Task 7559886

Name ParityModified-1631727257-24666-2_0
Workunit 5219020
Created 24 Sep 2021, 5:48:58 UTC
Sent 28 Sep 2021, 23:55:09 UTC
Report deadline 5 Oct 2021, 23:55:09 UTC
Received 29 Sep 2021, 12:25:46 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 15382
Run time 2 hours 50 min 12 sec
CPU time 2 hours 38 min 42 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 6,904.63 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.63 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
1-09-29 10:44:31	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311579 | val_loss: 0.0311724 | Time: 5197.09 ms
[2021-09-29 10:44:36	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311581 | val_loss: 0.0311672 | Time: 4970.75 ms
[2021-09-29 10:44:41	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311584 | val_loss: 0.0311676 | Time: 5246.1 ms
[2021-09-29 10:44:46	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311592 | val_loss: 0.031168 | Time: 4980 ms
[2021-09-29 10:44:51	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311592 | val_loss: 0.0311702 | Time: 4846.3 ms
[2021-09-29 10:44:56	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311588 | val_loss: 0.0311662 | Time: 4774.83 ms
[2021-09-29 10:45:01	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311592 | val_loss: 0.0311697 | Time: 5157.08 ms
[2021-09-29 10:45:06	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311605 | val_loss: 0.0311677 | Time: 4880.44 ms
[2021-09-29 10:45:11	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311588 | val_loss: 0.031166 | Time: 5027.9 ms
[2021-09-29 10:45:16	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311585 | val_loss: 0.0311705 | Time: 4794.7 ms
[2021-09-29 10:45:21	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311565 | val_loss: 0.0311684 | Time: 5023.78 ms
[2021-09-29 10:45:26	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311583 | val_loss: 0.0311672 | Time: 4829.34 ms
[2021-09-29 10:45:30	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311584 | val_loss: 0.0311677 | Time: 4940.54 ms
[2021-09-29 10:45:36	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311572 | val_loss: 0.0311656 | Time: 5030.55 ms
[2021-09-29 10:45:41	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311569 | val_loss: 0.0311682 | Time: 5030.58 ms
[2021-09-29 10:45:46	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311577 | val_loss: 0.0311682 | Time: 5042.16 ms
[2021-09-29 10:45:51	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311588 | val_loss: 0.0311674 | Time: 5351.49 ms
[2021-09-29 10:45:56	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311646 | val_loss: 0.0311832 | Time: 4961.99 ms
[2021-09-29 10:46:01	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311705 | val_loss: 0.0311713 | Time: 4996.18 ms
[2021-09-29 10:46:06	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311625 | val_loss: 0.0311694 | Time: 4893.36 ms
[2021-09-29 10:46:11	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311626 | val_loss: 0.031173 | Time: 5130.85 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1070)
[2021-09-29 13:47:10	                main:435]	:	INFO	:	Set logging level to 1
[2021-09-29 13:47:10	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-09-29 13:47:10	                main:444]	:	INFO	:	Resolving all filenames
[2021-09-29 13:47:10	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-09-29 13:47:10	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727257-24666-2_0_r1236242053_1 (exists = 1)
[2021-09-29 13:47:10	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727257-24666-2_0_r1236242053_0 (exists = 0)
[2021-09-29 13:47:10	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631727257-24666-2 (exists = 1)
[2021-09-29 13:47:10	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-09-29 13:47:10	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-09-29 13:47:10	                main:474]	:	INFO	:	Configuration: 
[2021-09-29 13:47:10	                main:475]	:	INFO	:	    Model type: GRU
[2021-09-29 13:47:10	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-09-29 13:47:10	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-09-29 13:47:10	                main:478]	:	INFO	:	    Batch Size: 128
[2021-09-29 13:47:10	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-09-29 13:47:10	                main:480]	:	INFO	:	    Patience: 10
[2021-09-29 13:47:10	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-09-29 13:47:10	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-09-29 13:47:10	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-09-29 13:47:10	                main:484]	:	INFO	:	    # Threads: 1
[2021-09-29 13:47:10	                main:486]	:	INFO	:	Preparing Dataset
[2021-09-29 13:47:10	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-29 13:47:10	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-29 13:47:12	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-09-29 13:47:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-29 13:47:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-29 13:47:12	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-09-29 13:47:12	                main:494]	:	INFO	:	Creating Model
[2021-09-29 13:47:12	                main:507]	:	INFO	:	Preparing config file
[2021-09-29 13:47:12	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-09-29 13:47:12	                main:512]	:	INFO	:	Loading config
[2021-09-29 13:47:12	                main:514]	:	INFO	:	Loading state
[2021-09-29 13:47:13	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-09-29 13:47:13	                main:562]	:	INFO	:	Starting Training
[2021-09-29 13:47:19	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0312504 | val_loss: 0.0311991 | Time: 5494.58 ms
[2021-09-29 13:47:24	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311753 | val_loss: 0.0311713 | Time: 4986.94 ms
[2021-09-29 13:47:29	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311663 | val_loss: 0.0311708 | Time: 5236.09 ms
[2021-09-29 13:47:34	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311658 | val_loss: 0.0311716 | Time: 4992.91 ms
[2021-09-29 13:47:40	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311641 | val_loss: 0.0311689 | Time: 5685.61 ms
[2021-09-29 13:47:45	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311634 | val_loss: 0.0311683 | Time: 5204.05 ms
[2021-09-29 13:47:50	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311669 | val_loss: 0.031169 | Time: 5209.95 ms
[2021-09-29 13:47:55	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311662 | val_loss: 0.0311702 | Time: 4939.5 ms
[2021-09-29 13:48:00	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.031167 | val_loss: 0.0311748 | Time: 5067.04 ms
[2021-09-29 13:48:05	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311695 | val_loss: 0.0311696 | Time: 4808.32 ms
[2021-09-29 13:48:10	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311669 | val_loss: 0.0311697 | Time: 4880.04 ms
[2021-09-29 13:48:15	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311664 | val_loss: 0.0311715 | Time: 5027.89 ms
[2021-09-29 13:48:19	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311654 | val_loss: 0.03117 | Time: 4721.43 ms
[2021-09-29 13:48:25	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311641 | val_loss: 0.0311698 | Time: 5137.93 ms
[2021-09-29 13:48:30	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311623 | val_loss: 0.0311726 | Time: 4966.21 ms
[2021-09-29 13:48:35	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311644 | val_loss: 0.0311712 | Time: 5128.57 ms
[2021-09-29 13:48:40	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311676 | val_loss: 0.0311708 | Time: 5008.69 ms
[2021-09-29 13:48:45	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311671 | val_loss: 0.0311708 | Time: 5432.97 ms
[2021-09-29 13:48:50	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311631 | val_loss: 0.0311691 | Time: 5052.84 ms
[2021-09-29 13:48:55	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311636 | val_loss: 0.0311698 | Time: 4936.36 ms
[2021-09-29 13:49:00	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311637 | val_loss: 0.0311698 | Time: 4776.09 ms
[2021-09-29 13:49:05	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311646 | val_loss: 0.0311707 | Time: 4960.89 ms
[2021-09-29 13:49:10	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311644 | val_loss: 0.0311703 | Time: 4795.42 ms
[2021-09-29 13:49:15	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311622 | val_loss: 0.0311706 | Time: 4992.59 ms
[2021-09-29 13:49:20	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311657 | val_loss: 0.0311714 | Time: 4830.34 ms
[2021-09-29 13:49:24	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311663 | val_loss: 0.0311729 | Time: 4925.16 ms
[2021-09-29 13:49:29	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311645 | val_loss: 0.031171 | Time: 4961.62 ms
[2021-09-29 13:49:34	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311641 | val_loss: 0.0311725 | Time: 4937.67 ms
[2021-09-29 13:49:39	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311623 | val_loss: 0.0311745 | Time: 5073.3 ms
[2021-09-29 13:49:44	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.031163 | val_loss: 0.0311721 | Time: 5020.98 ms
[2021-09-29 13:49:50	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311605 | val_loss: 0.0311703 | Time: 5224.62 ms
[2021-09-29 13:49:55	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311597 | val_loss: 0.0311716 | Time: 5244.88 ms
[2021-09-29 13:50:00	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311611 | val_loss: 0.0311771 | Time: 4876.11 ms
[2021-09-29 13:50:05	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311672 | val_loss: 0.0311718 | Time: 5035.65 ms
[2021-09-29 13:50:10	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311618 | val_loss: 0.0311707 | Time: 4977.84 ms
[2021-09-29 13:50:15	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311628 | val_loss: 0.0311744 | Time: 4845.04 ms
[2021-09-29 13:50:20	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311632 | val_loss: 0.0311728 | Time: 4813.49 ms
[2021-09-29 13:50:24	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311665 | val_loss: 0.0311796 | Time: 4751.66 ms
[2021-09-29 13:50:29	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.031172 | val_loss: 0.0311828 | Time: 5012.67 ms
[2021-09-29 13:50:34	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311713 | val_loss: 0.0311774 | Time: 4952.83 ms
[2021-09-29 13:50:39	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311701 | val_loss: 0.0311802 | Time: 4892.15 ms
[2021-09-29 13:50:44	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311722 | val_loss: 0.0311714 | Time: 4820.94 ms
[2021-09-29 13:50:49	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311702 | val_loss: 0.0311773 | Time: 4930.16 ms
[2021-09-29 13:50:54	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311765 | val_loss: 0.0311743 | Time: 4936.83 ms
[2021-09-29 13:50:59	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311762 | val_loss: 0.0311781 | Time: 5451.42 ms
[2021-09-29 13:51:04	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311764 | val_loss: 0.0311771 | Time: 4824.9 ms
[2021-09-29 13:51:09	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311749 | val_loss: 0.0311762 | Time: 4902.41 ms
[2021-09-29 13:51:14	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311756 | val_loss: 0.0311849 | Time: 4938.68 ms
[2021-09-29 13:51:19	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311757 | val_loss: 0.0311784 | Time: 4734.95 ms
[2021-09-29 13:51:24	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311793 | val_loss: 0.0311799 | Time: 4964 ms
[2021-09-29 13:51:29	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311751 | val_loss: 0.0311739 | Time: 5021.06 ms
[2021-09-29 13:51:34	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.031174 | val_loss: 0.0311746 | Time: 4997.31 ms
[2021-09-29 13:51:39	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311749 | val_loss: 0.0311845 | Time: 4983.11 ms
[2021-09-29 13:51:44	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311832 | val_loss: 0.0311846 | Time: 5051.89 ms
[2021-09-29 13:51:49	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311965 | val_loss: 0.0312017 | Time: 5088.59 ms
[2021-09-29 13:51:54	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311892 | val_loss: 0.0311956 | Time: 5323.56 ms
[2021-09-29 13:51:59	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311819 | val_loss: 0.0311923 | Time: 5153.74 ms
[2021-09-29 13:52:05	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311915 | val_loss: 0.0312112 | Time: 5442.02 ms
[2021-09-29 13:52:10	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0312016 | val_loss: 0.0312014 | Time: 4938.5 ms
[2021-09-29 13:52:15	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311964 | val_loss: 0.0312007 | Time: 5077.32 ms
[2021-09-29 13:52:20	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031195 | val_loss: 0.0312054 | Time: 5093.65 ms
[2021-09-29 13:52:25	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0312166 | val_loss: 0.0312194 | Time: 4782.85 ms
[2021-09-29 13:52:30	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0312159 | val_loss: 0.0312116 | Time: 4991.36 ms
[2021-09-29 13:52:35	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0312062 | val_loss: 0.0312092 | Time: 5029.28 ms
[2021-09-29 13:52:40	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0312041 | val_loss: 0.0312094 | Time: 4886.34 ms
[2021-09-29 13:52:44	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0312029 | val_loss: 0.0312097 | Time: 4804.18 ms
[2021-09-29 13:52:49	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0312029 | val_loss: 0.0312044 | Time: 4965.62 ms
[2021-09-29 13:52:54	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311959 | val_loss: 0.0311991 | Time: 4997.95 ms
[2021-09-29 13:53:00	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311911 | val_loss: 0.0311932 | Time: 5111.92 ms
[2021-09-29 13:53:04	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311867 | val_loss: 0.031193 | Time: 4934.81 ms
[2021-09-29 13:53:10	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311874 | val_loss: 0.0311898 | Time: 5257.45 ms
[2021-09-29 13:53:15	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311841 | val_loss: 0.031188 | Time: 4886.42 ms
[2021-09-29 13:53:19	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311835 | val_loss: 0.0311871 | Time: 4762.47 ms
[2021-09-29 13:53:24	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311815 | val_loss: 0.031186 | Time: 4944.16 ms
[2021-09-29 13:53:29	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311802 | val_loss: 0.0311832 | Time: 4672.51 ms
[2021-09-29 13:53:34	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311794 | val_loss: 0.0311856 | Time: 4896.25 ms
[2021-09-29 13:53:39	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311771 | val_loss: 0.0311825 | Time: 4819.61 ms
[2021-09-29 13:53:44	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311759 | val_loss: 0.0311827 | Time: 4778.16 ms
[2021-09-29 13:53:48	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311764 | val_loss: 0.0311822 | Time: 4866.65 ms
[2021-09-29 13:53:53	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311763 | val_loss: 0.0311831 | Time: 4689.92 ms
[2021-09-29 13:53:58	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311774 | val_loss: 0.0311854 | Time: 4832.55 ms
[2021-09-29 13:54:03	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.031178 | val_loss: 0.0311908 | Time: 4770.3 ms
[2021-09-29 13:54:08	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311775 | val_loss: 0.0311838 | Time: 5003.99 ms
[2021-09-29 13:54:13	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311745 | val_loss: 0.0311828 | Time: 5520.84 ms
[2021-09-29 13:54:19	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311773 | val_loss: 0.0311837 | Time: 5475.21 ms
[2021-09-29 13:54:24	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311802 | val_loss: 0.0311834 | Time: 4999.09 ms
[2021-09-29 13:54:29	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311751 | val_loss: 0.0311851 | Time: 4956.72 ms
[2021-09-29 13:54:34	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.031175 | val_loss: 0.0311857 | Time: 4766.08 ms
[2021-09-29 13:54:38	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.031175 | val_loss: 0.0311847 | Time: 4900.25 ms
[2021-09-29 13:54:43	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311752 | val_loss: 0.0311826 | Time: 4799.98 ms
[2021-09-29 13:54:48	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311764 | val_loss: 0.0311828 | Time: 4938.86 ms
[2021-09-29 13:54:53	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311741 | val_loss: 0.0311849 | Time: 4854.02 ms
[2021-09-29 13:54:58	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311734 | val_loss: 0.0311843 | Time: 4860.2 ms
[2021-09-29 13:55:03	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311721 | val_loss: 0.0311847 | Time: 5050.98 ms
[2021-09-29 13:55:08	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311735 | val_loss: 0.0311873 | Time: 4943.84 ms
[2021-09-29 13:55:13	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311767 | val_loss: 0.0311827 | Time: 5016.93 ms
[2021-09-29 13:55:18	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311735 | val_loss: 0.0311841 | Time: 4843.57 ms
[2021-09-29 13:55:23	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311727 | val_loss: 0.0311814 | Time: 5327.21 ms
[2021-09-29 13:55:28	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.031172 | val_loss: 0.0311828 | Time: 4758.27 ms
[2021-09-29 13:55:33	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.031172 | val_loss: 0.0311814 | Time: 4862.48 ms
[2021-09-29 13:55:37	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031175 | val_loss: 0.0311873 | Time: 4727.59 ms
[2021-09-29 13:55:42	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311741 | val_loss: 0.0311898 | Time: 4861.9 ms
[2021-09-29 13:55:47	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311787 | val_loss: 0.0311855 | Time: 5014.22 ms
[2021-09-29 13:55:52	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311777 | val_loss: 0.0311849 | Time: 4826.67 ms
[2021-09-29 13:55:57	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031178 | val_loss: 0.0311871 | Time: 5124.39 ms
[2021-09-29 13:56:02	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311783 | val_loss: 0.031186 | Time: 4828.5 ms
[2021-09-29 13:56:07	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311774 | val_loss: 0.0311899 | Time: 4854.7 ms
[2021-09-29 13:56:12	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311776 | val_loss: 0.0311921 | Time: 4832.63 ms
[2021-09-29 13:56:17	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311772 | val_loss: 0.0311849 | Time: 5067.33 ms
[2021-09-29 13:56:22	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311752 | val_loss: 0.0311887 | Time: 4913.08 ms
[2021-09-29 13:56:27	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311777 | val_loss: 0.0311913 | Time: 5385.69 ms
[2021-09-29 13:56:32	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311749 | val_loss: 0.0311851 | Time: 4858.54 ms
[2021-09-29 13:56:37	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311767 | val_loss: 0.0311855 | Time: 5038.26 ms
[2021-09-29 13:56:42	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311742 | val_loss: 0.0311845 | Time: 4826.47 ms
[2021-09-29 13:56:47	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311745 | val_loss: 0.0311864 | Time: 4995.13 ms
[2021-09-29 13:56:52	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311747 | val_loss: 0.031185 | Time: 5053.93 ms
[2021-09-29 13:56:57	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311732 | val_loss: 0.031183 | Time: 5027.84 ms
[2021-09-29 13:57:02	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311727 | val_loss: 0.0311835 | Time: 4802.16 ms
[2021-09-29 13:57:07	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311748 | val_loss: 0.0311863 | Time: 5065.63 ms
[2021-09-29 13:57:12	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311756 | val_loss: 0.031186 | Time: 4781.86 ms
[2021-09-29 13:57:17	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311749 | val_loss: 0.0311832 | Time: 4777.58 ms
[2021-09-29 13:57:22	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311723 | val_loss: 0.0311843 | Time: 5007.53 ms
[2021-09-29 13:57:27	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031173 | val_loss: 0.0311845 | Time: 5028.94 ms
[2021-09-29 13:57:32	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311729 | val_loss: 0.0311809 | Time: 5312.11 ms
[2021-09-29 13:57:37	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311724 | val_loss: 0.0311886 | Time: 5265.43 ms
[2021-09-29 13:57:42	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311731 | val_loss: 0.0311855 | Time: 4917.65 ms
[2021-09-29 13:57:47	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311733 | val_loss: 0.0311812 | Time: 5172.74 ms
[2021-09-29 13:57:52	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.031171 | val_loss: 0.031184 | Time: 5057.46 ms
[2021-09-29 13:57:57	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.031172 | val_loss: 0.0311846 | Time: 5108.89 ms
[2021-09-29 13:58:02	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311722 | val_loss: 0.0311834 | Time: 4890.7 ms
[2021-09-29 13:58:07	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311739 | val_loss: 0.0311836 | Time: 4804.43 ms
[2021-09-29 13:58:12	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311733 | val_loss: 0.0311864 | Time: 4829.91 ms
[2021-09-29 13:58:17	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311755 | val_loss: 0.031179 | Time: 4905.84 ms
[2021-09-29 13:58:22	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311718 | val_loss: 0.0311814 | Time: 4903 ms
[2021-09-29 13:58:27	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311707 | val_loss: 0.0311795 | Time: 4930.39 ms
[2021-09-29 13:58:32	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311696 | val_loss: 0.0311785 | Time: 5202.93 ms
[2021-09-29 13:58:37	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311702 | val_loss: 0.0311777 | Time: 5119.14 ms
[2021-09-29 13:58:43	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311717 | val_loss: 0.0311781 | Time: 5479.74 ms
[2021-09-29 13:58:48	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311701 | val_loss: 0.0311793 | Time: 4999.82 ms
[2021-09-29 13:58:52	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311712 | val_loss: 0.0311807 | Time: 4804.4 ms
[2021-09-29 13:58:57	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311715 | val_loss: 0.0311864 | Time: 4925.37 ms
[2021-09-29 13:59:02	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311744 | val_loss: 0.0311766 | Time: 5001.9 ms
[2021-09-29 13:59:07	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311681 | val_loss: 0.0311761 | Time: 5047.45 ms
[2021-09-29 13:59:13	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311663 | val_loss: 0.0311753 | Time: 5777.23 ms
[2021-09-29 13:59:18	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311676 | val_loss: 0.0311746 | Time: 5065.82 ms
[2021-09-29 13:59:23	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311665 | val_loss: 0.0311741 | Time: 4930.34 ms
[2021-09-29 13:59:28	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311662 | val_loss: 0.031177 | Time: 5013.07 ms
[2021-09-29 13:59:33	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311685 | val_loss: 0.0311748 | Time: 5168.23 ms
[2021-09-29 13:59:38	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311674 | val_loss: 0.0311752 | Time: 5098.43 ms
[2021-09-29 13:59:44	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.031167 | val_loss: 0.0311775 | Time: 5181.67 ms
[2021-09-29 13:59:49	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311711 | val_loss: 0.0311777 | Time: 4909.15 ms
[2021-09-29 13:59:54	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311707 | val_loss: 0.0311824 | Time: 5245.95 ms
[2021-09-29 13:59:59	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311675 | val_loss: 0.0311779 | Time: 5055 ms
[2021-09-29 14:00:04	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311665 | val_loss: 0.031176 | Time: 5186.38 ms
[2021-09-29 14:00:09	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311655 | val_loss: 0.0311778 | Time: 4859.69 ms
[2021-09-29 14:00:14	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311653 | val_loss: 0.0311765 | Time: 4909.25 ms
[2021-09-29 14:00:19	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311649 | val_loss: 0.0311782 | Time: 4857.95 ms
[2021-09-29 14:00:24	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311665 | val_loss: 0.031179 | Time: 4822.55 ms
[2021-09-29 14:00:28	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311656 | val_loss: 0.0311775 | Time: 4979.6 ms
[2021-09-29 14:00:33	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311652 | val_loss: 0.0311851 | Time: 4753.35 ms
[2021-09-29 14:00:38	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.03117 | val_loss: 0.0311762 | Time: 5021.85 ms
[2021-09-29 14:00:43	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311671 | val_loss: 0.0311751 | Time: 4873.6 ms
[2021-09-29 14:00:48	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311659 | val_loss: 0.0311754 | Time: 4915.92 ms
[2021-09-29 14:00:53	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311657 | val_loss: 0.0311774 | Time: 5403.37 ms
[2021-09-29 14:00:58	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311661 | val_loss: 0.031185 | Time: 4907.35 ms
[2021-09-29 14:01:03	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311663 | val_loss: 0.0311761 | Time: 4769.64 ms
[2021-09-29 14:01:08	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311645 | val_loss: 0.0311773 | Time: 4780.37 ms
[2021-09-29 14:01:13	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311657 | val_loss: 0.0311865 | Time: 4875.92 ms
[2021-09-29 14:01:18	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.031167 | val_loss: 0.0311794 | Time: 4743.6 ms
[2021-09-29 14:01:23	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.031166 | val_loss: 0.0311772 | Time: 5042.21 ms
[2021-09-29 14:01:27	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311651 | val_loss: 0.0311776 | Time: 4639.73 ms
[2021-09-29 14:01:32	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311661 | val_loss: 0.0311797 | Time: 5124.04 ms
[2021-09-29 14:01:37	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311685 | val_loss: 0.0311803 | Time: 4770.72 ms
[2021-09-29 14:01:42	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311702 | val_loss: 0.0311817 | Time: 4857.51 ms
[2021-09-29 14:01:47	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311727 | val_loss: 0.0311807 | Time: 4985.09 ms
[2021-09-29 14:01:52	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.031174 | val_loss: 0.0311805 | Time: 4779.25 ms
[2021-09-29 14:01:57	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311745 | val_loss: 0.0311784 | Time: 5296.95 ms
[2021-09-29 14:02:02	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311717 | val_loss: 0.0311851 | Time: 5181.08 ms
[2021-09-29 14:02:07	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311705 | val_loss: 0.0311778 | Time: 4749.34 ms
[2021-09-29 14:02:12	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311683 | val_loss: 0.0311792 | Time: 4836.57 ms
[2021-09-29 14:02:17	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311695 | val_loss: 0.031185 | Time: 4941.19 ms
[2021-09-29 14:02:22	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311674 | val_loss: 0.0311773 | Time: 4714.78 ms
[2021-09-29 14:02:26	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311668 | val_loss: 0.0311774 | Time: 4810.92 ms
[2021-09-29 14:02:31	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311672 | val_loss: 0.0311803 | Time: 4769.04 ms
[2021-09-29 14:02:36	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311682 | val_loss: 0.0311782 | Time: 4783.16 ms
[2021-09-29 14:02:41	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311676 | val_loss: 0.0311783 | Time: 4855.6 ms
[2021-09-29 14:02:46	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311675 | val_loss: 0.0311796 | Time: 4857.37 ms
[2021-09-29 14:02:51	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311709 | val_loss: 0.0311808 | Time: 4956.62 ms
[2021-09-29 14:02:56	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311793 | val_loss: 0.0311976 | Time: 5060.16 ms
[2021-09-29 14:03:01	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311751 | val_loss: 0.0311973 | Time: 5052.33 ms
[2021-09-29 14:03:06	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311724 | val_loss: 0.0311777 | Time: 5216.44 ms
[2021-09-29 14:03:11	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.031167 | val_loss: 0.0311761 | Time: 4865.18 ms
[2021-09-29 14:03:16	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311677 | val_loss: 0.0311818 | Time: 4834.84 ms
[2021-09-29 14:03:21	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311687 | val_loss: 0.0311797 | Time: 4874.42 ms
[2021-09-29 14:03:25	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311671 | val_loss: 0.0311789 | Time: 4799.29 ms
[2021-09-29 14:03:30	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311679 | val_loss: 0.031181 | Time: 4704.31 ms
[2021-09-29 14:03:35	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311682 | val_loss: 0.0311784 | Time: 4833.78 ms
[2021-09-29 14:03:40	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311687 | val_loss: 0.0311822 | Time: 4811.74 ms
[2021-09-29 14:03:45	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311727 | val_loss: 0.0311856 | Time: 4850.19 ms
[2021-09-29 14:03:50	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311677 | val_loss: 0.0311764 | Time: 4932.81 ms
[2021-09-29 14:03:54	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.031165 | val_loss: 0.0311776 | Time: 4802.13 ms
[2021-09-29 14:03:59	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311637 | val_loss: 0.0311767 | Time: 5031.61 ms
[2021-09-29 14:04:04	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311647 | val_loss: 0.0311849 | Time: 4781.74 ms
[2021-09-29 14:04:10	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311699 | val_loss: 0.031185 | Time: 5499.65 ms
[2021-09-29 14:04:15	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031172 | val_loss: 0.0311782 | Time: 4875.19 ms
[2021-09-29 14:04:20	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311652 | val_loss: 0.0311781 | Time: 4985.43 ms
[2021-09-29 14:04:24	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311626 | val_loss: 0.0311763 | Time: 4744.31 ms
[2021-09-29 14:04:29	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311634 | val_loss: 0.0311822 | Time: 4756.73 ms
[2021-09-29 14:04:34	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311647 | val_loss: 0.0311765 | Time: 4832.78 ms
[2021-09-29 14:04:39	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311628 | val_loss: 0.0311779 | Time: 4684.8 ms
[2021-09-29 14:04:43	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311643 | val_loss: 0.0311787 | Time: 4903.88 ms
[2021-09-29 14:04:48	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311664 | val_loss: 0.0311772 | Time: 4702.01 ms
[2021-09-29 14:04:53	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311658 | val_loss: 0.0311766 | Time: 4801.31 ms
[2021-09-29 14:04:58	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311662 | val_loss: 0.0311778 | Time: 4712.98 ms
[2021-09-29 14:05:02	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311646 | val_loss: 0.0311786 | Time: 4729.39 ms
[2021-09-29 14:05:07	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311642 | val_loss: 0.0311771 | Time: 4918.82 ms
[2021-09-29 14:05:12	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311634 | val_loss: 0.0311781 | Time: 4931.61 ms
[2021-09-29 14:05:18	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311632 | val_loss: 0.0311783 | Time: 5280.32 ms
[2021-09-29 14:05:22	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311642 | val_loss: 0.0311795 | Time: 4754.88 ms
[2021-09-29 14:05:27	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311639 | val_loss: 0.0311765 | Time: 4692.94 ms
[2021-09-29 14:05:32	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311631 | val_loss: 0.0311775 | Time: 4826.76 ms
[2021-09-29 14:05:37	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311637 | val_loss: 0.0311808 | Time: 4746.11 ms
[2021-09-29 14:05:42	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311632 | val_loss: 0.0311761 | Time: 5009.64 ms
[2021-09-29 14:05:47	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311644 | val_loss: 0.0311783 | Time: 4869.89 ms
[2021-09-29 14:05:51	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311663 | val_loss: 0.0311785 | Time: 4717.4 ms
[2021-09-29 14:05:56	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311634 | val_loss: 0.0311768 | Time: 4717.95 ms
[2021-09-29 14:06:01	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311623 | val_loss: 0.0311771 | Time: 4674.22 ms
[2021-09-29 14:06:05	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311626 | val_loss: 0.0311781 | Time: 4687.44 ms
[2021-09-29 14:06:10	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311627 | val_loss: 0.031176 | Time: 5139 ms
[2021-09-29 14:06:15	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311625 | val_loss: 0.0311774 | Time: 4826.66 ms
[2021-09-29 14:06:20	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311645 | val_loss: 0.0311765 | Time: 5100.55 ms
[2021-09-29 14:06:25	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311636 | val_loss: 0.031181 | Time: 4964.17 ms
[2021-09-29 14:06:30	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311622 | val_loss: 0.0311778 | Time: 4889.76 ms
[2021-09-29 14:06:35	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311618 | val_loss: 0.031175 | Time: 4727.65 ms
[2021-09-29 14:06:40	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311628 | val_loss: 0.03118 | Time: 4789.31 ms
[2021-09-29 14:06:45	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311651 | val_loss: 0.0311748 | Time: 4836.82 ms
[2021-09-29 14:06:49	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311639 | val_loss: 0.0311772 | Time: 4746.73 ms
[2021-09-29 14:06:54	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311616 | val_loss: 0.0311764 | Time: 4808.85 ms
[2021-09-29 14:06:59	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311628 | val_loss: 0.0311786 | Time: 4743.18 ms
[2021-09-29 14:07:04	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311605 | val_loss: 0.0311757 | Time: 4828.87 ms
[2021-09-29 14:07:09	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311615 | val_loss: 0.0311771 | Time: 4856.46 ms
[2021-09-29 14:07:13	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.031163 | val_loss: 0.0311758 | Time: 4699.29 ms
[2021-09-29 14:07:18	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311632 | val_loss: 0.0311793 | Time: 4917.23 ms
[2021-09-29 14:07:23	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311623 | val_loss: 0.0311751 | Time: 4841.6 ms
[2021-09-29 14:07:29	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311616 | val_loss: 0.0311798 | Time: 5350.53 ms
[2021-09-29 14:07:33	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311633 | val_loss: 0.0311846 | Time: 4797.73 ms
[2021-09-29 14:07:38	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.031163 | val_loss: 0.031177 | Time: 4671.57 ms
[2021-09-29 14:07:43	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311638 | val_loss: 0.031179 | Time: 4809.89 ms
[2021-09-29 14:07:48	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311644 | val_loss: 0.0311768 | Time: 4798.43 ms
[2021-09-29 14:07:53	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311613 | val_loss: 0.0311762 | Time: 5061.38 ms
[2021-09-29 14:07:58	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311604 | val_loss: 0.0311755 | Time: 4833 ms
[2021-09-29 14:08:02	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311606 | val_loss: 0.0311757 | Time: 4933.63 ms
[2021-09-29 14:08:07	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311609 | val_loss: 0.0311753 | Time: 4806.84 ms
[2021-09-29 14:08:12	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311624 | val_loss: 0.0311769 | Time: 4838.85 ms
[2021-09-29 14:08:17	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311621 | val_loss: 0.0311772 | Time: 4914.23 ms
[2021-09-29 14:08:22	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311644 | val_loss: 0.0311781 | Time: 4782.67 ms
[2021-09-29 14:08:27	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311606 | val_loss: 0.031175 | Time: 4925.6 ms
[2021-09-29 14:08:32	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311616 | val_loss: 0.0311811 | Time: 4940.62 ms
[2021-09-29 14:08:37	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.031166 | val_loss: 0.0311762 | Time: 5340.49 ms
[2021-09-29 14:08:42	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311622 | val_loss: 0.0311764 | Time: 4671.58 ms
[2021-09-29 14:08:46	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311617 | val_loss: 0.0311761 | Time: 4740.7 ms
[2021-09-29 14:08:51	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311609 | val_loss: 0.0311801 | Time: 4919.83 ms
[2021-09-29 14:08:56	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311627 | val_loss: 0.0311786 | Time: 5030.04 ms
[2021-09-29 14:09:01	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311614 | val_loss: 0.0311783 | Time: 4783.02 ms
[2021-09-29 14:09:06	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311618 | val_loss: 0.0311778 | Time: 4885.32 ms
[2021-09-29 14:09:11	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311638 | val_loss: 0.0311756 | Time: 5102.24 ms
[2021-09-29 14:09:16	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311625 | val_loss: 0.0311748 | Time: 4998 ms
[2021-09-29 14:09:21	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311615 | val_loss: 0.0311766 | Time: 4958.97 ms
[2021-09-29 14:09:26	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311615 | val_loss: 0.0311776 | Time: 4897.37 ms
[2021-09-29 14:09:31	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311631 | val_loss: 0.0311751 | Time: 5281.78 ms
[2021-09-29 14:09:36	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.031161 | val_loss: 0.0311769 | Time: 4887.59 ms
[2021-09-29 14:09:42	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311605 | val_loss: 0.0311771 | Time: 5432.18 ms
[2021-09-29 14:09:47	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311624 | val_loss: 0.0311787 | Time: 4985.44 ms
[2021-09-29 14:09:51	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311626 | val_loss: 0.0311713 | Time: 4813.52 ms
[2021-09-29 14:09:56	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311721 | val_loss: 0.0311705 | Time: 4698.02 ms
[2021-09-29 14:10:01	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311686 | val_loss: 0.0311731 | Time: 4851.17 ms
[2021-09-29 14:10:06	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311666 | val_loss: 0.0311742 | Time: 4697.52 ms
[2021-09-29 14:10:10	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311646 | val_loss: 0.0311739 | Time: 4705.06 ms
[2021-09-29 14:10:15	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311675 | val_loss: 0.031174 | Time: 4790.53 ms
[2021-09-29 14:10:20	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311673 | val_loss: 0.0311752 | Time: 4766.92 ms
[2021-09-29 14:10:25	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311679 | val_loss: 0.031175 | Time: 4871.09 ms
[2021-09-29 14:10:30	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.031165 | val_loss: 0.0311714 | Time: 4754.52 ms
[2021-09-29 14:10:34	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311699 | val_loss: 0.0311733 | Time: 4788.6 ms
[2021-09-29 14:10:40	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311659 | val_loss: 0.0311703 | Time: 5047.72 ms
[2021-09-29 14:10:44	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311629 | val_loss: 0.0311721 | Time: 4877.05 ms
[2021-09-29 14:10:50	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311675 | val_loss: 0.0311886 | Time: 5174.58 ms
[2021-09-29 14:10:54	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311851 | val_loss: 0.0311874 | Time: 4674.03 ms
[2021-09-29 14:10:59	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311862 | val_loss: 0.0311845 | Time: 4721.31 ms
[2021-09-29 14:11:04	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.03118 | val_loss: 0.0311803 | Time: 4832.69 ms
[2021-09-29 14:11:09	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311774 | val_loss: 0.0311776 | Time: 4819.3 ms
[2021-09-29 14:11:14	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.031176 | val_loss: 0.0311811 | Time: 4925.81 ms
[2021-09-29 14:11:18	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.031177 | val_loss: 0.0311792 | Time: 4861.26 ms
[2021-09-29 14:11:23	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311748 | val_loss: 0.03118 | Time: 4764.78 ms
[2021-09-29 14:11:28	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311788 | val_loss: 0.0311861 | Time: 4842.6 ms
[2021-09-29 14:11:33	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311773 | val_loss: 0.0311836 | Time: 5135.45 ms
[2021-09-29 14:11:38	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311817 | val_loss: 0.0311808 | Time: 4855.05 ms
[2021-09-29 14:11:43	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311806 | val_loss: 0.031181 | Time: 4983.93 ms
[2021-09-29 14:11:48	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311772 | val_loss: 0.0311814 | Time: 4879.22 ms
[2021-09-29 14:11:53	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311765 | val_loss: 0.0311797 | Time: 5119.79 ms
[2021-09-29 14:11:58	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311777 | val_loss: 0.0311797 | Time: 4945.2 ms
[2021-09-29 14:12:03	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311746 | val_loss: 0.0311811 | Time: 4642.9 ms
[2021-09-29 14:12:07	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311731 | val_loss: 0.0311795 | Time: 4820.76 ms
[2021-09-29 14:12:12	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311731 | val_loss: 0.0311798 | Time: 4831.67 ms
[2021-09-29 14:12:17	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311726 | val_loss: 0.0311766 | Time: 4875.12 ms
[2021-09-29 14:12:22	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.031173 | val_loss: 0.0311778 | Time: 4876.11 ms
[2021-09-29 14:12:27	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311729 | val_loss: 0.0311789 | Time: 4758.02 ms
[2021-09-29 14:12:32	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311724 | val_loss: 0.0311782 | Time: 4998.83 ms
[2021-09-29 14:12:37	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311717 | val_loss: 0.0311802 | Time: 4725.91 ms
[2021-09-29 14:12:41	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311761 | val_loss: 0.0311783 | Time: 4778.09 ms
[2021-09-29 14:12:46	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311739 | val_loss: 0.0311751 | Time: 4865.01 ms
[2021-09-29 14:12:51	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311726 | val_loss: 0.0311768 | Time: 5006.36 ms
[2021-09-29 14:12:56	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311763 | val_loss: 0.0311779 | Time: 5094.82 ms
[2021-09-29 14:13:01	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311743 | val_loss: 0.031179 | Time: 5137.72 ms
[2021-09-29 14:13:06	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311719 | val_loss: 0.0311805 | Time: 4841.2 ms
[2021-09-29 14:13:11	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311743 | val_loss: 0.0311781 | Time: 4814.48 ms
[2021-09-29 14:13:16	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311731 | val_loss: 0.0311802 | Time: 4763.66 ms
[2021-09-29 14:13:21	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311703 | val_loss: 0.0311804 | Time: 4851.75 ms
[2021-09-29 14:13:26	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311734 | val_loss: 0.0311875 | Time: 4785.32 ms
[2021-09-29 14:13:30	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311743 | val_loss: 0.0311791 | Time: 4774.1 ms
[2021-09-29 14:13:35	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311705 | val_loss: 0.0311794 | Time: 4818.33 ms
[2021-09-29 14:13:40	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311703 | val_loss: 0.0311801 | Time: 4782.9 ms
[2021-09-29 14:13:45	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311698 | val_loss: 0.031177 | Time: 4798.54 ms
[2021-09-29 14:13:50	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311672 | val_loss: 0.0311771 | Time: 4827.72 ms
[2021-09-29 14:13:55	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031168 | val_loss: 0.0311787 | Time: 5069.73 ms
[2021-09-29 14:13:59	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311727 | val_loss: 0.0311805 | Time: 4785.63 ms
[2021-09-29 14:14:05	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311695 | val_loss: 0.0311775 | Time: 5392.79 ms
[2021-09-29 14:14:10	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311688 | val_loss: 0.031175 | Time: 4924.7 ms
[2021-09-29 14:14:15	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311688 | val_loss: 0.0311766 | Time: 4917.82 ms
[2021-09-29 14:14:20	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311684 | val_loss: 0.0311771 | Time: 4858.7 ms
[2021-09-29 14:14:24	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311678 | val_loss: 0.0311781 | Time: 4832.67 ms
[2021-09-29 14:14:29	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311676 | val_loss: 0.0311775 | Time: 4731.12 ms
[2021-09-29 14:14:34	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311682 | val_loss: 0.0311766 | Time: 4878.79 ms
[2021-09-29 14:14:39	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311684 | val_loss: 0.0311792 | Time: 4877.16 ms
[2021-09-29 14:14:44	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.031169 | val_loss: 0.0311801 | Time: 4824.23 ms
[2021-09-29 14:14:49	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311718 | val_loss: 0.0311764 | Time: 4809.15 ms
[2021-09-29 14:14:53	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311682 | val_loss: 0.0311762 | Time: 4775.91 ms
[2021-09-29 14:14:58	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311671 | val_loss: 0.0311852 | Time: 4864.8 ms
[2021-09-29 14:15:03	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311688 | val_loss: 0.0311781 | Time: 4964.87 ms
[2021-09-29 14:15:08	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311689 | val_loss: 0.031178 | Time: 4780.03 ms
[2021-09-29 14:15:13	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311699 | val_loss: 0.0311765 | Time: 5360.99 ms
[2021-09-29 14:15:18	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311679 | val_loss: 0.0311779 | Time: 4789.47 ms
[2021-09-29 14:15:23	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311679 | val_loss: 0.031179 | Time: 4926.61 ms
[2021-09-29 14:15:28	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311677 | val_loss: 0.0311809 | Time: 4715.47 ms
[2021-09-29 14:15:33	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311671 | val_loss: 0.0311775 | Time: 4818.34 ms
[2021-09-29 14:15:38	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311676 | val_loss: 0.0311765 | Time: 4921.12 ms
[2021-09-29 14:15:42	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311679 | val_loss: 0.0311829 | Time: 4813.56 ms
[2021-09-29 14:15:47	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311683 | val_loss: 0.0311759 | Time: 4904.18 ms
[2021-09-29 14:15:52	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311653 | val_loss: 0.0311778 | Time: 4926.44 ms
[2021-09-29 14:15:57	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.031166 | val_loss: 0.0311892 | Time: 4891.88 ms
[2021-09-29 14:16:02	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311672 | val_loss: 0.031179 | Time: 4728.1 ms
[2021-09-29 14:16:07	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311672 | val_loss: 0.0311799 | Time: 4926 ms
[2021-09-29 14:16:11	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311664 | val_loss: 0.0311815 | Time: 4711.19 ms
[2021-09-29 14:16:17	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311665 | val_loss: 0.0311776 | Time: 5109.16 ms
[2021-09-29 14:16:22	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311671 | val_loss: 0.0311777 | Time: 4917.86 ms
[2021-09-29 14:16:26	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311668 | val_loss: 0.0311778 | Time: 4720.16 ms
[2021-09-29 14:16:31	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311665 | val_loss: 0.0311778 | Time: 4966.67 ms
[2021-09-29 14:16:36	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.031165 | val_loss: 0.0311768 | Time: 4579.88 ms
[2021-09-29 14:16:41	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311656 | val_loss: 0.0311758 | Time: 4802.88 ms
[2021-09-29 14:16:45	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311651 | val_loss: 0.0311791 | Time: 4791.52 ms
[2021-09-29 14:16:50	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311645 | val_loss: 0.0311771 | Time: 4723.62 ms
[2021-09-29 14:16:55	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311659 | val_loss: 0.0311761 | Time: 5006.2 ms
[2021-09-29 14:17:00	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311652 | val_loss: 0.0311768 | Time: 4832.12 ms
[2021-09-29 14:17:05	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311665 | val_loss: 0.0311763 | Time: 4921.89 ms
[2021-09-29 14:17:10	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311654 | val_loss: 0.0311783 | Time: 4812.18 ms
[2021-09-29 14:17:15	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311697 | val_loss: 0.0311801 | Time: 5132.42 ms
[2021-09-29 14:17:20	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311723 | val_loss: 0.031181 | Time: 4805.46 ms
[2021-09-29 14:17:25	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311712 | val_loss: 0.0311887 | Time: 5272.64 ms
[2021-09-29 14:17:30	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0318235 | val_loss: 0.031422 | Time: 4830.33 ms
[2021-09-29 14:17:35	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0401919 | val_loss: 0.0345748 | Time: 4977.41 ms
[2021-09-29 14:17:40	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0323034 | val_loss: 0.0314071 | Time: 4754.36 ms
[2021-09-29 14:17:44	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0314144 | val_loss: 0.0312901 | Time: 4732.21 ms
[2021-09-29 14:17:49	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312688 | val_loss: 0.0312545 | Time: 4779.01 ms
[2021-09-29 14:17:54	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312418 | val_loss: 0.0312351 | Time: 4936.41 ms
[2021-09-29 14:17:59	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.03123 | val_loss: 0.0312251 | Time: 4815.1 ms
[2021-09-29 14:18:04	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0312203 | val_loss: 0.0312181 | Time: 5401.59 ms
[2021-09-29 14:18:09	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312132 | val_loss: 0.0312102 | Time: 5143.17 ms
[2021-09-29 14:18:14	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.031206 | val_loss: 0.031205 | Time: 4963.81 ms
[2021-09-29 14:18:19	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312018 | val_loss: 0.031202 | Time: 4976.09 ms
[2021-09-29 14:18:25	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311984 | val_loss: 0.0312011 | Time: 6102.54 ms
[2021-09-29 14:18:32	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311957 | val_loss: 0.0311982 | Time: 6548.34 ms
[2021-09-29 14:18:37	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311944 | val_loss: 0.0311969 | Time: 5308.47 ms
[2021-09-29 14:18:42	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311942 | val_loss: 0.0311958 | Time: 4908.65 ms
[2021-09-29 14:18:47	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311925 | val_loss: 0.0311964 | Time: 4916.99 ms
[2021-09-29 14:18:52	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311907 | val_loss: 0.0311941 | Time: 4963.15 ms
[2021-09-29 14:18:57	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311902 | val_loss: 0.0311923 | Time: 4749.24 ms
[2021-09-29 14:19:02	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311887 | val_loss: 0.031192 | Time: 4786.79 ms
[2021-09-29 14:19:06	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311865 | val_loss: 0.0311911 | Time: 4841.6 ms
[2021-09-29 14:19:11	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311858 | val_loss: 0.0311912 | Time: 4874.57 ms
[2021-09-29 14:19:16	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311851 | val_loss: 0.0311908 | Time: 4809.77 ms
[2021-09-29 14:19:21	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311838 | val_loss: 0.0311899 | Time: 4728.27 ms
[2021-09-29 14:19:26	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.031183 | val_loss: 0.0311882 | Time: 5256.06 ms
[2021-09-29 14:19:31	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311818 | val_loss: 0.0311865 | Time: 4744.81 ms
[2021-09-29 14:19:36	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311813 | val_loss: 0.0311872 | Time: 5515.97 ms
[2021-09-29 14:19:41	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311808 | val_loss: 0.0311854 | Time: 4937.28 ms
[2021-09-29 14:19:46	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311804 | val_loss: 0.0311853 | Time: 4904.97 ms
[2021-09-29 14:19:51	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311793 | val_loss: 0.0311864 | Time: 4682.82 ms
[2021-09-29 14:19:56	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311802 | val_loss: 0.0311841 | Time: 4882.85 ms
[2021-09-29 14:20:01	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311793 | val_loss: 0.0311851 | Time: 4781.56 ms
[2021-09-29 14:20:06	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311795 | val_loss: 0.0311852 | Time: 4944.92 ms
[2021-09-29 14:20:10	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311791 | val_loss: 0.0311848 | Time: 4802.27 ms
[2021-09-29 14:20:15	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311788 | val_loss: 0.0311839 | Time: 4868.57 ms
[2021-09-29 14:20:20	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311784 | val_loss: 0.031183 | Time: 4916.42 ms
[2021-09-29 14:20:25	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311791 | val_loss: 0.031186 | Time: 4892.95 ms
[2021-09-29 14:20:30	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311781 | val_loss: 0.0311836 | Time: 4940.13 ms
[2021-09-29 14:20:35	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311771 | val_loss: 0.0311832 | Time: 4835.81 ms
[2021-09-29 14:20:40	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311768 | val_loss: 0.0311839 | Time: 5163.9 ms
[2021-09-29 14:20:45	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311775 | val_loss: 0.0311826 | Time: 4949.5 ms
[2021-09-29 14:20:50	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311768 | val_loss: 0.0311872 | Time: 4832.17 ms
[2021-09-29 14:20:55	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311772 | val_loss: 0.0311817 | Time: 4900.03 ms
[2021-09-29 14:21:00	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311756 | val_loss: 0.0311824 | Time: 4729.07 ms
[2021-09-29 14:21:04	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311753 | val_loss: 0.0311821 | Time: 4814.96 ms
[2021-09-29 14:21:09	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311756 | val_loss: 0.0311816 | Time: 4745.8 ms
[2021-09-29 14:21:14	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311744 | val_loss: 0.0311812 | Time: 4844.02 ms
[2021-09-29 14:21:19	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311739 | val_loss: 0.031181 | Time: 4766.13 ms
[2021-09-29 14:21:24	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311736 | val_loss: 0.0311817 | Time: 4816.28 ms
[2021-09-29 14:21:28	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311732 | val_loss: 0.0311806 | Time: 4825.02 ms
[2021-09-29 14:21:33	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311732 | val_loss: 0.031182 | Time: 5021.95 ms
[2021-09-29 14:21:38	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311736 | val_loss: 0.031182 | Time: 4873.83 ms
[2021-09-29 14:21:43	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311734 | val_loss: 0.0311821 | Time: 4803.18 ms
[2021-09-29 14:21:48	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311732 | val_loss: 0.0311825 | Time: 5380.39 ms
[2021-09-29 14:21:53	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311737 | val_loss: 0.0311818 | Time: 4895.1 ms
[2021-09-29 14:21:58	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031174 | val_loss: 0.0311821 | Time: 4900.51 ms
[2021-09-29 14:22:03	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311735 | val_loss: 0.0311816 | Time: 4721.73 ms
[2021-09-29 14:22:08	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.031174 | val_loss: 0.0311831 | Time: 4819.19 ms
[2021-09-29 14:22:13	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311793 | val_loss: 0.0311898 | Time: 4827.58 ms
[2021-09-29 14:22:17	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311741 | val_loss: 0.0311813 | Time: 4756.8 ms
[2021-09-29 14:22:22	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311733 | val_loss: 0.031181 | Time: 4700.78 ms
[2021-09-29 14:22:27	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311716 | val_loss: 0.0311811 | Time: 5108.28 ms
[2021-09-29 14:22:32	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.031172 | val_loss: 0.0311819 | Time: 4794.49 ms
[2021-09-29 14:22:37	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311713 | val_loss: 0.0311809 | Time: 4747.21 ms
[2021-09-29 14:22:41	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311707 | val_loss: 0.0311817 | Time: 4641.78 ms
[2021-09-29 14:22:47	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311718 | val_loss: 0.0311822 | Time: 5432.85 ms
[2021-09-29 14:22:52	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311712 | val_loss: 0.0311804 | Time: 5376.54 ms
[2021-09-29 14:22:57	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311712 | val_loss: 0.0311816 | Time: 5170.01 ms
[2021-09-29 14:23:02	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311708 | val_loss: 0.0311833 | Time: 5016.16 ms
[2021-09-29 14:23:08	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311722 | val_loss: 0.031182 | Time: 5025.49 ms
[2021-09-29 14:23:13	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311721 | val_loss: 0.0311829 | Time: 5074.38 ms
[2021-09-29 14:23:18	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311726 | val_loss: 0.031181 | Time: 5036.45 ms
[2021-09-29 14:23:23	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.031172 | val_loss: 0.0311824 | Time: 4963.06 ms
[2021-09-29 14:23:28	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311709 | val_loss: 0.0311831 | Time: 5044.27 ms
[2021-09-29 14:23:32	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311708 | val_loss: 0.0311811 | Time: 4808.22 ms
[2021-09-29 14:23:37	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311705 | val_loss: 0.0311821 | Time: 4863.03 ms
[2021-09-29 14:23:42	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311734 | val_loss: 0.0311806 | Time: 4718.11 ms
[2021-09-29 14:23:47	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311709 | val_loss: 0.0311927 | Time: 4865.03 ms
[2021-09-29 14:23:52	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311716 | val_loss: 0.0311821 | Time: 4932.87 ms
[2021-09-29 14:23:57	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.031169 | val_loss: 0.0311806 | Time: 5034.76 ms
[2021-09-29 14:24:02	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311715 | val_loss: 0.0311815 | Time: 5470.29 ms
[2021-09-29 14:24:08	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311692 | val_loss: 0.0311812 | Time: 5240.87 ms
[2021-09-29 14:24:13	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311716 | val_loss: 0.0311825 | Time: 5068.74 ms
[2021-09-29 14:24:18	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311703 | val_loss: 0.0311829 | Time: 5212.41 ms
[2021-09-29 14:24:23	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311707 | val_loss: 0.0311831 | Time: 4938.47 ms
[2021-09-29 14:24:28	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311747 | val_loss: 0.0311804 | Time: 4845.31 ms
[2021-09-29 14:24:32	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.03117 | val_loss: 0.0311801 | Time: 4712.84 ms
[2021-09-29 14:24:37	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311691 | val_loss: 0.0311818 | Time: 4963.87 ms
[2021-09-29 14:24:42	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311713 | val_loss: 0.0311848 | Time: 4677.97 ms
[2021-09-29 14:24:47	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311699 | val_loss: 0.03118 | Time: 4988.15 ms
[2021-09-29 14:24:47	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.03118
[2021-09-29 14:24:47	                main:603]	:	INFO	:	Saving end state to config to file
[2021-09-29 14:24:47	                main:608]	:	INFO	:	Success, exiting..
14:24:47 (780): 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)