Task 14091831

Name ParityModified-1647043595-31798-1-0_1
Workunit 10628583
Created 30 Mar 2022, 13:30:32 UTC
Sent 30 Mar 2022, 13:51:50 UTC
Report deadline 7 Apr 2022, 13:51:50 UTC
Received 15 Apr 2022, 15:26:25 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 14113
Run time 4 hours 48 min 35 sec
CPU time 4 hours 46 min
Validate state Task was reported too late to validate
Credit 0.00
Device peak FLOPS 8,298.90 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.86 GB
Peak swap size 4.62 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>

[2022-04-14 18:13:05	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-14 18:13:05	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-14 18:13:05	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-14 18:13:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-14 18:13:05	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070 Laptop GPU)
[2022-04-14 18:34:25	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-14 18:34:25	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-14 18:34:25	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-14 18:34:25	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-14 18:34:25	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-14 18:34:25	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-14 18:34:25	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-14 18:34:25	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-14 18:34:25	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-14 18:34:25	                main:474]	:	INFO	:	Configuration: 
[2022-04-14 18:34:25	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-14 18:34:25	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-14 18:34:25	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-14 18:34:25	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-14 18:34:25	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-14 18:34:25	                main:480]	:	INFO	:	    Patience: 10
[2022-04-14 18:34:25	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-14 18:34:25	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-14 18:34:25	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-14 18:34:25	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-14 18:34:25	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-14 18:34:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-14 18:34:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070 Laptop GPU)
[2022-04-14 19:13:50	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-14 19:13:50	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-14 19:13:50	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-14 19:13:50	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-14 19:13:50	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-14 19:13:50	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-14 19:13:50	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-14 19:13:50	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-14 19:13:50	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-14 19:13:50	                main:474]	:	INFO	:	Configuration: 
[2022-04-14 19:13:50	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-14 19:13:50	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-14 19:13:50	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-14 19:13:50	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-14 19:13:50	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-14 19:13:50	                main:480]	:	INFO	:	    Patience: 10
[2022-04-14 19:13:50	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-14 19:13:50	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-14 19:13:50	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-14 19:13:50	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-14 19:13:50	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-14 19:13:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-14 19:13:50	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 3070 Laptop GPU)
[2022-04-15 07:34:07	                main:435]	:	INFO	:	Set logging level to 1
[2022-04-15 07:34:07	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-04-15 07:34:07	                main:444]	:	INFO	:	Resolving all filenames
[2022-04-15 07:34:07	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-04-15 07:34:07	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-04-15 07:34:07	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-04-15 07:34:07	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-04-15 07:34:07	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-04-15 07:34:07	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-04-15 07:34:07	                main:474]	:	INFO	:	Configuration: 
[2022-04-15 07:34:07	                main:475]	:	INFO	:	    Model type: GRU
[2022-04-15 07:34:07	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-04-15 07:34:07	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-04-15 07:34:07	                main:478]	:	INFO	:	    Batch Size: 128
[2022-04-15 07:34:07	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-04-15 07:34:07	                main:480]	:	INFO	:	    Patience: 10
[2022-04-15 07:34:07	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-04-15 07:34:07	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-04-15 07:34:07	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-04-15 07:34:07	                main:484]	:	INFO	:	    # Threads: 1
[2022-04-15 07:34:07	                main:486]	:	INFO	:	Preparing Dataset
[2022-04-15 07:34:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-04-15 07:34:07	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-04-15 07:58:12	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-04-15 07:58:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-04-15 07:58:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-04-15 07:58:12	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-04-15 07:58:12	                main:494]	:	INFO	:	Creating Model
[2022-04-15 07:58:12	                main:507]	:	INFO	:	Preparing config file
[2022-04-15 07:58:12	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-04-15 07:58:12	                main:512]	:	INFO	:	Loading config
[2022-04-15 07:58:12	                main:514]	:	INFO	:	Loading state
[2022-04-15 08:15:17	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-04-15 08:15:17	                main:562]	:	INFO	:	Starting Training
[2022-04-15 08:16:34	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0315768 | val_loss: 0.0313638 | Time: 77616.9 ms
[2022-04-15 08:16:36	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0313013 | val_loss: 0.0312634 | Time: 1186.39 ms
[2022-04-15 08:16:37	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0312601 | val_loss: 0.0312521 | Time: 1183.44 ms
[2022-04-15 08:16:38	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0312517 | val_loss: 0.031254 | Time: 1179.35 ms
[2022-04-15 08:16:39	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031247 | val_loss: 0.0312413 | Time: 1184.17 ms
[2022-04-15 08:16:40	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0312382 | val_loss: 0.0312349 | Time: 1193.2 ms
[2022-04-15 08:16:41	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0312314 | val_loss: 0.0312211 | Time: 1185.43 ms
[2022-04-15 08:16:43	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0312191 | val_loss: 0.0312108 | Time: 1192.14 ms
[2022-04-15 08:16:44	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0312071 | val_loss: 0.0312018 | Time: 1178.9 ms
[2022-04-15 08:16:45	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311976 | val_loss: 0.03119 | Time: 1174.81 ms
[2022-04-15 08:16:46	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311902 | val_loss: 0.0311838 | Time: 1194.68 ms
[2022-04-15 08:16:47	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.031182 | val_loss: 0.0311815 | Time: 1172.15 ms
[2022-04-15 08:16:49	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311755 | val_loss: 0.031171 | Time: 1177.15 ms
[2022-04-15 08:16:50	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311733 | val_loss: 0.0311715 | Time: 1189.53 ms
[2022-04-15 08:16:51	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.031168 | val_loss: 0.0311626 | Time: 1194.52 ms
[2022-04-15 08:16:52	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311644 | val_loss: 0.0311618 | Time: 1201.91 ms
[2022-04-15 08:16:53	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311626 | val_loss: 0.0311595 | Time: 1187.81 ms
[2022-04-15 08:16:55	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311619 | val_loss: 0.0311593 | Time: 1197.58 ms
[2022-04-15 08:16:56	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311611 | val_loss: 0.0311601 | Time: 1199.99 ms
[2022-04-15 08:16:57	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311576 | val_loss: 0.031159 | Time: 1207.43 ms
[2022-04-15 08:16:58	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311573 | val_loss: 0.0311559 | Time: 1197.5 ms
[2022-04-15 08:16:59	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311539 | val_loss: 0.0311558 | Time: 1191.92 ms
[2022-04-15 08:17:01	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311581 | val_loss: 0.0311599 | Time: 1220.46 ms
[2022-04-15 08:17:02	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311575 | val_loss: 0.0311616 | Time: 1211.84 ms
[2022-04-15 08:17:03	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311566 | val_loss: 0.0311588 | Time: 1196.27 ms
[2022-04-15 08:17:04	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311601 | val_loss: 0.0311655 | Time: 1191.16 ms
[2022-04-15 08:17:05	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311569 | val_loss: 0.031158 | Time: 1199.21 ms
[2022-04-15 08:17:07	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311565 | val_loss: 0.0311566 | Time: 1214.88 ms
[2022-04-15 08:17:08	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311525 | val_loss: 0.0311559 | Time: 1201.86 ms
[2022-04-15 08:17:09	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311512 | val_loss: 0.0311548 | Time: 1188.19 ms
[2022-04-15 08:17:10	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311511 | val_loss: 0.031156 | Time: 1195.52 ms
[2022-04-15 08:17:11	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311522 | val_loss: 0.0311564 | Time: 1196.23 ms
[2022-04-15 08:17:13	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311508 | val_loss: 0.031158 | Time: 1225 ms
[2022-04-15 08:17:14	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.031151 | val_loss: 0.0311607 | Time: 1201.3 ms
[2022-04-15 08:17:15	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311553 | val_loss: 0.0311557 | Time: 1200.87 ms
[2022-04-15 08:17:16	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311507 | val_loss: 0.0311536 | Time: 1200.82 ms
[2022-04-15 08:17:18	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.031151 | val_loss: 0.0311564 | Time: 1209.02 ms
[2022-04-15 08:17:19	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311471 | val_loss: 0.0311568 | Time: 1193.98 ms
[2022-04-15 08:17:20	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031149 | val_loss: 0.0311551 | Time: 1187.9 ms
[2022-04-15 08:17:21	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311461 | val_loss: 0.0311522 | Time: 1195.86 ms
[2022-04-15 08:17:22	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311507 | val_loss: 0.0311544 | Time: 1204.6 ms
[2022-04-15 08:17:24	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311502 | val_loss: 0.031157 | Time: 1201.89 ms
[2022-04-15 08:17:25	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311496 | val_loss: 0.0311552 | Time: 1194.67 ms
[2022-04-15 08:17:26	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311485 | val_loss: 0.0311501 | Time: 1192.62 ms
[2022-04-15 08:17:27	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311452 | val_loss: 0.031148 | Time: 1208.02 ms
[2022-04-15 08:17:28	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.031144 | val_loss: 0.0311512 | Time: 1211.34 ms
[2022-04-15 08:17:30	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311447 | val_loss: 0.031153 | Time: 1194.59 ms
[2022-04-15 08:17:31	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311453 | val_loss: 0.0311502 | Time: 1210.59 ms
[2022-04-15 08:17:32	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311426 | val_loss: 0.0311485 | Time: 1197.47 ms
[2022-04-15 08:17:33	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311428 | val_loss: 0.0311509 | Time: 1202.39 ms
[2022-04-15 08:17:34	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311435 | val_loss: 0.031152 | Time: 1190.9 ms
[2022-04-15 08:17:36	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311428 | val_loss: 0.0311532 | Time: 1208.04 ms
[2022-04-15 08:17:37	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311436 | val_loss: 0.0311514 | Time: 1212.66 ms
[2022-04-15 08:17:38	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311442 | val_loss: 0.0311504 | Time: 1191.51 ms
[2022-04-15 08:17:39	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311443 | val_loss: 0.0311515 | Time: 1209.05 ms
[2022-04-15 08:17:40	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311453 | val_loss: 0.0311505 | Time: 1189.88 ms
[2022-04-15 08:17:42	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311424 | val_loss: 0.0311511 | Time: 1199.28 ms
[2022-04-15 08:17:43	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.031142 | val_loss: 0.0311488 | Time: 1206.46 ms
[2022-04-15 08:17:44	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311413 | val_loss: 0.0311513 | Time: 1218.06 ms
[2022-04-15 08:17:45	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311423 | val_loss: 0.0311512 | Time: 1206.07 ms
[2022-04-15 08:17:46	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311439 | val_loss: 0.031156 | Time: 1196.54 ms
[2022-04-15 08:17:48	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311429 | val_loss: 0.031151 | Time: 1189.88 ms
[2022-04-15 08:17:49	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311424 | val_loss: 0.0311535 | Time: 1213.8 ms
[2022-04-15 08:17:50	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311434 | val_loss: 0.0311513 | Time: 1199.41 ms
[2022-04-15 08:17:51	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311432 | val_loss: 0.0311501 | Time: 1201.15 ms
[2022-04-15 08:17:52	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311421 | val_loss: 0.0311518 | Time: 1196.08 ms
[2022-04-15 08:17:54	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311398 | val_loss: 0.0311521 | Time: 1194.65 ms
[2022-04-15 08:17:55	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311398 | val_loss: 0.0311516 | Time: 1210.91 ms
[2022-04-15 08:17:56	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311413 | val_loss: 0.0311495 | Time: 1211.68 ms
[2022-04-15 08:17:57	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311405 | val_loss: 0.0311494 | Time: 1194.71 ms
[2022-04-15 08:17:58	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311391 | val_loss: 0.0311515 | Time: 1199.36 ms
[2022-04-15 08:18:00	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311396 | val_loss: 0.0311519 | Time: 1218.6 ms
[2022-04-15 08:18:01	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311392 | val_loss: 0.0311574 | Time: 1217.22 ms
[2022-04-15 08:18:02	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311405 | val_loss: 0.0311535 | Time: 1200.68 ms
[2022-04-15 08:18:03	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311413 | val_loss: 0.0311585 | Time: 1189.22 ms
[2022-04-15 08:18:05	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311407 | val_loss: 0.0311516 | Time: 1199.01 ms
[2022-04-15 08:18:06	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311406 | val_loss: 0.0311566 | Time: 1189.81 ms
[2022-04-15 08:18:07	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311409 | val_loss: 0.0311602 | Time: 1195.78 ms
[2022-04-15 08:18:08	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311395 | val_loss: 0.0311493 | Time: 1200.11 ms
[2022-04-15 08:18:09	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311371 | val_loss: 0.03115 | Time: 1193.89 ms
[2022-04-15 08:18:11	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311369 | val_loss: 0.0311541 | Time: 1211.27 ms
[2022-04-15 08:18:12	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311375 | val_loss: 0.0311534 | Time: 1197.96 ms
[2022-04-15 08:18:13	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311365 | val_loss: 0.0311512 | Time: 1206.36 ms
[2022-04-15 08:18:14	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311364 | val_loss: 0.0311547 | Time: 1199.77 ms
[2022-04-15 08:18:15	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311367 | val_loss: 0.0311546 | Time: 1210.16 ms
[2022-04-15 08:18:17	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311363 | val_loss: 0.03115 | Time: 1194.39 ms
[2022-04-15 08:18:18	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311367 | val_loss: 0.0311468 | Time: 1188.3 ms
[2022-04-15 08:18:19	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311356 | val_loss: 0.0311533 | Time: 1200.09 ms
[2022-04-15 08:18:20	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311368 | val_loss: 0.0311499 | Time: 1205.33 ms
[2022-04-15 08:18:21	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.03114 | val_loss: 0.0311515 | Time: 1194.14 ms
[2022-04-15 08:18:23	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311401 | val_loss: 0.031153 | Time: 1205.41 ms
[2022-04-15 08:18:24	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031139 | val_loss: 0.0311485 | Time: 1199.94 ms
[2022-04-15 08:18:25	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311375 | val_loss: 0.0311497 | Time: 1195.74 ms
[2022-04-15 08:18:26	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311369 | val_loss: 0.0311498 | Time: 1210.35 ms
[2022-04-15 08:18:27	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311359 | val_loss: 0.0311474 | Time: 1188.33 ms
[2022-04-15 08:18:29	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311364 | val_loss: 0.0311564 | Time: 1192.66 ms
[2022-04-15 08:18:30	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311377 | val_loss: 0.031151 | Time: 1195.87 ms
[2022-04-15 08:18:31	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311386 | val_loss: 0.0311546 | Time: 1204.74 ms
[2022-04-15 08:18:32	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311363 | val_loss: 0.0311495 | Time: 1190.73 ms
[2022-04-15 08:18:33	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031134 | val_loss: 0.0311503 | Time: 1188.47 ms
[2022-04-15 08:18:35	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.031136 | val_loss: 0.0311542 | Time: 1196.66 ms
[2022-04-15 08:18:36	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311351 | val_loss: 0.0311543 | Time: 1209.51 ms
[2022-04-15 08:18:37	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311365 | val_loss: 0.0311549 | Time: 1211.77 ms
[2022-04-15 08:18:38	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311355 | val_loss: 0.0311487 | Time: 1193.32 ms
[2022-04-15 08:18:39	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311334 | val_loss: 0.0311532 | Time: 1210.53 ms
[2022-04-15 08:18:41	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311336 | val_loss: 0.0311524 | Time: 1196.97 ms
[2022-04-15 08:18:42	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311374 | val_loss: 0.0311491 | Time: 1225.79 ms
[2022-04-15 08:18:43	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311344 | val_loss: 0.0311474 | Time: 1205.72 ms
[2022-04-15 08:18:44	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311362 | val_loss: 0.0311495 | Time: 1202.04 ms
[2022-04-15 08:18:45	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311336 | val_loss: 0.0311508 | Time: 1220.37 ms
[2022-04-15 08:18:47	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311313 | val_loss: 0.0311498 | Time: 1222.72 ms
[2022-04-15 08:18:48	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311321 | val_loss: 0.0311528 | Time: 1199.43 ms
[2022-04-15 08:18:49	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311316 | val_loss: 0.0311534 | Time: 1199.08 ms
[2022-04-15 08:18:50	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311368 | val_loss: 0.0311528 | Time: 1195.26 ms
[2022-04-15 08:18:52	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311324 | val_loss: 0.0311509 | Time: 1202.47 ms
[2022-04-15 08:18:53	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311316 | val_loss: 0.0311527 | Time: 1206.23 ms
[2022-04-15 08:18:54	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311347 | val_loss: 0.0311546 | Time: 1191.31 ms
[2022-04-15 08:18:55	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311347 | val_loss: 0.0311501 | Time: 1196.15 ms
[2022-04-15 08:18:56	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311315 | val_loss: 0.0311559 | Time: 1208.14 ms
[2022-04-15 08:18:58	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311308 | val_loss: 0.0311527 | Time: 1219.4 ms
[2022-04-15 08:18:59	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311313 | val_loss: 0.0311516 | Time: 1191.34 ms
[2022-04-15 08:19:00	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311322 | val_loss: 0.0311537 | Time: 1216.44 ms
[2022-04-15 08:19:01	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311303 | val_loss: 0.0311521 | Time: 1217.15 ms
[2022-04-15 08:19:02	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311289 | val_loss: 0.0311565 | Time: 1219.1 ms
[2022-04-15 08:19:04	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311341 | val_loss: 0.0311554 | Time: 1189.58 ms
[2022-04-15 08:19:05	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311313 | val_loss: 0.0311578 | Time: 1202.38 ms
[2022-04-15 08:19:06	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311318 | val_loss: 0.0311544 | Time: 1196.09 ms
[2022-04-15 08:19:07	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311284 | val_loss: 0.0311544 | Time: 1191.04 ms
[2022-04-15 08:19:08	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311307 | val_loss: 0.0311542 | Time: 1206.35 ms
[2022-04-15 08:19:10	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311307 | val_loss: 0.0311595 | Time: 1195.72 ms
[2022-04-15 08:19:11	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311307 | val_loss: 0.0311548 | Time: 1224.43 ms
[2022-04-15 08:19:12	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311313 | val_loss: 0.0311607 | Time: 1196.46 ms
[2022-04-15 08:19:13	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311312 | val_loss: 0.0311581 | Time: 1213.83 ms
[2022-04-15 08:19:14	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311331 | val_loss: 0.0311546 | Time: 1191.32 ms
[2022-04-15 08:19:16	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311315 | val_loss: 0.0311515 | Time: 1195.8 ms
[2022-04-15 08:19:17	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311285 | val_loss: 0.0311631 | Time: 1193.41 ms
[2022-04-15 08:19:18	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311292 | val_loss: 0.0311588 | Time: 1207.68 ms
[2022-04-15 08:19:19	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311329 | val_loss: 0.0311669 | Time: 1193.47 ms
[2022-04-15 08:19:20	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311325 | val_loss: 0.0311546 | Time: 1193.39 ms
[2022-04-15 08:19:22	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311291 | val_loss: 0.0311534 | Time: 1194.99 ms
[2022-04-15 08:19:23	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311268 | val_loss: 0.0311538 | Time: 1220.07 ms
[2022-04-15 08:19:24	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311323 | val_loss: 0.0311545 | Time: 1213.87 ms
[2022-04-15 08:19:25	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.031136 | val_loss: 0.0311524 | Time: 1206.06 ms
[2022-04-15 08:19:27	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311314 | val_loss: 0.031152 | Time: 1205.97 ms
[2022-04-15 08:19:28	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311327 | val_loss: 0.0311568 | Time: 1188.13 ms
[2022-04-15 08:19:29	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311296 | val_loss: 0.0311522 | Time: 1210.69 ms
[2022-04-15 08:19:30	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311332 | val_loss: 0.0311614 | Time: 1212.24 ms
[2022-04-15 08:19:31	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311286 | val_loss: 0.0311542 | Time: 1210.23 ms
[2022-04-15 08:19:33	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311287 | val_loss: 0.0311614 | Time: 1198.25 ms
[2022-04-15 08:19:34	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311266 | val_loss: 0.0311539 | Time: 1212.62 ms
[2022-04-15 08:19:35	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311268 | val_loss: 0.0311593 | Time: 1203.1 ms
[2022-04-15 08:19:36	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311273 | val_loss: 0.0311613 | Time: 1188.66 ms
[2022-04-15 08:19:37	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311256 | val_loss: 0.0311565 | Time: 1182.24 ms
[2022-04-15 08:19:39	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311243 | val_loss: 0.0311577 | Time: 1186.97 ms
[2022-04-15 08:19:40	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311262 | val_loss: 0.0311573 | Time: 1204.4 ms
[2022-04-15 08:19:41	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311256 | val_loss: 0.0311551 | Time: 1182.76 ms
[2022-04-15 08:19:42	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031124 | val_loss: 0.031163 | Time: 1196.6 ms
[2022-04-15 08:19:43	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311296 | val_loss: 0.0311603 | Time: 1198.54 ms
[2022-04-15 08:19:45	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311285 | val_loss: 0.0311621 | Time: 1203.56 ms
[2022-04-15 08:19:46	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311306 | val_loss: 0.0311556 | Time: 1201.08 ms
[2022-04-15 08:19:47	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311304 | val_loss: 0.0311561 | Time: 1194.51 ms
[2022-04-15 08:19:48	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311317 | val_loss: 0.0311511 | Time: 1185.96 ms
[2022-04-15 08:19:49	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311297 | val_loss: 0.0311542 | Time: 1196.36 ms
[2022-04-15 08:19:51	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311295 | val_loss: 0.0311499 | Time: 1210 ms
[2022-04-15 08:19:52	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311286 | val_loss: 0.0311531 | Time: 1199.9 ms
[2022-04-15 08:19:53	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311265 | val_loss: 0.0311588 | Time: 1201.97 ms
[2022-04-15 08:19:54	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311254 | val_loss: 0.0311577 | Time: 1194.21 ms
[2022-04-15 08:19:55	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311279 | val_loss: 0.0311525 | Time: 1245.16 ms
[2022-04-15 08:19:57	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311297 | val_loss: 0.0311576 | Time: 1205.95 ms
[2022-04-15 08:19:58	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311289 | val_loss: 0.0311559 | Time: 1201.68 ms
[2022-04-15 08:19:59	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.031131 | val_loss: 0.0311643 | Time: 1194.76 ms
[2022-04-15 08:20:00	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311347 | val_loss: 0.0311612 | Time: 1226.3 ms
[2022-04-15 08:20:01	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311312 | val_loss: 0.0311543 | Time: 1210.67 ms
[2022-04-15 08:20:03	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311315 | val_loss: 0.0311569 | Time: 1198.8 ms
[2022-04-15 08:20:04	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311314 | val_loss: 0.0311557 | Time: 1202.74 ms
[2022-04-15 08:20:05	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.031132 | val_loss: 0.0311559 | Time: 1197.9 ms
[2022-04-15 08:20:06	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311289 | val_loss: 0.0311539 | Time: 1212.88 ms
[2022-04-15 08:20:08	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311291 | val_loss: 0.0311589 | Time: 1205.71 ms
[2022-04-15 08:20:09	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031128 | val_loss: 0.03116 | Time: 1197.9 ms
[2022-04-15 08:20:10	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311278 | val_loss: 0.0311555 | Time: 1192.2 ms
[2022-04-15 08:20:11	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311302 | val_loss: 0.0311662 | Time: 1224.19 ms
[2022-04-15 08:20:12	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311321 | val_loss: 0.031156 | Time: 1203.15 ms
[2022-04-15 08:20:14	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311317 | val_loss: 0.0311667 | Time: 1205.43 ms
[2022-04-15 08:20:15	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311283 | val_loss: 0.0311567 | Time: 1203.66 ms
[2022-04-15 08:20:16	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311301 | val_loss: 0.0311563 | Time: 1215.28 ms
[2022-04-15 08:20:17	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311251 | val_loss: 0.0311572 | Time: 1210.6 ms
[2022-04-15 08:20:18	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311259 | val_loss: 0.0311564 | Time: 1199.77 ms
[2022-04-15 08:20:20	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311303 | val_loss: 0.0311578 | Time: 1194.05 ms
[2022-04-15 08:20:21	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311289 | val_loss: 0.0311598 | Time: 1202.72 ms
[2022-04-15 08:20:22	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311264 | val_loss: 0.0311607 | Time: 1216.05 ms
[2022-04-15 08:20:23	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031126 | val_loss: 0.0311558 | Time: 1205.64 ms
[2022-04-15 08:20:24	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031125 | val_loss: 0.0311579 | Time: 1197.97 ms
[2022-04-15 08:20:26	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311251 | val_loss: 0.0311584 | Time: 1209.37 ms
[2022-04-15 08:20:27	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311272 | val_loss: 0.0311595 | Time: 1205.22 ms
[2022-04-15 08:20:28	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311255 | val_loss: 0.0311637 | Time: 1189.71 ms
[2022-04-15 08:20:29	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311268 | val_loss: 0.0311595 | Time: 1198.76 ms
[2022-04-15 08:20:30	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311256 | val_loss: 0.0311597 | Time: 1195.25 ms
[2022-04-15 08:20:32	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311253 | val_loss: 0.0311603 | Time: 1214.14 ms
[2022-04-15 08:20:33	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311243 | val_loss: 0.0311549 | Time: 1230.99 ms
[2022-04-15 08:20:34	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311246 | val_loss: 0.0311595 | Time: 1206.3 ms
[2022-04-15 08:20:35	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311252 | val_loss: 0.0311636 | Time: 1189.45 ms
[2022-04-15 08:20:37	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311275 | val_loss: 0.031158 | Time: 1211.71 ms
[2022-04-15 08:20:38	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311241 | val_loss: 0.0311574 | Time: 1221.11 ms
[2022-04-15 08:20:39	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.031124 | val_loss: 0.0311584 | Time: 1201.32 ms
[2022-04-15 08:20:40	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.031122 | val_loss: 0.0311587 | Time: 1200.2 ms
[2022-04-15 08:20:41	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311207 | val_loss: 0.0311572 | Time: 1201.15 ms
[2022-04-15 08:20:43	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311218 | val_loss: 0.0311613 | Time: 1213.65 ms
[2022-04-15 08:20:44	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311226 | val_loss: 0.0311572 | Time: 1200.61 ms
[2022-04-15 08:20:45	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311247 | val_loss: 0.0311621 | Time: 1194.1 ms
[2022-04-15 08:20:46	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311219 | val_loss: 0.0311542 | Time: 1192.24 ms
[2022-04-15 08:20:47	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311223 | val_loss: 0.0311546 | Time: 1216.37 ms
[2022-04-15 08:20:49	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311228 | val_loss: 0.0311537 | Time: 1200.19 ms
[2022-04-15 08:20:50	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311246 | val_loss: 0.0311579 | Time: 1188.68 ms
[2022-04-15 08:20:51	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311262 | val_loss: 0.0311556 | Time: 1200.72 ms
[2022-04-15 08:20:52	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311282 | val_loss: 0.0311528 | Time: 1202.52 ms
[2022-04-15 08:20:53	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311353 | val_loss: 0.0311606 | Time: 1218.98 ms
[2022-04-15 08:20:55	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311324 | val_loss: 0.0311545 | Time: 1198.24 ms
[2022-04-15 08:20:56	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311372 | val_loss: 0.0311576 | Time: 1211.67 ms
[2022-04-15 08:20:57	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311302 | val_loss: 0.0311584 | Time: 1207.04 ms
[2022-04-15 08:20:58	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311304 | val_loss: 0.0311557 | Time: 1215.39 ms
[2022-04-15 08:20:59	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311261 | val_loss: 0.0311545 | Time: 1192.09 ms
[2022-04-15 08:21:01	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311248 | val_loss: 0.0311503 | Time: 1228.77 ms
[2022-04-15 08:21:02	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311267 | val_loss: 0.0311579 | Time: 1206.33 ms
[2022-04-15 08:21:03	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311254 | val_loss: 0.0311592 | Time: 1211.85 ms
[2022-04-15 08:21:04	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.031125 | val_loss: 0.0311539 | Time: 1194.82 ms
[2022-04-15 08:21:06	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311252 | val_loss: 0.0311599 | Time: 1203.15 ms
[2022-04-15 08:21:07	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311234 | val_loss: 0.0311535 | Time: 1206.52 ms
[2022-04-15 08:21:08	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311228 | val_loss: 0.0311598 | Time: 1188.57 ms
[2022-04-15 08:21:09	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311225 | val_loss: 0.0311555 | Time: 1206.67 ms
[2022-04-15 08:21:10	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311301 | val_loss: 0.0311781 | Time: 1194.82 ms
[2022-04-15 08:21:12	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311291 | val_loss: 0.0311537 | Time: 1202.63 ms
[2022-04-15 08:21:13	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311281 | val_loss: 0.0311582 | Time: 1208.88 ms
[2022-04-15 08:21:14	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311269 | val_loss: 0.0311532 | Time: 1203.72 ms
[2022-04-15 08:21:15	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311222 | val_loss: 0.031154 | Time: 1199.64 ms
[2022-04-15 08:21:16	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311225 | val_loss: 0.0311561 | Time: 1201.53 ms
[2022-04-15 08:21:18	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311199 | val_loss: 0.0311547 | Time: 1195.05 ms
[2022-04-15 08:21:19	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311205 | val_loss: 0.0311618 | Time: 1212.65 ms
[2022-04-15 08:21:20	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311235 | val_loss: 0.0311558 | Time: 1198.74 ms
[2022-04-15 08:21:21	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311233 | val_loss: 0.0311591 | Time: 1198.33 ms
[2022-04-15 08:21:22	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311203 | val_loss: 0.0311575 | Time: 1189.49 ms
[2022-04-15 08:21:24	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311203 | val_loss: 0.0311526 | Time: 1193.31 ms
[2022-04-15 08:21:25	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311216 | val_loss: 0.0311521 | Time: 1257.1 ms
[2022-04-15 08:21:26	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311214 | val_loss: 0.0311593 | Time: 1189.29 ms
[2022-04-15 08:21:27	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311212 | val_loss: 0.0311497 | Time: 1171.98 ms
[2022-04-15 08:21:28	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311242 | val_loss: 0.0311632 | Time: 1165.01 ms
[2022-04-15 08:21:30	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311265 | val_loss: 0.0311582 | Time: 1167.25 ms
[2022-04-15 08:21:31	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311214 | val_loss: 0.0311567 | Time: 1164.44 ms
[2022-04-15 08:21:32	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311215 | val_loss: 0.0311549 | Time: 1164.29 ms
[2022-04-15 08:21:33	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311222 | val_loss: 0.0311553 | Time: 1185.8 ms
[2022-04-15 08:21:35	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311208 | val_loss: 0.0311591 | Time: 1457.37 ms
[2022-04-15 08:21:36	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311222 | val_loss: 0.0311556 | Time: 1504.6 ms
[2022-04-15 08:21:37	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311225 | val_loss: 0.0311568 | Time: 1370.25 ms
[2022-04-15 08:21:39	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311227 | val_loss: 0.0311581 | Time: 1457.66 ms
[2022-04-15 08:21:40	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311221 | val_loss: 0.0311562 | Time: 1464.7 ms
[2022-04-15 08:21:42	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311267 | val_loss: 0.0311537 | Time: 1436.84 ms
[2022-04-15 08:21:43	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311258 | val_loss: 0.0311579 | Time: 1424.54 ms
[2022-04-15 08:21:45	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311248 | val_loss: 0.0311566 | Time: 1384.36 ms
[2022-04-15 08:21:46	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311225 | val_loss: 0.0311525 | Time: 1365.04 ms
[2022-04-15 08:21:47	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311216 | val_loss: 0.0311532 | Time: 1435.76 ms
[2022-04-15 08:21:49	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311228 | val_loss: 0.0311537 | Time: 1401.95 ms
[2022-04-15 08:21:50	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311208 | val_loss: 0.0311571 | Time: 1368.74 ms
[2022-04-15 08:21:52	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311208 | val_loss: 0.031152 | Time: 1417.15 ms
[2022-04-15 08:21:53	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311219 | val_loss: 0.0311612 | Time: 1399.9 ms
[2022-04-15 08:21:54	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311255 | val_loss: 0.0311539 | Time: 1316.89 ms
[2022-04-15 08:21:56	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311244 | val_loss: 0.0311593 | Time: 1347.19 ms
[2022-04-15 08:21:57	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311223 | val_loss: 0.0311606 | Time: 1385.93 ms
[2022-04-15 08:21:58	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311223 | val_loss: 0.0311574 | Time: 1315.03 ms
[2022-04-15 08:22:00	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311231 | val_loss: 0.0311585 | Time: 1340.64 ms
[2022-04-15 08:22:01	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311236 | val_loss: 0.031155 | Time: 1412.21 ms
[2022-04-15 08:22:03	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311216 | val_loss: 0.0311556 | Time: 1355.58 ms
[2022-04-15 08:22:04	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311226 | val_loss: 0.0311538 | Time: 1368.38 ms
[2022-04-15 08:22:05	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311212 | val_loss: 0.0311587 | Time: 1381.29 ms
[2022-04-15 08:22:07	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311218 | val_loss: 0.0311551 | Time: 1352.82 ms
[2022-04-15 08:22:08	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311209 | val_loss: 0.031158 | Time: 1350.84 ms
[2022-04-15 08:22:09	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311236 | val_loss: 0.0311569 | Time: 1383.28 ms
[2022-04-15 08:22:11	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311214 | val_loss: 0.031156 | Time: 1337.02 ms
[2022-04-15 08:22:12	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311215 | val_loss: 0.0311584 | Time: 1430.07 ms
[2022-04-15 08:22:14	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311197 | val_loss: 0.0311545 | Time: 1414.89 ms
[2022-04-15 08:22:15	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311224 | val_loss: 0.031153 | Time: 1373.35 ms
[2022-04-15 08:22:16	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311238 | val_loss: 0.0311569 | Time: 1434.21 ms
[2022-04-15 08:22:18	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311253 | val_loss: 0.0311525 | Time: 1438.68 ms
[2022-04-15 08:22:19	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311228 | val_loss: 0.0311564 | Time: 1404.94 ms
[2022-04-15 08:22:21	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311201 | val_loss: 0.0311479 | Time: 1425.56 ms
[2022-04-15 08:22:22	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311198 | val_loss: 0.0311616 | Time: 1421.35 ms
[2022-04-15 08:22:24	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311212 | val_loss: 0.0311543 | Time: 1381.83 ms
[2022-04-15 08:22:25	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311166 | val_loss: 0.0311627 | Time: 1416.22 ms
[2022-04-15 08:22:26	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311193 | val_loss: 0.0311517 | Time: 1393.82 ms
[2022-04-15 08:22:28	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311168 | val_loss: 0.0311514 | Time: 1368.24 ms
[2022-04-15 08:22:29	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311171 | val_loss: 0.0311554 | Time: 1402.85 ms
[2022-04-15 08:22:31	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311161 | val_loss: 0.0311574 | Time: 1395.18 ms
[2022-04-15 08:22:32	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311166 | val_loss: 0.0311634 | Time: 1452.18 ms
[2022-04-15 08:22:33	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311195 | val_loss: 0.0311515 | Time: 1459.14 ms
[2022-04-15 08:22:35	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311175 | val_loss: 0.0311631 | Time: 1471.42 ms
[2022-04-15 08:22:36	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.031116 | val_loss: 0.0311551 | Time: 1483.7 ms
[2022-04-15 08:22:38	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.031117 | val_loss: 0.0311624 | Time: 1500.93 ms
[2022-04-15 08:22:39	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311172 | val_loss: 0.0311598 | Time: 1437.24 ms
[2022-04-15 08:22:41	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311188 | val_loss: 0.0311588 | Time: 1486.45 ms
[2022-04-15 08:22:42	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.031118 | val_loss: 0.0311552 | Time: 1512.95 ms
[2022-04-15 08:22:44	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311164 | val_loss: 0.031156 | Time: 1447.4 ms
[2022-04-15 08:22:45	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311165 | val_loss: 0.031158 | Time: 1452.49 ms
[2022-04-15 08:22:47	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311191 | val_loss: 0.0311579 | Time: 1461.11 ms
[2022-04-15 08:22:48	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311203 | val_loss: 0.0311649 | Time: 1449.93 ms
[2022-04-15 08:22:50	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311179 | val_loss: 0.0311594 | Time: 1518.96 ms
[2022-04-15 08:22:51	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311177 | val_loss: 0.0311528 | Time: 1461.7 ms
[2022-04-15 08:22:53	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311226 | val_loss: 0.0311542 | Time: 1438.66 ms
[2022-04-15 08:22:54	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311211 | val_loss: 0.0311608 | Time: 1487.87 ms
[2022-04-15 08:22:56	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311203 | val_loss: 0.031157 | Time: 1474.6 ms
[2022-04-15 08:22:57	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311215 | val_loss: 0.0311611 | Time: 1455.96 ms
[2022-04-15 08:22:59	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311173 | val_loss: 0.0311567 | Time: 1478.1 ms
[2022-04-15 08:23:00	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.031116 | val_loss: 0.0311638 | Time: 1453.97 ms
[2022-04-15 08:23:01	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311174 | val_loss: 0.0311611 | Time: 1456.26 ms
[2022-04-15 08:23:03	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311153 | val_loss: 0.0311541 | Time: 1482.19 ms
[2022-04-15 08:23:04	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.031114 | val_loss: 0.0311602 | Time: 1455.19 ms
[2022-04-15 08:23:06	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311153 | val_loss: 0.0311582 | Time: 1469.73 ms
[2022-04-15 08:23:07	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311159 | val_loss: 0.0311613 | Time: 1502.42 ms
[2022-04-15 08:23:09	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311159 | val_loss: 0.0311572 | Time: 1446.24 ms
[2022-04-15 08:23:10	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311153 | val_loss: 0.0311562 | Time: 1449.3 ms
[2022-04-15 08:23:12	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311145 | val_loss: 0.0311574 | Time: 1497.37 ms
[2022-04-15 08:23:13	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311157 | val_loss: 0.0311591 | Time: 1455.03 ms
[2022-04-15 08:23:15	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311156 | val_loss: 0.031156 | Time: 1486.89 ms
[2022-04-15 08:23:16	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311155 | val_loss: 0.0311511 | Time: 1466.77 ms
[2022-04-15 08:23:18	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311312 | val_loss: 0.0311577 | Time: 1453.21 ms
[2022-04-15 08:23:19	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311303 | val_loss: 0.031151 | Time: 1474.42 ms
[2022-04-15 08:23:21	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311284 | val_loss: 0.0311584 | Time: 1461.2 ms
[2022-04-15 08:23:22	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311278 | val_loss: 0.0311499 | Time: 1468.87 ms
[2022-04-15 08:23:24	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311233 | val_loss: 0.031153 | Time: 1497.68 ms
[2022-04-15 08:23:25	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311237 | val_loss: 0.031154 | Time: 1493.54 ms
[2022-04-15 08:23:27	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.031121 | val_loss: 0.0311558 | Time: 1484.68 ms
[2022-04-15 08:23:28	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031127 | val_loss: 0.0311569 | Time: 1512.62 ms
[2022-04-15 08:23:30	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311276 | val_loss: 0.0311518 | Time: 1452.77 ms
[2022-04-15 08:23:31	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311238 | val_loss: 0.031153 | Time: 1447.17 ms
[2022-04-15 08:23:32	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.031122 | val_loss: 0.03115 | Time: 1467.56 ms
[2022-04-15 08:23:34	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311188 | val_loss: 0.0311533 | Time: 1443.81 ms
[2022-04-15 08:23:35	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311253 | val_loss: 0.0311545 | Time: 1504.83 ms
[2022-04-15 08:23:37	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311265 | val_loss: 0.0311521 | Time: 1439.23 ms
[2022-04-15 08:23:38	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311222 | val_loss: 0.0311498 | Time: 1449.98 ms
[2022-04-15 08:23:40	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311199 | val_loss: 0.0311547 | Time: 1460.53 ms
[2022-04-15 08:23:41	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311193 | val_loss: 0.0311551 | Time: 1464.81 ms
[2022-04-15 08:23:43	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311181 | val_loss: 0.0311574 | Time: 1469.67 ms
[2022-04-15 08:23:44	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311176 | val_loss: 0.0311544 | Time: 1459.3 ms
[2022-04-15 08:23:46	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311208 | val_loss: 0.031162 | Time: 1473.78 ms
[2022-04-15 08:23:47	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311197 | val_loss: 0.0311597 | Time: 1440.51 ms
[2022-04-15 08:23:49	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311189 | val_loss: 0.0311565 | Time: 1479.61 ms
[2022-04-15 08:23:50	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.031119 | val_loss: 0.0311568 | Time: 1462.62 ms
[2022-04-15 08:23:52	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311178 | val_loss: 0.0311598 | Time: 1477.51 ms
[2022-04-15 08:23:53	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311181 | val_loss: 0.0311626 | Time: 1453 ms
[2022-04-15 08:23:54	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311167 | val_loss: 0.0311665 | Time: 1427.72 ms
[2022-04-15 08:23:56	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311153 | val_loss: 0.0311614 | Time: 1452.9 ms
[2022-04-15 08:23:57	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311162 | val_loss: 0.0311593 | Time: 1467.97 ms
[2022-04-15 08:23:59	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311147 | val_loss: 0.0311636 | Time: 1427.23 ms
[2022-04-15 08:24:00	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311137 | val_loss: 0.0311673 | Time: 1461.87 ms
[2022-04-15 08:24:02	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311148 | val_loss: 0.0311709 | Time: 1465.04 ms
[2022-04-15 08:24:03	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311284 | val_loss: 0.0311648 | Time: 1518.1 ms
[2022-04-15 08:24:05	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311241 | val_loss: 0.031159 | Time: 1463.11 ms
[2022-04-15 08:24:06	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311234 | val_loss: 0.031163 | Time: 1450.23 ms
[2022-04-15 08:24:08	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311216 | val_loss: 0.0311616 | Time: 1461.5 ms
[2022-04-15 08:24:09	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311194 | val_loss: 0.0311649 | Time: 1417.69 ms
[2022-04-15 08:24:11	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311196 | val_loss: 0.0311557 | Time: 1465.41 ms
[2022-04-15 08:24:12	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311151 | val_loss: 0.0311615 | Time: 1485.24 ms
[2022-04-15 08:24:14	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311185 | val_loss: 0.0311664 | Time: 1488.29 ms
[2022-04-15 08:24:15	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311176 | val_loss: 0.0311567 | Time: 1517.03 ms
[2022-04-15 08:24:17	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311174 | val_loss: 0.031168 | Time: 1495.96 ms
[2022-04-15 08:24:18	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311213 | val_loss: 0.0311584 | Time: 1495.04 ms
[2022-04-15 08:24:20	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311176 | val_loss: 0.0311653 | Time: 1472.5 ms
[2022-04-15 08:24:21	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311176 | val_loss: 0.0311592 | Time: 1480.4 ms
[2022-04-15 08:24:22	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311208 | val_loss: 0.0311632 | Time: 1474.3 ms
[2022-04-15 08:24:24	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311182 | val_loss: 0.031159 | Time: 1490.83 ms
[2022-04-15 08:24:25	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311182 | val_loss: 0.031156 | Time: 1442.97 ms
[2022-04-15 08:24:27	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311183 | val_loss: 0.0311659 | Time: 1460.94 ms
[2022-04-15 08:24:28	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311153 | val_loss: 0.0311638 | Time: 1469.86 ms
[2022-04-15 08:24:30	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311129 | val_loss: 0.0311561 | Time: 1464.43 ms
[2022-04-15 08:24:31	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.031112 | val_loss: 0.0311573 | Time: 1461.93 ms
[2022-04-15 08:24:33	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311124 | val_loss: 0.0311593 | Time: 1450.53 ms
[2022-04-15 08:24:34	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311124 | val_loss: 0.031161 | Time: 1423.42 ms
[2022-04-15 08:24:36	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311133 | val_loss: 0.0311574 | Time: 1491.37 ms
[2022-04-15 08:24:37	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311174 | val_loss: 0.0311592 | Time: 1476.14 ms
[2022-04-15 08:24:39	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311167 | val_loss: 0.0311556 | Time: 1450.18 ms
[2022-04-15 08:24:40	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311151 | val_loss: 0.0311578 | Time: 1471.33 ms
[2022-04-15 08:24:42	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311154 | val_loss: 0.0311573 | Time: 1456.66 ms
[2022-04-15 08:24:43	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311176 | val_loss: 0.0311666 | Time: 1460.67 ms
[2022-04-15 08:24:44	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311166 | val_loss: 0.0311591 | Time: 1497.91 ms
[2022-04-15 08:24:46	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311159 | val_loss: 0.0311567 | Time: 1460.51 ms
[2022-04-15 08:24:47	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311135 | val_loss: 0.0311616 | Time: 1448.53 ms
[2022-04-15 08:24:49	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311134 | val_loss: 0.0311621 | Time: 1442.73 ms
[2022-04-15 08:24:50	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311147 | val_loss: 0.0311649 | Time: 1439.25 ms
[2022-04-15 08:24:52	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311133 | val_loss: 0.0311639 | Time: 1445.27 ms
[2022-04-15 08:24:53	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311157 | val_loss: 0.0311579 | Time: 1440.82 ms
[2022-04-15 08:24:55	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311154 | val_loss: 0.0311613 | Time: 1472.28 ms
[2022-04-15 08:24:56	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311139 | val_loss: 0.031163 | Time: 1512.46 ms
[2022-04-15 08:24:58	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311137 | val_loss: 0.0311578 | Time: 1473.31 ms
[2022-04-15 08:24:59	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311134 | val_loss: 0.0311624 | Time: 1463.66 ms
[2022-04-15 08:25:01	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311139 | val_loss: 0.0311568 | Time: 1475.17 ms
[2022-04-15 08:25:02	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311164 | val_loss: 0.0311608 | Time: 1462.35 ms
[2022-04-15 08:25:04	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0321944 | val_loss: 0.0546168 | Time: 1444.9 ms
[2022-04-15 08:25:05	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0354044 | val_loss: 0.0324341 | Time: 1475.98 ms
[2022-04-15 08:25:06	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0315999 | val_loss: 0.031294 | Time: 1471.77 ms
[2022-04-15 08:25:08	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.03128 | val_loss: 0.0312475 | Time: 1441.13 ms
[2022-04-15 08:25:09	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0312288 | val_loss: 0.0312124 | Time: 1470.33 ms
[2022-04-15 08:25:11	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0312084 | val_loss: 0.0311974 | Time: 1477.07 ms
[2022-04-15 08:25:12	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311994 | val_loss: 0.0311927 | Time: 1450.85 ms
[2022-04-15 08:25:14	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311972 | val_loss: 0.0311973 | Time: 1485.79 ms
[2022-04-15 08:25:15	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311972 | val_loss: 0.0311909 | Time: 1467.2 ms
[2022-04-15 08:25:17	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311936 | val_loss: 0.0311898 | Time: 1414.34 ms
[2022-04-15 08:25:18	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311943 | val_loss: 0.0311897 | Time: 1473.09 ms
[2022-04-15 08:25:20	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311947 | val_loss: 0.0311881 | Time: 1462.97 ms
[2022-04-15 08:25:21	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.031191 | val_loss: 0.0311861 | Time: 1463.02 ms
[2022-04-15 08:25:23	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311897 | val_loss: 0.0311855 | Time: 1472.9 ms
[2022-04-15 08:25:24	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.03119 | val_loss: 0.0311843 | Time: 1424.4 ms
[2022-04-15 08:25:25	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031188 | val_loss: 0.0311834 | Time: 1448.13 ms
[2022-04-15 08:25:27	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311871 | val_loss: 0.0311835 | Time: 1480.41 ms
[2022-04-15 08:25:28	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311884 | val_loss: 0.0311828 | Time: 1470.96 ms
[2022-04-15 08:25:30	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311859 | val_loss: 0.0311818 | Time: 1441.65 ms
[2022-04-15 08:25:31	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311917 | val_loss: 0.0311931 | Time: 1486.87 ms
[2022-04-15 08:25:33	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311873 | val_loss: 0.0311821 | Time: 1446.46 ms
[2022-04-15 08:25:34	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031184 | val_loss: 0.0311805 | Time: 1450.19 ms
[2022-04-15 08:25:36	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311841 | val_loss: 0.0311834 | Time: 1493.36 ms
[2022-04-15 08:25:37	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311851 | val_loss: 0.0311815 | Time: 1446.67 ms
[2022-04-15 08:25:39	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311826 | val_loss: 0.031179 | Time: 1455.6 ms
[2022-04-15 08:25:40	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311813 | val_loss: 0.0311765 | Time: 1462.63 ms
[2022-04-15 08:25:42	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.031176 | val_loss: 0.0311729 | Time: 1438.65 ms
[2022-04-15 08:25:43	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311741 | val_loss: 0.0311709 | Time: 1451.01 ms
[2022-04-15 08:25:45	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311718 | val_loss: 0.0311729 | Time: 1477.21 ms
[2022-04-15 08:25:46	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311723 | val_loss: 0.0311733 | Time: 1441.36 ms
[2022-04-15 08:25:47	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311726 | val_loss: 0.0311703 | Time: 1468.13 ms
[2022-04-15 08:25:49	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311726 | val_loss: 0.0311841 | Time: 1458.24 ms
[2022-04-15 08:25:50	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311704 | val_loss: 0.0311697 | Time: 1440.92 ms
[2022-04-15 08:25:52	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311683 | val_loss: 0.0311682 | Time: 1453.13 ms
[2022-04-15 08:25:53	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311669 | val_loss: 0.0311686 | Time: 1437.73 ms
[2022-04-15 08:25:55	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311679 | val_loss: 0.0311713 | Time: 1432.71 ms
[2022-04-15 08:25:56	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311691 | val_loss: 0.0311706 | Time: 1471.79 ms
[2022-04-15 08:25:58	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311655 | val_loss: 0.0311674 | Time: 1472.35 ms
[2022-04-15 08:25:59	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311657 | val_loss: 0.0311709 | Time: 1440.31 ms
[2022-04-15 08:26:01	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311636 | val_loss: 0.0311671 | Time: 1497.31 ms
[2022-04-15 08:26:02	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311635 | val_loss: 0.0311664 | Time: 1460.61 ms
[2022-04-15 08:26:04	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311616 | val_loss: 0.0311646 | Time: 1450.61 ms
[2022-04-15 08:26:05	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031161 | val_loss: 0.0311645 | Time: 1435.17 ms
[2022-04-15 08:26:06	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311613 | val_loss: 0.0311687 | Time: 1345.07 ms
[2022-04-15 08:26:08	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311618 | val_loss: 0.0311645 | Time: 1292.66 ms
[2022-04-15 08:26:09	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311598 | val_loss: 0.0311633 | Time: 1227.03 ms
[2022-04-15 08:26:10	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311586 | val_loss: 0.0311639 | Time: 1226.46 ms
[2022-04-15 08:26:11	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311583 | val_loss: 0.0311621 | Time: 1228.63 ms
[2022-04-15 08:26:13	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311587 | val_loss: 0.0311642 | Time: 1235.39 ms
[2022-04-15 08:26:14	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311582 | val_loss: 0.031162 | Time: 1227.79 ms
[2022-04-15 08:26:15	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.031158 | val_loss: 0.0311606 | Time: 1230.66 ms
[2022-04-15 08:26:15	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311606
[2022-04-15 08:26:15	                main:603]	:	INFO	:	Saving end state to config to file
[2022-04-15 08:26:15	                main:608]	:	INFO	:	Success, exiting..
08:26:15 (5860): 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)