Task 7587885

Name ParityModified-1631726102-10184-1_1
Workunit 5077430
Created 25 Sep 2021, 16:28:16 UTC
Sent 25 Sep 2021, 17:13:30 UTC
Report deadline 2 Oct 2021, 17:13:30 UTC
Received 25 Sep 2021, 22:36:35 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 6824
Run time 3 hours 26 min 41 sec
CPU time 2 hours 54 min 23 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,719.83 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.31 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
15:26:45	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.031126 | val_loss: 0.0311467 | Time: 6183.5 ms
[2021-09-25 15:26:51	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311124 | val_loss: 0.0311503 | Time: 5825.53 ms
[2021-09-25 15:26:57	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311136 | val_loss: 0.031149 | Time: 5864.46 ms
[2021-09-25 15:27:03	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311143 | val_loss: 0.0311492 | Time: 6219.17 ms
[2021-09-25 15:27:09	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311113 | val_loss: 0.0311486 | Time: 5781.1 ms
[2021-09-25 15:27:16	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311106 | val_loss: 0.031148 | Time: 6392.29 ms
[2021-09-25 15:27:22	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311089 | val_loss: 0.03115 | Time: 6022.63 ms
[2021-09-25 15:27:27	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.031107 | val_loss: 0.0311481 | Time: 5555.43 ms
[2021-09-25 15:27:33	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311057 | val_loss: 0.0311514 | Time: 5836.08 ms
[2021-09-25 15:27:39	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311168 | val_loss: 0.03115 | Time: 6110.04 ms
[2021-09-25 15:27:45	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.0311162 | val_loss: 0.0311434 | Time: 5671.48 ms
[2021-09-25 15:27:51	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0311122 | val_loss: 0.0311437 | Time: 6355.92 ms
[2021-09-25 15:27:57	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311088 | val_loss: 0.0311463 | Time: 5796.82 ms
[2021-09-25 15:28:03	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311066 | val_loss: 0.0311445 | Time: 6336.55 ms
[2021-09-25 15:28:10	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311048 | val_loss: 0.0311439 | Time: 6229.94 ms
[2021-09-25 15:28:15	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311038 | val_loss: 0.0311463 | Time: 5879.09 ms
[2021-09-25 15:28:21	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311019 | val_loss: 0.0311492 | Time: 5785.71 ms
[2021-09-25 15:28:28	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311057 | val_loss: 0.031149 | Time: 6858.08 ms
[2021-09-25 15:28:34	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311134 | val_loss: 0.0311538 | Time: 5750.5 ms
[2021-09-25 15:28:40	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311116 | val_loss: 0.0311452 | Time: 5839.68 ms
[2021-09-25 15:28:46	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311045 | val_loss: 0.0311438 | Time: 5995.82 ms
[2021-09-25 15:28:52	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311063 | val_loss: 0.031157 | Time: 5978.71 ms
[2021-09-25 15:28:58	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311535 | val_loss: 0.0312413 | Time: 5929.66 ms
[2021-09-25 15:29:04	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0314343 | val_loss: 0.0318909 | Time: 6195.27 ms
[2021-09-25 15:29:10	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.031445 | val_loss: 0.0312469 | Time: 6300.24 ms
[2021-09-25 15:29:16	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0313769 | val_loss: 0.0312178 | Time: 5544.28 ms
[2021-09-25 15:29:22	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311495 | val_loss: 0.031158 | Time: 5910.68 ms
[2021-09-25 15:29:28	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311181 | val_loss: 0.031156 | Time: 6043.89 ms
[2021-09-25 15:29:34	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.0311108 | val_loss: 0.031144 | Time: 6141.36 ms
[2021-09-25 15:29:39	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311082 | val_loss: 0.0311471 | Time: 5597.49 ms
[2021-09-25 15:29:45	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311088 | val_loss: 0.0311475 | Time: 5696.2 ms
[2021-09-25 15:29:51	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311127 | val_loss: 0.0311521 | Time: 5983.31 ms
[2021-09-25 15:29:57	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311074 | val_loss: 0.031144 | Time: 6066.07 ms
[2021-09-25 15:30:03	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311058 | val_loss: 0.0311439 | Time: 6026.4 ms
[2021-09-25 15:30:09	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.0311061 | val_loss: 0.0311524 | Time: 5910.42 ms
[2021-09-25 15:30:15	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311055 | val_loss: 0.0311487 | Time: 6001.86 ms
[2021-09-25 15:30:21	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311047 | val_loss: 0.0311463 | Time: 5982.31 ms
[2021-09-25 15:30:27	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311056 | val_loss: 0.0311452 | Time: 5813.68 ms
[2021-09-25 15:30:33	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311048 | val_loss: 0.0311557 | Time: 6072.79 ms
[2021-09-25 15:30:39	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311051 | val_loss: 0.0311497 | Time: 6166.18 ms
[2021-09-25 15:30:45	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311034 | val_loss: 0.031154 | Time: 5708.45 ms
[2021-09-25 15:30:51	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311029 | val_loss: 0.0311519 | Time: 5840.39 ms
[2021-09-25 15:30:57	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311037 | val_loss: 0.0311549 | Time: 6044.32 ms
[2021-09-25 15:31:03	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311024 | val_loss: 0.0311528 | Time: 6112.08 ms
[2021-09-25 15:31:09	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311017 | val_loss: 0.0311533 | Time: 5934.6 ms
[2021-09-25 15:31:15	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0311001 | val_loss: 0.0311545 | Time: 6130.47 ms
[2021-09-25 15:31:21	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311025 | val_loss: 0.0311498 | Time: 6289.91 ms
[2021-09-25 15:31:27	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311005 | val_loss: 0.0311526 | Time: 5865.46 ms
[2021-09-25 15:31:33	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0310997 | val_loss: 0.031151 | Time: 6299.7 ms
[2021-09-25 15:31:39	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0310997 | val_loss: 0.031152 | Time: 6014.8 ms
[2021-09-25 15:31:45	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311015 | val_loss: 0.0311482 | Time: 5928.04 ms
[2021-09-25 15:31:51	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311004 | val_loss: 0.0311492 | Time: 5581.38 ms
[2021-09-25 15:31:57	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.031101 | val_loss: 0.0311535 | Time: 5884.58 ms
[2021-09-25 15:32:03	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311024 | val_loss: 0.0311484 | Time: 5978.61 ms
[2021-09-25 15:32:09	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311132 | val_loss: 0.0311503 | Time: 6075.1 ms
[2021-09-25 15:32:14	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311249 | val_loss: 0.0311472 | Time: 5645.74 ms
[2021-09-25 15:32:21	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311199 | val_loss: 0.0311505 | Time: 6451.34 ms
[2021-09-25 15:32:27	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311145 | val_loss: 0.0311457 | Time: 6344.85 ms
[2021-09-25 15:32:33	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311089 | val_loss: 0.0311479 | Time: 6191.36 ms
[2021-09-25 15:32:39	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311099 | val_loss: 0.0311462 | Time: 5974.36 ms
[2021-09-25 15:32:46	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311114 | val_loss: 0.0311518 | Time: 6117.25 ms
[2021-09-25 15:32:52	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311072 | val_loss: 0.0311495 | Time: 6008.29 ms
[2021-09-25 15:32:57	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311054 | val_loss: 0.0311494 | Time: 5705.72 ms
[2021-09-25 15:33:03	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311037 | val_loss: 0.0311525 | Time: 5965.04 ms
[2021-09-25 15:33:09	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.031102 | val_loss: 0.0311512 | Time: 5738.25 ms
[2021-09-25 15:33:15	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311045 | val_loss: 0.0311502 | Time: 6116.23 ms
[2021-09-25 15:33:21	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311017 | val_loss: 0.0311502 | Time: 5956.91 ms
[2021-09-25 15:33:27	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311007 | val_loss: 0.0311529 | Time: 5944.4 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650)
[2021-09-25 15:54:51	                main:435]	:	INFO	:	Set logging level to 1
[2021-09-25 15:54:51	                main:441]	:	INFO	:	Running in BOINC Client mode
[2021-09-25 15:54:51	                main:444]	:	INFO	:	Resolving all filenames
[2021-09-25 15:54:51	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1)
[2021-09-25 15:54:51	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726102-10184-1_1_r1521384945_1 (exists = 1)
[2021-09-25 15:54:51	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726102-10184-1_1_r1521384945_0 (exists = 0)
[2021-09-25 15:54:51	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1631726102-10184-1 (exists = 1)
[2021-09-25 15:54:51	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2021-09-25 15:54:51	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5
[2021-09-25 15:54:51	                main:474]	:	INFO	:	Configuration: 
[2021-09-25 15:54:51	                main:475]	:	INFO	:	    Model type: GRU
[2021-09-25 15:54:51	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2021-09-25 15:54:51	                main:477]	:	INFO	:	    Max Epochs: 2048
[2021-09-25 15:54:51	                main:478]	:	INFO	:	    Batch Size: 128
[2021-09-25 15:54:51	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2021-09-25 15:54:51	                main:480]	:	INFO	:	    Patience: 10
[2021-09-25 15:54:51	                main:481]	:	INFO	:	    Hidden Width: 12
[2021-09-25 15:54:51	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2021-09-25 15:54:51	                main:483]	:	INFO	:	    # Backend Layers: 4
[2021-09-25 15:54:51	                main:484]	:	INFO	:	    # Threads: 1
[2021-09-25 15:54:51	                main:486]	:	INFO	:	Preparing Dataset
[2021-09-25 15:54:51	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 15:54:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 15:54:54	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2021-09-25 15:54:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 15:54:54	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory
[2021-09-25 15:54:54	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2021-09-25 15:54:54	                main:494]	:	INFO	:	Creating Model
[2021-09-25 15:54:54	                main:507]	:	INFO	:	Preparing config file
[2021-09-25 15:54:54	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2021-09-25 15:54:54	                main:512]	:	INFO	:	Loading config
[2021-09-25 15:54:54	                main:514]	:	INFO	:	Loading state
[2021-09-25 15:54:55	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2021-09-25 15:54:55	                main:562]	:	INFO	:	Starting Training
[2021-09-25 15:55:01	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.0312541 | val_loss: 0.0311915 | Time: 6384.64 ms
[2021-09-25 15:55:08	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311346 | val_loss: 0.0311542 | Time: 6313.02 ms
[2021-09-25 15:55:14	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311135 | val_loss: 0.031149 | Time: 5899.08 ms
[2021-09-25 15:55:20	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.031109 | val_loss: 0.0311468 | Time: 6203.5 ms
[2021-09-25 15:55:27	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311046 | val_loss: 0.0311485 | Time: 6746.38 ms
[2021-09-25 15:55:32	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311043 | val_loss: 0.0311468 | Time: 5697.91 ms
[2021-09-25 15:55:39	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.0311041 | val_loss: 0.0311476 | Time: 6199.54 ms
[2021-09-25 15:55:45	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311033 | val_loss: 0.0311524 | Time: 6133.01 ms
[2021-09-25 15:55:51	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311021 | val_loss: 0.0311539 | Time: 6140.35 ms
[2021-09-25 15:55:57	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.031108 | val_loss: 0.0311497 | Time: 6339.82 ms
[2021-09-25 15:56:03	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311073 | val_loss: 0.0311548 | Time: 5954.29 ms
[2021-09-25 15:56:09	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311071 | val_loss: 0.0311472 | Time: 5987.15 ms
[2021-09-25 15:56:15	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311031 | val_loss: 0.0311487 | Time: 5900.22 ms
[2021-09-25 15:56:21	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.0311057 | val_loss: 0.0311475 | Time: 6118.42 ms
[2021-09-25 15:56:27	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.0311062 | val_loss: 0.0311523 | Time: 5768.58 ms
[2021-09-25 15:56:33	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311111 | val_loss: 0.0311534 | Time: 5915.49 ms
[2021-09-25 15:56:39	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.031111 | val_loss: 0.0311479 | Time: 5896.91 ms
[2021-09-25 15:56:45	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311086 | val_loss: 0.0311532 | Time: 6382.76 ms
[2021-09-25 15:56:51	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.0311057 | val_loss: 0.0311495 | Time: 5859.69 ms
[2021-09-25 15:56:57	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311043 | val_loss: 0.0311496 | Time: 6252.33 ms
[2021-09-25 15:57:03	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.0311054 | val_loss: 0.0311453 | Time: 5854.2 ms
[2021-09-25 15:57:09	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311065 | val_loss: 0.0311467 | Time: 5712.79 ms
[2021-09-25 15:57:15	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311047 | val_loss: 0.0311489 | Time: 5850.56 ms
[2021-09-25 15:57:20	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311046 | val_loss: 0.0311494 | Time: 5775.68 ms
[2021-09-25 15:57:26	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311114 | val_loss: 0.0311548 | Time: 5715.7 ms
[2021-09-25 15:57:32	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311096 | val_loss: 0.0311454 | Time: 5951.75 ms
[2021-09-25 15:57:38	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.031105 | val_loss: 0.0311478 | Time: 5804.43 ms
[2021-09-25 15:57:44	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311035 | val_loss: 0.0311508 | Time: 5948.97 ms
[2021-09-25 15:57:50	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311033 | val_loss: 0.0311478 | Time: 6124.93 ms
[2021-09-25 15:57:56	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311142 | val_loss: 0.0311486 | Time: 6162.52 ms
[2021-09-25 15:58:02	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311139 | val_loss: 0.0311472 | Time: 5943.02 ms
[2021-09-25 15:58:08	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311059 | val_loss: 0.0311454 | Time: 5911.05 ms
[2021-09-25 15:58:14	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311038 | val_loss: 0.0311483 | Time: 5814.54 ms
[2021-09-25 15:58:20	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311021 | val_loss: 0.0311481 | Time: 6109.38 ms
[2021-09-25 15:58:26	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311017 | val_loss: 0.0311488 | Time: 5969.81 ms
[2021-09-25 15:58:32	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311001 | val_loss: 0.0311447 | Time: 6197.21 ms
[2021-09-25 15:58:38	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311057 | val_loss: 0.0311495 | Time: 5922.5 ms
[2021-09-25 15:58:44	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.031105 | val_loss: 0.0311459 | Time: 5938.22 ms
[2021-09-25 15:58:50	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311041 | val_loss: 0.0311498 | Time: 5942.43 ms
[2021-09-25 15:58:56	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.031103 | val_loss: 0.031154 | Time: 5986.6 ms
[2021-09-25 15:59:02	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311027 | val_loss: 0.0311528 | Time: 6240.59 ms
[2021-09-25 15:59:08	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311021 | val_loss: 0.0311509 | Time: 5778.74 ms
[2021-09-25 15:59:14	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311014 | val_loss: 0.0311519 | Time: 6032.89 ms
[2021-09-25 15:59:20	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311008 | val_loss: 0.0311518 | Time: 5997.84 ms
[2021-09-25 15:59:26	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311004 | val_loss: 0.0311539 | Time: 6019.09 ms
[2021-09-25 15:59:32	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.031102 | val_loss: 0.0311495 | Time: 5966.16 ms
[2021-09-25 15:59:39	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311021 | val_loss: 0.0311492 | Time: 6565.41 ms
[2021-09-25 15:59:45	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311047 | val_loss: 0.031151 | Time: 6164.24 ms
[2021-09-25 15:59:51	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311067 | val_loss: 0.0311476 | Time: 5969.38 ms
[2021-09-25 15:59:57	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311078 | val_loss: 0.0311478 | Time: 6240.61 ms
[2021-09-25 16:00:03	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311088 | val_loss: 0.0311424 | Time: 5885.49 ms
[2021-09-25 16:00:09	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311075 | val_loss: 0.031147 | Time: 6506.3 ms
[2021-09-25 16:00:15	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311045 | val_loss: 0.0311488 | Time: 6087.43 ms
[2021-09-25 16:00:22	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311054 | val_loss: 0.0311512 | Time: 6148.97 ms
[2021-09-25 16:00:28	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311086 | val_loss: 0.0311427 | Time: 6336.08 ms
[2021-09-25 16:00:34	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311048 | val_loss: 0.0311473 | Time: 6058.29 ms
[2021-09-25 16:00:40	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.031103 | val_loss: 0.0311504 | Time: 5806.39 ms
[2021-09-25 16:00:46	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311037 | val_loss: 0.0311465 | Time: 6024.44 ms
[2021-09-25 16:00:52	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311002 | val_loss: 0.031152 | Time: 5954.37 ms
[2021-09-25 16:00:58	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.0310995 | val_loss: 0.0311446 | Time: 6151.01 ms
[2021-09-25 16:01:04	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.031099 | val_loss: 0.031148 | Time: 5533.45 ms
[2021-09-25 16:01:09	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0310996 | val_loss: 0.0311487 | Time: 5746.9 ms
[2021-09-25 16:01:16	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0310988 | val_loss: 0.0311508 | Time: 6318.78 ms
[2021-09-25 16:01:21	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311026 | val_loss: 0.0311479 | Time: 5827.38 ms
[2021-09-25 16:01:28	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.0311044 | val_loss: 0.0311488 | Time: 6275.79 ms
[2021-09-25 16:01:34	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.0311062 | val_loss: 0.0311545 | Time: 6106.11 ms
[2021-09-25 16:01:40	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311052 | val_loss: 0.0311517 | Time: 6301.53 ms
[2021-09-25 16:01:46	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.0311019 | val_loss: 0.0311447 | Time: 6062.46 ms
[2021-09-25 16:01:52	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.0311009 | val_loss: 0.0311519 | Time: 6297.05 ms
[2021-09-25 16:01:59	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311071 | val_loss: 0.0311436 | Time: 6165.73 ms
[2021-09-25 16:02:05	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311029 | val_loss: 0.0311528 | Time: 6138.76 ms
[2021-09-25 16:02:11	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311037 | val_loss: 0.0311493 | Time: 6240.6 ms
[2021-09-25 16:02:17	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311418 | val_loss: 0.0311599 | Time: 6022.08 ms
[2021-09-25 16:02:23	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311413 | val_loss: 0.0311538 | Time: 5996.88 ms
[2021-09-25 16:02:30	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311377 | val_loss: 0.0311551 | Time: 6575.8 ms
[2021-09-25 16:02:35	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311349 | val_loss: 0.0311537 | Time: 5522.24 ms
[2021-09-25 16:02:41	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311349 | val_loss: 0.0311566 | Time: 6061.97 ms
[2021-09-25 16:02:48	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311316 | val_loss: 0.031153 | Time: 6312.52 ms
[2021-09-25 16:02:53	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.031128 | val_loss: 0.0311484 | Time: 5811.1 ms
[2021-09-25 16:03:00	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311276 | val_loss: 0.031147 | Time: 6371.84 ms
[2021-09-25 16:03:06	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311239 | val_loss: 0.0311476 | Time: 6243.87 ms
[2021-09-25 16:03:12	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.0311219 | val_loss: 0.0311424 | Time: 5989.47 ms
[2021-09-25 16:03:18	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311204 | val_loss: 0.0311479 | Time: 5908.71 ms
[2021-09-25 16:03:24	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311245 | val_loss: 0.0311467 | Time: 5809.56 ms
[2021-09-25 16:03:30	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311216 | val_loss: 0.0311495 | Time: 6310.44 ms
[2021-09-25 16:03:36	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.0311186 | val_loss: 0.0311482 | Time: 5903.48 ms
[2021-09-25 16:03:42	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.0311209 | val_loss: 0.0311469 | Time: 6168.05 ms
[2021-09-25 16:03:49	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311185 | val_loss: 0.0311436 | Time: 6436.63 ms
[2021-09-25 16:03:55	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311182 | val_loss: 0.0311447 | Time: 6181.99 ms
[2021-09-25 16:04:01	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311184 | val_loss: 0.0311486 | Time: 5973.39 ms
[2021-09-25 16:04:07	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311162 | val_loss: 0.0311452 | Time: 5979.67 ms
[2021-09-25 16:04:13	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311154 | val_loss: 0.0311462 | Time: 6129.38 ms
[2021-09-25 16:04:19	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.0311144 | val_loss: 0.0311466 | Time: 6054.36 ms
[2021-09-25 16:04:25	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311169 | val_loss: 0.0311472 | Time: 5714.68 ms
[2021-09-25 16:04:31	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311254 | val_loss: 0.0311515 | Time: 6094.48 ms
[2021-09-25 16:04:37	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311312 | val_loss: 0.0311518 | Time: 6044.14 ms
[2021-09-25 16:04:43	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311256 | val_loss: 0.0311466 | Time: 5940.08 ms
[2021-09-25 16:04:49	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311249 | val_loss: 0.0311461 | Time: 6294.27 ms
[2021-09-25 16:04:56	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.0311208 | val_loss: 0.0311492 | Time: 6673.99 ms
[2021-09-25 16:05:01	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311205 | val_loss: 0.0311502 | Time: 5811.63 ms
[2021-09-25 16:05:08	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.031127 | val_loss: 0.0311493 | Time: 6516.5 ms
[2021-09-25 16:05:13	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311229 | val_loss: 0.0311486 | Time: 5474.84 ms
[2021-09-25 16:05:20	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311204 | val_loss: 0.0311465 | Time: 6060.59 ms
[2021-09-25 16:05:25	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311191 | val_loss: 0.0311437 | Time: 5842.71 ms
[2021-09-25 16:05:31	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311173 | val_loss: 0.0311482 | Time: 5860.5 ms
[2021-09-25 16:05:37	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311157 | val_loss: 0.0311452 | Time: 6125.28 ms
[2021-09-25 16:05:44	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311153 | val_loss: 0.0311457 | Time: 6264.66 ms
[2021-09-25 16:05:50	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311145 | val_loss: 0.0311498 | Time: 6186.84 ms
[2021-09-25 16:05:56	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311123 | val_loss: 0.0311494 | Time: 5761.19 ms
[2021-09-25 16:06:02	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311121 | val_loss: 0.0311441 | Time: 6189.55 ms
[2021-09-25 16:06:08	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311107 | val_loss: 0.031151 | Time: 6380.03 ms
[2021-09-25 16:06:14	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311132 | val_loss: 0.0311495 | Time: 6277.87 ms
[2021-09-25 16:06:21	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311138 | val_loss: 0.031153 | Time: 6163.72 ms
[2021-09-25 16:06:27	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311181 | val_loss: 0.0311475 | Time: 6058.59 ms
[2021-09-25 16:06:33	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311179 | val_loss: 0.0311476 | Time: 6203.79 ms
[2021-09-25 16:06:39	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311167 | val_loss: 0.0311513 | Time: 5969.72 ms
[2021-09-25 16:06:45	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311135 | val_loss: 0.0311437 | Time: 6236.97 ms
[2021-09-25 16:06:51	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311096 | val_loss: 0.0311494 | Time: 5640.06 ms
[2021-09-25 16:06:56	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311182 | val_loss: 0.031148 | Time: 5703.22 ms
[2021-09-25 16:07:03	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.031128 | val_loss: 0.0311555 | Time: 6024.87 ms
[2021-09-25 16:07:09	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311344 | val_loss: 0.0311501 | Time: 6387.78 ms
[2021-09-25 16:07:15	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311282 | val_loss: 0.0311536 | Time: 6183.52 ms
[2021-09-25 16:07:21	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311261 | val_loss: 0.031147 | Time: 5857.35 ms
[2021-09-25 16:07:27	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.0311197 | val_loss: 0.0311446 | Time: 6541.17 ms
[2021-09-25 16:07:33	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311171 | val_loss: 0.0311428 | Time: 5758.56 ms
[2021-09-25 16:07:39	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311153 | val_loss: 0.0311481 | Time: 6232.23 ms
[2021-09-25 16:07:45	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311138 | val_loss: 0.0311497 | Time: 5758.85 ms
[2021-09-25 16:07:51	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311146 | val_loss: 0.0311465 | Time: 6213.38 ms
[2021-09-25 16:07:56	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311193 | val_loss: 0.0311482 | Time: 4594.64 ms
[2021-09-25 16:08:00	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311217 | val_loss: 0.0311493 | Time: 3621.38 ms
[2021-09-25 16:08:03	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311211 | val_loss: 0.0311485 | Time: 3520.38 ms
[2021-09-25 16:08:07	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311184 | val_loss: 0.0311438 | Time: 3652.3 ms
[2021-09-25 16:08:10	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.031118 | val_loss: 0.0311496 | Time: 3547.39 ms
[2021-09-25 16:08:14	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311134 | val_loss: 0.0311454 | Time: 3544.3 ms
[2021-09-25 16:08:18	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311106 | val_loss: 0.0311416 | Time: 3828.47 ms
[2021-09-25 16:08:23	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311108 | val_loss: 0.0311429 | Time: 5384.58 ms
[2021-09-25 16:08:29	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311104 | val_loss: 0.0311446 | Time: 6028.39 ms
[2021-09-25 16:08:35	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311083 | val_loss: 0.0311481 | Time: 5987.57 ms
[2021-09-25 16:08:41	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311106 | val_loss: 0.0311472 | Time: 6263.35 ms
[2021-09-25 16:08:48	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311083 | val_loss: 0.0311442 | Time: 6389.71 ms
[2021-09-25 16:08:54	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311071 | val_loss: 0.0311528 | Time: 5707.56 ms
[2021-09-25 16:09:00	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311062 | val_loss: 0.0311545 | Time: 6016.46 ms
[2021-09-25 16:09:05	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.031109 | val_loss: 0.0311505 | Time: 5741.44 ms
[2021-09-25 16:09:12	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311069 | val_loss: 0.0311468 | Time: 6245.58 ms
[2021-09-25 16:09:17	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311056 | val_loss: 0.0311465 | Time: 5758.04 ms
[2021-09-25 16:09:23	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311027 | val_loss: 0.0311478 | Time: 6089.01 ms
[2021-09-25 16:09:29	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311037 | val_loss: 0.0311565 | Time: 5582.48 ms
[2021-09-25 16:09:36	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.0311029 | val_loss: 0.0311467 | Time: 6478.6 ms
[2021-09-25 16:09:42	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.031104 | val_loss: 0.0311498 | Time: 6112.42 ms
[2021-09-25 16:09:48	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.0311061 | val_loss: 0.0311441 | Time: 6769.09 ms
[2021-09-25 16:09:55	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311041 | val_loss: 0.0311477 | Time: 6136.37 ms
[2021-09-25 16:10:01	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311054 | val_loss: 0.0311524 | Time: 6307.37 ms
[2021-09-25 16:10:07	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.0311069 | val_loss: 0.0311555 | Time: 6076.4 ms
[2021-09-25 16:10:13	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311354 | val_loss: 0.0311576 | Time: 6209.69 ms
[2021-09-25 16:10:19	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311372 | val_loss: 0.0311494 | Time: 5641.53 ms
[2021-09-25 16:10:25	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311317 | val_loss: 0.0311558 | Time: 5893.22 ms
[2021-09-25 16:10:31	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311258 | val_loss: 0.0311489 | Time: 6396.3 ms
[2021-09-25 16:10:38	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.0311232 | val_loss: 0.0311508 | Time: 6607.8 ms
[2021-09-25 16:10:44	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311257 | val_loss: 0.0311458 | Time: 5908.03 ms
[2021-09-25 16:10:50	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.0311219 | val_loss: 0.0311435 | Time: 5947.85 ms
[2021-09-25 16:10:56	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311179 | val_loss: 0.0311482 | Time: 6160.24 ms
[2021-09-25 16:11:02	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.031117 | val_loss: 0.0311458 | Time: 6369.45 ms
[2021-09-25 16:11:08	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311147 | val_loss: 0.0311426 | Time: 5887.76 ms
[2021-09-25 16:11:14	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311138 | val_loss: 0.0311437 | Time: 5692.89 ms
[2021-09-25 16:11:19	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311109 | val_loss: 0.0311491 | Time: 5719.98 ms
[2021-09-25 16:11:26	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.0311091 | val_loss: 0.0311467 | Time: 6099.71 ms
[2021-09-25 16:11:32	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311078 | val_loss: 0.0311442 | Time: 6481.76 ms
[2021-09-25 16:11:38	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311057 | val_loss: 0.0311462 | Time: 5578.81 ms
[2021-09-25 16:11:44	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311087 | val_loss: 0.0311496 | Time: 6309.45 ms
[2021-09-25 16:11:50	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311076 | val_loss: 0.0311472 | Time: 5760.48 ms
[2021-09-25 16:11:56	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311083 | val_loss: 0.0311482 | Time: 6012.72 ms
[2021-09-25 16:12:02	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.0311089 | val_loss: 0.0311477 | Time: 5868.21 ms
[2021-09-25 16:12:08	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311136 | val_loss: 0.0311504 | Time: 6063.49 ms
[2021-09-25 16:12:14	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311149 | val_loss: 0.031144 | Time: 6062.46 ms
[2021-09-25 16:12:20	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311126 | val_loss: 0.0311495 | Time: 5821.47 ms
[2021-09-25 16:12:25	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311076 | val_loss: 0.0311432 | Time: 5908.45 ms
[2021-09-25 16:12:32	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311069 | val_loss: 0.0311458 | Time: 6449.9 ms
[2021-09-25 16:12:38	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311052 | val_loss: 0.0311522 | Time: 6258.78 ms
[2021-09-25 16:12:44	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311046 | val_loss: 0.0311458 | Time: 5761.11 ms
[2021-09-25 16:12:50	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311049 | val_loss: 0.031149 | Time: 6247.17 ms
[2021-09-25 16:12:57	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311039 | val_loss: 0.0311473 | Time: 6439.8 ms
[2021-09-25 16:13:02	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311046 | val_loss: 0.0311474 | Time: 5780.97 ms
[2021-09-25 16:13:09	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311064 | val_loss: 0.0311586 | Time: 6175.83 ms
[2021-09-25 16:13:15	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.031156 | val_loss: 0.0311718 | Time: 6068.92 ms
[2021-09-25 16:13:21	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311543 | val_loss: 0.0311612 | Time: 6041.71 ms
[2021-09-25 16:13:27	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.031143 | val_loss: 0.0311519 | Time: 5829.73 ms
[2021-09-25 16:13:32	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.0311356 | val_loss: 0.0311484 | Time: 5734.23 ms
[2021-09-25 16:13:38	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311307 | val_loss: 0.0311424 | Time: 6021.25 ms
[2021-09-25 16:13:44	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311257 | val_loss: 0.0311414 | Time: 6080.15 ms
[2021-09-25 16:13:50	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311223 | val_loss: 0.0311469 | Time: 6075.93 ms
[2021-09-25 16:13:57	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311178 | val_loss: 0.0311508 | Time: 6102.75 ms
[2021-09-25 16:14:03	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311181 | val_loss: 0.0311469 | Time: 6277.42 ms
[2021-09-25 16:14:09	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311123 | val_loss: 0.0311479 | Time: 5961.76 ms
[2021-09-25 16:14:15	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311146 | val_loss: 0.0311499 | Time: 6016.4 ms
[2021-09-25 16:14:21	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311129 | val_loss: 0.0311451 | Time: 6151.84 ms
[2021-09-25 16:14:27	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311097 | val_loss: 0.031144 | Time: 5612.75 ms
[2021-09-25 16:14:33	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311072 | val_loss: 0.0311452 | Time: 6117.39 ms
[2021-09-25 16:14:39	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311066 | val_loss: 0.0311498 | Time: 6032.2 ms
[2021-09-25 16:14:45	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311066 | val_loss: 0.0311454 | Time: 6512.45 ms
[2021-09-25 16:14:52	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311031 | val_loss: 0.0311478 | Time: 6347.26 ms
[2021-09-25 16:14:58	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.0311029 | val_loss: 0.031146 | Time: 6097.92 ms
[2021-09-25 16:15:04	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311027 | val_loss: 0.0311458 | Time: 5962.9 ms
[2021-09-25 16:15:10	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311017 | val_loss: 0.0311504 | Time: 6134.3 ms
[2021-09-25 16:15:16	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311033 | val_loss: 0.0311509 | Time: 6222.9 ms
[2021-09-25 16:15:22	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311014 | val_loss: 0.0311439 | Time: 6360.12 ms
[2021-09-25 16:15:28	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311017 | val_loss: 0.0311508 | Time: 5850.7 ms
[2021-09-25 16:15:34	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311027 | val_loss: 0.0311496 | Time: 5482.49 ms
[2021-09-25 16:15:40	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311028 | val_loss: 0.0311519 | Time: 6488.23 ms
[2021-09-25 16:15:46	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311023 | val_loss: 0.0311521 | Time: 5848.6 ms
[2021-09-25 16:15:52	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311072 | val_loss: 0.0311617 | Time: 5887.14 ms
[2021-09-25 16:15:58	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311479 | val_loss: 0.0311591 | Time: 6469.34 ms
[2021-09-25 16:16:05	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311433 | val_loss: 0.0311575 | Time: 6396.49 ms
[2021-09-25 16:16:10	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.0311367 | val_loss: 0.0311514 | Time: 5568.9 ms
[2021-09-25 16:16:17	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311358 | val_loss: 0.0311573 | Time: 6086.27 ms
[2021-09-25 16:16:23	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311305 | val_loss: 0.0311512 | Time: 6112.74 ms
[2021-09-25 16:16:29	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311262 | val_loss: 0.0311526 | Time: 6005.79 ms
[2021-09-25 16:16:35	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.0311225 | val_loss: 0.0311515 | Time: 6045.14 ms
[2021-09-25 16:16:41	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.031122 | val_loss: 0.0311523 | Time: 5858.72 ms
[2021-09-25 16:16:47	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311197 | val_loss: 0.0311489 | Time: 6199.57 ms
[2021-09-25 16:16:53	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311222 | val_loss: 0.0311515 | Time: 6563.8 ms
[2021-09-25 16:16:59	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311178 | val_loss: 0.0311531 | Time: 6074.75 ms
[2021-09-25 16:17:05	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311168 | val_loss: 0.0311583 | Time: 5994.88 ms
[2021-09-25 16:17:11	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.0311205 | val_loss: 0.0311483 | Time: 5894.94 ms
[2021-09-25 16:17:17	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311199 | val_loss: 0.0311449 | Time: 6099.38 ms
[2021-09-25 16:17:24	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.03112 | val_loss: 0.0311613 | Time: 6114.98 ms
[2021-09-25 16:17:30	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311244 | val_loss: 0.0311539 | Time: 6071.07 ms
[2021-09-25 16:17:35	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311167 | val_loss: 0.0311507 | Time: 5674.75 ms
[2021-09-25 16:17:41	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.031118 | val_loss: 0.0311456 | Time: 6209.05 ms
[2021-09-25 16:17:47	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311273 | val_loss: 0.0311505 | Time: 5694.17 ms
[2021-09-25 16:17:54	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311263 | val_loss: 0.0311475 | Time: 6445.07 ms
[2021-09-25 16:17:59	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.03112 | val_loss: 0.0311496 | Time: 5795.99 ms
[2021-09-25 16:18:06	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311156 | val_loss: 0.0311505 | Time: 6047.81 ms
[2021-09-25 16:18:12	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311149 | val_loss: 0.0311497 | Time: 6802.16 ms
[2021-09-25 16:18:18	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311136 | val_loss: 0.0311484 | Time: 5784.38 ms
[2021-09-25 16:18:24	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311146 | val_loss: 0.0311496 | Time: 5790.44 ms
[2021-09-25 16:18:30	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311137 | val_loss: 0.0311522 | Time: 5989.23 ms
[2021-09-25 16:18:36	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311142 | val_loss: 0.0311525 | Time: 6265.48 ms
[2021-09-25 16:18:43	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311144 | val_loss: 0.0311516 | Time: 6425.88 ms
[2021-09-25 16:18:49	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311125 | val_loss: 0.0311525 | Time: 5918.4 ms
[2021-09-25 16:18:55	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311106 | val_loss: 0.0311498 | Time: 6465.03 ms
[2021-09-25 16:19:01	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311106 | val_loss: 0.0311546 | Time: 6175.12 ms
[2021-09-25 16:19:07	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.031111 | val_loss: 0.0311463 | Time: 5854.49 ms
[2021-09-25 16:19:13	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311082 | val_loss: 0.0311449 | Time: 6165.89 ms
[2021-09-25 16:19:19	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311072 | val_loss: 0.0311513 | Time: 5903.92 ms
[2021-09-25 16:19:25	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311103 | val_loss: 0.0311568 | Time: 5694.38 ms
[2021-09-25 16:19:31	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311076 | val_loss: 0.031145 | Time: 6172.36 ms
[2021-09-25 16:19:37	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311049 | val_loss: 0.0311525 | Time: 5798.75 ms
[2021-09-25 16:19:43	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311071 | val_loss: 0.0311456 | Time: 5994.99 ms
[2021-09-25 16:19:49	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.0311069 | val_loss: 0.0311564 | Time: 6348.94 ms
[2021-09-25 16:19:55	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.0311125 | val_loss: 0.0311447 | Time: 5834.53 ms
[2021-09-25 16:20:01	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311274 | val_loss: 0.031151 | Time: 6361.72 ms
[2021-09-25 16:20:07	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311261 | val_loss: 0.0311502 | Time: 5496.85 ms
[2021-09-25 16:20:13	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311221 | val_loss: 0.0311497 | Time: 5876.25 ms
[2021-09-25 16:20:19	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.031118 | val_loss: 0.0311464 | Time: 6291.62 ms
[2021-09-25 16:20:26	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311157 | val_loss: 0.0311444 | Time: 6535.52 ms
[2021-09-25 16:20:32	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311135 | val_loss: 0.0311457 | Time: 6022.77 ms
[2021-09-25 16:20:38	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311148 | val_loss: 0.0311527 | Time: 5969.45 ms
[2021-09-25 16:20:43	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311125 | val_loss: 0.0311467 | Time: 5581.73 ms
[2021-09-25 16:20:50	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311105 | val_loss: 0.0311454 | Time: 6922.55 ms
[2021-09-25 16:20:56	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311086 | val_loss: 0.0311446 | Time: 6239.46 ms
[2021-09-25 16:21:02	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311077 | val_loss: 0.031145 | Time: 6037.64 ms
[2021-09-25 16:21:08	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311058 | val_loss: 0.0311453 | Time: 5879.25 ms
[2021-09-25 16:21:14	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311055 | val_loss: 0.0311524 | Time: 5868.47 ms
[2021-09-25 16:21:20	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311064 | val_loss: 0.0311473 | Time: 5888.28 ms
[2021-09-25 16:21:26	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311048 | val_loss: 0.0311499 | Time: 5986.72 ms
[2021-09-25 16:21:32	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.0311049 | val_loss: 0.031149 | Time: 5841.9 ms
[2021-09-25 16:21:38	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311028 | val_loss: 0.031146 | Time: 6484.28 ms
[2021-09-25 16:21:45	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311043 | val_loss: 0.0311524 | Time: 6472.19 ms
[2021-09-25 16:21:51	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311009 | val_loss: 0.0311452 | Time: 5842.94 ms
[2021-09-25 16:21:57	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311039 | val_loss: 0.0311533 | Time: 6205.86 ms
[2021-09-25 16:22:02	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.031107 | val_loss: 0.0311548 | Time: 5630.16 ms
[2021-09-25 16:22:08	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311054 | val_loss: 0.031148 | Time: 5818.62 ms
[2021-09-25 16:22:14	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.031103 | val_loss: 0.0311487 | Time: 5734.87 ms
[2021-09-25 16:22:20	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311006 | val_loss: 0.0311469 | Time: 5947.8 ms
[2021-09-25 16:22:26	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0310991 | val_loss: 0.0311472 | Time: 6298.5 ms
[2021-09-25 16:22:33	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0310993 | val_loss: 0.0311458 | Time: 6325.27 ms
[2021-09-25 16:22:38	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0310991 | val_loss: 0.0311476 | Time: 5817.41 ms
[2021-09-25 16:22:44	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311126 | val_loss: 0.0311442 | Time: 5767.86 ms
[2021-09-25 16:22:50	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311305 | val_loss: 0.0311491 | Time: 5774 ms
[2021-09-25 16:22:56	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311321 | val_loss: 0.0311476 | Time: 6252.01 ms
[2021-09-25 16:23:03	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311245 | val_loss: 0.0311406 | Time: 6466.3 ms
[2021-09-25 16:23:08	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311227 | val_loss: 0.0311404 | Time: 5648.62 ms
[2021-09-25 16:23:15	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.031121 | val_loss: 0.0311444 | Time: 6343.14 ms
[2021-09-25 16:23:21	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311197 | val_loss: 0.0311426 | Time: 6056.96 ms
[2021-09-25 16:23:27	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311185 | val_loss: 0.031145 | Time: 6406.41 ms
[2021-09-25 16:23:33	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311151 | val_loss: 0.0311437 | Time: 6095.38 ms
[2021-09-25 16:23:39	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311161 | val_loss: 0.0311455 | Time: 5979.28 ms
[2021-09-25 16:23:45	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311125 | val_loss: 0.0311462 | Time: 6068.36 ms
[2021-09-25 16:23:52	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311107 | val_loss: 0.0311484 | Time: 6381.06 ms
[2021-09-25 16:23:58	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311115 | val_loss: 0.0311475 | Time: 5956.28 ms
[2021-09-25 16:24:04	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.031112 | val_loss: 0.0311466 | Time: 6727.65 ms
[2021-09-25 16:24:11	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311102 | val_loss: 0.0311437 | Time: 6246.72 ms
[2021-09-25 16:24:17	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311096 | val_loss: 0.0311451 | Time: 5987.26 ms
[2021-09-25 16:24:22	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311096 | val_loss: 0.0311456 | Time: 5836 ms
[2021-09-25 16:24:29	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311088 | val_loss: 0.0311477 | Time: 6149.21 ms
[2021-09-25 16:24:35	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.031107 | val_loss: 0.0311462 | Time: 6115.75 ms
[2021-09-25 16:24:41	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311097 | val_loss: 0.0311504 | Time: 6029.5 ms
[2021-09-25 16:24:48	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311107 | val_loss: 0.0311561 | Time: 6809.6 ms
[2021-09-25 16:24:54	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311147 | val_loss: 0.0311506 | Time: 6252.46 ms
[2021-09-25 16:25:00	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.031113 | val_loss: 0.03115 | Time: 6011.55 ms
[2021-09-25 16:25:06	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311094 | val_loss: 0.0311458 | Time: 6296.29 ms
[2021-09-25 16:25:12	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311074 | val_loss: 0.031155 | Time: 6298.84 ms
[2021-09-25 16:25:19	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311081 | val_loss: 0.0311536 | Time: 6038.72 ms
[2021-09-25 16:25:25	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311105 | val_loss: 0.0311546 | Time: 6070.53 ms
[2021-09-25 16:25:31	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311128 | val_loss: 0.0311501 | Time: 6264.51 ms
[2021-09-25 16:25:37	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311077 | val_loss: 0.0311479 | Time: 5904.02 ms
[2021-09-25 16:25:43	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311046 | val_loss: 0.0311452 | Time: 6274.64 ms
[2021-09-25 16:25:50	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.031104 | val_loss: 0.031142 | Time: 6462.41 ms
[2021-09-25 16:25:55	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311039 | val_loss: 0.0311494 | Time: 5840.91 ms
[2021-09-25 16:26:02	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311049 | val_loss: 0.031143 | Time: 6271.63 ms
[2021-09-25 16:26:08	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311061 | val_loss: 0.0311419 | Time: 6165.57 ms
[2021-09-25 16:26:14	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311047 | val_loss: 0.0311464 | Time: 5983.05 ms
[2021-09-25 16:26:20	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311037 | val_loss: 0.031148 | Time: 6422.78 ms
[2021-09-25 16:26:27	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311079 | val_loss: 0.0311412 | Time: 6603.46 ms
[2021-09-25 16:26:33	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311063 | val_loss: 0.031147 | Time: 6001.97 ms
[2021-09-25 16:26:39	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311034 | val_loss: 0.0311494 | Time: 6007.31 ms
[2021-09-25 16:26:45	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311014 | val_loss: 0.0311483 | Time: 6486.54 ms
[2021-09-25 16:26:52	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311007 | val_loss: 0.0311485 | Time: 6398.83 ms
[2021-09-25 16:26:58	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0310995 | val_loss: 0.031149 | Time: 5948.86 ms
[2021-09-25 16:27:04	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.031099 | val_loss: 0.0311535 | Time: 6328.31 ms
[2021-09-25 16:27:10	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.0311083 | val_loss: 0.0311476 | Time: 5843.53 ms
[2021-09-25 16:27:16	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311052 | val_loss: 0.0311459 | Time: 6234.66 ms
[2021-09-25 16:27:22	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311032 | val_loss: 0.0311456 | Time: 5982.65 ms
[2021-09-25 16:27:29	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311001 | val_loss: 0.0311462 | Time: 6415.85 ms
[2021-09-25 16:27:35	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0310984 | val_loss: 0.0311446 | Time: 6179.54 ms
[2021-09-25 16:27:41	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0310988 | val_loss: 0.031149 | Time: 5941.97 ms
[2021-09-25 16:27:47	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0310968 | val_loss: 0.0311492 | Time: 5968.41 ms
[2021-09-25 16:27:52	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0310967 | val_loss: 0.0311514 | Time: 5748.81 ms
[2021-09-25 16:27:58	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0310984 | val_loss: 0.0311433 | Time: 5440.33 ms
[2021-09-25 16:28:03	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311016 | val_loss: 0.0311448 | Time: 5631.63 ms
[2021-09-25 16:28:09	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311048 | val_loss: 0.0311514 | Time: 5691.15 ms
[2021-09-25 16:28:16	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311016 | val_loss: 0.0311513 | Time: 6473.35 ms
[2021-09-25 16:28:21	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311033 | val_loss: 0.0311507 | Time: 5613.63 ms
[2021-09-25 16:28:27	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0310994 | val_loss: 0.0311519 | Time: 6155.62 ms
[2021-09-25 16:28:34	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.031099 | val_loss: 0.0311513 | Time: 6241.41 ms
[2021-09-25 16:28:39	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311005 | val_loss: 0.0311496 | Time: 5783.04 ms
[2021-09-25 16:28:46	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0310983 | val_loss: 0.0311458 | Time: 6345.79 ms
[2021-09-25 16:28:52	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311027 | val_loss: 0.0311482 | Time: 5968.65 ms
[2021-09-25 16:28:58	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.0311012 | val_loss: 0.0311471 | Time: 5986.61 ms
[2021-09-25 16:29:04	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311033 | val_loss: 0.0311478 | Time: 5923.27 ms
[2021-09-25 16:29:10	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0310997 | val_loss: 0.0311482 | Time: 6055.57 ms
[2021-09-25 16:29:16	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311008 | val_loss: 0.0311446 | Time: 6215.92 ms
[2021-09-25 16:29:22	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311007 | val_loss: 0.0311519 | Time: 5733.65 ms
[2021-09-25 16:29:28	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0310988 | val_loss: 0.0311472 | Time: 6229.79 ms
[2021-09-25 16:29:34	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311007 | val_loss: 0.0311441 | Time: 6039.66 ms
[2021-09-25 16:29:41	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.0310983 | val_loss: 0.0311439 | Time: 7098.79 ms
[2021-09-25 16:29:47	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0310972 | val_loss: 0.0311496 | Time: 6260.08 ms
[2021-09-25 16:29:53	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.031097 | val_loss: 0.0311502 | Time: 6021.09 ms
[2021-09-25 16:29:59	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0310953 | val_loss: 0.0311478 | Time: 6051.31 ms
[2021-09-25 16:30:05	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0310941 | val_loss: 0.0311504 | Time: 5935.2 ms
[2021-09-25 16:30:12	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0310964 | val_loss: 0.0311493 | Time: 6411.87 ms
[2021-09-25 16:30:18	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0310982 | val_loss: 0.0311496 | Time: 6266.36 ms
[2021-09-25 16:30:24	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.031094 | val_loss: 0.0311454 | Time: 6188.02 ms
[2021-09-25 16:30:30	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.0310934 | val_loss: 0.0311489 | Time: 6162.75 ms
[2021-09-25 16:30:36	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0310952 | val_loss: 0.0311497 | Time: 6032.89 ms
[2021-09-25 16:30:42	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0310951 | val_loss: 0.0311493 | Time: 5826.65 ms
[2021-09-25 16:30:49	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0310938 | val_loss: 0.0311503 | Time: 6375.75 ms
[2021-09-25 16:30:55	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0310929 | val_loss: 0.0311517 | Time: 6006.27 ms
[2021-09-25 16:31:01	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.0310961 | val_loss: 0.0311545 | Time: 6462.96 ms
[2021-09-25 16:31:07	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311021 | val_loss: 0.0311562 | Time: 5726.38 ms
[2021-09-25 16:31:13	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0315016 | val_loss: 0.0316374 | Time: 6150.75 ms
[2021-09-25 16:31:19	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0316496 | val_loss: 0.0312158 | Time: 6213.1 ms
[2021-09-25 16:31:25	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311692 | val_loss: 0.0311721 | Time: 5670.12 ms
[2021-09-25 16:31:31	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311264 | val_loss: 0.0311534 | Time: 5843.92 ms
[2021-09-25 16:31:37	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311093 | val_loss: 0.0311549 | Time: 6025.49 ms
[2021-09-25 16:31:43	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311042 | val_loss: 0.0311496 | Time: 6012.31 ms
[2021-09-25 16:31:49	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311021 | val_loss: 0.0311468 | Time: 6602.47 ms
[2021-09-25 16:31:55	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0310984 | val_loss: 0.031146 | Time: 6077.62 ms
[2021-09-25 16:32:02	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0310986 | val_loss: 0.0311504 | Time: 6438.97 ms
[2021-09-25 16:32:08	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0310998 | val_loss: 0.0311469 | Time: 6435.89 ms
[2021-09-25 16:32:14	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311028 | val_loss: 0.0311481 | Time: 6030.78 ms
[2021-09-25 16:32:20	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311015 | val_loss: 0.031143 | Time: 5736.93 ms
[2021-09-25 16:32:26	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.031101 | val_loss: 0.0311516 | Time: 6194.21 ms
[2021-09-25 16:32:32	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311003 | val_loss: 0.0311525 | Time: 5730.43 ms
[2021-09-25 16:32:38	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311 | val_loss: 0.031153 | Time: 6341.49 ms
[2021-09-25 16:32:44	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311052 | val_loss: 0.0311516 | Time: 5831.56 ms
[2021-09-25 16:32:50	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311012 | val_loss: 0.0311569 | Time: 5674.5 ms
[2021-09-25 16:32:56	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311004 | val_loss: 0.0311521 | Time: 5651.11 ms
[2021-09-25 16:33:02	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0310987 | val_loss: 0.0311512 | Time: 6116.47 ms
[2021-09-25 16:33:08	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.0310958 | val_loss: 0.0311481 | Time: 6069.08 ms
[2021-09-25 16:33:14	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311017 | val_loss: 0.0311442 | Time: 5846.18 ms
[2021-09-25 16:33:19	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311005 | val_loss: 0.031143 | Time: 5718.11 ms
[2021-09-25 16:33:26	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0310988 | val_loss: 0.0311461 | Time: 6230.9 ms
[2021-09-25 16:33:31	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0310968 | val_loss: 0.0311431 | Time: 5636.25 ms
[2021-09-25 16:33:38	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.0310962 | val_loss: 0.0311482 | Time: 6549.17 ms
[2021-09-25 16:33:44	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0310956 | val_loss: 0.0311459 | Time: 5996.25 ms
[2021-09-25 16:33:50	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.0311061 | val_loss: 0.0311463 | Time: 5723.39 ms
[2021-09-25 16:33:56	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.0311094 | val_loss: 0.03115 | Time: 6104.11 ms
[2021-09-25 16:34:02	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.031109 | val_loss: 0.0311442 | Time: 6004.69 ms
[2021-09-25 16:34:08	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311065 | val_loss: 0.0311432 | Time: 5891.82 ms
[2021-09-25 16:34:13	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311045 | val_loss: 0.0311462 | Time: 5733.43 ms
[2021-09-25 16:34:19	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311062 | val_loss: 0.0311435 | Time: 5904.95 ms
[2021-09-25 16:34:25	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311086 | val_loss: 0.0311462 | Time: 5707.12 ms
[2021-09-25 16:34:31	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311097 | val_loss: 0.0311456 | Time: 6341.35 ms
[2021-09-25 16:34:37	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.031103 | val_loss: 0.0311479 | Time: 6053.92 ms
[2021-09-25 16:34:43	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311016 | val_loss: 0.0311424 | Time: 6112.72 ms
[2021-09-25 16:34:50	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311042 | val_loss: 0.0311463 | Time: 6156.13 ms
[2021-09-25 16:34:56	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311035 | val_loss: 0.031153 | Time: 6276.1 ms
[2021-09-25 16:35:02	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311213 | val_loss: 0.031144 | Time: 6541.78 ms
[2021-09-25 16:35:08	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311168 | val_loss: 0.031143 | Time: 5997.22 ms
[2021-09-25 16:35:15	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.031112 | val_loss: 0.0311435 | Time: 6614.09 ms
[2021-09-25 16:35:21	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311103 | val_loss: 0.0311454 | Time: 6145.29 ms
[2021-09-25 16:35:27	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311081 | val_loss: 0.0311429 | Time: 5700.57 ms
[2021-09-25 16:35:33	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.0311061 | val_loss: 0.031144 | Time: 6415.28 ms
[2021-09-25 16:35:40	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.031103 | val_loss: 0.0311445 | Time: 6340.06 ms
[2021-09-25 16:35:46	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311024 | val_loss: 0.0311455 | Time: 5934.23 ms
[2021-09-25 16:35:52	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311019 | val_loss: 0.0311489 | Time: 5956.35 ms
[2021-09-25 16:35:58	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311001 | val_loss: 0.0311445 | Time: 6243.12 ms
[2021-09-25 16:36:04	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0310992 | val_loss: 0.0311481 | Time: 6294.24 ms
[2021-09-25 16:36:04	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311481
[2021-09-25 16:36:04	                main:603]	:	INFO	:	Saving end state to config to file
[2021-09-25 16:36:04	                main:608]	:	INFO	:	Success, exiting..
16:36:04 (10032): 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)