Task 5334145

Name ParityMachine-1622595590-27736-3_1
Workunit 3198859
Created 13 Jun 2021, 16:23:12 UTC
Sent 13 Jun 2021, 17:18:20 UTC
Report deadline 20 Jun 2021, 17:18:20 UTC
Received 16 Jun 2021, 6:24:12 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 11931
Run time 3 hours 15 min 51 sec
CPU time 2 hours 59 min 30 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 8,880.26 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.62 GB
Peak swap size 3.66 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
-15 21:13:55	                main:574]	:	INFO	:	Epoch 1572 | loss: 0.0310766 | val_loss: 0.0310988 | Time: 5566.05 ms
[2021-06-15 21:14:00	                main:574]	:	INFO	:	Epoch 1573 | loss: 0.0310875 | val_loss: 0.0310873 | Time: 5499 ms
[2021-06-15 21:14:06	                main:574]	:	INFO	:	Epoch 1574 | loss: 0.0310772 | val_loss: 0.0310866 | Time: 5460.96 ms
[2021-06-15 21:14:11	                main:574]	:	INFO	:	Epoch 1575 | loss: 0.0310853 | val_loss: 0.0310905 | Time: 5355.08 ms
[2021-06-15 21:14:17	                main:574]	:	INFO	:	Epoch 1576 | loss: 0.0310776 | val_loss: 0.0310695 | Time: 5500.65 ms
[2021-06-15 21:14:22	                main:574]	:	INFO	:	Epoch 1577 | loss: 0.0310608 | val_loss: 0.031059 | Time: 5375.58 ms
[2021-06-15 21:14:28	                main:574]	:	INFO	:	Epoch 1578 | loss: 0.0310509 | val_loss: 0.0310524 | Time: 5500.81 ms
[2021-06-15 21:14:33	                main:574]	:	INFO	:	Epoch 1579 | loss: 0.0310452 | val_loss: 0.0310489 | Time: 5493.92 ms
[2021-06-15 21:14:39	                main:574]	:	INFO	:	Epoch 1580 | loss: 0.0310409 | val_loss: 0.0310519 | Time: 5433.34 ms
[2021-06-15 21:14:44	                main:574]	:	INFO	:	Epoch 1581 | loss: 0.0310384 | val_loss: 0.0310506 | Time: 5585.01 ms
[2021-06-15 21:14:50	                main:574]	:	INFO	:	Epoch 1582 | loss: 0.0310441 | val_loss: 0.0310472 | Time: 5468.01 ms
[2021-06-15 21:14:55	                main:574]	:	INFO	:	Epoch 1583 | loss: 0.0310393 | val_loss: 0.0310458 | Time: 5535.3 ms
[2021-06-15 21:15:01	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0310365 | val_loss: 0.0310473 | Time: 5576.96 ms
[2021-06-15 21:15:07	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.031034 | val_loss: 0.031049 | Time: 5495.73 ms
[2021-06-15 21:15:12	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0310375 | val_loss: 0.0310464 | Time: 5372.18 ms
[2021-06-15 21:15:17	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0310332 | val_loss: 0.0310505 | Time: 5373.32 ms
[2021-06-15 21:15:23	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0310353 | val_loss: 0.0310603 | Time: 5538.52 ms
[2021-06-15 21:15:28	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0310535 | val_loss: 0.0310656 | Time: 5451.24 ms
[2021-06-15 21:15:34	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0310545 | val_loss: 0.0310618 | Time: 5422.46 ms
[2021-06-15 21:15:39	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0310451 | val_loss: 0.0310522 | Time: 5475.45 ms
[2021-06-15 21:15:45	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0310477 | val_loss: 0.0310679 | Time: 5589.33 ms
[2021-06-15 21:15:51	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0310686 | val_loss: 0.0311032 | Time: 5469.67 ms
[2021-06-15 21:15:56	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311111 | val_loss: 0.0311298 | Time: 5467.51 ms
[2021-06-15 21:16:02	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311333 | val_loss: 0.0311331 | Time: 5467.73 ms
[2021-06-15 21:16:07	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311226 | val_loss: 0.0311201 | Time: 5359.1 ms
[2021-06-15 21:16:13	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311071 | val_loss: 0.0311192 | Time: 5575.48 ms
[2021-06-15 21:16:18	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311012 | val_loss: 0.0311056 | Time: 5414.19 ms
[2021-06-15 21:16:24	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0310892 | val_loss: 0.0310895 | Time: 5508.58 ms
[2021-06-15 21:16:29	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0310769 | val_loss: 0.0310821 | Time: 5457.09 ms
[2021-06-15 21:16:35	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0310704 | val_loss: 0.0310796 | Time: 5466.82 ms
[2021-06-15 21:16:40	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031064 | val_loss: 0.0310794 | Time: 5547.34 ms
[2021-06-15 21:16:46	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0310569 | val_loss: 0.0310734 | Time: 5481.19 ms
[2021-06-15 21:16:51	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0310524 | val_loss: 0.0310692 | Time: 5348 ms
[2021-06-15 21:16:57	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0310618 | val_loss: 0.0310877 | Time: 5703 ms
[2021-06-15 21:17:02	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0310826 | val_loss: 0.0310874 | Time: 5329.53 ms
[2021-06-15 21:17:08	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.03109 | val_loss: 0.0310917 | Time: 5514.91 ms
[2021-06-15 21:17:13	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0310902 | val_loss: 0.0310805 | Time: 5494.85 ms
[2021-06-15 21:17:19	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0310803 | val_loss: 0.0310903 | Time: 5451.25 ms
[2021-06-15 21:17:24	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.031125 | val_loss: 0.0311357 | Time: 5382.65 ms
[2021-06-15 21:17:30	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311694 | val_loss: 0.0311886 | Time: 5596.42 ms
[2021-06-15 21:17:35	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311818 | val_loss: 0.0311819 | Time: 5476.27 ms
[2021-06-15 21:17:41	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311698 | val_loss: 0.0311675 | Time: 5329.69 ms
[2021-06-15 21:17:46	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311613 | val_loss: 0.0311611 | Time: 5436.9 ms
[2021-06-15 21:17:52	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311557 | val_loss: 0.0311548 | Time: 5480.43 ms
[2021-06-15 21:17:57	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311502 | val_loss: 0.0311539 | Time: 5533.18 ms
[2021-06-15 21:18:03	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311471 | val_loss: 0.0311469 | Time: 5415.17 ms
[2021-06-15 21:18:08	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311456 | val_loss: 0.0311449 | Time: 5469.53 ms
[2021-06-15 21:18:14	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311396 | val_loss: 0.0311443 | Time: 5550.97 ms
[2021-06-15 21:18:19	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311342 | val_loss: 0.0311343 | Time: 5478.58 ms
[2021-06-15 21:18:25	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311362 | val_loss: 0.0311436 | Time: 5733.29 ms
[2021-06-15 21:18:31	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311359 | val_loss: 0.0311327 | Time: 5517.9 ms
[2021-06-15 21:18:36	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.031127 | val_loss: 0.0311283 | Time: 5516.57 ms
[2021-06-15 21:18:42	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311195 | val_loss: 0.0311232 | Time: 5466.06 ms
[2021-06-15 21:18:47	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311152 | val_loss: 0.0311202 | Time: 5426.88 ms
[2021-06-15 21:18:53	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311128 | val_loss: 0.0311226 | Time: 5547.23 ms
[2021-06-15 21:18:58	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.03111 | val_loss: 0.0311144 | Time: 5350.08 ms
[2021-06-15 21:19:04	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311051 | val_loss: 0.0311117 | Time: 5475.65 ms
[2021-06-15 21:19:09	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311032 | val_loss: 0.0311077 | Time: 5367 ms
[2021-06-15 21:19:15	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0310987 | val_loss: 0.0311039 | Time: 5455.29 ms
[2021-06-15 21:19:20	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0310972 | val_loss: 0.0311035 | Time: 5518.33 ms
[2021-06-15 21:19:26	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.031094 | val_loss: 0.0311058 | Time: 5516.52 ms
[2021-06-15 21:19:31	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0310938 | val_loss: 0.0311015 | Time: 5553.13 ms
[2021-06-15 21:19:37	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0310921 | val_loss: 0.0310996 | Time: 5499.46 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080)
[2021-06-15 21:50:59	                main:435]	:	INFO	:	Set logging level to 1
[2021-06-15 21:50:59	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-06-15 21:50:59	                main:444]	:	INFO	:	Resolving all filenames
[2021-06-15 21:50:59	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1)
[2021-06-15 21:50:59	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622595590-27736-3_1_r94881746_1 (exists = 1)
[2021-06-15 21:50:59	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622595590-27736-3_1_r94881746_0 (exists = 0)
[2021-06-15 21:50:59	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622595590-27736-3 (exists = 1)
[2021-06-15 21:50:59	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-06-15 21:50:59	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5
[2021-06-15 21:50:59	                main:474]	:	INFO	:	Configuration: 
[2021-06-15 21:50:59	                main:475]	:	INFO	:	    Model type: GRU
[2021-06-15 21:50:59	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-06-15 21:50:59	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-06-15 21:50:59	                main:478]	:	INFO	:	    Batch Size: 128
[2021-06-15 21:50:59	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-06-15 21:50:59	                main:480]	:	INFO	:	    Patience: 10
[2021-06-15 21:50:59	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-06-15 21:50:59	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-06-15 21:50:59	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-06-15 21:50:59	                main:484]	:	INFO	:	    # Threads: 1
[2021-06-15 21:50:59	                main:486]	:	INFO	:	Preparing Dataset
[2021-06-15 21:51:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-15 21:51:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-15 21:51:01	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-06-15 21:51:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-15 21:51:01	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory
[2021-06-15 21:51:02	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-06-15 21:51:02	                main:494]	:	INFO	:	Creating Model
[2021-06-15 21:51:02	                main:507]	:	INFO	:	Preparing config file
[2021-06-15 21:51:02	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-06-15 21:51:02	                main:512]	:	INFO	:	Loading config
[2021-06-15 21:51:02	                main:514]	:	INFO	:	Loading state
[2021-06-15 21:51:03	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-06-15 21:51:03	                main:562]	:	INFO	:	Starting Training
[2021-06-15 21:51:08	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0314057 | val_loss: 0.0311995 | Time: 5527.51 ms
[2021-06-15 21:51:14	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311332 | val_loss: 0.0310989 | Time: 5379.35 ms
[2021-06-15 21:51:19	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0310808 | val_loss: 0.0310863 | Time: 5493.69 ms
[2021-06-15 21:51:25	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0310724 | val_loss: 0.0310834 | Time: 5290.41 ms
[2021-06-15 21:51:30	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0310668 | val_loss: 0.0310767 | Time: 5584.27 ms
[2021-06-15 21:51:36	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0310599 | val_loss: 0.0310665 | Time: 5265.7 ms
[2021-06-15 21:51:41	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0310542 | val_loss: 0.031072 | Time: 5494.2 ms
[2021-06-15 21:51:47	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0310574 | val_loss: 0.0310692 | Time: 5553.8 ms
[2021-06-15 21:51:52	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310499 | val_loss: 0.0310629 | Time: 5210.44 ms
[2021-06-15 21:51:57	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310517 | val_loss: 0.0310692 | Time: 5119.3 ms
[2021-06-15 21:52:02	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0310547 | val_loss: 0.0310711 | Time: 5207.96 ms
[2021-06-15 21:52:08	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0310601 | val_loss: 0.0310716 | Time: 5196.96 ms
[2021-06-15 21:52:13	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0310518 | val_loss: 0.0310601 | Time: 5156.12 ms
[2021-06-15 21:52:18	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0310448 | val_loss: 0.0310654 | Time: 5213.38 ms
[2021-06-15 21:52:24	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0310447 | val_loss: 0.031065 | Time: 5425.04 ms
[2021-06-15 21:52:29	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0310655 | val_loss: 0.0310847 | Time: 5360.81 ms
[2021-06-15 21:52:34	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0310881 | val_loss: 0.0310953 | Time: 5278.28 ms
[2021-06-15 21:52:40	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.031094 | val_loss: 0.0310928 | Time: 5377.72 ms
[2021-06-15 21:52:45	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0310832 | val_loss: 0.0310853 | Time: 5173.8 ms
[2021-06-15 21:52:50	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0310778 | val_loss: 0.0310772 | Time: 5332.13 ms
[2021-06-15 21:52:56	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0310702 | val_loss: 0.0310689 | Time: 5250.93 ms
[2021-06-15 21:53:01	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0310634 | val_loss: 0.0310677 | Time: 5388.52 ms
[2021-06-15 21:53:06	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0310597 | val_loss: 0.0310666 | Time: 5232.15 ms
[2021-06-15 21:53:12	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0310589 | val_loss: 0.0310652 | Time: 5212.2 ms
[2021-06-15 21:53:17	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0310532 | val_loss: 0.0310668 | Time: 5274.96 ms
[2021-06-15 21:53:22	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0310502 | val_loss: 0.0310643 | Time: 5325.28 ms
[2021-06-15 21:53:28	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0310524 | val_loss: 0.0310635 | Time: 5228.67 ms
[2021-06-15 21:53:33	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0310524 | val_loss: 0.0310617 | Time: 5325.22 ms
[2021-06-15 21:53:38	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0310475 | val_loss: 0.0310577 | Time: 5288.91 ms
[2021-06-15 21:53:44	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0310456 | val_loss: 0.0310563 | Time: 5400.39 ms
[2021-06-15 21:53:49	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0310431 | val_loss: 0.0310586 | Time: 5434.56 ms
[2021-06-15 21:53:55	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0310405 | val_loss: 0.0310569 | Time: 5367.64 ms
[2021-06-15 21:54:00	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0310456 | val_loss: 0.031057 | Time: 5406.79 ms
[2021-06-15 21:54:05	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.031044 | val_loss: 0.0310538 | Time: 5315.7 ms
[2021-06-15 21:54:11	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0310484 | val_loss: 0.0310584 | Time: 5551.2 ms
[2021-06-15 21:54:16	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0310475 | val_loss: 0.0310575 | Time: 5264.94 ms
[2021-06-15 21:54:22	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.031044 | val_loss: 0.0310546 | Time: 5487.14 ms
[2021-06-15 21:54:27	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0310429 | val_loss: 0.0310508 | Time: 5507.85 ms
[2021-06-15 21:54:33	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0310387 | val_loss: 0.0310494 | Time: 5317.14 ms
[2021-06-15 21:54:38	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0310418 | val_loss: 0.0310563 | Time: 5444.53 ms
[2021-06-15 21:54:43	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0310389 | val_loss: 0.0310482 | Time: 5213.13 ms
[2021-06-15 21:54:49	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0310344 | val_loss: 0.0310535 | Time: 5118.64 ms
[2021-06-15 21:54:54	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0310365 | val_loss: 0.0310528 | Time: 5307.72 ms
[2021-06-15 21:54:59	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.031042 | val_loss: 0.0310545 | Time: 5223.06 ms
[2021-06-15 21:55:05	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0310405 | val_loss: 0.0310488 | Time: 5622.98 ms
[2021-06-15 21:55:10	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0310424 | val_loss: 0.0310646 | Time: 5529.99 ms
[2021-06-15 21:55:16	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0310439 | val_loss: 0.0310632 | Time: 5431.79 ms
[2021-06-15 21:55:21	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0310406 | val_loss: 0.0310595 | Time: 5444.79 ms
[2021-06-15 21:55:27	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0310363 | val_loss: 0.0310574 | Time: 5432.96 ms
[2021-06-15 21:55:32	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0310315 | val_loss: 0.0310552 | Time: 5429.77 ms
[2021-06-15 21:55:38	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0310264 | val_loss: 0.0310526 | Time: 5306.33 ms
[2021-06-15 21:55:43	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0310247 | val_loss: 0.0310527 | Time: 5276.63 ms
[2021-06-15 21:55:48	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.031025 | val_loss: 0.0310509 | Time: 5286.96 ms
[2021-06-15 21:55:54	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0310216 | val_loss: 0.0310517 | Time: 5313.86 ms
[2021-06-15 21:55:59	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.031018 | val_loss: 0.0310515 | Time: 5523.49 ms
[2021-06-15 21:56:05	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0310251 | val_loss: 0.0310552 | Time: 5512.78 ms
[2021-06-15 21:56:10	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0310224 | val_loss: 0.0310514 | Time: 5290.17 ms
[2021-06-15 21:56:16	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0310176 | val_loss: 0.0310528 | Time: 5370.71 ms
[2021-06-15 21:56:21	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0310157 | val_loss: 0.0310441 | Time: 5195.89 ms
[2021-06-15 21:56:26	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0310196 | val_loss: 0.0310466 | Time: 5264.62 ms
[2021-06-15 21:56:32	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.031018 | val_loss: 0.0310508 | Time: 5512.36 ms
[2021-06-15 21:56:37	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0310175 | val_loss: 0.0310472 | Time: 5429.13 ms
[2021-06-15 21:56:43	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.031014 | val_loss: 0.0310404 | Time: 5607.71 ms
[2021-06-15 21:56:48	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0310272 | val_loss: 0.0310566 | Time: 5422.1 ms
[2021-06-15 21:56:54	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.03104 | val_loss: 0.0310441 | Time: 5393.23 ms
[2021-06-15 21:56:59	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.0310396 | val_loss: 0.0310774 | Time: 5419.17 ms
[2021-06-15 21:57:04	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310423 | val_loss: 0.0310475 | Time: 5222.58 ms
[2021-06-15 21:57:10	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310306 | val_loss: 0.0310429 | Time: 5504.19 ms
[2021-06-15 21:57:15	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0310252 | val_loss: 0.0310479 | Time: 5224.23 ms
[2021-06-15 21:57:21	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0310213 | val_loss: 0.0310441 | Time: 5391.93 ms
[2021-06-15 21:57:26	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0310298 | val_loss: 0.0310485 | Time: 5482.76 ms
[2021-06-15 21:57:32	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0310263 | val_loss: 0.0310397 | Time: 5428.33 ms
[2021-06-15 21:57:37	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0310236 | val_loss: 0.0310396 | Time: 5434.3 ms
[2021-06-15 21:57:42	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0310227 | val_loss: 0.0310459 | Time: 5110.39 ms
[2021-06-15 21:57:48	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0310286 | val_loss: 0.0310366 | Time: 5226.74 ms
[2021-06-15 21:57:53	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0310193 | val_loss: 0.0310393 | Time: 5283.07 ms
[2021-06-15 21:57:58	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0310148 | val_loss: 0.0310323 | Time: 5432.47 ms
[2021-06-15 21:58:04	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0310126 | val_loss: 0.0310364 | Time: 5378.91 ms
[2021-06-15 21:58:09	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0310142 | val_loss: 0.0310328 | Time: 5402.79 ms
[2021-06-15 21:58:15	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0310148 | val_loss: 0.0310375 | Time: 5438.09 ms
[2021-06-15 21:58:20	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0310256 | val_loss: 0.0310406 | Time: 5157.12 ms
[2021-06-15 21:58:25	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0310319 | val_loss: 0.0310372 | Time: 5375.32 ms
[2021-06-15 21:58:31	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0310232 | val_loss: 0.0310339 | Time: 5425.99 ms
[2021-06-15 21:58:36	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0310258 | val_loss: 0.031048 | Time: 5419.09 ms
[2021-06-15 21:58:42	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0310294 | val_loss: 0.0310434 | Time: 5266.07 ms
[2021-06-15 21:58:47	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0310208 | val_loss: 0.0310325 | Time: 5313.12 ms
[2021-06-15 21:58:52	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0310306 | val_loss: 0.0310469 | Time: 5453.33 ms
[2021-06-15 21:58:58	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0310265 | val_loss: 0.0310391 | Time: 5342.88 ms
[2021-06-15 21:59:03	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0310154 | val_loss: 0.0310336 | Time: 5322.01 ms
[2021-06-15 21:59:08	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0310105 | val_loss: 0.0310429 | Time: 5190.81 ms
[2021-06-15 21:59:14	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031008 | val_loss: 0.0310351 | Time: 5343.2 ms
[2021-06-15 21:59:19	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0310143 | val_loss: 0.0310491 | Time: 5363.87 ms
[2021-06-15 21:59:25	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0310148 | val_loss: 0.0310416 | Time: 5369.7 ms
[2021-06-15 21:59:30	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0310107 | val_loss: 0.0310415 | Time: 5446.1 ms
[2021-06-15 21:59:36	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0310044 | val_loss: 0.0310411 | Time: 5537.85 ms
[2021-06-15 21:59:41	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0310003 | val_loss: 0.0310365 | Time: 5285.89 ms
[2021-06-15 21:59:47	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0310003 | val_loss: 0.031046 | Time: 5492.09 ms
[2021-06-15 21:59:52	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0310025 | val_loss: 0.0310354 | Time: 5309.16 ms
[2021-06-15 21:59:57	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.031 | val_loss: 0.0310311 | Time: 5436.77 ms
[2021-06-15 22:00:03	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0309944 | val_loss: 0.0310299 | Time: 5520.87 ms
[2021-06-15 22:00:08	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.030994 | val_loss: 0.0310458 | Time: 5361.05 ms
[2021-06-15 22:00:14	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0309925 | val_loss: 0.0310359 | Time: 5393.1 ms
[2021-06-15 22:00:19	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0309934 | val_loss: 0.0310365 | Time: 5666.84 ms
[2021-06-15 22:00:25	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0310052 | val_loss: 0.0310352 | Time: 5266.25 ms
[2021-06-15 22:00:30	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0310019 | val_loss: 0.0310372 | Time: 5402.04 ms
[2021-06-15 22:00:36	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0309902 | val_loss: 0.0310301 | Time: 5345.09 ms
[2021-06-15 22:00:41	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0309899 | val_loss: 0.0310234 | Time: 5327.99 ms
[2021-06-15 22:00:46	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0309946 | val_loss: 0.03102 | Time: 5245.61 ms
[2021-06-15 22:00:52	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0309885 | val_loss: 0.0310234 | Time: 5212.67 ms
[2021-06-15 22:00:57	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0309969 | val_loss: 0.0310164 | Time: 5340.92 ms
[2021-06-15 22:01:02	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0310014 | val_loss: 0.0310184 | Time: 5225.05 ms
[2021-06-15 22:01:08	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0309905 | val_loss: 0.0310137 | Time: 5355.58 ms
[2021-06-15 22:01:13	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0309847 | val_loss: 0.0310197 | Time: 5335.94 ms
[2021-06-15 22:01:18	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0309863 | val_loss: 0.0310234 | Time: 5277.39 ms
[2021-06-15 22:01:24	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.030991 | val_loss: 0.0310163 | Time: 5177.65 ms
[2021-06-15 22:01:29	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0309996 | val_loss: 0.0310303 | Time: 5333.31 ms
[2021-06-15 22:01:34	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0310042 | val_loss: 0.0310238 | Time: 5153.36 ms
[2021-06-15 22:01:40	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0309962 | val_loss: 0.0310202 | Time: 5408.73 ms
[2021-06-15 22:01:45	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0309878 | val_loss: 0.031017 | Time: 5230.48 ms
[2021-06-15 22:01:50	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0309784 | val_loss: 0.0310105 | Time: 5208.14 ms
[2021-06-15 22:01:56	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0309813 | val_loss: 0.0310313 | Time: 5298.94 ms
[2021-06-15 22:02:01	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0310002 | val_loss: 0.0310438 | Time: 5377.6 ms
[2021-06-15 22:02:06	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0310069 | val_loss: 0.0310266 | Time: 5278.56 ms
[2021-06-15 22:02:12	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.030997 | val_loss: 0.0310109 | Time: 5505.51 ms
[2021-06-15 22:02:17	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0309966 | val_loss: 0.0310161 | Time: 5223.13 ms
[2021-06-15 22:02:23	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.030991 | val_loss: 0.0310227 | Time: 5662.4 ms
[2021-06-15 22:02:28	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0310701 | val_loss: 0.0311894 | Time: 5436.45 ms
[2021-06-15 22:02:34	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0312023 | val_loss: 0.0312042 | Time: 5448.52 ms
[2021-06-15 22:02:39	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0312032 | val_loss: 0.0312004 | Time: 5369.34 ms
[2021-06-15 22:02:44	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311969 | val_loss: 0.0311956 | Time: 5288.67 ms
[2021-06-15 22:02:50	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311955 | val_loss: 0.0312046 | Time: 5486.31 ms
[2021-06-15 22:02:55	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311948 | val_loss: 0.0311909 | Time: 5224.61 ms
[2021-06-15 22:03:01	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311914 | val_loss: 0.0311903 | Time: 5307.27 ms
[2021-06-15 22:03:06	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311898 | val_loss: 0.0311857 | Time: 5185.89 ms
[2021-06-15 22:03:11	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311858 | val_loss: 0.0311828 | Time: 5540.03 ms
[2021-06-15 22:03:17	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311889 | val_loss: 0.0311971 | Time: 5275.16 ms
[2021-06-15 22:03:22	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311908 | val_loss: 0.0311842 | Time: 5351.9 ms
[2021-06-15 22:03:28	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311839 | val_loss: 0.0311799 | Time: 5649.1 ms
[2021-06-15 22:03:33	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311819 | val_loss: 0.03118 | Time: 5454.39 ms
[2021-06-15 22:03:39	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311807 | val_loss: 0.0311778 | Time: 5202.52 ms
[2021-06-15 22:03:44	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311795 | val_loss: 0.0311767 | Time: 5361.21 ms
[2021-06-15 22:03:49	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311785 | val_loss: 0.0311755 | Time: 5182.59 ms
[2021-06-15 22:03:55	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311781 | val_loss: 0.0311759 | Time: 5382.12 ms
[2021-06-15 22:04:00	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311791 | val_loss: 0.0311778 | Time: 5435.85 ms
[2021-06-15 22:04:06	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311774 | val_loss: 0.0311748 | Time: 5574.44 ms
[2021-06-15 22:04:11	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311746 | val_loss: 0.0311732 | Time: 5527.21 ms
[2021-06-15 22:04:17	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311752 | val_loss: 0.0311725 | Time: 5508.34 ms
[2021-06-15 22:04:22	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311775 | val_loss: 0.0311789 | Time: 5424.92 ms
[2021-06-15 22:04:28	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311772 | val_loss: 0.0311736 | Time: 5227.11 ms
[2021-06-15 22:04:33	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311732 | val_loss: 0.0311741 | Time: 5557.44 ms
[2021-06-15 22:04:38	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311723 | val_loss: 0.0311709 | Time: 5180.72 ms
[2021-06-15 22:04:44	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311713 | val_loss: 0.0311698 | Time: 5303.73 ms
[2021-06-15 22:04:49	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311696 | val_loss: 0.0311684 | Time: 5543.82 ms
[2021-06-15 22:04:55	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311691 | val_loss: 0.0311703 | Time: 5418.16 ms
[2021-06-15 22:05:00	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.03117 | val_loss: 0.0311762 | Time: 5349.34 ms
[2021-06-15 22:05:06	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311707 | val_loss: 0.0311677 | Time: 5351.62 ms
[2021-06-15 22:05:11	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311664 | val_loss: 0.0311673 | Time: 5191.83 ms
[2021-06-15 22:05:16	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311662 | val_loss: 0.0311661 | Time: 5395.34 ms
[2021-06-15 22:05:22	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311647 | val_loss: 0.031169 | Time: 5366.32 ms
[2021-06-15 22:05:27	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311644 | val_loss: 0.031165 | Time: 5365.48 ms
[2021-06-15 22:05:33	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311641 | val_loss: 0.0311646 | Time: 5542.57 ms
[2021-06-15 22:05:38	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311628 | val_loss: 0.0311626 | Time: 5363.25 ms
[2021-06-15 22:05:44	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311657 | val_loss: 0.0311642 | Time: 5404.4 ms
[2021-06-15 22:05:49	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311625 | val_loss: 0.0311664 | Time: 5454.58 ms
[2021-06-15 22:05:54	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311658 | val_loss: 0.0311647 | Time: 5166.25 ms
[2021-06-15 22:05:59	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311639 | val_loss: 0.0311619 | Time: 5241.7 ms
[2021-06-15 22:06:05	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311609 | val_loss: 0.0311618 | Time: 5321.18 ms
[2021-06-15 22:06:10	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311604 | val_loss: 0.0311597 | Time: 5393.82 ms
[2021-06-15 22:06:16	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311611 | val_loss: 0.0311655 | Time: 5323.49 ms
[2021-06-15 22:06:21	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.031162 | val_loss: 0.0311596 | Time: 5528.75 ms
[2021-06-15 22:06:27	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311601 | val_loss: 0.0311598 | Time: 5466.09 ms
[2021-06-15 22:06:32	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311586 | val_loss: 0.0311581 | Time: 5270.08 ms
[2021-06-15 22:06:37	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311604 | val_loss: 0.0311649 | Time: 5338.11 ms
[2021-06-15 22:06:43	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311608 | val_loss: 0.0311607 | Time: 5360.95 ms
[2021-06-15 22:06:48	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311574 | val_loss: 0.0311561 | Time: 5221.55 ms
[2021-06-15 22:06:54	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311567 | val_loss: 0.0311579 | Time: 5556.88 ms
[2021-06-15 22:06:59	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311571 | val_loss: 0.0311559 | Time: 5344.85 ms
[2021-06-15 22:07:05	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311569 | val_loss: 0.031159 | Time: 5552.88 ms
[2021-06-15 22:07:10	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311556 | val_loss: 0.0311544 | Time: 5617.99 ms
[2021-06-15 22:07:16	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311536 | val_loss: 0.0311541 | Time: 5347.64 ms
[2021-06-15 22:07:21	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311541 | val_loss: 0.0311532 | Time: 5363.3 ms
[2021-06-15 22:07:27	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311534 | val_loss: 0.0311528 | Time: 5576.38 ms
[2021-06-15 22:07:32	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311532 | val_loss: 0.0311549 | Time: 5431.99 ms
[2021-06-15 22:07:38	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311536 | val_loss: 0.0311632 | Time: 5291.14 ms
[2021-06-15 22:07:43	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311544 | val_loss: 0.0311564 | Time: 5465.23 ms
[2021-06-15 22:07:49	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311542 | val_loss: 0.031155 | Time: 5449.42 ms
[2021-06-15 22:07:54	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311569 | val_loss: 0.031162 | Time: 5326.58 ms
[2021-06-15 22:07:59	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311573 | val_loss: 0.031154 | Time: 5229.5 ms
[2021-06-15 22:08:05	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311534 | val_loss: 0.0311593 | Time: 5514.95 ms
[2021-06-15 22:08:10	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311519 | val_loss: 0.0311495 | Time: 5565.08 ms
[2021-06-15 22:08:16	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311509 | val_loss: 0.0311507 | Time: 5395.86 ms
[2021-06-15 22:08:21	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311482 | val_loss: 0.031148 | Time: 5598.13 ms
[2021-06-15 22:08:27	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311477 | val_loss: 0.031148 | Time: 5516.73 ms
[2021-06-15 22:08:32	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311475 | val_loss: 0.0311511 | Time: 5298.18 ms
[2021-06-15 22:08:37	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311476 | val_loss: 0.0311468 | Time: 5111.08 ms
[2021-06-15 22:08:43	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311455 | val_loss: 0.0311449 | Time: 5164.55 ms
[2021-06-15 22:08:48	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311448 | val_loss: 0.0311482 | Time: 5323.43 ms
[2021-06-15 22:08:53	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311448 | val_loss: 0.0311435 | Time: 5426.74 ms
[2021-06-15 22:08:59	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.031144 | val_loss: 0.0311514 | Time: 5521.9 ms
[2021-06-15 22:09:04	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311453 | val_loss: 0.031161 | Time: 5424.64 ms
[2021-06-15 22:09:10	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311622 | val_loss: 0.0311666 | Time: 5448.04 ms
[2021-06-15 22:09:15	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311663 | val_loss: 0.031165 | Time: 5298.2 ms
[2021-06-15 22:09:21	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311618 | val_loss: 0.0311597 | Time: 5151.64 ms
[2021-06-15 22:09:26	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311573 | val_loss: 0.0311571 | Time: 5334 ms
[2021-06-15 22:09:32	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311538 | val_loss: 0.0311543 | Time: 5562.03 ms
[2021-06-15 22:09:37	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311556 | val_loss: 0.0311593 | Time: 5341.71 ms
[2021-06-15 22:09:42	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311597 | val_loss: 0.0311552 | Time: 5281.38 ms
[2021-06-15 22:09:48	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311544 | val_loss: 0.0311529 | Time: 5224.8 ms
[2021-06-15 22:09:53	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311538 | val_loss: 0.0311515 | Time: 5113.55 ms
[2021-06-15 22:09:58	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311506 | val_loss: 0.0311519 | Time: 5182.14 ms
[2021-06-15 22:10:03	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311494 | val_loss: 0.0311505 | Time: 4927.61 ms
[2021-06-15 22:10:08	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311496 | val_loss: 0.0311503 | Time: 5363.89 ms
[2021-06-15 22:10:14	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311488 | val_loss: 0.0311499 | Time: 5205.51 ms
[2021-06-15 22:10:19	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311474 | val_loss: 0.0311514 | Time: 5080.33 ms
[2021-06-15 22:10:24	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311469 | val_loss: 0.0311507 | Time: 5318.14 ms
[2021-06-15 22:10:29	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311463 | val_loss: 0.0311489 | Time: 5105.08 ms
[2021-06-15 22:10:35	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311465 | val_loss: 0.0311498 | Time: 5329.32 ms
[2021-06-15 22:10:40	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311445 | val_loss: 0.0311505 | Time: 5122.59 ms
[2021-06-15 22:10:45	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311442 | val_loss: 0.0311488 | Time: 5292.84 ms
[2021-06-15 22:10:50	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311543 | val_loss: 0.0311511 | Time: 5182.68 ms
[2021-06-15 22:10:55	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311533 | val_loss: 0.0311501 | Time: 5103.86 ms
[2021-06-15 22:11:01	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311496 | val_loss: 0.0311443 | Time: 5219.94 ms
[2021-06-15 22:11:06	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311458 | val_loss: 0.0311404 | Time: 5105.81 ms
[2021-06-15 22:11:11	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311417 | val_loss: 0.0311377 | Time: 5332.3 ms
[2021-06-15 22:11:16	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.031139 | val_loss: 0.0311392 | Time: 5154.08 ms
[2021-06-15 22:11:22	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311382 | val_loss: 0.0311368 | Time: 5103.85 ms
[2021-06-15 22:11:27	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311343 | val_loss: 0.0311364 | Time: 5220.89 ms
[2021-06-15 22:11:32	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311342 | val_loss: 0.031139 | Time: 5204.3 ms
[2021-06-15 22:11:37	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311333 | val_loss: 0.0311339 | Time: 5273.03 ms
[2021-06-15 22:11:43	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311298 | val_loss: 0.0311307 | Time: 5146.26 ms
[2021-06-15 22:11:48	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311281 | val_loss: 0.0311403 | Time: 5222.73 ms
[2021-06-15 22:11:53	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311288 | val_loss: 0.0311292 | Time: 5025.38 ms
[2021-06-15 22:11:58	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.0311279 | val_loss: 0.031129 | Time: 5043.79 ms
[2021-06-15 22:12:03	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311256 | val_loss: 0.0311281 | Time: 5292.25 ms
[2021-06-15 22:12:08	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311226 | val_loss: 0.0311269 | Time: 5155.19 ms
[2021-06-15 22:12:14	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311267 | val_loss: 0.0311354 | Time: 5039.06 ms
[2021-06-15 22:12:19	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.031129 | val_loss: 0.0311353 | Time: 5225.86 ms
[2021-06-15 22:12:24	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311274 | val_loss: 0.0311378 | Time: 5240.43 ms
[2021-06-15 22:12:30	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311261 | val_loss: 0.0311356 | Time: 5501.11 ms
[2021-06-15 22:12:35	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311228 | val_loss: 0.0311275 | Time: 5314.51 ms
[2021-06-15 22:12:40	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311208 | val_loss: 0.0311297 | Time: 5294.08 ms
[2021-06-15 22:12:46	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311199 | val_loss: 0.0311257 | Time: 5401.19 ms
[2021-06-15 22:12:51	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311157 | val_loss: 0.0311236 | Time: 5175.12 ms
[2021-06-15 22:12:56	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.031115 | val_loss: 0.0311204 | Time: 5187.69 ms
[2021-06-15 22:13:02	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.031114 | val_loss: 0.0311193 | Time: 5190.34 ms
[2021-06-15 22:13:07	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311142 | val_loss: 0.031122 | Time: 5224.61 ms
[2021-06-15 22:13:12	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311172 | val_loss: 0.0311199 | Time: 5241.84 ms
[2021-06-15 22:13:17	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311156 | val_loss: 0.0311193 | Time: 5075.36 ms
[2021-06-15 22:13:23	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311148 | val_loss: 0.0311184 | Time: 5351.12 ms
[2021-06-15 22:13:28	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311116 | val_loss: 0.0311169 | Time: 5026.46 ms
[2021-06-15 22:13:33	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311104 | val_loss: 0.0311156 | Time: 5186.04 ms
[2021-06-15 22:13:39	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.031108 | val_loss: 0.031117 | Time: 5587.72 ms
[2021-06-15 22:13:44	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311069 | val_loss: 0.031114 | Time: 5269.6 ms
[2021-06-15 22:13:49	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311062 | val_loss: 0.0311098 | Time: 5054.69 ms
[2021-06-15 22:13:54	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311021 | val_loss: 0.0311069 | Time: 4995.7 ms
[2021-06-15 22:13:59	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311006 | val_loss: 0.0311098 | Time: 5163.16 ms
[2021-06-15 22:14:04	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311037 | val_loss: 0.0311102 | Time: 5155.61 ms
[2021-06-15 22:14:10	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.031104 | val_loss: 0.031108 | Time: 5260.09 ms
[2021-06-15 22:14:15	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031101 | val_loss: 0.0311063 | Time: 5336.21 ms
[2021-06-15 22:14:20	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.031101 | val_loss: 0.0311111 | Time: 5111.84 ms
[2021-06-15 22:14:26	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0310975 | val_loss: 0.0311031 | Time: 5311.92 ms
[2021-06-15 22:14:31	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0310928 | val_loss: 0.0311007 | Time: 5074.13 ms
[2021-06-15 22:14:36	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0310888 | val_loss: 0.0310987 | Time: 5228.41 ms
[2021-06-15 22:14:41	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0310859 | val_loss: 0.0310942 | Time: 5343.5 ms
[2021-06-15 22:14:47	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0310828 | val_loss: 0.0310932 | Time: 5463.76 ms
[2021-06-15 22:14:52	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0310828 | val_loss: 0.0310947 | Time: 5267.97 ms
[2021-06-15 22:14:57	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0310822 | val_loss: 0.0310936 | Time: 5096.2 ms
[2021-06-15 22:15:02	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0310793 | val_loss: 0.0310883 | Time: 5022.33 ms
[2021-06-15 22:15:08	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0310768 | val_loss: 0.0310876 | Time: 5310.19 ms
[2021-06-15 22:15:13	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0310749 | val_loss: 0.0310869 | Time: 5105.07 ms
[2021-06-15 22:15:18	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0310789 | val_loss: 0.0310903 | Time: 5245.65 ms
[2021-06-15 22:15:24	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0310868 | val_loss: 0.0311098 | Time: 5237.64 ms
[2021-06-15 22:15:29	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311027 | val_loss: 0.0311087 | Time: 5738.68 ms
[2021-06-15 22:15:35	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0310935 | val_loss: 0.0311002 | Time: 5682.13 ms
[2021-06-15 22:15:40	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0310853 | val_loss: 0.0310888 | Time: 5333.42 ms
[2021-06-15 22:15:46	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0310795 | val_loss: 0.0310962 | Time: 5333.59 ms
[2021-06-15 22:15:51	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0310824 | val_loss: 0.0310946 | Time: 5159.39 ms
[2021-06-15 22:15:56	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0310773 | val_loss: 0.0310877 | Time: 5403.89 ms
[2021-06-15 22:16:02	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0310748 | val_loss: 0.0310823 | Time: 5375.62 ms
[2021-06-15 22:16:07	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0310713 | val_loss: 0.0310835 | Time: 5223.97 ms
[2021-06-15 22:16:12	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310755 | val_loss: 0.031085 | Time: 5166.68 ms
[2021-06-15 22:16:17	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310737 | val_loss: 0.0310799 | Time: 5133.23 ms
[2021-06-15 22:16:23	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0310754 | val_loss: 0.0310875 | Time: 5209.9 ms
[2021-06-15 22:16:28	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0310774 | val_loss: 0.0310831 | Time: 5225.08 ms
[2021-06-15 22:16:33	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0310763 | val_loss: 0.0310795 | Time: 5250.17 ms
[2021-06-15 22:16:39	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0310741 | val_loss: 0.0310795 | Time: 5222.03 ms
[2021-06-15 22:16:44	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.031072 | val_loss: 0.0310762 | Time: 5026.02 ms
[2021-06-15 22:16:49	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0310706 | val_loss: 0.0310742 | Time: 5154.05 ms
[2021-06-15 22:16:54	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0310666 | val_loss: 0.0310718 | Time: 5333.41 ms
[2021-06-15 22:16:59	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0310635 | val_loss: 0.0310723 | Time: 5276.14 ms
[2021-06-15 22:17:05	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0310615 | val_loss: 0.0310763 | Time: 5309.26 ms
[2021-06-15 22:17:10	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0310609 | val_loss: 0.0310705 | Time: 5047.38 ms
[2021-06-15 22:17:15	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0310619 | val_loss: 0.031071 | Time: 5052.45 ms
[2021-06-15 22:17:20	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0310655 | val_loss: 0.0310691 | Time: 5307.62 ms
[2021-06-15 22:17:26	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0310628 | val_loss: 0.0310703 | Time: 5167.41 ms
[2021-06-15 22:17:31	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0310696 | val_loss: 0.0310837 | Time: 5294.56 ms
[2021-06-15 22:17:36	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0310814 | val_loss: 0.0310861 | Time: 5334.77 ms
[2021-06-15 22:17:42	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0310751 | val_loss: 0.031071 | Time: 5204.05 ms
[2021-06-15 22:17:47	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0310669 | val_loss: 0.0310685 | Time: 5095.28 ms
[2021-06-15 22:17:52	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0310609 | val_loss: 0.0310681 | Time: 5072.95 ms
[2021-06-15 22:17:57	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0310611 | val_loss: 0.0310719 | Time: 5364.25 ms
[2021-06-15 22:18:03	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0310592 | val_loss: 0.031067 | Time: 5440.1 ms
[2021-06-15 22:18:08	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0310564 | val_loss: 0.0310629 | Time: 5249.43 ms
[2021-06-15 22:18:13	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0310537 | val_loss: 0.0310617 | Time: 5273.77 ms
[2021-06-15 22:18:18	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0310527 | val_loss: 0.0310574 | Time: 5106.22 ms
[2021-06-15 22:18:24	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0310485 | val_loss: 0.0310574 | Time: 5397.09 ms
[2021-06-15 22:18:29	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0310484 | val_loss: 0.0310591 | Time: 5174.72 ms
[2021-06-15 22:18:34	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.031048 | val_loss: 0.0310663 | Time: 5307.05 ms
[2021-06-15 22:18:40	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0310479 | val_loss: 0.0310639 | Time: 5248 ms
[2021-06-15 22:18:45	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0310411 | val_loss: 0.0310649 | Time: 4988.82 ms
[2021-06-15 22:18:50	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0310401 | val_loss: 0.0310666 | Time: 5133.45 ms
[2021-06-15 22:18:55	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0310439 | val_loss: 0.031057 | Time: 5327.72 ms
[2021-06-15 22:19:01	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0310486 | val_loss: 0.031073 | Time: 5340.21 ms
[2021-06-15 22:19:06	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0310537 | val_loss: 0.0310683 | Time: 5197.27 ms
[2021-06-15 22:19:11	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0310536 | val_loss: 0.0310728 | Time: 5181.89 ms
[2021-06-15 22:19:16	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0310654 | val_loss: 0.0310783 | Time: 5231.39 ms
[2021-06-15 22:19:22	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0310659 | val_loss: 0.0310748 | Time: 5207.45 ms
[2021-06-15 22:19:27	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0310616 | val_loss: 0.0310757 | Time: 5339.9 ms
[2021-06-15 22:19:32	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0310774 | val_loss: 0.0310927 | Time: 5267.17 ms
[2021-06-15 22:19:38	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.03108 | val_loss: 0.0310871 | Time: 5283.85 ms
[2021-06-15 22:19:43	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0310746 | val_loss: 0.0310807 | Time: 5327.86 ms
[2021-06-15 22:19:49	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0310657 | val_loss: 0.0310716 | Time: 5423.54 ms
[2021-06-15 22:19:54	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0310587 | val_loss: 0.0310695 | Time: 5179.49 ms
[2021-06-15 22:19:59	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0310535 | val_loss: 0.031068 | Time: 5219.22 ms
[2021-06-15 22:20:04	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0310567 | val_loss: 0.0310747 | Time: 5276.73 ms
[2021-06-15 22:20:10	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0310688 | val_loss: 0.0310892 | Time: 5265.84 ms
[2021-06-15 22:20:15	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0310944 | val_loss: 0.0310929 | Time: 5269.06 ms
[2021-06-15 22:20:20	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.031088 | val_loss: 0.0310869 | Time: 5349.44 ms
[2021-06-15 22:20:26	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.031076 | val_loss: 0.0310742 | Time: 5137.19 ms
[2021-06-15 22:20:31	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0310709 | val_loss: 0.0310792 | Time: 5247.68 ms
[2021-06-15 22:20:36	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0310781 | val_loss: 0.0310814 | Time: 5396.94 ms
[2021-06-15 22:20:42	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310743 | val_loss: 0.0310848 | Time: 5168.09 ms
[2021-06-15 22:20:47	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0310852 | val_loss: 0.0310875 | Time: 5265.67 ms
[2021-06-15 22:20:52	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0310782 | val_loss: 0.0310761 | Time: 5619.06 ms
[2021-06-15 22:20:58	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0310699 | val_loss: 0.0310698 | Time: 5111.18 ms
[2021-06-15 22:21:03	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0310661 | val_loss: 0.0310761 | Time: 5352.71 ms
[2021-06-15 22:21:08	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0310777 | val_loss: 0.0310903 | Time: 5236.78 ms
[2021-06-15 22:21:14	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0310952 | val_loss: 0.0311158 | Time: 5167.51 ms
[2021-06-15 22:21:19	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311213 | val_loss: 0.0311129 | Time: 5289.47 ms
[2021-06-15 22:21:24	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311101 | val_loss: 0.0311106 | Time: 5254.17 ms
[2021-06-15 22:21:29	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311021 | val_loss: 0.0311001 | Time: 5332.89 ms
[2021-06-15 22:21:35	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310967 | val_loss: 0.0311034 | Time: 5217.54 ms
[2021-06-15 22:21:40	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311304 | val_loss: 0.0311395 | Time: 5321.96 ms
[2021-06-15 22:21:45	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311442 | val_loss: 0.0311419 | Time: 5263.36 ms
[2021-06-15 22:21:51	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.031139 | val_loss: 0.0311296 | Time: 5231.63 ms
[2021-06-15 22:21:56	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311323 | val_loss: 0.0311245 | Time: 5279.85 ms
[2021-06-15 22:22:01	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311281 | val_loss: 0.0311188 | Time: 5289.68 ms
[2021-06-15 22:22:07	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311211 | val_loss: 0.0311122 | Time: 5362.22 ms
[2021-06-15 22:22:12	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311152 | val_loss: 0.0311085 | Time: 5278.49 ms
[2021-06-15 22:22:17	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311111 | val_loss: 0.0311062 | Time: 5248.09 ms
[2021-06-15 22:22:23	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0311073 | val_loss: 0.0311052 | Time: 5268.62 ms
[2021-06-15 22:22:28	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311049 | val_loss: 0.0311079 | Time: 5119.03 ms
[2021-06-15 22:22:33	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.031108 | val_loss: 0.0311072 | Time: 5242.61 ms
[2021-06-15 22:22:38	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.031102 | val_loss: 0.0311001 | Time: 5200.69 ms
[2021-06-15 22:22:44	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310994 | val_loss: 0.0310985 | Time: 5118.53 ms
[2021-06-15 22:22:49	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310978 | val_loss: 0.0310963 | Time: 5181.24 ms
[2021-06-15 22:22:54	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310949 | val_loss: 0.0310975 | Time: 5234.45 ms
[2021-06-15 22:22:59	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0310935 | val_loss: 0.0310939 | Time: 5198.37 ms
[2021-06-15 22:23:05	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310929 | val_loss: 0.031094 | Time: 5289.69 ms
[2021-06-15 22:23:10	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310925 | val_loss: 0.0310906 | Time: 5335.74 ms
[2021-06-15 22:23:15	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0310948 | val_loss: 0.0311001 | Time: 5057.06 ms
[2021-06-15 22:23:20	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0310934 | val_loss: 0.0310957 | Time: 5215.69 ms
[2021-06-15 22:23:26	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0318542 | val_loss: 0.0378415 | Time: 5217.03 ms
[2021-06-15 22:23:31	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0347643 | val_loss: 0.0365108 | Time: 5316.56 ms
[2021-06-15 22:23:36	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0323317 | val_loss: 0.0314185 | Time: 5318.45 ms
[2021-06-15 22:23:41	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0313271 | val_loss: 0.0312599 | Time: 5043.74 ms
[2021-06-15 22:23:46	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0312344 | val_loss: 0.0312192 | Time: 5030.47 ms
[2021-06-15 22:23:52	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0312093 | val_loss: 0.0311987 | Time: 5388.29 ms
[2021-06-15 22:23:57	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311934 | val_loss: 0.0311829 | Time: 5090.81 ms
[2021-06-15 22:24:02	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311802 | val_loss: 0.0311718 | Time: 5349.55 ms
[2021-06-15 22:24:08	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311698 | val_loss: 0.031163 | Time: 5295.75 ms
[2021-06-15 22:24:13	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311628 | val_loss: 0.0311615 | Time: 5133.98 ms
[2021-06-15 22:24:18	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311624 | val_loss: 0.0311567 | Time: 5099.68 ms
[2021-06-15 22:24:23	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311569 | val_loss: 0.0311574 | Time: 5046 ms
[2021-06-15 22:24:28	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311541 | val_loss: 0.0311499 | Time: 5170.47 ms
[2021-06-15 22:24:34	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.031152 | val_loss: 0.0311483 | Time: 5325.93 ms
[2021-06-15 22:24:39	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311486 | val_loss: 0.0311469 | Time: 5350.37 ms
[2021-06-15 22:24:44	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311497 | val_loss: 0.0311376 | Time: 5025.94 ms
[2021-06-15 22:24:49	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311271 | val_loss: 0.0311156 | Time: 5093.02 ms
[2021-06-15 22:24:55	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311121 | val_loss: 0.0311038 | Time: 5198.71 ms
[2021-06-15 22:25:00	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311028 | val_loss: 0.0311005 | Time: 5277.75 ms
[2021-06-15 22:25:05	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0310987 | val_loss: 0.0310935 | Time: 5131.59 ms
[2021-06-15 22:25:10	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311017 | val_loss: 0.0310916 | Time: 5209.94 ms
[2021-06-15 22:25:16	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0310946 | val_loss: 0.031088 | Time: 5217 ms
[2021-06-15 22:25:21	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310946 | val_loss: 0.0310877 | Time: 5249.85 ms
[2021-06-15 22:25:26	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0310873 | val_loss: 0.0310868 | Time: 5141.81 ms
[2021-06-15 22:25:31	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0310877 | val_loss: 0.0310886 | Time: 5248.87 ms
[2021-06-15 22:25:37	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0310855 | val_loss: 0.0310854 | Time: 5320.9 ms
[2021-06-15 22:25:42	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0310826 | val_loss: 0.0310851 | Time: 5136.72 ms
[2021-06-15 22:25:47	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0310811 | val_loss: 0.0310826 | Time: 5019.4 ms
[2021-06-15 22:25:52	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0310798 | val_loss: 0.0310854 | Time: 5301.83 ms
[2021-06-15 22:25:58	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0310794 | val_loss: 0.031082 | Time: 5342.94 ms
[2021-06-15 22:26:03	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0310783 | val_loss: 0.0310809 | Time: 5280.65 ms
[2021-06-15 22:26:08	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0310803 | val_loss: 0.0310818 | Time: 5231.28 ms
[2021-06-15 22:26:14	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0310777 | val_loss: 0.0310877 | Time: 5360.22 ms
[2021-06-15 22:26:19	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0310808 | val_loss: 0.031084 | Time: 5139.73 ms
[2021-06-15 22:26:24	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0310779 | val_loss: 0.031081 | Time: 5249.54 ms
[2021-06-15 22:26:30	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0310781 | val_loss: 0.0310807 | Time: 5323.83 ms
[2021-06-15 22:26:35	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0310733 | val_loss: 0.03108 | Time: 5270.02 ms
[2021-06-15 22:26:40	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0310725 | val_loss: 0.0310793 | Time: 5445.46 ms
[2021-06-15 22:26:46	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0310731 | val_loss: 0.0310783 | Time: 5193.62 ms
[2021-06-15 22:26:51	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0310717 | val_loss: 0.0310791 | Time: 5225.61 ms
[2021-06-15 22:26:56	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0310764 | val_loss: 0.031091 | Time: 5155.88 ms
[2021-06-15 22:27:01	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0310737 | val_loss: 0.0310779 | Time: 5173.47 ms
[2021-06-15 22:27:07	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0310703 | val_loss: 0.0310767 | Time: 5359.6 ms
[2021-06-15 22:27:12	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0310715 | val_loss: 0.0310803 | Time: 5357.27 ms
[2021-06-15 22:27:17	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0310685 | val_loss: 0.0310777 | Time: 5238.08 ms
[2021-06-15 22:27:23	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0310705 | val_loss: 0.0310786 | Time: 5250.04 ms
[2021-06-15 22:27:28	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0310686 | val_loss: 0.0310771 | Time: 5279.54 ms
[2021-06-15 22:27:33	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0310684 | val_loss: 0.0310747 | Time: 5242.49 ms
[2021-06-15 22:27:39	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.031065 | val_loss: 0.0310745 | Time: 5227.86 ms
[2021-06-15 22:27:44	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0310618 | val_loss: 0.0310756 | Time: 5116.34 ms
[2021-06-15 22:27:49	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0310584 | val_loss: 0.0310706 | Time: 5162.59 ms
[2021-06-15 22:27:54	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0310565 | val_loss: 0.0310703 | Time: 5136.1 ms
[2021-06-15 22:27:54	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0310703
[2021-06-15 22:27:54	                main:603]	:	INFO	:	Saving end state to config to file
[2021-06-15 22:27:54	                main:608]	:	INFO	:	Success, exiting..
22:27:54 (4240): 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)