Task 5264601

Name ParityMachine-1622596713-28461-0_0
Workunit 3166074
Created 2 Jun 2021, 1:18:34 UTC
Sent 3 Jun 2021, 16:42:41 UTC
Report deadline 11 Jun 2021, 16:42:41 UTC
Received 5 Jun 2021, 10:34:19 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 1832
Run time 3 hours 42 min 6 sec
CPU time 2 hours 3 min 1 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 884.18 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.56 GB
Peak swap size 3.46 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
ch 1574 | loss: 0.0311248 | val_loss: 0.0311878 | Time: 6433.42 ms
[2021-06-04 17:00:09	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0311221 | val_loss: 0.0311892 | Time: 9302.71 ms
[2021-06-04 17:00:18	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.031121 | val_loss: 0.0311944 | Time: 7879.93 ms
[2021-06-04 17:00:25	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0311156 | val_loss: 0.0311922 | Time: 6359.98 ms
[2021-06-04 17:00:31	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0311134 | val_loss: 0.031191 | Time: 5421.82 ms
[2021-06-04 17:00:40	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0311152 | val_loss: 0.0311947 | Time: 7887.08 ms
[2021-06-04 17:00:47	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0311109 | val_loss: 0.0312027 | Time: 6036.02 ms
[2021-06-04 17:00:54	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0311153 | val_loss: 0.0311996 | Time: 6491.67 ms
[2021-06-04 17:01:02	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0311137 | val_loss: 0.0311933 | Time: 6745.18 ms
[2021-06-04 17:01:09	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0311123 | val_loss: 0.0311994 | Time: 6341.14 ms
[2021-06-04 17:01:19	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311103 | val_loss: 0.0311991 | Time: 8360.14 ms
[2021-06-04 17:01:27	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311102 | val_loss: 0.0312069 | Time: 7125.66 ms
[2021-06-04 17:01:36	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311149 | val_loss: 0.0311999 | Time: 9064.22 ms
[2021-06-04 17:01:44	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311097 | val_loss: 0.0311992 | Time: 5973.07 ms
[2021-06-04 17:01:52	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311146 | val_loss: 0.0311846 | Time: 7609.92 ms
[2021-06-04 17:02:02	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311159 | val_loss: 0.0311955 | Time: 9048.27 ms
[2021-06-04 17:02:11	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311131 | val_loss: 0.0311848 | Time: 8473.05 ms
[2021-06-04 17:02:18	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311213 | val_loss: 0.031209 | Time: 6597.85 ms
[2021-06-04 17:02:25	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311234 | val_loss: 0.0311828 | Time: 6542.22 ms
[2021-06-04 17:02:32	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311247 | val_loss: 0.0311867 | Time: 6654.74 ms
[2021-06-04 17:02:38	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311175 | val_loss: 0.0311885 | Time: 5626.27 ms
[2021-06-04 17:02:45	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311188 | val_loss: 0.0311867 | Time: 6382.83 ms
[2021-06-04 17:02:53	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311137 | val_loss: 0.0311965 | Time: 7343.95 ms
[2021-06-04 17:03:00	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311199 | val_loss: 0.0311899 | Time: 7201.03 ms
[2021-06-04 17:03:07	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311159 | val_loss: 0.0311896 | Time: 6104.31 ms
[2021-06-04 17:03:15	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311148 | val_loss: 0.0311824 | Time: 6803.24 ms
[2021-06-04 17:03:23	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311251 | val_loss: 0.0312103 | Time: 7152.52 ms
[2021-06-04 17:03:29	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311188 | val_loss: 0.0311855 | Time: 5494.65 ms
[2021-06-04 17:03:37	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311157 | val_loss: 0.0311961 | Time: 8265.98 ms
[2021-06-04 17:03:46	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311141 | val_loss: 0.031191 | Time: 7255.16 ms
[2021-06-04 17:03:54	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311145 | val_loss: 0.0311955 | Time: 6840.18 ms
[2021-06-04 17:04:01	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311142 | val_loss: 0.0311884 | Time: 5747.96 ms
[2021-06-04 17:04:07	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311124 | val_loss: 0.0311922 | Time: 5488.34 ms
[2021-06-04 17:04:14	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311132 | val_loss: 0.0311867 | Time: 5543.75 ms
[2021-06-04 17:04:20	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311128 | val_loss: 0.031202 | Time: 5373.09 ms
[2021-06-04 17:04:28	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.031114 | val_loss: 0.0311855 | Time: 6859.39 ms
[2021-06-04 17:04:37	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311143 | val_loss: 0.0311882 | Time: 8072 ms
[2021-06-04 17:04:47	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311159 | val_loss: 0.0311872 | Time: 9256.73 ms
[2021-06-04 17:04:55	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311137 | val_loss: 0.0311892 | Time: 7350.18 ms
[2021-06-04 17:05:03	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311161 | val_loss: 0.0311969 | Time: 7659.91 ms
[2021-06-04 17:05:13	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.031125 | val_loss: 0.0311923 | Time: 7624.24 ms
[2021-06-04 17:05:20	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311164 | val_loss: 0.031187 | Time: 6605.26 ms
[2021-06-04 17:05:27	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311218 | val_loss: 0.0311946 | Time: 6224.94 ms
[2021-06-04 17:05:34	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311222 | val_loss: 0.0311821 | Time: 6512.31 ms
[2021-06-04 17:05:42	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.031117 | val_loss: 0.0311895 | Time: 7279.92 ms
[2021-06-04 17:05:49	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.031116 | val_loss: 0.0311936 | Time: 6418.93 ms
[2021-06-04 17:05:55	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311172 | val_loss: 0.0311974 | Time: 5700.36 ms
[2021-06-04 17:06:01	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311318 | val_loss: 0.0311819 | Time: 5711.26 ms
[2021-06-04 17:06:07	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311286 | val_loss: 0.0311865 | Time: 5673.52 ms
[2021-06-04 17:06:13	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311246 | val_loss: 0.0311861 | Time: 5444.45 ms
[2021-06-04 17:06:19	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311347 | val_loss: 0.0311757 | Time: 5589.04 ms
[2021-06-04 17:06:26	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311519 | val_loss: 0.0311702 | Time: 5595.36 ms
[2021-06-04 17:06:32	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311466 | val_loss: 0.0311676 | Time: 5434.66 ms
[2021-06-04 17:06:38	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311412 | val_loss: 0.0311695 | Time: 5763.9 ms
[2021-06-04 17:06:44	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311406 | val_loss: 0.0311767 | Time: 5455.56 ms
[2021-06-04 17:06:52	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311404 | val_loss: 0.0311705 | Time: 5515 ms
[2021-06-04 17:06:58	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311366 | val_loss: 0.0311693 | Time: 5342.46 ms
[2021-06-04 17:07:04	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311409 | val_loss: 0.0311901 | Time: 5527.16 ms
[2021-06-04 17:07:11	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311396 | val_loss: 0.0311757 | Time: 5401.54 ms
[2021-06-04 17:07:16	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311412 | val_loss: 0.03117 | Time: 5352.35 ms
[2021-06-04 17:07:22	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.031138 | val_loss: 0.0311885 | Time: 5466.59 ms
[2021-06-04 17:07:28	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311309 | val_loss: 0.0311827 | Time: 5372.62 ms
[2021-06-04 17:07:35	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311217 | val_loss: 0.0311792 | Time: 5435.44 ms
[2021-06-04 17:07:40	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311257 | val_loss: 0.031184 | Time: 5333.95 ms
[2021-06-04 17:07:46	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.03112 | val_loss: 0.031182 | Time: 5417.2 ms
[2021-06-04 17:07:53	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311178 | val_loss: 0.0311833 | Time: 5440.16 ms
[2021-06-04 17:07:59	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311183 | val_loss: 0.0311825 | Time: 5357.69 ms
[2021-06-04 17:08:04	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311176 | val_loss: 0.0311889 | Time: 5575.55 ms
[2021-06-04 17:08:14	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311139 | val_loss: 0.0311979 | Time: 8721.07 ms
[2021-06-04 17:08:22	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311142 | val_loss: 0.0311876 | Time: 7093.74 ms
[2021-06-04 17:08:30	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311121 | val_loss: 0.0311842 | Time: 6531.86 ms
[2021-06-04 17:08:36	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311124 | val_loss: 0.0311903 | Time: 6178.61 ms
[2021-06-04 17:08:42	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311132 | val_loss: 0.0312012 | Time: 5611.75 ms
[2021-06-04 17:08:48	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311157 | val_loss: 0.0311875 | Time: 5992.07 ms
[2021-06-04 17:08:55	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311265 | val_loss: 0.0311832 | Time: 6027.04 ms
[2021-06-04 17:09:01	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311273 | val_loss: 0.0311934 | Time: 5815.18 ms
[2021-06-04 17:09:11	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311186 | val_loss: 0.0311986 | Time: 9180.32 ms
[2021-06-04 17:09:19	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311183 | val_loss: 0.0311911 | Time: 6639.63 ms
[2021-06-04 17:09:25	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311142 | val_loss: 0.0311851 | Time: 5922.93 ms
[2021-06-04 17:09:31	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311153 | val_loss: 0.0311993 | Time: 5997.04 ms
[2021-06-04 17:09:38	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311107 | val_loss: 0.031198 | Time: 6256.35 ms
[2021-06-04 17:09:45	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311146 | val_loss: 0.0312114 | Time: 6218.55 ms
[2021-06-04 17:09:52	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031109 | val_loss: 0.0311957 | Time: 5865.95 ms
[2021-06-04 17:09:59	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311086 | val_loss: 0.0311899 | Time: 5947.13 ms
[2021-06-04 17:10:06	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311162 | val_loss: 0.0311966 | Time: 5944.39 ms
[2021-06-04 17:10:14	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311184 | val_loss: 0.0311916 | Time: 6889.54 ms
[2021-06-04 17:10:22	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031113 | val_loss: 0.0311969 | Time: 8105.11 ms
[2021-06-04 17:10:29	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.031112 | val_loss: 0.0311883 | Time: 5815.26 ms
[2021-06-04 17:10:37	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311081 | val_loss: 0.0311898 | Time: 5787.52 ms
[2021-06-04 17:10:43	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311097 | val_loss: 0.0311953 | Time: 5649.91 ms
[2021-06-04 17:10:49	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311155 | val_loss: 0.0311861 | Time: 5610.94 ms
[2021-06-04 17:10:55	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311108 | val_loss: 0.031192 | Time: 5614.41 ms
[2021-06-04 17:11:01	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.03111 | val_loss: 0.0311991 | Time: 5467.55 ms
[2021-06-04 17:11:07	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311138 | val_loss: 0.0312054 | Time: 5384.51 ms
[2021-06-04 17:11:13	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311145 | val_loss: 0.0311817 | Time: 5497.16 ms
[2021-06-04 17:11:18	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311119 | val_loss: 0.031198 | Time: 5445.32 ms
[2021-06-04 17:11:25	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.031111 | val_loss: 0.0311835 | Time: 5490.98 ms
[2021-06-04 17:11:32	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311082 | val_loss: 0.0311874 | Time: 7099.76 ms
[2021-06-04 17:11:38	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311102 | val_loss: 0.0312064 | Time: 5475.35 ms
[2021-06-04 17:11:43	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311112 | val_loss: 0.0311953 | Time: 5686.93 ms
[2021-06-04 17:11:52	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311254 | val_loss: 0.0311818 | Time: 8199.73 ms
[2021-06-04 17:12:00	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311305 | val_loss: 0.0311898 | Time: 7074.69 ms
[2021-06-04 17:12:07	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311213 | val_loss: 0.0311882 | Time: 6455.45 ms
[2021-06-04 17:12:15	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311169 | val_loss: 0.0312027 | Time: 6719.71 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 940MX)
[2021-06-05 09:04:39	                main:435]	:	INFO	:	Set logging level to 1
[2021-06-05 09:04:40	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-06-05 09:04:40	                main:444]	:	INFO	:	Resolving all filenames
[2021-06-05 09:04:41	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-06-05 09:04:42	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622596713-28461-0_0_r1490713414_1 (exists = 1)
[2021-06-05 09:04:42	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622596713-28461-0_0_r1490713414_0 (exists = 0)
[2021-06-05 09:04:43	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2021-06-05 09:04:43	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-06-05 09:04:44	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-06-05 09:04:44	                main:474]	:	INFO	:	Configuration: 
[2021-06-05 09:04:45	                main:475]	:	INFO	:	    Model type: GRU
[2021-06-05 09:04:45	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-06-05 09:04:46	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-06-05 09:04:48	                main:478]	:	INFO	:	    Batch Size: 128
[2021-06-05 09:04:50	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-06-05 09:04:51	                main:480]	:	INFO	:	    Patience: 10
[2021-06-05 09:04:53	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-06-05 09:04:54	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-06-05 09:04:55	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-06-05 09:04:56	                main:484]	:	INFO	:	    # Threads: 1
[2021-06-05 09:04:57	                main:486]	:	INFO	:	Preparing Dataset
[2021-06-05 09:04:57	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-05 09:04:59	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-05 09:05:15	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-06-05 09:05:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-05 09:05:16	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-05 09:05:16	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-06-05 09:05:17	                main:494]	:	INFO	:	Creating Model
[2021-06-05 09:05:17	                main:507]	:	INFO	:	Preparing config file
[2021-06-05 09:05:17	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-06-05 09:05:17	                main:512]	:	INFO	:	Loading config
[2021-06-05 09:05:17	                main:514]	:	INFO	:	Loading state
[2021-06-05 09:05:21	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-06-05 09:05:22	                main:562]	:	INFO	:	Starting Training
[2021-06-05 09:05:29	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0312997 | val_loss: 0.0312023 | Time: 6767.28 ms
[2021-06-05 09:05:41	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311488 | val_loss: 0.0311819 | Time: 11219.1 ms
[2021-06-05 09:05:48	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311284 | val_loss: 0.0311869 | Time: 6173.2 ms
[2021-06-05 09:05:56	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311205 | val_loss: 0.0311992 | Time: 6057.85 ms
[2021-06-05 09:06:02	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311134 | val_loss: 0.0312007 | Time: 5726.12 ms
[2021-06-05 09:06:09	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311141 | val_loss: 0.0312105 | Time: 5754.83 ms
[2021-06-05 09:06:17	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311131 | val_loss: 0.0311896 | Time: 6659.91 ms
[2021-06-05 09:06:23	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311229 | val_loss: 0.0311848 | Time: 5579.69 ms
[2021-06-05 09:06:29	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311173 | val_loss: 0.031198 | Time: 5766.28 ms
[2021-06-05 09:06:42	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.031112 | val_loss: 0.0311868 | Time: 11024.7 ms
[2021-06-05 09:06:49	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311112 | val_loss: 0.0311908 | Time: 6139.86 ms
[2021-06-05 09:06:55	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311137 | val_loss: 0.0311887 | Time: 5494.12 ms
[2021-06-05 09:07:01	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311087 | val_loss: 0.0311875 | Time: 5643.71 ms
[2021-06-05 09:07:06	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311095 | val_loss: 0.0311994 | Time: 5464.6 ms
[2021-06-05 09:07:13	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311129 | val_loss: 0.0311899 | Time: 5969.01 ms
[2021-06-05 09:07:19	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311062 | val_loss: 0.0311954 | Time: 5895.77 ms
[2021-06-05 09:07:26	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311077 | val_loss: 0.0311924 | Time: 6964.18 ms
[2021-06-05 09:07:34	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311077 | val_loss: 0.0312042 | Time: 7626.97 ms
[2021-06-05 09:07:42	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311104 | val_loss: 0.0311879 | Time: 7021.82 ms
[2021-06-05 09:07:52	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311123 | val_loss: 0.0311927 | Time: 8923.19 ms
[2021-06-05 09:08:00	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311103 | val_loss: 0.0312015 | Time: 7026.57 ms
[2021-06-05 09:08:06	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031105 | val_loss: 0.0312028 | Time: 5334.95 ms
[2021-06-05 09:08:12	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311104 | val_loss: 0.0311914 | Time: 5432.67 ms
[2021-06-05 09:08:18	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311089 | val_loss: 0.0312089 | Time: 5636.58 ms
[2021-06-05 09:08:24	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0311127 | val_loss: 0.0311861 | Time: 5891.67 ms
[2021-06-05 09:08:30	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0311103 | val_loss: 0.0311965 | Time: 5512.16 ms
[2021-06-05 09:08:37	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311089 | val_loss: 0.0311893 | Time: 6053.99 ms
[2021-06-05 09:08:44	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311057 | val_loss: 0.0311903 | Time: 6111.22 ms
[2021-06-05 09:08:51	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311065 | val_loss: 0.0312024 | Time: 6535.78 ms
[2021-06-05 09:08:58	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311013 | val_loss: 0.0312 | Time: 6151.56 ms
[2021-06-05 09:09:05	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311 | val_loss: 0.0312011 | Time: 6260.17 ms
[2021-06-05 09:09:12	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311065 | val_loss: 0.0311981 | Time: 5994.31 ms
[2021-06-05 09:09:20	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311111 | val_loss: 0.0312063 | Time: 7097.23 ms
[2021-06-05 09:09:26	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311061 | val_loss: 0.0311935 | Time: 5574.19 ms
[2021-06-05 09:09:32	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311063 | val_loss: 0.0311948 | Time: 5821.71 ms
[2021-06-05 09:09:43	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311054 | val_loss: 0.0311985 | Time: 10377.2 ms
[2021-06-05 09:09:49	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311014 | val_loss: 0.0312005 | Time: 5879.96 ms
[2021-06-05 09:09:55	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311072 | val_loss: 0.0311941 | Time: 5734.77 ms
[2021-06-05 09:10:00	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311015 | val_loss: 0.0312022 | Time: 5529.34 ms
[2021-06-05 09:10:06	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311006 | val_loss: 0.031203 | Time: 5477.13 ms
[2021-06-05 09:10:12	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311012 | val_loss: 0.0312069 | Time: 5424.29 ms
[2021-06-05 09:10:17	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311089 | val_loss: 0.0311889 | Time: 5419 ms
[2021-06-05 09:10:23	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.031115 | val_loss: 0.0311846 | Time: 5602.5 ms
[2021-06-05 09:10:29	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031116 | val_loss: 0.0311927 | Time: 5427.63 ms
[2021-06-05 09:10:35	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311132 | val_loss: 0.0312041 | Time: 5562.28 ms
[2021-06-05 09:10:40	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311051 | val_loss: 0.0311994 | Time: 5336.39 ms
[2021-06-05 09:10:46	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311048 | val_loss: 0.0311921 | Time: 5331.53 ms
[2021-06-05 09:10:51	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311131 | val_loss: 0.0311963 | Time: 5336.16 ms
[2021-06-05 09:10:57	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311059 | val_loss: 0.0312112 | Time: 5381.95 ms
[2021-06-05 09:11:03	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311023 | val_loss: 0.0312035 | Time: 5528.67 ms
[2021-06-05 09:11:08	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311042 | val_loss: 0.0311978 | Time: 5478.97 ms
[2021-06-05 09:11:14	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311082 | val_loss: 0.031199 | Time: 5465.28 ms
[2021-06-05 09:11:22	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.031106 | val_loss: 0.031208 | Time: 7691.6 ms
[2021-06-05 09:11:31	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311138 | val_loss: 0.0311938 | Time: 7019.62 ms
[2021-06-05 09:11:37	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311088 | val_loss: 0.0311958 | Time: 5458.29 ms
[2021-06-05 09:11:44	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311085 | val_loss: 0.031206 | Time: 5802.97 ms
[2021-06-05 09:11:50	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311048 | val_loss: 0.0311923 | Time: 6412.44 ms
[2021-06-05 09:12:02	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311016 | val_loss: 0.0312038 | Time: 11170.8 ms
[2021-06-05 09:12:12	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311034 | val_loss: 0.0311934 | Time: 8842.47 ms
[2021-06-05 09:12:29	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.031104 | val_loss: 0.0312022 | Time: 15435.7 ms
[2021-06-05 09:12:35	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0310998 | val_loss: 0.0312051 | Time: 5363.24 ms
[2021-06-05 09:12:41	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311042 | val_loss: 0.0311898 | Time: 5322.66 ms
[2021-06-05 09:12:47	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311037 | val_loss: 0.0311998 | Time: 5931.28 ms
[2021-06-05 09:12:53	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311039 | val_loss: 0.0311968 | Time: 5403.21 ms
[2021-06-05 09:13:01	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311014 | val_loss: 0.0312082 | Time: 7480.42 ms
[2021-06-05 09:13:10	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311027 | val_loss: 0.0312035 | Time: 8680.27 ms
[2021-06-05 09:13:18	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311034 | val_loss: 0.0312009 | Time: 7096.04 ms
[2021-06-05 09:13:26	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311017 | val_loss: 0.0312091 | Time: 7318.64 ms
[2021-06-05 09:13:37	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.031106 | val_loss: 0.0311954 | Time: 9956.99 ms
[2021-06-05 09:13:44	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.031104 | val_loss: 0.0312064 | Time: 5879.55 ms
[2021-06-05 09:13:51	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310988 | val_loss: 0.0312004 | Time: 5571.18 ms
[2021-06-05 09:13:57	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311011 | val_loss: 0.0311915 | Time: 5639.23 ms
[2021-06-05 09:14:05	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311026 | val_loss: 0.0312182 | Time: 7247.46 ms
[2021-06-05 09:14:12	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311032 | val_loss: 0.0311979 | Time: 6341.6 ms
[2021-06-05 09:14:19	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311049 | val_loss: 0.0312013 | Time: 7325.09 ms
[2021-06-05 09:14:28	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311107 | val_loss: 0.0312023 | Time: 8554.07 ms
[2021-06-05 09:14:36	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311108 | val_loss: 0.0311928 | Time: 7196.86 ms
[2021-06-05 09:14:44	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.031104 | val_loss: 0.0311953 | Time: 7479.28 ms
[2021-06-05 09:14:51	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311025 | val_loss: 0.0312044 | Time: 6812.72 ms
[2021-06-05 09:14:59	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311021 | val_loss: 0.031199 | Time: 5679.93 ms
[2021-06-05 09:15:07	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311024 | val_loss: 0.0311942 | Time: 7205.67 ms
[2021-06-05 09:15:14	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311031 | val_loss: 0.0311991 | Time: 5254.24 ms
[2021-06-05 09:15:21	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311128 | val_loss: 0.0311928 | Time: 5740.7 ms
[2021-06-05 09:15:28	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311059 | val_loss: 0.0311923 | Time: 6096.3 ms
[2021-06-05 09:15:34	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311031 | val_loss: 0.0311967 | Time: 5351.53 ms
[2021-06-05 09:15:41	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311025 | val_loss: 0.0311951 | Time: 5298.77 ms
[2021-06-05 09:15:48	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311003 | val_loss: 0.0312171 | Time: 5374.14 ms
[2021-06-05 09:15:54	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311019 | val_loss: 0.0311909 | Time: 5256.54 ms
[2021-06-05 09:16:01	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311053 | val_loss: 0.0311998 | Time: 6282.79 ms
[2021-06-05 09:16:06	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311068 | val_loss: 0.0311975 | Time: 5328.25 ms
[2021-06-05 09:16:12	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311073 | val_loss: 0.031198 | Time: 5323.73 ms
[2021-06-05 09:16:19	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311016 | val_loss: 0.0312004 | Time: 5477.31 ms
[2021-06-05 09:16:27	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0310994 | val_loss: 0.031198 | Time: 5427.85 ms
[2021-06-05 09:16:33	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.031099 | val_loss: 0.0312163 | Time: 5414.62 ms
[2021-06-05 09:16:40	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0310964 | val_loss: 0.0312077 | Time: 5408.1 ms
[2021-06-05 09:16:46	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0310976 | val_loss: 0.0311939 | Time: 5226.41 ms
[2021-06-05 09:16:52	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.031096 | val_loss: 0.0312079 | Time: 5420.31 ms
[2021-06-05 09:16:58	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0310952 | val_loss: 0.0312032 | Time: 5276.85 ms
[2021-06-05 09:17:04	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0310987 | val_loss: 0.031212 | Time: 5559.8 ms
[2021-06-05 09:17:10	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0310977 | val_loss: 0.0311922 | Time: 5697.58 ms
[2021-06-05 09:17:16	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311032 | val_loss: 0.03121 | Time: 5289.5 ms
[2021-06-05 09:17:22	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0310992 | val_loss: 0.0311971 | Time: 5342.8 ms
[2021-06-05 09:17:29	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0310961 | val_loss: 0.0312053 | Time: 5494.39 ms
[2021-06-05 09:17:35	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0310948 | val_loss: 0.0312 | Time: 5257.04 ms
[2021-06-05 09:17:42	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0310989 | val_loss: 0.0311936 | Time: 5305.93 ms
[2021-06-05 09:17:48	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311096 | val_loss: 0.0311968 | Time: 5279.76 ms
[2021-06-05 09:17:54	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311079 | val_loss: 0.0311924 | Time: 5360.23 ms
[2021-06-05 09:18:00	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311072 | val_loss: 0.0311917 | Time: 5284.97 ms
[2021-06-05 09:18:05	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311067 | val_loss: 0.0312104 | Time: 5278.17 ms
[2021-06-05 09:18:12	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311075 | val_loss: 0.031217 | Time: 5979.9 ms
[2021-06-05 09:18:19	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311106 | val_loss: 0.0311943 | Time: 6057.98 ms
[2021-06-05 09:18:25	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311156 | val_loss: 0.0311993 | Time: 5250.21 ms
[2021-06-05 09:18:30	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311056 | val_loss: 0.0312019 | Time: 5358.03 ms
[2021-06-05 09:18:36	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0310994 | val_loss: 0.0311971 | Time: 5316.57 ms
[2021-06-05 09:18:43	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311014 | val_loss: 0.0312006 | Time: 5443.2 ms
[2021-06-05 09:18:48	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0310975 | val_loss: 0.0312043 | Time: 5332.09 ms
[2021-06-05 09:18:54	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0310959 | val_loss: 0.0311969 | Time: 5236.34 ms
[2021-06-05 09:19:00	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0310966 | val_loss: 0.0312046 | Time: 5334.16 ms
[2021-06-05 09:19:07	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0310963 | val_loss: 0.031196 | Time: 5342.67 ms
[2021-06-05 09:19:13	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0310946 | val_loss: 0.031198 | Time: 5292.34 ms
[2021-06-05 09:19:20	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0310986 | val_loss: 0.0312126 | Time: 5454.35 ms
[2021-06-05 09:19:25	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0310951 | val_loss: 0.0312064 | Time: 5312.75 ms
[2021-06-05 09:19:31	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031091 | val_loss: 0.031208 | Time: 5240.41 ms
[2021-06-05 09:19:36	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0310917 | val_loss: 0.0312119 | Time: 5312.07 ms
[2021-06-05 09:19:43	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0310944 | val_loss: 0.0311911 | Time: 5857.6 ms
[2021-06-05 09:19:49	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0310972 | val_loss: 0.0312006 | Time: 5803.22 ms
[2021-06-05 09:19:54	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311095 | val_loss: 0.0311941 | Time: 5300.38 ms
[2021-06-05 09:20:00	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.031111 | val_loss: 0.0311994 | Time: 5387.1 ms
[2021-06-05 09:20:06	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311105 | val_loss: 0.0311853 | Time: 5317.32 ms
[2021-06-05 09:20:12	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311065 | val_loss: 0.031211 | Time: 5343.33 ms
[2021-06-05 09:20:17	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0310981 | val_loss: 0.0312009 | Time: 5428.24 ms
[2021-06-05 09:20:23	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.031095 | val_loss: 0.0311982 | Time: 5332.67 ms
[2021-06-05 09:20:28	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.031094 | val_loss: 0.0312017 | Time: 5335.96 ms
[2021-06-05 09:20:35	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0310978 | val_loss: 0.0311956 | Time: 5272.83 ms
[2021-06-05 09:20:42	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311019 | val_loss: 0.0312088 | Time: 5933.69 ms
[2021-06-05 09:20:48	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.031099 | val_loss: 0.0311936 | Time: 5398.27 ms
[2021-06-05 09:20:55	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0310952 | val_loss: 0.0311993 | Time: 5242.36 ms
[2021-06-05 09:21:01	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0310976 | val_loss: 0.0312004 | Time: 5293.73 ms
[2021-06-05 09:21:06	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.031092 | val_loss: 0.03121 | Time: 5308.95 ms
[2021-06-05 09:21:12	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0310944 | val_loss: 0.0312032 | Time: 5974.12 ms
[2021-06-05 09:21:18	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311018 | val_loss: 0.0312036 | Time: 5338.87 ms
[2021-06-05 09:21:24	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311023 | val_loss: 0.0312032 | Time: 5400.57 ms
[2021-06-05 09:21:30	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311022 | val_loss: 0.0312018 | Time: 5318.03 ms
[2021-06-05 09:21:36	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.031112 | val_loss: 0.0311956 | Time: 5672.91 ms
[2021-06-05 09:21:42	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311067 | val_loss: 0.0311983 | Time: 5329.77 ms
[2021-06-05 09:21:48	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0310988 | val_loss: 0.0312058 | Time: 5319.53 ms
[2021-06-05 09:21:56	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311058 | val_loss: 0.0312001 | Time: 5373.93 ms
[2021-06-05 09:22:01	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311043 | val_loss: 0.0311968 | Time: 5362.17 ms
[2021-06-05 09:22:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0310965 | val_loss: 0.0312114 | Time: 5281.06 ms
[2021-06-05 09:22:15	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0310998 | val_loss: 0.0312066 | Time: 6718.42 ms
[2021-06-05 09:22:23	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311008 | val_loss: 0.0311951 | Time: 6548.29 ms
[2021-06-05 09:22:29	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0310983 | val_loss: 0.0312028 | Time: 6233.05 ms
[2021-06-05 09:22:36	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0310907 | val_loss: 0.0312114 | Time: 5265.04 ms
[2021-06-05 09:22:42	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0310937 | val_loss: 0.0311929 | Time: 5255.27 ms
[2021-06-05 09:22:47	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0310908 | val_loss: 0.031215 | Time: 5266.75 ms
[2021-06-05 09:22:53	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0310941 | val_loss: 0.031202 | Time: 5268.49 ms
[2021-06-05 09:22:59	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0310914 | val_loss: 0.0312046 | Time: 5290.31 ms
[2021-06-05 09:23:05	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0310899 | val_loss: 0.031222 | Time: 5276.24 ms
[2021-06-05 09:23:11	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0310912 | val_loss: 0.0312032 | Time: 5276.96 ms
[2021-06-05 09:23:16	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0310919 | val_loss: 0.0312043 | Time: 5318.64 ms
[2021-06-05 09:23:23	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0310946 | val_loss: 0.0312055 | Time: 5315.88 ms
[2021-06-05 09:23:29	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0310933 | val_loss: 0.0312076 | Time: 5258.36 ms
[2021-06-05 09:23:35	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311083 | val_loss: 0.0311888 | Time: 5264.55 ms
[2021-06-05 09:23:40	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311093 | val_loss: 0.0311935 | Time: 5346.93 ms
[2021-06-05 09:23:46	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311053 | val_loss: 0.0312007 | Time: 5262.56 ms
[2021-06-05 09:23:51	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0310963 | val_loss: 0.0312146 | Time: 5278.33 ms
[2021-06-05 09:23:58	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0310937 | val_loss: 0.0311934 | Time: 5354.47 ms
[2021-06-05 09:24:05	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0310975 | val_loss: 0.0312137 | Time: 5632.12 ms
[2021-06-05 09:24:12	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0310951 | val_loss: 0.0312148 | Time: 5804.38 ms
[2021-06-05 09:24:18	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0310934 | val_loss: 0.0311917 | Time: 5412.91 ms
[2021-06-05 09:24:24	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0310923 | val_loss: 0.0312052 | Time: 5782.77 ms
[2021-06-05 09:24:32	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0310944 | val_loss: 0.0312017 | Time: 6679.93 ms
[2021-06-05 09:24:53	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0310997 | val_loss: 0.0312082 | Time: 19107.3 ms
[2021-06-05 09:25:10	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0310908 | val_loss: 0.0312188 | Time: 14372.1 ms
[2021-06-05 09:25:15	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0310924 | val_loss: 0.031207 | Time: 5343.44 ms
[2021-06-05 09:25:21	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.031091 | val_loss: 0.0312078 | Time: 5282.26 ms
[2021-06-05 09:25:27	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0310926 | val_loss: 0.0312096 | Time: 5376.01 ms
[2021-06-05 09:25:35	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0310916 | val_loss: 0.0312 | Time: 6189.65 ms
[2021-06-05 09:25:41	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0310955 | val_loss: 0.0312134 | Time: 6058.68 ms
[2021-06-05 09:25:47	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0310903 | val_loss: 0.0312037 | Time: 6055.73 ms
[2021-06-05 09:25:53	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0310898 | val_loss: 0.0312011 | Time: 5439.86 ms
[2021-06-05 09:25:59	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311003 | val_loss: 0.031212 | Time: 5581.73 ms
[2021-06-05 09:26:06	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0310983 | val_loss: 0.0311889 | Time: 6996.21 ms
[2021-06-05 09:26:42	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0310931 | val_loss: 0.0312045 | Time: 21786.2 ms
[2021-06-05 09:26:47	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311144 | val_loss: 0.031179 | Time: 5356.71 ms
[2021-06-05 09:26:53	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311487 | val_loss: 0.0311722 | Time: 5250.64 ms
[2021-06-05 09:26:59	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311445 | val_loss: 0.0311749 | Time: 5351.21 ms
[2021-06-05 09:27:10	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311424 | val_loss: 0.0311745 | Time: 10383.1 ms
[2021-06-05 09:27:16	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311351 | val_loss: 0.0311737 | Time: 6184.61 ms
[2021-06-05 09:27:23	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311317 | val_loss: 0.0311708 | Time: 5855.94 ms
[2021-06-05 09:27:29	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311308 | val_loss: 0.0311761 | Time: 5969.85 ms
[2021-06-05 09:27:35	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311304 | val_loss: 0.0311772 | Time: 5466.45 ms
[2021-06-05 09:27:40	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311265 | val_loss: 0.0311751 | Time: 5324.87 ms
[2021-06-05 09:27:46	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311273 | val_loss: 0.0311729 | Time: 5370.08 ms
[2021-06-05 09:27:51	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311247 | val_loss: 0.0311789 | Time: 5318.22 ms
[2021-06-05 09:27:57	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.031123 | val_loss: 0.0311824 | Time: 5324.7 ms
[2021-06-05 09:28:02	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311211 | val_loss: 0.0311781 | Time: 5356 ms
[2021-06-05 09:28:08	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311214 | val_loss: 0.0311791 | Time: 5471.39 ms
[2021-06-05 09:28:14	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311232 | val_loss: 0.031183 | Time: 5370.36 ms
[2021-06-05 09:28:20	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311216 | val_loss: 0.0311802 | Time: 5612.52 ms
[2021-06-05 09:28:27	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311229 | val_loss: 0.0311794 | Time: 6434.79 ms
[2021-06-05 09:28:33	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311177 | val_loss: 0.0311808 | Time: 5352.37 ms
[2021-06-05 09:28:38	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311186 | val_loss: 0.0311798 | Time: 5347.99 ms
[2021-06-05 09:28:44	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311161 | val_loss: 0.031186 | Time: 5276.33 ms
[2021-06-05 09:28:49	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311169 | val_loss: 0.0311823 | Time: 5516.5 ms
[2021-06-05 09:28:55	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311147 | val_loss: 0.0311833 | Time: 5430.74 ms
[2021-06-05 09:29:00	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311156 | val_loss: 0.0311789 | Time: 5302.55 ms
[2021-06-05 09:29:06	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311125 | val_loss: 0.0311852 | Time: 5656.71 ms
[2021-06-05 09:29:12	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311159 | val_loss: 0.0311809 | Time: 5615.35 ms
[2021-06-05 09:29:19	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311146 | val_loss: 0.0311821 | Time: 5628.03 ms
[2021-06-05 09:29:25	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311142 | val_loss: 0.0311852 | Time: 5370.9 ms
[2021-06-05 09:29:31	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311186 | val_loss: 0.0311905 | Time: 5314.11 ms
[2021-06-05 09:29:37	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.031117 | val_loss: 0.0311833 | Time: 5645.53 ms
[2021-06-05 09:29:42	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311141 | val_loss: 0.0311855 | Time: 5343.59 ms
[2021-06-05 09:29:48	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311169 | val_loss: 0.031184 | Time: 5317.52 ms
[2021-06-05 09:29:54	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311153 | val_loss: 0.0311839 | Time: 5552.5 ms
[2021-06-05 09:30:00	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311147 | val_loss: 0.0311816 | Time: 5366.76 ms
[2021-06-05 09:30:05	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311127 | val_loss: 0.0311855 | Time: 5288.4 ms
[2021-06-05 09:30:11	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311128 | val_loss: 0.031186 | Time: 5286.3 ms
[2021-06-05 09:30:17	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311214 | val_loss: 0.0311835 | Time: 5315.03 ms
[2021-06-05 09:30:23	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311168 | val_loss: 0.0311879 | Time: 5286.06 ms
[2021-06-05 09:30:29	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311128 | val_loss: 0.0311893 | Time: 5317.74 ms
[2021-06-05 09:30:35	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311135 | val_loss: 0.0311958 | Time: 5244.02 ms
[2021-06-05 09:30:40	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311129 | val_loss: 0.0311901 | Time: 5313.03 ms
[2021-06-05 09:30:46	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311124 | val_loss: 0.0311888 | Time: 5297.84 ms
[2021-06-05 09:30:52	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311097 | val_loss: 0.0311854 | Time: 5318.1 ms
[2021-06-05 09:30:58	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311106 | val_loss: 0.0311949 | Time: 5358.23 ms
[2021-06-05 09:31:03	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311118 | val_loss: 0.0311973 | Time: 5254.06 ms
[2021-06-05 09:31:09	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.03111 | val_loss: 0.0311851 | Time: 5244.38 ms
[2021-06-05 09:31:15	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311155 | val_loss: 0.0311856 | Time: 5339.19 ms
[2021-06-05 09:31:21	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031117 | val_loss: 0.0311968 | Time: 5302.34 ms
[2021-06-05 09:31:26	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311078 | val_loss: 0.0311876 | Time: 5331.33 ms
[2021-06-05 09:31:33	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311071 | val_loss: 0.0311971 | Time: 5357.1 ms
[2021-06-05 09:31:39	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311054 | val_loss: 0.0311907 | Time: 5262.79 ms
[2021-06-05 09:31:45	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311043 | val_loss: 0.0311926 | Time: 5250.1 ms
[2021-06-05 09:31:50	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311027 | val_loss: 0.0312005 | Time: 5311.52 ms
[2021-06-05 09:31:56	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311046 | val_loss: 0.0311987 | Time: 5365.12 ms
[2021-06-05 09:32:02	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311015 | val_loss: 0.031191 | Time: 5327.91 ms
[2021-06-05 09:32:07	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311105 | val_loss: 0.0311994 | Time: 5342.34 ms
[2021-06-05 09:32:13	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311157 | val_loss: 0.0311867 | Time: 5351.28 ms
[2021-06-05 09:32:18	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311155 | val_loss: 0.0311922 | Time: 5286.23 ms
[2021-06-05 09:32:24	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.031111 | val_loss: 0.0311968 | Time: 5251.49 ms
[2021-06-05 09:32:30	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311025 | val_loss: 0.0311964 | Time: 5409.31 ms
[2021-06-05 09:32:36	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.031104 | val_loss: 0.0312042 | Time: 5350.48 ms
[2021-06-05 09:32:42	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.031102 | val_loss: 0.0312046 | Time: 5314.75 ms
[2021-06-05 09:32:47	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.031103 | val_loss: 0.0311956 | Time: 5268.07 ms
[2021-06-05 09:32:53	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311044 | val_loss: 0.0312096 | Time: 5297.55 ms
[2021-06-05 09:32:58	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0310969 | val_loss: 0.0311994 | Time: 5286.01 ms
[2021-06-05 09:33:04	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0310993 | val_loss: 0.0311892 | Time: 5370.45 ms
[2021-06-05 09:33:11	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311029 | val_loss: 0.0311961 | Time: 5325.27 ms
[2021-06-05 09:33:16	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311359 | val_loss: 0.0311789 | Time: 5343.33 ms
[2021-06-05 09:33:22	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311322 | val_loss: 0.0311843 | Time: 5284.07 ms
[2021-06-05 09:33:28	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.031127 | val_loss: 0.0311931 | Time: 5343.36 ms
[2021-06-05 09:33:34	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311215 | val_loss: 0.0311907 | Time: 5279.43 ms
[2021-06-05 09:33:40	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311142 | val_loss: 0.0312005 | Time: 5336.6 ms
[2021-06-05 09:33:46	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311032 | val_loss: 0.0312151 | Time: 5278.95 ms
[2021-06-05 09:33:53	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311086 | val_loss: 0.0312017 | Time: 5373.44 ms
[2021-06-05 09:33:59	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311063 | val_loss: 0.0312237 | Time: 5288.64 ms
[2021-06-05 09:34:04	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.031107 | val_loss: 0.0312111 | Time: 5333.05 ms
[2021-06-05 09:34:11	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310955 | val_loss: 0.0311988 | Time: 5313.58 ms
[2021-06-05 09:34:17	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0310949 | val_loss: 0.0312021 | Time: 5275.33 ms
[2021-06-05 09:34:22	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0310971 | val_loss: 0.0312016 | Time: 5334.73 ms
[2021-06-05 09:34:28	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0310921 | val_loss: 0.0312047 | Time: 5461.23 ms
[2021-06-05 09:34:33	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0310953 | val_loss: 0.0312176 | Time: 5397.13 ms
[2021-06-05 09:34:39	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0310968 | val_loss: 0.0311975 | Time: 5267.67 ms
[2021-06-05 09:34:45	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0310955 | val_loss: 0.0312161 | Time: 5275.99 ms
[2021-06-05 09:34:51	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0310955 | val_loss: 0.0311993 | Time: 5574.05 ms
[2021-06-05 09:34:57	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0310948 | val_loss: 0.0312026 | Time: 5375.95 ms
[2021-06-05 09:35:02	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0310928 | val_loss: 0.0312002 | Time: 5392.74 ms
[2021-06-05 09:35:08	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310954 | val_loss: 0.0311927 | Time: 5358.39 ms
[2021-06-05 09:35:14	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0310973 | val_loss: 0.0311902 | Time: 5313.13 ms
[2021-06-05 09:35:20	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311012 | val_loss: 0.0312003 | Time: 5339.37 ms
[2021-06-05 09:35:26	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311033 | val_loss: 0.0311906 | Time: 5362.03 ms
[2021-06-05 09:35:32	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0310989 | val_loss: 0.031204 | Time: 5277.12 ms
[2021-06-05 09:35:39	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0310974 | val_loss: 0.0311996 | Time: 5292.55 ms
[2021-06-05 09:35:45	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311006 | val_loss: 0.0312074 | Time: 5360.53 ms
[2021-06-05 09:35:51	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.031095 | val_loss: 0.031206 | Time: 5246.79 ms
[2021-06-05 09:35:56	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310918 | val_loss: 0.031198 | Time: 5375.11 ms
[2021-06-05 09:36:02	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310951 | val_loss: 0.0312112 | Time: 5386.91 ms
[2021-06-05 09:36:08	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0310911 | val_loss: 0.0312058 | Time: 5283.78 ms
[2021-06-05 09:36:14	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0310961 | val_loss: 0.0311914 | Time: 5352.56 ms
[2021-06-05 09:36:20	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0310956 | val_loss: 0.0312165 | Time: 5300.7 ms
[2021-06-05 09:36:25	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0310968 | val_loss: 0.0312015 | Time: 5227.79 ms
[2021-06-05 09:36:31	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311029 | val_loss: 0.0311966 | Time: 5324.53 ms
[2021-06-05 09:36:37	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311071 | val_loss: 0.0312144 | Time: 5360.34 ms
[2021-06-05 09:36:43	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031107 | val_loss: 0.0312073 | Time: 5370.95 ms
[2021-06-05 09:36:50	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310999 | val_loss: 0.0312268 | Time: 5336.56 ms
[2021-06-05 09:36:55	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311627 | val_loss: 0.0311908 | Time: 5235.81 ms
[2021-06-05 09:37:01	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311529 | val_loss: 0.0312014 | Time: 5292.47 ms
[2021-06-05 09:37:08	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311419 | val_loss: 0.0311772 | Time: 5602.76 ms
[2021-06-05 09:37:13	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311373 | val_loss: 0.0311747 | Time: 5297.88 ms
[2021-06-05 09:37:19	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311275 | val_loss: 0.0311876 | Time: 5278.9 ms
[2021-06-05 09:37:25	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311235 | val_loss: 0.0311871 | Time: 5364.08 ms
[2021-06-05 09:37:31	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311142 | val_loss: 0.0311975 | Time: 5352.23 ms
[2021-06-05 09:37:38	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311075 | val_loss: 0.0312041 | Time: 5319.94 ms
[2021-06-05 09:37:43	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311049 | val_loss: 0.0311957 | Time: 5276.34 ms
[2021-06-05 09:37:48	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311124 | val_loss: 0.0311966 | Time: 5306.61 ms
[2021-06-05 09:37:54	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311106 | val_loss: 0.0312047 | Time: 5301.08 ms
[2021-06-05 09:38:00	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311019 | val_loss: 0.0312057 | Time: 5464.93 ms
[2021-06-05 09:38:05	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0310973 | val_loss: 0.0311996 | Time: 5375.76 ms
[2021-06-05 09:38:11	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311009 | val_loss: 0.0312031 | Time: 5212.32 ms
[2021-06-05 09:38:17	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310987 | val_loss: 0.0311955 | Time: 5423.32 ms
[2021-06-05 09:38:22	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0310973 | val_loss: 0.0312237 | Time: 5242.28 ms
[2021-06-05 09:38:28	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311006 | val_loss: 0.0311991 | Time: 5365.3 ms
[2021-06-05 09:38:34	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.031097 | val_loss: 0.0312128 | Time: 5288.05 ms
[2021-06-05 09:38:39	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0310976 | val_loss: 0.0311999 | Time: 5343.39 ms
[2021-06-05 09:38:45	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311012 | val_loss: 0.0311986 | Time: 5286.66 ms
[2021-06-05 09:38:50	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311073 | val_loss: 0.0312027 | Time: 5282.48 ms
[2021-06-05 09:38:56	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0310964 | val_loss: 0.0312006 | Time: 5274.24 ms
[2021-06-05 09:39:01	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0310946 | val_loss: 0.0312108 | Time: 5298.51 ms
[2021-06-05 09:39:08	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.031091 | val_loss: 0.0312123 | Time: 5265.17 ms
[2021-06-05 09:39:13	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0310911 | val_loss: 0.0312039 | Time: 5312.06 ms
[2021-06-05 09:39:19	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0310987 | val_loss: 0.0311973 | Time: 5300.26 ms
[2021-06-05 09:39:25	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0310916 | val_loss: 0.0312043 | Time: 5465.69 ms
[2021-06-05 09:39:30	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310892 | val_loss: 0.0311999 | Time: 5462.05 ms
[2021-06-05 09:39:37	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310982 | val_loss: 0.0312043 | Time: 5303.86 ms
[2021-06-05 09:39:42	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310937 | val_loss: 0.0312006 | Time: 5275.95 ms
[2021-06-05 09:39:48	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0310946 | val_loss: 0.0312078 | Time: 5363.24 ms
[2021-06-05 09:39:55	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310948 | val_loss: 0.0312132 | Time: 5446.35 ms
[2021-06-05 09:40:01	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310964 | val_loss: 0.031202 | Time: 5304.98 ms
[2021-06-05 09:40:07	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0310882 | val_loss: 0.0312108 | Time: 5444.08 ms
[2021-06-05 09:40:13	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0310886 | val_loss: 0.0312071 | Time: 5588.51 ms
[2021-06-05 09:40:18	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0310913 | val_loss: 0.031208 | Time: 5262.72 ms
[2021-06-05 09:40:24	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0310892 | val_loss: 0.0312443 | Time: 5457.2 ms
[2021-06-05 09:40:30	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311161 | val_loss: 0.0311974 | Time: 5633.45 ms
[2021-06-05 09:40:35	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311115 | val_loss: 0.0312005 | Time: 5301.26 ms
[2021-06-05 09:40:41	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.031106 | val_loss: 0.0312024 | Time: 5358.55 ms
[2021-06-05 09:40:46	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0310952 | val_loss: 0.0312102 | Time: 5324.95 ms
[2021-06-05 09:40:52	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.03109 | val_loss: 0.0312026 | Time: 5363.3 ms
[2021-06-05 09:40:59	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0310908 | val_loss: 0.0312119 | Time: 6012.9 ms
[2021-06-05 09:41:09	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0310974 | val_loss: 0.031217 | Time: 8657.31 ms
[2021-06-05 09:41:16	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0310953 | val_loss: 0.0312044 | Time: 6624.75 ms
[2021-06-05 09:41:22	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0310889 | val_loss: 0.0312145 | Time: 6302.95 ms
[2021-06-05 09:41:29	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311026 | val_loss: 0.0312067 | Time: 6784.75 ms
[2021-06-05 09:41:37	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311061 | val_loss: 0.0312114 | Time: 6506.36 ms
[2021-06-05 09:41:43	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0310973 | val_loss: 0.0311957 | Time: 6010.25 ms
[2021-06-05 09:41:49	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0310982 | val_loss: 0.0312091 | Time: 5980.62 ms
[2021-06-05 09:41:58	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.031094 | val_loss: 0.0312103 | Time: 7362.37 ms
[2021-06-05 09:42:06	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.031088 | val_loss: 0.0312054 | Time: 6991.18 ms
[2021-06-05 09:42:16	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.031093 | val_loss: 0.0312138 | Time: 8567.49 ms
[2021-06-05 09:42:24	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0310882 | val_loss: 0.0312125 | Time: 6749.09 ms
[2021-06-05 09:42:30	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0310884 | val_loss: 0.0312014 | Time: 5763.79 ms
[2021-06-05 09:42:36	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0310959 | val_loss: 0.0312016 | Time: 5397.37 ms
[2021-06-05 09:42:42	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0310909 | val_loss: 0.0312005 | Time: 5413.76 ms
[2021-06-05 09:42:48	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031095 | val_loss: 0.0312073 | Time: 5456.73 ms
[2021-06-05 09:42:55	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311114 | val_loss: 0.0311981 | Time: 6093.16 ms
[2021-06-05 09:43:02	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311095 | val_loss: 0.0312002 | Time: 6476.3 ms
[2021-06-05 09:43:07	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311021 | val_loss: 0.0311982 | Time: 5479.84 ms
[2021-06-05 09:43:13	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311046 | val_loss: 0.0312198 | Time: 5691.83 ms
[2021-06-05 09:43:18	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0311045 | val_loss: 0.0312026 | Time: 5343.56 ms
[2021-06-05 09:43:25	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0310986 | val_loss: 0.0312038 | Time: 5647.35 ms
[2021-06-05 09:43:32	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311037 | val_loss: 0.0312096 | Time: 6011.36 ms
[2021-06-05 09:43:38	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0310986 | val_loss: 0.0312026 | Time: 5882.29 ms
[2021-06-05 09:43:45	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0310961 | val_loss: 0.0312072 | Time: 6075.28 ms
[2021-06-05 09:43:51	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0310926 | val_loss: 0.031203 | Time: 5416.41 ms
[2021-06-05 09:43:57	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0310929 | val_loss: 0.0312157 | Time: 5459.53 ms
[2021-06-05 09:44:03	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0310974 | val_loss: 0.0312048 | Time: 5484.98 ms
[2021-06-05 09:44:10	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0310909 | val_loss: 0.0312146 | Time: 5551.57 ms
[2021-06-05 09:44:16	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0310896 | val_loss: 0.0312106 | Time: 5718.92 ms
[2021-06-05 09:44:23	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311032 | val_loss: 0.0311939 | Time: 5637.7 ms
[2021-06-05 09:44:29	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311217 | val_loss: 0.0311863 | Time: 5698.87 ms
[2021-06-05 09:44:34	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311154 | val_loss: 0.0312021 | Time: 5390.5 ms
[2021-06-05 09:44:40	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311055 | val_loss: 0.0311965 | Time: 5439.94 ms
[2021-06-05 09:44:48	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0310991 | val_loss: 0.0312059 | Time: 6363.92 ms
[2021-06-05 09:44:55	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0310955 | val_loss: 0.0312046 | Time: 6660.05 ms
[2021-06-05 09:45:03	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0310949 | val_loss: 0.0312041 | Time: 7270.7 ms
[2021-06-05 09:45:10	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311004 | val_loss: 0.0312171 | Time: 6573.9 ms
[2021-06-05 09:45:17	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311007 | val_loss: 0.031199 | Time: 6052.02 ms
[2021-06-05 09:45:25	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0310957 | val_loss: 0.0312162 | Time: 7200.96 ms
[2021-06-05 09:45:31	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0310998 | val_loss: 0.0311957 | Time: 5429.4 ms
[2021-06-05 09:45:36	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311017 | val_loss: 0.0312045 | Time: 5549.13 ms
[2021-06-05 09:45:43	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0310998 | val_loss: 0.031209 | Time: 6549.64 ms
[2021-06-05 09:45:49	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0310946 | val_loss: 0.031211 | Time: 5776.86 ms
[2021-06-05 09:45:55	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0310897 | val_loss: 0.031216 | Time: 5911.13 ms
[2021-06-05 09:45:56	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.031216
[2021-06-05 09:45:56	                main:603]	:	INFO	:	Saving end state to config to file
[2021-06-05 09:45:56	                main:608]	:	INFO	:	Success, exiting..
09:45:56 (13628): 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)