.7 ms
[2022-01-16 03:17:38	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311904 | val_loss: 0.0311889 | Time: 20687.8 ms
[2022-01-16 03:17:59	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311917 | val_loss: 0.0311893 | Time: 21174.2 ms
[2022-01-16 03:18:21	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311908 | val_loss: 0.0311883 | Time: 22278.2 ms
[2022-01-16 03:18:46	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311909 | val_loss: 0.031188 | Time: 24580.7 ms
[2022-01-16 03:19:06	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311904 | val_loss: 0.031189 | Time: 19646.8 ms
[2022-01-16 03:19:29	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.03119 | val_loss: 0.0311877 | Time: 22619.2 ms
[2022-01-16 03:19:52	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311899 | val_loss: 0.0311877 | Time: 22933.1 ms
[2022-01-16 03:20:14	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311896 | val_loss: 0.0311878 | Time: 21327 ms
[2022-01-16 03:20:42	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311899 | val_loss: 0.0311885 | Time: 28113.9 ms
[2022-01-16 03:21:05	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311891 | val_loss: 0.0311874 | Time: 22569.1 ms
[2022-01-16 03:21:27	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311888 | val_loss: 0.0311871 | Time: 22517.1 ms
[2022-01-16 03:21:48	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311885 | val_loss: 0.0311872 | Time: 20799.6 ms
[2022-01-16 03:22:08	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311883 | val_loss: 0.031187 | Time: 20129.1 ms
[2022-01-16 03:22:33	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311886 | val_loss: 0.031187 | Time: 23392.7 ms
[2022-01-16 03:22:54	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311896 | val_loss: 0.0311891 | Time: 20787.1 ms
[2022-01-16 03:23:15	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311892 | val_loss: 0.0311874 | Time: 20846.8 ms
[2022-01-16 03:23:35	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.031188 | val_loss: 0.0311878 | Time: 20415.9 ms
[2022-01-16 03:23:57	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311881 | val_loss: 0.0311878 | Time: 21800.7 ms
[2022-01-16 03:24:19	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311878 | val_loss: 0.0311871 | Time: 21259.7 ms
[2022-01-16 03:24:40	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.031188 | val_loss: 0.0311875 | Time: 21578.2 ms
[2022-01-16 03:25:02	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311882 | val_loss: 0.0311862 | Time: 21698.4 ms
[2022-01-16 03:25:24	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311878 | val_loss: 0.0311863 | Time: 22291.6 ms
[2022-01-16 03:25:46	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.031188 | val_loss: 0.0311863 | Time: 21629.6 ms
[2022-01-16 03:26:08	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311874 | val_loss: 0.0311864 | Time: 21782.7 ms
[2022-01-16 03:26:30	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311871 | val_loss: 0.0311858 | Time: 21854.6 ms
[2022-01-16 03:26:51	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311869 | val_loss: 0.0311854 | Time: 20794.5 ms
[2022-01-16 03:27:13	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311867 | val_loss: 0.0311855 | Time: 21088.4 ms
[2022-01-16 03:27:33	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.031187 | val_loss: 0.031188 | Time: 20528.6 ms
[2022-01-16 03:27:55	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311865 | val_loss: 0.0311859 | Time: 21310.4 ms
[2022-01-16 03:28:15	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311871 | val_loss: 0.0311865 | Time: 20833.7 ms
[2022-01-16 03:28:46	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311872 | val_loss: 0.0311852 | Time: 30264.6 ms
[2022-01-16 03:29:15	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311858 | val_loss: 0.0311861 | Time: 29583.9 ms
[2022-01-16 03:29:38	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311858 | val_loss: 0.0311856 | Time: 21797.3 ms
[2022-01-16 03:29:55	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311857 | val_loss: 0.0311868 | Time: 17392.8 ms
[2022-01-16 03:30:13	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311861 | val_loss: 0.031185 | Time: 17681.9 ms
[2022-01-16 03:30:36	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311853 | val_loss: 0.0311852 | Time: 23231 ms
[2022-01-16 03:31:05	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311851 | val_loss: 0.0311849 | Time: 28942.6 ms
[2022-01-16 03:31:28	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311849 | val_loss: 0.0311853 | Time: 22537.2 ms
[2022-01-16 03:31:45	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.031185 | val_loss: 0.0311859 | Time: 16803.3 ms
[2022-01-16 03:32:03	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311858 | val_loss: 0.031185 | Time: 18231.7 ms
[2022-01-16 03:32:20	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311852 | val_loss: 0.0311847 | Time: 16888.3 ms
[2022-01-16 03:32:37	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311849 | val_loss: 0.0311867 | Time: 16677.2 ms
[2022-01-16 03:32:54	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311867 | val_loss: 0.0311861 | Time: 16380.5 ms
[2022-01-16 03:33:11	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.031185 | val_loss: 0.0311847 | Time: 16785.9 ms
[2022-01-16 03:33:27	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311856 | val_loss: 0.0311882 | Time: 16031 ms
[2022-01-16 03:33:43	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311877 | val_loss: 0.0311879 | Time: 15845.1 ms
[2022-01-16 03:34:11	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311879 | val_loss: 0.0311866 | Time: 28787.5 ms
[2022-01-16 03:34:28	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311852 | val_loss: 0.0311843 | Time: 16302.2 ms
[2022-01-16 03:34:44	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311844 | val_loss: 0.0311847 | Time: 16054.4 ms
[2022-01-16 03:35:00	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311846 | val_loss: 0.0311885 | Time: 16148.6 ms
[2022-01-16 03:35:16	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311852 | val_loss: 0.0311842 | Time: 16054.7 ms
[2022-01-16 03:35:38	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031185 | val_loss: 0.0311839 | Time: 21473 ms
[2022-01-16 03:35:55	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311846 | val_loss: 0.0311846 | Time: 16297.3 ms
[2022-01-16 03:36:13	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311841 | val_loss: 0.0311845 | Time: 17477.1 ms
[2022-01-16 03:36:29	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311845 | val_loss: 0.0311846 | Time: 16147.5 ms
[2022-01-16 03:36:46	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311838 | val_loss: 0.0311872 | Time: 16439.4 ms
[2022-01-16 03:37:02	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311843 | val_loss: 0.0311864 | Time: 16282.5 ms
[2022-01-16 03:37:19	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311853 | val_loss: 0.0311836 | Time: 17444.2 ms
[2022-01-16 03:37:36	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.031183 | val_loss: 0.0311836 | Time: 16983 ms
[2022-01-16 03:37:57	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311833 | val_loss: 0.0311852 | Time: 20741.9 ms
[2022-01-16 03:38:15	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311828 | val_loss: 0.0311846 | Time: 17716.6 ms
[2022-01-16 03:38:47	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311837 | val_loss: 0.0311842 | Time: 31761.4 ms
[2022-01-16 03:39:15	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311831 | val_loss: 0.0311862 | Time: 27969.8 ms
[2022-01-16 03:39:50	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311832 | val_loss: 0.0311851 | Time: 33772.3 ms
[2022-01-16 03:40:12	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311828 | val_loss: 0.0311846 | Time: 21596.6 ms
[2022-01-16 03:40:28	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311828 | val_loss: 0.0311848 | Time: 16066.5 ms
[2022-01-16 03:40:44	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311831 | val_loss: 0.0311844 | Time: 15749.9 ms
[2022-01-16 03:41:00	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311826 | val_loss: 0.0311848 | Time: 15586.4 ms
[2022-01-16 03:41:18	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031183 | val_loss: 0.0311851 | Time: 18434.6 ms
[2022-01-16 03:41:34	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311834 | val_loss: 0.031191 | Time: 16030.4 ms
[2022-01-16 03:41:51	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311838 | val_loss: 0.0311848 | Time: 16338.3 ms
[2022-01-16 03:42:10	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311826 | val_loss: 0.0311851 | Time: 19018.4 ms
[2022-01-16 03:42:27	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311834 | val_loss: 0.0311844 | Time: 16651.6 ms
[2022-01-16 03:42:42	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311845 | val_loss: 0.0311848 | Time: 15521.1 ms
[2022-01-16 03:42:58	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311844 | val_loss: 0.0311847 | Time: 15572.4 ms
[2022-01-16 03:43:15	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311836 | val_loss: 0.0311864 | Time: 16240.1 ms
[2022-01-16 03:43:31	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311844 | val_loss: 0.0311839 | Time: 15878.4 ms
[2022-01-16 03:43:47	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311817 | val_loss: 0.0311839 | Time: 16207.2 ms
[2022-01-16 03:44:03	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311825 | val_loss: 0.0311855 | Time: 15618.7 ms
[2022-01-16 03:44:18	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031181 | val_loss: 0.0311841 | Time: 15299.7 ms
[2022-01-16 03:44:40	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311809 | val_loss: 0.0311839 | Time: 21156.1 ms
[2022-01-16 03:44:57	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311803 | val_loss: 0.0311831 | Time: 17360 ms
[2022-01-16 03:45:22	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311806 | val_loss: 0.0311836 | Time: 25162.8 ms
[2022-01-16 03:45:48	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311811 | val_loss: 0.0311873 | Time: 25912.8 ms
[2022-01-16 03:46:06	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.031181 | val_loss: 0.0311837 | Time: 17310.9 ms
[2022-01-16 03:46:33	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311818 | val_loss: 0.031184 | Time: 26602.3 ms
[2022-01-16 03:46:51	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311819 | val_loss: 0.031183 | Time: 18207.3 ms
[2022-01-16 03:47:15	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311809 | val_loss: 0.0311836 | Time: 23534.5 ms
[2022-01-16 03:47:33	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311807 | val_loss: 0.031183 | Time: 18274.6 ms
[2022-01-16 03:48:06	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311807 | val_loss: 0.0311857 | Time: 32807.3 ms
[2022-01-16 03:48:31	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031182 | val_loss: 0.0311842 | Time: 24501.5 ms
[2022-01-16 03:48:51	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311828 | val_loss: 0.0311843 | Time: 20047.2 ms
[2022-01-16 03:49:08	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311823 | val_loss: 0.0311867 | Time: 16629 ms
[2022-01-16 03:49:25	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311813 | val_loss: 0.0311888 | Time: 17433.3 ms
[2022-01-16 03:49:44	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311833 | val_loss: 0.0311829 | Time: 18247 ms
[2022-01-16 03:50:16	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311809 | val_loss: 0.0311839 | Time: 32397 ms
[2022-01-16 03:50:53	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311804 | val_loss: 0.031184 | Time: 36816.8 ms
[2022-01-16 03:51:17	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311808 | val_loss: 0.0311868 | Time: 23152 ms
[2022-01-16 03:51:41	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.031182 | val_loss: 0.0311836 | Time: 24214.4 ms
[2022-01-16 03:52:02	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311806 | val_loss: 0.0311833 | Time: 20998 ms
[2022-01-16 03:52:23	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311807 | val_loss: 0.0311855 | Time: 21032.8 ms
[2022-01-16 03:52:44	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.03118 | val_loss: 0.0311854 | Time: 21074.2 ms
[2022-01-16 03:53:07	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311811 | val_loss: 0.0311863 | Time: 20987.8 ms
[2022-01-16 03:53:29	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311857 | val_loss: 0.0311853 | Time: 21834.3 ms
[2022-01-16 03:53:50	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311846 | val_loss: 0.0311834 | Time: 21530.8 ms
[2022-01-16 03:54:15	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311845 | val_loss: 0.0311828 | Time: 24129.2 ms
[2022-01-16 03:54:36	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311844 | val_loss: 0.0311808 | Time: 20931.6 ms
[2022-01-16 03:54:58	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311842 | val_loss: 0.0311838 | Time: 21553.2 ms
[2022-01-16 03:55:21	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311829 | val_loss: 0.031182 | Time: 23088.9 ms
[2022-01-16 03:55:43	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311835 | val_loss: 0.0311862 | Time: 22023.7 ms
[2022-01-16 03:56:04	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.031189 | val_loss: 0.031183 | Time: 21196.2 ms
[2022-01-16 03:56:28	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311833 | val_loss: 0.0311829 | Time: 21666.3 ms
[2022-01-16 03:56:48	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311856 | val_loss: 0.0311829 | Time: 20761.6 ms
[2022-01-16 03:57:10	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311827 | val_loss: 0.031181 | Time: 21131.7 ms
[2022-01-16 03:57:32	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311816 | val_loss: 0.0311827 | Time: 22180.5 ms
[2022-01-16 03:57:54	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311813 | val_loss: 0.0311821 | Time: 21469.6 ms
[2022-01-16 03:58:16	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311809 | val_loss: 0.0311815 | Time: 22132.7 ms
[2022-01-16 03:58:46	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311816 | val_loss: 0.0311816 | Time: 29730.6 ms
[2022-01-16 03:59:08	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311813 | val_loss: 0.0311838 | Time: 22097.6 ms
[2022-01-16 03:59:31	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311809 | val_loss: 0.0311818 | Time: 22603.5 ms
[2022-01-16 03:59:54	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311819 | val_loss: 0.0311806 | Time: 21565.4 ms
[2022-01-16 04:00:24	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311812 | val_loss: 0.0311822 | Time: 30081.9 ms
[2022-01-16 04:00:57	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311818 | val_loss: 0.0311814 | Time: 32755.5 ms
[2022-01-16 04:01:20	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311813 | val_loss: 0.0311813 | Time: 23223.2 ms
[2022-01-16 04:01:43	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.031182 | val_loss: 0.0311805 | Time: 22860.3 ms
[2022-01-16 04:02:06	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311817 | val_loss: 0.0311804 | Time: 23384.2 ms
[2022-01-16 04:02:43	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311831 | val_loss: 0.0311792 | Time: 36605.4 ms
[2022-01-16 04:03:05	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311835 | val_loss: 0.0311799 | Time: 21714.4 ms
[2022-01-16 04:03:28	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311825 | val_loss: 0.031184 | Time: 21683.9 ms
[2022-01-16 04:03:52	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311832 | val_loss: 0.0311798 | Time: 23282.3 ms
[2022-01-16 04:04:14	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311828 | val_loss: 0.0311799 | Time: 21845.2 ms
[2022-01-16 04:04:36	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311815 | val_loss: 0.0311806 | Time: 22587.2 ms
[2022-01-16 04:04:59	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311826 | val_loss: 0.0311798 | Time: 22425.7 ms
[2022-01-16 04:05:21	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311815 | val_loss: 0.0311809 | Time: 22541.2 ms
[2022-01-16 04:05:44	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311809 | val_loss: 0.0311802 | Time: 23075.1 ms
[2022-01-16 04:06:07	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311808 | val_loss: 0.0311813 | Time: 22114.9 ms
[2022-01-16 04:06:31	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311806 | val_loss: 0.0311814 | Time: 24046.4 ms
[2022-01-16 04:06:55	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.031182 | val_loss: 0.0311791 | Time: 22194.3 ms
[2022-01-16 04:07:17	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311807 | val_loss: 0.0311789 | Time: 22453.4 ms
[2022-01-16 04:07:40	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311795 | val_loss: 0.0311811 | Time: 22574.8 ms
[2022-01-16 04:08:01	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311826 | val_loss: 0.0311813 | Time: 21291.4 ms
[2022-01-16 04:08:22	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311807 | val_loss: 0.0311793 | Time: 21244.4 ms
[2022-01-16 04:08:45	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311804 | val_loss: 0.0311791 | Time: 22063.1 ms
[2022-01-16 04:09:07	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311825 | val_loss: 0.0311796 | Time: 21969.3 ms
[2022-01-16 04:09:28	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311813 | val_loss: 0.0311786 | Time: 21089.4 ms
[2022-01-16 04:09:49	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311794 | val_loss: 0.031179 | Time: 21187.5 ms
[2022-01-16 04:10:11	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311795 | val_loss: 0.0311837 | Time: 20751.7 ms
[2022-01-16 04:10:33	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311827 | val_loss: 0.0311841 | Time: 21772.1 ms
[2022-01-16 04:10:55	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311837 | val_loss: 0.0311838 | Time: 21833.5 ms
[2022-01-16 04:11:16	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311823 | val_loss: 0.0311861 | Time: 20978.9 ms
[2022-01-16 04:11:37	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311826 | val_loss: 0.0311821 | Time: 21298.9 ms
[2022-01-16 04:11:58	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.031181 | val_loss: 0.0311808 | Time: 21100 ms
[2022-01-16 04:12:19	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311802 | val_loss: 0.0311804 | Time: 20962.5 ms
[2022-01-16 04:12:41	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311813 | val_loss: 0.0311838 | Time: 21320.1 ms
[2022-01-16 04:13:02	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311814 | val_loss: 0.0311809 | Time: 21299.7 ms
[2022-01-16 04:13:23	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311808 | val_loss: 0.0311809 | Time: 20510.7 ms
[2022-01-16 04:13:44	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311806 | val_loss: 0.0311829 | Time: 20762.8 ms
[2022-01-16 04:14:05	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311808 | val_loss: 0.0311801 | Time: 20462.3 ms
[2022-01-16 04:14:26	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311794 | val_loss: 0.0311797 | Time: 20908.4 ms
[2022-01-16 04:14:47	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311794 | val_loss: 0.0311797 | Time: 21114.8 ms
[2022-01-16 04:15:08	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311789 | val_loss: 0.031182 | Time: 20954.2 ms
[2022-01-16 04:15:30	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311797 | val_loss: 0.0311806 | Time: 21349.1 ms
[2022-01-16 04:15:51	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311788 | val_loss: 0.0311797 | Time: 21277.6 ms
[2022-01-16 04:16:12	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311788 | val_loss: 0.031179 | Time: 21013.6 ms
[2022-01-16 04:16:33	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311779 | val_loss: 0.0311794 | Time: 20933.5 ms
[2022-01-16 04:16:54	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.031178 | val_loss: 0.031179 | Time: 20772 ms
[2022-01-16 04:17:16	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311776 | val_loss: 0.0311795 | Time: 20986 ms
[2022-01-16 04:17:37	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.031178 | val_loss: 0.0311804 | Time: 20697.1 ms
[2022-01-16 04:17:59	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311772 | val_loss: 0.03118 | Time: 21460.6 ms
[2022-01-16 04:18:20	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311791 | val_loss: 0.0311829 | Time: 21149 ms
[2022-01-16 04:18:41	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311776 | val_loss: 0.0311801 | Time: 21092.6 ms
[2022-01-16 04:19:02	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311774 | val_loss: 0.0311849 | Time: 21050.5 ms
[2022-01-16 04:19:23	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311778 | val_loss: 0.0311793 | Time: 21146.9 ms
[2022-01-16 04:19:44	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.031177 | val_loss: 0.0311788 | Time: 20874 ms
[2022-01-16 04:20:06	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311778 | val_loss: 0.0311843 | Time: 21074.3 ms
[2022-01-16 04:20:26	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311768 | val_loss: 0.0311789 | Time: 20856.6 ms
[2022-01-16 04:20:48	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311766 | val_loss: 0.0311823 | Time: 20903.1 ms
[2022-01-16 04:21:11	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311797 | val_loss: 0.0311854 | Time: 22369.5 ms
[2022-01-16 04:21:32	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311778 | val_loss: 0.0311826 | Time: 21459.9 ms
[2022-01-16 04:21:53	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031178 | val_loss: 0.0311804 | Time: 21110 ms
[2022-01-16 04:22:14	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311783 | val_loss: 0.0311792 | Time: 20740.1 ms
[2022-01-16 04:22:35	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311767 | val_loss: 0.0311798 | Time: 20610.7 ms
[2022-01-16 04:22:56	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311763 | val_loss: 0.0311786 | Time: 20922.3 ms
[2022-01-16 04:23:17	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311768 | val_loss: 0.0311782 | Time: 20955.6 ms
[2022-01-16 04:23:38	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031176 | val_loss: 0.031178 | Time: 20974.6 ms
[2022-01-16 04:23:59	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311773 | val_loss: 0.0311808 | Time: 21136.6 ms
[2022-01-16 04:24:22	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311756 | val_loss: 0.0311795 | Time: 21227.6 ms
[2022-01-16 04:24:43	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.031178 | val_loss: 0.0311871 | Time: 21411.1 ms
[2022-01-16 04:25:04	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311768 | val_loss: 0.0311804 | Time: 20981.1 ms
[2022-01-16 04:25:26	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311753 | val_loss: 0.0311787 | Time: 21311 ms
[2022-01-16 04:25:47	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311745 | val_loss: 0.0311785 | Time: 20805.4 ms
[2022-01-16 04:26:08	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311767 | val_loss: 0.0311816 | Time: 20855.1 ms
[2022-01-16 04:26:29	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311771 | val_loss: 0.0311812 | Time: 20857.8 ms
[2022-01-16 04:26:50	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311764 | val_loss: 0.0311799 | Time: 21542.1 ms
[2022-01-16 04:27:11	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311777 | val_loss: 0.0311786 | Time: 20974.3 ms
[2022-01-16 04:27:44	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311766 | val_loss: 0.0311792 | Time: 32307.2 ms
[2022-01-16 04:28:06	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311786 | val_loss: 0.0311838 | Time: 21265.9 ms
[2022-01-16 04:28:27	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311844 | val_loss: 0.0311819 | Time: 21379.8 ms
[2022-01-16 04:28:50	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311842 | val_loss: 0.0311819 | Time: 21993.6 ms
[2022-01-16 04:29:11	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311826 | val_loss: 0.0311852 | Time: 21480.7 ms
[2022-01-16 04:29:33	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311819 | val_loss: 0.0311798 | Time: 21770.8 ms
[2022-01-16 04:29:55	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311817 | val_loss: 0.0311826 | Time: 21603.7 ms
[2022-01-16 04:30:16	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311796 | val_loss: 0.0311815 | Time: 21284.1 ms
[2022-01-16 04:30:38	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311804 | val_loss: 0.03118 | Time: 21051.9 ms
[2022-01-16 04:31:05	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311791 | val_loss: 0.0311809 | Time: 27550.2 ms
[2022-01-16 04:31:28	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311788 | val_loss: 0.0311808 | Time: 20741.8 ms
[2022-01-16 04:31:49	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311819 | val_loss: 0.0311789 | Time: 21320.6 ms
[2022-01-16 04:32:10	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311795 | val_loss: 0.0311797 | Time: 20690.2 ms
[2022-01-16 04:32:31	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311784 | val_loss: 0.0311793 | Time: 20754.9 ms
[2022-01-16 04:32:52	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311769 | val_loss: 0.0311796 | Time: 20970.7 ms
[2022-01-16 04:33:13	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311773 | val_loss: 0.0311806 | Time: 20850.1 ms
[2022-01-16 04:33:35	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311769 | val_loss: 0.0311813 | Time: 21618.4 ms
[2022-01-16 04:33:35	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311813
[2022-01-16 04:33:35	                main:603]	:	INFO	:	Saving end state to config to file
[2022-01-16 04:33:35	                main:608]	:	INFO	:	Success, exiting..
04:33:35 (15764): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)