Task 3019027

Name EightBitModified-1605931805-29530-0_0
Workunit 1363314
Created 21 Nov 2020, 4:10:07 UTC
Sent 25 Nov 2020, 16:25:53 UTC
Report deadline 3 Dec 2020, 16:25:53 UTC
Received 25 Nov 2020, 18:34:41 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3280
Run time 1 hours 4 min 33 sec
CPU time 1 hours 4 min 32 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,385.24 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.70 GB
Peak swap size 40.65 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.6</core_client_version>
<![CDATA[
<stderr_txt>
                main:581]	:	INFO	:	Epoch 525 | loss: 0.0319946 | val_loss: 0.0320146 | Time: 3697.94 ms
[2020-11-25 09:07:07	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0319808 | val_loss: 0.0320089 | Time: 3879.03 ms
[2020-11-25 09:07:11	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0319798 | val_loss: 0.0320142 | Time: 3960.25 ms
[2020-11-25 09:07:15	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0319807 | val_loss: 0.0319918 | Time: 3900.81 ms
[2020-11-25 09:07:19	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0319562 | val_loss: 0.0319293 | Time: 3726.93 ms
[2020-11-25 09:07:23	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0318198 | val_loss: 0.0315662 | Time: 3659.24 ms
[2020-11-25 09:07:26	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0312199 | val_loss: 0.0313542 | Time: 3695.92 ms
[2020-11-25 09:07:30	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0273973 | val_loss: 0.024187 | Time: 3662.09 ms
[2020-11-25 09:07:34	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0208087 | val_loss: 0.0155865 | Time: 3639.37 ms
[2020-11-25 09:07:37	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0120435 | val_loss: 0.00960301 | Time: 3717.34 ms
[2020-11-25 09:07:41	                main:581]	:	INFO	:	Epoch 535 | loss: 0.00832265 | val_loss: 0.00779904 | Time: 3792.34 ms
[2020-11-25 09:07:45	                main:581]	:	INFO	:	Epoch 536 | loss: 0.00675813 | val_loss: 0.00601372 | Time: 4214.19 ms
[2020-11-25 09:07:49	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00550265 | val_loss: 0.00524757 | Time: 3811.29 ms
[2020-11-25 09:07:53	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00493796 | val_loss: 0.00475481 | Time: 3791.85 ms
[2020-11-25 09:07:57	                main:581]	:	INFO	:	Epoch 539 | loss: 0.00440422 | val_loss: 0.00419908 | Time: 3887.15 ms
[2020-11-25 09:08:01	                main:581]	:	INFO	:	Epoch 540 | loss: 0.00390201 | val_loss: 0.00373062 | Time: 3750.81 ms
[2020-11-25 09:08:04	                main:581]	:	INFO	:	Epoch 541 | loss: 0.00346866 | val_loss: 0.00330841 | Time: 3699.92 ms
[2020-11-25 09:08:08	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00313955 | val_loss: 0.00302925 | Time: 3647.19 ms
[2020-11-25 09:08:12	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00288805 | val_loss: 0.00282687 | Time: 3667.87 ms
[2020-11-25 09:08:15	                main:581]	:	INFO	:	Epoch 544 | loss: 0.00268905 | val_loss: 0.00262604 | Time: 3659.86 ms
[2020-11-25 09:08:19	                main:581]	:	INFO	:	Epoch 545 | loss: 0.00251052 | val_loss: 0.00242992 | Time: 3679.2 ms
[2020-11-25 09:08:23	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00231906 | val_loss: 0.00225478 | Time: 3788.26 ms
[2020-11-25 09:08:27	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00214814 | val_loss: 0.00207904 | Time: 3767.41 ms
[2020-11-25 09:08:30	                main:581]	:	INFO	:	Epoch 548 | loss: 0.00200797 | val_loss: 0.00194225 | Time: 3969.77 ms
[2020-11-25 09:08:34	                main:581]	:	INFO	:	Epoch 549 | loss: 0.00180068 | val_loss: 0.00170943 | Time: 3887.35 ms
[2020-11-25 09:08:38	                main:581]	:	INFO	:	Epoch 550 | loss: 0.00163817 | val_loss: 0.00159599 | Time: 3853.1 ms
[2020-11-25 09:08:42	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0015257 | val_loss: 0.00149472 | Time: 3718.58 ms
[2020-11-25 09:08:46	                main:581]	:	INFO	:	Epoch 552 | loss: 0.00142875 | val_loss: 0.00143023 | Time: 3714.82 ms
[2020-11-25 09:08:49	                main:581]	:	INFO	:	Epoch 553 | loss: 0.00137782 | val_loss: 0.0013632 | Time: 3641.79 ms
[2020-11-25 09:08:53	                main:581]	:	INFO	:	Epoch 554 | loss: 0.00132528 | val_loss: 0.00131448 | Time: 3652.05 ms
[2020-11-25 09:08:57	                main:581]	:	INFO	:	Epoch 555 | loss: 0.00127812 | val_loss: 0.00127416 | Time: 3700.98 ms
[2020-11-25 09:09:00	                main:581]	:	INFO	:	Epoch 556 | loss: 0.00123228 | val_loss: 0.00124754 | Time: 3722.11 ms
[2020-11-25 09:09:04	                main:581]	:	INFO	:	Epoch 557 | loss: 0.00124863 | val_loss: 0.00124884 | Time: 3718.28 ms
[2020-11-25 09:09:08	                main:581]	:	INFO	:	Epoch 558 | loss: 0.00121005 | val_loss: 0.00123648 | Time: 3729.95 ms
[2020-11-25 09:09:12	                main:581]	:	INFO	:	Epoch 559 | loss: 0.00118814 | val_loss: 0.00119738 | Time: 3759.53 ms
[2020-11-25 09:09:16	                main:581]	:	INFO	:	Epoch 560 | loss: 0.00116678 | val_loss: 0.00117674 | Time: 3929.13 ms
[2020-11-25 09:09:19	                main:581]	:	INFO	:	Epoch 561 | loss: 0.00115252 | val_loss: 0.00118987 | Time: 3822.51 ms
[2020-11-25 09:09:23	                main:581]	:	INFO	:	Epoch 562 | loss: 0.00119639 | val_loss: 0.00120512 | Time: 4009.71 ms
[2020-11-25 09:09:27	                main:581]	:	INFO	:	Epoch 563 | loss: 0.00114381 | val_loss: 0.00115842 | Time: 3668.49 ms
[2020-11-25 09:09:31	                main:581]	:	INFO	:	Epoch 564 | loss: 0.00112383 | val_loss: 0.00113881 | Time: 3668.35 ms
[2020-11-25 09:09:34	                main:581]	:	INFO	:	Epoch 565 | loss: 0.00111286 | val_loss: 0.00114348 | Time: 3656.7 ms
[2020-11-25 09:09:38	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00114756 | val_loss: 0.0011813 | Time: 3727.81 ms
[2020-11-25 09:09:42	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00111429 | val_loss: 0.00111599 | Time: 3738.6 ms
[2020-11-25 09:09:46	                main:581]	:	INFO	:	Epoch 568 | loss: 0.00109127 | val_loss: 0.00110662 | Time: 4155.89 ms
[2020-11-25 09:09:50	                main:581]	:	INFO	:	Epoch 569 | loss: 0.00107931 | val_loss: 0.00109744 | Time: 4010.61 ms
[2020-11-25 09:09:54	                main:581]	:	INFO	:	Epoch 570 | loss: 0.00112482 | val_loss: 0.00143588 | Time: 3671.06 ms
[2020-11-25 09:09:57	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00117463 | val_loss: 0.00115876 | Time: 3783.11 ms
[2020-11-25 09:10:01	                main:581]	:	INFO	:	Epoch 572 | loss: 0.00107203 | val_loss: 0.00107311 | Time: 3740.62 ms
[2020-11-25 09:10:05	                main:581]	:	INFO	:	Epoch 573 | loss: 0.00104355 | val_loss: 0.00105035 | Time: 3757.35 ms
[2020-11-25 09:10:11	                main:581]	:	INFO	:	Epoch 574 | loss: 0.00102792 | val_loss: 0.00104187 | Time: 6066.63 ms
[2020-11-25 09:10:15	                main:581]	:	INFO	:	Epoch 575 | loss: 0.00101302 | val_loss: 0.00102803 | Time: 3755.28 ms
[2020-11-25 09:10:19	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00100301 | val_loss: 0.00102412 | Time: 4181.61 ms
[2020-11-25 09:10:23	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0010509 | val_loss: 0.00105187 | Time: 3755.28 ms
[2020-11-25 09:10:26	                main:581]	:	INFO	:	Epoch 578 | loss: 0.00100954 | val_loss: 0.00101556 | Time: 3726.61 ms
[2020-11-25 09:10:30	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000984739 | val_loss: 0.000992335 | Time: 3729.93 ms
[2020-11-25 09:10:34	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000975912 | val_loss: 0.000989328 | Time: 3749.96 ms
[2020-11-25 09:10:38	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000993991 | val_loss: 0.00115507 | Time: 4179.13 ms
[2020-11-25 09:10:42	                main:581]	:	INFO	:	Epoch 582 | loss: 0.00104333 | val_loss: 0.0010098 | Time: 3773.87 ms
[2020-11-25 09:10:46	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000968656 | val_loss: 0.000975417 | Time: 3733.38 ms
[2020-11-25 09:10:49	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000947692 | val_loss: 0.000963946 | Time: 3686.79 ms
[2020-11-25 09:10:53	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000983596 | val_loss: 0.000981745 | Time: 3809.88 ms
[2020-11-25 09:10:57	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000954166 | val_loss: 0.000985771 | Time: 4077.29 ms
[2020-11-25 09:11:01	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000938056 | val_loss: 0.0009577 | Time: 3708.79 ms
[2020-11-25 09:11:05	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00101832 | val_loss: 0.000979746 | Time: 3689.43 ms
[2020-11-25 09:11:08	                main:581]	:	INFO	:	Epoch 589 | loss: 0.00095875 | val_loss: 0.000949544 | Time: 3700.5 ms
[2020-11-25 09:11:12	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000935978 | val_loss: 0.000948646 | Time: 3704.84 ms
[2020-11-25 09:11:16	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000919693 | val_loss: 0.000937369 | Time: 3784.21 ms
[2020-11-25 09:11:20	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000924442 | val_loss: 0.000994238 | Time: 3802.73 ms
[2020-11-25 09:11:23	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000944177 | val_loss: 0.00093439 | Time: 3777.86 ms
[2020-11-25 09:11:27	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000904276 | val_loss: 0.000933698 | Time: 3678.41 ms
[2020-11-25 09:11:31	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000935415 | val_loss: 0.00117618 | Time: 3739.23 ms
[2020-11-25 09:11:35	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00103205 | val_loss: 0.000979817 | Time: 3882.21 ms
[2020-11-25 09:11:39	                main:581]	:	INFO	:	Epoch 597 | loss: 0.00091672 | val_loss: 0.000923321 | Time: 4258.2 ms
[2020-11-25 09:11:43	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000897663 | val_loss: 0.000910205 | Time: 3721.66 ms
[2020-11-25 09:11:46	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000885707 | val_loss: 0.00090673 | Time: 3670.91 ms
[2020-11-25 09:11:50	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000896259 | val_loss: 0.00099794 | Time: 3650.09 ms
[2020-11-25 09:11:54	                main:581]	:	INFO	:	Epoch 601 | loss: 0.00093301 | val_loss: 0.000910007 | Time: 3650.25 ms
[2020-11-25 09:11:57	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00088205 | val_loss: 0.000901281 | Time: 3836.88 ms
[2020-11-25 09:12:01	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000885244 | val_loss: 0.000946792 | Time: 3888.83 ms
[2020-11-25 09:12:05	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000900538 | val_loss: 0.000901122 | Time: 3713.19 ms
[2020-11-25 09:12:09	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000877784 | val_loss: 0.000899842 | Time: 3694.71 ms
[2020-11-25 09:12:12	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000870513 | val_loss: 0.000895817 | Time: 3739.39 ms
[2020-11-25 09:12:16	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000916854 | val_loss: 0.000905477 | Time: 3747.61 ms
[2020-11-25 09:12:20	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000877415 | val_loss: 0.000911356 | Time: 3786.66 ms
[2020-11-25 09:12:24	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000875931 | val_loss: 0.000900083 | Time: 3738.01 ms
[2020-11-25 09:12:28	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000887704 | val_loss: 0.000926995 | Time: 4017.93 ms
[2020-11-25 09:12:31	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000873201 | val_loss: 0.000884953 | Time: 3680.07 ms
[2020-11-25 09:12:35	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000863617 | val_loss: 0.000875771 | Time: 3743.56 ms
[2020-11-25 09:12:39	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000878136 | val_loss: 0.000898368 | Time: 4193.61 ms
[2020-11-25 09:12:43	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000864331 | val_loss: 0.00088015 | Time: 3764.14 ms
[2020-11-25 09:12:47	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000852865 | val_loss: 0.00087758 | Time: 3703.94 ms
[2020-11-25 09:12:51	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000928748 | val_loss: 0.00108271 | Time: 3664.32 ms
[2020-11-25 09:12:54	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000906826 | val_loss: 0.000904571 | Time: 3835.46 ms
[2020-11-25 09:12:58	                main:581]	:	INFO	:	Epoch 618 | loss: 0.00085861 | val_loss: 0.000873881 | Time: 3728.77 ms
[2020-11-25 09:13:02	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000846148 | val_loss: 0.000862451 | Time: 3661.9 ms
[2020-11-25 09:13:05	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000842824 | val_loss: 0.000882865 | Time: 3677.03 ms
[2020-11-25 09:13:09	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000868617 | val_loss: 0.000881039 | Time: 3695.67 ms
[2020-11-25 09:13:13	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000850164 | val_loss: 0.000874433 | Time: 3745.69 ms
[2020-11-25 09:13:17	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000844513 | val_loss: 0.000873369 | Time: 3744.7 ms
[2020-11-25 09:13:20	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000858854 | val_loss: 0.00085565 | Time: 3764.83 ms
[2020-11-25 09:13:24	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000846956 | val_loss: 0.0008949 | Time: 3678.59 ms
[2020-11-25 09:13:28	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000858652 | val_loss: 0.000851995 | Time: 3772.77 ms
[2020-11-25 09:13:32	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000840578 | val_loss: 0.000882036 | Time: 3729.88 ms
[2020-11-25 09:13:35	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000852641 | val_loss: 0.000969861 | Time: 3656.18 ms
[2020-11-25 09:13:39	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000881402 | val_loss: 0.000857456 | Time: 3709.46 ms
[2020-11-25 09:13:43	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000823576 | val_loss: 0.000847701 | Time: 3686.31 ms
[2020-11-25 09:13:46	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000822388 | val_loss: 0.000839292 | Time: 3695.42 ms
[2020-11-25 09:13:50	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000821718 | val_loss: 0.000857594 | Time: 3839.48 ms
[2020-11-25 09:13:54	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000835191 | val_loss: 0.000837137 | Time: 4009.2 ms
[2020-11-25 09:13:58	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000814031 | val_loss: 0.000849212 | Time: 3939.37 ms
[2020-11-25 09:14:02	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000841782 | val_loss: 0.000827391 | Time: 3770.5 ms
[2020-11-25 09:14:06	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000815551 | val_loss: 0.000829223 | Time: 3668.75 ms
[2020-11-25 09:14:09	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000810102 | val_loss: 0.000852312 | Time: 3721.74 ms
[2020-11-25 09:14:13	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000819936 | val_loss: 0.000835069 | Time: 3906.74 ms
[2020-11-25 09:14:17	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000805766 | val_loss: 0.000823264 | Time: 3647.49 ms
[2020-11-25 09:14:20	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000857608 | val_loss: 0.00105076 | Time: 3661.77 ms
[2020-11-25 09:14:24	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000868479 | val_loss: 0.00085742 | Time: 3725.4 ms
[2020-11-25 09:14:28	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000811869 | val_loss: 0.000831705 | Time: 3883.49 ms
[2020-11-25 09:14:32	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000799605 | val_loss: 0.000823006 | Time: 3926.71 ms
[2020-11-25 09:14:36	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0008094 | val_loss: 0.000853317 | Time: 3680.4 ms
[2020-11-25 09:14:39	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000809919 | val_loss: 0.000823179 | Time: 3742.81 ms
[2020-11-25 09:14:44	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000801764 | val_loss: 0.000821233 | Time: 4196.6 ms
[2020-11-25 09:14:48	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000798522 | val_loss: 0.000821487 | Time: 3958.9 ms
[2020-11-25 09:14:51	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000809859 | val_loss: 0.00082452 | Time: 3689.66 ms
[2020-11-25 09:14:55	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000812155 | val_loss: 0.000872153 | Time: 3741.8 ms
[2020-11-25 09:14:59	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000844726 | val_loss: 0.000816175 | Time: 3591.92 ms
[2020-11-25 09:15:02	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000806472 | val_loss: 0.000814892 | Time: 3589.41 ms
[2020-11-25 09:15:06	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000793364 | val_loss: 0.000809141 | Time: 3637.69 ms
[2020-11-25 09:15:09	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000794342 | val_loss: 0.000838982 | Time: 3645.8 ms
[2020-11-25 09:15:13	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000849494 | val_loss: 0.000839947 | Time: 3704.28 ms
[2020-11-25 09:15:17	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000800492 | val_loss: 0.000811229 | Time: 3712.83 ms
[2020-11-25 09:15:21	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00079197 | val_loss: 0.000808841 | Time: 4104.29 ms
[2020-11-25 09:15:25	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000785496 | val_loss: 0.00080456 | Time: 3775.92 ms
[2020-11-25 09:15:28	                main:581]	:	INFO	:	Epoch 658 | loss: 0.00081809 | val_loss: 0.000911847 | Time: 3713.86 ms
[2020-11-25 09:15:32	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000822939 | val_loss: 0.000840289 | Time: 3915.33 ms
[2020-11-25 09:15:36	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000797879 | val_loss: 0.000812278 | Time: 3777.73 ms
[2020-11-25 09:15:40	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000794213 | val_loss: 0.000856698 | Time: 3656.6 ms
[2020-11-25 09:15:44	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000838562 | val_loss: 0.000811826 | Time: 3684.48 ms
[2020-11-25 09:15:47	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000790661 | val_loss: 0.000810285 | Time: 3654.71 ms
[2020-11-25 09:15:51	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000787082 | val_loss: 0.000809105 | Time: 3725.19 ms
[2020-11-25 09:15:55	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000808487 | val_loss: 0.000838293 | Time: 3775.57 ms
[2020-11-25 09:15:59	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000797205 | val_loss: 0.000812045 | Time: 3834.93 ms
[2020-11-25 09:16:02	                main:581]	:	INFO	:	Epoch 667 | loss: 0.00078924 | val_loss: 0.000811062 | Time: 3871.82 ms
[2020-11-25 09:16:06	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000785978 | val_loss: 0.000804787 | Time: 3696.5 ms
[2020-11-25 09:16:10	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000812808 | val_loss: 0.000852027 | Time: 3678.33 ms
[2020-11-25 09:16:14	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000805104 | val_loss: 0.000807662 | Time: 3812.69 ms
[2020-11-25 09:16:17	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000805554 | val_loss: 0.000924487 | Time: 3882.63 ms
[2020-11-25 09:16:21	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000818574 | val_loss: 0.000809661 | Time: 3694.04 ms
[2020-11-25 09:16:25	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000780636 | val_loss: 0.000800045 | Time: 3735.2 ms
[2020-11-25 09:16:29	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000788133 | val_loss: 0.000861266 | Time: 3725.45 ms
[2020-11-25 09:16:32	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000851429 | val_loss: 0.000815997 | Time: 3700.54 ms
[2020-11-25 09:16:36	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000798158 | val_loss: 0.000806982 | Time: 3715.3 ms
[2020-11-25 09:16:40	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000783819 | val_loss: 0.000806459 | Time: 3681.64 ms
[2020-11-25 09:16:43	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000800144 | val_loss: 0.000833254 | Time: 3731.82 ms
[2020-11-25 09:16:47	                main:581]	:	INFO	:	Epoch 679 | loss: 0.00078738 | val_loss: 0.000799109 | Time: 3795.51 ms
[2020-11-25 09:16:51	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000781514 | val_loss: 0.000796429 | Time: 4057.66 ms
[2020-11-25 09:16:55	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000776735 | val_loss: 0.000797801 | Time: 3781.39 ms
[2020-11-25 09:16:59	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000862734 | val_loss: 0.000819292 | Time: 3697.92 ms
[2020-11-25 09:17:03	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000809417 | val_loss: 0.000806461 | Time: 3811.98 ms
[2020-11-25 09:17:06	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000782422 | val_loss: 0.000800213 | Time: 3716.23 ms
[2020-11-25 09:17:10	                main:581]	:	INFO	:	Epoch 685 | loss: 0.00077769 | val_loss: 0.00079515 | Time: 3677.88 ms
[2020-11-25 09:17:14	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000781123 | val_loss: 0.000809961 | Time: 3723.07 ms
[2020-11-25 09:17:17	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000783144 | val_loss: 0.000809905 | Time: 3657.14 ms
[2020-11-25 09:17:21	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000779907 | val_loss: 0.000799843 | Time: 3623.58 ms
[2020-11-25 09:17:25	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000819001 | val_loss: 0.00083824 | Time: 3721.18 ms
[2020-11-25 09:17:29	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000792745 | val_loss: 0.000802274 | Time: 3887.88 ms
[2020-11-25 09:17:32	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000779623 | val_loss: 0.000795424 | Time: 3814.78 ms
[2020-11-25 09:17:36	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000788219 | val_loss: 0.000860027 | Time: 3978.46 ms
[2020-11-25 09:17:40	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000800224 | val_loss: 0.000798172 | Time: 3797.42 ms
[2020-11-25 09:17:44	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000780115 | val_loss: 0.000799788 | Time: 3673.23 ms
[2020-11-25 09:17:48	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000785328 | val_loss: 0.000828493 | Time: 3865.19 ms
[2020-11-25 09:17:51	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000796806 | val_loss: 0.000803788 | Time: 3673.94 ms
[2020-11-25 09:17:55	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000786043 | val_loss: 0.000809649 | Time: 3678.8 ms
[2020-11-25 09:17:59	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000789522 | val_loss: 0.000800787 | Time: 3672.31 ms
[2020-11-25 09:18:02	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000793638 | val_loss: 0.000858243 | Time: 3683.01 ms
[2020-11-25 09:18:06	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000797193 | val_loss: 0.000807298 | Time: 3694.04 ms
[2020-11-25 09:18:10	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000780257 | val_loss: 0.000821634 | Time: 3891.26 ms
[2020-11-25 09:18:14	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000813154 | val_loss: 0.00081788 | Time: 3830.37 ms
[2020-11-25 09:18:18	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000783395 | val_loss: 0.000801103 | Time: 3900.01 ms
[2020-11-25 09:18:22	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000778145 | val_loss: 0.000804318 | Time: 3847.12 ms
[2020-11-25 09:18:25	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000791619 | val_loss: 0.00080358 | Time: 3716.31 ms
[2020-11-25 09:18:29	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000787521 | val_loss: 0.000797022 | Time: 3679.38 ms
[2020-11-25 09:18:33	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000798588 | val_loss: 0.000886715 | Time: 3692.32 ms
[2020-11-25 09:18:36	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000805458 | val_loss: 0.000808499 | Time: 3639.17 ms
[2020-11-25 09:18:40	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000775537 | val_loss: 0.000795366 | Time: 3632.4 ms
[2020-11-25 09:18:44	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000777052 | val_loss: 0.000802391 | Time: 3666.12 ms
[2020-11-25 09:18:47	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000783794 | val_loss: 0.000811443 | Time: 3697.75 ms
[2020-11-25 09:18:51	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000790351 | val_loss: 0.000801031 | Time: 3701.84 ms
[2020-11-25 09:18:55	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000775564 | val_loss: 0.000800278 | Time: 3785.75 ms
[2020-11-25 09:18:59	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000817416 | val_loss: 0.000812611 | Time: 3823.7 ms
[2020-11-25 09:19:03	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000798662 | val_loss: 0.000805285 | Time: 3975.42 ms
[2020-11-25 09:19:06	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000775778 | val_loss: 0.000789494 | Time: 3707.69 ms
[2020-11-25 09:19:10	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000774582 | val_loss: 0.000816514 | Time: 3682.44 ms
[2020-11-25 09:19:14	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000796676 | val_loss: 0.00080524 | Time: 3654.26 ms
[2020-11-25 09:19:17	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000776184 | val_loss: 0.000794174 | Time: 3655.78 ms
[2020-11-25 09:19:21	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000799426 | val_loss: 0.000807781 | Time: 3768.45 ms
[2020-11-25 09:19:25	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000773142 | val_loss: 0.000795701 | Time: 3838.88 ms
[2020-11-25 09:19:29	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000805654 | val_loss: 0.000816669 | Time: 3633.68 ms
[2020-11-25 09:19:32	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000789573 | val_loss: 0.000805381 | Time: 3649.16 ms
[2020-11-25 09:19:36	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000777998 | val_loss: 0.000793075 | Time: 3774.16 ms
[2020-11-25 09:19:40	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000789282 | val_loss: 0.000816558 | Time: 3826 ms
[2020-11-25 09:19:44	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000779384 | val_loss: 0.000793035 | Time: 3750.77 ms
[2020-11-25 09:19:48	                main:581]	:	INFO	:	Epoch 727 | loss: 0.00077276 | val_loss: 0.000799032 | Time: 4038.02 ms
[2020-11-25 09:19:51	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000792722 | val_loss: 0.000810249 | Time: 3862.76 ms
[2020-11-25 09:19:55	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000776359 | val_loss: 0.000800927 | Time: 3645.56 ms
[2020-11-25 09:19:59	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000802164 | val_loss: 0.000803791 | Time: 3661.41 ms
[2020-11-25 09:20:02	                main:581]	:	INFO	:	Epoch 731 | loss: 0.00077532 | val_loss: 0.000795095 | Time: 3721.63 ms
[2020-11-25 09:20:06	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000783284 | val_loss: 0.000823474 | Time: 3706.05 ms
[2020-11-25 09:20:10	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000784974 | val_loss: 0.000800184 | Time: 3749.5 ms
[2020-11-25 09:20:14	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000784893 | val_loss: 0.000816633 | Time: 3858.14 ms
[2020-11-25 09:20:17	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000780385 | val_loss: 0.000796866 | Time: 3694.3 ms
[2020-11-25 09:20:21	                main:581]	:	INFO	:	Epoch 736 | loss: 0.00077575 | val_loss: 0.000814925 | Time: 3731.73 ms
[2020-11-25 09:20:25	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000782359 | val_loss: 0.000793058 | Time: 3762.01 ms
[2020-11-25 09:20:29	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000775996 | val_loss: 0.000810569 | Time: 3754.96 ms
[2020-11-25 09:20:33	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000834288 | val_loss: 0.000815673 | Time: 3821.79 ms
[2020-11-25 09:20:37	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000788823 | val_loss: 0.000797517 | Time: 3979.76 ms
[2020-11-25 09:20:41	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000772208 | val_loss: 0.000786359 | Time: 3988.06 ms
[2020-11-25 09:20:44	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000774428 | val_loss: 0.000854273 | Time: 3665.61 ms
[2020-11-25 09:20:48	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000805028 | val_loss: 0.000801099 | Time: 3674.97 ms
[2020-11-25 09:20:52	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000774088 | val_loss: 0.000801728 | Time: 3713.23 ms
[2020-11-25 09:20:55	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000785827 | val_loss: 0.000803226 | Time: 3849 ms
[2020-11-25 09:21:00	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000782972 | val_loss: 0.000799755 | Time: 4128.5 ms
[2020-11-25 09:21:03	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000770819 | val_loss: 0.000793273 | Time: 3676.75 ms
[2020-11-25 09:21:07	                main:581]	:	INFO	:	Epoch 748 | loss: 0.00077596 | val_loss: 0.000812282 | Time: 3729.24 ms
[2020-11-25 09:21:11	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000791519 | val_loss: 0.000803661 | Time: 3751.74 ms
[2020-11-25 09:21:14	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000771886 | val_loss: 0.000789596 | Time: 3721.91 ms
[2020-11-25 09:21:18	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000784043 | val_loss: 0.000843055 | Time: 3827.33 ms
[2020-11-25 09:21:22	                main:581]	:	INFO	:	Epoch 752 | loss: 0.00080609 | val_loss: 0.00080145 | Time: 4013.14 ms
[2020-11-25 09:21:26	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000774658 | val_loss: 0.000794141 | Time: 3639.91 ms
[2020-11-25 09:21:30	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000772491 | val_loss: 0.000797889 | Time: 3771.66 ms
[2020-11-25 09:21:33	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000783177 | val_loss: 0.000792118 | Time: 3784.7 ms
[2020-11-25 09:21:37	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000776562 | val_loss: 0.000818384 | Time: 3797.53 ms
[2020-11-25 09:21:41	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000796715 | val_loss: 0.000808437 | Time: 3719.84 ms
[2020-11-25 09:21:45	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000777351 | val_loss: 0.000790681 | Time: 3682.25 ms
[2020-11-25 09:21:48	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000794737 | val_loss: 0.000872126 | Time: 3752.55 ms
[2020-11-25 09:21:52	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000799127 | val_loss: 0.000799206 | Time: 3793.67 ms
[2020-11-25 09:21:56	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000773426 | val_loss: 0.000791729 | Time: 3787.01 ms
[2020-11-25 09:22:00	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000765042 | val_loss: 0.000784498 | Time: 4153.2 ms
[2020-11-25 09:22:04	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000768839 | val_loss: 0.00080501 | Time: 3808.61 ms
[2020-11-25 09:22:08	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000801271 | val_loss: 0.000792826 | Time: 3681.29 ms
[2020-11-25 09:22:11	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000780845 | val_loss: 0.000794866 | Time: 3704.59 ms
[2020-11-25 09:22:15	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000772894 | val_loss: 0.000798471 | Time: 3674.27 ms
[2020-11-25 09:22:19	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000791241 | val_loss: 0.000803885 | Time: 3765.96 ms
[2020-11-25 09:22:23	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000782722 | val_loss: 0.000790036 | Time: 4215.91 ms
[2020-11-25 09:22:27	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000769713 | val_loss: 0.000789769 | Time: 3732.04 ms
[2020-11-25 09:22:30	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000768884 | val_loss: 0.000799396 | Time: 3714.38 ms
[2020-11-25 09:22:34	                main:581]	:	INFO	:	Epoch 771 | loss: 0.00080553 | val_loss: 0.000818579 | Time: 3718.95 ms
[2020-11-25 09:22:38	                main:581]	:	INFO	:	Epoch 772 | loss: 0.00077867 | val_loss: 0.000791522 | Time: 3777.14 ms
[2020-11-25 09:22:42	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000777343 | val_loss: 0.000805323 | Time: 4191.36 ms
[2020-11-25 09:22:46	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000771006 | val_loss: 0.000785297 | Time: 3711.77 ms
[2020-11-25 09:22:50	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000772752 | val_loss: 0.000836094 | Time: 3658.5 ms
[2020-11-25 09:22:53	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000810159 | val_loss: 0.000823289 | Time: 3753.98 ms
[2020-11-25 09:22:57	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000778819 | val_loss: 0.000786059 | Time: 3781.8 ms
[2020-11-25 09:23:01	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000764348 | val_loss: 0.000784157 | Time: 3768.05 ms
[2020-11-25 09:23:05	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000777059 | val_loss: 0.000835066 | Time: 3730.96 ms
[2020-11-25 09:23:08	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000780774 | val_loss: 0.000794555 | Time: 3795.89 ms
[2020-11-25 09:23:12	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000776348 | val_loss: 0.00081972 | Time: 3749.24 ms
[2020-11-25 09:23:16	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000803356 | val_loss: 0.000807225 | Time: 3689.68 ms
[2020-11-25 09:23:20	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000769377 | val_loss: 0.000784465 | Time: 3715.33 ms
[2020-11-25 09:23:24	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000778759 | val_loss: 0.000857326 | Time: 4108.04 ms
[2020-11-25 09:23:27	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000784339 | val_loss: 0.000794062 | Time: 3755.37 ms
[2020-11-25 09:23:31	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000773636 | val_loss: 0.000793555 | Time: 3724.39 ms
[2020-11-25 09:23:35	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000774068 | val_loss: 0.000798692 | Time: 3730.16 ms
[2020-11-25 09:23:39	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000766024 | val_loss: 0.000784963 | Time: 3735.04 ms
[2020-11-25 09:23:42	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000774684 | val_loss: 0.000821637 | Time: 3713.61 ms
[2020-11-25 09:23:46	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000848988 | val_loss: 0.000868609 | Time: 3777.1 ms
[2020-11-25 09:23:50	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000825405 | val_loss: 0.000810697 | Time: 3762.81 ms
[2020-11-25 09:23:54	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000777345 | val_loss: 0.000786958 | Time: 3866.77 ms
[2020-11-25 09:23:57	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000765592 | val_loss: 0.000781123 | Time: 3707.07 ms
[2020-11-25 09:24:01	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000768004 | val_loss: 0.000808573 | Time: 3763.29 ms
[2020-11-25 09:24:05	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000786001 | val_loss: 0.000790612 | Time: 3812.95 ms
[2020-11-25 09:24:09	                main:581]	:	INFO	:	Epoch 796 | loss: 0.00077223 | val_loss: 0.000786135 | Time: 4011.61 ms
[2020-11-25 09:24:13	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000763327 | val_loss: 0.000778044 | Time: 3822.76 ms
[2020-11-25 09:24:17	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000758671 | val_loss: 0.000781751 | Time: 3727.57 ms
[2020-11-25 09:24:20	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000806078 | val_loss: 0.000797624 | Time: 3645.83 ms
[2020-11-25 09:24:24	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000783793 | val_loss: 0.000811406 | Time: 3754.07 ms
[2020-11-25 09:24:28	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000777771 | val_loss: 0.000790958 | Time: 3795.69 ms
[2020-11-25 09:24:31	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000765717 | val_loss: 0.00078556 | Time: 3640.54 ms
[2020-11-25 09:24:35	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00076076 | val_loss: 0.000778154 | Time: 3726.26 ms
[2020-11-25 09:24:39	                main:581]	:	INFO	:	Epoch 804 | loss: 0.00076833 | val_loss: 0.000843948 | Time: 3784.43 ms
[2020-11-25 09:24:43	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000799904 | val_loss: 0.000801611 | Time: 3697.42 ms
[2020-11-25 09:24:46	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000775786 | val_loss: 0.000780639 | Time: 3695.29 ms
[2020-11-25 09:24:50	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000775216 | val_loss: 0.000791245 | Time: 3665.34 ms
[2020-11-25 09:24:54	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000768775 | val_loss: 0.00078676 | Time: 3730.33 ms
[2020-11-25 09:24:57	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000763599 | val_loss: 0.000786187 | Time: 3739.91 ms
[2020-11-25 09:25:01	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000783348 | val_loss: 0.000864109 | Time: 3906.35 ms
[2020-11-25 09:25:05	                main:581]	:	INFO	:	Epoch 811 | loss: 0.00080447 | val_loss: 0.000794133 | Time: 3718.29 ms
[2020-11-25 09:25:09	                main:581]	:	INFO	:	Epoch 812 | loss: 0.00076574 | val_loss: 0.000783481 | Time: 3692.68 ms
[2020-11-25 09:25:13	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000765753 | val_loss: 0.000804636 | Time: 4193.85 ms
[2020-11-25 09:25:17	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000796177 | val_loss: 0.000785093 | Time: 3661.7 ms
[2020-11-25 09:25:20	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000765935 | val_loss: 0.000780264 | Time: 3668.84 ms
[2020-11-25 09:25:24	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000760272 | val_loss: 0.000783283 | Time: 3663.99 ms
[2020-11-25 09:25:28	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000785506 | val_loss: 0.000868427 | Time: 3707.95 ms
[2020-11-25 09:25:31	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000790708 | val_loss: 0.000792473 | Time: 3714.24 ms
[2020-11-25 09:25:35	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000775035 | val_loss: 0.000791924 | Time: 3712.49 ms
[2020-11-25 09:25:39	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000764794 | val_loss: 0.000783036 | Time: 4116.74 ms
[2020-11-25 09:25:43	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000765276 | val_loss: 0.000814622 | Time: 4005.25 ms
[2020-11-25 09:25:47	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000837203 | val_loss: 0.000817614 | Time: 3912.6 ms
[2020-11-25 09:25:51	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000781967 | val_loss: 0.000796665 | Time: 3716.28 ms
[2020-11-25 09:25:54	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000770171 | val_loss: 0.000782926 | Time: 3687.99 ms
[2020-11-25 09:25:58	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000761179 | val_loss: 0.000786381 | Time: 3708.82 ms
[2020-11-25 09:26:02	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000797769 | val_loss: 0.00079794 | Time: 3653.39 ms
[2020-11-25 09:26:06	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000770844 | val_loss: 0.000786495 | Time: 3698.63 ms
[2020-11-25 09:26:09	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000761055 | val_loss: 0.000785173 | Time: 3714.62 ms
[2020-11-25 09:26:13	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000775312 | val_loss: 0.000829567 | Time: 3651.67 ms
[2020-11-25 09:26:17	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000782542 | val_loss: 0.000789044 | Time: 3696.23 ms
[2020-11-25 09:26:20	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000766263 | val_loss: 0.000786072 | Time: 3775.7 ms
[2020-11-25 09:26:24	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000782839 | val_loss: 0.000823694 | Time: 3850.56 ms
[2020-11-25 09:26:29	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000772084 | val_loss: 0.000782088 | Time: 4319.39 ms
[2020-11-25 09:26:33	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000764226 | val_loss: 0.00080263 | Time: 3987.75 ms
[2020-11-25 09:26:36	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000798613 | val_loss: 0.000796113 | Time: 3796.21 ms
[2020-11-25 09:26:40	                main:581]	:	INFO	:	Epoch 836 | loss: 0.00077277 | val_loss: 0.000789918 | Time: 3674.35 ms
[2020-11-25 09:26:44	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000762719 | val_loss: 0.000784207 | Time: 3645.72 ms
[2020-11-25 09:26:47	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000774162 | val_loss: 0.000786549 | Time: 3701.51 ms
[2020-11-25 09:26:51	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000773783 | val_loss: 0.000820175 | Time: 3904.49 ms
[2020-11-25 09:26:55	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000780765 | val_loss: 0.000787239 | Time: 3811.17 ms
[2020-11-25 09:26:59	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000793656 | val_loss: 0.000804507 | Time: 3642.04 ms
[2020-11-25 09:27:03	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000772296 | val_loss: 0.00077858 | Time: 3796.95 ms
[2020-11-25 09:27:06	                main:581]	:	INFO	:	Epoch 843 | loss: 0.00076074 | val_loss: 0.000778636 | Time: 3808.24 ms
[2020-11-25 09:27:10	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000763292 | val_loss: 0.00080757 | Time: 3745.32 ms
[2020-11-25 09:27:14	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000794297 | val_loss: 0.000807497 | Time: 3809.64 ms
[2020-11-25 09:27:18	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000771742 | val_loss: 0.00079347 | Time: 3773.48 ms
[2020-11-25 09:27:22	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000763999 | val_loss: 0.000785803 | Time: 3935.69 ms
[2020-11-25 09:27:26	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000781926 | val_loss: 0.000913628 | Time: 3997.62 ms
[2020-11-25 09:27:29	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000817813 | val_loss: 0.000814909 | Time: 3671.83 ms
[2020-11-25 09:27:33	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000777276 | val_loss: 0.000780451 | Time: 3793.14 ms
[2020-11-25 09:27:37	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000759617 | val_loss: 0.000776348 | Time: 3695.4 ms
[2020-11-25 09:27:41	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000755304 | val_loss: 0.000780916 | Time: 3777.58 ms
[2020-11-25 09:27:45	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000797455 | val_loss: 0.000795942 | Time: 3974.35 ms
[2020-11-25 09:27:49	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000767418 | val_loss: 0.000779548 | Time: 4048.3 ms
[2020-11-25 09:27:52	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000757842 | val_loss: 0.000781498 | Time: 3678.43 ms
[2020-11-25 09:27:56	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000758221 | val_loss: 0.000778199 | Time: 3865.46 ms
[2020-11-25 09:28:00	                main:581]	:	INFO	:	Epoch 857 | loss: 0.00076683 | val_loss: 0.000783156 | Time: 3710.11 ms
[2020-11-25 09:28:04	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000774301 | val_loss: 0.000804943 | Time: 3702.35 ms
[2020-11-25 09:28:08	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000786632 | val_loss: 0.000797831 | Time: 4010.28 ms
[2020-11-25 09:28:11	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000763853 | val_loss: 0.000774174 | Time: 3709.75 ms
[2020-11-25 09:28:15	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000761697 | val_loss: 0.000787535 | Time: 3673.2 ms
[2020-11-25 09:28:19	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000778389 | val_loss: 0.000812879 | Time: 3710.38 ms
[2020-11-25 09:28:22	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000778483 | val_loss: 0.00078891 | Time: 3724.26 ms
[2020-11-25 09:28:26	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000760646 | val_loss: 0.000780125 | Time: 3650.43 ms
[2020-11-25 09:28:30	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000795801 | val_loss: 0.000866209 | Time: 3739.65 ms
[2020-11-25 09:28:34	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000784087 | val_loss: 0.000791428 | Time: 3764.37 ms
[2020-11-25 09:28:38	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000763257 | val_loss: 0.000784572 | Time: 4250.44 ms
[2020-11-25 09:28:42	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000779957 | val_loss: 0.00079203 | Time: 3791.59 ms
[2020-11-25 09:28:45	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000760445 | val_loss: 0.000776254 | Time: 3710.18 ms
[2020-11-25 09:28:49	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000756996 | val_loss: 0.000777465 | Time: 3681.3 ms
[2020-11-25 09:28:53	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000763128 | val_loss: 0.000805397 | Time: 3634.34 ms
[2020-11-25 09:28:56	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000793253 | val_loss: 0.000805984 | Time: 3625.89 ms
[2020-11-25 09:29:00	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000795688 | val_loss: 0.00079425 | Time: 3632.96 ms
[2020-11-25 09:29:04	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000765785 | val_loss: 0.000783469 | Time: 3700.59 ms
[2020-11-25 09:29:07	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000759781 | val_loss: 0.000791351 | Time: 3697.4 ms
[2020-11-25 09:29:11	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000784346 | val_loss: 0.000786862 | Time: 3838.81 ms
[2020-11-25 09:29:15	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000769467 | val_loss: 0.000802291 | Time: 3868.09 ms
[2020-11-25 09:29:19	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000776201 | val_loss: 0.00077829 | Time: 4190.82 ms
[2020-11-25 09:29:23	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000757686 | val_loss: 0.000776277 | Time: 3699.12 ms
[2020-11-25 09:29:27	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000763525 | val_loss: 0.00081136 | Time: 4155.9 ms
[2020-11-25 09:29:31	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000781859 | val_loss: 0.000808627 | Time: 3710.57 ms
[2020-11-25 09:29:34	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000771656 | val_loss: 0.0007934 | Time: 3707.15 ms
[2020-11-25 09:29:38	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000789112 | val_loss: 0.000798967 | Time: 3684.29 ms
[2020-11-25 09:29:42	                main:581]	:	INFO	:	Epoch 884 | loss: 0.00076768 | val_loss: 0.000781969 | Time: 4098.12 ms
[2020-11-25 09:29:46	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000765346 | val_loss: 0.000793635 | Time: 3744.83 ms
[2020-11-25 09:29:50	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000770921 | val_loss: 0.000779804 | Time: 3718.96 ms
[2020-11-25 09:29:53	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000759667 | val_loss: 0.000777956 | Time: 3667.38 ms
[2020-11-25 09:29:57	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000764452 | val_loss: 0.000809123 | Time: 3717.02 ms
[2020-11-25 09:30:01	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000788943 | val_loss: 0.000816122 | Time: 3850.25 ms
[2020-11-25 09:30:05	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000779779 | val_loss: 0.00079239 | Time: 3765.03 ms
[2020-11-25 09:30:08	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000767438 | val_loss: 0.000794725 | Time: 3799.37 ms
[2020-11-25 09:30:12	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000773913 | val_loss: 0.000792893 | Time: 3806.33 ms
[2020-11-25 09:30:15	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000766641 | val_loss: 0.000784872 | Time: 2489.67 ms
[2020-11-25 09:30:18	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000774021 | val_loss: 0.000796215 | Time: 3714.38 ms
[2020-11-25 09:30:22	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000763868 | val_loss: 0.000784858 | Time: 3678.55 ms
[2020-11-25 09:30:26	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000781731 | val_loss: 0.000799184 | Time: 3678.49 ms
[2020-11-25 09:30:30	                main:581]	:	INFO	:	Epoch 897 | loss: 0.00076907 | val_loss: 0.000784781 | Time: 3706.41 ms
[2020-11-25 09:30:33	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000763787 | val_loss: 0.000785611 | Time: 3662.66 ms
[2020-11-25 09:30:37	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000774964 | val_loss: 0.000786869 | Time: 3810.22 ms
[2020-11-25 09:30:41	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000771527 | val_loss: 0.000804852 | Time: 3923.34 ms
[2020-11-25 09:30:45	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000772005 | val_loss: 0.000786027 | Time: 3835.37 ms
[2020-11-25 09:30:48	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000760307 | val_loss: 0.000785129 | Time: 2959.44 ms
[2020-11-25 09:30:52	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000779449 | val_loss: 0.000805949 | Time: 3782.39 ms
[2020-11-25 09:30:55	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000774016 | val_loss: 0.000786473 | Time: 3971.56 ms
[2020-11-25 09:30:59	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000766455 | val_loss: 0.000787981 | Time: 3915.58 ms
[2020-11-25 09:31:03	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000766255 | val_loss: 0.000805926 | Time: 3754.21 ms
[2020-11-25 09:31:07	                main:581]	:	INFO	:	Epoch 907 | loss: 0.00081835 | val_loss: 0.000811189 | Time: 3691.82 ms
[2020-11-25 09:31:11	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000795836 | val_loss: 0.00082138 | Time: 3732.47 ms
[2020-11-25 09:31:14	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000785382 | val_loss: 0.000784445 | Time: 3681.53 ms
[2020-11-25 09:31:18	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000758819 | val_loss: 0.000774594 | Time: 3662.3 ms
[2020-11-25 09:31:22	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000752801 | val_loss: 0.000775707 | Time: 3710.88 ms
[2020-11-25 09:31:25	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000756459 | val_loss: 0.000781806 | Time: 3720.45 ms
[2020-11-25 09:31:29	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000767156 | val_loss: 0.00077442 | Time: 3609.88 ms
[2020-11-25 09:31:33	                main:581]	:	INFO	:	Epoch 914 | loss: 0.00076737 | val_loss: 0.000827817 | Time: 3617.16 ms
[2020-11-25 09:31:36	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000791074 | val_loss: 0.000785406 | Time: 3677.56 ms
[2020-11-25 09:31:40	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000758145 | val_loss: 0.000776646 | Time: 3879.89 ms
[2020-11-25 09:31:44	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00075769 | val_loss: 0.000792685 | Time: 3818.48 ms
[2020-11-25 09:31:48	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000806293 | val_loss: 0.000793668 | Time: 3709.22 ms
[2020-11-25 09:31:51	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000766314 | val_loss: 0.00078237 | Time: 3732.79 ms
[2020-11-25 09:31:56	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000760131 | val_loss: 0.000782034 | Time: 4302.6 ms
[2020-11-25 09:31:59	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000765735 | val_loss: 0.00078947 | Time: 3685.53 ms
[2020-11-25 09:32:05	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000761472 | val_loss: 0.000781318 | Time: 5157.66 ms
[2020-11-25 09:32:08	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000793151 | val_loss: 0.000809131 | Time: 3674.79 ms
[2020-11-25 09:32:12	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000775561 | val_loss: 0.000789432 | Time: 3804.92 ms
[2020-11-25 09:32:16	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000761569 | val_loss: 0.000777878 | Time: 4141.45 ms
[2020-11-25 09:32:20	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000763234 | val_loss: 0.000814639 | Time: 3646.23 ms
[2020-11-25 09:32:24	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000778391 | val_loss: 0.000776674 | Time: 3714.11 ms
[2020-11-25 09:32:27	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000757817 | val_loss: 0.00077837 | Time: 3933.12 ms
[2020-11-25 09:32:31	                main:581]	:	INFO	:	Epoch 929 | loss: 0.00076297 | val_loss: 0.000792048 | Time: 3765.37 ms
[2020-11-25 09:32:35	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000769894 | val_loss: 0.000796785 | Time: 3783.76 ms
[2020-11-25 09:32:39	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000766451 | val_loss: 0.000782319 | Time: 3700.63 ms
[2020-11-25 09:32:41	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000771908 | val_loss: 0.000830876 | Time: 1881.73 ms
[2020-11-25 09:32:44	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000778565 | val_loss: 0.000785395 | Time: 3729.45 ms
[2020-11-25 09:32:48	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000767152 | val_loss: 0.000788989 | Time: 3721.22 ms
[2020-11-25 09:32:52	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000775465 | val_loss: 0.000807765 | Time: 3746.72 ms
[2020-11-25 09:32:56	                main:581]	:	INFO	:	Epoch 936 | loss: 0.00078213 | val_loss: 0.000817333 | Time: 3819.76 ms
[2020-11-25 09:33:00	                main:581]	:	INFO	:	Epoch 937 | loss: 0.00077248 | val_loss: 0.000781766 | Time: 4129.14 ms
[2020-11-25 09:33:03	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000758281 | val_loss: 0.000781003 | Time: 3672.84 ms
[2020-11-25 09:33:07	                main:581]	:	INFO	:	Epoch 939 | loss: 0.0007916 | val_loss: 0.000789357 | Time: 3648.88 ms
[2020-11-25 09:33:11	                main:581]	:	INFO	:	Epoch 940 | loss: 0.00076973 | val_loss: 0.000783197 | Time: 3981.53 ms
[2020-11-25 09:33:15	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000756144 | val_loss: 0.000776796 | Time: 3774.69 ms
[2020-11-25 09:33:19	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000776081 | val_loss: 0.000823148 | Time: 4316.79 ms
[2020-11-25 09:33:23	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000769889 | val_loss: 0.000777492 | Time: 3852.96 ms
[2020-11-25 09:33:27	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000755668 | val_loss: 0.000774598 | Time: 3761.15 ms
[2020-11-25 09:33:30	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000766467 | val_loss: 0.00080891 | Time: 3701.23 ms
[2020-11-25 09:33:34	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000775387 | val_loss: 0.000794983 | Time: 3658.83 ms
[2020-11-25 09:33:38	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000783756 | val_loss: 0.00078485 | Time: 3699.39 ms
[2020-11-25 09:33:41	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000761168 | val_loss: 0.000780551 | Time: 3665.08 ms
[2020-11-25 09:33:45	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000819061 | val_loss: 0.000820763 | Time: 3677.76 ms
[2020-11-25 09:33:49	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000772691 | val_loss: 0.000788669 | Time: 3755.78 ms
[2020-11-25 09:33:53	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000760247 | val_loss: 0.00077497 | Time: 3800.58 ms
[2020-11-25 09:33:57	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000758759 | val_loss: 0.000791921 | Time: 3915.81 ms
[2020-11-25 09:34:00	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000759708 | val_loss: 0.000780893 | Time: 3798.89 ms
[2020-11-25 09:34:05	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000756787 | val_loss: 0.000777833 | Time: 4272.93 ms
[2020-11-25 09:34:09	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000762889 | val_loss: 0.000783746 | Time: 3822.15 ms
[2020-11-25 09:34:12	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000770921 | val_loss: 0.000804809 | Time: 3644.23 ms
[2020-11-25 09:34:16	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000785625 | val_loss: 0.000818437 | Time: 3681.09 ms
[2020-11-25 09:34:20	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000779174 | val_loss: 0.000791133 | Time: 3744.76 ms
[2020-11-25 09:34:23	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000764716 | val_loss: 0.000780757 | Time: 3687.46 ms
[2020-11-25 09:34:27	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000779978 | val_loss: 0.000813035 | Time: 3687.01 ms
[2020-11-25 09:34:31	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000768683 | val_loss: 0.000787293 | Time: 3763.25 ms
[2020-11-25 09:34:35	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000762865 | val_loss: 0.000781409 | Time: 3847.48 ms
[2020-11-25 09:34:38	                main:581]	:	INFO	:	Epoch 963 | loss: 0.00077046 | val_loss: 0.000780512 | Time: 3730.98 ms
[2020-11-25 09:34:43	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000760177 | val_loss: 0.000775528 | Time: 4763.82 ms
[2020-11-25 09:34:47	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00075721 | val_loss: 0.000781721 | Time: 3676.5 ms
[2020-11-25 09:34:50	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00076273 | val_loss: 0.000796601 | Time: 3665.95 ms
[2020-11-25 09:34:54	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000784463 | val_loss: 0.000782829 | Time: 3695.75 ms
[2020-11-25 09:34:58	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000760773 | val_loss: 0.000776706 | Time: 3712.93 ms
[2020-11-25 09:35:01	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000759065 | val_loss: 0.000797459 | Time: 3643 ms
[2020-11-25 09:35:05	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000812399 | val_loss: 0.000798153 | Time: 3724.71 ms
[2020-11-25 09:35:09	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000767129 | val_loss: 0.000781258 | Time: 3773.55 ms
[2020-11-25 09:35:13	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000758505 | val_loss: 0.000779843 | Time: 3720.35 ms
[2020-11-25 09:35:17	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000762763 | val_loss: 0.000796926 | Time: 3829.77 ms
[2020-11-25 09:35:19	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000768882 | val_loss: 0.000786096 | Time: 2576.2 ms
[2020-11-25 09:35:23	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000756721 | val_loss: 0.00077664 | Time: 3714.6 ms
[2020-11-25 09:35:27	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000762938 | val_loss: 0.000826932 | Time: 3751.04 ms
[2020-11-25 09:35:30	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000794901 | val_loss: 0.000791874 | Time: 3716.19 ms
[2020-11-25 09:35:34	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000767686 | val_loss: 0.000778304 | Time: 3989.64 ms
[2020-11-25 09:35:38	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000761399 | val_loss: 0.000793024 | Time: 3762.01 ms
[2020-11-25 09:35:42	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000768844 | val_loss: 0.000776642 | Time: 3677.16 ms
[2020-11-25 09:35:45	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00075884 | val_loss: 0.00077843 | Time: 3689.89 ms
[2020-11-25 09:35:49	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000756849 | val_loss: 0.000787927 | Time: 3680.46 ms
[2020-11-25 09:35:53	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000784459 | val_loss: 0.000793711 | Time: 3683.92 ms
[2020-11-25 09:35:57	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000765191 | val_loss: 0.00077942 | Time: 4274.69 ms
[2020-11-25 09:36:01	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000756833 | val_loss: 0.000784325 | Time: 3830.3 ms
[2020-11-25 09:36:05	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000804189 | val_loss: 0.000792819 | Time: 3771.36 ms
[2020-11-25 09:36:08	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000787596 | val_loss: 0.000787352 | Time: 3848.16 ms
[2020-11-25 09:36:12	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000760672 | val_loss: 0.000771416 | Time: 3809.15 ms
[2020-11-25 09:36:16	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000752094 | val_loss: 0.000772125 | Time: 3799.66 ms
[2020-11-25 09:36:20	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000751006 | val_loss: 0.000773185 | Time: 3735.85 ms
[2020-11-25 09:36:23	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000768008 | val_loss: 0.000824745 | Time: 3669.18 ms
[2020-11-25 09:36:27	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00078261 | val_loss: 0.000781404 | Time: 3649.45 ms
[2020-11-25 09:36:31	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000759928 | val_loss: 0.000775544 | Time: 3701.98 ms
[2020-11-25 09:36:35	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000757675 | val_loss: 0.000776999 | Time: 3730.84 ms
[2020-11-25 09:36:39	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000756235 | val_loss: 0.000773391 | Time: 3977.31 ms
[2020-11-25 09:36:42	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000760966 | val_loss: 0.000805309 | Time: 3797.32 ms
[2020-11-25 09:36:46	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000783572 | val_loss: 0.000799632 | Time: 3693.17 ms
[2020-11-25 09:36:50	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000762817 | val_loss: 0.000783283 | Time: 3858.39 ms
[2020-11-25 09:36:54	                main:581]	:	INFO	:	Epoch 999 | loss: 0.00078989 | val_loss: 0.000782704 | Time: 3786.49 ms
[2020-11-25 09:36:57	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000773574 | val_loss: 0.000775848 | Time: 3690.21 ms
[2020-11-25 09:37:01	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000755851 | val_loss: 0.000775102 | Time: 3622.1 ms
[2020-11-25 09:37:05	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000757932 | val_loss: 0.000785092 | Time: 4193.69 ms
[2020-11-25 09:37:09	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000769982 | val_loss: 0.000782955 | Time: 3846.67 ms
[2020-11-25 09:37:13	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000757375 | val_loss: 0.000774909 | Time: 3884.33 ms
[2020-11-25 09:37:17	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000782264 | val_loss: 0.00078866 | Time: 3735.44 ms
[2020-11-25 09:37:20	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000769328 | val_loss: 0.000781453 | Time: 3692.9 ms
[2020-11-25 09:37:24	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000758632 | val_loss: 0.000782891 | Time: 3786.99 ms
[2020-11-25 09:37:28	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000761925 | val_loss: 0.000781925 | Time: 3713.65 ms
[2020-11-25 09:37:32	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000761962 | val_loss: 0.000783758 | Time: 3746.83 ms
[2020-11-25 09:37:35	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000759717 | val_loss: 0.000773413 | Time: 3766.63 ms
[2020-11-25 09:37:39	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000755997 | val_loss: 0.000794339 | Time: 3885.33 ms
[2020-11-25 09:37:44	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000790265 | val_loss: 0.00078592 | Time: 4569.11 ms
[2020-11-25 09:37:48	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000779103 | val_loss: 0.000790337 | Time: 3730.23 ms
[2020-11-25 09:37:51	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0333567 | val_loss: 0.0565439 | Time: 3705.75 ms
[2020-11-25 09:37:55	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0325496 | val_loss: 0.0101475 | Time: 3733.09 ms
[2020-11-25 09:37:59	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00691031 | val_loss: 0.00318893 | Time: 3766.81 ms
[2020-11-25 09:38:02	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00260241 | val_loss: 0.00183417 | Time: 3678.44 ms
[2020-11-25 09:38:06	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00161724 | val_loss: 0.00146901 | Time: 3682.41 ms
[2020-11-25 09:38:10	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.00137449 | val_loss: 0.00132914 | Time: 3886.65 ms
[2020-11-25 09:38:14	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00127194 | val_loss: 0.00124667 | Time: 3665.95 ms
[2020-11-25 09:38:17	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.00118769 | val_loss: 0.00116539 | Time: 3747.13 ms
[2020-11-25 09:38:21	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.00110862 | val_loss: 0.00109127 | Time: 3083.47 ms
[2020-11-25 09:38:25	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0010363 | val_loss: 0.00102226 | Time: 4021.31 ms
[2020-11-25 09:38:28	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000971057 | val_loss: 0.000968612 | Time: 3713.75 ms
[2020-11-25 09:38:28	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000968612
[2020-11-25 09:38:28	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-25 09:38:28	                main:615]	:	INFO	:	Success, exiting..
09:38:28 (14120): 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)