Task 6921819

Name ParityMachine-1627975455-30414-3_1
Workunit 4533205
Created 26 Aug 2021, 14:28:05 UTC
Sent 26 Aug 2021, 15:39:49 UTC
Report deadline 2 Sep 2021, 15:39:49 UTC
Received 30 Aug 2021, 10:33:18 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 7556
Run time 43 min 16 sec
CPU time 42 min 6 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 5,158.80 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.33 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.7</core_client_version>
<![CDATA[
<stderr_txt>
         load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-08-30 09:17:32	                main:494]	:	INFO	:	Creating Model
[2021-08-30 09:17:32	                main:507]	:	INFO	:	Preparing config file
[2021-08-30 09:17:32	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-08-30 09:17:32	                main:512]	:	INFO	:	Loading config
[2021-08-30 09:17:32	                main:514]	:	INFO	:	Loading state
[2021-08-30 09:17:33	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-08-30 09:17:33	                main:562]	:	INFO	:	Starting Training
[2021-08-30 09:17:34	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0315878 | val_loss: 0.0312459 | Time: 1365.88 ms
[2021-08-30 09:17:35	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312126 | val_loss: 0.0311963 | Time: 1140.89 ms
[2021-08-30 09:17:36	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311772 | val_loss: 0.031173 | Time: 1146.08 ms
[2021-08-30 09:17:38	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311714 | val_loss: 0.0311689 | Time: 1159.35 ms
[2021-08-30 09:17:39	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311655 | val_loss: 0.0311658 | Time: 1149.93 ms
[2021-08-30 09:17:40	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311647 | val_loss: 0.031165 | Time: 1180.32 ms
[2021-08-30 09:17:41	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311649 | val_loss: 0.0311657 | Time: 1166.87 ms
[2021-08-30 09:17:42	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311649 | val_loss: 0.0311652 | Time: 1176.65 ms
[2021-08-30 09:17:43	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311637 | val_loss: 0.0311674 | Time: 1156.46 ms
[2021-08-30 09:17:45	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311647 | val_loss: 0.0311692 | Time: 1164.81 ms
[2021-08-30 09:17:46	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311646 | val_loss: 0.0311653 | Time: 1173.35 ms
[2021-08-30 09:17:47	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311627 | val_loss: 0.0311651 | Time: 1166.57 ms
[2021-08-30 09:17:48	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311633 | val_loss: 0.0311641 | Time: 1153.81 ms
[2021-08-30 09:17:49	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311624 | val_loss: 0.031165 | Time: 1166.89 ms
[2021-08-30 09:17:50	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311622 | val_loss: 0.0311669 | Time: 1169.36 ms
[2021-08-30 09:17:52	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311621 | val_loss: 0.0311638 | Time: 1155.54 ms
[2021-08-30 09:17:53	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311611 | val_loss: 0.0311639 | Time: 1154.41 ms
[2021-08-30 09:17:54	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311605 | val_loss: 0.0311646 | Time: 1152.1 ms
[2021-08-30 09:17:55	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311589 | val_loss: 0.0311637 | Time: 1178.31 ms
[2021-08-30 09:17:56	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311582 | val_loss: 0.0311661 | Time: 1174.61 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 SUPER)
[2021-08-30 12:12:58	                main:435]	:	INFO	:	Set logging level to 1
[2021-08-30 12:12:58	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-08-30 12:12:58	                main:444]	:	INFO	:	Resolving all filenames
[2021-08-30 12:12:58	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-08-30 12:12:58	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627975455-30414-3_1_r684859068_1 (exists = 1)
[2021-08-30 12:12:58	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627975455-30414-3_1_r684859068_0 (exists = 0)
[2021-08-30 12:12:58	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627975455-30414-3 (exists = 1)
[2021-08-30 12:12:58	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-08-30 12:12:58	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-08-30 12:12:58	                main:474]	:	INFO	:	Configuration: 
[2021-08-30 12:12:58	                main:475]	:	INFO	:	    Model type: GRU
[2021-08-30 12:12:58	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-08-30 12:12:58	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-08-30 12:12:58	                main:478]	:	INFO	:	    Batch Size: 128
[2021-08-30 12:12:58	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-08-30 12:12:58	                main:480]	:	INFO	:	    Patience: 10
[2021-08-30 12:12:58	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-08-30 12:12:58	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-08-30 12:12:58	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-08-30 12:12:58	                main:484]	:	INFO	:	    # Threads: 1
[2021-08-30 12:12:58	                main:486]	:	INFO	:	Preparing Dataset
[2021-08-30 12:12:58	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:12:58	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:12:59	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-08-30 12:12:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:12:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:12:59	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-08-30 12:12:59	                main:494]	:	INFO	:	Creating Model
[2021-08-30 12:12:59	                main:507]	:	INFO	:	Preparing config file
[2021-08-30 12:12:59	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-08-30 12:12:59	                main:512]	:	INFO	:	Loading config
[2021-08-30 12:12:59	                main:514]	:	INFO	:	Loading state
[2021-08-30 12:13:00	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-08-30 12:13:00	                main:562]	:	INFO	:	Starting Training
[2021-08-30 12:13:02	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0317149 | val_loss: 0.0312866 | Time: 1446.47 ms
[2021-08-30 12:13:03	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312337 | val_loss: 0.0312048 | Time: 1137.89 ms
[2021-08-30 12:13:04	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311793 | val_loss: 0.031172 | Time: 1144.32 ms
[2021-08-30 12:13:05	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311687 | val_loss: 0.0311711 | Time: 1151.61 ms
[2021-08-30 12:13:06	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311665 | val_loss: 0.0311676 | Time: 1165.01 ms
[2021-08-30 12:13:07	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311663 | val_loss: 0.0311693 | Time: 1173.07 ms
[2021-08-30 12:13:09	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311656 | val_loss: 0.0311673 | Time: 1174.92 ms
[2021-08-30 12:13:10	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311647 | val_loss: 0.0311687 | Time: 1155 ms
[2021-08-30 12:13:11	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311649 | val_loss: 0.0311678 | Time: 1161.93 ms
[2021-08-30 12:13:12	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311646 | val_loss: 0.0311682 | Time: 1153.86 ms
[2021-08-30 12:13:13	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311656 | val_loss: 0.0311681 | Time: 1156.64 ms
[2021-08-30 12:13:14	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311649 | val_loss: 0.031167 | Time: 1157.4 ms
[2021-08-30 12:13:16	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311672 | val_loss: 0.0311705 | Time: 1145.66 ms
[2021-08-30 12:13:17	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311667 | val_loss: 0.0311696 | Time: 1149.16 ms
[2021-08-30 12:13:18	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311657 | val_loss: 0.0311667 | Time: 1140.33 ms
[2021-08-30 12:13:19	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311642 | val_loss: 0.031168 | Time: 1147.44 ms
[2021-08-30 12:13:20	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311641 | val_loss: 0.0311668 | Time: 1139.09 ms
[2021-08-30 12:13:21	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311628 | val_loss: 0.031165 | Time: 1147.31 ms
[2021-08-30 12:13:22	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311629 | val_loss: 0.0311661 | Time: 1173.45 ms
[2021-08-30 12:13:24	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311623 | val_loss: 0.0311652 | Time: 1166.99 ms
[2021-08-30 12:13:25	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311613 | val_loss: 0.0311651 | Time: 1140.85 ms
[2021-08-30 12:13:26	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311616 | val_loss: 0.0311635 | Time: 1143 ms
[2021-08-30 12:13:27	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311602 | val_loss: 0.0311635 | Time: 1147.81 ms
[2021-08-30 12:13:28	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311603 | val_loss: 0.0311641 | Time: 1138.05 ms
[2021-08-30 12:13:29	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311599 | val_loss: 0.0311641 | Time: 1154.66 ms
[2021-08-30 12:13:31	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311609 | val_loss: 0.0311683 | Time: 1138.45 ms
[2021-08-30 12:13:32	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311596 | val_loss: 0.0311642 | Time: 1135.55 ms
[2021-08-30 12:13:33	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311586 | val_loss: 0.031164 | Time: 1135.27 ms
[2021-08-30 12:13:34	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311583 | val_loss: 0.0311652 | Time: 1140.52 ms
[2021-08-30 12:13:35	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311601 | val_loss: 0.0311676 | Time: 1147.94 ms
[2021-08-30 12:13:36	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311598 | val_loss: 0.0311655 | Time: 1157.58 ms
[2021-08-30 12:13:37	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311582 | val_loss: 0.0311637 | Time: 1151.31 ms
[2021-08-30 12:13:39	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311574 | val_loss: 0.0311645 | Time: 1149.35 ms
[2021-08-30 12:13:40	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031157 | val_loss: 0.0311632 | Time: 1187.62 ms
[2021-08-30 12:13:41	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311575 | val_loss: 0.0311618 | Time: 1174.24 ms
[2021-08-30 12:13:42	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311563 | val_loss: 0.0311638 | Time: 1166.79 ms
[2021-08-30 12:13:43	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311589 | val_loss: 0.0311672 | Time: 1178.51 ms
[2021-08-30 12:13:44	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311623 | val_loss: 0.0311648 | Time: 1163.2 ms
[2021-08-30 12:13:46	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311566 | val_loss: 0.0311626 | Time: 1160.13 ms
[2021-08-30 12:13:47	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311569 | val_loss: 0.0311626 | Time: 1172.11 ms
[2021-08-30 12:13:48	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311562 | val_loss: 0.031161 | Time: 1186.76 ms
[2021-08-30 12:13:49	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.031155 | val_loss: 0.0311592 | Time: 1153.71 ms
[2021-08-30 12:13:50	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311556 | val_loss: 0.0311583 | Time: 1144.84 ms
[2021-08-30 12:13:51	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311545 | val_loss: 0.0311599 | Time: 1142.25 ms
[2021-08-30 12:13:53	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311537 | val_loss: 0.0311588 | Time: 1146.99 ms
[2021-08-30 12:13:54	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031155 | val_loss: 0.0311601 | Time: 1145.45 ms
[2021-08-30 12:13:55	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311541 | val_loss: 0.0311576 | Time: 1143.78 ms
[2021-08-30 12:13:56	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311551 | val_loss: 0.0311595 | Time: 1145.06 ms
[2021-08-30 12:13:57	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.031157 | val_loss: 0.0311609 | Time: 1139.48 ms
[2021-08-30 12:13:58	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311563 | val_loss: 0.0311616 | Time: 1253.8 ms
[2021-08-30 12:14:00	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311559 | val_loss: 0.0311598 | Time: 1162.92 ms
[2021-08-30 12:14:01	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311558 | val_loss: 0.0311617 | Time: 1207.85 ms
[2021-08-30 12:14:02	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311546 | val_loss: 0.0311601 | Time: 1163.48 ms
[2021-08-30 12:14:03	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311612 | val_loss: 0.0311797 | Time: 1165.7 ms
[2021-08-30 12:14:04	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311639 | val_loss: 0.0311634 | Time: 1169.76 ms
[2021-08-30 12:14:05	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311608 | val_loss: 0.0311643 | Time: 1162.46 ms
[2021-08-30 12:14:07	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311602 | val_loss: 0.0311649 | Time: 1156.29 ms
[2021-08-30 12:14:08	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.031165 | val_loss: 0.0311684 | Time: 1161.38 ms
[2021-08-30 12:14:09	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311687 | val_loss: 0.0311676 | Time: 1147.75 ms
[2021-08-30 12:14:10	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311717 | val_loss: 0.0311742 | Time: 1140.52 ms
[2021-08-30 12:14:11	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311714 | val_loss: 0.0311713 | Time: 1152.86 ms
[2021-08-30 12:14:12	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311673 | val_loss: 0.0311728 | Time: 1147.42 ms
[2021-08-30 12:14:14	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311658 | val_loss: 0.0311694 | Time: 1163.76 ms
[2021-08-30 12:14:15	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311654 | val_loss: 0.0311679 | Time: 1159.38 ms
[2021-08-30 12:14:16	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311665 | val_loss: 0.0311728 | Time: 1174.14 ms
[2021-08-30 12:14:17	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311645 | val_loss: 0.0311691 | Time: 1152.43 ms
[2021-08-30 12:14:18	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311641 | val_loss: 0.0311697 | Time: 1173.72 ms
[2021-08-30 12:14:19	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311635 | val_loss: 0.0311687 | Time: 1158.26 ms
[2021-08-30 12:14:21	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311634 | val_loss: 0.0311683 | Time: 1149.77 ms
[2021-08-30 12:14:22	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311627 | val_loss: 0.0311697 | Time: 1175.05 ms
[2021-08-30 12:14:23	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311625 | val_loss: 0.0311685 | Time: 1166.29 ms
[2021-08-30 12:14:24	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311622 | val_loss: 0.0311684 | Time: 1161.33 ms
[2021-08-30 12:14:25	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311624 | val_loss: 0.0311698 | Time: 1161.3 ms
[2021-08-30 12:14:26	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311614 | val_loss: 0.031169 | Time: 1158.38 ms
[2021-08-30 12:14:28	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311639 | val_loss: 0.031171 | Time: 1161.13 ms
[2021-08-30 12:14:29	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311656 | val_loss: 0.0311725 | Time: 1147.01 ms
[2021-08-30 12:14:30	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311621 | val_loss: 0.0311675 | Time: 1153.49 ms
[2021-08-30 12:14:31	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311617 | val_loss: 0.0311706 | Time: 1179.01 ms
[2021-08-30 12:14:32	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311609 | val_loss: 0.0311689 | Time: 1158.44 ms
[2021-08-30 12:14:33	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311606 | val_loss: 0.0311688 | Time: 1166.9 ms
[2021-08-30 12:14:34	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311616 | val_loss: 0.0311718 | Time: 1150.69 ms
[2021-08-30 12:14:36	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311645 | val_loss: 0.0311684 | Time: 1152.95 ms
[2021-08-30 12:14:37	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311622 | val_loss: 0.0311708 | Time: 1155.27 ms
[2021-08-30 12:14:38	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311605 | val_loss: 0.0311688 | Time: 1156.54 ms
[2021-08-30 12:14:39	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031163 | val_loss: 0.0311692 | Time: 1161.88 ms
[2021-08-30 12:14:40	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311701 | val_loss: 0.0311736 | Time: 1150.66 ms
[2021-08-30 12:14:41	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311642 | val_loss: 0.0311679 | Time: 1151.02 ms
[2021-08-30 12:14:43	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311621 | val_loss: 0.0311673 | Time: 1156.29 ms
[2021-08-30 12:14:44	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311627 | val_loss: 0.0311706 | Time: 1164.99 ms
[2021-08-30 12:14:45	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311618 | val_loss: 0.031168 | Time: 1159.73 ms
[2021-08-30 12:14:46	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311602 | val_loss: 0.0311671 | Time: 1146.11 ms
[2021-08-30 12:14:47	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311622 | val_loss: 0.0311664 | Time: 1153.83 ms
[2021-08-30 12:14:48	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311617 | val_loss: 0.0311678 | Time: 1181.3 ms
[2021-08-30 12:14:50	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311616 | val_loss: 0.031167 | Time: 1183.4 ms
[2021-08-30 12:14:51	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311607 | val_loss: 0.031165 | Time: 1179.77 ms
[2021-08-30 12:14:52	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.031161 | val_loss: 0.0311666 | Time: 1178.7 ms
[2021-08-30 12:14:53	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311603 | val_loss: 0.0311664 | Time: 1179 ms
[2021-08-30 12:14:54	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311598 | val_loss: 0.0311641 | Time: 1176.92 ms
[2021-08-30 12:14:55	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311602 | val_loss: 0.0311645 | Time: 1157.98 ms
[2021-08-30 12:14:57	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311597 | val_loss: 0.0311655 | Time: 1153.72 ms
[2021-08-30 12:14:58	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311597 | val_loss: 0.0311664 | Time: 1143.82 ms
[2021-08-30 12:14:59	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311601 | val_loss: 0.0311641 | Time: 1152.96 ms
[2021-08-30 12:15:00	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311587 | val_loss: 0.031164 | Time: 1177.2 ms
[2021-08-30 12:15:01	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311595 | val_loss: 0.0311642 | Time: 1157.11 ms
[2021-08-30 12:15:02	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311587 | val_loss: 0.0311624 | Time: 1149.6 ms
[2021-08-30 12:15:04	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311593 | val_loss: 0.0311659 | Time: 1150.5 ms
[2021-08-30 12:15:05	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311598 | val_loss: 0.0311636 | Time: 1151.86 ms
[2021-08-30 12:15:06	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.031159 | val_loss: 0.0311648 | Time: 1157.03 ms
[2021-08-30 12:15:07	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311588 | val_loss: 0.0311641 | Time: 1172.82 ms
[2021-08-30 12:15:08	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311596 | val_loss: 0.0311662 | Time: 1173.8 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 SUPER)
[2021-08-30 12:26:39	                main:435]	:	INFO	:	Set logging level to 1
[2021-08-30 12:26:39	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-08-30 12:26:39	                main:444]	:	INFO	:	Resolving all filenames
[2021-08-30 12:26:39	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-08-30 12:26:39	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627975455-30414-3_1_r684859068_1 (exists = 1)
[2021-08-30 12:26:39	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627975455-30414-3_1_r684859068_0 (exists = 0)
[2021-08-30 12:26:39	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1627975455-30414-3 (exists = 1)
[2021-08-30 12:26:39	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-08-30 12:26:39	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-08-30 12:26:39	                main:474]	:	INFO	:	Configuration: 
[2021-08-30 12:26:39	                main:475]	:	INFO	:	    Model type: GRU
[2021-08-30 12:26:39	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-08-30 12:26:39	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-08-30 12:26:39	                main:478]	:	INFO	:	    Batch Size: 128
[2021-08-30 12:26:39	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-08-30 12:26:39	                main:480]	:	INFO	:	    Patience: 10
[2021-08-30 12:26:39	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-08-30 12:26:39	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-08-30 12:26:39	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-08-30 12:26:39	                main:484]	:	INFO	:	    # Threads: 1
[2021-08-30 12:26:39	                main:486]	:	INFO	:	Preparing Dataset
[2021-08-30 12:26:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:26:39	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:26:41	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-08-30 12:26:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:26:41	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-08-30 12:26:41	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-08-30 12:26:41	                main:494]	:	INFO	:	Creating Model
[2021-08-30 12:26:41	                main:507]	:	INFO	:	Preparing config file
[2021-08-30 12:26:41	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-08-30 12:26:41	                main:512]	:	INFO	:	Loading config
[2021-08-30 12:26:41	                main:514]	:	INFO	:	Loading state
[2021-08-30 12:26:42	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-08-30 12:26:42	                main:562]	:	INFO	:	Starting Training
[2021-08-30 12:26:43	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0316902 | val_loss: 0.0313294 | Time: 1356.99 ms
[2021-08-30 12:26:44	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0312354 | val_loss: 0.0311909 | Time: 1150.58 ms
[2021-08-30 12:26:45	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311785 | val_loss: 0.0311723 | Time: 1140.03 ms
[2021-08-30 12:26:46	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311674 | val_loss: 0.0311696 | Time: 1141.52 ms
[2021-08-30 12:26:48	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311673 | val_loss: 0.0311667 | Time: 1171.79 ms
[2021-08-30 12:26:49	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311651 | val_loss: 0.0311677 | Time: 1151.75 ms
[2021-08-30 12:26:50	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311631 | val_loss: 0.0311657 | Time: 1163.65 ms
[2021-08-30 12:26:51	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311631 | val_loss: 0.0311669 | Time: 1174.87 ms
[2021-08-30 12:26:52	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311642 | val_loss: 0.0311652 | Time: 1162.14 ms
[2021-08-30 12:26:53	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031163 | val_loss: 0.0311654 | Time: 1171.64 ms
[2021-08-30 12:26:55	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311633 | val_loss: 0.0311657 | Time: 1156.2 ms
[2021-08-30 12:26:56	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311642 | val_loss: 0.0311681 | Time: 1136.5 ms
[2021-08-30 12:26:57	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311621 | val_loss: 0.0311659 | Time: 1153.62 ms
[2021-08-30 12:26:58	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311634 | val_loss: 0.0311672 | Time: 1160.78 ms
[2021-08-30 12:26:59	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311614 | val_loss: 0.0311671 | Time: 1140.05 ms
[2021-08-30 12:27:00	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311621 | val_loss: 0.031166 | Time: 1168.5 ms
[2021-08-30 12:27:01	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311612 | val_loss: 0.0311686 | Time: 1165.23 ms
[2021-08-30 12:27:03	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311607 | val_loss: 0.0311657 | Time: 1160.3 ms
[2021-08-30 12:27:04	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311606 | val_loss: 0.0311675 | Time: 1177.59 ms
[2021-08-30 12:27:05	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311599 | val_loss: 0.0311651 | Time: 1170.74 ms
[2021-08-30 12:27:06	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311605 | val_loss: 0.031163 | Time: 1141.7 ms
[2021-08-30 12:27:07	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311603 | val_loss: 0.031167 | Time: 1145.77 ms
[2021-08-30 12:27:08	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311627 | val_loss: 0.0311675 | Time: 1134.65 ms
[2021-08-30 12:27:10	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311628 | val_loss: 0.0311684 | Time: 1134.57 ms
[2021-08-30 12:27:11	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311623 | val_loss: 0.0311662 | Time: 1144.13 ms
[2021-08-30 12:27:12	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311619 | val_loss: 0.0311657 | Time: 1159.82 ms
[2021-08-30 12:27:13	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311625 | val_loss: 0.0311728 | Time: 1136.67 ms
[2021-08-30 12:27:14	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311653 | val_loss: 0.0311754 | Time: 1138.72 ms
[2021-08-30 12:27:15	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311639 | val_loss: 0.0311691 | Time: 1137.42 ms
[2021-08-30 12:27:16	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.031162 | val_loss: 0.031167 | Time: 1137.72 ms
[2021-08-30 12:27:18	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311611 | val_loss: 0.0311679 | Time: 1143.15 ms
[2021-08-30 12:27:19	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311607 | val_loss: 0.0311656 | Time: 1145.25 ms
[2021-08-30 12:27:20	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311621 | val_loss: 0.0311716 | Time: 1161.13 ms
[2021-08-30 12:27:21	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.031165 | val_loss: 0.031169 | Time: 1175.27 ms
[2021-08-30 12:27:22	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031163 | val_loss: 0.0311678 | Time: 1167.45 ms
[2021-08-30 12:27:23	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311613 | val_loss: 0.031166 | Time: 1166.61 ms
[2021-08-30 12:27:25	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311615 | val_loss: 0.0311657 | Time: 1169.2 ms
[2021-08-30 12:27:26	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311606 | val_loss: 0.0311658 | Time: 1175.62 ms
[2021-08-30 12:27:27	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311612 | val_loss: 0.0311638 | Time: 1174.44 ms
[2021-08-30 12:27:28	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311616 | val_loss: 0.031163 | Time: 1162.9 ms
[2021-08-30 12:27:29	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311615 | val_loss: 0.0311642 | Time: 1159.68 ms
[2021-08-30 12:27:30	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311616 | val_loss: 0.0311621 | Time: 1145.97 ms
[2021-08-30 12:27:32	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311629 | val_loss: 0.0311635 | Time: 1143.38 ms
[2021-08-30 12:27:33	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311599 | val_loss: 0.0311646 | Time: 1148.39 ms
[2021-08-30 12:27:34	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311587 | val_loss: 0.0311637 | Time: 1148.42 ms
[2021-08-30 12:27:35	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311588 | val_loss: 0.0311646 | Time: 1137.71 ms
[2021-08-30 12:27:36	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.031159 | val_loss: 0.0311631 | Time: 1147.49 ms
[2021-08-30 12:27:37	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311574 | val_loss: 0.0311615 | Time: 1147.05 ms
[2021-08-30 12:27:38	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311572 | val_loss: 0.0311631 | Time: 1150.7 ms
[2021-08-30 12:27:40	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311573 | val_loss: 0.0311623 | Time: 1225.61 ms
[2021-08-30 12:27:41	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311565 | val_loss: 0.0311637 | Time: 1181.1 ms
[2021-08-30 12:27:42	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311564 | val_loss: 0.031164 | Time: 1265.11 ms
[2021-08-30 12:27:43	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311569 | val_loss: 0.0311652 | Time: 1206.34 ms
[2021-08-30 12:27:45	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311566 | val_loss: 0.0311604 | Time: 1264.67 ms
[2021-08-30 12:27:46	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311549 | val_loss: 0.0311617 | Time: 1244.06 ms
[2021-08-30 12:27:47	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311544 | val_loss: 0.0311623 | Time: 1218.05 ms
[2021-08-30 12:27:48	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311553 | val_loss: 0.0311609 | Time: 1227.89 ms
[2021-08-30 12:27:50	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311544 | val_loss: 0.0311622 | Time: 1253.71 ms
[2021-08-30 12:27:51	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311542 | val_loss: 0.0311625 | Time: 1218.8 ms
[2021-08-30 12:27:52	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031157 | val_loss: 0.0311629 | Time: 1191.66 ms
[2021-08-30 12:27:53	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311553 | val_loss: 0.0311636 | Time: 1202.28 ms
[2021-08-30 12:27:54	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311549 | val_loss: 0.0311648 | Time: 1180.68 ms
[2021-08-30 12:27:56	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311556 | val_loss: 0.0311642 | Time: 1201.16 ms
[2021-08-30 12:27:57	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311526 | val_loss: 0.0311631 | Time: 1198.18 ms
[2021-08-30 12:27:58	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311517 | val_loss: 0.031162 | Time: 1228.91 ms
[2021-08-30 12:27:59	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311531 | val_loss: 0.0311638 | Time: 1206.33 ms
[2021-08-30 12:28:00	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311529 | val_loss: 0.0311594 | Time: 1238.28 ms
[2021-08-30 12:28:02	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311533 | val_loss: 0.0311615 | Time: 1231.46 ms
[2021-08-30 12:28:03	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311533 | val_loss: 0.0311615 | Time: 1227.91 ms
[2021-08-30 12:28:04	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311514 | val_loss: 0.0311591 | Time: 1218.81 ms
[2021-08-30 12:28:05	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311516 | val_loss: 0.0311597 | Time: 1223.48 ms
[2021-08-30 12:28:07	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311508 | val_loss: 0.0311593 | Time: 1206.47 ms
[2021-08-30 12:28:08	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311499 | val_loss: 0.0311583 | Time: 1208.73 ms
[2021-08-30 12:28:09	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311495 | val_loss: 0.0311596 | Time: 1201.16 ms
[2021-08-30 12:28:10	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311499 | val_loss: 0.0311591 | Time: 1200.05 ms
[2021-08-30 12:28:11	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311497 | val_loss: 0.0311601 | Time: 1203.27 ms
[2021-08-30 12:28:13	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311492 | val_loss: 0.031159 | Time: 1209.22 ms
[2021-08-30 12:28:14	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311506 | val_loss: 0.0311604 | Time: 1213.49 ms
[2021-08-30 12:28:15	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311498 | val_loss: 0.031158 | Time: 1213.59 ms
[2021-08-30 12:28:16	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311497 | val_loss: 0.0311597 | Time: 1203.86 ms
[2021-08-30 12:28:17	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311536 | val_loss: 0.031164 | Time: 1199.54 ms
[2021-08-30 12:28:19	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311572 | val_loss: 0.0311607 | Time: 1216.52 ms
[2021-08-30 12:28:20	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311544 | val_loss: 0.0311582 | Time: 1222.22 ms
[2021-08-30 12:28:21	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311534 | val_loss: 0.0311579 | Time: 1214.28 ms
[2021-08-30 12:28:22	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.031152 | val_loss: 0.0311581 | Time: 1211.88 ms
[2021-08-30 12:28:23	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311544 | val_loss: 0.0311648 | Time: 1203.54 ms
[2021-08-30 12:28:25	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311533 | val_loss: 0.0311594 | Time: 1206.54 ms
[2021-08-30 12:28:26	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311501 | val_loss: 0.0311578 | Time: 1215.53 ms
[2021-08-30 12:28:27	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031149 | val_loss: 0.0311598 | Time: 1222.58 ms
[2021-08-30 12:28:28	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311498 | val_loss: 0.0311592 | Time: 1219.73 ms
[2021-08-30 12:28:30	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.031151 | val_loss: 0.0311575 | Time: 1228.85 ms
[2021-08-30 12:28:31	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311499 | val_loss: 0.0311578 | Time: 1233.63 ms
[2021-08-30 12:28:32	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311492 | val_loss: 0.0311572 | Time: 1256.86 ms
[2021-08-30 12:28:33	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311487 | val_loss: 0.0311578 | Time: 1292.53 ms
[2021-08-30 12:28:35	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311498 | val_loss: 0.031165 | Time: 1274.28 ms
[2021-08-30 12:28:36	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311502 | val_loss: 0.0311565 | Time: 1251.77 ms
[2021-08-30 12:28:37	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031151 | val_loss: 0.0311587 | Time: 1228.49 ms
[2021-08-30 12:28:38	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311513 | val_loss: 0.0311577 | Time: 1208.58 ms
[2021-08-30 12:28:40	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311514 | val_loss: 0.0311619 | Time: 1202.78 ms
[2021-08-30 12:28:41	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311516 | val_loss: 0.0311584 | Time: 1208.03 ms
[2021-08-30 12:28:42	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311505 | val_loss: 0.0311563 | Time: 1203.67 ms
[2021-08-30 12:28:43	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311512 | val_loss: 0.0311636 | Time: 1213.71 ms
[2021-08-30 12:28:44	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311491 | val_loss: 0.0311589 | Time: 1204.58 ms
[2021-08-30 12:28:46	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311475 | val_loss: 0.0311559 | Time: 1205.57 ms
[2021-08-30 12:28:47	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311467 | val_loss: 0.0311594 | Time: 1207.79 ms
[2021-08-30 12:28:48	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311489 | val_loss: 0.0311572 | Time: 1216.58 ms
[2021-08-30 12:28:49	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311476 | val_loss: 0.0311558 | Time: 1240.86 ms
[2021-08-30 12:28:50	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311467 | val_loss: 0.0311541 | Time: 1214.74 ms
[2021-08-30 12:28:52	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311468 | val_loss: 0.0311541 | Time: 1237.62 ms
[2021-08-30 12:28:53	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031147 | val_loss: 0.031157 | Time: 1206.75 ms
[2021-08-30 12:28:54	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.031149 | val_loss: 0.0311576 | Time: 1221.8 ms
[2021-08-30 12:28:55	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311479 | val_loss: 0.0311533 | Time: 1219.28 ms
[2021-08-30 12:28:57	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311456 | val_loss: 0.031154 | Time: 1197.23 ms
[2021-08-30 12:28:58	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311465 | val_loss: 0.031153 | Time: 1212.69 ms
[2021-08-30 12:28:59	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311458 | val_loss: 0.0311534 | Time: 1194.03 ms
[2021-08-30 12:29:00	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311455 | val_loss: 0.0311526 | Time: 1225.73 ms
[2021-08-30 12:29:01	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311454 | val_loss: 0.0311549 | Time: 1207.61 ms
[2021-08-30 12:29:03	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.031147 | val_loss: 0.0311545 | Time: 1193.61 ms
[2021-08-30 12:29:04	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311445 | val_loss: 0.0311527 | Time: 1200.79 ms
[2021-08-30 12:29:05	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311457 | val_loss: 0.0311565 | Time: 1232.22 ms
[2021-08-30 12:29:06	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.031149 | val_loss: 0.0311553 | Time: 1230.16 ms
[2021-08-30 12:29:08	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311468 | val_loss: 0.0311592 | Time: 1233.73 ms
[2021-08-30 12:29:09	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311492 | val_loss: 0.0311553 | Time: 1230.41 ms
[2021-08-30 12:29:10	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311534 | val_loss: 0.0311631 | Time: 1240.62 ms
[2021-08-30 12:29:11	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311485 | val_loss: 0.031158 | Time: 1232 ms
[2021-08-30 12:29:12	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311462 | val_loss: 0.0311578 | Time: 1235.41 ms
[2021-08-30 12:29:14	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311466 | val_loss: 0.0311557 | Time: 1213.1 ms
[2021-08-30 12:29:15	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311476 | val_loss: 0.0311597 | Time: 1212.1 ms
[2021-08-30 12:29:16	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311487 | val_loss: 0.0311583 | Time: 1215.88 ms
[2021-08-30 12:29:17	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311467 | val_loss: 0.0311572 | Time: 1220.76 ms
[2021-08-30 12:29:19	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311477 | val_loss: 0.0311616 | Time: 1225.47 ms
[2021-08-30 12:29:20	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311489 | val_loss: 0.0311605 | Time: 1209.41 ms
[2021-08-30 12:29:21	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311479 | val_loss: 0.0311605 | Time: 1199.38 ms
[2021-08-30 12:29:22	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311459 | val_loss: 0.0311582 | Time: 1201.5 ms
[2021-08-30 12:29:23	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311463 | val_loss: 0.0311627 | Time: 1221.12 ms
[2021-08-30 12:29:25	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311487 | val_loss: 0.0311565 | Time: 1237.16 ms
[2021-08-30 12:29:26	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311466 | val_loss: 0.0311567 | Time: 1198.78 ms
[2021-08-30 12:29:27	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311453 | val_loss: 0.0311584 | Time: 1200.84 ms
[2021-08-30 12:29:28	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311469 | val_loss: 0.0311603 | Time: 1209.61 ms
[2021-08-30 12:29:29	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311465 | val_loss: 0.0311574 | Time: 1212.42 ms
[2021-08-30 12:29:31	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311456 | val_loss: 0.0311576 | Time: 1212.35 ms
[2021-08-30 12:29:32	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311454 | val_loss: 0.0311575 | Time: 1207 ms
[2021-08-30 12:29:33	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311442 | val_loss: 0.031154 | Time: 1209.53 ms
[2021-08-30 12:29:34	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311447 | val_loss: 0.0311547 | Time: 1203.27 ms
[2021-08-30 12:29:36	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311444 | val_loss: 0.0311556 | Time: 1202.66 ms
[2021-08-30 12:29:37	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311478 | val_loss: 0.0311608 | Time: 1206.75 ms
[2021-08-30 12:29:38	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311526 | val_loss: 0.0311612 | Time: 1224.92 ms
[2021-08-30 12:29:39	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311484 | val_loss: 0.0311552 | Time: 1216.56 ms
[2021-08-30 12:29:40	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311467 | val_loss: 0.0311562 | Time: 1268.44 ms
[2021-08-30 12:29:42	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311479 | val_loss: 0.031157 | Time: 1245.85 ms
[2021-08-30 12:29:43	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311491 | val_loss: 0.0311575 | Time: 1255.98 ms
[2021-08-30 12:29:44	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031147 | val_loss: 0.0311569 | Time: 1239.17 ms
[2021-08-30 12:29:45	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311445 | val_loss: 0.0311557 | Time: 1218.42 ms
[2021-08-30 12:29:47	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311452 | val_loss: 0.0311574 | Time: 1230.51 ms
[2021-08-30 12:29:48	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311439 | val_loss: 0.0311549 | Time: 1202.66 ms
[2021-08-30 12:29:49	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311441 | val_loss: 0.0311563 | Time: 1196.1 ms
[2021-08-30 12:29:50	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311435 | val_loss: 0.0311568 | Time: 1193.55 ms
[2021-08-30 12:29:51	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311441 | val_loss: 0.0311544 | Time: 1196.92 ms
[2021-08-30 12:29:53	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311462 | val_loss: 0.0311547 | Time: 1204.32 ms
[2021-08-30 12:29:54	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311483 | val_loss: 0.0311578 | Time: 1208.18 ms
[2021-08-30 12:29:55	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311467 | val_loss: 0.0311553 | Time: 1222.84 ms
[2021-08-30 12:29:56	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311464 | val_loss: 0.031155 | Time: 1231.48 ms
[2021-08-30 12:29:58	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311458 | val_loss: 0.0311553 | Time: 1235.48 ms
[2021-08-30 12:29:59	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311444 | val_loss: 0.0311549 | Time: 1228.15 ms
[2021-08-30 12:30:00	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311443 | val_loss: 0.0311552 | Time: 1248.15 ms
[2021-08-30 12:30:01	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311453 | val_loss: 0.0311544 | Time: 1243.94 ms
[2021-08-30 12:30:02	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311451 | val_loss: 0.0311546 | Time: 1221.42 ms
[2021-08-30 12:30:04	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311479 | val_loss: 0.0311572 | Time: 1214.58 ms
[2021-08-30 12:30:05	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311463 | val_loss: 0.0311603 | Time: 1225.25 ms
[2021-08-30 12:30:06	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311442 | val_loss: 0.0311543 | Time: 1207.81 ms
[2021-08-30 12:30:07	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311427 | val_loss: 0.0311528 | Time: 1191.72 ms
[2021-08-30 12:30:09	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311425 | val_loss: 0.0311531 | Time: 1211.02 ms
[2021-08-30 12:30:10	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311426 | val_loss: 0.0311527 | Time: 1199.35 ms
[2021-08-30 12:30:11	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311426 | val_loss: 0.0311519 | Time: 1191.03 ms
[2021-08-30 12:30:12	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311447 | val_loss: 0.0311602 | Time: 1198.78 ms
[2021-08-30 12:30:13	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311442 | val_loss: 0.0311508 | Time: 1213.25 ms
[2021-08-30 12:30:15	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311444 | val_loss: 0.0311532 | Time: 1222.59 ms
[2021-08-30 12:30:16	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311425 | val_loss: 0.0311518 | Time: 1241.45 ms
[2021-08-30 12:30:17	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311419 | val_loss: 0.0311519 | Time: 1235.63 ms
[2021-08-30 12:30:18	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311427 | val_loss: 0.0311517 | Time: 1253.89 ms
[2021-08-30 12:30:20	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311413 | val_loss: 0.0311516 | Time: 1248.23 ms
[2021-08-30 12:30:21	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311416 | val_loss: 0.031153 | Time: 1241.96 ms
[2021-08-30 12:30:22	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311422 | val_loss: 0.0311529 | Time: 1240.51 ms
[2021-08-30 12:30:23	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311417 | val_loss: 0.0311525 | Time: 1219.78 ms
[2021-08-30 12:30:25	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311428 | val_loss: 0.0311556 | Time: 1212.17 ms
[2021-08-30 12:30:26	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311414 | val_loss: 0.0311532 | Time: 1219.1 ms
[2021-08-30 12:30:27	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311421 | val_loss: 0.0311537 | Time: 1208.13 ms
[2021-08-30 12:30:28	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311437 | val_loss: 0.0311552 | Time: 1207.23 ms
[2021-08-30 12:30:29	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311456 | val_loss: 0.0311543 | Time: 1201.91 ms
[2021-08-30 12:30:31	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311458 | val_loss: 0.0311576 | Time: 1198.17 ms
[2021-08-30 12:30:32	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311491 | val_loss: 0.0311596 | Time: 1223.48 ms
[2021-08-30 12:30:33	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311476 | val_loss: 0.0311542 | Time: 1225.31 ms
[2021-08-30 12:30:34	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311465 | val_loss: 0.0311533 | Time: 1209.38 ms
[2021-08-30 12:30:35	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311448 | val_loss: 0.0311547 | Time: 1215.06 ms
[2021-08-30 12:30:37	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311448 | val_loss: 0.0311555 | Time: 1205.32 ms
[2021-08-30 12:30:38	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311456 | val_loss: 0.0311588 | Time: 1201.13 ms
[2021-08-30 12:30:39	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311443 | val_loss: 0.0311549 | Time: 1212.44 ms
[2021-08-30 12:30:40	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311445 | val_loss: 0.0311567 | Time: 1216.7 ms
[2021-08-30 12:30:41	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311425 | val_loss: 0.0311559 | Time: 1210.45 ms
[2021-08-30 12:30:43	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311432 | val_loss: 0.0311557 | Time: 1235.88 ms
[2021-08-30 12:30:44	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311422 | val_loss: 0.0311541 | Time: 1217.61 ms
[2021-08-30 12:30:45	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311418 | val_loss: 0.0311568 | Time: 1200.72 ms
[2021-08-30 12:30:46	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311415 | val_loss: 0.0311581 | Time: 1221.24 ms
[2021-08-30 12:30:48	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311415 | val_loss: 0.0311545 | Time: 1220.56 ms
[2021-08-30 12:30:49	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311402 | val_loss: 0.0311544 | Time: 1224.81 ms
[2021-08-30 12:30:50	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311407 | val_loss: 0.0311544 | Time: 1218.67 ms
[2021-08-30 12:30:51	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.031141 | val_loss: 0.031153 | Time: 1226.34 ms
[2021-08-30 12:30:53	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311406 | val_loss: 0.0311527 | Time: 1239.91 ms
[2021-08-30 12:30:54	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311391 | val_loss: 0.0311541 | Time: 1221.4 ms
[2021-08-30 12:30:55	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311395 | val_loss: 0.0311548 | Time: 1227.94 ms
[2021-08-30 12:30:56	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311391 | val_loss: 0.0311546 | Time: 1232.07 ms
[2021-08-30 12:30:57	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311391 | val_loss: 0.0311545 | Time: 1207.51 ms
[2021-08-30 12:30:59	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.031142 | val_loss: 0.0311588 | Time: 1211.03 ms
[2021-08-30 12:31:00	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311437 | val_loss: 0.0311537 | Time: 1227.13 ms
[2021-08-30 12:31:01	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311397 | val_loss: 0.0311537 | Time: 1225.7 ms
[2021-08-30 12:31:02	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311408 | val_loss: 0.0311564 | Time: 1205.74 ms
[2021-08-30 12:31:04	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311402 | val_loss: 0.031154 | Time: 1224.92 ms
[2021-08-30 12:31:05	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311418 | val_loss: 0.0311533 | Time: 1237.42 ms
[2021-08-30 12:31:06	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311423 | val_loss: 0.0311543 | Time: 1225.9 ms
[2021-08-30 12:31:07	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311426 | val_loss: 0.031151 | Time: 1229.96 ms
[2021-08-30 12:31:08	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311432 | val_loss: 0.0311537 | Time: 1232.87 ms
[2021-08-30 12:31:10	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311412 | val_loss: 0.0311518 | Time: 1237.64 ms
[2021-08-30 12:31:11	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311403 | val_loss: 0.0311522 | Time: 1220.53 ms
[2021-08-30 12:31:12	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311442 | val_loss: 0.0311544 | Time: 1230.66 ms
[2021-08-30 12:31:13	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311469 | val_loss: 0.0311551 | Time: 1234.37 ms
[2021-08-30 12:31:15	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311481 | val_loss: 0.0311539 | Time: 1202.62 ms
[2021-08-30 12:31:16	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311499 | val_loss: 0.0311611 | Time: 1203.48 ms
[2021-08-30 12:31:17	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311502 | val_loss: 0.0311537 | Time: 1209.35 ms
[2021-08-30 12:31:18	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.031149 | val_loss: 0.0311548 | Time: 1197.05 ms
[2021-08-30 12:31:19	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311489 | val_loss: 0.0311532 | Time: 1190.31 ms
[2021-08-30 12:31:21	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311477 | val_loss: 0.0311527 | Time: 1205.99 ms
[2021-08-30 12:31:22	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311507 | val_loss: 0.031158 | Time: 1195.07 ms
[2021-08-30 12:31:23	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311499 | val_loss: 0.0311537 | Time: 1224.93 ms
[2021-08-30 12:31:24	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311478 | val_loss: 0.0311524 | Time: 1214.04 ms
[2021-08-30 12:31:25	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311481 | val_loss: 0.031155 | Time: 1231.17 ms
[2021-08-30 12:31:27	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311474 | val_loss: 0.0311543 | Time: 1226.66 ms
[2021-08-30 12:31:28	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311465 | val_loss: 0.0311534 | Time: 1231.07 ms
[2021-08-30 12:31:29	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311455 | val_loss: 0.0311549 | Time: 1225.38 ms
[2021-08-30 12:31:30	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311457 | val_loss: 0.0311534 | Time: 1220.31 ms
[2021-08-30 12:31:32	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311449 | val_loss: 0.0311555 | Time: 1223.57 ms
[2021-08-30 12:31:33	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311443 | val_loss: 0.0311524 | Time: 1225.3 ms
[2021-08-30 12:31:34	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311439 | val_loss: 0.031153 | Time: 1219.27 ms
[2021-08-30 12:31:35	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311441 | val_loss: 0.0311559 | Time: 1211.17 ms
[2021-08-30 12:31:36	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311457 | val_loss: 0.0311578 | Time: 1208.56 ms
[2021-08-30 12:31:38	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.031149 | val_loss: 0.0311576 | Time: 1205.41 ms
[2021-08-30 12:31:39	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311534 | val_loss: 0.0311546 | Time: 1203.29 ms
[2021-08-30 12:31:40	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311527 | val_loss: 0.0311571 | Time: 1199.47 ms
[2021-08-30 12:31:41	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311521 | val_loss: 0.0311552 | Time: 1220.22 ms
[2021-08-30 12:31:43	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311504 | val_loss: 0.0311542 | Time: 1217.32 ms
[2021-08-30 12:31:44	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311498 | val_loss: 0.0311538 | Time: 1216.3 ms
[2021-08-30 12:31:45	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311501 | val_loss: 0.0311568 | Time: 1212.47 ms
[2021-08-30 12:31:46	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311499 | val_loss: 0.031156 | Time: 1200.03 ms
[2021-08-30 12:31:47	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311498 | val_loss: 0.0311571 | Time: 1214.91 ms
[2021-08-30 12:31:49	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311519 | val_loss: 0.0311546 | Time: 1212.92 ms
[2021-08-30 12:31:50	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311505 | val_loss: 0.0311537 | Time: 1218.55 ms
[2021-08-30 12:31:51	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311489 | val_loss: 0.0311533 | Time: 1204.81 ms
[2021-08-30 12:31:52	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0311484 | val_loss: 0.0311527 | Time: 1206.92 ms
[2021-08-30 12:31:53	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311481 | val_loss: 0.031152 | Time: 1226.2 ms
[2021-08-30 12:31:55	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311474 | val_loss: 0.0311522 | Time: 1212.44 ms
[2021-08-30 12:31:56	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311489 | val_loss: 0.0311539 | Time: 1209.01 ms
[2021-08-30 12:31:57	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311484 | val_loss: 0.0311546 | Time: 1221.68 ms
[2021-08-30 12:31:58	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311487 | val_loss: 0.0311523 | Time: 1222.15 ms
[2021-08-30 12:32:00	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311481 | val_loss: 0.0311539 | Time: 1222.63 ms
[2021-08-30 12:32:01	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311478 | val_loss: 0.0311522 | Time: 1262.84 ms
[2021-08-30 12:32:02	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311482 | val_loss: 0.0311503 | Time: 1226.67 ms
[2021-08-30 12:32:03	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311477 | val_loss: 0.0311513 | Time: 1212.87 ms
[2021-08-30 12:32:05	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.031149 | val_loss: 0.0311573 | Time: 1218.11 ms
[2021-08-30 12:32:06	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311498 | val_loss: 0.0311534 | Time: 1217.3 ms
[2021-08-30 12:32:07	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311474 | val_loss: 0.0311518 | Time: 1203.77 ms
[2021-08-30 12:32:08	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311492 | val_loss: 0.0311558 | Time: 1202.25 ms
[2021-08-30 12:32:09	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311495 | val_loss: 0.0311556 | Time: 1206.6 ms
[2021-08-30 12:32:11	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311465 | val_loss: 0.0311546 | Time: 1218.95 ms
[2021-08-30 12:32:12	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311466 | val_loss: 0.0311532 | Time: 1208.34 ms
[2021-08-30 12:32:13	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311458 | val_loss: 0.0311562 | Time: 1229.18 ms
[2021-08-30 12:32:14	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311473 | val_loss: 0.031156 | Time: 1226.29 ms
[2021-08-30 12:32:15	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311484 | val_loss: 0.0311541 | Time: 1238.68 ms
[2021-08-30 12:32:17	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311472 | val_loss: 0.031156 | Time: 1249.83 ms
[2021-08-30 12:32:18	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311476 | val_loss: 0.0311532 | Time: 1210.3 ms
[2021-08-30 12:32:19	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311466 | val_loss: 0.0311523 | Time: 1215.19 ms
[2021-08-30 12:32:20	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311478 | val_loss: 0.0311541 | Time: 1230.42 ms
[2021-08-30 12:32:22	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311456 | val_loss: 0.0311526 | Time: 1214.45 ms
[2021-08-30 12:32:23	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311463 | val_loss: 0.0311537 | Time: 1202 ms
[2021-08-30 12:32:24	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0311464 | val_loss: 0.0311544 | Time: 1191.34 ms
[2021-08-30 12:32:25	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311452 | val_loss: 0.0311537 | Time: 1197.9 ms
[2021-08-30 12:32:26	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311461 | val_loss: 0.0311544 | Time: 1188.94 ms
[2021-08-30 12:32:28	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311453 | val_loss: 0.0311527 | Time: 1211.17 ms
[2021-08-30 12:32:29	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311439 | val_loss: 0.0311541 | Time: 1199.94 ms
[2021-08-30 12:32:30	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311434 | val_loss: 0.0311536 | Time: 1197.9 ms
[2021-08-30 12:32:31	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.031144 | val_loss: 0.0311524 | Time: 1198.25 ms
[2021-08-30 12:32:32	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311438 | val_loss: 0.0311532 | Time: 1235.36 ms
[2021-08-30 12:32:34	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311429 | val_loss: 0.031153 | Time: 1227.22 ms
[2021-08-30 12:32:35	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311435 | val_loss: 0.0311557 | Time: 1217.56 ms
[2021-08-30 12:32:36	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311468 | val_loss: 0.0311549 | Time: 1222.7 ms
[2021-08-30 12:32:37	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311429 | val_loss: 0.0311531 | Time: 1239.3 ms
[2021-08-30 12:32:39	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311431 | val_loss: 0.0311534 | Time: 1229.16 ms
[2021-08-30 12:32:40	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311423 | val_loss: 0.0311505 | Time: 1231.41 ms
[2021-08-30 12:32:41	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.031145 | val_loss: 0.0311629 | Time: 1228.04 ms
[2021-08-30 12:32:42	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311465 | val_loss: 0.0311499 | Time: 1215.88 ms
[2021-08-30 12:32:43	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311435 | val_loss: 0.0311511 | Time: 1218.3 ms
[2021-08-30 12:32:45	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.031145 | val_loss: 0.0311521 | Time: 1211.18 ms
[2021-08-30 12:32:46	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311452 | val_loss: 0.0311548 | Time: 1203.66 ms
[2021-08-30 12:32:47	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.031145 | val_loss: 0.0311532 | Time: 1202.07 ms
[2021-08-30 12:32:48	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311456 | val_loss: 0.0311544 | Time: 1214.03 ms
[2021-08-30 12:32:50	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311446 | val_loss: 0.031152 | Time: 1217.83 ms
[2021-08-30 12:32:51	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.031147 | val_loss: 0.0311531 | Time: 1224.28 ms
[2021-08-30 12:32:52	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311445 | val_loss: 0.0311524 | Time: 1202.76 ms
[2021-08-30 12:32:53	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311429 | val_loss: 0.0311518 | Time: 1199.08 ms
[2021-08-30 12:32:54	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311432 | val_loss: 0.0311528 | Time: 1219.99 ms
[2021-08-30 12:32:56	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311423 | val_loss: 0.0311544 | Time: 1227.76 ms
[2021-08-30 12:32:57	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311425 | val_loss: 0.0311525 | Time: 1240.27 ms
[2021-08-30 12:32:58	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311442 | val_loss: 0.0311562 | Time: 1227.44 ms
[2021-08-30 12:32:59	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311426 | val_loss: 0.0311519 | Time: 1222.35 ms
[2021-08-30 12:32:59	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311519
[2021-08-30 12:32:59	                main:603]	:	INFO	:	Saving end state to config to file
[2021-08-30 12:32:59	                main:608]	:	INFO	:	Success, exiting..
12:32:59 (7596): 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)