Task 11353485

Name ParityModified-1639963657-4273-2-0_0
Workunit 8597745
Created 4 Feb 2022, 19:35:28 UTC
Sent 16 Feb 2022, 17:30:02 UTC
Report deadline 24 Feb 2022, 17:30:02 UTC
Received 17 Feb 2022, 10:47:14 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5174
Run time 1 hours 32 min 19 sec
CPU time 1 hours 27 min 30 sec
Validate state Valid
Credit 4,160.00
Device peak FLOPS 2,141.34 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.64 GB
Peak swap size 3.60 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.20</core_client_version>
<![CDATA[
<stderr_txt>
9:42:39	                main:574]	:	INFO	:	Epoch 1584 | loss: 0.0311351 | val_loss: 0.0311659 | Time: 2773.3 ms
[2022-02-16 19:42:42	                main:574]	:	INFO	:	Epoch 1585 | loss: 0.0311344 | val_loss: 0.0311722 | Time: 2809.94 ms
[2022-02-16 19:42:45	                main:574]	:	INFO	:	Epoch 1586 | loss: 0.0311344 | val_loss: 0.0311547 | Time: 2847.47 ms
[2022-02-16 19:42:48	                main:574]	:	INFO	:	Epoch 1587 | loss: 0.0311321 | val_loss: 0.0311607 | Time: 2758.07 ms
[2022-02-16 19:42:50	                main:574]	:	INFO	:	Epoch 1588 | loss: 0.0311306 | val_loss: 0.0311634 | Time: 2738.74 ms
[2022-02-16 19:42:53	                main:574]	:	INFO	:	Epoch 1589 | loss: 0.0311298 | val_loss: 0.031161 | Time: 2732.12 ms
[2022-02-16 19:42:56	                main:574]	:	INFO	:	Epoch 1590 | loss: 0.0311301 | val_loss: 0.0311622 | Time: 2819.77 ms
[2022-02-16 19:42:59	                main:574]	:	INFO	:	Epoch 1591 | loss: 0.0311279 | val_loss: 0.031159 | Time: 2767.73 ms
[2022-02-16 19:43:02	                main:574]	:	INFO	:	Epoch 1592 | loss: 0.0311307 | val_loss: 0.031165 | Time: 2806.49 ms
[2022-02-16 19:43:04	                main:574]	:	INFO	:	Epoch 1593 | loss: 0.0311354 | val_loss: 0.0311622 | Time: 2804.75 ms
[2022-02-16 19:43:07	                main:574]	:	INFO	:	Epoch 1594 | loss: 0.0311338 | val_loss: 0.031162 | Time: 2857.02 ms
[2022-02-16 19:43:10	                main:574]	:	INFO	:	Epoch 1595 | loss: 0.0311304 | val_loss: 0.031165 | Time: 2758.87 ms
[2022-02-16 19:43:13	                main:574]	:	INFO	:	Epoch 1596 | loss: 0.0311324 | val_loss: 0.0311863 | Time: 2788.81 ms
[2022-02-16 19:43:16	                main:574]	:	INFO	:	Epoch 1597 | loss: 0.0311347 | val_loss: 0.03117 | Time: 2821.88 ms
[2022-02-16 19:43:18	                main:574]	:	INFO	:	Epoch 1598 | loss: 0.0311324 | val_loss: 0.0311579 | Time: 2816.89 ms
[2022-02-16 19:43:21	                main:574]	:	INFO	:	Epoch 1599 | loss: 0.0311331 | val_loss: 0.0311678 | Time: 2790.87 ms
[2022-02-16 19:43:24	                main:574]	:	INFO	:	Epoch 1600 | loss: 0.0311341 | val_loss: 0.0311742 | Time: 2811.25 ms
[2022-02-16 19:43:27	                main:574]	:	INFO	:	Epoch 1601 | loss: 0.0311332 | val_loss: 0.0311695 | Time: 2816.58 ms
[2022-02-16 19:43:30	                main:574]	:	INFO	:	Epoch 1602 | loss: 0.0311307 | val_loss: 0.0311685 | Time: 2747.19 ms
[2022-02-16 19:43:32	                main:574]	:	INFO	:	Epoch 1603 | loss: 0.0311341 | val_loss: 0.0311768 | Time: 2819.78 ms
[2022-02-16 19:43:35	                main:574]	:	INFO	:	Epoch 1604 | loss: 0.0311347 | val_loss: 0.0311644 | Time: 2817.88 ms
[2022-02-16 19:43:38	                main:574]	:	INFO	:	Epoch 1605 | loss: 0.031128 | val_loss: 0.0311656 | Time: 2903.97 ms
[2022-02-16 19:43:41	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.031132 | val_loss: 0.0311626 | Time: 2871.01 ms
[2022-02-16 19:43:44	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0311362 | val_loss: 0.0311662 | Time: 2882.03 ms
[2022-02-16 19:43:48	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311363 | val_loss: 0.0311673 | Time: 4372.59 ms
[2022-02-16 19:43:51	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311346 | val_loss: 0.0311604 | Time: 3066.77 ms
[2022-02-16 19:43:55	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311342 | val_loss: 0.0311726 | Time: 3237.81 ms
[2022-02-16 19:43:58	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.0311368 | val_loss: 0.0311697 | Time: 3068.93 ms
[2022-02-16 19:44:01	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311326 | val_loss: 0.0311607 | Time: 3258.94 ms
[2022-02-16 19:44:04	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311374 | val_loss: 0.0311653 | Time: 3127.77 ms
[2022-02-16 19:44:07	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311443 | val_loss: 0.0311741 | Time: 3064.32 ms
[2022-02-16 19:44:11	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311423 | val_loss: 0.0311691 | Time: 3425.42 ms
[2022-02-16 19:44:14	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.0311381 | val_loss: 0.0311639 | Time: 3764.38 ms
[2022-02-16 19:44:17	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311351 | val_loss: 0.0311651 | Time: 2796.71 ms
[2022-02-16 19:44:20	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.0311354 | val_loss: 0.0311684 | Time: 2726.98 ms
[2022-02-16 19:44:24	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311349 | val_loss: 0.0311664 | Time: 3687.55 ms
[2022-02-16 19:44:27	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311344 | val_loss: 0.0311708 | Time: 2878.36 ms
[2022-02-16 19:44:29	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.031132 | val_loss: 0.0311639 | Time: 2834.64 ms
[2022-02-16 19:44:32	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311305 | val_loss: 0.0311591 | Time: 2826.66 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1050 Ti)
[2022-02-17 11:26:45	                main:435]	:	INFO	:	Set logging level to 1
[2022-02-17 11:26:45	                main:441]	:	INFO	:	Running in BOINC Client mode
[2022-02-17 11:26:45	                main:444]	:	INFO	:	Resolving all filenames
[2022-02-17 11:26:45	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1)
[2022-02-17 11:26:45	                main:452]	:	INFO	:	Resolved: model.cfg => model.cfg (exists = 1)
[2022-02-17 11:26:45	                main:452]	:	INFO	:	Resolved: model-final.pt => model-final.pt (exists = 0)
[2022-02-17 11:26:45	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 1)
[2022-02-17 11:26:45	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2022-02-17 11:26:45	                main:472]	:	INFO	:	Dataset filename: dataset.hdf5
[2022-02-17 11:26:45	                main:474]	:	INFO	:	Configuration: 
[2022-02-17 11:26:45	                main:475]	:	INFO	:	    Model type: GRU
[2022-02-17 11:26:45	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2022-02-17 11:26:45	                main:477]	:	INFO	:	    Max Epochs: 2048
[2022-02-17 11:26:45	                main:478]	:	INFO	:	    Batch Size: 128
[2022-02-17 11:26:45	                main:479]	:	INFO	:	    Learning Rate: 0.01
[2022-02-17 11:26:45	                main:480]	:	INFO	:	    Patience: 10
[2022-02-17 11:26:45	                main:481]	:	INFO	:	    Hidden Width: 12
[2022-02-17 11:26:45	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2022-02-17 11:26:45	                main:483]	:	INFO	:	    # Backend Layers: 4
[2022-02-17 11:26:45	                main:484]	:	INFO	:	    # Threads: 1
[2022-02-17 11:26:45	                main:486]	:	INFO	:	Preparing Dataset
[2022-02-17 11:26:45	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from dataset.hdf5 into memory
[2022-02-17 11:26:46	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from dataset.hdf5 into memory
[2022-02-17 11:26:52	                load:106]	:	INFO	:	Successfully loaded dataset of 2048 examples into memory.
[2022-02-17 11:26:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from dataset.hdf5 into memory
[2022-02-17 11:26:52	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from dataset.hdf5 into memory
[2022-02-17 11:26:52	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2022-02-17 11:26:52	                main:494]	:	INFO	:	Creating Model
[2022-02-17 11:26:52	                main:507]	:	INFO	:	Preparing config file
[2022-02-17 11:26:52	                main:511]	:	INFO	:	Found checkpoint, attempting to load... 
[2022-02-17 11:26:52	                main:512]	:	INFO	:	Loading config
[2022-02-17 11:26:52	                main:514]	:	INFO	:	Loading state
[2022-02-17 11:26:55	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2022-02-17 11:26:55	                main:562]	:	INFO	:	Starting Training
[2022-02-17 11:26:58	                main:574]	:	INFO	:	Epoch 1606 | loss: 0.0315928 | val_loss: 0.0312778 | Time: 3853.15 ms
[2022-02-17 11:27:01	                main:574]	:	INFO	:	Epoch 1607 | loss: 0.0312289 | val_loss: 0.0311852 | Time: 2607.13 ms
[2022-02-17 11:27:04	                main:574]	:	INFO	:	Epoch 1608 | loss: 0.0311647 | val_loss: 0.0311744 | Time: 2795.69 ms
[2022-02-17 11:27:06	                main:574]	:	INFO	:	Epoch 1609 | loss: 0.0311463 | val_loss: 0.0311674 | Time: 2592.62 ms
[2022-02-17 11:27:09	                main:574]	:	INFO	:	Epoch 1610 | loss: 0.0311371 | val_loss: 0.0311585 | Time: 2775.23 ms
[2022-02-17 11:27:12	                main:574]	:	INFO	:	Epoch 1611 | loss: 0.031136 | val_loss: 0.031157 | Time: 2758.49 ms
[2022-02-17 11:27:15	                main:574]	:	INFO	:	Epoch 1612 | loss: 0.0311355 | val_loss: 0.0311598 | Time: 2649.49 ms
[2022-02-17 11:27:17	                main:574]	:	INFO	:	Epoch 1613 | loss: 0.0311329 | val_loss: 0.0311568 | Time: 2525.94 ms
[2022-02-17 11:27:20	                main:574]	:	INFO	:	Epoch 1614 | loss: 0.0311329 | val_loss: 0.0311575 | Time: 2655.11 ms
[2022-02-17 11:27:22	                main:574]	:	INFO	:	Epoch 1615 | loss: 0.0311324 | val_loss: 0.0311618 | Time: 2591.15 ms
[2022-02-17 11:27:25	                main:574]	:	INFO	:	Epoch 1616 | loss: 0.031135 | val_loss: 0.0311645 | Time: 2632.3 ms
[2022-02-17 11:27:28	                main:574]	:	INFO	:	Epoch 1617 | loss: 0.0311378 | val_loss: 0.031168 | Time: 2529.11 ms
[2022-02-17 11:27:30	                main:574]	:	INFO	:	Epoch 1618 | loss: 0.031137 | val_loss: 0.0311698 | Time: 2595.16 ms
[2022-02-17 11:27:33	                main:574]	:	INFO	:	Epoch 1619 | loss: 0.0311368 | val_loss: 0.0311729 | Time: 2624.82 ms
[2022-02-17 11:27:35	                main:574]	:	INFO	:	Epoch 1620 | loss: 0.0311356 | val_loss: 0.0311591 | Time: 2533.01 ms
[2022-02-17 11:27:38	                main:574]	:	INFO	:	Epoch 1621 | loss: 0.0311328 | val_loss: 0.0311612 | Time: 2484.25 ms
[2022-02-17 11:27:40	                main:574]	:	INFO	:	Epoch 1622 | loss: 0.0311327 | val_loss: 0.03117 | Time: 2541.08 ms
[2022-02-17 11:27:43	                main:574]	:	INFO	:	Epoch 1623 | loss: 0.031134 | val_loss: 0.0311651 | Time: 2479.61 ms
[2022-02-17 11:27:45	                main:574]	:	INFO	:	Epoch 1624 | loss: 0.0311335 | val_loss: 0.0311571 | Time: 2434.59 ms
[2022-02-17 11:27:48	                main:574]	:	INFO	:	Epoch 1625 | loss: 0.0311331 | val_loss: 0.0311646 | Time: 2421.47 ms
[2022-02-17 11:27:50	                main:574]	:	INFO	:	Epoch 1626 | loss: 0.0311305 | val_loss: 0.0311591 | Time: 2420.17 ms
[2022-02-17 11:27:53	                main:574]	:	INFO	:	Epoch 1627 | loss: 0.0311296 | val_loss: 0.0311562 | Time: 2462.81 ms
[2022-02-17 11:27:55	                main:574]	:	INFO	:	Epoch 1628 | loss: 0.0311295 | val_loss: 0.0311588 | Time: 2460.56 ms
[2022-02-17 11:27:58	                main:574]	:	INFO	:	Epoch 1629 | loss: 0.031128 | val_loss: 0.0311631 | Time: 2429.49 ms
[2022-02-17 11:28:00	                main:574]	:	INFO	:	Epoch 1630 | loss: 0.0311302 | val_loss: 0.0311661 | Time: 2430.4 ms
[2022-02-17 11:28:02	                main:574]	:	INFO	:	Epoch 1631 | loss: 0.0311325 | val_loss: 0.0311629 | Time: 2401.11 ms
[2022-02-17 11:28:05	                main:574]	:	INFO	:	Epoch 1632 | loss: 0.0311295 | val_loss: 0.0311614 | Time: 2527.2 ms
[2022-02-17 11:28:08	                main:574]	:	INFO	:	Epoch 1633 | loss: 0.0311302 | val_loss: 0.0311629 | Time: 2766.39 ms
[2022-02-17 11:28:11	                main:574]	:	INFO	:	Epoch 1634 | loss: 0.0311283 | val_loss: 0.0311649 | Time: 2765.94 ms
[2022-02-17 11:28:13	                main:574]	:	INFO	:	Epoch 1635 | loss: 0.0311288 | val_loss: 0.0311645 | Time: 2748.96 ms
[2022-02-17 11:28:16	                main:574]	:	INFO	:	Epoch 1636 | loss: 0.0311309 | val_loss: 0.03117 | Time: 2669.83 ms
[2022-02-17 11:28:19	                main:574]	:	INFO	:	Epoch 1637 | loss: 0.0311296 | val_loss: 0.0311682 | Time: 2748.56 ms
[2022-02-17 11:28:21	                main:574]	:	INFO	:	Epoch 1638 | loss: 0.0311258 | val_loss: 0.031164 | Time: 2736.18 ms
[2022-02-17 11:28:24	                main:574]	:	INFO	:	Epoch 1639 | loss: 0.0311256 | val_loss: 0.0311609 | Time: 2732.34 ms
[2022-02-17 11:28:27	                main:574]	:	INFO	:	Epoch 1640 | loss: 0.031128 | val_loss: 0.031158 | Time: 2676.07 ms
[2022-02-17 11:28:30	                main:574]	:	INFO	:	Epoch 1641 | loss: 0.0311321 | val_loss: 0.0311613 | Time: 2762.04 ms
[2022-02-17 11:28:32	                main:574]	:	INFO	:	Epoch 1642 | loss: 0.0311302 | val_loss: 0.031161 | Time: 2727.79 ms
[2022-02-17 11:28:35	                main:574]	:	INFO	:	Epoch 1643 | loss: 0.0311297 | val_loss: 0.031167 | Time: 2754.51 ms
[2022-02-17 11:28:38	                main:574]	:	INFO	:	Epoch 1644 | loss: 0.0311302 | val_loss: 0.0311643 | Time: 2748.17 ms
[2022-02-17 11:28:41	                main:574]	:	INFO	:	Epoch 1645 | loss: 0.0311273 | val_loss: 0.0311595 | Time: 2798.91 ms
[2022-02-17 11:28:43	                main:574]	:	INFO	:	Epoch 1646 | loss: 0.031127 | val_loss: 0.0311649 | Time: 2766.3 ms
[2022-02-17 11:28:46	                main:574]	:	INFO	:	Epoch 1647 | loss: 0.0311277 | val_loss: 0.031166 | Time: 2781.02 ms
[2022-02-17 11:28:49	                main:574]	:	INFO	:	Epoch 1648 | loss: 0.0311289 | val_loss: 0.0311652 | Time: 2745.78 ms
[2022-02-17 11:28:52	                main:574]	:	INFO	:	Epoch 1649 | loss: 0.0311276 | val_loss: 0.0311604 | Time: 2804.7 ms
[2022-02-17 11:28:55	                main:574]	:	INFO	:	Epoch 1650 | loss: 0.0311278 | val_loss: 0.0311625 | Time: 2757.86 ms
[2022-02-17 11:28:57	                main:574]	:	INFO	:	Epoch 1651 | loss: 0.0311292 | val_loss: 0.0311661 | Time: 2719.44 ms
[2022-02-17 11:29:00	                main:574]	:	INFO	:	Epoch 1652 | loss: 0.0311264 | val_loss: 0.0311659 | Time: 2778.94 ms
[2022-02-17 11:29:03	                main:574]	:	INFO	:	Epoch 1653 | loss: 0.031128 | val_loss: 0.0311664 | Time: 2831.9 ms
[2022-02-17 11:29:06	                main:574]	:	INFO	:	Epoch 1654 | loss: 0.031128 | val_loss: 0.0311598 | Time: 2781.72 ms
[2022-02-17 11:29:08	                main:574]	:	INFO	:	Epoch 1655 | loss: 0.0311278 | val_loss: 0.0311638 | Time: 2737.86 ms
[2022-02-17 11:29:11	                main:574]	:	INFO	:	Epoch 1656 | loss: 0.0311279 | val_loss: 0.0311664 | Time: 2729.46 ms
[2022-02-17 11:29:14	                main:574]	:	INFO	:	Epoch 1657 | loss: 0.0311286 | val_loss: 0.0311606 | Time: 2765.14 ms
[2022-02-17 11:29:17	                main:574]	:	INFO	:	Epoch 1658 | loss: 0.031128 | val_loss: 0.0311607 | Time: 2749.8 ms
[2022-02-17 11:29:19	                main:574]	:	INFO	:	Epoch 1659 | loss: 0.0311288 | val_loss: 0.0311619 | Time: 2744.89 ms
[2022-02-17 11:29:22	                main:574]	:	INFO	:	Epoch 1660 | loss: 0.031128 | val_loss: 0.0311601 | Time: 2791.81 ms
[2022-02-17 11:29:25	                main:574]	:	INFO	:	Epoch 1661 | loss: 0.0311272 | val_loss: 0.0311602 | Time: 2712.14 ms
[2022-02-17 11:29:28	                main:574]	:	INFO	:	Epoch 1662 | loss: 0.0311249 | val_loss: 0.0311653 | Time: 2744.94 ms
[2022-02-17 11:29:30	                main:574]	:	INFO	:	Epoch 1663 | loss: 0.0311344 | val_loss: 0.0311598 | Time: 2735.5 ms
[2022-02-17 11:29:33	                main:574]	:	INFO	:	Epoch 1664 | loss: 0.0311333 | val_loss: 0.0311575 | Time: 2723.34 ms
[2022-02-17 11:29:36	                main:574]	:	INFO	:	Epoch 1665 | loss: 0.0311318 | val_loss: 0.0311575 | Time: 2739.63 ms
[2022-02-17 11:29:39	                main:574]	:	INFO	:	Epoch 1666 | loss: 0.0311318 | val_loss: 0.0311556 | Time: 2717.39 ms
[2022-02-17 11:29:41	                main:574]	:	INFO	:	Epoch 1667 | loss: 0.0311308 | val_loss: 0.0311633 | Time: 2730.08 ms
[2022-02-17 11:29:44	                main:574]	:	INFO	:	Epoch 1668 | loss: 0.0311297 | val_loss: 0.031159 | Time: 2714.68 ms
[2022-02-17 11:29:47	                main:574]	:	INFO	:	Epoch 1669 | loss: 0.0311278 | val_loss: 0.0311599 | Time: 2776.74 ms
[2022-02-17 11:29:50	                main:574]	:	INFO	:	Epoch 1670 | loss: 0.0311303 | val_loss: 0.0311602 | Time: 2764.09 ms
[2022-02-17 11:29:52	                main:574]	:	INFO	:	Epoch 1671 | loss: 0.0311321 | val_loss: 0.0311655 | Time: 2762.55 ms
[2022-02-17 11:29:55	                main:574]	:	INFO	:	Epoch 1672 | loss: 0.0311277 | val_loss: 0.0311582 | Time: 2719.46 ms
[2022-02-17 11:29:58	                main:574]	:	INFO	:	Epoch 1673 | loss: 0.0311255 | val_loss: 0.0311602 | Time: 2740.95 ms
[2022-02-17 11:30:01	                main:574]	:	INFO	:	Epoch 1674 | loss: 0.0311252 | val_loss: 0.0311686 | Time: 2764.81 ms
[2022-02-17 11:30:03	                main:574]	:	INFO	:	Epoch 1675 | loss: 0.0311272 | val_loss: 0.0311593 | Time: 2754.25 ms
[2022-02-17 11:30:07	                main:574]	:	INFO	:	Epoch 1676 | loss: 0.0311258 | val_loss: 0.0311596 | Time: 3366.25 ms
[2022-02-17 11:30:12	                main:574]	:	INFO	:	Epoch 1677 | loss: 0.0311258 | val_loss: 0.0311675 | Time: 5312.76 ms
[2022-02-17 11:30:18	                main:574]	:	INFO	:	Epoch 1678 | loss: 0.0311243 | val_loss: 0.0311612 | Time: 5828.6 ms
[2022-02-17 11:30:22	                main:574]	:	INFO	:	Epoch 1679 | loss: 0.0311277 | val_loss: 0.0311711 | Time: 3921.86 ms
[2022-02-17 11:30:25	                main:574]	:	INFO	:	Epoch 1680 | loss: 0.0311308 | val_loss: 0.0311618 | Time: 3457.55 ms
[2022-02-17 11:30:29	                main:574]	:	INFO	:	Epoch 1681 | loss: 0.0311252 | val_loss: 0.0311567 | Time: 3265.83 ms
[2022-02-17 11:30:32	                main:574]	:	INFO	:	Epoch 1682 | loss: 0.0311269 | val_loss: 0.0311651 | Time: 3734.79 ms
[2022-02-17 11:30:36	                main:574]	:	INFO	:	Epoch 1683 | loss: 0.0311311 | val_loss: 0.0311593 | Time: 3505.34 ms
[2022-02-17 11:30:40	                main:574]	:	INFO	:	Epoch 1684 | loss: 0.0311296 | val_loss: 0.0311594 | Time: 3728.74 ms
[2022-02-17 11:30:44	                main:574]	:	INFO	:	Epoch 1685 | loss: 0.0311256 | val_loss: 0.0311658 | Time: 4739.22 ms
[2022-02-17 11:30:51	                main:574]	:	INFO	:	Epoch 1686 | loss: 0.0311272 | val_loss: 0.0311615 | Time: 6869.78 ms
[2022-02-17 11:30:54	                main:574]	:	INFO	:	Epoch 1687 | loss: 0.0311252 | val_loss: 0.0311569 | Time: 3054.04 ms
[2022-02-17 11:30:57	                main:574]	:	INFO	:	Epoch 1688 | loss: 0.0311261 | val_loss: 0.0311743 | Time: 2750.13 ms
[2022-02-17 11:31:00	                main:574]	:	INFO	:	Epoch 1689 | loss: 0.0311328 | val_loss: 0.0311697 | Time: 2698.63 ms
[2022-02-17 11:31:03	                main:574]	:	INFO	:	Epoch 1690 | loss: 0.0311259 | val_loss: 0.0311602 | Time: 2683.66 ms
[2022-02-17 11:31:06	                main:574]	:	INFO	:	Epoch 1691 | loss: 0.0311286 | val_loss: 0.0311695 | Time: 2752.01 ms
[2022-02-17 11:31:10	                main:574]	:	INFO	:	Epoch 1692 | loss: 0.0311483 | val_loss: 0.0311755 | Time: 4687.4 ms
[2022-02-17 11:31:13	                main:574]	:	INFO	:	Epoch 1693 | loss: 0.0311433 | val_loss: 0.0311652 | Time: 2933.85 ms
[2022-02-17 11:31:16	                main:574]	:	INFO	:	Epoch 1694 | loss: 0.0311351 | val_loss: 0.0311639 | Time: 3056.85 ms
[2022-02-17 11:31:19	                main:574]	:	INFO	:	Epoch 1695 | loss: 0.0311332 | val_loss: 0.0311608 | Time: 3191.16 ms
[2022-02-17 11:31:23	                main:574]	:	INFO	:	Epoch 1696 | loss: 0.0311404 | val_loss: 0.0311577 | Time: 3326.36 ms
[2022-02-17 11:31:26	                main:574]	:	INFO	:	Epoch 1697 | loss: 0.0311389 | val_loss: 0.0311588 | Time: 3678.36 ms
[2022-02-17 11:31:30	                main:574]	:	INFO	:	Epoch 1698 | loss: 0.0311385 | val_loss: 0.0311598 | Time: 3478.06 ms
[2022-02-17 11:31:33	                main:574]	:	INFO	:	Epoch 1699 | loss: 0.031137 | val_loss: 0.0311568 | Time: 2780.27 ms
[2022-02-17 11:31:35	                main:574]	:	INFO	:	Epoch 1700 | loss: 0.031133 | val_loss: 0.0311568 | Time: 2718.4 ms
[2022-02-17 11:31:38	                main:574]	:	INFO	:	Epoch 1701 | loss: 0.0311334 | val_loss: 0.0311582 | Time: 2789.69 ms
[2022-02-17 11:31:41	                main:574]	:	INFO	:	Epoch 1702 | loss: 0.0311321 | val_loss: 0.0311587 | Time: 2764.52 ms
[2022-02-17 11:31:44	                main:574]	:	INFO	:	Epoch 1703 | loss: 0.0311318 | val_loss: 0.0311597 | Time: 2723.42 ms
[2022-02-17 11:31:47	                main:574]	:	INFO	:	Epoch 1704 | loss: 0.031132 | val_loss: 0.0311598 | Time: 2823.4 ms
[2022-02-17 11:31:49	                main:574]	:	INFO	:	Epoch 1705 | loss: 0.03113 | val_loss: 0.0311637 | Time: 2710.83 ms
[2022-02-17 11:31:52	                main:574]	:	INFO	:	Epoch 1706 | loss: 0.0311317 | val_loss: 0.031159 | Time: 2697.2 ms
[2022-02-17 11:31:55	                main:574]	:	INFO	:	Epoch 1707 | loss: 0.031131 | val_loss: 0.0311587 | Time: 2700.83 ms
[2022-02-17 11:31:57	                main:574]	:	INFO	:	Epoch 1708 | loss: 0.031127 | val_loss: 0.0311637 | Time: 2696.89 ms
[2022-02-17 11:32:00	                main:574]	:	INFO	:	Epoch 1709 | loss: 0.0311274 | val_loss: 0.0311698 | Time: 2693.55 ms
[2022-02-17 11:32:03	                main:574]	:	INFO	:	Epoch 1710 | loss: 0.0311261 | val_loss: 0.0311803 | Time: 2692.04 ms
[2022-02-17 11:32:06	                main:574]	:	INFO	:	Epoch 1711 | loss: 0.0311282 | val_loss: 0.0311644 | Time: 2795.48 ms
[2022-02-17 11:32:09	                main:574]	:	INFO	:	Epoch 1712 | loss: 0.0311317 | val_loss: 0.0311707 | Time: 3263.6 ms
[2022-02-17 11:32:12	                main:574]	:	INFO	:	Epoch 1713 | loss: 0.0311268 | val_loss: 0.0311654 | Time: 2865.07 ms
[2022-02-17 11:32:14	                main:574]	:	INFO	:	Epoch 1714 | loss: 0.0311237 | val_loss: 0.0311701 | Time: 2783.66 ms
[2022-02-17 11:32:17	                main:574]	:	INFO	:	Epoch 1715 | loss: 0.0311286 | val_loss: 0.0311662 | Time: 2903.07 ms
[2022-02-17 11:32:20	                main:574]	:	INFO	:	Epoch 1716 | loss: 0.0311252 | val_loss: 0.0311607 | Time: 2853.21 ms
[2022-02-17 11:32:23	                main:574]	:	INFO	:	Epoch 1717 | loss: 0.0311275 | val_loss: 0.031164 | Time: 3083.59 ms
[2022-02-17 11:32:26	                main:574]	:	INFO	:	Epoch 1718 | loss: 0.0311281 | val_loss: 0.0311671 | Time: 2913.96 ms
[2022-02-17 11:32:30	                main:574]	:	INFO	:	Epoch 1719 | loss: 0.0311288 | val_loss: 0.0311602 | Time: 3273.36 ms
[2022-02-17 11:32:33	                main:574]	:	INFO	:	Epoch 1720 | loss: 0.0311276 | val_loss: 0.0311613 | Time: 3247.19 ms
[2022-02-17 11:32:36	                main:574]	:	INFO	:	Epoch 1721 | loss: 0.031125 | val_loss: 0.0311572 | Time: 2805.32 ms
[2022-02-17 11:32:38	                main:574]	:	INFO	:	Epoch 1722 | loss: 0.0311249 | val_loss: 0.0311639 | Time: 2688.27 ms
[2022-02-17 11:32:41	                main:574]	:	INFO	:	Epoch 1723 | loss: 0.0311259 | val_loss: 0.0311673 | Time: 2700.14 ms
[2022-02-17 11:32:44	                main:574]	:	INFO	:	Epoch 1724 | loss: 0.0311294 | val_loss: 0.0311587 | Time: 2672.95 ms
[2022-02-17 11:32:46	                main:574]	:	INFO	:	Epoch 1725 | loss: 0.031126 | val_loss: 0.0311652 | Time: 2650.02 ms
[2022-02-17 11:32:49	                main:574]	:	INFO	:	Epoch 1726 | loss: 0.031126 | val_loss: 0.0311612 | Time: 2682.34 ms
[2022-02-17 11:32:52	                main:574]	:	INFO	:	Epoch 1727 | loss: 0.0311227 | val_loss: 0.0311576 | Time: 2642.95 ms
[2022-02-17 11:32:54	                main:574]	:	INFO	:	Epoch 1728 | loss: 0.0311253 | val_loss: 0.0311607 | Time: 2693.27 ms
[2022-02-17 11:32:57	                main:574]	:	INFO	:	Epoch 1729 | loss: 0.0311357 | val_loss: 0.0311687 | Time: 2620.17 ms
[2022-02-17 11:33:00	                main:574]	:	INFO	:	Epoch 1730 | loss: 0.0311357 | val_loss: 0.0311639 | Time: 2645.53 ms
[2022-02-17 11:33:02	                main:574]	:	INFO	:	Epoch 1731 | loss: 0.0311308 | val_loss: 0.0311638 | Time: 2626.73 ms
[2022-02-17 11:33:05	                main:574]	:	INFO	:	Epoch 1732 | loss: 0.03113 | val_loss: 0.0311597 | Time: 2628.33 ms
[2022-02-17 11:33:08	                main:574]	:	INFO	:	Epoch 1733 | loss: 0.0311278 | val_loss: 0.0311606 | Time: 2651.72 ms
[2022-02-17 11:33:10	                main:574]	:	INFO	:	Epoch 1734 | loss: 0.0311284 | val_loss: 0.0311634 | Time: 2660.35 ms
[2022-02-17 11:33:13	                main:574]	:	INFO	:	Epoch 1735 | loss: 0.0311265 | val_loss: 0.0311596 | Time: 2621.32 ms
[2022-02-17 11:33:15	                main:574]	:	INFO	:	Epoch 1736 | loss: 0.0311268 | val_loss: 0.0311566 | Time: 2629 ms
[2022-02-17 11:33:18	                main:574]	:	INFO	:	Epoch 1737 | loss: 0.0311248 | val_loss: 0.0311622 | Time: 2613.85 ms
[2022-02-17 11:33:21	                main:574]	:	INFO	:	Epoch 1738 | loss: 0.031126 | val_loss: 0.0311688 | Time: 2599.95 ms
[2022-02-17 11:33:23	                main:574]	:	INFO	:	Epoch 1739 | loss: 0.0311287 | val_loss: 0.0311714 | Time: 2595.48 ms
[2022-02-17 11:33:26	                main:574]	:	INFO	:	Epoch 1740 | loss: 0.0311244 | val_loss: 0.0311585 | Time: 2615.9 ms
[2022-02-17 11:33:29	                main:574]	:	INFO	:	Epoch 1741 | loss: 0.0311223 | val_loss: 0.0311621 | Time: 2599.35 ms
[2022-02-17 11:33:31	                main:574]	:	INFO	:	Epoch 1742 | loss: 0.0311245 | val_loss: 0.0311645 | Time: 2612.37 ms
[2022-02-17 11:33:34	                main:574]	:	INFO	:	Epoch 1743 | loss: 0.0311241 | val_loss: 0.0311622 | Time: 2608.22 ms
[2022-02-17 11:33:36	                main:574]	:	INFO	:	Epoch 1744 | loss: 0.0311211 | val_loss: 0.0311627 | Time: 2657.52 ms
[2022-02-17 11:33:39	                main:574]	:	INFO	:	Epoch 1745 | loss: 0.0311213 | val_loss: 0.031172 | Time: 2634.94 ms
[2022-02-17 11:33:42	                main:574]	:	INFO	:	Epoch 1746 | loss: 0.0311206 | val_loss: 0.031168 | Time: 2657.98 ms
[2022-02-17 11:33:44	                main:574]	:	INFO	:	Epoch 1747 | loss: 0.0311199 | val_loss: 0.0311597 | Time: 2610 ms
[2022-02-17 11:33:47	                main:574]	:	INFO	:	Epoch 1748 | loss: 0.0311216 | val_loss: 0.0311609 | Time: 2646.42 ms
[2022-02-17 11:33:50	                main:574]	:	INFO	:	Epoch 1749 | loss: 0.0311208 | val_loss: 0.0311639 | Time: 2615.61 ms
[2022-02-17 11:33:52	                main:574]	:	INFO	:	Epoch 1750 | loss: 0.0311196 | val_loss: 0.0311645 | Time: 2634.52 ms
[2022-02-17 11:33:55	                main:574]	:	INFO	:	Epoch 1751 | loss: 0.0311219 | val_loss: 0.0311645 | Time: 2607.57 ms
[2022-02-17 11:33:58	                main:574]	:	INFO	:	Epoch 1752 | loss: 0.0311194 | val_loss: 0.0311652 | Time: 2619.86 ms
[2022-02-17 11:34:00	                main:574]	:	INFO	:	Epoch 1753 | loss: 0.0311203 | val_loss: 0.0311647 | Time: 2647.16 ms
[2022-02-17 11:34:03	                main:574]	:	INFO	:	Epoch 1754 | loss: 0.0311271 | val_loss: 0.0311637 | Time: 2664.66 ms
[2022-02-17 11:34:05	                main:574]	:	INFO	:	Epoch 1755 | loss: 0.0311319 | val_loss: 0.0311696 | Time: 2663.8 ms
[2022-02-17 11:34:08	                main:574]	:	INFO	:	Epoch 1756 | loss: 0.0311317 | val_loss: 0.0311724 | Time: 2621.13 ms
[2022-02-17 11:34:11	                main:574]	:	INFO	:	Epoch 1757 | loss: 0.0311276 | val_loss: 0.0311647 | Time: 2637.82 ms
[2022-02-17 11:34:13	                main:574]	:	INFO	:	Epoch 1758 | loss: 0.0311244 | val_loss: 0.0311645 | Time: 2618.9 ms
[2022-02-17 11:34:16	                main:574]	:	INFO	:	Epoch 1759 | loss: 0.0311232 | val_loss: 0.0311667 | Time: 2632.02 ms
[2022-02-17 11:34:19	                main:574]	:	INFO	:	Epoch 1760 | loss: 0.0311255 | val_loss: 0.0311662 | Time: 2634.64 ms
[2022-02-17 11:34:22	                main:574]	:	INFO	:	Epoch 1761 | loss: 0.0311245 | val_loss: 0.0311636 | Time: 2856.09 ms
[2022-02-17 11:34:24	                main:574]	:	INFO	:	Epoch 1762 | loss: 0.0311267 | val_loss: 0.0311789 | Time: 2677.14 ms
[2022-02-17 11:34:27	                main:574]	:	INFO	:	Epoch 1763 | loss: 0.031125 | val_loss: 0.0311692 | Time: 2654.75 ms
[2022-02-17 11:34:29	                main:574]	:	INFO	:	Epoch 1764 | loss: 0.0311255 | val_loss: 0.0312026 | Time: 2635.58 ms
[2022-02-17 11:34:32	                main:574]	:	INFO	:	Epoch 1765 | loss: 0.0311325 | val_loss: 0.0311727 | Time: 2659.67 ms
[2022-02-17 11:34:35	                main:574]	:	INFO	:	Epoch 1766 | loss: 0.0311275 | val_loss: 0.0311622 | Time: 2629.6 ms
[2022-02-17 11:34:37	                main:574]	:	INFO	:	Epoch 1767 | loss: 0.0311259 | val_loss: 0.0311647 | Time: 2608.16 ms
[2022-02-17 11:34:40	                main:574]	:	INFO	:	Epoch 1768 | loss: 0.0311348 | val_loss: 0.0311687 | Time: 2600.8 ms
[2022-02-17 11:34:43	                main:574]	:	INFO	:	Epoch 1769 | loss: 0.0311515 | val_loss: 0.0311643 | Time: 2573.61 ms
[2022-02-17 11:34:45	                main:574]	:	INFO	:	Epoch 1770 | loss: 0.0311478 | val_loss: 0.0311656 | Time: 2614.6 ms
[2022-02-17 11:34:48	                main:574]	:	INFO	:	Epoch 1771 | loss: 0.0311468 | val_loss: 0.0311644 | Time: 2643.83 ms
[2022-02-17 11:34:51	                main:574]	:	INFO	:	Epoch 1772 | loss: 0.0311456 | val_loss: 0.0311594 | Time: 2637.45 ms
[2022-02-17 11:34:53	                main:574]	:	INFO	:	Epoch 1773 | loss: 0.0311436 | val_loss: 0.0311672 | Time: 2608.52 ms
[2022-02-17 11:34:56	                main:574]	:	INFO	:	Epoch 1774 | loss: 0.0311417 | val_loss: 0.0311616 | Time: 2675.63 ms
[2022-02-17 11:34:59	                main:574]	:	INFO	:	Epoch 1775 | loss: 0.0311416 | val_loss: 0.0311618 | Time: 2734.15 ms
[2022-02-17 11:35:01	                main:574]	:	INFO	:	Epoch 1776 | loss: 0.0311405 | val_loss: 0.0311654 | Time: 2666.18 ms
[2022-02-17 11:35:04	                main:574]	:	INFO	:	Epoch 1777 | loss: 0.0311392 | val_loss: 0.0311633 | Time: 2842.11 ms
[2022-02-17 11:35:07	                main:574]	:	INFO	:	Epoch 1778 | loss: 0.0311381 | val_loss: 0.0311604 | Time: 2646.92 ms
[2022-02-17 11:35:09	                main:574]	:	INFO	:	Epoch 1779 | loss: 0.0311399 | val_loss: 0.0311619 | Time: 2651.22 ms
[2022-02-17 11:35:12	                main:574]	:	INFO	:	Epoch 1780 | loss: 0.0311393 | val_loss: 0.0311595 | Time: 2639.79 ms
[2022-02-17 11:35:15	                main:574]	:	INFO	:	Epoch 1781 | loss: 0.0311352 | val_loss: 0.0311656 | Time: 2675.41 ms
[2022-02-17 11:35:17	                main:574]	:	INFO	:	Epoch 1782 | loss: 0.0311365 | val_loss: 0.031163 | Time: 2630.42 ms
[2022-02-17 11:35:20	                main:574]	:	INFO	:	Epoch 1783 | loss: 0.0311355 | val_loss: 0.0311655 | Time: 2637.49 ms
[2022-02-17 11:35:23	                main:574]	:	INFO	:	Epoch 1784 | loss: 0.0311339 | val_loss: 0.0311613 | Time: 2644.93 ms
[2022-02-17 11:35:25	                main:574]	:	INFO	:	Epoch 1785 | loss: 0.0311317 | val_loss: 0.0311646 | Time: 2625.05 ms
[2022-02-17 11:35:28	                main:574]	:	INFO	:	Epoch 1786 | loss: 0.0311371 | val_loss: 0.0311659 | Time: 2593.24 ms
[2022-02-17 11:35:30	                main:574]	:	INFO	:	Epoch 1787 | loss: 0.031135 | val_loss: 0.0311602 | Time: 2637.46 ms
[2022-02-17 11:35:33	                main:574]	:	INFO	:	Epoch 1788 | loss: 0.0311326 | val_loss: 0.0311604 | Time: 2659.6 ms
[2022-02-17 11:35:36	                main:574]	:	INFO	:	Epoch 1789 | loss: 0.031134 | val_loss: 0.0311624 | Time: 2629.55 ms
[2022-02-17 11:35:38	                main:574]	:	INFO	:	Epoch 1790 | loss: 0.0311361 | val_loss: 0.0311574 | Time: 2628.93 ms
[2022-02-17 11:35:41	                main:574]	:	INFO	:	Epoch 1791 | loss: 0.0311348 | val_loss: 0.03116 | Time: 2649.84 ms
[2022-02-17 11:35:44	                main:574]	:	INFO	:	Epoch 1792 | loss: 0.031135 | val_loss: 0.0311574 | Time: 2595.43 ms
[2022-02-17 11:35:46	                main:574]	:	INFO	:	Epoch 1793 | loss: 0.0311337 | val_loss: 0.0311576 | Time: 2592.43 ms
[2022-02-17 11:35:49	                main:574]	:	INFO	:	Epoch 1794 | loss: 0.0311333 | val_loss: 0.031164 | Time: 2630.5 ms
[2022-02-17 11:35:52	                main:574]	:	INFO	:	Epoch 1795 | loss: 0.0311314 | val_loss: 0.0311584 | Time: 2606.04 ms
[2022-02-17 11:35:54	                main:574]	:	INFO	:	Epoch 1796 | loss: 0.0311303 | val_loss: 0.0311601 | Time: 2632.82 ms
[2022-02-17 11:35:57	                main:574]	:	INFO	:	Epoch 1797 | loss: 0.031131 | val_loss: 0.0311648 | Time: 2622.37 ms
[2022-02-17 11:35:59	                main:574]	:	INFO	:	Epoch 1798 | loss: 0.0311326 | val_loss: 0.0311601 | Time: 2652 ms
[2022-02-17 11:36:02	                main:574]	:	INFO	:	Epoch 1799 | loss: 0.031134 | val_loss: 0.0311591 | Time: 2634.95 ms
[2022-02-17 11:36:05	                main:574]	:	INFO	:	Epoch 1800 | loss: 0.0311318 | val_loss: 0.0311632 | Time: 2601.72 ms
[2022-02-17 11:36:07	                main:574]	:	INFO	:	Epoch 1801 | loss: 0.0311309 | val_loss: 0.0311625 | Time: 2652.16 ms
[2022-02-17 11:36:10	                main:574]	:	INFO	:	Epoch 1802 | loss: 0.0311338 | val_loss: 0.0311674 | Time: 2604.61 ms
[2022-02-17 11:36:13	                main:574]	:	INFO	:	Epoch 1803 | loss: 0.0311307 | val_loss: 0.0311723 | Time: 2587.59 ms
[2022-02-17 11:36:15	                main:574]	:	INFO	:	Epoch 1804 | loss: 0.0311336 | val_loss: 0.0311625 | Time: 2618.07 ms
[2022-02-17 11:36:18	                main:574]	:	INFO	:	Epoch 1805 | loss: 0.031129 | val_loss: 0.0311622 | Time: 3036.7 ms
[2022-02-17 11:36:21	                main:574]	:	INFO	:	Epoch 1806 | loss: 0.0311318 | val_loss: 0.0311655 | Time: 2883.17 ms
[2022-02-17 11:36:24	                main:574]	:	INFO	:	Epoch 1807 | loss: 0.0311324 | val_loss: 0.03116 | Time: 2810.32 ms
[2022-02-17 11:36:27	                main:574]	:	INFO	:	Epoch 1808 | loss: 0.0311319 | val_loss: 0.0311573 | Time: 2653.96 ms
[2022-02-17 11:36:29	                main:574]	:	INFO	:	Epoch 1809 | loss: 0.0311289 | val_loss: 0.0311677 | Time: 2663.34 ms
[2022-02-17 11:36:32	                main:574]	:	INFO	:	Epoch 1810 | loss: 0.0311302 | val_loss: 0.0311529 | Time: 2653.05 ms
[2022-02-17 11:36:35	                main:574]	:	INFO	:	Epoch 1811 | loss: 0.031143 | val_loss: 0.031165 | Time: 2621.8 ms
[2022-02-17 11:36:37	                main:574]	:	INFO	:	Epoch 1812 | loss: 0.0311359 | val_loss: 0.031163 | Time: 2667.14 ms
[2022-02-17 11:36:40	                main:574]	:	INFO	:	Epoch 1813 | loss: 0.0311313 | val_loss: 0.0311573 | Time: 2647.6 ms
[2022-02-17 11:36:43	                main:574]	:	INFO	:	Epoch 1814 | loss: 0.0311298 | val_loss: 0.0311613 | Time: 3110.45 ms
[2022-02-17 11:36:46	                main:574]	:	INFO	:	Epoch 1815 | loss: 0.0311309 | val_loss: 0.0311654 | Time: 2679.78 ms
[2022-02-17 11:36:48	                main:574]	:	INFO	:	Epoch 1816 | loss: 0.0311271 | val_loss: 0.0311656 | Time: 2617.57 ms
[2022-02-17 11:36:51	                main:574]	:	INFO	:	Epoch 1817 | loss: 0.0311255 | val_loss: 0.0311625 | Time: 2693.14 ms
[2022-02-17 11:36:54	                main:574]	:	INFO	:	Epoch 1818 | loss: 0.0311263 | val_loss: 0.0311629 | Time: 2655.96 ms
[2022-02-17 11:36:56	                main:574]	:	INFO	:	Epoch 1819 | loss: 0.0311304 | val_loss: 0.0311658 | Time: 2638.56 ms
[2022-02-17 11:36:59	                main:574]	:	INFO	:	Epoch 1820 | loss: 0.0311312 | val_loss: 0.0311648 | Time: 2656.56 ms
[2022-02-17 11:37:02	                main:574]	:	INFO	:	Epoch 1821 | loss: 0.0311294 | val_loss: 0.0311629 | Time: 2582.18 ms
[2022-02-17 11:37:04	                main:574]	:	INFO	:	Epoch 1822 | loss: 0.0311312 | val_loss: 0.0311596 | Time: 2605.7 ms
[2022-02-17 11:37:07	                main:574]	:	INFO	:	Epoch 1823 | loss: 0.0311296 | val_loss: 0.0311643 | Time: 2601.84 ms
[2022-02-17 11:37:09	                main:574]	:	INFO	:	Epoch 1824 | loss: 0.0311371 | val_loss: 0.0311595 | Time: 2583.99 ms
[2022-02-17 11:37:12	                main:574]	:	INFO	:	Epoch 1825 | loss: 0.0311399 | val_loss: 0.0311616 | Time: 2606.36 ms
[2022-02-17 11:37:15	                main:574]	:	INFO	:	Epoch 1826 | loss: 0.031134 | val_loss: 0.0311553 | Time: 2645.52 ms
[2022-02-17 11:37:17	                main:574]	:	INFO	:	Epoch 1827 | loss: 0.0311357 | val_loss: 0.0311622 | Time: 2611.75 ms
[2022-02-17 11:37:20	                main:574]	:	INFO	:	Epoch 1828 | loss: 0.0311354 | val_loss: 0.0311563 | Time: 2580.24 ms
[2022-02-17 11:37:22	                main:574]	:	INFO	:	Epoch 1829 | loss: 0.0311314 | val_loss: 0.0311557 | Time: 2627.52 ms
[2022-02-17 11:37:25	                main:574]	:	INFO	:	Epoch 1830 | loss: 0.0311336 | val_loss: 0.0311567 | Time: 2666.12 ms
[2022-02-17 11:37:28	                main:574]	:	INFO	:	Epoch 1831 | loss: 0.0311319 | val_loss: 0.0311665 | Time: 2608.81 ms
[2022-02-17 11:37:30	                main:574]	:	INFO	:	Epoch 1832 | loss: 0.0311329 | val_loss: 0.0311596 | Time: 2645.07 ms
[2022-02-17 11:37:33	                main:574]	:	INFO	:	Epoch 1833 | loss: 0.0311347 | val_loss: 0.0311658 | Time: 2634.51 ms
[2022-02-17 11:37:36	                main:574]	:	INFO	:	Epoch 1834 | loss: 0.0311312 | val_loss: 0.0311682 | Time: 2806.88 ms
[2022-02-17 11:37:39	                main:574]	:	INFO	:	Epoch 1835 | loss: 0.0311332 | val_loss: 0.0311599 | Time: 2801.93 ms
[2022-02-17 11:37:41	                main:574]	:	INFO	:	Epoch 1836 | loss: 0.0311286 | val_loss: 0.0311712 | Time: 2709.73 ms
[2022-02-17 11:37:44	                main:574]	:	INFO	:	Epoch 1837 | loss: 0.0311295 | val_loss: 0.0311643 | Time: 2648.72 ms
[2022-02-17 11:37:47	                main:574]	:	INFO	:	Epoch 1838 | loss: 0.0311279 | val_loss: 0.031162 | Time: 2669.37 ms
[2022-02-17 11:37:49	                main:574]	:	INFO	:	Epoch 1839 | loss: 0.0311275 | val_loss: 0.0311637 | Time: 2651.91 ms
[2022-02-17 11:37:52	                main:574]	:	INFO	:	Epoch 1840 | loss: 0.031129 | val_loss: 0.0311637 | Time: 2625.29 ms
[2022-02-17 11:37:55	                main:574]	:	INFO	:	Epoch 1841 | loss: 0.0311305 | val_loss: 0.0311608 | Time: 2623.19 ms
[2022-02-17 11:37:57	                main:574]	:	INFO	:	Epoch 1842 | loss: 0.0311323 | val_loss: 0.0311654 | Time: 2603.92 ms
[2022-02-17 11:38:00	                main:574]	:	INFO	:	Epoch 1843 | loss: 0.0311314 | val_loss: 0.0311655 | Time: 2614.47 ms
[2022-02-17 11:38:02	                main:574]	:	INFO	:	Epoch 1844 | loss: 0.0311278 | val_loss: 0.031159 | Time: 2595.6 ms
[2022-02-17 11:38:05	                main:574]	:	INFO	:	Epoch 1845 | loss: 0.0311276 | val_loss: 0.0311652 | Time: 2583.67 ms
[2022-02-17 11:38:08	                main:574]	:	INFO	:	Epoch 1846 | loss: 0.0311294 | val_loss: 0.0311646 | Time: 2617.1 ms
[2022-02-17 11:38:10	                main:574]	:	INFO	:	Epoch 1847 | loss: 0.0311298 | val_loss: 0.0311625 | Time: 2645.57 ms
[2022-02-17 11:38:13	                main:574]	:	INFO	:	Epoch 1848 | loss: 0.0311297 | val_loss: 0.0311765 | Time: 2649.66 ms
[2022-02-17 11:38:16	                main:574]	:	INFO	:	Epoch 1849 | loss: 0.0311336 | val_loss: 0.031163 | Time: 2625.09 ms
[2022-02-17 11:38:18	                main:574]	:	INFO	:	Epoch 1850 | loss: 0.0311278 | val_loss: 0.0311618 | Time: 2602.71 ms
[2022-02-17 11:38:21	                main:574]	:	INFO	:	Epoch 1851 | loss: 0.0311273 | val_loss: 0.0311662 | Time: 2650.48 ms
[2022-02-17 11:38:23	                main:574]	:	INFO	:	Epoch 1852 | loss: 0.031128 | val_loss: 0.0311634 | Time: 2629.63 ms
[2022-02-17 11:38:26	                main:574]	:	INFO	:	Epoch 1853 | loss: 0.0311272 | val_loss: 0.0311614 | Time: 2631.88 ms
[2022-02-17 11:38:29	                main:574]	:	INFO	:	Epoch 1854 | loss: 0.0311243 | val_loss: 0.0311662 | Time: 2593.66 ms
[2022-02-17 11:38:31	                main:574]	:	INFO	:	Epoch 1855 | loss: 0.0311256 | val_loss: 0.031172 | Time: 2658.02 ms
[2022-02-17 11:38:34	                main:574]	:	INFO	:	Epoch 1856 | loss: 0.031126 | val_loss: 0.0311676 | Time: 2637.01 ms
[2022-02-17 11:38:37	                main:574]	:	INFO	:	Epoch 1857 | loss: 0.0311288 | val_loss: 0.0311634 | Time: 2634.8 ms
[2022-02-17 11:38:39	                main:574]	:	INFO	:	Epoch 1858 | loss: 0.0311371 | val_loss: 0.0311628 | Time: 2640.1 ms
[2022-02-17 11:38:42	                main:574]	:	INFO	:	Epoch 1859 | loss: 0.0311349 | val_loss: 0.031163 | Time: 2709.62 ms
[2022-02-17 11:38:45	                main:574]	:	INFO	:	Epoch 1860 | loss: 0.0311333 | val_loss: 0.0311659 | Time: 2617.93 ms
[2022-02-17 11:38:47	                main:574]	:	INFO	:	Epoch 1861 | loss: 0.0311322 | val_loss: 0.0311621 | Time: 2615.72 ms
[2022-02-17 11:38:50	                main:574]	:	INFO	:	Epoch 1862 | loss: 0.03113 | val_loss: 0.0311611 | Time: 2662.67 ms
[2022-02-17 11:38:53	                main:574]	:	INFO	:	Epoch 1863 | loss: 0.0311337 | val_loss: 0.0311627 | Time: 2611.73 ms
[2022-02-17 11:38:55	                main:574]	:	INFO	:	Epoch 1864 | loss: 0.0311375 | val_loss: 0.0311671 | Time: 2655.08 ms
[2022-02-17 11:38:58	                main:574]	:	INFO	:	Epoch 1865 | loss: 0.0311383 | val_loss: 0.0311637 | Time: 2638.23 ms
[2022-02-17 11:39:00	                main:574]	:	INFO	:	Epoch 1866 | loss: 0.0311325 | val_loss: 0.0311689 | Time: 2637.33 ms
[2022-02-17 11:39:03	                main:574]	:	INFO	:	Epoch 1867 | loss: 0.03113 | val_loss: 0.0311596 | Time: 2634.7 ms
[2022-02-17 11:39:06	                main:574]	:	INFO	:	Epoch 1868 | loss: 0.0311336 | val_loss: 0.0311627 | Time: 2611.61 ms
[2022-02-17 11:39:08	                main:574]	:	INFO	:	Epoch 1869 | loss: 0.0311369 | val_loss: 0.0311626 | Time: 2600.8 ms
[2022-02-17 11:39:11	                main:574]	:	INFO	:	Epoch 1870 | loss: 0.0311328 | val_loss: 0.0311634 | Time: 2598.07 ms
[2022-02-17 11:39:14	                main:574]	:	INFO	:	Epoch 1871 | loss: 0.0311315 | val_loss: 0.0311637 | Time: 2646.08 ms
[2022-02-17 11:39:16	                main:574]	:	INFO	:	Epoch 1872 | loss: 0.0311303 | val_loss: 0.0311779 | Time: 2627.75 ms
[2022-02-17 11:39:19	                main:574]	:	INFO	:	Epoch 1873 | loss: 0.0311316 | val_loss: 0.0311636 | Time: 2635.69 ms
[2022-02-17 11:39:22	                main:574]	:	INFO	:	Epoch 1874 | loss: 0.0311283 | val_loss: 0.0311713 | Time: 2660.23 ms
[2022-02-17 11:39:24	                main:574]	:	INFO	:	Epoch 1875 | loss: 0.0311289 | val_loss: 0.0311646 | Time: 2594.86 ms
[2022-02-17 11:39:27	                main:574]	:	INFO	:	Epoch 1876 | loss: 0.0311282 | val_loss: 0.0311668 | Time: 2639.86 ms
[2022-02-17 11:39:29	                main:574]	:	INFO	:	Epoch 1877 | loss: 0.0311292 | val_loss: 0.0311632 | Time: 2577.38 ms
[2022-02-17 11:39:32	                main:574]	:	INFO	:	Epoch 1878 | loss: 0.0311345 | val_loss: 0.0311636 | Time: 2622.95 ms
[2022-02-17 11:39:35	                main:574]	:	INFO	:	Epoch 1879 | loss: 0.0311315 | val_loss: 0.0311636 | Time: 2645.32 ms
[2022-02-17 11:39:37	                main:574]	:	INFO	:	Epoch 1880 | loss: 0.0311319 | val_loss: 0.0311616 | Time: 2603.36 ms
[2022-02-17 11:39:40	                main:574]	:	INFO	:	Epoch 1881 | loss: 0.0311308 | val_loss: 0.0311732 | Time: 2637.22 ms
[2022-02-17 11:39:43	                main:574]	:	INFO	:	Epoch 1882 | loss: 0.0311377 | val_loss: 0.0311586 | Time: 2636.15 ms
[2022-02-17 11:39:45	                main:574]	:	INFO	:	Epoch 1883 | loss: 0.0311316 | val_loss: 0.0311655 | Time: 2656.75 ms
[2022-02-17 11:39:48	                main:574]	:	INFO	:	Epoch 1884 | loss: 0.0311286 | val_loss: 0.0311629 | Time: 2654.48 ms
[2022-02-17 11:39:51	                main:574]	:	INFO	:	Epoch 1885 | loss: 0.0311286 | val_loss: 0.0311617 | Time: 2673.66 ms
[2022-02-17 11:39:53	                main:574]	:	INFO	:	Epoch 1886 | loss: 0.0311262 | val_loss: 0.0311623 | Time: 2612.37 ms
[2022-02-17 11:39:56	                main:574]	:	INFO	:	Epoch 1887 | loss: 0.0311275 | val_loss: 0.0311671 | Time: 2675.44 ms
[2022-02-17 11:39:58	                main:574]	:	INFO	:	Epoch 1888 | loss: 0.031131 | val_loss: 0.0311679 | Time: 2609.56 ms
[2022-02-17 11:40:01	                main:574]	:	INFO	:	Epoch 1889 | loss: 0.031126 | val_loss: 0.0311663 | Time: 2579.53 ms
[2022-02-17 11:40:04	                main:574]	:	INFO	:	Epoch 1890 | loss: 0.0311244 | val_loss: 0.0311612 | Time: 2625.5 ms
[2022-02-17 11:40:06	                main:574]	:	INFO	:	Epoch 1891 | loss: 0.0311234 | val_loss: 0.0311648 | Time: 2657.31 ms
[2022-02-17 11:40:09	                main:574]	:	INFO	:	Epoch 1892 | loss: 0.0311236 | val_loss: 0.0311679 | Time: 3145.79 ms
[2022-02-17 11:40:12	                main:574]	:	INFO	:	Epoch 1893 | loss: 0.0311223 | val_loss: 0.0311681 | Time: 2862.24 ms
[2022-02-17 11:40:15	                main:574]	:	INFO	:	Epoch 1894 | loss: 0.0311227 | val_loss: 0.0311641 | Time: 2658.84 ms
[2022-02-17 11:40:18	                main:574]	:	INFO	:	Epoch 1895 | loss: 0.0311203 | val_loss: 0.0311698 | Time: 2650.17 ms
[2022-02-17 11:40:20	                main:574]	:	INFO	:	Epoch 1896 | loss: 0.0311228 | val_loss: 0.0311669 | Time: 2650.94 ms
[2022-02-17 11:40:23	                main:574]	:	INFO	:	Epoch 1897 | loss: 0.0311226 | val_loss: 0.0311659 | Time: 2795.1 ms
[2022-02-17 11:40:26	                main:574]	:	INFO	:	Epoch 1898 | loss: 0.0311224 | val_loss: 0.031169 | Time: 2665.23 ms
[2022-02-17 11:40:28	                main:574]	:	INFO	:	Epoch 1899 | loss: 0.0311203 | val_loss: 0.0311674 | Time: 2663.12 ms
[2022-02-17 11:40:31	                main:574]	:	INFO	:	Epoch 1900 | loss: 0.0311213 | val_loss: 0.031167 | Time: 2680.63 ms
[2022-02-17 11:40:34	                main:574]	:	INFO	:	Epoch 1901 | loss: 0.0311211 | val_loss: 0.031178 | Time: 2641.47 ms
[2022-02-17 11:40:36	                main:574]	:	INFO	:	Epoch 1902 | loss: 0.0311254 | val_loss: 0.0311652 | Time: 2659.27 ms
[2022-02-17 11:40:39	                main:574]	:	INFO	:	Epoch 1903 | loss: 0.0311205 | val_loss: 0.0311634 | Time: 2589.63 ms
[2022-02-17 11:40:42	                main:574]	:	INFO	:	Epoch 1904 | loss: 0.0311203 | val_loss: 0.0311683 | Time: 2568.48 ms
[2022-02-17 11:40:44	                main:574]	:	INFO	:	Epoch 1905 | loss: 0.031123 | val_loss: 0.0311657 | Time: 2606.61 ms
[2022-02-17 11:40:47	                main:574]	:	INFO	:	Epoch 1906 | loss: 0.0311267 | val_loss: 0.0311761 | Time: 2586.66 ms
[2022-02-17 11:40:49	                main:574]	:	INFO	:	Epoch 1907 | loss: 0.0311226 | val_loss: 0.0311655 | Time: 2677.57 ms
[2022-02-17 11:40:52	                main:574]	:	INFO	:	Epoch 1908 | loss: 0.0311224 | val_loss: 0.0311643 | Time: 2615.28 ms
[2022-02-17 11:40:55	                main:574]	:	INFO	:	Epoch 1909 | loss: 0.0311212 | val_loss: 0.031163 | Time: 2660.57 ms
[2022-02-17 11:40:57	                main:574]	:	INFO	:	Epoch 1910 | loss: 0.0311213 | val_loss: 0.0311743 | Time: 2615.39 ms
[2022-02-17 11:41:00	                main:574]	:	INFO	:	Epoch 1911 | loss: 0.0311224 | val_loss: 0.0311661 | Time: 2673.63 ms
[2022-02-17 11:41:03	                main:574]	:	INFO	:	Epoch 1912 | loss: 0.0311251 | val_loss: 0.0311655 | Time: 2670.59 ms
[2022-02-17 11:41:05	                main:574]	:	INFO	:	Epoch 1913 | loss: 0.0311249 | val_loss: 0.0311667 | Time: 2666.07 ms
[2022-02-17 11:41:08	                main:574]	:	INFO	:	Epoch 1914 | loss: 0.0311242 | val_loss: 0.0311657 | Time: 2612.55 ms
[2022-02-17 11:41:11	                main:574]	:	INFO	:	Epoch 1915 | loss: 0.0311243 | val_loss: 0.0311708 | Time: 2674.23 ms
[2022-02-17 11:41:13	                main:574]	:	INFO	:	Epoch 1916 | loss: 0.0311241 | val_loss: 0.0311616 | Time: 2617.52 ms
[2022-02-17 11:41:16	                main:574]	:	INFO	:	Epoch 1917 | loss: 0.0311267 | val_loss: 0.0311627 | Time: 2652.6 ms
[2022-02-17 11:41:19	                main:574]	:	INFO	:	Epoch 1918 | loss: 0.0311278 | val_loss: 0.0311628 | Time: 3079.15 ms
[2022-02-17 11:41:22	                main:574]	:	INFO	:	Epoch 1919 | loss: 0.0311234 | val_loss: 0.0311694 | Time: 2624.51 ms
[2022-02-17 11:41:24	                main:574]	:	INFO	:	Epoch 1920 | loss: 0.0311239 | val_loss: 0.0311657 | Time: 2664.37 ms
[2022-02-17 11:41:27	                main:574]	:	INFO	:	Epoch 1921 | loss: 0.0311243 | val_loss: 0.0311708 | Time: 2650.65 ms
[2022-02-17 11:41:30	                main:574]	:	INFO	:	Epoch 1922 | loss: 0.0311196 | val_loss: 0.0311621 | Time: 2657.28 ms
[2022-02-17 11:41:32	                main:574]	:	INFO	:	Epoch 1923 | loss: 0.0311221 | val_loss: 0.0311645 | Time: 2635.4 ms
[2022-02-17 11:41:35	                main:574]	:	INFO	:	Epoch 1924 | loss: 0.0311254 | val_loss: 0.0311673 | Time: 2591.5 ms
[2022-02-17 11:41:38	                main:574]	:	INFO	:	Epoch 1925 | loss: 0.0311272 | val_loss: 0.0311755 | Time: 2606.6 ms
[2022-02-17 11:41:40	                main:574]	:	INFO	:	Epoch 1926 | loss: 0.0311265 | val_loss: 0.0311634 | Time: 2592.44 ms
[2022-02-17 11:41:43	                main:574]	:	INFO	:	Epoch 1927 | loss: 0.0311268 | val_loss: 0.0311692 | Time: 2633.47 ms
[2022-02-17 11:41:45	                main:574]	:	INFO	:	Epoch 1928 | loss: 0.0311215 | val_loss: 0.0311602 | Time: 2645.81 ms
[2022-02-17 11:41:48	                main:574]	:	INFO	:	Epoch 1929 | loss: 0.0311204 | val_loss: 0.0311771 | Time: 2625.21 ms
[2022-02-17 11:41:51	                main:574]	:	INFO	:	Epoch 1930 | loss: 0.0311208 | val_loss: 0.0311649 | Time: 2669 ms
[2022-02-17 11:41:53	                main:574]	:	INFO	:	Epoch 1931 | loss: 0.0311211 | val_loss: 0.0311718 | Time: 2619.97 ms
[2022-02-17 11:41:56	                main:574]	:	INFO	:	Epoch 1932 | loss: 0.0311211 | val_loss: 0.0311656 | Time: 2606.44 ms
[2022-02-17 11:41:59	                main:574]	:	INFO	:	Epoch 1933 | loss: 0.0311194 | val_loss: 0.031166 | Time: 2641.55 ms
[2022-02-17 11:42:01	                main:574]	:	INFO	:	Epoch 1934 | loss: 0.0311203 | val_loss: 0.0311735 | Time: 2680.39 ms
[2022-02-17 11:42:04	                main:574]	:	INFO	:	Epoch 1935 | loss: 0.0311263 | val_loss: 0.031165 | Time: 2633.41 ms
[2022-02-17 11:42:07	                main:574]	:	INFO	:	Epoch 1936 | loss: 0.0311235 | val_loss: 0.0311669 | Time: 2626.92 ms
[2022-02-17 11:42:09	                main:574]	:	INFO	:	Epoch 1937 | loss: 0.0311255 | val_loss: 0.0311664 | Time: 2620.6 ms
[2022-02-17 11:42:12	                main:574]	:	INFO	:	Epoch 1938 | loss: 0.0311275 | val_loss: 0.0311617 | Time: 2625.14 ms
[2022-02-17 11:42:14	                main:574]	:	INFO	:	Epoch 1939 | loss: 0.0311223 | val_loss: 0.0311686 | Time: 2642.5 ms
[2022-02-17 11:42:17	                main:574]	:	INFO	:	Epoch 1940 | loss: 0.0311217 | val_loss: 0.0311692 | Time: 2612.95 ms
[2022-02-17 11:42:20	                main:574]	:	INFO	:	Epoch 1941 | loss: 0.0311215 | val_loss: 0.031159 | Time: 2634.87 ms
[2022-02-17 11:42:22	                main:574]	:	INFO	:	Epoch 1942 | loss: 0.0311216 | val_loss: 0.0311706 | Time: 2618.27 ms
[2022-02-17 11:42:25	                main:574]	:	INFO	:	Epoch 1943 | loss: 0.0311215 | val_loss: 0.0311707 | Time: 2647.72 ms
[2022-02-17 11:42:28	                main:574]	:	INFO	:	Epoch 1944 | loss: 0.0311225 | val_loss: 0.0311644 | Time: 2627.49 ms
[2022-02-17 11:42:30	                main:574]	:	INFO	:	Epoch 1945 | loss: 0.0311209 | val_loss: 0.0311661 | Time: 2669.67 ms
[2022-02-17 11:42:33	                main:574]	:	INFO	:	Epoch 1946 | loss: 0.0311218 | val_loss: 0.0311683 | Time: 2639.78 ms
[2022-02-17 11:42:36	                main:574]	:	INFO	:	Epoch 1947 | loss: 0.0311246 | val_loss: 0.0311851 | Time: 2693.78 ms
[2022-02-17 11:42:38	                main:574]	:	INFO	:	Epoch 1948 | loss: 0.0311266 | val_loss: 0.0311719 | Time: 2623.99 ms
[2022-02-17 11:42:41	                main:574]	:	INFO	:	Epoch 1949 | loss: 0.0311231 | val_loss: 0.031158 | Time: 2620.62 ms
[2022-02-17 11:42:44	                main:574]	:	INFO	:	Epoch 1950 | loss: 0.0311365 | val_loss: 0.0311536 | Time: 2649.76 ms
[2022-02-17 11:42:46	                main:574]	:	INFO	:	Epoch 1951 | loss: 0.0311335 | val_loss: 0.0311616 | Time: 2665.05 ms
[2022-02-17 11:42:49	                main:574]	:	INFO	:	Epoch 1952 | loss: 0.0311317 | val_loss: 0.0311576 | Time: 2635.81 ms
[2022-02-17 11:42:52	                main:574]	:	INFO	:	Epoch 1953 | loss: 0.0311325 | val_loss: 0.0311583 | Time: 2652.16 ms
[2022-02-17 11:42:54	                main:574]	:	INFO	:	Epoch 1954 | loss: 0.0311305 | val_loss: 0.0311596 | Time: 2654.37 ms
[2022-02-17 11:42:57	                main:574]	:	INFO	:	Epoch 1955 | loss: 0.0311314 | val_loss: 0.0311636 | Time: 2592.95 ms
[2022-02-17 11:42:59	                main:574]	:	INFO	:	Epoch 1956 | loss: 0.0311336 | val_loss: 0.0311707 | Time: 2612.47 ms
[2022-02-17 11:43:02	                main:574]	:	INFO	:	Epoch 1957 | loss: 0.0311386 | val_loss: 0.031168 | Time: 2598.93 ms
[2022-02-17 11:43:05	                main:574]	:	INFO	:	Epoch 1958 | loss: 0.0311349 | val_loss: 0.0311624 | Time: 2650.49 ms
[2022-02-17 11:43:07	                main:574]	:	INFO	:	Epoch 1959 | loss: 0.0311314 | val_loss: 0.0311635 | Time: 2627.56 ms
[2022-02-17 11:43:10	                main:574]	:	INFO	:	Epoch 1960 | loss: 0.031132 | val_loss: 0.031167 | Time: 2605.75 ms
[2022-02-17 11:43:12	                main:574]	:	INFO	:	Epoch 1961 | loss: 0.0311307 | val_loss: 0.0311659 | Time: 2595.47 ms
[2022-02-17 11:43:15	                main:574]	:	INFO	:	Epoch 1962 | loss: 0.0311294 | val_loss: 0.0311747 | Time: 2591.7 ms
[2022-02-17 11:43:18	                main:574]	:	INFO	:	Epoch 1963 | loss: 0.0311315 | val_loss: 0.0311689 | Time: 2604.68 ms
[2022-02-17 11:43:20	                main:574]	:	INFO	:	Epoch 1964 | loss: 0.0311275 | val_loss: 0.031169 | Time: 2631.92 ms
[2022-02-17 11:43:23	                main:574]	:	INFO	:	Epoch 1965 | loss: 0.0311258 | val_loss: 0.0311777 | Time: 2748.34 ms
[2022-02-17 11:43:26	                main:574]	:	INFO	:	Epoch 1966 | loss: 0.0311288 | val_loss: 0.0311634 | Time: 2791.71 ms
[2022-02-17 11:43:29	                main:574]	:	INFO	:	Epoch 1967 | loss: 0.0311259 | val_loss: 0.0311716 | Time: 2657.52 ms
[2022-02-17 11:43:31	                main:574]	:	INFO	:	Epoch 1968 | loss: 0.0311242 | val_loss: 0.0311639 | Time: 2671.29 ms
[2022-02-17 11:43:34	                main:574]	:	INFO	:	Epoch 1969 | loss: 0.0311243 | val_loss: 0.0311717 | Time: 2638.59 ms
[2022-02-17 11:43:36	                main:574]	:	INFO	:	Epoch 1970 | loss: 0.0311231 | val_loss: 0.0311653 | Time: 2630.96 ms
[2022-02-17 11:43:39	                main:574]	:	INFO	:	Epoch 1971 | loss: 0.0311265 | val_loss: 0.031164 | Time: 2626.97 ms
[2022-02-17 11:43:42	                main:574]	:	INFO	:	Epoch 1972 | loss: 0.0311254 | val_loss: 0.0311644 | Time: 2646.77 ms
[2022-02-17 11:43:44	                main:574]	:	INFO	:	Epoch 1973 | loss: 0.0311224 | val_loss: 0.0311668 | Time: 2620.19 ms
[2022-02-17 11:43:47	                main:574]	:	INFO	:	Epoch 1974 | loss: 0.0311235 | val_loss: 0.0311643 | Time: 2653.41 ms
[2022-02-17 11:43:50	                main:574]	:	INFO	:	Epoch 1975 | loss: 0.0311242 | val_loss: 0.0311761 | Time: 2672.16 ms
[2022-02-17 11:43:52	                main:574]	:	INFO	:	Epoch 1976 | loss: 0.0311278 | val_loss: 0.0311697 | Time: 2634.03 ms
[2022-02-17 11:43:55	                main:574]	:	INFO	:	Epoch 1977 | loss: 0.0311266 | val_loss: 0.0311667 | Time: 2605.52 ms
[2022-02-17 11:43:58	                main:574]	:	INFO	:	Epoch 1978 | loss: 0.031126 | val_loss: 0.0311654 | Time: 2645.45 ms
[2022-02-17 11:44:00	                main:574]	:	INFO	:	Epoch 1979 | loss: 0.0311252 | val_loss: 0.0311636 | Time: 2635.89 ms
[2022-02-17 11:44:03	                main:574]	:	INFO	:	Epoch 1980 | loss: 0.0311252 | val_loss: 0.0311659 | Time: 2735.75 ms
[2022-02-17 11:44:06	                main:574]	:	INFO	:	Epoch 1981 | loss: 0.0311304 | val_loss: 0.0311663 | Time: 2651.84 ms
[2022-02-17 11:44:08	                main:574]	:	INFO	:	Epoch 1982 | loss: 0.0311275 | val_loss: 0.0311683 | Time: 2616.84 ms
[2022-02-17 11:44:11	                main:574]	:	INFO	:	Epoch 1983 | loss: 0.0311253 | val_loss: 0.0311606 | Time: 2625.73 ms
[2022-02-17 11:44:14	                main:574]	:	INFO	:	Epoch 1984 | loss: 0.0311246 | val_loss: 0.0311686 | Time: 2634.24 ms
[2022-02-17 11:44:16	                main:574]	:	INFO	:	Epoch 1985 | loss: 0.031125 | val_loss: 0.0311651 | Time: 2659.17 ms
[2022-02-17 11:44:19	                main:574]	:	INFO	:	Epoch 1986 | loss: 0.0311227 | val_loss: 0.0311697 | Time: 2690.7 ms
[2022-02-17 11:44:22	                main:574]	:	INFO	:	Epoch 1987 | loss: 0.0311254 | val_loss: 0.0311642 | Time: 2624.44 ms
[2022-02-17 11:44:24	                main:574]	:	INFO	:	Epoch 1988 | loss: 0.0311196 | val_loss: 0.0311629 | Time: 2641.39 ms
[2022-02-17 11:44:27	                main:574]	:	INFO	:	Epoch 1989 | loss: 0.0311209 | val_loss: 0.0311752 | Time: 2627.34 ms
[2022-02-17 11:44:29	                main:574]	:	INFO	:	Epoch 1990 | loss: 0.0311225 | val_loss: 0.0311597 | Time: 2643.8 ms
[2022-02-17 11:44:32	                main:574]	:	INFO	:	Epoch 1991 | loss: 0.0311202 | val_loss: 0.031165 | Time: 2624.93 ms
[2022-02-17 11:44:35	                main:574]	:	INFO	:	Epoch 1992 | loss: 0.0311248 | val_loss: 0.031165 | Time: 2606.03 ms
[2022-02-17 11:44:37	                main:574]	:	INFO	:	Epoch 1993 | loss: 0.031133 | val_loss: 0.0311652 | Time: 2615.95 ms
[2022-02-17 11:44:40	                main:574]	:	INFO	:	Epoch 1994 | loss: 0.0311296 | val_loss: 0.0311613 | Time: 2646.74 ms
[2022-02-17 11:44:43	                main:574]	:	INFO	:	Epoch 1995 | loss: 0.0311269 | val_loss: 0.0311714 | Time: 2683.86 ms
[2022-02-17 11:44:45	                main:574]	:	INFO	:	Epoch 1996 | loss: 0.0311267 | val_loss: 0.0311651 | Time: 2629.29 ms
[2022-02-17 11:44:48	                main:574]	:	INFO	:	Epoch 1997 | loss: 0.0311236 | val_loss: 0.0311619 | Time: 2655.51 ms
[2022-02-17 11:44:51	                main:574]	:	INFO	:	Epoch 1998 | loss: 0.031128 | val_loss: 0.0311648 | Time: 2624.89 ms
[2022-02-17 11:44:53	                main:574]	:	INFO	:	Epoch 1999 | loss: 0.0311261 | val_loss: 0.0311586 | Time: 2637.34 ms
[2022-02-17 11:44:56	                main:574]	:	INFO	:	Epoch 2000 | loss: 0.0311249 | val_loss: 0.0311676 | Time: 2650.73 ms
[2022-02-17 11:44:59	                main:574]	:	INFO	:	Epoch 2001 | loss: 0.0311242 | val_loss: 0.0311726 | Time: 2705.83 ms
[2022-02-17 11:45:01	                main:574]	:	INFO	:	Epoch 2002 | loss: 0.0311238 | val_loss: 0.0311618 | Time: 2625.62 ms
[2022-02-17 11:45:04	                main:574]	:	INFO	:	Epoch 2003 | loss: 0.0311219 | val_loss: 0.0311649 | Time: 2575.42 ms
[2022-02-17 11:45:06	                main:574]	:	INFO	:	Epoch 2004 | loss: 0.0311226 | val_loss: 0.0311724 | Time: 2621.51 ms
[2022-02-17 11:45:09	                main:574]	:	INFO	:	Epoch 2005 | loss: 0.0311193 | val_loss: 0.0311634 | Time: 2638.93 ms
[2022-02-17 11:45:12	                main:574]	:	INFO	:	Epoch 2006 | loss: 0.0311206 | val_loss: 0.0311746 | Time: 2605.24 ms
[2022-02-17 11:45:14	                main:574]	:	INFO	:	Epoch 2007 | loss: 0.0311208 | val_loss: 0.0311642 | Time: 2682.58 ms
[2022-02-17 11:45:17	                main:574]	:	INFO	:	Epoch 2008 | loss: 0.0311202 | val_loss: 0.0311713 | Time: 2655.81 ms
[2022-02-17 11:45:20	                main:574]	:	INFO	:	Epoch 2009 | loss: 0.0311218 | val_loss: 0.0311697 | Time: 2597.16 ms
[2022-02-17 11:45:22	                main:574]	:	INFO	:	Epoch 2010 | loss: 0.0311216 | val_loss: 0.0311736 | Time: 2613.22 ms
[2022-02-17 11:45:25	                main:574]	:	INFO	:	Epoch 2011 | loss: 0.0311217 | val_loss: 0.0311602 | Time: 2643.25 ms
[2022-02-17 11:45:28	                main:574]	:	INFO	:	Epoch 2012 | loss: 0.0311182 | val_loss: 0.0311675 | Time: 2609.73 ms
[2022-02-17 11:45:30	                main:574]	:	INFO	:	Epoch 2013 | loss: 0.0311179 | val_loss: 0.0311663 | Time: 2605.37 ms
[2022-02-17 11:45:33	                main:574]	:	INFO	:	Epoch 2014 | loss: 0.0311224 | val_loss: 0.0311712 | Time: 2682.77 ms
[2022-02-17 11:45:35	                main:574]	:	INFO	:	Epoch 2015 | loss: 0.0311238 | val_loss: 0.0311671 | Time: 2622.13 ms
[2022-02-17 11:45:38	                main:574]	:	INFO	:	Epoch 2016 | loss: 0.0311245 | val_loss: 0.0311579 | Time: 2661.27 ms
[2022-02-17 11:45:41	                main:574]	:	INFO	:	Epoch 2017 | loss: 0.0311242 | val_loss: 0.031179 | Time: 2585.87 ms
[2022-02-17 11:45:43	                main:574]	:	INFO	:	Epoch 2018 | loss: 0.0311243 | val_loss: 0.0311618 | Time: 2641.52 ms
[2022-02-17 11:45:46	                main:574]	:	INFO	:	Epoch 2019 | loss: 0.031121 | val_loss: 0.0311642 | Time: 2621.56 ms
[2022-02-17 11:45:49	                main:574]	:	INFO	:	Epoch 2020 | loss: 0.0311218 | val_loss: 0.0311626 | Time: 2706.53 ms
[2022-02-17 11:45:51	                main:574]	:	INFO	:	Epoch 2021 | loss: 0.0311224 | val_loss: 0.0311645 | Time: 2626.78 ms
[2022-02-17 11:45:54	                main:574]	:	INFO	:	Epoch 2022 | loss: 0.0311248 | val_loss: 0.0311683 | Time: 2602.3 ms
[2022-02-17 11:45:57	                main:574]	:	INFO	:	Epoch 2023 | loss: 0.0311226 | val_loss: 0.0311662 | Time: 2610.07 ms
[2022-02-17 11:45:59	                main:574]	:	INFO	:	Epoch 2024 | loss: 0.031123 | val_loss: 0.0311576 | Time: 2589.27 ms
[2022-02-17 11:46:02	                main:574]	:	INFO	:	Epoch 2025 | loss: 0.0311201 | val_loss: 0.0311605 | Time: 2595.51 ms
[2022-02-17 11:46:04	                main:574]	:	INFO	:	Epoch 2026 | loss: 0.031121 | val_loss: 0.0311645 | Time: 2619.28 ms
[2022-02-17 11:46:07	                main:574]	:	INFO	:	Epoch 2027 | loss: 0.031121 | val_loss: 0.0311648 | Time: 2610.07 ms
[2022-02-17 11:46:10	                main:574]	:	INFO	:	Epoch 2028 | loss: 0.0311198 | val_loss: 0.0311684 | Time: 2689.17 ms
[2022-02-17 11:46:12	                main:574]	:	INFO	:	Epoch 2029 | loss: 0.0311254 | val_loss: 0.0311685 | Time: 2607.77 ms
[2022-02-17 11:46:15	                main:574]	:	INFO	:	Epoch 2030 | loss: 0.0311233 | val_loss: 0.0311615 | Time: 2665.7 ms
[2022-02-17 11:46:18	                main:574]	:	INFO	:	Epoch 2031 | loss: 0.0311232 | val_loss: 0.0311647 | Time: 2621.18 ms
[2022-02-17 11:46:20	                main:574]	:	INFO	:	Epoch 2032 | loss: 0.0311227 | val_loss: 0.0311665 | Time: 2652.59 ms
[2022-02-17 11:46:23	                main:574]	:	INFO	:	Epoch 2033 | loss: 0.0311267 | val_loss: 0.0311649 | Time: 2623.59 ms
[2022-02-17 11:46:26	                main:574]	:	INFO	:	Epoch 2034 | loss: 0.0311225 | val_loss: 0.031161 | Time: 2708.67 ms
[2022-02-17 11:46:28	                main:574]	:	INFO	:	Epoch 2035 | loss: 0.0311236 | val_loss: 0.0311706 | Time: 2649.99 ms
[2022-02-17 11:46:31	                main:574]	:	INFO	:	Epoch 2036 | loss: 0.0311215 | val_loss: 0.0311677 | Time: 2629.34 ms
[2022-02-17 11:46:34	                main:574]	:	INFO	:	Epoch 2037 | loss: 0.0311208 | val_loss: 0.0311774 | Time: 2657.06 ms
[2022-02-17 11:46:36	                main:574]	:	INFO	:	Epoch 2038 | loss: 0.0311219 | val_loss: 0.0311637 | Time: 2596.47 ms
[2022-02-17 11:46:39	                main:574]	:	INFO	:	Epoch 2039 | loss: 0.0311205 | val_loss: 0.0311628 | Time: 2630 ms
[2022-02-17 11:46:41	                main:574]	:	INFO	:	Epoch 2040 | loss: 0.0311207 | val_loss: 0.0311592 | Time: 2636.18 ms
[2022-02-17 11:46:44	                main:574]	:	INFO	:	Epoch 2041 | loss: 0.0311241 | val_loss: 0.0311603 | Time: 2654.56 ms
[2022-02-17 11:46:47	                main:574]	:	INFO	:	Epoch 2042 | loss: 0.0311215 | val_loss: 0.0311671 | Time: 2633.77 ms
[2022-02-17 11:46:49	                main:574]	:	INFO	:	Epoch 2043 | loss: 0.031122 | val_loss: 0.0311749 | Time: 2627.43 ms
[2022-02-17 11:46:52	                main:574]	:	INFO	:	Epoch 2044 | loss: 0.0311209 | val_loss: 0.0311631 | Time: 2592.41 ms
[2022-02-17 11:46:55	                main:574]	:	INFO	:	Epoch 2045 | loss: 0.0311184 | val_loss: 0.0311659 | Time: 2637.13 ms
[2022-02-17 11:46:57	                main:574]	:	INFO	:	Epoch 2046 | loss: 0.0311178 | val_loss: 0.0311659 | Time: 2646.35 ms
[2022-02-17 11:47:00	                main:574]	:	INFO	:	Epoch 2047 | loss: 0.0311186 | val_loss: 0.0311632 | Time: 2701.24 ms
[2022-02-17 11:47:03	                main:574]	:	INFO	:	Epoch 2048 | loss: 0.0311228 | val_loss: 0.0311585 | Time: 2630.69 ms
[2022-02-17 11:47:03	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311585
[2022-02-17 11:47:03	                main:603]	:	INFO	:	Saving end state to config to file
[2022-02-17 11:47:03	                main:608]	:	INFO	:	Success, exiting..
11:47:03 (8888): called boinc_finish(0)

</stderr_txt>
]]>


©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)