Task 13325119

Name ParityModified-1647040363-8941-1-0_0
Workunit 10437836
Created 17 Mar 2022, 12:52:20 UTC
Sent 23 Mar 2022, 2:16:59 UTC
Report deadline 31 Mar 2022, 2:16:59 UTC
Received 24 Mar 2022, 3:09:14 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 12503
Run time 2 hours 5 min 41 sec
CPU time 2 hours 3 min 28 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,746.36 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.08 GB
Peak swap size 4.30 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
.0312466 | val_loss: 0.0312498 | Time: 3766.63 ms
[2022-03-22 22:59:47	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0312477 | val_loss: 0.0312484 | Time: 3137.05 ms
[2022-03-22 22:59:50	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312483 | val_loss: 0.031247 | Time: 3168.03 ms
[2022-03-22 22:59:53	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312466 | val_loss: 0.031246 | Time: 3290.51 ms
[2022-03-22 22:59:56	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312472 | val_loss: 0.0312457 | Time: 3084.94 ms
[2022-03-22 23:00:00	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312465 | val_loss: 0.0312456 | Time: 3420.3 ms
[2022-03-22 23:00:04	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.031246 | val_loss: 0.0312456 | Time: 4151.84 ms
[2022-03-22 23:00:08	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0312455 | val_loss: 0.0312455 | Time: 3863.9 ms
[2022-03-22 23:00:11	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312459 | val_loss: 0.0312455 | Time: 3333.25 ms
[2022-03-22 23:00:14	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312462 | val_loss: 0.0312456 | Time: 3344.16 ms
[2022-03-22 23:00:18	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.031246 | val_loss: 0.0312455 | Time: 3215.82 ms
[2022-03-22 23:00:21	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312458 | val_loss: 0.0312457 | Time: 3200.7 ms
[2022-03-22 23:00:24	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0312458 | val_loss: 0.0312455 | Time: 3417.3 ms
[2022-03-22 23:00:28	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312459 | val_loss: 0.0312469 | Time: 3430.57 ms
[2022-03-22 23:00:31	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0312468 | val_loss: 0.0312465 | Time: 3534.95 ms
[2022-03-22 23:00:45	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031246 | val_loss: 0.0312456 | Time: 13993.9 ms
[2022-03-22 23:00:49	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0312462 | val_loss: 0.031247 | Time: 3871.09 ms
[2022-03-22 23:00:53	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0312465 | val_loss: 0.0312456 | Time: 3902.84 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro T1000)
[2022-03-23 10:17:25	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-23 10:17:25	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-23 10:17:25	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-23 10:17:25	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-23 10:17:25	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-23 10:17:25	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-23 10:17:25	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-23 10:17:25	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-23 10:17:25	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-23 10:17:25	                main:474]	:	INFO	:	Configuration: 
[2022-03-23 10:17:26	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-23 10:17:26	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-23 10:17:26	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-23 10:17:26	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-23 10:17:26	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-23 10:17:26	                main:480]	:	INFO	:	    Patience: 10
[2022-03-23 10:17:26	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-23 10:17:26	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-23 10:17:26	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-23 10:17:26	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-23 10:17:26	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-23 10:17:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-23 10:17:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-23 10:17:30	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-23 10:17:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-23 10:17:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-23 10:17:30	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-23 10:17:30	                main:494]	:	INFO	:	Creating Model
[2022-03-23 10:17:30	                main:507]	:	INFO	:	Preparing config file
[2022-03-23 10:17:30	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-23 10:17:30	                main:512]	:	INFO	:	Loading config
[2022-03-23 10:17:30	                main:514]	:	INFO	:	Loading state
[2022-03-23 10:17:32	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-23 10:17:32	                main:562]	:	INFO	:	Starting Training
[2022-03-23 10:17:36	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312613 | val_loss: 0.0312495 | Time: 3763.63 ms
[2022-03-23 10:17:40	                main:574]	:	INFO	:	Epoch 1648 | loss: nan | val_loss: nan | Time: 3960.75 ms
[2022-03-23 10:17:44	                main:574]	:	INFO	:	Epoch 1649 | loss: nan | val_loss: nan | Time: 3894.85 ms
[2022-03-23 10:17:49	                main:574]	:	INFO	:	Epoch 1650 | loss: nan | val_loss: nan | Time: 4412.53 ms
[2022-03-23 10:17:53	                main:574]	:	INFO	:	Epoch 1651 | loss: nan | val_loss: nan | Time: 4127.31 ms
[2022-03-23 10:17:57	                main:574]	:	INFO	:	Epoch 1652 | loss: nan | val_loss: nan | Time: 4064.84 ms
[2022-03-23 10:18:01	                main:574]	:	INFO	:	Epoch 1653 | loss: nan | val_loss: nan | Time: 4121.55 ms
[2022-03-23 10:18:05	                main:574]	:	INFO	:	Epoch 1654 | loss: nan | val_loss: nan | Time: 4403.36 ms
[2022-03-23 10:18:11	                main:574]	:	INFO	:	Epoch 1655 | loss: nan | val_loss: nan | Time: 5574.56 ms
[2022-03-23 10:18:15	                main:574]	:	INFO	:	Epoch 1656 | loss: nan | val_loss: nan | Time: 4327.35 ms
[2022-03-23 10:18:19	                main:574]	:	INFO	:	Epoch 1657 | loss: nan | val_loss: nan | Time: 3752.62 ms
[2022-03-23 10:18:22	                main:574]	:	INFO	:	Epoch 1658 | loss: nan | val_loss: nan | Time: 2926.83 ms
[2022-03-23 10:18:26	                main:574]	:	INFO	:	Epoch 1659 | loss: nan | val_loss: nan | Time: 4254.68 ms
[2022-03-23 10:18:31	                main:574]	:	INFO	:	Epoch 1660 | loss: nan | val_loss: nan | Time: 4652.05 ms
[2022-03-23 10:18:35	                main:574]	:	INFO	:	Epoch 1661 | loss: nan | val_loss: nan | Time: 4576.1 ms
[2022-03-23 10:18:38	                main:574]	:	INFO	:	Epoch 1662 | loss: nan | val_loss: nan | Time: 2738.09 ms
[2022-03-23 10:18:41	                main:574]	:	INFO	:	Epoch 1663 | loss: nan | val_loss: nan | Time: 2930.38 ms
[2022-03-23 10:18:45	                main:574]	:	INFO	:	Epoch 1664 | loss: nan | val_loss: nan | Time: 3959.15 ms
[2022-03-23 10:18:49	                main:574]	:	INFO	:	Epoch 1665 | loss: nan | val_loss: nan | Time: 4052.21 ms
[2022-03-23 10:18:53	                main:574]	:	INFO	:	Epoch 1666 | loss: nan | val_loss: nan | Time: 4129.03 ms
[2022-03-23 10:18:57	                main:574]	:	INFO	:	Epoch 1667 | loss: nan | val_loss: nan | Time: 3920.68 ms
[2022-03-23 10:19:01	                main:574]	:	INFO	:	Epoch 1668 | loss: nan | val_loss: nan | Time: 4039.84 ms
[2022-03-23 10:19:04	                main:574]	:	INFO	:	Epoch 1669 | loss: nan | val_loss: nan | Time: 3158.46 ms
[2022-03-23 10:19:08	                main:574]	:	INFO	:	Epoch 1670 | loss: nan | val_loss: nan | Time: 3927.22 ms
[2022-03-23 10:19:11	                main:574]	:	INFO	:	Epoch 1671 | loss: nan | val_loss: nan | Time: 2670.63 ms
[2022-03-23 10:19:15	                main:574]	:	INFO	:	Epoch 1672 | loss: nan | val_loss: nan | Time: 4082.56 ms
[2022-03-23 10:19:18	                main:574]	:	INFO	:	Epoch 1673 | loss: nan | val_loss: nan | Time: 2892.16 ms
[2022-03-23 10:19:22	                main:574]	:	INFO	:	Epoch 1674 | loss: nan | val_loss: nan | Time: 3932.16 ms
[2022-03-23 10:19:25	                main:574]	:	INFO	:	Epoch 1675 | loss: nan | val_loss: nan | Time: 2859.4 ms
[2022-03-23 10:19:29	                main:574]	:	INFO	:	Epoch 1676 | loss: nan | val_loss: nan | Time: 4063.62 ms
[2022-03-23 10:19:33	                main:574]	:	INFO	:	Epoch 1677 | loss: nan | val_loss: nan | Time: 4041.18 ms
[2022-03-23 10:19:37	                main:574]	:	INFO	:	Epoch 1678 | loss: nan | val_loss: nan | Time: 3613.64 ms
[2022-03-23 10:19:41	                main:574]	:	INFO	:	Epoch 1679 | loss: nan | val_loss: nan | Time: 4591.87 ms
[2022-03-23 10:19:45	                main:574]	:	INFO	:	Epoch 1680 | loss: nan | val_loss: nan | Time: 3974.03 ms
[2022-03-23 10:19:49	                main:574]	:	INFO	:	Epoch 1681 | loss: nan | val_loss: nan | Time: 3956.89 ms
[2022-03-23 10:19:53	                main:574]	:	INFO	:	Epoch 1682 | loss: nan | val_loss: nan | Time: 4087 ms
[2022-03-23 10:19:56	                main:574]	:	INFO	:	Epoch 1683 | loss: nan | val_loss: nan | Time: 2735.69 ms
[2022-03-23 10:20:00	                main:574]	:	INFO	:	Epoch 1684 | loss: nan | val_loss: nan | Time: 4187.21 ms
[2022-03-23 10:20:06	                main:574]	:	INFO	:	Epoch 1685 | loss: nan | val_loss: nan | Time: 5956.69 ms
[2022-03-23 10:20:10	                main:574]	:	INFO	:	Epoch 1686 | loss: nan | val_loss: nan | Time: 4230.02 ms
[2022-03-23 10:20:15	                main:574]	:	INFO	:	Epoch 1687 | loss: nan | val_loss: nan | Time: 4115.19 ms
[2022-03-23 10:20:18	                main:574]	:	INFO	:	Epoch 1688 | loss: nan | val_loss: nan | Time: 3016.13 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro T1000)
[2022-03-23 10:41:01	                main:435]	:	INFO	:	Set logging level to 1
[2022-03-23 10:41:01	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-03-23 10:41:01	                main:444]	:	INFO	:	Resolving all filenames
[2022-03-23 10:41:01	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-03-23 10:41:01	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-03-23 10:41:01	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-03-23 10:41:01	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-03-23 10:41:01	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-03-23 10:41:01	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-03-23 10:41:01	                main:474]	:	INFO	:	Configuration: 
[2022-03-23 10:41:01	                main:475]	:	INFO	:	    Model type: GRU
[2022-03-23 10:41:01	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-03-23 10:41:01	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-03-23 10:41:01	                main:478]	:	INFO	:	    Batch Size: 128
[2022-03-23 10:41:01	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-03-23 10:41:01	                main:480]	:	INFO	:	    Patience: 10
[2022-03-23 10:41:01	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-03-23 10:41:01	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-03-23 10:41:01	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-03-23 10:41:01	                main:484]	:	INFO	:	    # Threads: 1
[2022-03-23 10:41:01	                main:486]	:	INFO	:	Preparing Dataset
[2022-03-23 10:41:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-03-23 10:41:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-03-23 10:41:03	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-03-23 10:41:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-03-23 10:41:03	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-03-23 10:41:03	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-03-23 10:41:03	                main:494]	:	INFO	:	Creating Model
[2022-03-23 10:41:03	                main:507]	:	INFO	:	Preparing config file
[2022-03-23 10:41:03	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-03-23 10:41:03	                main:512]	:	INFO	:	Loading config
[2022-03-23 10:41:03	                main:514]	:	INFO	:	Loading state
[2022-03-23 10:41:04	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-03-23 10:41:04	                main:562]	:	INFO	:	Starting Training
[2022-03-23 10:41:05	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0312624 | val_loss: 0.0312527 | Time: 1617.26 ms
[2022-03-23 10:41:07	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0312504 | val_loss: 0.0312505 | Time: 1466.38 ms
[2022-03-23 10:41:08	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0312496 | val_loss: 0.0312503 | Time: 1447.01 ms
[2022-03-23 10:41:10	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0312503 | val_loss: 0.0312505 | Time: 1474.4 ms
[2022-03-23 10:41:12	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312496 | val_loss: 0.0312504 | Time: 2203.69 ms
[2022-03-23 10:41:16	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.03125 | val_loss: 0.0312505 | Time: 4066.47 ms
[2022-03-23 10:41:19	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0312497 | val_loss: 0.0312514 | Time: 3284.52 ms
[2022-03-23 10:41:24	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312491 | val_loss: 0.0312502 | Time: 4310.38 ms
[2022-03-23 10:41:28	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0312491 | val_loss: 0.0312494 | Time: 4223.03 ms
[2022-03-23 10:41:33	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312491 | val_loss: 0.0312514 | Time: 5501.78 ms
[2022-03-23 10:41:39	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.031249 | val_loss: 0.03125 | Time: 5848.45 ms
[2022-03-23 10:41:45	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312496 | val_loss: 0.031251 | Time: 5265.11 ms
[2022-03-23 10:41:50	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0312493 | val_loss: 0.03125 | Time: 5608.52 ms
[2022-03-23 10:41:56	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0312492 | val_loss: 0.0312498 | Time: 5726.04 ms
[2022-03-23 10:42:00	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0312495 | val_loss: 0.0312503 | Time: 4099.69 ms
[2022-03-23 10:42:05	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0312502 | val_loss: 0.0312508 | Time: 5205.52 ms
[2022-03-23 10:42:11	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0312501 | val_loss: 0.0312496 | Time: 5395.96 ms
[2022-03-23 10:42:15	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0312495 | val_loss: 0.0312502 | Time: 4321.81 ms
[2022-03-23 10:42:20	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 5332.99 ms
[2022-03-23 10:42:26	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0312489 | val_loss: 0.0312506 | Time: 5394.96 ms
[2022-03-23 10:42:31	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0312493 | val_loss: 0.03125 | Time: 5452.55 ms
[2022-03-23 10:42:34	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.031249 | val_loss: 0.0312499 | Time: 2765.22 ms
[2022-03-23 10:42:39	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0312488 | val_loss: 0.0312512 | Time: 5419 ms
[2022-03-23 10:42:44	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0312494 | val_loss: 0.0312494 | Time: 4168.02 ms
[2022-03-23 10:42:47	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0312491 | val_loss: 0.0312504 | Time: 3826.65 ms
[2022-03-23 10:42:51	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0312491 | val_loss: 0.0312496 | Time: 3884.47 ms
[2022-03-23 10:42:55	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0312488 | val_loss: 0.0312496 | Time: 4087.72 ms
[2022-03-23 10:43:00	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0312492 | val_loss: 0.0312499 | Time: 4192.35 ms
[2022-03-23 10:43:04	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0312488 | val_loss: 0.0312502 | Time: 4168.25 ms
[2022-03-23 10:43:07	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0312489 | val_loss: 0.0312507 | Time: 3121.37 ms
[2022-03-23 10:43:10	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0312491 | val_loss: 0.0312501 | Time: 2878.73 ms
[2022-03-23 10:43:14	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0312489 | val_loss: 0.0312497 | Time: 4296.86 ms
[2022-03-23 10:43:20	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0312488 | val_loss: 0.0312503 | Time: 5634.13 ms
[2022-03-23 10:43:24	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0312493 | val_loss: 0.0312514 | Time: 4236.63 ms
[2022-03-23 10:43:28	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0312503 | val_loss: 0.0312495 | Time: 4107.53 ms
[2022-03-23 10:43:32	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0312496 | val_loss: 0.0312505 | Time: 4328.61 ms
[2022-03-23 10:43:37	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0312491 | val_loss: 0.0312498 | Time: 4192.85 ms
[2022-03-23 10:43:44	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0312494 | val_loss: 0.0312512 | Time: 6965.62 ms
[2022-03-23 10:43:48	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0312493 | val_loss: 0.0312495 | Time: 4764.6 ms
[2022-03-23 10:43:51	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.031251 | val_loss: 0.03125 | Time: 2973.4 ms
[2022-03-23 10:43:55	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0312498 | val_loss: 0.0312498 | Time: 4056.13 ms
[2022-03-23 10:43:58	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.031249 | val_loss: 0.0312498 | Time: 2958.41 ms
[2022-03-23 10:44:03	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0312492 | val_loss: 0.0312496 | Time: 4604.15 ms
[2022-03-23 10:44:07	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.031249 | val_loss: 0.03125 | Time: 4031.19 ms
[2022-03-23 10:44:12	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0312487 | val_loss: 0.0312497 | Time: 4759.67 ms
[2022-03-23 10:44:17	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0312491 | val_loss: 0.03125 | Time: 5307.24 ms
[2022-03-23 10:44:22	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 5236.18 ms
[2022-03-23 10:44:27	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.031249 | val_loss: 0.0312498 | Time: 4079.55 ms
[2022-03-23 10:44:31	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0312491 | val_loss: 0.03125 | Time: 4574.66 ms
[2022-03-23 10:44:36	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0312489 | val_loss: 0.0312496 | Time: 4393.86 ms
[2022-03-23 10:44:40	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 4110.08 ms
[2022-03-23 10:44:44	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0312489 | val_loss: 0.0312498 | Time: 4276.97 ms
[2022-03-23 10:44:48	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0312503 | val_loss: 0.0312501 | Time: 4223.14 ms
[2022-03-23 10:44:52	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0312509 | val_loss: 0.0312496 | Time: 4145.72 ms
[2022-03-23 10:44:57	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0312497 | val_loss: 0.0312496 | Time: 4406.99 ms
[2022-03-23 10:45:01	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0312493 | val_loss: 0.0312509 | Time: 4215.64 ms
[2022-03-23 10:45:07	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0312489 | val_loss: 0.0312497 | Time: 5915.08 ms
[2022-03-23 10:45:10	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0312493 | val_loss: 0.0312505 | Time: 3097.45 ms
[2022-03-23 10:45:14	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0312491 | val_loss: 0.0312498 | Time: 4045.72 ms
[2022-03-23 10:45:19	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0312488 | val_loss: 0.0312497 | Time: 4945.29 ms
[2022-03-23 10:45:23	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 4274.6 ms
[2022-03-23 10:45:27	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0312493 | val_loss: 0.0312515 | Time: 3647.68 ms
[2022-03-23 10:45:31	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.031251 | val_loss: 0.0312497 | Time: 4313.53 ms
[2022-03-23 10:45:35	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0312497 | val_loss: 0.0312512 | Time: 3248.22 ms
[2022-03-23 10:45:39	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0312504 | val_loss: 0.0312498 | Time: 4201.94 ms
[2022-03-23 10:45:43	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031249 | val_loss: 0.0312502 | Time: 4134.41 ms
[2022-03-23 10:45:48	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0312492 | val_loss: 0.0312514 | Time: 5313.72 ms
[2022-03-23 10:45:52	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031249 | val_loss: 0.0312506 | Time: 3604.4 ms
[2022-03-23 10:45:55	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 2659.14 ms
[2022-03-23 10:46:00	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0312489 | val_loss: 0.0312497 | Time: 5316.27 ms
[2022-03-23 10:46:04	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0312491 | val_loss: 0.0312509 | Time: 4313.5 ms
[2022-03-23 10:46:09	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0312494 | val_loss: 0.0312503 | Time: 5164.12 ms
[2022-03-23 10:46:13	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0312506 | val_loss: 0.0312515 | Time: 3295.13 ms
[2022-03-23 10:46:17	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0312506 | val_loss: 0.03125 | Time: 4059.95 ms
[2022-03-23 10:46:20	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0312492 | val_loss: 0.0312514 | Time: 2927.05 ms
[2022-03-23 10:46:24	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0312492 | val_loss: 0.0312502 | Time: 4782.75 ms
[2022-03-23 10:46:30	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0312494 | val_loss: 0.0312498 | Time: 5865.62 ms
[2022-03-23 10:46:36	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0312492 | val_loss: 0.0312511 | Time: 5699.88 ms
[2022-03-23 10:46:42	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0312493 | val_loss: 0.03125 | Time: 5571.4 ms
[2022-03-23 10:46:46	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0312487 | val_loss: 0.0312501 | Time: 4893.11 ms
[2022-03-23 10:46:51	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031249 | val_loss: 0.0312506 | Time: 4886.1 ms
[2022-03-23 10:46:55	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.031249 | val_loss: 0.0312502 | Time: 3666.98 ms
[2022-03-23 10:46:59	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0312491 | val_loss: 0.0312513 | Time: 3479.3 ms
[2022-03-23 10:47:03	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0312491 | val_loss: 0.0312498 | Time: 4506.91 ms
[2022-03-23 10:47:09	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0312492 | val_loss: 0.0312499 | Time: 5478.05 ms
[2022-03-23 10:47:14	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031249 | val_loss: 0.0312497 | Time: 5466.18 ms
[2022-03-23 10:47:18	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.031249 | val_loss: 0.0312536 | Time: 4061.05 ms
[2022-03-23 10:47:22	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0312508 | val_loss: 0.0312506 | Time: 3904.58 ms
[2022-03-23 10:47:26	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0312496 | val_loss: 0.0312517 | Time: 3969.77 ms
[2022-03-23 10:47:32	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0312501 | val_loss: 0.0312497 | Time: 6457.02 ms
[2022-03-23 10:47:37	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0312491 | val_loss: 0.0312503 | Time: 4208.75 ms
[2022-03-23 10:47:41	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312496 | val_loss: 0.0312509 | Time: 3940.85 ms
[2022-03-23 10:47:45	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0312495 | val_loss: 0.03125 | Time: 4299 ms
[2022-03-23 10:47:49	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0312492 | val_loss: 0.0312525 | Time: 3996.64 ms
[2022-03-23 10:47:53	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.03125 | val_loss: 0.0312521 | Time: 4065.55 ms
[2022-03-23 10:47:57	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0312491 | val_loss: 0.0312505 | Time: 4340 ms
[2022-03-23 10:48:02	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0312494 | val_loss: 0.031254 | Time: 4126.33 ms
[2022-03-23 10:48:06	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0312502 | val_loss: 0.0312499 | Time: 4089.43 ms
[2022-03-23 10:48:10	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0312503 | val_loss: 0.0312505 | Time: 4120.95 ms
[2022-03-23 10:48:14	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0312495 | val_loss: 0.0312509 | Time: 4478.8 ms
[2022-03-23 10:48:19	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0312493 | val_loss: 0.0312528 | Time: 4265.89 ms
[2022-03-23 10:48:23	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0312501 | val_loss: 0.0312494 | Time: 4976.17 ms
[2022-03-23 10:48:27	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0312501 | val_loss: 0.0312496 | Time: 3156.67 ms
[2022-03-23 10:48:31	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.031249 | val_loss: 0.0312517 | Time: 4325.36 ms
[2022-03-23 10:48:34	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0312488 | val_loss: 0.0312501 | Time: 2825.26 ms
[2022-03-23 10:48:38	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 4251.33 ms
[2022-03-23 10:48:42	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0312494 | val_loss: 0.0312529 | Time: 4050.22 ms
[2022-03-23 10:48:46	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0312495 | val_loss: 0.0312497 | Time: 4193.56 ms
[2022-03-23 10:48:50	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0312488 | val_loss: 0.0312503 | Time: 3693.35 ms
[2022-03-23 10:48:55	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0312491 | val_loss: 0.0312505 | Time: 5080.11 ms
[2022-03-23 10:49:01	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0312488 | val_loss: 0.0312495 | Time: 6239.14 ms
[2022-03-23 10:49:07	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0312491 | val_loss: 0.0312498 | Time: 5273.89 ms
[2022-03-23 10:49:13	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031249 | val_loss: 0.0312513 | Time: 6166.78 ms
[2022-03-23 10:49:18	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0312494 | val_loss: 0.0312506 | Time: 5435.41 ms
[2022-03-23 10:49:23	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0312495 | val_loss: 0.0312503 | Time: 4564.14 ms
[2022-03-23 10:49:28	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031249 | val_loss: 0.0312498 | Time: 4904.18 ms
[2022-03-23 10:49:34	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312493 | val_loss: 0.0312503 | Time: 5976.27 ms
[2022-03-23 10:49:38	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0312491 | val_loss: 0.0312501 | Time: 4627 ms
[2022-03-23 10:49:44	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0312486 | val_loss: 0.0312499 | Time: 5509.65 ms
[2022-03-23 10:49:49	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0312487 | val_loss: 0.0312497 | Time: 5162.24 ms
[2022-03-23 10:49:53	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0312489 | val_loss: 0.0312504 | Time: 4266.94 ms
[2022-03-23 10:49:58	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0312492 | val_loss: 0.0312502 | Time: 4184.79 ms
[2022-03-23 10:50:03	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0312488 | val_loss: 0.0312496 | Time: 5168.38 ms
[2022-03-23 10:50:11	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0312487 | val_loss: 0.03125 | Time: 8515.35 ms
[2022-03-23 10:50:27	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0312493 | val_loss: 0.0312499 | Time: 15447 ms
[2022-03-23 10:50:32	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.031249 | val_loss: 0.0312513 | Time: 5340.51 ms
[2022-03-23 10:50:36	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0312495 | val_loss: 0.0312498 | Time: 4246.25 ms
[2022-03-23 10:50:44	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0312488 | val_loss: 0.03125 | Time: 7644.5 ms
[2022-03-23 10:50:49	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0312487 | val_loss: 0.0312497 | Time: 4723.63 ms
[2022-03-23 10:50:53	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0312497 | val_loss: 0.0312535 | Time: 4240.1 ms
[2022-03-23 10:50:58	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0312492 | val_loss: 0.0312505 | Time: 4951.9 ms
[2022-03-23 10:51:04	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0312504 | val_loss: 0.0312538 | Time: 6318.33 ms
[2022-03-23 10:51:10	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0312503 | val_loss: 0.031251 | Time: 5385.42 ms
[2022-03-23 10:51:16	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0312497 | val_loss: 0.0312502 | Time: 6204.45 ms
[2022-03-23 10:51:22	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0312491 | val_loss: 0.0312535 | Time: 5609.15 ms
[2022-03-23 10:51:27	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0312497 | val_loss: 0.0312514 | Time: 5117.73 ms
[2022-03-23 10:51:30	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031249 | val_loss: 0.0312503 | Time: 3149.28 ms
[2022-03-23 10:51:36	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0312492 | val_loss: 0.0312515 | Time: 6608.29 ms
[2022-03-23 10:51:42	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0312489 | val_loss: 0.0312506 | Time: 5133.96 ms
[2022-03-23 10:51:45	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0312492 | val_loss: 0.0312521 | Time: 3150.87 ms
[2022-03-23 10:51:49	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0312499 | val_loss: 0.0312502 | Time: 4138.81 ms
[2022-03-23 10:51:54	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0312489 | val_loss: 0.0312502 | Time: 5263.18 ms
[2022-03-23 10:51:58	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0312488 | val_loss: 0.0312502 | Time: 3759.51 ms
[2022-03-23 10:52:02	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0312494 | val_loss: 0.0312497 | Time: 4062.6 ms
[2022-03-23 10:52:05	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0312487 | val_loss: 0.0312497 | Time: 2880.28 ms
[2022-03-23 10:52:08	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0312488 | val_loss: 0.0312507 | Time: 3341.15 ms
[2022-03-23 10:52:12	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0312497 | val_loss: 0.031251 | Time: 4219.71 ms
[2022-03-23 10:52:15	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0312489 | val_loss: 0.0312514 | Time: 3018.79 ms
[2022-03-23 10:52:19	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.031249 | val_loss: 0.0312502 | Time: 3097.35 ms
[2022-03-23 10:52:22	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0312487 | val_loss: 0.0312496 | Time: 2976.75 ms
[2022-03-23 10:52:27	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0312491 | val_loss: 0.0312546 | Time: 5400.39 ms
[2022-03-23 10:52:31	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0312503 | val_loss: 0.0312496 | Time: 4402.89 ms
[2022-03-23 10:52:35	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0312491 | val_loss: 0.03125 | Time: 3132.99 ms
[2022-03-23 10:52:39	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0312487 | val_loss: 0.0312498 | Time: 4258.97 ms
[2022-03-23 10:52:43	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 4665.35 ms
[2022-03-23 10:52:47	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0312491 | val_loss: 0.0312506 | Time: 3813.1 ms
[2022-03-23 10:52:52	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0312493 | val_loss: 0.0312502 | Time: 4485.42 ms
[2022-03-23 10:52:55	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0312489 | val_loss: 0.0312505 | Time: 2953.95 ms
[2022-03-23 10:52:57	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0312495 | val_loss: 0.0312496 | Time: 2677.62 ms
[2022-03-23 10:53:02	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0312491 | val_loss: 0.0312505 | Time: 4086.92 ms
[2022-03-23 10:53:06	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0312501 | val_loss: 0.0312525 | Time: 4199.53 ms
[2022-03-23 10:53:10	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0320079 | val_loss: 0.0342371 | Time: 4306.83 ms
[2022-03-23 10:53:14	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0326619 | val_loss: 0.0318313 | Time: 4125.74 ms
[2022-03-23 10:53:17	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.031463 | val_loss: 0.0312851 | Time: 2962.87 ms
[2022-03-23 10:53:21	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0312798 | val_loss: 0.0312661 | Time: 4165.58 ms
[2022-03-23 10:53:26	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0312557 | val_loss: 0.0312543 | Time: 4146.8 ms
[2022-03-23 10:53:30	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0312508 | val_loss: 0.0312508 | Time: 4004.99 ms
[2022-03-23 10:53:33	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.03125 | val_loss: 0.0312503 | Time: 3142.19 ms
[2022-03-23 10:53:38	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0312493 | val_loss: 0.0312502 | Time: 5394.87 ms
[2022-03-23 10:53:44	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0312492 | val_loss: 0.0312499 | Time: 5671 ms
[2022-03-23 10:53:48	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.031249 | val_loss: 0.0312498 | Time: 4484.83 ms
[2022-03-23 10:53:53	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0312498 | val_loss: 0.0312513 | Time: 4275.62 ms
[2022-03-23 10:53:56	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0312495 | val_loss: 0.0312501 | Time: 3417.43 ms
[2022-03-23 10:54:00	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.031249 | val_loss: 0.0312499 | Time: 3773.81 ms
[2022-03-23 10:54:05	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0312489 | val_loss: 0.0312499 | Time: 5193.49 ms
[2022-03-23 10:54:09	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0312489 | val_loss: 0.0312499 | Time: 3979.19 ms
[2022-03-23 10:54:13	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 3781.25 ms
[2022-03-23 10:54:17	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.031249 | val_loss: 0.0312505 | Time: 4654.2 ms
[2022-03-23 10:54:22	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 4143.85 ms
[2022-03-23 10:54:26	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0312491 | val_loss: 0.0312498 | Time: 4482.63 ms
[2022-03-23 10:54:30	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0312487 | val_loss: 0.0312502 | Time: 4158.87 ms
[2022-03-23 10:54:35	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0312488 | val_loss: 0.03125 | Time: 4445.13 ms
[2022-03-23 10:54:41	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 5816.03 ms
[2022-03-23 10:54:45	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0312485 | val_loss: 0.0312498 | Time: 4672.33 ms
[2022-03-23 10:54:50	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0312488 | val_loss: 0.0312508 | Time: 4566.94 ms
[2022-03-23 10:54:54	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0312492 | val_loss: 0.03125 | Time: 4449.39 ms
[2022-03-23 10:54:59	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0312488 | val_loss: 0.0312501 | Time: 4349.75 ms
[2022-03-23 10:55:05	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0312488 | val_loss: 0.0312509 | Time: 6183.26 ms
[2022-03-23 10:55:09	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0312491 | val_loss: 0.03125 | Time: 4493.78 ms
[2022-03-23 10:55:13	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0312492 | val_loss: 0.0312503 | Time: 4190.08 ms
[2022-03-23 10:55:19	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0312492 | val_loss: 0.0312501 | Time: 5038.08 ms
[2022-03-23 10:55:23	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0312495 | val_loss: 0.0312507 | Time: 4592.87 ms
[2022-03-23 10:55:27	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0312493 | val_loss: 0.0312501 | Time: 4242.45 ms
[2022-03-23 10:55:30	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 2862.61 ms
[2022-03-23 10:55:35	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0312492 | val_loss: 0.0312501 | Time: 4686.82 ms
[2022-03-23 10:55:40	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0312489 | val_loss: 0.0312505 | Time: 4684.14 ms
[2022-03-23 10:55:46	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.031249 | val_loss: 0.03125 | Time: 6486.3 ms
[2022-03-23 10:56:00	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0312495 | val_loss: 0.0312505 | Time: 13798.9 ms
[2022-03-23 10:56:04	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0312493 | val_loss: 0.0312501 | Time: 4114.35 ms
[2022-03-23 10:56:06	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0312492 | val_loss: 0.0312522 | Time: 2446.44 ms
[2022-03-23 10:56:11	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0312491 | val_loss: 0.0312506 | Time: 4938.76 ms
[2022-03-23 10:56:15	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 3227.55 ms
[2022-03-23 10:56:19	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0312486 | val_loss: 0.0312499 | Time: 4179.11 ms
[2022-03-23 10:56:22	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0312485 | val_loss: 0.03125 | Time: 2643.4 ms
[2022-03-23 10:56:25	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 3050.36 ms
[2022-03-23 10:56:29	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0312491 | val_loss: 0.0312504 | Time: 4565.7 ms
[2022-03-23 10:56:34	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0312489 | val_loss: 0.0312512 | Time: 4480.96 ms
[2022-03-23 10:56:38	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0312493 | val_loss: 0.0312499 | Time: 4280.35 ms
[2022-03-23 10:56:42	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0312488 | val_loss: 0.0312505 | Time: 4523.35 ms
[2022-03-23 10:56:47	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0312488 | val_loss: 0.0312501 | Time: 4150.55 ms
[2022-03-23 10:56:50	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0312487 | val_loss: 0.0312501 | Time: 3025.18 ms
[2022-03-23 10:56:52	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 2819.13 ms
[2022-03-23 10:56:57	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0312489 | val_loss: 0.0312505 | Time: 4015.98 ms
[2022-03-23 10:57:01	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.031249 | val_loss: 0.0312501 | Time: 4097.59 ms
[2022-03-23 10:57:05	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0312488 | val_loss: 0.0312504 | Time: 4036.03 ms
[2022-03-23 10:57:08	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0312495 | val_loss: 0.0312506 | Time: 3450.83 ms
[2022-03-23 10:57:12	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0312489 | val_loss: 0.0312498 | Time: 3712.86 ms
[2022-03-23 10:57:16	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0312487 | val_loss: 0.03125 | Time: 4042.74 ms
[2022-03-23 10:57:20	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 3729.37 ms
[2022-03-23 10:57:24	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0312489 | val_loss: 0.0312514 | Time: 4752.97 ms
[2022-03-23 10:57:27	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0312496 | val_loss: 0.0312501 | Time: 2968.41 ms
[2022-03-23 10:57:32	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0312489 | val_loss: 0.03125 | Time: 4676.19 ms
[2022-03-23 10:57:36	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0312488 | val_loss: 0.0312502 | Time: 4034.55 ms
[2022-03-23 10:57:40	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0312493 | val_loss: 0.0312501 | Time: 4237.77 ms
[2022-03-23 10:57:44	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0312491 | val_loss: 0.0312516 | Time: 4039.64 ms
[2022-03-23 10:57:48	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0312493 | val_loss: 0.0312527 | Time: 3980.7 ms
[2022-03-23 10:57:53	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0312493 | val_loss: 0.0312507 | Time: 4212.64 ms
[2022-03-23 10:57:57	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0312489 | val_loss: 0.0312503 | Time: 4164.5 ms
[2022-03-23 10:58:03	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0312496 | val_loss: 0.0312503 | Time: 5894.55 ms
[2022-03-23 10:58:08	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0312489 | val_loss: 0.03125 | Time: 5030.92 ms
[2022-03-23 10:58:12	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0312486 | val_loss: 0.0312505 | Time: 4268.79 ms
[2022-03-23 10:58:15	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0312485 | val_loss: 0.0312499 | Time: 2857.13 ms
[2022-03-23 10:58:18	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031249 | val_loss: 0.03125 | Time: 2855.14 ms
[2022-03-23 10:58:22	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0312487 | val_loss: 0.0312516 | Time: 4390.61 ms
[2022-03-23 10:58:26	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0312487 | val_loss: 0.0312498 | Time: 4148.79 ms
[2022-03-23 10:58:29	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0312486 | val_loss: 0.03125 | Time: 2677.86 ms
[2022-03-23 10:58:33	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0312486 | val_loss: 0.0312502 | Time: 4209.54 ms
[2022-03-23 10:58:37	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0312487 | val_loss: 0.0312498 | Time: 4070.99 ms
[2022-03-23 10:58:40	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0312491 | val_loss: 0.03125 | Time: 2883.29 ms
[2022-03-23 10:58:44	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0312486 | val_loss: 0.0312502 | Time: 3942.22 ms
[2022-03-23 10:58:47	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0312491 | val_loss: 0.0312507 | Time: 2869.89 ms
[2022-03-23 10:58:50	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031249 | val_loss: 0.0312498 | Time: 2667.84 ms
[2022-03-23 10:58:55	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.031249 | val_loss: 0.0312503 | Time: 5725.68 ms
[2022-03-23 10:58:59	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.031249 | val_loss: 0.0312504 | Time: 3521.84 ms
[2022-03-23 10:59:02	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0312495 | val_loss: 0.0312509 | Time: 3294.69 ms
[2022-03-23 10:59:05	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 2967.09 ms
[2022-03-23 10:59:09	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0312487 | val_loss: 0.0312502 | Time: 3939.67 ms
[2022-03-23 10:59:12	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0312487 | val_loss: 0.03125 | Time: 2880.31 ms
[2022-03-23 10:59:16	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 3909.03 ms
[2022-03-23 10:59:20	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0312486 | val_loss: 0.0312509 | Time: 4168.82 ms
[2022-03-23 10:59:24	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0312492 | val_loss: 0.0312503 | Time: 4011.6 ms
[2022-03-23 10:59:28	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.031249 | val_loss: 0.0312499 | Time: 4041.98 ms
[2022-03-23 10:59:33	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0312491 | val_loss: 0.0312501 | Time: 4258 ms
[2022-03-23 10:59:36	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0312496 | val_loss: 0.0312535 | Time: 3926.47 ms
[2022-03-23 10:59:40	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0312511 | val_loss: 0.0312508 | Time: 3580.59 ms
[2022-03-23 10:59:44	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0312496 | val_loss: 0.0312501 | Time: 4261.46 ms
[2022-03-23 10:59:49	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0312487 | val_loss: 0.0312503 | Time: 4682.56 ms
[2022-03-23 10:59:53	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0312488 | val_loss: 0.0312503 | Time: 3931.64 ms
[2022-03-23 10:59:56	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 3493.8 ms
[2022-03-23 11:00:02	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 5232.94 ms
[2022-03-23 11:00:05	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 3680.37 ms
[2022-03-23 11:00:10	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0312489 | val_loss: 0.03125 | Time: 4280.9 ms
[2022-03-23 11:00:14	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0312488 | val_loss: 0.0312504 | Time: 4066.53 ms
[2022-03-23 11:00:17	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0312498 | val_loss: 0.03125 | Time: 2822.62 ms
[2022-03-23 11:00:20	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0312486 | val_loss: 0.0312498 | Time: 3154.99 ms
[2022-03-23 11:00:24	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0312492 | val_loss: 0.0312516 | Time: 4232.4 ms
[2022-03-23 11:00:28	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0312499 | val_loss: 0.0312504 | Time: 3925.17 ms
[2022-03-23 11:00:33	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0312491 | val_loss: 0.0312513 | Time: 5127.31 ms
[2022-03-23 11:00:38	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0312495 | val_loss: 0.0312501 | Time: 4641.62 ms
[2022-03-23 11:00:42	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0312494 | val_loss: 0.0312506 | Time: 3933.96 ms
[2022-03-23 11:00:46	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0312492 | val_loss: 0.0312498 | Time: 4230.28 ms
[2022-03-23 11:00:50	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0312488 | val_loss: 0.0312501 | Time: 4039.55 ms
[2022-03-23 11:00:54	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.031249 | val_loss: 0.0312514 | Time: 3976.29 ms
[2022-03-23 11:00:57	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0312489 | val_loss: 0.0312498 | Time: 2870.9 ms
[2022-03-23 11:01:01	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0312495 | val_loss: 0.0312505 | Time: 4193.07 ms
[2022-03-23 11:01:05	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0312494 | val_loss: 0.0312503 | Time: 3894.81 ms
[2022-03-23 11:01:09	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0312496 | val_loss: 0.0312516 | Time: 4047.03 ms
[2022-03-23 11:01:12	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.031249 | val_loss: 0.03125 | Time: 3446.28 ms
[2022-03-23 11:01:17	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0312488 | val_loss: 0.0312504 | Time: 4072.61 ms
[2022-03-23 11:01:19	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0312489 | val_loss: 0.03125 | Time: 2667.63 ms
[2022-03-23 11:01:24	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0312491 | val_loss: 0.0312506 | Time: 4300.74 ms
[2022-03-23 11:01:28	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 4067.5 ms
[2022-03-23 11:01:31	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.031249 | val_loss: 0.03125 | Time: 3712.4 ms
[2022-03-23 11:01:36	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0312492 | val_loss: 0.0312501 | Time: 5120.13 ms
[2022-03-23 11:01:41	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0312489 | val_loss: 0.0312502 | Time: 4479.36 ms
[2022-03-23 11:01:45	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0312489 | val_loss: 0.0312499 | Time: 4206.74 ms
[2022-03-23 11:01:49	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0312491 | val_loss: 0.0312506 | Time: 4124.89 ms
[2022-03-23 11:01:53	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.031249 | val_loss: 0.0312501 | Time: 3983.73 ms
[2022-03-23 11:01:56	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0312488 | val_loss: 0.0312502 | Time: 2846.66 ms
[2022-03-23 11:01:59	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312488 | val_loss: 0.0312506 | Time: 3275.58 ms
[2022-03-23 11:02:03	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0312494 | val_loss: 0.031251 | Time: 3475.03 ms
[2022-03-23 11:02:07	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0312494 | val_loss: 0.0312517 | Time: 4174.6 ms
[2022-03-23 11:02:11	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0312492 | val_loss: 0.0312541 | Time: 4161.88 ms
[2022-03-23 11:02:16	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.03125 | val_loss: 0.0312504 | Time: 4187.7 ms
[2022-03-23 11:02:18	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.031249 | val_loss: 0.0312499 | Time: 2664.21 ms
[2022-03-23 11:02:22	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 4139.86 ms
[2022-03-23 11:02:26	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312497 | val_loss: 0.0312509 | Time: 4055.99 ms
[2022-03-23 11:02:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0312495 | val_loss: 0.0312503 | Time: 4892.21 ms
[2022-03-23 11:02:34	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0312493 | val_loss: 0.0312504 | Time: 3064.08 ms
[2022-03-23 11:02:40	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.031249 | val_loss: 0.0312503 | Time: 5399 ms
[2022-03-23 11:02:43	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0312487 | val_loss: 0.0312503 | Time: 2787.81 ms
[2022-03-23 11:02:47	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0312499 | val_loss: 0.0312509 | Time: 4041.65 ms
[2022-03-23 11:02:50	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0312492 | val_loss: 0.0312516 | Time: 2987.42 ms
[2022-03-23 11:02:54	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0312493 | val_loss: 0.0312519 | Time: 4056.88 ms
[2022-03-23 11:02:58	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0312497 | val_loss: 0.031253 | Time: 4199.72 ms
[2022-03-23 11:03:02	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0312504 | val_loss: 0.0312503 | Time: 4558.29 ms
[2022-03-23 11:03:06	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 3988.5 ms
[2022-03-23 11:03:10	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.031249 | val_loss: 0.03125 | Time: 3940.61 ms
[2022-03-23 11:03:13	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0312486 | val_loss: 0.0312504 | Time: 2978.82 ms
[2022-03-23 11:03:18	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0312491 | val_loss: 0.0312505 | Time: 4167.4 ms
[2022-03-23 11:03:22	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0312486 | val_loss: 0.03125 | Time: 3966.22 ms
[2022-03-23 11:03:26	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0312487 | val_loss: 0.0312508 | Time: 3980.44 ms
[2022-03-23 11:03:29	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0312492 | val_loss: 0.0312502 | Time: 3128.96 ms
[2022-03-23 11:03:33	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0312488 | val_loss: 0.0312502 | Time: 3978.3 ms
[2022-03-23 11:03:37	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0312487 | val_loss: 0.0312505 | Time: 3953.47 ms
[2022-03-23 11:03:40	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0312486 | val_loss: 0.0312501 | Time: 2954.92 ms
[2022-03-23 11:03:45	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0312488 | val_loss: 0.0312502 | Time: 5497.71 ms
[2022-03-23 11:03:49	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312492 | val_loss: 0.0312504 | Time: 3381.22 ms
[2022-03-23 11:03:53	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 4736.47 ms
[2022-03-23 11:03:57	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0312488 | val_loss: 0.0312503 | Time: 3897.03 ms
[2022-03-23 11:04:01	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0312492 | val_loss: 0.0312512 | Time: 4078.43 ms
[2022-03-23 11:04:04	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312491 | val_loss: 0.0312501 | Time: 3043.44 ms
[2022-03-23 11:04:10	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0312491 | val_loss: 0.0312506 | Time: 5309.14 ms
[2022-03-23 11:04:14	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312492 | val_loss: 0.0312521 | Time: 4128.87 ms
[2022-03-23 11:04:19	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0312494 | val_loss: 0.0312501 | Time: 4757.58 ms
[2022-03-23 11:04:23	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312487 | val_loss: 0.0312501 | Time: 4255.79 ms
[2022-03-23 11:04:29	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0312499 | val_loss: 0.0312497 | Time: 6085.5 ms
[2022-03-23 11:04:33	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 3785.15 ms
[2022-03-23 11:04:36	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0312497 | val_loss: 0.0312511 | Time: 3116.36 ms
[2022-03-23 11:04:40	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0312495 | val_loss: 0.0312503 | Time: 4417.1 ms
[2022-03-23 11:04:43	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0312497 | val_loss: 0.0312504 | Time: 2858.06 ms
[2022-03-23 11:04:48	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0312488 | val_loss: 0.0312506 | Time: 4438.79 ms
[2022-03-23 11:04:52	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0312493 | val_loss: 0.0312498 | Time: 4251.23 ms
[2022-03-23 11:04:55	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0312486 | val_loss: 0.0312503 | Time: 2932.44 ms
[2022-03-23 11:04:59	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0312488 | val_loss: 0.0312501 | Time: 4619.51 ms
[2022-03-23 11:05:07	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0312489 | val_loss: 0.0312504 | Time: 7460.52 ms
[2022-03-23 11:05:12	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0312491 | val_loss: 0.0312507 | Time: 4917.06 ms
[2022-03-23 11:05:15	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0312487 | val_loss: 0.0312498 | Time: 2945.06 ms
[2022-03-23 11:05:19	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0312489 | val_loss: 0.0312502 | Time: 4194.73 ms
[2022-03-23 11:05:23	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 4237.08 ms
[2022-03-23 11:05:39	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0312489 | val_loss: 0.0312505 | Time: 15689.3 ms
[2022-03-23 11:05:55	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0312492 | val_loss: 0.0312502 | Time: 16107.6 ms
[2022-03-23 11:05:59	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0312489 | val_loss: 0.03125 | Time: 3497.88 ms
[2022-03-23 11:06:03	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0312487 | val_loss: 0.0312509 | Time: 4092.01 ms
[2022-03-23 11:06:07	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0312493 | val_loss: 0.031253 | Time: 4059.22 ms
[2022-03-23 11:06:11	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.03125 | val_loss: 0.03125 | Time: 4390.65 ms
[2022-03-23 11:06:15	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0312488 | val_loss: 0.0312506 | Time: 3526.32 ms
[2022-03-23 11:06:18	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0312499 | val_loss: 0.0312561 | Time: 3215.23 ms
[2022-03-23 11:06:22	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0312513 | val_loss: 0.0312498 | Time: 4321.97 ms
[2022-03-23 11:06:26	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0312503 | val_loss: 0.0312497 | Time: 3299.78 ms
[2022-03-23 11:06:30	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0312492 | val_loss: 0.0312498 | Time: 4310.78 ms
[2022-03-23 11:06:34	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0312488 | val_loss: 0.0312505 | Time: 4196.85 ms
[2022-03-23 11:06:39	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0312494 | val_loss: 0.0312517 | Time: 4945.93 ms
[2022-03-23 11:06:44	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.031249 | val_loss: 0.0312499 | Time: 5044.77 ms
[2022-03-23 11:06:48	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.031249 | val_loss: 0.0312503 | Time: 4332.84 ms
[2022-03-23 11:06:54	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0312486 | val_loss: 0.0312501 | Time: 5861.76 ms
[2022-03-23 11:06:59	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0312486 | val_loss: 0.0312502 | Time: 4246.29 ms
[2022-03-23 11:07:03	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0312488 | val_loss: 0.0312497 | Time: 4777.12 ms
[2022-03-23 11:07:07	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0312487 | val_loss: 0.0312498 | Time: 4122.94 ms
[2022-03-23 11:07:12	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0312488 | val_loss: 0.0312501 | Time: 4684.74 ms
[2022-03-23 11:07:18	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0312487 | val_loss: 0.0312504 | Time: 5515.07 ms
[2022-03-23 11:07:23	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 5075.91 ms
[2022-03-23 11:07:27	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0312505 | val_loss: 0.0312508 | Time: 4461.55 ms
[2022-03-23 11:07:30	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0312495 | val_loss: 0.0312506 | Time: 3151.67 ms
[2022-03-23 11:07:33	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0312488 | val_loss: 0.0312509 | Time: 3030.57 ms
[2022-03-23 11:07:38	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0312489 | val_loss: 0.0312499 | Time: 4240.73 ms
[2022-03-23 11:07:41	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031249 | val_loss: 0.0312513 | Time: 3021.95 ms
[2022-03-23 11:07:45	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0312492 | val_loss: 0.0312498 | Time: 4293.77 ms
[2022-03-23 11:07:49	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0312491 | val_loss: 0.0312499 | Time: 3994.39 ms
[2022-03-23 11:07:54	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 5136.23 ms
[2022-03-23 11:07:57	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0312489 | val_loss: 0.0312515 | Time: 2964.85 ms
[2022-03-23 11:08:03	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0312488 | val_loss: 0.03125 | Time: 5493.91 ms
[2022-03-23 11:08:07	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0312487 | val_loss: 0.0312497 | Time: 4232.9 ms
[2022-03-23 11:08:10	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0312487 | val_loss: 0.0312499 | Time: 3026.62 ms
[2022-03-23 11:08:14	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031249 | val_loss: 0.0312503 | Time: 4376.21 ms
[2022-03-23 11:08:19	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 4440.93 ms
[2022-03-23 11:08:23	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0312492 | val_loss: 0.0312503 | Time: 4100.79 ms
[2022-03-23 11:08:27	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0312492 | val_loss: 0.0312496 | Time: 4128.41 ms
[2022-03-23 11:08:31	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0312489 | val_loss: 0.0312501 | Time: 4183.99 ms
[2022-03-23 11:08:36	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0312489 | val_loss: 0.0312505 | Time: 4632.49 ms
[2022-03-23 11:08:41	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0312491 | val_loss: 0.0312506 | Time: 5234.69 ms
[2022-03-23 11:08:45	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0312496 | val_loss: 0.0312497 | Time: 3383.65 ms
[2022-03-23 11:08:50	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0312488 | val_loss: 0.0312505 | Time: 5919.26 ms
[2022-03-23 11:08:55	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.031249 | val_loss: 0.0312504 | Time: 4268.99 ms
[2022-03-23 11:08:59	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 4114.73 ms
[2022-03-23 11:09:03	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0312491 | val_loss: 0.0312497 | Time: 4232.11 ms
[2022-03-23 11:09:09	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0312491 | val_loss: 0.0312498 | Time: 5516.83 ms
[2022-03-23 11:09:11	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031249 | val_loss: 0.0312497 | Time: 2693.93 ms
[2022-03-23 11:09:15	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.03125 | val_loss: 0.0312508 | Time: 3211.57 ms
[2022-03-23 11:09:19	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0312495 | val_loss: 0.0312498 | Time: 4124.35 ms
[2022-03-23 11:09:21	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0312487 | val_loss: 0.0312505 | Time: 2790.32 ms
[2022-03-23 11:09:26	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0312488 | val_loss: 0.0312499 | Time: 4270.75 ms
[2022-03-23 11:09:28	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0312489 | val_loss: 0.03125 | Time: 2711.21 ms
[2022-03-23 11:09:31	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0312488 | val_loss: 0.0312509 | Time: 2824.27 ms
[2022-03-23 11:09:35	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0312486 | val_loss: 0.0312497 | Time: 3268.72 ms
[2022-03-23 11:09:39	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0312488 | val_loss: 0.03125 | Time: 4051.42 ms
[2022-03-23 11:09:43	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0312489 | val_loss: 0.0312498 | Time: 4075.56 ms
[2022-03-23 11:09:46	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0312491 | val_loss: 0.03125 | Time: 2953.52 ms
[2022-03-23 11:09:48	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0312489 | val_loss: 0.0312498 | Time: 2687.06 ms
[2022-03-23 11:09:53	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.031249 | val_loss: 0.03125 | Time: 4875.54 ms
[2022-03-23 11:09:56	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0312488 | val_loss: 0.0312498 | Time: 3072.99 ms
[2022-03-23 11:10:00	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0312485 | val_loss: 0.0312499 | Time: 3988.65 ms
[2022-03-23 11:10:00	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0312499
[2022-03-23 11:10:00	                main:603]	:	INFO	:	Saving end state to config to file
[2022-03-23 11:10:00	                main:608]	:	INFO	:	Success, exiting..
11:10:00 (15584): 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)