Task 10938597

Name ParityModified-1639960053-11010-2-0_0
Workunit 8233847
Created 21 Jan 2022, 10:47:05 UTC
Sent 14 Feb 2022, 17:45:38 UTC
Report deadline 22 Feb 2022, 17:45:38 UTC
Received 15 Feb 2022, 21:20:19 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 16717
Run time 3 hours 12 min 6 sec
CPU time 2 hours 54 min 15 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,142.53 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.63 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
0:17	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311197 | val_loss: 0.0311736 | Time: 5200.92 ms
[2022-02-15 19:30:23	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311201 | val_loss: 0.031174 | Time: 5521.92 ms
[2022-02-15 19:30:28	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311188 | val_loss: 0.0311639 | Time: 5560.65 ms
[2022-02-15 19:30:34	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311184 | val_loss: 0.031162 | Time: 5303.7 ms
[2022-02-15 19:30:39	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.031117 | val_loss: 0.0311636 | Time: 5593.61 ms
[2022-02-15 19:30:55	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311144 | val_loss: 0.0311666 | Time: 15592.4 ms
[2022-02-15 19:31:01	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311122 | val_loss: 0.0311646 | Time: 5626.44 ms
[2022-02-15 19:31:16	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311136 | val_loss: 0.0311716 | Time: 15557.7 ms
[2022-02-15 19:31:21	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311114 | val_loss: 0.0311713 | Time: 5373.74 ms
[2022-02-15 19:31:37	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311112 | val_loss: 0.0311695 | Time: 15565.8 ms
[2022-02-15 19:31:42	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311108 | val_loss: 0.0311775 | Time: 5335.04 ms
[2022-02-15 19:31:48	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311131 | val_loss: 0.031179 | Time: 5552.88 ms
[2022-02-15 19:32:04	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311134 | val_loss: 0.0311717 | Time: 15621.8 ms
[2022-02-15 19:32:09	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311131 | val_loss: 0.0311702 | Time: 5327.47 ms
[2022-02-15 19:32:25	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311118 | val_loss: 0.0311735 | Time: 15710.5 ms
[2022-02-15 19:32:30	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311155 | val_loss: 0.0311621 | Time: 5409.55 ms
[2022-02-15 19:32:36	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311431 | val_loss: 0.0311657 | Time: 5481.97 ms
[2022-02-15 19:32:41	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311351 | val_loss: 0.0311712 | Time: 5536.84 ms
[2022-02-15 19:32:57	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311295 | val_loss: 0.0311625 | Time: 15532.2 ms
[2022-02-15 19:33:02	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311248 | val_loss: 0.031163 | Time: 5515.34 ms
[2022-02-15 19:33:18	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031121 | val_loss: 0.0311637 | Time: 15626.8 ms
[2022-02-15 19:33:34	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311216 | val_loss: 0.0311696 | Time: 15922.5 ms
[2022-02-15 19:33:39	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311197 | val_loss: 0.0311676 | Time: 5531.11 ms
[2022-02-15 19:34:05	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311179 | val_loss: 0.0311666 | Time: 26040.3 ms
[2022-02-15 19:34:11	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311185 | val_loss: 0.0311662 | Time: 5404.22 ms
[2022-02-15 19:34:26	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311205 | val_loss: 0.0311644 | Time: 15654.2 ms
[2022-02-15 19:34:32	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311158 | val_loss: 0.0311674 | Time: 5501.34 ms
[2022-02-15 19:34:48	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311137 | val_loss: 0.0311649 | Time: 15846.9 ms
[2022-02-15 19:34:53	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311132 | val_loss: 0.0311689 | Time: 5617.57 ms
[2022-02-15 19:34:59	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311123 | val_loss: 0.0311705 | Time: 5355.73 ms
[2022-02-15 19:35:15	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311149 | val_loss: 0.0311738 | Time: 15736.7 ms
[2022-02-15 19:35:20	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311129 | val_loss: 0.0311714 | Time: 5597.08 ms
[2022-02-15 19:35:36	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311127 | val_loss: 0.0311678 | Time: 15474 ms
[2022-02-15 19:35:41	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311128 | val_loss: 0.0311646 | Time: 5659.08 ms
[2022-02-15 19:35:57	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311115 | val_loss: 0.031172 | Time: 15437.1 ms
[2022-02-15 19:36:02	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311104 | val_loss: 0.0311666 | Time: 5551.04 ms
[2022-02-15 19:36:18	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311116 | val_loss: 0.0311721 | Time: 15524.6 ms
[2022-02-15 19:36:23	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311104 | val_loss: 0.0311667 | Time: 5441.39 ms
[2022-02-15 19:36:29	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311146 | val_loss: 0.0311661 | Time: 5687.71 ms
[2022-02-15 19:36:34	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311192 | val_loss: 0.0311657 | Time: 5176.36 ms
[2022-02-15 19:36:40	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311197 | val_loss: 0.0311686 | Time: 5529.11 ms
[2022-02-15 19:36:56	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311187 | val_loss: 0.0311707 | Time: 15694.1 ms
[2022-02-15 19:37:01	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311168 | val_loss: 0.0311683 | Time: 5437.62 ms
[2022-02-15 19:37:17	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.031119 | val_loss: 0.0311652 | Time: 15526.9 ms
[2022-02-15 19:37:22	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311173 | val_loss: 0.0311711 | Time: 5246.67 ms
[2022-02-15 19:37:27	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311154 | val_loss: 0.0311664 | Time: 5667.38 ms
[2022-02-15 19:37:33	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311231 | val_loss: 0.0311636 | Time: 5647.15 ms
[2022-02-15 19:37:49	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311352 | val_loss: 0.0311628 | Time: 15518.9 ms
[2022-02-15 19:37:54	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311297 | val_loss: 0.0311648 | Time: 5453.98 ms
[2022-02-15 19:38:10	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311262 | val_loss: 0.0311648 | Time: 15632.5 ms
[2022-02-15 19:38:15	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311289 | val_loss: 0.0311686 | Time: 5386.91 ms
[2022-02-15 19:38:31	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311294 | val_loss: 0.0311673 | Time: 15574.7 ms
[2022-02-15 19:38:46	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311337 | val_loss: 0.0311617 | Time: 15627.9 ms
[2022-02-15 19:38:52	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311272 | val_loss: 0.0311642 | Time: 5624.6 ms
[2022-02-15 19:39:08	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311232 | val_loss: 0.031167 | Time: 15613.2 ms
[2022-02-15 19:39:13	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311202 | val_loss: 0.0311668 | Time: 5462.51 ms
[2022-02-15 19:39:29	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311206 | val_loss: 0.0311747 | Time: 15625.3 ms
[2022-02-15 19:39:34	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311208 | val_loss: 0.0311674 | Time: 5357.2 ms
[2022-02-15 19:39:40	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311184 | val_loss: 0.0311681 | Time: 5665.93 ms
[2022-02-15 19:39:46	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311158 | val_loss: 0.0311709 | Time: 6000.7 ms
[2022-02-15 19:40:01	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311153 | val_loss: 0.0311685 | Time: 15535.6 ms
[2022-02-15 19:40:17	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311167 | val_loss: 0.0311678 | Time: 15510.2 ms
[2022-02-15 19:40:23	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311165 | val_loss: 0.0311776 | Time: 5512.54 ms
[2022-02-15 19:40:28	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311155 | val_loss: 0.0311709 | Time: 5361.76 ms
[2022-02-15 19:40:34	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311119 | val_loss: 0.031173 | Time: 5642.98 ms
[2022-02-15 19:40:49	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311148 | val_loss: 0.0311764 | Time: 15516.7 ms
[2022-02-15 19:40:55	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311146 | val_loss: 0.0311686 | Time: 5438.77 ms
[2022-02-15 19:41:00	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311125 | val_loss: 0.031176 | Time: 5549.1 ms
[2022-02-15 19:41:06	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311184 | val_loss: 0.0311701 | Time: 5417.39 ms
[2022-02-15 19:41:21	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311116 | val_loss: 0.0311768 | Time: 15797.2 ms
[2022-02-15 19:41:27	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311097 | val_loss: 0.0311759 | Time: 5617.76 ms
[2022-02-15 19:41:43	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311089 | val_loss: 0.0311748 | Time: 15716.5 ms
[2022-02-15 19:41:48	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311164 | val_loss: 0.0311638 | Time: 5272.31 ms
[2022-02-15 19:41:53	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311203 | val_loss: 0.0311736 | Time: 5401.93 ms
[2022-02-15 19:41:59	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311169 | val_loss: 0.0311679 | Time: 5483.47 ms
[2022-02-15 19:42:04	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311175 | val_loss: 0.0311653 | Time: 5193.29 ms
[2022-02-15 19:42:09	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311172 | val_loss: 0.0311673 | Time: 5061.65 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti)
[2022-02-15 19:49:29	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-15 19:49:29	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-15 19:49:29	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-15 19:49:29	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-15 19:49:29	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-15 19:49:29	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-15 19:49:29	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-15 19:49:29	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-15 19:49:29	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-15 19:49:29	                main:474]	:	INFO	:	Configuration: 
[2022-02-15 19:49:29	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-15 19:49:29	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-15 19:49:29	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-15 19:49:29	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-15 19:49:29	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-15 19:49:29	                main:480]	:	INFO	:	    Patience: 10
[2022-02-15 19:49:29	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-15 19:49:29	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-15 19:49:29	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-15 19:49:29	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-15 19:49:29	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-15 19:49:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-15 19:49:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-15 19:49:31	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-15 19:49:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-15 19:49:31	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-15 19:49:31	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-15 19:49:31	                main:494]	:	INFO	:	Creating Model
[2022-02-15 19:49:31	                main:507]	:	INFO	:	Preparing config file
[2022-02-15 19:49:31	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-15 19:49:31	                main:512]	:	INFO	:	Loading config
[2022-02-15 19:49:31	                main:514]	:	INFO	:	Loading state
[2022-02-15 19:49:31	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-15 19:49:31	                main:562]	:	INFO	:	Starting Training
[2022-02-15 19:49:36	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311664 | val_loss: 0.0311816 | Time: 4099.1 ms
[2022-02-15 19:49:39	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.03113 | val_loss: 0.0311731 | Time: 3929.47 ms
[2022-02-15 19:49:45	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311218 | val_loss: 0.0311736 | Time: 5051.11 ms
[2022-02-15 19:49:50	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311191 | val_loss: 0.0311769 | Time: 5267.83 ms
[2022-02-15 19:49:55	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311175 | val_loss: 0.0311662 | Time: 4950.22 ms
[2022-02-15 19:50:00	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311181 | val_loss: 0.0311716 | Time: 5296.43 ms
[2022-02-15 19:50:05	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.031118 | val_loss: 0.0311729 | Time: 5014.36 ms
[2022-02-15 19:50:10	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311166 | val_loss: 0.0311692 | Time: 5135.03 ms
[2022-02-15 19:50:16	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031115 | val_loss: 0.0311658 | Time: 5319.08 ms
[2022-02-15 19:50:21	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311141 | val_loss: 0.0311715 | Time: 5152.13 ms
[2022-02-15 19:50:26	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311151 | val_loss: 0.0311741 | Time: 5340.82 ms
[2022-02-15 19:50:31	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311145 | val_loss: 0.0311725 | Time: 5227.46 ms
[2022-02-15 19:50:36	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311121 | val_loss: 0.0311743 | Time: 5022.14 ms
[2022-02-15 19:50:42	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311098 | val_loss: 0.0311737 | Time: 5174.7 ms
[2022-02-15 19:50:47	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311125 | val_loss: 0.0311773 | Time: 5203.4 ms
[2022-02-15 19:50:52	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311123 | val_loss: 0.0311716 | Time: 5257.69 ms
[2022-02-15 19:50:57	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031115 | val_loss: 0.0311748 | Time: 5273.01 ms
[2022-02-15 19:51:02	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311152 | val_loss: 0.0311698 | Time: 5113.86 ms
[2022-02-15 19:51:08	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311123 | val_loss: 0.031174 | Time: 5109.36 ms
[2022-02-15 19:51:13	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311108 | val_loss: 0.0311693 | Time: 5039.04 ms
[2022-02-15 19:51:18	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311119 | val_loss: 0.0311738 | Time: 5309.31 ms
[2022-02-15 19:51:23	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311103 | val_loss: 0.0311724 | Time: 5212.3 ms
[2022-02-15 19:51:28	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311114 | val_loss: 0.0311666 | Time: 5032.98 ms
[2022-02-15 19:51:34	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311094 | val_loss: 0.0311752 | Time: 5256.97 ms
[2022-02-15 19:51:39	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311075 | val_loss: 0.0311727 | Time: 5096.61 ms
[2022-02-15 19:51:44	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311092 | val_loss: 0.0311711 | Time: 5275.65 ms
[2022-02-15 19:51:49	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311098 | val_loss: 0.0311703 | Time: 5206.31 ms
[2022-02-15 19:51:54	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311092 | val_loss: 0.0311708 | Time: 5040.19 ms
[2022-02-15 19:51:59	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311109 | val_loss: 0.03117 | Time: 5222.09 ms
[2022-02-15 19:52:05	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.031111 | val_loss: 0.03117 | Time: 5299.84 ms
[2022-02-15 19:52:10	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311136 | val_loss: 0.0311644 | Time: 5513.18 ms
[2022-02-15 19:52:26	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.031128 | val_loss: 0.0311645 | Time: 15428 ms
[2022-02-15 19:52:31	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311401 | val_loss: 0.0311631 | Time: 5123.47 ms
[2022-02-15 19:52:36	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311383 | val_loss: 0.031159 | Time: 5182.62 ms
[2022-02-15 19:52:41	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031133 | val_loss: 0.0311613 | Time: 5202.97 ms
[2022-02-15 19:52:46	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311333 | val_loss: 0.031163 | Time: 5124.76 ms
[2022-02-15 19:52:52	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311286 | val_loss: 0.0311603 | Time: 5212.38 ms
[2022-02-15 19:52:57	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311257 | val_loss: 0.0311589 | Time: 5145.69 ms
[2022-02-15 19:53:02	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311289 | val_loss: 0.0311672 | Time: 5199.75 ms
[2022-02-15 19:53:07	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311299 | val_loss: 0.0311619 | Time: 5227.49 ms
[2022-02-15 19:53:12	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311262 | val_loss: 0.0311643 | Time: 5110.6 ms
[2022-02-15 19:53:18	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311247 | val_loss: 0.0311648 | Time: 5258.93 ms
[2022-02-15 19:53:23	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311229 | val_loss: 0.0311595 | Time: 5208.45 ms
[2022-02-15 19:53:28	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031122 | val_loss: 0.0311688 | Time: 5334.93 ms
[2022-02-15 19:53:34	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311211 | val_loss: 0.0311623 | Time: 5341.35 ms
[2022-02-15 19:53:49	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311201 | val_loss: 0.0311656 | Time: 15081 ms
[2022-02-15 19:53:54	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311202 | val_loss: 0.0311648 | Time: 5238.4 ms
[2022-02-15 19:53:59	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.031119 | val_loss: 0.0311674 | Time: 5294.38 ms
[2022-02-15 19:54:04	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311179 | val_loss: 0.0311691 | Time: 5020.53 ms
[2022-02-15 19:54:10	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311181 | val_loss: 0.0311678 | Time: 5258.73 ms
[2022-02-15 19:54:15	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311151 | val_loss: 0.0311657 | Time: 5232.62 ms
[2022-02-15 19:54:20	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311223 | val_loss: 0.0311721 | Time: 5102.31 ms
[2022-02-15 19:54:25	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311248 | val_loss: 0.0311647 | Time: 5205.92 ms
[2022-02-15 19:54:30	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311265 | val_loss: 0.0311679 | Time: 5127.95 ms
[2022-02-15 19:54:36	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311225 | val_loss: 0.0311664 | Time: 5245.16 ms
[2022-02-15 19:54:41	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311214 | val_loss: 0.0311669 | Time: 5197.21 ms
[2022-02-15 19:54:46	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311202 | val_loss: 0.0311655 | Time: 5058.02 ms
[2022-02-15 19:54:51	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311169 | val_loss: 0.0311671 | Time: 5445.44 ms
[2022-02-15 19:55:06	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311154 | val_loss: 0.0311656 | Time: 15034.6 ms
[2022-02-15 19:55:12	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311166 | val_loss: 0.0311685 | Time: 5294.97 ms
[2022-02-15 19:55:16	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311176 | val_loss: 0.0311678 | Time: 4642.92 ms
[2022-02-15 19:55:20	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311182 | val_loss: 0.031171 | Time: 3780.02 ms
[2022-02-15 19:55:24	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311149 | val_loss: 0.0311643 | Time: 3798.67 ms
[2022-02-15 19:55:28	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311142 | val_loss: 0.0311708 | Time: 3801.31 ms
[2022-02-15 19:55:32	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031115 | val_loss: 0.0311672 | Time: 3835.1 ms
[2022-02-15 19:55:35	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311167 | val_loss: 0.0311663 | Time: 3834.09 ms
[2022-02-15 19:55:39	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311186 | val_loss: 0.0311653 | Time: 3859.17 ms
[2022-02-15 19:55:43	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311148 | val_loss: 0.0311658 | Time: 3854.2 ms
[2022-02-15 19:55:47	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311131 | val_loss: 0.0311632 | Time: 3810.29 ms
[2022-02-15 19:55:51	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311166 | val_loss: 0.0311665 | Time: 3862.95 ms
[2022-02-15 19:55:55	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031115 | val_loss: 0.0311668 | Time: 3806.98 ms
[2022-02-15 19:55:58	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311149 | val_loss: 0.031172 | Time: 3865.97 ms
[2022-02-15 19:56:02	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311135 | val_loss: 0.031167 | Time: 3867.11 ms
[2022-02-15 19:56:06	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311138 | val_loss: 0.0311715 | Time: 3810.09 ms
[2022-02-15 19:56:10	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311169 | val_loss: 0.0311679 | Time: 3750.36 ms
[2022-02-15 19:56:14	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311142 | val_loss: 0.0311684 | Time: 3887.1 ms
[2022-02-15 19:56:18	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311311 | val_loss: 0.0311609 | Time: 3859.62 ms
[2022-02-15 19:56:22	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311326 | val_loss: 0.0311612 | Time: 3825.23 ms
[2022-02-15 19:56:25	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311294 | val_loss: 0.0311608 | Time: 3843.11 ms
[2022-02-15 19:56:29	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311282 | val_loss: 0.0311601 | Time: 3876.98 ms
[2022-02-15 19:56:33	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.031125 | val_loss: 0.0311621 | Time: 3832.72 ms
[2022-02-15 19:56:37	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031123 | val_loss: 0.031162 | Time: 3861.65 ms
[2022-02-15 19:56:41	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311212 | val_loss: 0.0311661 | Time: 3882.75 ms
[2022-02-15 19:56:45	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311212 | val_loss: 0.0311686 | Time: 3814.42 ms
[2022-02-15 19:56:49	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311188 | val_loss: 0.0311694 | Time: 3870.26 ms
[2022-02-15 19:56:52	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311179 | val_loss: 0.0311639 | Time: 3862.13 ms
[2022-02-15 19:56:56	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311163 | val_loss: 0.0311646 | Time: 3780.45 ms
[2022-02-15 19:57:00	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.031119 | val_loss: 0.0311588 | Time: 3842.36 ms
[2022-02-15 19:57:04	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311174 | val_loss: 0.0311608 | Time: 3854.28 ms
[2022-02-15 19:57:08	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.031116 | val_loss: 0.0311676 | Time: 3818.43 ms
[2022-02-15 19:57:12	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311161 | val_loss: 0.031164 | Time: 3801.42 ms
[2022-02-15 19:57:15	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311159 | val_loss: 0.0311687 | Time: 3808.66 ms
[2022-02-15 19:57:19	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311127 | val_loss: 0.0311702 | Time: 3774.88 ms
[2022-02-15 19:57:23	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311119 | val_loss: 0.0311629 | Time: 3866.98 ms
[2022-02-15 19:57:27	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311117 | val_loss: 0.0311636 | Time: 3867.1 ms
[2022-02-15 19:57:31	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311116 | val_loss: 0.0311719 | Time: 3842.95 ms
[2022-02-15 19:57:35	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311153 | val_loss: 0.0311712 | Time: 3877.18 ms
[2022-02-15 19:57:39	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311305 | val_loss: 0.0311629 | Time: 3781.11 ms
[2022-02-15 19:57:42	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311296 | val_loss: 0.0311692 | Time: 3832.45 ms
[2022-02-15 19:57:46	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311256 | val_loss: 0.0311643 | Time: 3870.7 ms
[2022-02-15 19:57:50	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311304 | val_loss: 0.0311609 | Time: 3849.88 ms
[2022-02-15 19:57:54	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311234 | val_loss: 0.0311655 | Time: 3873.98 ms
[2022-02-15 19:57:58	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311224 | val_loss: 0.0311672 | Time: 3881.73 ms
[2022-02-15 19:58:02	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311232 | val_loss: 0.0311655 | Time: 3862.5 ms
[2022-02-15 19:58:06	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311223 | val_loss: 0.0311588 | Time: 3770.75 ms
[2022-02-15 19:58:09	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311196 | val_loss: 0.0311629 | Time: 3842.78 ms
[2022-02-15 19:58:13	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311195 | val_loss: 0.031162 | Time: 3880.78 ms
[2022-02-15 19:58:17	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311158 | val_loss: 0.031164 | Time: 3798.53 ms
[2022-02-15 19:58:21	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311158 | val_loss: 0.0311743 | Time: 3795.61 ms
[2022-02-15 19:58:25	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311156 | val_loss: 0.0311631 | Time: 3774.41 ms
[2022-02-15 19:58:29	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311142 | val_loss: 0.0311649 | Time: 3854.41 ms
[2022-02-15 19:58:32	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311142 | val_loss: 0.0311611 | Time: 3831.73 ms
[2022-02-15 19:58:36	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311142 | val_loss: 0.0311658 | Time: 3812.44 ms
[2022-02-15 19:58:40	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311165 | val_loss: 0.0311695 | Time: 3885.06 ms
[2022-02-15 19:58:44	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311114 | val_loss: 0.0311655 | Time: 3826.61 ms
[2022-02-15 19:58:48	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311116 | val_loss: 0.0311707 | Time: 3836.3 ms
[2022-02-15 19:58:52	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311107 | val_loss: 0.0311662 | Time: 3791.33 ms
[2022-02-15 19:58:55	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311103 | val_loss: 0.0311682 | Time: 3861.33 ms
[2022-02-15 19:58:59	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031108 | val_loss: 0.03117 | Time: 3837.26 ms
[2022-02-15 19:59:03	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311091 | val_loss: 0.0311651 | Time: 3869.04 ms
[2022-02-15 19:59:07	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311119 | val_loss: 0.0311634 | Time: 3880.68 ms
[2022-02-15 19:59:11	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311104 | val_loss: 0.0311677 | Time: 3822.34 ms
[2022-02-15 19:59:15	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311093 | val_loss: 0.0311679 | Time: 3861.17 ms
[2022-02-15 19:59:19	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311096 | val_loss: 0.0311683 | Time: 3850.27 ms
[2022-02-15 19:59:22	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311083 | val_loss: 0.0311749 | Time: 3842.89 ms
[2022-02-15 19:59:26	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311087 | val_loss: 0.0311734 | Time: 3861.23 ms
[2022-02-15 19:59:30	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311072 | val_loss: 0.0311734 | Time: 3819.43 ms
[2022-02-15 19:59:34	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311071 | val_loss: 0.0311708 | Time: 3796.86 ms
[2022-02-15 19:59:38	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311078 | val_loss: 0.031172 | Time: 3879.53 ms
[2022-02-15 19:59:42	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311118 | val_loss: 0.0311715 | Time: 3850.18 ms
[2022-02-15 19:59:46	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311154 | val_loss: 0.0311696 | Time: 3815.26 ms
[2022-02-15 19:59:49	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311129 | val_loss: 0.0311702 | Time: 3774.11 ms
[2022-02-15 19:59:53	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311102 | val_loss: 0.0311715 | Time: 3867.3 ms
[2022-02-15 19:59:57	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311124 | val_loss: 0.0311688 | Time: 3790.94 ms
[2022-02-15 20:00:01	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311167 | val_loss: 0.0311773 | Time: 3800.1 ms
[2022-02-15 20:00:05	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311143 | val_loss: 0.031166 | Time: 3812.21 ms
[2022-02-15 20:00:09	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311117 | val_loss: 0.0311705 | Time: 3853.46 ms
[2022-02-15 20:00:12	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311121 | val_loss: 0.0311688 | Time: 3835.17 ms
[2022-02-15 20:00:16	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311124 | val_loss: 0.0311738 | Time: 3891.05 ms
[2022-02-15 20:00:20	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311131 | val_loss: 0.0311712 | Time: 3854.6 ms
[2022-02-15 20:00:24	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311121 | val_loss: 0.0311658 | Time: 3844.16 ms
[2022-02-15 20:00:28	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311139 | val_loss: 0.0311695 | Time: 3860.01 ms
[2022-02-15 20:00:32	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311147 | val_loss: 0.0311685 | Time: 3785.96 ms
[2022-02-15 20:00:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311131 | val_loss: 0.0311674 | Time: 3856.87 ms
[2022-02-15 20:00:40	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311109 | val_loss: 0.0311689 | Time: 3910.75 ms
[2022-02-15 20:00:43	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311092 | val_loss: 0.0311666 | Time: 3792.41 ms
[2022-02-15 20:00:47	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311056 | val_loss: 0.0311734 | Time: 3762.78 ms
[2022-02-15 20:00:51	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.031108 | val_loss: 0.0311684 | Time: 3848.43 ms
[2022-02-15 20:00:55	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311102 | val_loss: 0.0311759 | Time: 3855.06 ms
[2022-02-15 20:00:59	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311075 | val_loss: 0.0311677 | Time: 3771.26 ms
[2022-02-15 20:01:02	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311065 | val_loss: 0.0311707 | Time: 3800.19 ms
[2022-02-15 20:01:06	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311069 | val_loss: 0.0311664 | Time: 3809.76 ms
[2022-02-15 20:01:10	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311065 | val_loss: 0.03117 | Time: 3825.71 ms
[2022-02-15 20:01:14	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311073 | val_loss: 0.0311749 | Time: 3863.2 ms
[2022-02-15 20:01:18	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311087 | val_loss: 0.0311729 | Time: 3883.83 ms
[2022-02-15 20:01:22	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311112 | val_loss: 0.0311625 | Time: 3808.49 ms
[2022-02-15 20:01:25	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311081 | val_loss: 0.0311735 | Time: 3850.31 ms
[2022-02-15 20:01:29	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311113 | val_loss: 0.0311689 | Time: 3826.2 ms
[2022-02-15 20:01:33	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311086 | val_loss: 0.0311697 | Time: 3874.28 ms
[2022-02-15 20:01:37	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311078 | val_loss: 0.0311651 | Time: 3857.62 ms
[2022-02-15 20:01:41	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311062 | val_loss: 0.0311748 | Time: 3853.12 ms
[2022-02-15 20:01:45	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311049 | val_loss: 0.0311674 | Time: 3845.75 ms
[2022-02-15 20:01:49	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311029 | val_loss: 0.0311696 | Time: 3797.31 ms
[2022-02-15 20:01:52	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311182 | val_loss: 0.0311701 | Time: 3800.25 ms
[2022-02-15 20:01:56	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311165 | val_loss: 0.0311652 | Time: 3851.7 ms
[2022-02-15 20:02:00	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311169 | val_loss: 0.0311607 | Time: 3801.8 ms
[2022-02-15 20:02:04	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311108 | val_loss: 0.0311769 | Time: 3841.57 ms
[2022-02-15 20:02:08	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311142 | val_loss: 0.0311617 | Time: 3837.75 ms
[2022-02-15 20:02:12	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311136 | val_loss: 0.0311677 | Time: 3855.27 ms
[2022-02-15 20:02:15	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311096 | val_loss: 0.0311709 | Time: 3834.63 ms
[2022-02-15 20:02:19	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311107 | val_loss: 0.0311662 | Time: 3815.01 ms
[2022-02-15 20:02:23	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311064 | val_loss: 0.0311674 | Time: 3859.04 ms
[2022-02-15 20:02:27	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311054 | val_loss: 0.0311759 | Time: 3823.97 ms
[2022-02-15 20:02:31	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031108 | val_loss: 0.0311685 | Time: 3835.72 ms
[2022-02-15 20:02:35	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.031107 | val_loss: 0.031166 | Time: 3774.07 ms
[2022-02-15 20:02:38	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311071 | val_loss: 0.0311669 | Time: 3838.48 ms
[2022-02-15 20:02:42	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311095 | val_loss: 0.0311666 | Time: 3841.3 ms
[2022-02-15 20:02:46	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311106 | val_loss: 0.0311663 | Time: 3855.21 ms
[2022-02-15 20:02:50	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311103 | val_loss: 0.0311759 | Time: 3811.82 ms
[2022-02-15 20:02:54	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311141 | val_loss: 0.0311699 | Time: 3869.46 ms
[2022-02-15 20:02:58	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311109 | val_loss: 0.0311631 | Time: 3800.18 ms
[2022-02-15 20:03:02	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311141 | val_loss: 0.0311764 | Time: 3841.37 ms
[2022-02-15 20:03:06	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031578 | val_loss: 0.0337639 | Time: 3956.08 ms
[2022-02-15 20:03:09	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0345446 | val_loss: 0.0316405 | Time: 3858.43 ms
[2022-02-15 20:03:13	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0314975 | val_loss: 0.0313584 | Time: 3787.82 ms
[2022-02-15 20:03:17	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0312798 | val_loss: 0.0312466 | Time: 3764.77 ms
[2022-02-15 20:03:21	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0312217 | val_loss: 0.0312034 | Time: 3871.61 ms
[2022-02-15 20:03:25	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311948 | val_loss: 0.0311873 | Time: 3872.73 ms
[2022-02-15 20:03:29	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311817 | val_loss: 0.0311807 | Time: 3796.21 ms
[2022-02-15 20:03:32	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031172 | val_loss: 0.0311751 | Time: 3791.14 ms
[2022-02-15 20:03:36	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311617 | val_loss: 0.0311736 | Time: 3823.9 ms
[2022-02-15 20:03:40	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311473 | val_loss: 0.0311714 | Time: 3827.31 ms
[2022-02-15 20:03:44	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311362 | val_loss: 0.0311699 | Time: 3884.74 ms
[2022-02-15 20:03:48	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311305 | val_loss: 0.0311673 | Time: 3858.69 ms
[2022-02-15 20:03:52	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311251 | val_loss: 0.0311694 | Time: 3785.02 ms
[2022-02-15 20:03:55	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031122 | val_loss: 0.0311661 | Time: 3846.15 ms
[2022-02-15 20:03:59	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311187 | val_loss: 0.0311679 | Time: 3909.66 ms
[2022-02-15 20:04:03	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311159 | val_loss: 0.0311689 | Time: 3841.21 ms
[2022-02-15 20:04:07	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311132 | val_loss: 0.0311681 | Time: 3783.31 ms
[2022-02-15 20:04:11	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.031113 | val_loss: 0.0311638 | Time: 3833.78 ms
[2022-02-15 20:04:15	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311129 | val_loss: 0.0311696 | Time: 3855.57 ms
[2022-02-15 20:04:19	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311141 | val_loss: 0.0311692 | Time: 3844.33 ms
[2022-02-15 20:04:22	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031114 | val_loss: 0.0311673 | Time: 3795.49 ms
[2022-02-15 20:04:26	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311117 | val_loss: 0.0311676 | Time: 3819.13 ms
[2022-02-15 20:04:30	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311101 | val_loss: 0.0311661 | Time: 3921.46 ms
[2022-02-15 20:04:34	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311102 | val_loss: 0.0311623 | Time: 3846.4 ms
[2022-02-15 20:04:38	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311111 | val_loss: 0.031171 | Time: 3913.12 ms
[2022-02-15 20:04:42	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311091 | val_loss: 0.0311719 | Time: 3834.42 ms
[2022-02-15 20:04:46	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311095 | val_loss: 0.0311655 | Time: 3841.33 ms
[2022-02-15 20:04:49	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.031109 | val_loss: 0.0311718 | Time: 3809.99 ms
[2022-02-15 20:04:53	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311111 | val_loss: 0.0311639 | Time: 3807.11 ms
[2022-02-15 20:04:57	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311098 | val_loss: 0.0311733 | Time: 3864.12 ms
[2022-02-15 20:05:01	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311085 | val_loss: 0.0311691 | Time: 3879.29 ms
[2022-02-15 20:05:05	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311079 | val_loss: 0.0311719 | Time: 3846.72 ms
[2022-02-15 20:05:09	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311089 | val_loss: 0.0311689 | Time: 3809.66 ms
[2022-02-15 20:05:12	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311122 | val_loss: 0.0311674 | Time: 3778 ms
[2022-02-15 20:05:16	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311119 | val_loss: 0.0311745 | Time: 3841.57 ms
[2022-02-15 20:05:20	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311132 | val_loss: 0.0311736 | Time: 3852.67 ms
[2022-02-15 20:05:24	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311125 | val_loss: 0.0311699 | Time: 3864.4 ms
[2022-02-15 20:05:28	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311102 | val_loss: 0.0311682 | Time: 3819 ms
[2022-02-15 20:05:32	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311078 | val_loss: 0.0311724 | Time: 3897.37 ms
[2022-02-15 20:05:36	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311086 | val_loss: 0.0311708 | Time: 3854.36 ms
[2022-02-15 20:05:40	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311085 | val_loss: 0.0311689 | Time: 3842.43 ms
[2022-02-15 20:05:43	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311062 | val_loss: 0.0311716 | Time: 3883.9 ms
[2022-02-15 20:05:47	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311074 | val_loss: 0.0311723 | Time: 3800.26 ms
[2022-02-15 20:05:51	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311085 | val_loss: 0.0311694 | Time: 3883.26 ms
[2022-02-15 20:05:55	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311078 | val_loss: 0.0311722 | Time: 3811.56 ms
[2022-02-15 20:05:59	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311067 | val_loss: 0.0311731 | Time: 3889.39 ms
[2022-02-15 20:06:03	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311083 | val_loss: 0.0311686 | Time: 3812.31 ms
[2022-02-15 20:06:06	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311086 | val_loss: 0.0311706 | Time: 3840.8 ms
[2022-02-15 20:06:10	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.03111 | val_loss: 0.0311701 | Time: 3821.19 ms
[2022-02-15 20:06:14	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311117 | val_loss: 0.0311717 | Time: 3866.72 ms
[2022-02-15 20:06:18	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311105 | val_loss: 0.0311658 | Time: 3814.73 ms
[2022-02-15 20:06:22	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311098 | val_loss: 0.031171 | Time: 3858.75 ms
[2022-02-15 20:06:26	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311095 | val_loss: 0.0311674 | Time: 3823.38 ms
[2022-02-15 20:06:30	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311106 | val_loss: 0.031172 | Time: 3905.75 ms
[2022-02-15 20:06:34	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311077 | val_loss: 0.0311671 | Time: 3841.17 ms
[2022-02-15 20:06:37	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311084 | val_loss: 0.0311624 | Time: 3816.3 ms
[2022-02-15 20:06:41	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031111 | val_loss: 0.0311642 | Time: 3925.6 ms
[2022-02-15 20:06:45	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.03111 | val_loss: 0.0311689 | Time: 3782.74 ms
[2022-02-15 20:06:49	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311081 | val_loss: 0.0311694 | Time: 3800.01 ms
[2022-02-15 20:06:53	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311083 | val_loss: 0.0311705 | Time: 3797.07 ms
[2022-02-15 20:06:57	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311134 | val_loss: 0.031167 | Time: 3894.35 ms
[2022-02-15 20:07:00	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311138 | val_loss: 0.0311657 | Time: 3839.61 ms
[2022-02-15 20:07:04	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311121 | val_loss: 0.0311656 | Time: 3786.61 ms
[2022-02-15 20:07:08	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311104 | val_loss: 0.0311682 | Time: 3904.29 ms
[2022-02-15 20:07:12	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311129 | val_loss: 0.0311707 | Time: 3920.72 ms
[2022-02-15 20:07:16	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311164 | val_loss: 0.0311632 | Time: 3784.8 ms
[2022-02-15 20:07:20	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311151 | val_loss: 0.0311672 | Time: 3809.59 ms
[2022-02-15 20:07:24	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311129 | val_loss: 0.0311683 | Time: 3855.05 ms
[2022-02-15 20:07:27	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.031112 | val_loss: 0.0311655 | Time: 3846.47 ms
[2022-02-15 20:07:31	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311085 | val_loss: 0.0311761 | Time: 3886.22 ms
[2022-02-15 20:07:35	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311084 | val_loss: 0.0311669 | Time: 3900.57 ms
[2022-02-15 20:07:39	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031109 | val_loss: 0.0311656 | Time: 3889.52 ms
[2022-02-15 20:07:43	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.03111 | val_loss: 0.0311631 | Time: 3814.17 ms
[2022-02-15 20:07:47	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311092 | val_loss: 0.0311736 | Time: 3847.26 ms
[2022-02-15 20:07:51	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311084 | val_loss: 0.0311729 | Time: 3901.11 ms
[2022-02-15 20:07:55	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311073 | val_loss: 0.0311708 | Time: 3835.16 ms
[2022-02-15 20:07:59	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311048 | val_loss: 0.0311722 | Time: 3933.41 ms
[2022-02-15 20:08:02	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.031105 | val_loss: 0.0311692 | Time: 3821.21 ms
[2022-02-15 20:08:06	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311066 | val_loss: 0.0311764 | Time: 3838.93 ms
[2022-02-15 20:08:10	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311073 | val_loss: 0.031179 | Time: 3775.83 ms
[2022-02-15 20:08:14	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311038 | val_loss: 0.0311804 | Time: 3866.26 ms
[2022-02-15 20:08:18	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311045 | val_loss: 0.0311771 | Time: 3838.63 ms
[2022-02-15 20:08:22	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311053 | val_loss: 0.0311742 | Time: 3845.62 ms
[2022-02-15 20:08:25	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311031 | val_loss: 0.0311741 | Time: 3807.29 ms
[2022-02-15 20:08:29	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311039 | val_loss: 0.031178 | Time: 3822.11 ms
[2022-02-15 20:08:33	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311058 | val_loss: 0.0311744 | Time: 3909.37 ms
[2022-02-15 20:08:37	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311038 | val_loss: 0.0311767 | Time: 3801.57 ms
[2022-02-15 20:08:41	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311046 | val_loss: 0.0311723 | Time: 3810.9 ms
[2022-02-15 20:08:45	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311084 | val_loss: 0.0311718 | Time: 3791.09 ms
[2022-02-15 20:08:48	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311146 | val_loss: 0.0311712 | Time: 3759.65 ms
[2022-02-15 20:08:52	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311113 | val_loss: 0.0311797 | Time: 3791.72 ms
[2022-02-15 20:08:56	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311082 | val_loss: 0.0311723 | Time: 3864.63 ms
[2022-02-15 20:09:00	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311043 | val_loss: 0.0311738 | Time: 3884.63 ms
[2022-02-15 20:09:04	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311045 | val_loss: 0.0311768 | Time: 3809.73 ms
[2022-02-15 20:09:08	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311095 | val_loss: 0.0311733 | Time: 3787.87 ms
[2022-02-15 20:09:11	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311112 | val_loss: 0.0311816 | Time: 3779.04 ms
[2022-02-15 20:09:15	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311099 | val_loss: 0.031168 | Time: 3853.74 ms
[2022-02-15 20:09:19	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311078 | val_loss: 0.0311721 | Time: 3807.2 ms
[2022-02-15 20:09:23	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311047 | val_loss: 0.0311701 | Time: 3836.57 ms
[2022-02-15 20:09:27	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311038 | val_loss: 0.0311733 | Time: 3860.04 ms
[2022-02-15 20:09:31	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031104 | val_loss: 0.031173 | Time: 3826.35 ms
[2022-02-15 20:09:34	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031102 | val_loss: 0.0311724 | Time: 3787.88 ms
[2022-02-15 20:09:38	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311019 | val_loss: 0.0311737 | Time: 3816.28 ms
[2022-02-15 20:09:42	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311022 | val_loss: 0.031177 | Time: 3803.82 ms
[2022-02-15 20:09:46	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311005 | val_loss: 0.0311793 | Time: 3840.15 ms
[2022-02-15 20:09:50	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311019 | val_loss: 0.0311782 | Time: 3781.74 ms
[2022-02-15 20:09:54	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311014 | val_loss: 0.0311755 | Time: 3802.27 ms
[2022-02-15 20:09:57	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031109 | val_loss: 0.0311736 | Time: 3852.58 ms
[2022-02-15 20:10:01	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311082 | val_loss: 0.0311718 | Time: 3911.13 ms
[2022-02-15 20:10:16	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311054 | val_loss: 0.0311797 | Time: 14211.6 ms
[2022-02-15 20:10:19	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311052 | val_loss: 0.0311727 | Time: 3946.19 ms
[2022-02-15 20:10:23	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031101 | val_loss: 0.0311762 | Time: 3873.6 ms
[2022-02-15 20:10:27	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.031102 | val_loss: 0.0311678 | Time: 3845.94 ms
[2022-02-15 20:10:31	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311004 | val_loss: 0.0311702 | Time: 3863.04 ms
[2022-02-15 20:10:35	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0310998 | val_loss: 0.0311732 | Time: 3901.86 ms
[2022-02-15 20:10:39	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.031103 | val_loss: 0.031164 | Time: 3780.03 ms
[2022-02-15 20:10:43	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311077 | val_loss: 0.0311736 | Time: 3887.85 ms
[2022-02-15 20:10:47	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311089 | val_loss: 0.0311701 | Time: 3844.77 ms
[2022-02-15 20:10:50	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311076 | val_loss: 0.0311689 | Time: 3847.78 ms
[2022-02-15 20:10:54	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311041 | val_loss: 0.0311726 | Time: 3929.61 ms
[2022-02-15 20:10:58	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311046 | val_loss: 0.031175 | Time: 3829.42 ms
[2022-02-15 20:11:02	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311069 | val_loss: 0.0311716 | Time: 3867.91 ms
[2022-02-15 20:11:06	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311073 | val_loss: 0.0311708 | Time: 3861.93 ms
[2022-02-15 20:11:10	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311083 | val_loss: 0.0311682 | Time: 3865.57 ms
[2022-02-15 20:11:14	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311083 | val_loss: 0.0311725 | Time: 3820.58 ms
[2022-02-15 20:11:17	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311083 | val_loss: 0.0311685 | Time: 3803.2 ms
[2022-02-15 20:11:21	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311054 | val_loss: 0.0311735 | Time: 3828.65 ms
[2022-02-15 20:11:25	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311072 | val_loss: 0.0311691 | Time: 3809.09 ms
[2022-02-15 20:11:29	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311045 | val_loss: 0.031169 | Time: 3852.27 ms
[2022-02-15 20:11:33	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311017 | val_loss: 0.0311664 | Time: 3916.91 ms
[2022-02-15 20:11:37	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.031105 | val_loss: 0.0311664 | Time: 3910.13 ms
[2022-02-15 20:11:41	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311022 | val_loss: 0.0311706 | Time: 3875.05 ms
[2022-02-15 20:11:45	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311038 | val_loss: 0.0311731 | Time: 3822.78 ms
[2022-02-15 20:11:48	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311017 | val_loss: 0.0311741 | Time: 3835.98 ms
[2022-02-15 20:11:52	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311019 | val_loss: 0.0311698 | Time: 3869.19 ms
[2022-02-15 20:11:56	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.031102 | val_loss: 0.0311733 | Time: 3894.53 ms
[2022-02-15 20:12:00	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311012 | val_loss: 0.0311754 | Time: 4331.59 ms
[2022-02-15 20:12:06	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0310989 | val_loss: 0.0311736 | Time: 5249.54 ms
[2022-02-15 20:12:11	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311039 | val_loss: 0.0311691 | Time: 5731.16 ms
[2022-02-15 20:12:27	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311064 | val_loss: 0.0311684 | Time: 15401.2 ms
[2022-02-15 20:12:32	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311053 | val_loss: 0.0311733 | Time: 5127.57 ms
[2022-02-15 20:12:37	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311036 | val_loss: 0.0311721 | Time: 5226.42 ms
[2022-02-15 20:12:42	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311041 | val_loss: 0.0311757 | Time: 5129.65 ms
[2022-02-15 20:12:48	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311014 | val_loss: 0.0311691 | Time: 5282.93 ms
[2022-02-15 20:12:53	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311006 | val_loss: 0.0311824 | Time: 5279.95 ms
[2022-02-15 20:12:58	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0310991 | val_loss: 0.0311772 | Time: 5112.19 ms
[2022-02-15 20:13:04	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.031099 | val_loss: 0.0311685 | Time: 5268.5 ms
[2022-02-15 20:13:09	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310982 | val_loss: 0.031174 | Time: 5135.77 ms
[2022-02-15 20:13:14	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310998 | val_loss: 0.0311681 | Time: 5285.55 ms
[2022-02-15 20:13:19	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0310962 | val_loss: 0.0311802 | Time: 5323.92 ms
[2022-02-15 20:13:25	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310983 | val_loss: 0.0311715 | Time: 5172.86 ms
[2022-02-15 20:13:30	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311045 | val_loss: 0.0311782 | Time: 5340.92 ms
[2022-02-15 20:13:35	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311011 | val_loss: 0.0311725 | Time: 5227.95 ms
[2022-02-15 20:13:40	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311008 | val_loss: 0.0311711 | Time: 5068.18 ms
[2022-02-15 20:13:45	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311034 | val_loss: 0.0311777 | Time: 5243.49 ms
[2022-02-15 20:13:51	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031104 | val_loss: 0.0311797 | Time: 5078.41 ms
[2022-02-15 20:13:56	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311082 | val_loss: 0.0311707 | Time: 5262.33 ms
[2022-02-15 20:14:01	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311061 | val_loss: 0.0311684 | Time: 5439.27 ms
[2022-02-15 20:14:06	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311038 | val_loss: 0.0311732 | Time: 4992.66 ms
[2022-02-15 20:14:12	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311029 | val_loss: 0.0311803 | Time: 5364.76 ms
[2022-02-15 20:14:17	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311011 | val_loss: 0.031182 | Time: 4971.5 ms
[2022-02-15 20:14:22	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0310979 | val_loss: 0.0311718 | Time: 5169.23 ms
[2022-02-15 20:14:27	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311006 | val_loss: 0.0311792 | Time: 5331.68 ms
[2022-02-15 20:14:32	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310985 | val_loss: 0.0311769 | Time: 5010.71 ms
[2022-02-15 20:14:38	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310993 | val_loss: 0.0311713 | Time: 5288.41 ms
[2022-02-15 20:14:43	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.031104 | val_loss: 0.0311701 | Time: 5317.7 ms
[2022-02-15 20:14:48	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031109 | val_loss: 0.0311687 | Time: 5151.45 ms
[2022-02-15 20:14:53	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311028 | val_loss: 0.0311779 | Time: 5259.27 ms
[2022-02-15 20:14:58	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311008 | val_loss: 0.0311692 | Time: 5155.38 ms
[2022-02-15 20:15:04	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311002 | val_loss: 0.0311705 | Time: 5194.09 ms
[2022-02-15 20:15:09	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311006 | val_loss: 0.0311701 | Time: 5250.71 ms
[2022-02-15 20:15:14	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311024 | val_loss: 0.0311688 | Time: 5129.42 ms
[2022-02-15 20:15:19	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031103 | val_loss: 0.0311801 | Time: 5177.35 ms
[2022-02-15 20:15:24	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311075 | val_loss: 0.0311753 | Time: 5164.93 ms
[2022-02-15 20:15:30	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311107 | val_loss: 0.0311742 | Time: 5243.91 ms
[2022-02-15 20:15:35	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311075 | val_loss: 0.0311667 | Time: 5342.01 ms
[2022-02-15 20:15:40	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311059 | val_loss: 0.0311696 | Time: 5002.26 ms
[2022-02-15 20:15:45	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311081 | val_loss: 0.0311708 | Time: 5265.2 ms
[2022-02-15 20:15:51	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311063 | val_loss: 0.0311669 | Time: 5317.34 ms
[2022-02-15 20:15:56	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311108 | val_loss: 0.0311807 | Time: 5079.22 ms
[2022-02-15 20:16:01	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311118 | val_loss: 0.0311742 | Time: 5331.18 ms
[2022-02-15 20:16:06	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311195 | val_loss: 0.0311769 | Time: 5188.28 ms
[2022-02-15 20:16:12	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311179 | val_loss: 0.0311736 | Time: 5218.4 ms
[2022-02-15 20:16:17	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311202 | val_loss: 0.031168 | Time: 5369.74 ms
[2022-02-15 20:16:22	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311161 | val_loss: 0.0311709 | Time: 5062.95 ms
[2022-02-15 20:16:27	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311149 | val_loss: 0.0311747 | Time: 5246.38 ms
[2022-02-15 20:16:32	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311153 | val_loss: 0.0311747 | Time: 5139.71 ms
[2022-02-15 20:16:38	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031117 | val_loss: 0.0311728 | Time: 5079.13 ms
[2022-02-15 20:16:43	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311175 | val_loss: 0.031175 | Time: 5353.34 ms
[2022-02-15 20:16:48	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311142 | val_loss: 0.0311673 | Time: 5230.56 ms
[2022-02-15 20:16:53	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031112 | val_loss: 0.0311693 | Time: 5195.83 ms
[2022-02-15 20:16:59	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311149 | val_loss: 0.0311763 | Time: 5288.52 ms
[2022-02-15 20:17:04	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311109 | val_loss: 0.0311714 | Time: 5238.52 ms
[2022-02-15 20:17:09	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311072 | val_loss: 0.0311781 | Time: 5334.43 ms
[2022-02-15 20:17:14	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311082 | val_loss: 0.0311747 | Time: 5056.43 ms
[2022-02-15 20:17:20	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311084 | val_loss: 0.0311754 | Time: 5314.96 ms
[2022-02-15 20:17:25	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311081 | val_loss: 0.0311882 | Time: 5223.78 ms
[2022-02-15 20:17:30	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311062 | val_loss: 0.031189 | Time: 5044.01 ms
[2022-02-15 20:17:35	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311044 | val_loss: 0.0311753 | Time: 5259.17 ms
[2022-02-15 20:17:40	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311029 | val_loss: 0.0311809 | Time: 5228.33 ms
[2022-02-15 20:17:46	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311056 | val_loss: 0.0311821 | Time: 5289.54 ms
[2022-02-15 20:17:51	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311091 | val_loss: 0.0311814 | Time: 5295.06 ms
[2022-02-15 20:17:56	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311041 | val_loss: 0.031178 | Time: 5093.9 ms
[2022-02-15 20:18:01	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311065 | val_loss: 0.0311724 | Time: 5191.99 ms
[2022-02-15 20:18:07	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311056 | val_loss: 0.0311779 | Time: 5218.51 ms
[2022-02-15 20:18:12	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311048 | val_loss: 0.0311737 | Time: 5112.61 ms
[2022-02-15 20:18:17	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311166 | val_loss: 0.0311665 | Time: 5256.29 ms
[2022-02-15 20:18:22	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311116 | val_loss: 0.0311762 | Time: 5384.22 ms
[2022-02-15 20:18:28	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311081 | val_loss: 0.0311738 | Time: 5374.71 ms
[2022-02-15 20:18:43	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.03111 | val_loss: 0.0311705 | Time: 15364.3 ms
[2022-02-15 20:18:48	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311105 | val_loss: 0.0311759 | Time: 5062.62 ms
[2022-02-15 20:18:54	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311061 | val_loss: 0.0311741 | Time: 5304.98 ms
[2022-02-15 20:18:59	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311047 | val_loss: 0.031175 | Time: 5272.31 ms
[2022-02-15 20:19:04	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311041 | val_loss: 0.0311728 | Time: 5075.52 ms
[2022-02-15 20:19:09	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311151 | val_loss: 0.0311665 | Time: 5367.21 ms
[2022-02-15 20:19:14	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311105 | val_loss: 0.0311751 | Time: 5128.33 ms
[2022-02-15 20:19:20	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311083 | val_loss: 0.0311772 | Time: 5262.96 ms
[2022-02-15 20:19:25	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311081 | val_loss: 0.031169 | Time: 5236.61 ms
[2022-02-15 20:19:30	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.03111 | val_loss: 0.0311721 | Time: 5134.61 ms
[2022-02-15 20:19:35	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311081 | val_loss: 0.0311745 | Time: 5308.97 ms
[2022-02-15 20:19:41	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311053 | val_loss: 0.0311827 | Time: 5111.5 ms
[2022-02-15 20:19:46	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311049 | val_loss: 0.0311696 | Time: 5233.63 ms
[2022-02-15 20:19:51	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031104 | val_loss: 0.031184 | Time: 5201.01 ms
[2022-02-15 20:19:51	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.031184
[2022-02-15 20:19:51	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-15 20:19:51	                main:608]	:	INFO	:	Success, exiting..
20:19:51 (12780): 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)