Task 11339882

Name ParityModified-1639954823-25135-2-0_2
Workunit 8131648
Created 4 Feb 2022, 1:50:58 UTC
Sent 4 Feb 2022, 2:31:30 UTC
Report deadline 12 Feb 2022, 2:31:30 UTC
Received 6 Feb 2022, 7:55:19 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 157
Run time 9 hours 12 min 48 sec
CPU time 6 hours 49 min 12 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 4,474.01 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.61 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
0.0311852 | Time: 14255.7 ms
[2022-02-05 22:16:08	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311141 | val_loss: 0.0311769 | Time: 14476.7 ms
[2022-02-05 22:16:23	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311283 | val_loss: 0.0311692 | Time: 14582.8 ms
[2022-02-05 22:16:37	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311348 | val_loss: 0.0311766 | Time: 14700.5 ms
[2022-02-05 22:16:52	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311288 | val_loss: 0.0311757 | Time: 14523 ms
[2022-02-05 22:17:07	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311266 | val_loss: 0.0311732 | Time: 14734.8 ms
[2022-02-05 22:17:21	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311222 | val_loss: 0.0311816 | Time: 14390.8 ms
[2022-02-05 22:17:36	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031124 | val_loss: 0.031175 | Time: 14613.9 ms
[2022-02-05 22:17:51	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.031122 | val_loss: 0.031174 | Time: 14710.5 ms
[2022-02-05 22:18:05	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311265 | val_loss: 0.0311799 | Time: 14033.6 ms
[2022-02-05 22:18:19	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311228 | val_loss: 0.0311707 | Time: 14508.1 ms
[2022-02-05 22:18:34	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031118 | val_loss: 0.0311782 | Time: 14225.9 ms
[2022-02-05 22:18:48	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031124 | val_loss: 0.0311771 | Time: 14640.1 ms
[2022-02-05 22:19:03	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311212 | val_loss: 0.0311799 | Time: 14296.7 ms
[2022-02-05 22:19:17	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311167 | val_loss: 0.0311766 | Time: 14354.7 ms
[2022-02-05 22:19:32	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311121 | val_loss: 0.0311757 | Time: 14817.6 ms
[2022-02-05 22:19:48	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311117 | val_loss: 0.0311746 | Time: 15932.6 ms
[2022-02-05 22:20:06	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311116 | val_loss: 0.0311808 | Time: 17532.1 ms
[2022-02-05 22:20:23	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311107 | val_loss: 0.031179 | Time: 17183.2 ms
[2022-02-05 22:20:40	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031112 | val_loss: 0.031177 | Time: 16895.3 ms
[2022-02-05 22:20:54	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311132 | val_loss: 0.0311801 | Time: 14363.8 ms
[2022-02-05 22:21:10	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311106 | val_loss: 0.0311822 | Time: 15089.8 ms
[2022-02-05 22:21:24	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311157 | val_loss: 0.0311723 | Time: 14152.9 ms
[2022-02-05 22:21:39	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311133 | val_loss: 0.0311737 | Time: 14928 ms
[2022-02-05 22:21:53	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311144 | val_loss: 0.0311837 | Time: 14093.9 ms
[2022-02-05 22:22:08	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311131 | val_loss: 0.0311802 | Time: 14581.2 ms
[2022-02-05 22:22:23	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311204 | val_loss: 0.0311652 | Time: 15172 ms
[2022-02-05 22:22:38	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311312 | val_loss: 0.0311758 | Time: 14760.5 ms
[2022-02-05 22:22:52	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311299 | val_loss: 0.0311683 | Time: 14552.6 ms
[2022-02-05 22:23:07	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311262 | val_loss: 0.0311684 | Time: 14816.2 ms
[2022-02-05 22:23:22	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031119 | val_loss: 0.0311808 | Time: 14191.7 ms
[2022-02-05 22:23:36	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311215 | val_loss: 0.0311681 | Time: 14684.6 ms
[2022-02-05 22:23:51	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311188 | val_loss: 0.0311848 | Time: 14394.6 ms
[2022-02-05 22:24:05	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311246 | val_loss: 0.0311755 | Time: 14293.1 ms
[2022-02-05 22:24:20	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.031126 | val_loss: 0.0311806 | Time: 14651.6 ms
[2022-02-05 22:24:35	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311216 | val_loss: 0.031167 | Time: 15081.5 ms
[2022-02-05 22:24:50	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031117 | val_loss: 0.0311748 | Time: 15023.9 ms
[2022-02-05 22:25:05	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311135 | val_loss: 0.0311818 | Time: 14385.7 ms
[2022-02-05 22:25:20	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311116 | val_loss: 0.0311789 | Time: 14770.7 ms
[2022-02-05 22:25:34	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311147 | val_loss: 0.0311754 | Time: 14610.9 ms
[2022-02-05 22:25:49	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311117 | val_loss: 0.0311738 | Time: 14290.7 ms
[2022-02-05 22:26:03	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311136 | val_loss: 0.031172 | Time: 14332.1 ms
[2022-02-05 22:26:18	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311151 | val_loss: 0.0311771 | Time: 14392.3 ms
[2022-02-05 22:26:33	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311159 | val_loss: 0.031174 | Time: 14786.5 ms
[2022-02-05 22:26:47	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311147 | val_loss: 0.0311809 | Time: 14701.7 ms
[2022-02-05 22:27:02	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311106 | val_loss: 0.0311746 | Time: 14564.7 ms
[2022-02-05 22:27:17	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311103 | val_loss: 0.031177 | Time: 14449 ms
[2022-02-05 22:27:31	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311094 | val_loss: 0.0311742 | Time: 14382.6 ms
[2022-02-05 22:27:46	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311118 | val_loss: 0.0311741 | Time: 14613 ms
[2022-02-05 22:28:01	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311097 | val_loss: 0.0311767 | Time: 14831.3 ms
[2022-02-05 22:28:16	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311161 | val_loss: 0.0311709 | Time: 14999.3 ms
[2022-02-05 22:28:30	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311131 | val_loss: 0.0311818 | Time: 14262.6 ms
[2022-02-05 22:28:45	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311162 | val_loss: 0.031174 | Time: 14285 ms
[2022-02-05 22:29:00	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311133 | val_loss: 0.0311815 | Time: 14908.1 ms
[2022-02-05 22:29:14	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311087 | val_loss: 0.0311805 | Time: 14239.8 ms
[2022-02-05 22:29:28	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311103 | val_loss: 0.0311792 | Time: 14166.7 ms
[2022-02-05 22:29:43	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.031114 | val_loss: 0.0311658 | Time: 14899.3 ms
[2022-02-05 22:29:58	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311122 | val_loss: 0.0311811 | Time: 14370.8 ms
[2022-02-05 22:30:12	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311147 | val_loss: 0.0311765 | Time: 14481.7 ms
[2022-02-05 22:30:26	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311109 | val_loss: 0.031178 | Time: 13912.7 ms
[2022-02-05 22:30:41	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311106 | val_loss: 0.031172 | Time: 15003.5 ms
[2022-02-05 22:30:55	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311075 | val_loss: 0.0311854 | Time: 13890.6 ms
[2022-02-05 22:31:10	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311089 | val_loss: 0.0311806 | Time: 14606.2 ms
[2022-02-05 22:31:24	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311124 | val_loss: 0.031172 | Time: 14029.5 ms
[2022-02-05 22:31:38	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311196 | val_loss: 0.0312137 | Time: 14281 ms
[2022-02-05 22:31:53	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0350194 | val_loss: 0.0313873 | Time: 14609.5 ms
[2022-02-05 22:32:08	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0323128 | val_loss: 0.0313718 | Time: 14463.1 ms
[2022-02-05 22:32:23	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0313387 | val_loss: 0.0312364 | Time: 14988.1 ms
[2022-02-05 22:32:37	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0312053 | val_loss: 0.0311829 | Time: 13962.5 ms
[2022-02-05 22:32:52	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311761 | val_loss: 0.0311763 | Time: 14831.8 ms
[2022-02-05 22:33:06	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311674 | val_loss: 0.0311738 | Time: 14064.1 ms
[2022-02-05 22:33:21	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311613 | val_loss: 0.0311723 | Time: 15091.1 ms
[2022-02-05 22:33:36	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311569 | val_loss: 0.0311691 | Time: 15130.7 ms
[2022-02-05 22:33:51	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.031153 | val_loss: 0.0311703 | Time: 14516.9 ms
[2022-02-05 22:34:05	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311494 | val_loss: 0.0311714 | Time: 14163.9 ms
[2022-02-05 22:34:20	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311442 | val_loss: 0.0311695 | Time: 15064.5 ms
[2022-02-05 22:34:35	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311402 | val_loss: 0.0311675 | Time: 14745.7 ms
[2022-02-05 22:34:50	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311377 | val_loss: 0.0311664 | Time: 14317.6 ms
[2022-02-05 22:35:04	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311359 | val_loss: 0.0311681 | Time: 14472.5 ms
[2022-02-05 22:35:18	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311334 | val_loss: 0.0311677 | Time: 14135.6 ms
[2022-02-05 22:35:33	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311312 | val_loss: 0.0311686 | Time: 14861 ms
[2022-02-05 22:35:48	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311298 | val_loss: 0.0311684 | Time: 14841.8 ms
[2022-02-05 22:36:03	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311273 | val_loss: 0.0311738 | Time: 14912.6 ms
[2022-02-05 22:36:18	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311262 | val_loss: 0.031173 | Time: 14402.6 ms
[2022-02-05 22:36:32	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311239 | val_loss: 0.0311726 | Time: 14645.5 ms
[2022-02-05 22:36:47	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311222 | val_loss: 0.0311724 | Time: 14582.5 ms
[2022-02-05 22:37:02	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311219 | val_loss: 0.0311701 | Time: 15017.6 ms
[2022-02-05 22:37:17	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311226 | val_loss: 0.0311679 | Time: 14514 ms
[2022-02-05 22:37:31	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311217 | val_loss: 0.0311698 | Time: 14207.2 ms
[2022-02-05 22:37:46	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311207 | val_loss: 0.031175 | Time: 14710.9 ms
[2022-02-05 22:38:00	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311202 | val_loss: 0.0311768 | Time: 14463.6 ms
[2022-02-05 22:38:15	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311196 | val_loss: 0.0311767 | Time: 14572.8 ms
[2022-02-05 22:38:30	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311186 | val_loss: 0.0311749 | Time: 14727.7 ms
[2022-02-05 22:38:44	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311175 | val_loss: 0.031172 | Time: 14343.4 ms
[2022-02-05 22:38:59	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311163 | val_loss: 0.0311789 | Time: 14417 ms
[2022-02-05 22:39:14	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.031116 | val_loss: 0.0311748 | Time: 15166.1 ms
[2022-02-05 22:39:28	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311151 | val_loss: 0.0311739 | Time: 14127.4 ms
[2022-02-05 22:39:43	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311193 | val_loss: 0.0311738 | Time: 14923.6 ms
[2022-02-05 22:39:58	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311174 | val_loss: 0.0311749 | Time: 14375.9 ms
[2022-02-05 22:40:12	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.031121 | val_loss: 0.0311709 | Time: 14167.6 ms
[2022-02-05 22:40:27	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311215 | val_loss: 0.031167 | Time: 14390.9 ms
[2022-02-05 22:40:42	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311192 | val_loss: 0.0311749 | Time: 14873.4 ms
[2022-02-05 22:40:55	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311162 | val_loss: 0.0311733 | Time: 13844.3 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-02-05 23:27:16	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-05 23:27:16	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-05 23:27:16	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-05 23:27:16	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-05 23:27:16	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-05 23:27:16	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-05 23:27:16	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-05 23:27:16	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-05 23:27:16	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-05 23:27:17	                main:474]	:	INFO	:	Configuration: 
[2022-02-05 23:27:17	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-05 23:27:17	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-05 23:27:17	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-05 23:27:17	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-05 23:27:17	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-05 23:27:17	                main:480]	:	INFO	:	    Patience: 10
[2022-02-05 23:27:17	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-05 23:27:17	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-05 23:27:17	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-05 23:27:17	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-05 23:27:17	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-05 23:27:17	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-05 23:27:18	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-05 23:27:21	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-05 23:27:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-05 23:27:21	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-05 23:27:22	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-05 23:27:22	                main:494]	:	INFO	:	Creating Model
[2022-02-05 23:27:22	                main:507]	:	INFO	:	Preparing config file
[2022-02-05 23:27:22	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-05 23:27:22	                main:512]	:	INFO	:	Loading config
[2022-02-05 23:27:22	                main:514]	:	INFO	:	Loading state
[2022-02-05 23:27:24	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-05 23:27:25	                main:562]	:	INFO	:	Starting Training
[2022-02-05 23:27:39	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311791 | val_loss: 0.0311766 | Time: 14708.1 ms
[2022-02-05 23:27:54	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311229 | val_loss: 0.031179 | Time: 14064.4 ms
[2022-02-05 23:28:08	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311136 | val_loss: 0.0311817 | Time: 13906.5 ms
[2022-02-05 23:28:22	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311143 | val_loss: 0.0311818 | Time: 13902.2 ms
[2022-02-05 23:28:36	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.031114 | val_loss: 0.0311773 | Time: 14077.2 ms
[2022-02-05 23:28:50	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311125 | val_loss: 0.0311806 | Time: 13873.6 ms
[2022-02-05 23:29:04	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.031112 | val_loss: 0.0311793 | Time: 14219.9 ms
[2022-02-05 23:29:19	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311084 | val_loss: 0.0311796 | Time: 14907.3 ms
[2022-02-05 23:29:34	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311079 | val_loss: 0.031175 | Time: 14487.8 ms
[2022-02-05 23:29:48	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311088 | val_loss: 0.0311767 | Time: 14290.1 ms
[2022-02-05 23:30:02	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311103 | val_loss: 0.0311837 | Time: 14207 ms
[2022-02-05 23:30:17	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311081 | val_loss: 0.0311808 | Time: 14787.5 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1060 6GB)
[2022-02-05 23:32:23	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-05 23:32:23	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-05 23:32:23	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-05 23:32:23	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-05 23:32:24	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-05 23:32:24	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-05 23:32:24	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-05 23:32:24	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-05 23:32:24	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-05 23:32:24	                main:474]	:	INFO	:	Configuration: 
[2022-02-05 23:32:24	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-05 23:32:24	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-05 23:32:24	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-05 23:32:24	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-05 23:32:24	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-05 23:32:25	                main:480]	:	INFO	:	    Patience: 10
[2022-02-05 23:32:25	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-05 23:32:25	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-05 23:32:25	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-05 23:32:25	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-05 23:32:25	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-05 23:32:25	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-05 23:32:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-05 23:32:29	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-05 23:32:29	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-05 23:32:30	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-05 23:32:30	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-05 23:32:30	                main:494]	:	INFO	:	Creating Model
[2022-02-05 23:32:30	                main:507]	:	INFO	:	Preparing config file
[2022-02-05 23:32:30	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-05 23:32:30	                main:512]	:	INFO	:	Loading config
[2022-02-05 23:32:30	                main:514]	:	INFO	:	Loading state
[2022-02-05 23:32:33	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-05 23:32:33	                main:562]	:	INFO	:	Starting Training
[2022-02-05 23:32:48	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311725 | val_loss: 0.0311826 | Time: 14878 ms
[2022-02-05 23:33:02	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311177 | val_loss: 0.0311743 | Time: 13978.2 ms
[2022-02-05 23:33:17	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031115 | val_loss: 0.0311694 | Time: 14800.7 ms
[2022-02-05 23:33:32	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311137 | val_loss: 0.0311773 | Time: 14722.1 ms
[2022-02-05 23:33:47	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311157 | val_loss: 0.0311799 | Time: 15122 ms
[2022-02-05 23:34:01	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311155 | val_loss: 0.0311767 | Time: 13643.1 ms
[2022-02-05 23:34:15	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311123 | val_loss: 0.0311735 | Time: 14107.7 ms
[2022-02-05 23:34:29	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311135 | val_loss: 0.0311779 | Time: 14224.7 ms
[2022-02-05 23:34:44	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.031113 | val_loss: 0.0311793 | Time: 14354.6 ms
[2022-02-05 23:34:58	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311107 | val_loss: 0.0311871 | Time: 14206.3 ms
[2022-02-05 23:35:12	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311151 | val_loss: 0.0311767 | Time: 13927.7 ms
[2022-02-05 23:35:27	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311141 | val_loss: 0.0311758 | Time: 14866.3 ms
[2022-02-05 23:35:41	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311174 | val_loss: 0.0311786 | Time: 14270.7 ms
[2022-02-05 23:35:56	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311142 | val_loss: 0.0311733 | Time: 14667.3 ms
[2022-02-05 23:36:10	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.031115 | val_loss: 0.0311747 | Time: 14426.5 ms
[2022-02-05 23:36:24	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311134 | val_loss: 0.0311789 | Time: 13850.9 ms
[2022-02-05 23:36:38	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311136 | val_loss: 0.0311788 | Time: 13724.7 ms
[2022-02-05 23:36:52	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311118 | val_loss: 0.0311793 | Time: 14134.1 ms
[2022-02-05 23:37:07	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311125 | val_loss: 0.0311755 | Time: 14803.9 ms
[2022-02-05 23:37:21	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311123 | val_loss: 0.0311785 | Time: 13878.2 ms
[2022-02-05 23:37:35	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311158 | val_loss: 0.0311809 | Time: 13873.2 ms
[2022-02-05 23:37:49	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311096 | val_loss: 0.0311806 | Time: 14076.6 ms
[2022-02-05 23:38:04	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311115 | val_loss: 0.0311788 | Time: 14863.1 ms
[2022-02-05 23:38:19	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.03111 | val_loss: 0.031178 | Time: 14073.5 ms
[2022-02-05 23:38:32	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311114 | val_loss: 0.031176 | Time: 13908.5 ms
[2022-02-05 23:38:47	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311123 | val_loss: 0.0311835 | Time: 14256.3 ms
[2022-02-05 23:39:01	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311095 | val_loss: 0.0311914 | Time: 13910.1 ms
[2022-02-05 23:39:15	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311099 | val_loss: 0.0311813 | Time: 14086.1 ms
[2022-02-05 23:39:29	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311152 | val_loss: 0.0311831 | Time: 14390.6 ms
[2022-02-05 23:39:44	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.03111 | val_loss: 0.0311801 | Time: 14127.6 ms
[2022-02-05 23:39:58	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311112 | val_loss: 0.0311825 | Time: 13839.4 ms
[2022-02-05 23:40:12	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311126 | val_loss: 0.0311852 | Time: 14175.2 ms
[2022-02-05 23:40:27	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311111 | val_loss: 0.0311781 | Time: 14576.7 ms
[2022-02-05 23:40:41	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311087 | val_loss: 0.031176 | Time: 14008.5 ms
[2022-02-05 23:40:55	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311092 | val_loss: 0.0311817 | Time: 14093.5 ms
[2022-02-05 23:41:09	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311068 | val_loss: 0.0311854 | Time: 14043.4 ms
[2022-02-05 23:41:24	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311063 | val_loss: 0.0311749 | Time: 14564.8 ms
[2022-02-05 23:41:38	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311045 | val_loss: 0.0311849 | Time: 14422 ms
[2022-02-05 23:41:52	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.031111 | val_loss: 0.0311758 | Time: 14067.3 ms
[2022-02-05 23:42:06	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311099 | val_loss: 0.0311786 | Time: 13990.3 ms
[2022-02-05 23:42:21	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.031109 | val_loss: 0.0311882 | Time: 14338.7 ms
[2022-02-05 23:42:38	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311096 | val_loss: 0.0311811 | Time: 17166.7 ms
[2022-02-05 23:42:53	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311097 | val_loss: 0.0311756 | Time: 15089.1 ms
[2022-02-05 23:43:07	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311137 | val_loss: 0.0311696 | Time: 14022.3 ms
[2022-02-05 23:43:22	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311142 | val_loss: 0.0311857 | Time: 14296.8 ms
[2022-02-05 23:43:36	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311135 | val_loss: 0.0311782 | Time: 14455.4 ms
[2022-02-05 23:43:50	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311267 | val_loss: 0.0311787 | Time: 14018.6 ms
[2022-02-05 23:44:04	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311232 | val_loss: 0.0311756 | Time: 14002.5 ms
[2022-02-05 23:44:19	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311157 | val_loss: 0.031177 | Time: 14169 ms
[2022-02-05 23:44:33	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311117 | val_loss: 0.0311753 | Time: 14107 ms
[2022-02-05 23:44:47	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311059 | val_loss: 0.0311759 | Time: 14413.6 ms
[2022-02-05 23:45:02	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311057 | val_loss: 0.0311857 | Time: 14437.5 ms
[2022-02-05 23:45:16	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311068 | val_loss: 0.0311822 | Time: 14157.4 ms
[2022-02-05 23:45:30	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311128 | val_loss: 0.0311787 | Time: 14097.6 ms
[2022-02-05 23:45:45	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311095 | val_loss: 0.0311739 | Time: 14112 ms
[2022-02-05 23:45:59	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311135 | val_loss: 0.0311774 | Time: 14313 ms
[2022-02-05 23:46:13	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311126 | val_loss: 0.0311809 | Time: 13931.8 ms
[2022-02-05 23:46:27	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311151 | val_loss: 0.0311756 | Time: 14189 ms
[2022-02-05 23:46:41	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311143 | val_loss: 0.0311724 | Time: 13944.4 ms
[2022-02-05 23:46:56	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311173 | val_loss: 0.0311767 | Time: 14652.6 ms
[2022-02-05 23:47:11	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311137 | val_loss: 0.031178 | Time: 14568.6 ms
[2022-02-05 23:47:25	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.031111 | val_loss: 0.031185 | Time: 14209.4 ms
[2022-02-05 23:47:39	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.031111 | val_loss: 0.0311844 | Time: 13801.1 ms
[2022-02-05 23:47:54	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311135 | val_loss: 0.0311766 | Time: 14836.7 ms
[2022-02-05 23:48:09	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311074 | val_loss: 0.0311881 | Time: 14788 ms
[2022-02-05 23:48:23	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311102 | val_loss: 0.0311711 | Time: 14531.2 ms
[2022-02-05 23:48:38	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311135 | val_loss: 0.0311767 | Time: 14288.7 ms
[2022-02-05 23:48:52	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311089 | val_loss: 0.0311802 | Time: 13834.6 ms
[2022-02-05 23:49:05	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311083 | val_loss: 0.0311816 | Time: 13673.3 ms
[2022-02-05 23:49:20	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311056 | val_loss: 0.0311845 | Time: 14093 ms
[2022-02-05 23:49:34	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311144 | val_loss: 0.0311787 | Time: 14333.6 ms
[2022-02-05 23:49:48	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311104 | val_loss: 0.031185 | Time: 14266 ms
[2022-02-05 23:50:02	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311093 | val_loss: 0.0311791 | Time: 13842.9 ms
[2022-02-05 23:50:16	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311158 | val_loss: 0.0311807 | Time: 13813.5 ms
[2022-02-05 23:50:31	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311098 | val_loss: 0.0311786 | Time: 14594.1 ms
[2022-02-05 23:50:45	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311127 | val_loss: 0.0311853 | Time: 14429.5 ms
[2022-02-05 23:50:59	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311091 | val_loss: 0.0311793 | Time: 13928.5 ms
[2022-02-05 23:51:13	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311067 | val_loss: 0.0311847 | Time: 13877 ms
[2022-02-05 23:51:28	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311054 | val_loss: 0.0311883 | Time: 14900.4 ms
[2022-02-05 23:51:42	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311041 | val_loss: 0.0311796 | Time: 13935.7 ms
[2022-02-05 23:51:59	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311158 | val_loss: 0.0311805 | Time: 16993.6 ms
[2022-02-05 23:52:15	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311158 | val_loss: 0.0311849 | Time: 15224.4 ms
[2022-02-05 23:52:28	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311108 | val_loss: 0.0311778 | Time: 13674.4 ms
[2022-02-05 23:52:43	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311218 | val_loss: 0.0311891 | Time: 14210.2 ms
[2022-02-05 23:52:58	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311385 | val_loss: 0.0311682 | Time: 15058.1 ms
[2022-02-05 23:53:12	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311329 | val_loss: 0.0311671 | Time: 13767.9 ms
[2022-02-05 23:53:27	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031131 | val_loss: 0.0311707 | Time: 14730.8 ms
[2022-02-05 23:53:40	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311255 | val_loss: 0.0311666 | Time: 13842 ms
[2022-02-05 23:53:55	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311251 | val_loss: 0.0311729 | Time: 13961.8 ms
[2022-02-05 23:54:09	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311205 | val_loss: 0.0311734 | Time: 14156 ms
[2022-02-05 23:54:23	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.031117 | val_loss: 0.0311686 | Time: 14020.1 ms
[2022-02-05 23:54:38	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311139 | val_loss: 0.0311753 | Time: 14964.5 ms
[2022-02-05 23:54:52	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311134 | val_loss: 0.0311762 | Time: 13898.2 ms
[2022-02-05 23:55:06	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311164 | val_loss: 0.0311716 | Time: 14152.1 ms
[2022-02-05 23:55:20	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311276 | val_loss: 0.0311692 | Time: 13739.3 ms
[2022-02-05 23:55:34	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311211 | val_loss: 0.0311796 | Time: 14116.2 ms
[2022-02-05 23:55:48	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311131 | val_loss: 0.0311794 | Time: 14013.2 ms
[2022-02-05 23:56:03	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311109 | val_loss: 0.0311761 | Time: 14112.6 ms
[2022-02-05 23:56:17	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311088 | val_loss: 0.0311803 | Time: 14176.8 ms
[2022-02-05 23:56:30	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311058 | val_loss: 0.0311787 | Time: 13400.3 ms
[2022-02-05 23:56:45	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311084 | val_loss: 0.0311787 | Time: 14624.6 ms
[2022-02-05 23:57:00	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031113 | val_loss: 0.0311879 | Time: 14651 ms
[2022-02-05 23:57:15	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311128 | val_loss: 0.0311755 | Time: 14666.2 ms
[2022-02-05 23:57:29	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.031106 | val_loss: 0.0311872 | Time: 14537.5 ms
[2022-02-05 23:57:43	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311054 | val_loss: 0.0311755 | Time: 13519.6 ms
[2022-02-05 23:57:57	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311077 | val_loss: 0.0311791 | Time: 13716.7 ms
[2022-02-05 23:58:10	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311094 | val_loss: 0.0311876 | Time: 13733.7 ms
[2022-02-05 23:58:25	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311103 | val_loss: 0.0311914 | Time: 14327.9 ms
[2022-02-05 23:58:39	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311068 | val_loss: 0.031181 | Time: 14129.2 ms
[2022-02-05 23:58:53	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0310999 | val_loss: 0.0311848 | Time: 13720.1 ms
[2022-02-05 23:59:07	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311021 | val_loss: 0.0311826 | Time: 14021.9 ms
[2022-02-05 23:59:21	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311017 | val_loss: 0.0311855 | Time: 14212.7 ms
[2022-02-05 23:59:35	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311006 | val_loss: 0.0311856 | Time: 13741.1 ms
[2022-02-05 23:59:49	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311026 | val_loss: 0.0311784 | Time: 13990.2 ms
[2022-02-06 00:00:03	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311015 | val_loss: 0.0311891 | Time: 14129.9 ms
[2022-02-06 00:00:18	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311009 | val_loss: 0.0311893 | Time: 14737.4 ms
[2022-02-06 00:00:33	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.031102 | val_loss: 0.0311819 | Time: 14186.2 ms
[2022-02-06 00:00:47	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311163 | val_loss: 0.0311824 | Time: 14109.5 ms
[2022-02-06 00:01:01	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311191 | val_loss: 0.0311761 | Time: 14035.4 ms
[2022-02-06 00:01:15	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311117 | val_loss: 0.0311878 | Time: 14021.9 ms
[2022-02-06 00:01:29	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311122 | val_loss: 0.0311817 | Time: 14396.7 ms
[2022-02-06 00:01:44	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311069 | val_loss: 0.0311806 | Time: 14364.8 ms
[2022-02-06 00:01:58	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311064 | val_loss: 0.0311894 | Time: 14509.4 ms
[2022-02-06 00:02:12	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311038 | val_loss: 0.0311818 | Time: 13757.9 ms
[2022-02-06 00:02:26	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311114 | val_loss: 0.0311736 | Time: 13833.9 ms
[2022-02-06 00:02:40	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311072 | val_loss: 0.031185 | Time: 13814.1 ms
[2022-02-06 00:02:55	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311034 | val_loss: 0.0311834 | Time: 14616.1 ms
[2022-02-06 00:03:09	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311035 | val_loss: 0.0311791 | Time: 13713.4 ms
[2022-02-06 00:03:23	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311043 | val_loss: 0.0311836 | Time: 14043.3 ms
[2022-02-06 00:03:37	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311049 | val_loss: 0.0311749 | Time: 13967.9 ms
[2022-02-06 00:03:51	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311108 | val_loss: 0.0311707 | Time: 13748.6 ms
[2022-02-06 00:04:05	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311235 | val_loss: 0.0311712 | Time: 14531.8 ms
[2022-02-06 00:04:20	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311199 | val_loss: 0.0311712 | Time: 14344.2 ms
[2022-02-06 00:04:34	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311162 | val_loss: 0.0311827 | Time: 14075.1 ms
[2022-02-06 00:04:48	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311116 | val_loss: 0.0311787 | Time: 14127.1 ms
[2022-02-06 00:05:03	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311078 | val_loss: 0.0311895 | Time: 14390.2 ms
[2022-02-06 00:05:17	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311064 | val_loss: 0.0311813 | Time: 14217.1 ms
[2022-02-06 00:05:31	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311032 | val_loss: 0.0311862 | Time: 14147.5 ms
[2022-02-06 00:05:46	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311038 | val_loss: 0.0311869 | Time: 14540 ms
[2022-02-06 00:06:00	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311051 | val_loss: 0.0311835 | Time: 13830.5 ms
[2022-02-06 00:06:14	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.031106 | val_loss: 0.031189 | Time: 13781.7 ms
[2022-02-06 00:06:28	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311038 | val_loss: 0.0311884 | Time: 14291.2 ms
[2022-02-06 00:06:43	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311032 | val_loss: 0.0311902 | Time: 14550.1 ms
[2022-02-06 00:06:57	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311052 | val_loss: 0.0311857 | Time: 14087.1 ms
[2022-02-06 00:07:10	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311038 | val_loss: 0.03119 | Time: 13696.3 ms
[2022-02-06 00:07:24	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311047 | val_loss: 0.0311793 | Time: 13933 ms
[2022-02-06 00:07:39	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311008 | val_loss: 0.0312002 | Time: 14345.7 ms
[2022-02-06 00:07:53	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310994 | val_loss: 0.0311906 | Time: 13979.5 ms
[2022-02-06 00:08:08	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311012 | val_loss: 0.0311834 | Time: 14615.8 ms
[2022-02-06 00:08:22	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311071 | val_loss: 0.0311856 | Time: 13862.9 ms
[2022-02-06 00:08:36	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311039 | val_loss: 0.0311778 | Time: 14326.3 ms
[2022-02-06 00:08:50	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311072 | val_loss: 0.0311826 | Time: 14263.9 ms
[2022-02-06 00:09:04	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311136 | val_loss: 0.0311816 | Time: 13892.4 ms
[2022-02-06 00:09:19	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.03111 | val_loss: 0.0311816 | Time: 14090.2 ms
[2022-02-06 00:09:33	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311141 | val_loss: 0.0311706 | Time: 14373.7 ms
[2022-02-06 00:09:48	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311163 | val_loss: 0.0311671 | Time: 14490 ms
[2022-02-06 00:10:03	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311113 | val_loss: 0.0311774 | Time: 15792.5 ms
[2022-02-06 00:10:20	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311075 | val_loss: 0.0311709 | Time: 15963 ms
[2022-02-06 00:10:35	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311055 | val_loss: 0.0311788 | Time: 15428.9 ms
[2022-02-06 00:10:51	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311063 | val_loss: 0.0311796 | Time: 15319.9 ms
[2022-02-06 00:11:07	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311032 | val_loss: 0.0311855 | Time: 16849.9 ms
[2022-02-06 00:11:24	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031102 | val_loss: 0.0311854 | Time: 16442.6 ms
[2022-02-06 00:11:41	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311027 | val_loss: 0.0311775 | Time: 16367.8 ms
[2022-02-06 00:11:57	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.031101 | val_loss: 0.0311792 | Time: 16347.2 ms
[2022-02-06 00:12:14	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311036 | val_loss: 0.0311896 | Time: 16705.6 ms
[2022-02-06 00:12:30	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311044 | val_loss: 0.0311794 | Time: 16249.9 ms
[2022-02-06 00:12:47	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311009 | val_loss: 0.0311817 | Time: 16723.5 ms
[2022-02-06 00:13:04	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311019 | val_loss: 0.0311784 | Time: 16791 ms
[2022-02-06 00:13:20	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0310998 | val_loss: 0.0312059 | Time: 15792.3 ms
[2022-02-06 00:13:34	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311016 | val_loss: 0.0311857 | Time: 14087.7 ms
[2022-02-06 00:13:48	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311015 | val_loss: 0.0311882 | Time: 14292.2 ms
[2022-02-06 00:14:03	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311008 | val_loss: 0.03118 | Time: 14152.3 ms
[2022-02-06 00:14:17	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311017 | val_loss: 0.0311849 | Time: 14119.9 ms
[2022-02-06 00:14:31	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311047 | val_loss: 0.0311871 | Time: 14201.8 ms
[2022-02-06 00:14:46	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311103 | val_loss: 0.031182 | Time: 14188.9 ms
[2022-02-06 00:15:00	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311115 | val_loss: 0.0311816 | Time: 14631.1 ms
[2022-02-06 00:15:15	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.031118 | val_loss: 0.0311738 | Time: 14220 ms
[2022-02-06 00:15:29	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311109 | val_loss: 0.0311836 | Time: 14184.1 ms
[2022-02-06 00:15:43	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311081 | val_loss: 0.031186 | Time: 13678 ms
[2022-02-06 00:15:57	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311046 | val_loss: 0.0311907 | Time: 14118.7 ms
[2022-02-06 00:16:11	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311094 | val_loss: 0.0311894 | Time: 14161.1 ms
[2022-02-06 00:16:25	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311052 | val_loss: 0.0311815 | Time: 14192.9 ms
[2022-02-06 00:16:40	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031103 | val_loss: 0.031189 | Time: 14313.1 ms
[2022-02-06 00:16:53	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311031 | val_loss: 0.0311837 | Time: 13752.5 ms
[2022-02-06 00:17:08	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311036 | val_loss: 0.0311969 | Time: 14375.4 ms
[2022-02-06 00:17:22	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311024 | val_loss: 0.0311898 | Time: 14199 ms
[2022-02-06 00:17:37	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031103 | val_loss: 0.0311913 | Time: 14546.9 ms
[2022-02-06 00:17:51	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311026 | val_loss: 0.0311802 | Time: 14414.2 ms
[2022-02-06 00:18:06	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311005 | val_loss: 0.0311934 | Time: 14096.1 ms
[2022-02-06 00:18:20	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0310988 | val_loss: 0.0311901 | Time: 14178.2 ms
[2022-02-06 00:18:34	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0310949 | val_loss: 0.0311937 | Time: 13990.7 ms
[2022-02-06 00:18:48	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0310956 | val_loss: 0.0311894 | Time: 14166.8 ms
[2022-02-06 00:19:02	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311066 | val_loss: 0.0311837 | Time: 14145.6 ms
[2022-02-06 00:19:17	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311064 | val_loss: 0.0311908 | Time: 14455.3 ms
[2022-02-06 00:19:32	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311037 | val_loss: 0.0311897 | Time: 14907 ms
[2022-02-06 00:19:46	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311189 | val_loss: 0.0311822 | Time: 13904 ms
[2022-02-06 00:20:00	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311109 | val_loss: 0.0311847 | Time: 14464.9 ms
[2022-02-06 00:20:15	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311034 | val_loss: 0.0311782 | Time: 14129.1 ms
[2022-02-06 00:20:29	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311106 | val_loss: 0.0311874 | Time: 14499.7 ms
[2022-02-06 00:20:44	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311057 | val_loss: 0.031197 | Time: 14290.2 ms
[2022-02-06 00:20:58	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311124 | val_loss: 0.0311847 | Time: 14613.5 ms
[2022-02-06 00:21:12	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311088 | val_loss: 0.0311985 | Time: 13495.4 ms
[2022-02-06 00:21:27	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311241 | val_loss: 0.0311876 | Time: 14884.6 ms
[2022-02-06 00:21:42	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311262 | val_loss: 0.0311754 | Time: 14793.4 ms
[2022-02-06 00:21:59	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311138 | val_loss: 0.0311806 | Time: 17261 ms
[2022-02-06 00:22:16	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311059 | val_loss: 0.0311865 | Time: 17133.5 ms
[2022-02-06 00:22:34	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311046 | val_loss: 0.0311831 | Time: 17382.8 ms
[2022-02-06 00:22:50	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311004 | val_loss: 0.0311881 | Time: 16661.9 ms
[2022-02-06 00:23:05	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311001 | val_loss: 0.0311819 | Time: 14103.5 ms
[2022-02-06 00:23:19	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310999 | val_loss: 0.0311812 | Time: 13812.1 ms
[2022-02-06 00:23:32	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311003 | val_loss: 0.0311879 | Time: 13772.9 ms
[2022-02-06 00:23:47	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311055 | val_loss: 0.0311893 | Time: 14236.1 ms
[2022-02-06 00:24:01	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0310997 | val_loss: 0.0311851 | Time: 14375.2 ms
[2022-02-06 00:24:15	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0310997 | val_loss: 0.0311928 | Time: 14101.5 ms
[2022-02-06 00:24:30	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0310968 | val_loss: 0.0311879 | Time: 14202.5 ms
[2022-02-06 00:24:44	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0310955 | val_loss: 0.0311923 | Time: 14564.5 ms
[2022-02-06 00:24:59	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311007 | val_loss: 0.0311833 | Time: 14731.8 ms
[2022-02-06 00:25:13	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0310983 | val_loss: 0.0311908 | Time: 13848.9 ms
[2022-02-06 00:25:27	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0310979 | val_loss: 0.0311931 | Time: 14137.2 ms
[2022-02-06 00:25:41	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0310995 | val_loss: 0.0311857 | Time: 13838 ms
[2022-02-06 00:25:56	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0310961 | val_loss: 0.0311896 | Time: 14159.8 ms
[2022-02-06 00:26:10	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0310958 | val_loss: 0.0311874 | Time: 14336 ms
[2022-02-06 00:26:24	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0310968 | val_loss: 0.0311922 | Time: 13939.9 ms
[2022-02-06 00:26:38	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0310955 | val_loss: 0.0311907 | Time: 14367.4 ms
[2022-02-06 00:26:53	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311035 | val_loss: 0.0312098 | Time: 14157.4 ms
[2022-02-06 00:27:07	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.031135 | val_loss: 0.0334835 | Time: 14210.6 ms
[2022-02-06 00:27:22	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0425276 | val_loss: 0.0478799 | Time: 14444.9 ms
[2022-02-06 00:27:36	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0356776 | val_loss: 0.0321485 | Time: 14214.1 ms
[2022-02-06 00:27:50	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0318051 | val_loss: 0.0314721 | Time: 14127.6 ms
[2022-02-06 00:28:04	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0313239 | val_loss: 0.0312695 | Time: 13579 ms
[2022-02-06 00:28:18	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0312596 | val_loss: 0.0312474 | Time: 14119 ms
[2022-02-06 00:28:32	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.031247 | val_loss: 0.0312461 | Time: 14024.5 ms
[2022-02-06 00:28:46	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.031245 | val_loss: 0.0312435 | Time: 14228.8 ms
[2022-02-06 00:29:00	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0312433 | val_loss: 0.0312426 | Time: 14217.3 ms
[2022-02-06 00:29:14	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0312421 | val_loss: 0.0312415 | Time: 13680.7 ms
[2022-02-06 00:29:28	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0312409 | val_loss: 0.0312408 | Time: 14076.3 ms
[2022-02-06 00:29:43	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0312396 | val_loss: 0.0312402 | Time: 14077 ms
[2022-02-06 00:29:57	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0312384 | val_loss: 0.0312381 | Time: 14298.6 ms
[2022-02-06 00:30:11	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.031237 | val_loss: 0.0312364 | Time: 14222.4 ms
[2022-02-06 00:30:25	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0312353 | val_loss: 0.0312351 | Time: 13506.9 ms
[2022-02-06 00:30:39	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0312332 | val_loss: 0.031232 | Time: 14281.4 ms
[2022-02-06 00:30:53	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0312312 | val_loss: 0.0312318 | Time: 13984.7 ms
[2022-02-06 00:31:07	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0312293 | val_loss: 0.0312288 | Time: 14002.4 ms
[2022-02-06 00:31:21	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0312273 | val_loss: 0.0312249 | Time: 13953.4 ms
[2022-02-06 00:31:35	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0312252 | val_loss: 0.0312235 | Time: 13312.3 ms
[2022-02-06 00:31:49	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0312234 | val_loss: 0.031222 | Time: 14422.2 ms
[2022-02-06 00:32:03	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.031222 | val_loss: 0.0312193 | Time: 14185 ms
[2022-02-06 00:32:18	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0312195 | val_loss: 0.0312184 | Time: 14066.8 ms
[2022-02-06 00:32:32	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0312165 | val_loss: 0.0312134 | Time: 14081.8 ms
[2022-02-06 00:32:46	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0312141 | val_loss: 0.0312106 | Time: 13643.2 ms
[2022-02-06 00:33:00	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0312118 | val_loss: 0.0312084 | Time: 14807.8 ms
[2022-02-06 00:33:15	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.03121 | val_loss: 0.0312066 | Time: 14302.2 ms
[2022-02-06 00:33:29	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.03121 | val_loss: 0.0312056 | Time: 14117.3 ms
[2022-02-06 00:33:43	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0312098 | val_loss: 0.0312072 | Time: 13835.9 ms
[2022-02-06 00:33:57	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0312091 | val_loss: 0.0312039 | Time: 13767.4 ms
[2022-02-06 00:34:11	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0312075 | val_loss: 0.0312011 | Time: 14421.9 ms
[2022-02-06 00:34:26	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0312052 | val_loss: 0.0311996 | Time: 14599.9 ms
[2022-02-06 00:34:40	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0312046 | val_loss: 0.0312008 | Time: 14167.2 ms
[2022-02-06 00:34:55	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0312075 | val_loss: 0.031205 | Time: 14580.5 ms
[2022-02-06 00:35:09	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0312088 | val_loss: 0.0312069 | Time: 14282.3 ms
[2022-02-06 00:35:23	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.031209 | val_loss: 0.0312057 | Time: 13688.3 ms
[2022-02-06 00:35:38	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0312071 | val_loss: 0.031204 | Time: 14940.8 ms
[2022-02-06 00:35:53	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0312055 | val_loss: 0.0312056 | Time: 14580.1 ms
[2022-02-06 00:36:08	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0312068 | val_loss: 0.0312042 | Time: 14872.2 ms
[2022-02-06 00:36:22	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0312048 | val_loss: 0.0312001 | Time: 13816.6 ms
[2022-02-06 00:36:36	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0312027 | val_loss: 0.031201 | Time: 14130.2 ms
[2022-02-06 00:36:51	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0312052 | val_loss: 0.0312063 | Time: 14872.2 ms
[2022-02-06 00:37:06	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0312024 | val_loss: 0.0311983 | Time: 14542 ms
[2022-02-06 00:37:20	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0312007 | val_loss: 0.0311998 | Time: 14513.5 ms
[2022-02-06 00:37:34	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0312009 | val_loss: 0.0311997 | Time: 13930.8 ms
[2022-02-06 00:37:48	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311999 | val_loss: 0.0311976 | Time: 13985.3 ms
[2022-02-06 00:38:03	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311991 | val_loss: 0.031197 | Time: 14300.1 ms
[2022-02-06 00:38:17	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311987 | val_loss: 0.0311977 | Time: 14041.7 ms
[2022-02-06 00:38:31	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311993 | val_loss: 0.0311992 | Time: 13996.7 ms
[2022-02-06 00:38:44	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311995 | val_loss: 0.0311959 | Time: 13497.6 ms
[2022-02-06 00:38:59	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311983 | val_loss: 0.0311957 | Time: 14239.2 ms
[2022-02-06 00:39:13	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311978 | val_loss: 0.0311958 | Time: 14017.3 ms
[2022-02-06 00:39:28	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311978 | val_loss: 0.0311952 | Time: 14632.8 ms
[2022-02-06 00:39:42	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311966 | val_loss: 0.0311972 | Time: 14471.1 ms
[2022-02-06 00:39:56	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311973 | val_loss: 0.0311959 | Time: 13894.6 ms
[2022-02-06 00:40:11	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311966 | val_loss: 0.0311983 | Time: 14510.8 ms
[2022-02-06 00:40:25	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311977 | val_loss: 0.0311964 | Time: 14022.7 ms
[2022-02-06 00:40:39	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311974 | val_loss: 0.0311943 | Time: 14342.5 ms
[2022-02-06 00:40:54	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311978 | val_loss: 0.0311996 | Time: 14067.6 ms
[2022-02-06 00:41:09	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311966 | val_loss: 0.0311934 | Time: 14913.6 ms
[2022-02-06 00:41:23	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311958 | val_loss: 0.0311931 | Time: 14108.6 ms
[2022-02-06 00:41:37	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311979 | val_loss: 0.0311967 | Time: 13994.9 ms
[2022-02-06 00:41:51	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.031198 | val_loss: 0.0312005 | Time: 14373.6 ms
[2022-02-06 00:42:05	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311976 | val_loss: 0.0311936 | Time: 13935.6 ms
[2022-02-06 00:42:20	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311946 | val_loss: 0.0311927 | Time: 14483.4 ms
[2022-02-06 00:42:34	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311946 | val_loss: 0.0311941 | Time: 13896.2 ms
[2022-02-06 00:42:49	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311952 | val_loss: 0.0311947 | Time: 14779.8 ms
[2022-02-06 00:43:03	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0311958 | val_loss: 0.0311949 | Time: 14203.3 ms
[2022-02-06 00:43:17	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.031194 | val_loss: 0.0311948 | Time: 13949.5 ms
[2022-02-06 00:43:32	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311926 | val_loss: 0.0311916 | Time: 14527 ms
[2022-02-06 00:43:46	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311927 | val_loss: 0.0311914 | Time: 14143 ms
[2022-02-06 00:44:00	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311928 | val_loss: 0.0311958 | Time: 13834.5 ms
[2022-02-06 00:44:14	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311931 | val_loss: 0.031192 | Time: 13833.9 ms
[2022-02-06 00:44:28	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311925 | val_loss: 0.0311916 | Time: 13801.5 ms
[2022-02-06 00:44:42	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311908 | val_loss: 0.0311914 | Time: 14551 ms
[2022-02-06 00:44:57	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311908 | val_loss: 0.03119 | Time: 14036.2 ms
[2022-02-06 00:45:11	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311912 | val_loss: 0.0311904 | Time: 14604.6 ms
[2022-02-06 00:45:25	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311909 | val_loss: 0.031191 | Time: 13825.4 ms
[2022-02-06 00:45:40	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311897 | val_loss: 0.0311895 | Time: 14853 ms
[2022-02-06 00:45:55	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311902 | val_loss: 0.0311898 | Time: 14496.1 ms
[2022-02-06 00:46:09	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311891 | val_loss: 0.0311948 | Time: 14172.9 ms
[2022-02-06 00:46:24	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311919 | val_loss: 0.0311903 | Time: 14459.7 ms
[2022-02-06 00:46:38	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311892 | val_loss: 0.0311889 | Time: 14417 ms
[2022-02-06 00:46:52	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311889 | val_loss: 0.0311912 | Time: 14324.5 ms
[2022-02-06 00:47:07	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311902 | val_loss: 0.0311936 | Time: 14548 ms
[2022-02-06 00:47:21	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311891 | val_loss: 0.0311891 | Time: 14160.8 ms
[2022-02-06 00:47:36	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311879 | val_loss: 0.031189 | Time: 14173.2 ms
[2022-02-06 00:47:50	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.03119 | val_loss: 0.0311893 | Time: 14381.9 ms
[2022-02-06 00:48:05	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031189 | val_loss: 0.0311892 | Time: 14436.1 ms
[2022-02-06 00:48:19	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311864 | val_loss: 0.0311923 | Time: 14139.1 ms
[2022-02-06 00:48:33	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311872 | val_loss: 0.0311921 | Time: 13818.6 ms
[2022-02-06 00:48:47	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311881 | val_loss: 0.0311928 | Time: 13814.7 ms
[2022-02-06 00:49:01	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311873 | val_loss: 0.0311883 | Time: 14469.8 ms
[2022-02-06 00:49:17	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311914 | val_loss: 0.0311926 | Time: 15874.2 ms
[2022-02-06 00:49:34	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311881 | val_loss: 0.0311871 | Time: 16243.5 ms
[2022-02-06 00:49:47	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311879 | val_loss: 0.0311949 | Time: 13562.1 ms
[2022-02-06 00:50:02	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.031186 | val_loss: 0.0311901 | Time: 14738.2 ms
[2022-02-06 00:50:16	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311868 | val_loss: 0.0311884 | Time: 14373.7 ms
[2022-02-06 00:50:31	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.03119 | val_loss: 0.0311937 | Time: 14711.2 ms
[2022-02-06 00:50:45	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311886 | val_loss: 0.0311873 | Time: 13766.5 ms
[2022-02-06 00:50:59	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311868 | val_loss: 0.0311882 | Time: 14158.9 ms
[2022-02-06 00:51:14	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311841 | val_loss: 0.0311897 | Time: 14241.5 ms
[2022-02-06 00:51:28	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311845 | val_loss: 0.031186 | Time: 14223.5 ms
[2022-02-06 00:51:43	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311844 | val_loss: 0.0311859 | Time: 14666.3 ms
[2022-02-06 00:51:57	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311859 | val_loss: 0.0311863 | Time: 14169.9 ms
[2022-02-06 00:52:11	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311874 | val_loss: 0.0311865 | Time: 13918.4 ms
[2022-02-06 00:52:25	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.031185 | val_loss: 0.0311858 | Time: 14279.2 ms
[2022-02-06 00:52:40	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311837 | val_loss: 0.0311857 | Time: 14897.4 ms
[2022-02-06 00:52:55	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311844 | val_loss: 0.0311856 | Time: 14144.2 ms
[2022-02-06 00:53:09	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311833 | val_loss: 0.0311854 | Time: 13840.2 ms
[2022-02-06 00:53:23	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311882 | val_loss: 0.0311855 | Time: 14006.1 ms
[2022-02-06 00:53:37	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311832 | val_loss: 0.0311899 | Time: 14150 ms
[2022-02-06 00:53:51	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031183 | val_loss: 0.0311854 | Time: 13919.8 ms
[2022-02-06 00:54:05	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311845 | val_loss: 0.0311864 | Time: 13567.1 ms
[2022-02-06 00:54:19	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311915 | val_loss: 0.0311924 | Time: 14465.5 ms
[2022-02-06 00:54:34	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311849 | val_loss: 0.031189 | Time: 14460.8 ms
[2022-02-06 00:54:48	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311829 | val_loss: 0.0311855 | Time: 14260.2 ms
[2022-02-06 00:55:02	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311827 | val_loss: 0.0311885 | Time: 13970.9 ms
[2022-02-06 00:55:02	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311885
[2022-02-06 00:55:02	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-06 00:55:02	                main:608]	:	INFO	:	Success, exiting..
00:55:03 (28064): 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)