Task 3020071

Name EightBitModified-1605932370-15237-0_0
Workunit 1364345
Created 21 Nov 2020, 4:19:35 UTC
Sent 25 Nov 2020, 15:22:28 UTC
Report deadline 3 Dec 2020, 15:22:28 UTC
Received 25 Nov 2020, 17:31:10 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3280
Run time 1 hours 4 min
CPU time 1 hours 3 min 54 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>
366 | val_loss: 0.0319315 | Time: 3717.67 ms
[2020-11-25 08:02:04	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0319177 | val_loss: 0.0319346 | Time: 3706.9 ms
[2020-11-25 08:02:08	                main:581]	:	INFO	:	Epoch 516 | loss: 0.031906 | val_loss: 0.031907 | Time: 3643.58 ms
[2020-11-25 08:02:12	                main:581]	:	INFO	:	Epoch 517 | loss: 0.031892 | val_loss: 0.0318946 | Time: 3622.95 ms
[2020-11-25 08:02:15	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0318805 | val_loss: 0.0318848 | Time: 3662.45 ms
[2020-11-25 08:02:19	                main:581]	:	INFO	:	Epoch 519 | loss: 0.031877 | val_loss: 0.0318849 | Time: 3771.5 ms
[2020-11-25 08:02:23	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0319014 | val_loss: 0.031881 | Time: 3757.35 ms
[2020-11-25 08:02:27	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0318625 | val_loss: 0.0318607 | Time: 3757.91 ms
[2020-11-25 08:02:31	                main:581]	:	INFO	:	Epoch 522 | loss: 0.031843 | val_loss: 0.0318449 | Time: 3883.35 ms
[2020-11-25 08:02:35	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0318413 | val_loss: 0.031847 | Time: 4282.56 ms
[2020-11-25 08:02:39	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0318396 | val_loss: 0.0318385 | Time: 3718.07 ms
[2020-11-25 08:02:42	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0318414 | val_loss: 0.0318431 | Time: 3738.5 ms
[2020-11-25 08:02:46	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0318217 | val_loss: 0.0318227 | Time: 3727.34 ms
[2020-11-25 08:02:50	                main:581]	:	INFO	:	Epoch 527 | loss: 0.031818 | val_loss: 0.0318338 | Time: 3683.14 ms
[2020-11-25 08:02:53	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0318498 | val_loss: 0.0319238 | Time: 3647.22 ms
[2020-11-25 08:02:57	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0318481 | val_loss: 0.0318242 | Time: 3763.76 ms
[2020-11-25 08:03:01	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0318046 | val_loss: 0.0318039 | Time: 4047.39 ms
[2020-11-25 08:03:05	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0317936 | val_loss: 0.0318066 | Time: 3882.07 ms
[2020-11-25 08:03:09	                main:581]	:	INFO	:	Epoch 532 | loss: 0.031796 | val_loss: 0.0317975 | Time: 3729.63 ms
[2020-11-25 08:03:13	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0317889 | val_loss: 0.0317895 | Time: 3793.62 ms
[2020-11-25 08:03:16	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0317932 | val_loss: 0.0317932 | Time: 3672.97 ms
[2020-11-25 08:03:20	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0317895 | val_loss: 0.0317957 | Time: 3726.53 ms
[2020-11-25 08:03:24	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0317768 | val_loss: 0.0317841 | Time: 3714.45 ms
[2020-11-25 08:03:27	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0317777 | val_loss: 0.0317847 | Time: 3656.47 ms
[2020-11-25 08:03:31	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0318138 | val_loss: 0.031852 | Time: 3653.3 ms
[2020-11-25 08:03:35	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0317873 | val_loss: 0.0317997 | Time: 3670.19 ms
[2020-11-25 08:03:38	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0317739 | val_loss: 0.0317788 | Time: 3771.18 ms
[2020-11-25 08:03:42	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0317657 | val_loss: 0.031763 | Time: 3696.39 ms
[2020-11-25 08:03:46	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0317651 | val_loss: 0.0317642 | Time: 3710.69 ms
[2020-11-25 08:03:49	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0317591 | val_loss: 0.0317576 | Time: 3669.69 ms
[2020-11-25 08:03:53	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0317578 | val_loss: 0.0317665 | Time: 3670.26 ms
[2020-11-25 08:03:57	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0317847 | val_loss: 0.0318038 | Time: 3700.58 ms
[2020-11-25 08:04:00	                main:581]	:	INFO	:	Epoch 546 | loss: 0.031762 | val_loss: 0.0317608 | Time: 3630.76 ms
[2020-11-25 08:04:04	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0317562 | val_loss: 0.0317893 | Time: 3817.03 ms
[2020-11-25 08:04:08	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0317753 | val_loss: 0.0317889 | Time: 4005.53 ms
[2020-11-25 08:04:12	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0317467 | val_loss: 0.0317632 | Time: 3606.31 ms
[2020-11-25 08:04:16	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0317545 | val_loss: 0.031758 | Time: 3671.41 ms
[2020-11-25 08:04:19	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0317365 | val_loss: 0.0317503 | Time: 3644.36 ms
[2020-11-25 08:04:23	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0317367 | val_loss: 0.0317267 | Time: 3680.93 ms
[2020-11-25 08:04:27	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0316923 | val_loss: 0.0316807 | Time: 4036.95 ms
[2020-11-25 08:04:31	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0316575 | val_loss: 0.0315833 | Time: 3895.22 ms
[2020-11-25 08:04:34	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0315525 | val_loss: 0.031552 | Time: 3661.01 ms
[2020-11-25 08:04:38	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0315369 | val_loss: 0.0315406 | Time: 3659.49 ms
[2020-11-25 08:04:42	                main:581]	:	INFO	:	Epoch 557 | loss: 0.031527 | val_loss: 0.0315262 | Time: 3666.21 ms
[2020-11-25 08:04:46	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0315217 | val_loss: 0.0315247 | Time: 3678.79 ms
[2020-11-25 08:04:49	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0315093 | val_loss: 0.0314926 | Time: 3633.28 ms
[2020-11-25 08:04:53	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0314686 | val_loss: 0.0314678 | Time: 3988.62 ms
[2020-11-25 08:04:57	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0314521 | val_loss: 0.0314494 | Time: 3859.19 ms
[2020-11-25 08:05:01	                main:581]	:	INFO	:	Epoch 562 | loss: 0.031447 | val_loss: 0.0314485 | Time: 3648.85 ms
[2020-11-25 08:05:04	                main:581]	:	INFO	:	Epoch 563 | loss: 0.0314509 | val_loss: 0.0314767 | Time: 3703.33 ms
[2020-11-25 08:05:08	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0314545 | val_loss: 0.0314487 | Time: 3819.01 ms
[2020-11-25 08:05:12	                main:581]	:	INFO	:	Epoch 565 | loss: 0.031429 | val_loss: 0.0314337 | Time: 3716.12 ms
[2020-11-25 08:05:16	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0314264 | val_loss: 0.0314331 | Time: 3669.97 ms
[2020-11-25 08:05:19	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0314274 | val_loss: 0.0314302 | Time: 3668.46 ms
[2020-11-25 08:05:23	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0314254 | val_loss: 0.0314862 | Time: 3662.03 ms
[2020-11-25 08:05:27	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0315205 | val_loss: 0.0314916 | Time: 3745.53 ms
[2020-11-25 08:05:30	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0314379 | val_loss: 0.0314251 | Time: 3727.27 ms
[2020-11-25 08:05:34	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0314218 | val_loss: 0.0314238 | Time: 3715.95 ms
[2020-11-25 08:05:38	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0314106 | val_loss: 0.031426 | Time: 3728.43 ms
[2020-11-25 08:05:42	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0314172 | val_loss: 0.031438 | Time: 4110.84 ms
[2020-11-25 08:05:46	                main:581]	:	INFO	:	Epoch 574 | loss: 0.031408 | val_loss: 0.0314285 | Time: 4327.91 ms
[2020-11-25 08:05:50	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0314085 | val_loss: 0.0314115 | Time: 3627.01 ms
[2020-11-25 08:05:54	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0314137 | val_loss: 0.0314137 | Time: 3646.26 ms
[2020-11-25 08:05:57	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0314069 | val_loss: 0.0314304 | Time: 3616.28 ms
[2020-11-25 08:06:01	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0314395 | val_loss: 0.0314502 | Time: 3695.12 ms
[2020-11-25 08:06:05	                main:581]	:	INFO	:	Epoch 579 | loss: 0.031417 | val_loss: 0.0314258 | Time: 3843.97 ms
[2020-11-25 08:06:08	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0314106 | val_loss: 0.031423 | Time: 3733.51 ms
[2020-11-25 08:06:12	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0314159 | val_loss: 0.0314519 | Time: 3686.69 ms
[2020-11-25 08:06:16	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0314581 | val_loss: 0.0314311 | Time: 3858.89 ms
[2020-11-25 08:06:20	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0314169 | val_loss: 0.0314131 | Time: 3977.63 ms
[2020-11-25 08:06:24	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0314046 | val_loss: 0.0314171 | Time: 3630.24 ms
[2020-11-25 08:06:27	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0314069 | val_loss: 0.0314226 | Time: 3945.57 ms
[2020-11-25 08:06:31	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0314428 | val_loss: 0.0314246 | Time: 3681.17 ms
[2020-11-25 08:06:35	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0314165 | val_loss: 0.0314205 | Time: 3608.92 ms
[2020-11-25 08:06:39	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0314025 | val_loss: 0.0314179 | Time: 3720.68 ms
[2020-11-25 08:06:43	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0313998 | val_loss: 0.0314125 | Time: 4176.59 ms
[2020-11-25 08:06:47	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0314314 | val_loss: 0.0314406 | Time: 3883.27 ms
[2020-11-25 08:06:50	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0314421 | val_loss: 0.0314679 | Time: 3634.68 ms
[2020-11-25 08:06:54	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0314144 | val_loss: 0.0314099 | Time: 3618.47 ms
[2020-11-25 08:06:57	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0314034 | val_loss: 0.0314149 | Time: 3659.06 ms
[2020-11-25 08:07:02	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0313989 | val_loss: 0.0314082 | Time: 4153.77 ms
[2020-11-25 08:07:05	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0313968 | val_loss: 0.0314097 | Time: 3627.98 ms
[2020-11-25 08:07:09	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0313991 | val_loss: 0.0314135 | Time: 3674.67 ms
[2020-11-25 08:07:13	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0314308 | val_loss: 0.0315278 | Time: 3755.17 ms
[2020-11-25 08:07:16	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0314326 | val_loss: 0.0314229 | Time: 3751.33 ms
[2020-11-25 08:07:20	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0313953 | val_loss: 0.031405 | Time: 3712.39 ms
[2020-11-25 08:07:24	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0313999 | val_loss: 0.0314063 | Time: 3757.65 ms
[2020-11-25 08:07:28	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0314001 | val_loss: 0.0314043 | Time: 4088.71 ms
[2020-11-25 08:07:32	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0314049 | val_loss: 0.0314884 | Time: 3669.52 ms
[2020-11-25 08:07:35	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0315081 | val_loss: 0.0314439 | Time: 3605.65 ms
[2020-11-25 08:07:39	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0314081 | val_loss: 0.0314179 | Time: 3685.47 ms
[2020-11-25 08:07:43	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0313924 | val_loss: 0.0314035 | Time: 3675.9 ms
[2020-11-25 08:07:46	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0313946 | val_loss: 0.031398 | Time: 3722.59 ms
[2020-11-25 08:07:50	                main:581]	:	INFO	:	Epoch 607 | loss: 0.031387 | val_loss: 0.0313949 | Time: 3912.99 ms
[2020-11-25 08:07:54	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0313961 | val_loss: 0.0314114 | Time: 3825.06 ms
[2020-11-25 08:07:58	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0314155 | val_loss: 0.0314 | Time: 3650.14 ms
[2020-11-25 08:08:01	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0313899 | val_loss: 0.0313999 | Time: 3675.46 ms
[2020-11-25 08:08:05	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0313915 | val_loss: 0.0313985 | Time: 3755.39 ms
[2020-11-25 08:08:09	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0313872 | val_loss: 0.0313993 | Time: 3724.13 ms
[2020-11-25 08:08:13	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0313845 | val_loss: 0.0313959 | Time: 3671.16 ms
[2020-11-25 08:08:16	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0314432 | val_loss: 0.0314003 | Time: 3647.76 ms
[2020-11-25 08:08:20	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0314079 | val_loss: 0.0314021 | Time: 3697.79 ms
[2020-11-25 08:08:24	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0313935 | val_loss: 0.031399 | Time: 3841.77 ms
[2020-11-25 08:08:27	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0313893 | val_loss: 0.0314026 | Time: 3714.87 ms
[2020-11-25 08:08:31	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0313986 | val_loss: 0.0314263 | Time: 3824.55 ms
[2020-11-25 08:08:35	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0313979 | val_loss: 0.0313957 | Time: 3855.41 ms
[2020-11-25 08:08:39	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0314175 | val_loss: 0.0314707 | Time: 3725.61 ms
[2020-11-25 08:08:43	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0314079 | val_loss: 0.0314023 | Time: 3748.13 ms
[2020-11-25 08:08:46	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0313933 | val_loss: 0.0313957 | Time: 3827.64 ms
[2020-11-25 08:08:50	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0313893 | val_loss: 0.031412 | Time: 3648.23 ms
[2020-11-25 08:08:54	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0314056 | val_loss: 0.0314394 | Time: 3632.59 ms
[2020-11-25 08:08:57	                main:581]	:	INFO	:	Epoch 625 | loss: 0.031456 | val_loss: 0.0314146 | Time: 3658.75 ms
[2020-11-25 08:09:01	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0313985 | val_loss: 0.0313944 | Time: 3858.01 ms
[2020-11-25 08:09:04	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0313853 | val_loss: 0.0313991 | Time: 2641.15 ms
[2020-11-25 08:09:08	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0313912 | val_loss: 0.0314101 | Time: 3726.28 ms
[2020-11-25 08:09:11	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0314237 | val_loss: 0.0314004 | Time: 3669.71 ms
[2020-11-25 08:09:15	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0313949 | val_loss: 0.0313925 | Time: 3728.05 ms
[2020-11-25 08:09:19	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0313901 | val_loss: 0.0314036 | Time: 3772.19 ms
[2020-11-25 08:09:22	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0313902 | val_loss: 0.0313937 | Time: 3656.65 ms
[2020-11-25 08:09:26	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0313935 | val_loss: 0.031398 | Time: 3691.7 ms
[2020-11-25 08:09:30	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0314505 | val_loss: 0.031508 | Time: 3627.84 ms
[2020-11-25 08:09:34	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0314193 | val_loss: 0.0313952 | Time: 3737.63 ms
[2020-11-25 08:09:38	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0313935 | val_loss: 0.0313973 | Time: 4410.86 ms
[2020-11-25 08:09:42	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0313886 | val_loss: 0.0314059 | Time: 3628.27 ms
[2020-11-25 08:09:45	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0313905 | val_loss: 0.0313916 | Time: 3685.26 ms
[2020-11-25 08:09:49	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0313852 | val_loss: 0.0314009 | Time: 3665.46 ms
[2020-11-25 08:09:53	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0314556 | val_loss: 0.0314728 | Time: 3792.92 ms
[2020-11-25 08:09:56	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0314121 | val_loss: 0.0314085 | Time: 3659.51 ms
[2020-11-25 08:10:00	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0313973 | val_loss: 0.0313965 | Time: 3631.36 ms
[2020-11-25 08:10:04	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0313862 | val_loss: 0.0313993 | Time: 3634.56 ms
[2020-11-25 08:10:07	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0313846 | val_loss: 0.0313964 | Time: 3672.7 ms
[2020-11-25 08:10:11	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0313878 | val_loss: 0.0313961 | Time: 3634.87 ms
[2020-11-25 08:10:15	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0314243 | val_loss: 0.0314895 | Time: 3675.97 ms
[2020-11-25 08:10:18	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0314068 | val_loss: 0.0314096 | Time: 3694.11 ms
[2020-11-25 08:10:22	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0313978 | val_loss: 0.0313975 | Time: 3845.32 ms
[2020-11-25 08:10:26	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0313858 | val_loss: 0.0313993 | Time: 3776.67 ms
[2020-11-25 08:10:30	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0313869 | val_loss: 0.031393 | Time: 3595.53 ms
[2020-11-25 08:10:33	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0313816 | val_loss: 0.031397 | Time: 3604.93 ms
[2020-11-25 08:10:37	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0313956 | val_loss: 0.0314295 | Time: 3603.58 ms
[2020-11-25 08:10:40	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0314062 | val_loss: 0.0313999 | Time: 3707.26 ms
[2020-11-25 08:10:44	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0313923 | val_loss: 0.0314239 | Time: 3760.77 ms
[2020-11-25 08:10:48	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0314143 | val_loss: 0.0314049 | Time: 3705.18 ms
[2020-11-25 08:10:52	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0313885 | val_loss: 0.031408 | Time: 3798.47 ms
[2020-11-25 08:10:56	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0313896 | val_loss: 0.0314088 | Time: 3945.74 ms
[2020-11-25 08:10:59	                main:581]	:	INFO	:	Epoch 658 | loss: 0.031388 | val_loss: 0.0314002 | Time: 3685.05 ms
[2020-11-25 08:11:03	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0314118 | val_loss: 0.0314451 | Time: 3809.52 ms
[2020-11-25 08:11:07	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0313984 | val_loss: 0.0314055 | Time: 4038.41 ms
[2020-11-25 08:11:11	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0313934 | val_loss: 0.0314014 | Time: 3572.5 ms
[2020-11-25 08:11:14	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0313897 | val_loss: 0.0314031 | Time: 3596.72 ms
[2020-11-25 08:11:18	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0314236 | val_loss: 0.0314048 | Time: 3586.64 ms
[2020-11-25 08:11:22	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0314088 | val_loss: 0.0314001 | Time: 3670.54 ms
[2020-11-25 08:11:26	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0313959 | val_loss: 0.0314317 | Time: 4091.63 ms
[2020-11-25 08:11:30	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0314426 | val_loss: 0.0314056 | Time: 3975.55 ms
[2020-11-25 08:11:33	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0313928 | val_loss: 0.031388 | Time: 3821.65 ms
[2020-11-25 08:11:37	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0313821 | val_loss: 0.0313878 | Time: 3779.07 ms
[2020-11-25 08:11:41	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0313869 | val_loss: 0.0313895 | Time: 3721.35 ms
[2020-11-25 08:11:45	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0313931 | val_loss: 0.0314528 | Time: 3904.48 ms
[2020-11-25 08:11:49	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0314417 | val_loss: 0.031429 | Time: 3599.38 ms
[2020-11-25 08:11:52	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0313934 | val_loss: 0.0313822 | Time: 3611.05 ms
[2020-11-25 08:11:56	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0313822 | val_loss: 0.031395 | Time: 3619.87 ms
[2020-11-25 08:11:59	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0313845 | val_loss: 0.031411 | Time: 3640.51 ms
[2020-11-25 08:12:03	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0313964 | val_loss: 0.0314376 | Time: 3680.84 ms
[2020-11-25 08:12:07	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0314115 | val_loss: 0.0313976 | Time: 3717.29 ms
[2020-11-25 08:12:11	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0313806 | val_loss: 0.0313858 | Time: 4182.88 ms
[2020-11-25 08:12:15	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0313783 | val_loss: 0.0313915 | Time: 4248.62 ms
[2020-11-25 08:12:19	                main:581]	:	INFO	:	Epoch 679 | loss: 0.0314007 | val_loss: 0.0314631 | Time: 3822.76 ms
[2020-11-25 08:12:23	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0314103 | val_loss: 0.0313949 | Time: 3658.92 ms
[2020-11-25 08:12:26	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0313863 | val_loss: 0.0313937 | Time: 3613.57 ms
[2020-11-25 08:12:30	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0313851 | val_loss: 0.0314099 | Time: 3597.1 ms
[2020-11-25 08:12:33	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0313832 | val_loss: 0.0313959 | Time: 3579.94 ms
[2020-11-25 08:12:37	                main:581]	:	INFO	:	Epoch 684 | loss: 0.031382 | val_loss: 0.0313874 | Time: 3608.66 ms
[2020-11-25 08:12:41	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0313919 | val_loss: 0.0314188 | Time: 3621.56 ms
[2020-11-25 08:12:44	                main:581]	:	INFO	:	Epoch 686 | loss: 0.031408 | val_loss: 0.0314199 | Time: 3696.23 ms
[2020-11-25 08:12:49	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0313981 | val_loss: 0.0313884 | Time: 4156.12 ms
[2020-11-25 08:12:52	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0313892 | val_loss: 0.0314036 | Time: 3723.66 ms
[2020-11-25 08:12:56	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0313922 | val_loss: 0.0313969 | Time: 3767.56 ms
[2020-11-25 08:13:00	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0314052 | val_loss: 0.0314139 | Time: 3703.48 ms
[2020-11-25 08:13:03	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0314352 | val_loss: 0.0314066 | Time: 3669.35 ms
[2020-11-25 08:13:07	                main:581]	:	INFO	:	Epoch 692 | loss: 0.031393 | val_loss: 0.0314023 | Time: 3643.37 ms
[2020-11-25 08:13:11	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0313806 | val_loss: 0.0313819 | Time: 3591.16 ms
[2020-11-25 08:13:14	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0313751 | val_loss: 0.0313939 | Time: 3636.11 ms
[2020-11-25 08:13:18	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0313992 | val_loss: 0.031421 | Time: 3580.08 ms
[2020-11-25 08:13:22	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0313979 | val_loss: 0.0314173 | Time: 3722.81 ms
[2020-11-25 08:13:26	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0313879 | val_loss: 0.0314031 | Time: 4128.96 ms
[2020-11-25 08:13:29	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0313895 | val_loss: 0.0313919 | Time: 3614.03 ms
[2020-11-25 08:13:33	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0313862 | val_loss: 0.0314436 | Time: 3683.91 ms
[2020-11-25 08:13:37	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0314328 | val_loss: 0.0314054 | Time: 3764.34 ms
[2020-11-25 08:13:41	                main:581]	:	INFO	:	Epoch 701 | loss: 0.031386 | val_loss: 0.0313812 | Time: 3729.32 ms
[2020-11-25 08:13:44	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0313745 | val_loss: 0.0313828 | Time: 3709.9 ms
[2020-11-25 08:13:48	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0313766 | val_loss: 0.0314032 | Time: 3680.64 ms
[2020-11-25 08:13:52	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0314412 | val_loss: 0.0314673 | Time: 3823.31 ms
[2020-11-25 08:13:55	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0314098 | val_loss: 0.0314151 | Time: 3744.04 ms
[2020-11-25 08:13:59	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0313919 | val_loss: 0.0313988 | Time: 3697.15 ms
[2020-11-25 08:14:03	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0313844 | val_loss: 0.0314268 | Time: 3619.52 ms
[2020-11-25 08:14:07	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0314043 | val_loss: 0.0314205 | Time: 3712.51 ms
[2020-11-25 08:14:10	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0313937 | val_loss: 0.0314113 | Time: 3645.71 ms
[2020-11-25 08:14:14	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0313841 | val_loss: 0.0313877 | Time: 3761.01 ms
[2020-11-25 08:14:18	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0313806 | val_loss: 0.0313889 | Time: 3767.88 ms
[2020-11-25 08:14:21	                main:581]	:	INFO	:	Epoch 712 | loss: 0.031387 | val_loss: 0.0313903 | Time: 3575.75 ms
[2020-11-25 08:14:25	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0314216 | val_loss: 0.0314971 | Time: 3591.51 ms
[2020-11-25 08:14:28	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0314211 | val_loss: 0.0314009 | Time: 3603.67 ms
[2020-11-25 08:14:32	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0313808 | val_loss: 0.0313959 | Time: 3682.46 ms
[2020-11-25 08:14:36	                main:581]	:	INFO	:	Epoch 716 | loss: 0.031377 | val_loss: 0.0313883 | Time: 3613.68 ms
[2020-11-25 08:14:40	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0313857 | val_loss: 0.0314084 | Time: 4008.25 ms
[2020-11-25 08:14:44	                main:581]	:	INFO	:	Epoch 718 | loss: 0.031383 | val_loss: 0.0314107 | Time: 4116.35 ms
[2020-11-25 08:14:48	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0313929 | val_loss: 0.0314092 | Time: 3805.29 ms
[2020-11-25 08:14:51	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0314401 | val_loss: 0.0314105 | Time: 3582.41 ms
[2020-11-25 08:14:55	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0313932 | val_loss: 0.0313918 | Time: 3653.06 ms
[2020-11-25 08:14:59	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0313851 | val_loss: 0.0314306 | Time: 3684.6 ms
[2020-11-25 08:15:02	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0314077 | val_loss: 0.0314068 | Time: 3659.03 ms
[2020-11-25 08:15:06	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0313814 | val_loss: 0.0313849 | Time: 3727.05 ms
[2020-11-25 08:15:10	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0313783 | val_loss: 0.0313925 | Time: 3676.01 ms
[2020-11-25 08:15:13	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0313912 | val_loss: 0.0313973 | Time: 3697.76 ms
[2020-11-25 08:15:17	                main:581]	:	INFO	:	Epoch 727 | loss: 0.031396 | val_loss: 0.0314486 | Time: 3674.74 ms
[2020-11-25 08:15:21	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0313891 | val_loss: 0.0313913 | Time: 3651.25 ms
[2020-11-25 08:15:24	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0313916 | val_loss: 0.0314403 | Time: 3735.58 ms
[2020-11-25 08:15:28	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0314517 | val_loss: 0.0314025 | Time: 3755.86 ms
[2020-11-25 08:15:32	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0313828 | val_loss: 0.0313963 | Time: 3731.81 ms
[2020-11-25 08:15:36	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0313851 | val_loss: 0.0313887 | Time: 4015.62 ms
[2020-11-25 08:15:40	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0313766 | val_loss: 0.0313918 | Time: 3714.66 ms
[2020-11-25 08:15:43	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0314229 | val_loss: 0.0314202 | Time: 3675.89 ms
[2020-11-25 08:15:47	                main:581]	:	INFO	:	Epoch 735 | loss: 0.0314001 | val_loss: 0.0313917 | Time: 3720.64 ms
[2020-11-25 08:15:51	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0313815 | val_loss: 0.0313841 | Time: 3726.62 ms
[2020-11-25 08:15:54	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0313744 | val_loss: 0.03138 | Time: 3626.29 ms
[2020-11-25 08:15:58	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0313918 | val_loss: 0.031454 | Time: 3796.02 ms
[2020-11-25 08:16:02	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0314249 | val_loss: 0.0314125 | Time: 3807.86 ms
[2020-11-25 08:16:06	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0313823 | val_loss: 0.0313951 | Time: 3868.96 ms
[2020-11-25 08:16:10	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0313797 | val_loss: 0.0314052 | Time: 3786.17 ms
[2020-11-25 08:16:13	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0313868 | val_loss: 0.0313956 | Time: 3727.28 ms
[2020-11-25 08:16:17	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0313991 | val_loss: 0.0314041 | Time: 3748 ms
[2020-11-25 08:16:21	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0313809 | val_loss: 0.0314018 | Time: 3728.17 ms
[2020-11-25 08:16:25	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0313986 | val_loss: 0.0313975 | Time: 3719.28 ms
[2020-11-25 08:16:29	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0313816 | val_loss: 0.0313918 | Time: 4053.41 ms
[2020-11-25 08:16:32	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0313914 | val_loss: 0.0313947 | Time: 3714.6 ms
[2020-11-25 08:16:36	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0314073 | val_loss: 0.0314523 | Time: 3597.68 ms
[2020-11-25 08:16:40	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0314021 | val_loss: 0.0314093 | Time: 3723.2 ms
[2020-11-25 08:16:44	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0313929 | val_loss: 0.0314041 | Time: 4285.83 ms
[2020-11-25 08:16:48	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0313854 | val_loss: 0.0313982 | Time: 3730.21 ms
[2020-11-25 08:16:51	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0313885 | val_loss: 0.0313998 | Time: 3766.47 ms
[2020-11-25 08:16:56	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0313868 | val_loss: 0.0313847 | Time: 4250.14 ms
[2020-11-25 08:16:59	                main:581]	:	INFO	:	Epoch 754 | loss: 0.031383 | val_loss: 0.0313956 | Time: 3637.79 ms
[2020-11-25 08:17:03	                main:581]	:	INFO	:	Epoch 755 | loss: 0.031423 | val_loss: 0.0314156 | Time: 3654.36 ms
[2020-11-25 08:17:07	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0313931 | val_loss: 0.0314085 | Time: 3694.44 ms
[2020-11-25 08:17:10	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0314023 | val_loss: 0.0313976 | Time: 3645.44 ms
[2020-11-25 08:17:14	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0313808 | val_loss: 0.0313884 | Time: 3695.1 ms
[2020-11-25 08:17:18	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0313759 | val_loss: 0.0313876 | Time: 3643.32 ms
[2020-11-25 08:17:21	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0313763 | val_loss: 0.0313928 | Time: 3712.11 ms
[2020-11-25 08:17:24	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0314162 | val_loss: 0.0314133 | Time: 2647.11 ms
[2020-11-25 08:17:28	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0313976 | val_loss: 0.0314006 | Time: 3878.89 ms
[2020-11-25 08:17:32	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0313816 | val_loss: 0.0313997 | Time: 3643.41 ms
[2020-11-25 08:17:35	                main:581]	:	INFO	:	Epoch 764 | loss: 0.0313764 | val_loss: 0.0313869 | Time: 3729.25 ms
[2020-11-25 08:17:39	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0314071 | val_loss: 0.0314314 | Time: 3645.16 ms
[2020-11-25 08:17:43	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0313956 | val_loss: 0.0313992 | Time: 3661.88 ms
[2020-11-25 08:17:46	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0313878 | val_loss: 0.0313924 | Time: 3704.69 ms
[2020-11-25 08:17:50	                main:581]	:	INFO	:	Epoch 768 | loss: 0.031379 | val_loss: 0.0313852 | Time: 3736.09 ms
[2020-11-25 08:17:54	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0313984 | val_loss: 0.0314697 | Time: 3732.43 ms
[2020-11-25 08:17:57	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0314208 | val_loss: 0.0313988 | Time: 3580.64 ms
[2020-11-25 08:18:01	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0313783 | val_loss: 0.0313837 | Time: 3669.34 ms
[2020-11-25 08:18:05	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0313809 | val_loss: 0.0313886 | Time: 3700.24 ms
[2020-11-25 08:18:09	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0313853 | val_loss: 0.0314537 | Time: 3814 ms
[2020-11-25 08:18:12	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0314116 | val_loss: 0.0314071 | Time: 3955.13 ms
[2020-11-25 08:18:16	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0313965 | val_loss: 0.0314042 | Time: 3866.54 ms
[2020-11-25 08:18:20	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0313875 | val_loss: 0.0313871 | Time: 3874.98 ms
[2020-11-25 08:18:24	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0313989 | val_loss: 0.0314123 | Time: 3768.85 ms
[2020-11-25 08:18:28	                main:581]	:	INFO	:	Epoch 778 | loss: 0.031389 | val_loss: 0.0313871 | Time: 3657.35 ms
[2020-11-25 08:18:31	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0313824 | val_loss: 0.0313958 | Time: 3607.35 ms
[2020-11-25 08:18:35	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0313765 | val_loss: 0.0313852 | Time: 3633.3 ms
[2020-11-25 08:18:39	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0313748 | val_loss: 0.0314006 | Time: 3744.51 ms
[2020-11-25 08:18:42	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0314115 | val_loss: 0.0314281 | Time: 3680.75 ms
[2020-11-25 08:18:46	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0314023 | val_loss: 0.0314093 | Time: 3665.13 ms
[2020-11-25 08:18:50	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0313815 | val_loss: 0.0313934 | Time: 3979.33 ms
[2020-11-25 08:18:54	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0313813 | val_loss: 0.0314008 | Time: 4049.95 ms
[2020-11-25 08:18:58	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0313805 | val_loss: 0.0313931 | Time: 3643.18 ms
[2020-11-25 08:19:01	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0313803 | val_loss: 0.0313898 | Time: 3676 ms
[2020-11-25 08:19:06	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0314036 | val_loss: 0.0314051 | Time: 4205.99 ms
[2020-11-25 08:19:09	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0313968 | val_loss: 0.0314102 | Time: 3748.31 ms
[2020-11-25 08:19:14	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0314007 | val_loss: 0.0314512 | Time: 4843.2 ms
[2020-11-25 08:19:18	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0314098 | val_loss: 0.0313927 | Time: 3658.41 ms
[2020-11-25 08:19:21	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0313815 | val_loss: 0.0313978 | Time: 3640.86 ms
[2020-11-25 08:19:25	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0313751 | val_loss: 0.0313881 | Time: 3681.33 ms
[2020-11-25 08:19:29	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0313938 | val_loss: 0.0313859 | Time: 3701.45 ms
[2020-11-25 08:19:33	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0313859 | val_loss: 0.0313877 | Time: 3815.7 ms
[2020-11-25 08:19:36	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0313835 | val_loss: 0.0314064 | Time: 3758.76 ms
[2020-11-25 08:19:40	                main:581]	:	INFO	:	Epoch 797 | loss: 0.031398 | val_loss: 0.0313966 | Time: 3712.66 ms
[2020-11-25 08:19:44	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0314112 | val_loss: 0.0314223 | Time: 3745.18 ms
[2020-11-25 08:19:48	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0314259 | val_loss: 0.0314223 | Time: 3759.28 ms
[2020-11-25 08:19:50	                main:581]	:	INFO	:	Epoch 800 | loss: 0.03139 | val_loss: 0.0313829 | Time: 2459.35 ms
[2020-11-25 08:19:54	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0313748 | val_loss: 0.0313849 | Time: 3643.33 ms
[2020-11-25 08:19:58	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0313699 | val_loss: 0.0313892 | Time: 4350.27 ms
[2020-11-25 08:20:02	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0313906 | val_loss: 0.0314391 | Time: 3681.84 ms
[2020-11-25 08:20:05	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0314048 | val_loss: 0.0314135 | Time: 3648.56 ms
[2020-11-25 08:20:09	                main:581]	:	INFO	:	Epoch 805 | loss: 0.0313859 | val_loss: 0.031386 | Time: 3606.39 ms
[2020-11-25 08:20:13	                main:581]	:	INFO	:	Epoch 806 | loss: 0.031392 | val_loss: 0.0314126 | Time: 3657.84 ms
[2020-11-25 08:20:16	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0313848 | val_loss: 0.0313868 | Time: 3765.48 ms
[2020-11-25 08:20:23	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0313995 | val_loss: 0.0314295 | Time: 6209.49 ms
[2020-11-25 08:20:26	                main:581]	:	INFO	:	Epoch 809 | loss: 0.0313959 | val_loss: 0.031398 | Time: 3711.96 ms
[2020-11-25 08:20:30	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0313801 | val_loss: 0.031387 | Time: 3735.2 ms
[2020-11-25 08:20:34	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0313888 | val_loss: 0.0314074 | Time: 3715.03 ms
[2020-11-25 08:20:38	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0313964 | val_loss: 0.0314138 | Time: 3792.73 ms
[2020-11-25 08:20:41	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0313827 | val_loss: 0.0313894 | Time: 3670.17 ms
[2020-11-25 08:20:45	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0313898 | val_loss: 0.0313961 | Time: 3818.61 ms
[2020-11-25 08:20:49	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0313884 | val_loss: 0.0314175 | Time: 3826.02 ms
[2020-11-25 08:20:53	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0314053 | val_loss: 0.031453 | Time: 3636.41 ms
[2020-11-25 08:20:56	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0313934 | val_loss: 0.0314004 | Time: 3660.94 ms
[2020-11-25 08:21:00	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0314083 | val_loss: 0.0313963 | Time: 3737.82 ms
[2020-11-25 08:21:04	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0313763 | val_loss: 0.0313897 | Time: 3774.98 ms
[2020-11-25 08:21:07	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0313888 | val_loss: 0.031395 | Time: 3673.81 ms
[2020-11-25 08:21:11	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0313763 | val_loss: 0.0313919 | Time: 3665.1 ms
[2020-11-25 08:21:15	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0314146 | val_loss: 0.0314789 | Time: 3600.88 ms
[2020-11-25 08:21:18	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0314125 | val_loss: 0.0314306 | Time: 3668.74 ms
[2020-11-25 08:21:22	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0313911 | val_loss: 0.0314029 | Time: 4034.36 ms
[2020-11-25 08:21:26	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0313795 | val_loss: 0.0315264 | Time: 3716.99 ms
[2020-11-25 08:21:30	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0459933 | val_loss: 0.0434835 | Time: 4103.04 ms
[2020-11-25 08:21:34	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0381953 | val_loss: 0.0343761 | Time: 3784.39 ms
[2020-11-25 08:21:38	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0331453 | val_loss: 0.0323895 | Time: 3624.37 ms
[2020-11-25 08:21:41	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0320881 | val_loss: 0.0318734 | Time: 3760.05 ms
[2020-11-25 08:21:45	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0317847 | val_loss: 0.0317335 | Time: 3751.43 ms
[2020-11-25 08:21:49	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0317034 | val_loss: 0.0316876 | Time: 3641.35 ms
[2020-11-25 08:21:53	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0316654 | val_loss: 0.0316632 | Time: 3966.05 ms
[2020-11-25 08:21:56	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0316414 | val_loss: 0.0316498 | Time: 3620.3 ms
[2020-11-25 08:22:00	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0316347 | val_loss: 0.0316407 | Time: 3598.73 ms
[2020-11-25 08:22:04	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0316273 | val_loss: 0.0316423 | Time: 3602.56 ms
[2020-11-25 08:22:07	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0316173 | val_loss: 0.0316346 | Time: 3939.09 ms
[2020-11-25 08:22:12	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0316192 | val_loss: 0.0316234 | Time: 4084.12 ms
[2020-11-25 08:22:15	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0316111 | val_loss: 0.0316342 | Time: 3729.5 ms
[2020-11-25 08:22:19	                main:581]	:	INFO	:	Epoch 839 | loss: 0.031608 | val_loss: 0.0316156 | Time: 3646.27 ms
[2020-11-25 08:22:23	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0316037 | val_loss: 0.0316162 | Time: 3763.14 ms
[2020-11-25 08:22:27	                main:581]	:	INFO	:	Epoch 841 | loss: 0.031605 | val_loss: 0.0316094 | Time: 4142.6 ms
[2020-11-25 08:22:31	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0316045 | val_loss: 0.0316208 | Time: 3661.88 ms
[2020-11-25 08:22:34	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0315996 | val_loss: 0.0316111 | Time: 3684.79 ms
[2020-11-25 08:22:38	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0315963 | val_loss: 0.0316069 | Time: 3659.5 ms
[2020-11-25 08:22:41	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0315999 | val_loss: 0.0316097 | Time: 3610.77 ms
[2020-11-25 08:22:45	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0316022 | val_loss: 0.0316193 | Time: 3623.03 ms
[2020-11-25 08:22:49	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0315992 | val_loss: 0.0316089 | Time: 3813.99 ms
[2020-11-25 08:22:53	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0315945 | val_loss: 0.0316142 | Time: 3695.11 ms
[2020-11-25 08:22:56	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0316012 | val_loss: 0.0316038 | Time: 3766.31 ms
[2020-11-25 08:23:00	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0315918 | val_loss: 0.0316056 | Time: 3873.15 ms
[2020-11-25 08:23:04	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0315939 | val_loss: 0.0316121 | Time: 3672.34 ms
[2020-11-25 08:23:08	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0315932 | val_loss: 0.0316035 | Time: 3683.93 ms
[2020-11-25 08:23:11	                main:581]	:	INFO	:	Epoch 853 | loss: 0.031593 | val_loss: 0.0316015 | Time: 3726.34 ms
[2020-11-25 08:23:15	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0315892 | val_loss: 0.0315974 | Time: 3724.88 ms
[2020-11-25 08:23:19	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0315876 | val_loss: 0.031596 | Time: 3630.13 ms
[2020-11-25 08:23:22	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0315944 | val_loss: 0.0316005 | Time: 3594.97 ms
[2020-11-25 08:23:26	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0315942 | val_loss: 0.0316067 | Time: 3682.27 ms
[2020-11-25 08:23:30	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0315956 | val_loss: 0.0316064 | Time: 3678.97 ms
[2020-11-25 08:23:33	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0315876 | val_loss: 0.0316008 | Time: 3843.65 ms
[2020-11-25 08:23:37	                main:581]	:	INFO	:	Epoch 860 | loss: 0.031588 | val_loss: 0.0315925 | Time: 3662.65 ms
[2020-11-25 08:23:41	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0315872 | val_loss: 0.0315994 | Time: 3730.43 ms
[2020-11-25 08:23:45	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0316022 | val_loss: 0.0315983 | Time: 3726.37 ms
[2020-11-25 08:23:48	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0315986 | val_loss: 0.0316006 | Time: 3785.75 ms
[2020-11-25 08:23:52	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0315894 | val_loss: 0.0315948 | Time: 3704.12 ms
[2020-11-25 08:23:56	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0315823 | val_loss: 0.031591 | Time: 3636.84 ms
[2020-11-25 08:23:59	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0315879 | val_loss: 0.0316119 | Time: 3648.03 ms
[2020-11-25 08:24:03	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0315908 | val_loss: 0.0316225 | Time: 3738.81 ms
[2020-11-25 08:24:07	                main:581]	:	INFO	:	Epoch 868 | loss: 0.031596 | val_loss: 0.0315949 | Time: 3741.73 ms
[2020-11-25 08:24:11	                main:581]	:	INFO	:	Epoch 869 | loss: 0.0315849 | val_loss: 0.0315942 | Time: 3677.81 ms
[2020-11-25 08:24:14	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0315883 | val_loss: 0.0316102 | Time: 3698.22 ms
[2020-11-25 08:24:18	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0315862 | val_loss: 0.031599 | Time: 3735.98 ms
[2020-11-25 08:24:22	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0315806 | val_loss: 0.0315986 | Time: 4378.4 ms
[2020-11-25 08:24:26	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0315879 | val_loss: 0.0315905 | Time: 3727.1 ms
[2020-11-25 08:24:30	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0315819 | val_loss: 0.0315882 | Time: 3766.48 ms
[2020-11-25 08:24:34	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0315859 | val_loss: 0.0315953 | Time: 3862.54 ms
[2020-11-25 08:24:37	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0315799 | val_loss: 0.0315889 | Time: 3687.79 ms
[2020-11-25 08:24:41	                main:581]	:	INFO	:	Epoch 877 | loss: 0.03158 | val_loss: 0.0316122 | Time: 3692.27 ms
[2020-11-25 08:24:45	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0315852 | val_loss: 0.0315806 | Time: 4054.72 ms
[2020-11-25 08:24:49	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0315776 | val_loss: 0.0315792 | Time: 3722.88 ms
[2020-11-25 08:24:53	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0315676 | val_loss: 0.0315747 | Time: 3648.99 ms
[2020-11-25 08:24:56	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0315526 | val_loss: 0.0315251 | Time: 3677.49 ms
[2020-11-25 08:25:00	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0313656 | val_loss: 0.0307251 | Time: 3680.36 ms
[2020-11-25 08:25:04	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0276494 | val_loss: 0.0233949 | Time: 3716.32 ms
[2020-11-25 08:25:07	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0221979 | val_loss: 0.0214748 | Time: 3634.97 ms
[2020-11-25 08:25:11	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0170518 | val_loss: 0.0132144 | Time: 3842.22 ms
[2020-11-25 08:25:14	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0108502 | val_loss: 0.00860963 | Time: 2525.57 ms
[2020-11-25 08:25:17	                main:581]	:	INFO	:	Epoch 887 | loss: 0.00602832 | val_loss: 0.0036258 | Time: 3584.07 ms
[2020-11-25 08:25:21	                main:581]	:	INFO	:	Epoch 888 | loss: 0.00295339 | val_loss: 0.00246697 | Time: 3603.44 ms
[2020-11-25 08:25:25	                main:581]	:	INFO	:	Epoch 889 | loss: 0.00211486 | val_loss: 0.001944 | Time: 3838.58 ms
[2020-11-25 08:25:28	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0017016 | val_loss: 0.00161268 | Time: 3643.51 ms
[2020-11-25 08:25:32	                main:581]	:	INFO	:	Epoch 891 | loss: 0.00148044 | val_loss: 0.00147071 | Time: 3689.84 ms
[2020-11-25 08:25:36	                main:581]	:	INFO	:	Epoch 892 | loss: 0.00136774 | val_loss: 0.00131852 | Time: 3638.53 ms
[2020-11-25 08:25:39	                main:581]	:	INFO	:	Epoch 893 | loss: 0.00124807 | val_loss: 0.00118794 | Time: 3660.75 ms
[2020-11-25 08:25:43	                main:581]	:	INFO	:	Epoch 894 | loss: 0.00115319 | val_loss: 0.00112258 | Time: 3787.62 ms
[2020-11-25 08:25:47	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00108977 | val_loss: 0.00107707 | Time: 3846.7 ms
[2020-11-25 08:25:51	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00104246 | val_loss: 0.00102852 | Time: 3784.34 ms
[2020-11-25 08:25:54	                main:581]	:	INFO	:	Epoch 897 | loss: 0.00100285 | val_loss: 0.000986855 | Time: 3736.8 ms
[2020-11-25 08:25:59	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000963396 | val_loss: 0.000942086 | Time: 4236.33 ms
[2020-11-25 08:26:03	                main:581]	:	INFO	:	Epoch 899 | loss: 0.00091531 | val_loss: 0.000907916 | Time: 3949.93 ms
[2020-11-25 08:26:06	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000892767 | val_loss: 0.000875425 | Time: 3694.5 ms
[2020-11-25 08:26:10	                main:581]	:	INFO	:	Epoch 901 | loss: 0.00086557 | val_loss: 0.000911863 | Time: 3685.57 ms
[2020-11-25 08:26:14	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000887243 | val_loss: 0.000841065 | Time: 3729.79 ms
[2020-11-25 08:26:18	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0008299 | val_loss: 0.000817431 | Time: 4118.74 ms
[2020-11-25 08:26:21	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000806808 | val_loss: 0.000805953 | Time: 3625.99 ms
[2020-11-25 08:26:24	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000793642 | val_loss: 0.000802002 | Time: 2401.77 ms
[2020-11-25 08:26:28	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000834654 | val_loss: 0.000816066 | Time: 3687.25 ms
[2020-11-25 08:26:31	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000782729 | val_loss: 0.000770734 | Time: 3717.96 ms
[2020-11-25 08:26:35	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000762009 | val_loss: 0.000760537 | Time: 3669.62 ms
[2020-11-25 08:26:39	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000749483 | val_loss: 0.000749799 | Time: 3594.49 ms
[2020-11-25 08:26:42	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000739711 | val_loss: 0.000763791 | Time: 3737.15 ms
[2020-11-25 08:26:46	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000868643 | val_loss: 0.000810117 | Time: 3899.57 ms
[2020-11-25 08:26:50	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000745806 | val_loss: 0.000729463 | Time: 3643.05 ms
[2020-11-25 08:26:54	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000718157 | val_loss: 0.00071728 | Time: 3694.13 ms
[2020-11-25 08:26:57	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000706805 | val_loss: 0.000707203 | Time: 3699.08 ms
[2020-11-25 08:27:01	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000700187 | val_loss: 0.000701907 | Time: 3677.23 ms
[2020-11-25 08:27:05	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000692861 | val_loss: 0.000694651 | Time: 3666.26 ms
[2020-11-25 08:27:08	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000688072 | val_loss: 0.000689289 | Time: 3718.78 ms
[2020-11-25 08:27:12	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000684681 | val_loss: 0.000690131 | Time: 4114.42 ms
[2020-11-25 08:27:16	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000689446 | val_loss: 0.00075571 | Time: 3793.1 ms
[2020-11-25 08:27:20	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000764625 | val_loss: 0.000719562 | Time: 3677.91 ms
[2020-11-25 08:27:24	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000682872 | val_loss: 0.000673567 | Time: 3689.63 ms
[2020-11-25 08:27:27	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000669981 | val_loss: 0.000671135 | Time: 3615.79 ms
[2020-11-25 08:27:31	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000661803 | val_loss: 0.000664472 | Time: 3657.86 ms
[2020-11-25 08:27:34	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000656696 | val_loss: 0.000660734 | Time: 3658.25 ms
[2020-11-25 08:27:38	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000658932 | val_loss: 0.000680988 | Time: 3642.13 ms
[2020-11-25 08:27:42	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000683861 | val_loss: 0.000662834 | Time: 3686.2 ms
[2020-11-25 08:27:45	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000654047 | val_loss: 0.000657373 | Time: 3681.45 ms
[2020-11-25 08:27:50	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000646759 | val_loss: 0.000660481 | Time: 4075.72 ms
[2020-11-25 08:27:53	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000670425 | val_loss: 0.000674761 | Time: 3936.94 ms
[2020-11-25 08:27:57	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000646771 | val_loss: 0.000642143 | Time: 3659.94 ms
[2020-11-25 08:28:01	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000637212 | val_loss: 0.000643137 | Time: 3610.33 ms
[2020-11-25 08:28:04	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000647877 | val_loss: 0.000740081 | Time: 3616.01 ms
[2020-11-25 08:28:09	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000720553 | val_loss: 0.000647609 | Time: 4943.14 ms
[2020-11-25 08:28:13	                main:581]	:	INFO	:	Epoch 934 | loss: 0.00064072 | val_loss: 0.000639003 | Time: 3654.32 ms
[2020-11-25 08:28:17	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000629678 | val_loss: 0.000637781 | Time: 3688.83 ms
[2020-11-25 08:28:20	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000624224 | val_loss: 0.000626418 | Time: 3721.16 ms
[2020-11-25 08:28:24	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000619802 | val_loss: 0.000623677 | Time: 3842.56 ms
[2020-11-25 08:28:28	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000617562 | val_loss: 0.000622235 | Time: 3716.01 ms
[2020-11-25 08:28:32	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000615078 | val_loss: 0.000618633 | Time: 3821.14 ms
[2020-11-25 08:28:36	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000627115 | val_loss: 0.000652769 | Time: 3940.31 ms
[2020-11-25 08:28:39	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000637452 | val_loss: 0.00063236 | Time: 3707.34 ms
[2020-11-25 08:28:43	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00061077 | val_loss: 0.000610999 | Time: 3649.85 ms
[2020-11-25 08:28:45	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000603954 | val_loss: 0.000603835 | Time: 2361.29 ms
[2020-11-25 08:28:49	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000597693 | val_loss: 0.000599948 | Time: 3619.1 ms
[2020-11-25 08:28:53	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000665355 | val_loss: 0.000688433 | Time: 3697.77 ms
[2020-11-25 08:28:56	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000618866 | val_loss: 0.000606494 | Time: 3740.25 ms
[2020-11-25 08:29:00	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000589043 | val_loss: 0.00058672 | Time: 3692.98 ms
[2020-11-25 08:29:04	                main:581]	:	INFO	:	Epoch 948 | loss: 0.00057672 | val_loss: 0.000582733 | Time: 3757.57 ms
[2020-11-25 08:29:08	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000589106 | val_loss: 0.000580237 | Time: 4158.27 ms
[2020-11-25 08:29:12	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000563648 | val_loss: 0.000575393 | Time: 3751.97 ms
[2020-11-25 08:29:16	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000597171 | val_loss: 0.000568573 | Time: 3694.75 ms
[2020-11-25 08:29:19	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000563122 | val_loss: 0.00055828 | Time: 3629.51 ms
[2020-11-25 08:29:23	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000566595 | val_loss: 0.00068209 | Time: 3604.36 ms
[2020-11-25 08:29:26	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000579857 | val_loss: 0.000546526 | Time: 3637.21 ms
[2020-11-25 08:29:30	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000538832 | val_loss: 0.000542592 | Time: 3680 ms
[2020-11-25 08:29:34	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000535066 | val_loss: 0.000606203 | Time: 3686.59 ms
[2020-11-25 08:29:37	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000655615 | val_loss: 0.0005757 | Time: 3709.48 ms
[2020-11-25 08:29:41	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000549691 | val_loss: 0.000526713 | Time: 3718.13 ms
[2020-11-25 08:29:45	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000518455 | val_loss: 0.000519885 | Time: 4201.32 ms
[2020-11-25 08:29:49	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000506701 | val_loss: 0.000501547 | Time: 3637.59 ms
[2020-11-25 08:29:53	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000530647 | val_loss: 0.000741585 | Time: 3743.38 ms
[2020-11-25 08:29:57	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000564928 | val_loss: 0.000536147 | Time: 3735.77 ms
[2020-11-25 08:30:00	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000504794 | val_loss: 0.000496798 | Time: 3741.06 ms
[2020-11-25 08:30:04	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000489437 | val_loss: 0.000487638 | Time: 3645.59 ms
[2020-11-25 08:30:08	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000483001 | val_loss: 0.000495783 | Time: 3635.99 ms
[2020-11-25 08:30:11	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000579572 | val_loss: 0.000514138 | Time: 3640.23 ms
[2020-11-25 08:30:15	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000508804 | val_loss: 0.000483378 | Time: 3674.23 ms
[2020-11-25 08:30:19	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00047906 | val_loss: 0.000472429 | Time: 3877.39 ms
[2020-11-25 08:30:22	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000468993 | val_loss: 0.000469864 | Time: 3696.28 ms
[2020-11-25 08:30:27	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000510815 | val_loss: 0.000719045 | Time: 4060.42 ms
[2020-11-25 08:30:30	                main:581]	:	INFO	:	Epoch 971 | loss: 0.00053242 | val_loss: 0.000475163 | Time: 3712.31 ms
[2020-11-25 08:30:34	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000466563 | val_loss: 0.000457828 | Time: 3583.1 ms
[2020-11-25 08:30:37	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000454672 | val_loss: 0.000473776 | Time: 3620.13 ms
[2020-11-25 08:30:41	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000502659 | val_loss: 0.000463266 | Time: 3698.24 ms
[2020-11-25 08:30:45	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000453052 | val_loss: 0.000442606 | Time: 3723.7 ms
[2020-11-25 08:30:49	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000461475 | val_loss: 0.000479617 | Time: 3721.1 ms
[2020-11-25 08:30:52	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000460331 | val_loss: 0.000444852 | Time: 3898.19 ms
[2020-11-25 08:30:56	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000444271 | val_loss: 0.000435889 | Time: 3979.87 ms
[2020-11-25 08:31:00	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0004456 | val_loss: 0.000536682 | Time: 3597.97 ms
[2020-11-25 08:31:04	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00053584 | val_loss: 0.000462728 | Time: 3724.63 ms
[2020-11-25 08:31:07	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000444354 | val_loss: 0.000432074 | Time: 3644.05 ms
[2020-11-25 08:31:11	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000426203 | val_loss: 0.000420159 | Time: 3672.86 ms
[2020-11-25 08:31:15	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00041911 | val_loss: 0.000414405 | Time: 3671.71 ms
[2020-11-25 08:31:18	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000424488 | val_loss: 0.0004987 | Time: 3609.68 ms
[2020-11-25 08:31:22	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000474041 | val_loss: 0.000425531 | Time: 3799.37 ms
[2020-11-25 08:31:26	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000416337 | val_loss: 0.000406191 | Time: 3795.9 ms
[2020-11-25 08:31:30	                main:581]	:	INFO	:	Epoch 987 | loss: 0.00040885 | val_loss: 0.000406473 | Time: 3747.85 ms
[2020-11-25 08:31:33	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000406751 | val_loss: 0.000420779 | Time: 3691.56 ms
[2020-11-25 08:31:37	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000413928 | val_loss: 0.000400703 | Time: 3701.74 ms
[2020-11-25 08:31:41	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000399643 | val_loss: 0.000395464 | Time: 3630.42 ms
[2020-11-25 08:31:44	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000402045 | val_loss: 0.000413371 | Time: 3630.58 ms
[2020-11-25 08:31:48	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000410372 | val_loss: 0.000398647 | Time: 3668.28 ms
[2020-11-25 08:31:52	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000391212 | val_loss: 0.000389176 | Time: 3687.56 ms
[2020-11-25 08:31:55	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000383887 | val_loss: 0.000385147 | Time: 3700.82 ms
[2020-11-25 08:31:59	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000391634 | val_loss: 0.000397517 | Time: 3741.11 ms
[2020-11-25 08:32:03	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000386545 | val_loss: 0.000375905 | Time: 3727.6 ms
[2020-11-25 08:32:07	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000365299 | val_loss: 0.000359358 | Time: 3665.74 ms
[2020-11-25 08:32:10	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000358417 | val_loss: 0.000360982 | Time: 3775.93 ms
[2020-11-25 08:32:14	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000358575 | val_loss: 0.000356526 | Time: 3777.94 ms
[2020-11-25 08:32:18	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000402445 | val_loss: 0.000587623 | Time: 3663.93 ms
[2020-11-25 08:32:21	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000414598 | val_loss: 0.000371057 | Time: 3629.23 ms
[2020-11-25 08:32:25	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000351034 | val_loss: 0.000341585 | Time: 3657.71 ms
[2020-11-25 08:32:29	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000386334 | val_loss: 0.00036727 | Time: 3690.26 ms
[2020-11-25 08:32:32	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000317497 | val_loss: 0.000302793 | Time: 3715.23 ms
[2020-11-25 08:32:36	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000292039 | val_loss: 0.000287269 | Time: 3775.49 ms
[2020-11-25 08:32:40	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000282046 | val_loss: 0.000279129 | Time: 3997 ms
[2020-11-25 08:32:44	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000278878 | val_loss: 0.000281741 | Time: 3628.2 ms
[2020-11-25 08:32:50	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000278208 | val_loss: 0.0002766 | Time: 6028.92 ms
[2020-11-25 08:32:54	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000274481 | val_loss: 0.000278515 | Time: 3702.69 ms
[2020-11-25 08:32:57	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000274431 | val_loss: 0.000276896 | Time: 3716.28 ms
[2020-11-25 08:33:01	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0002752 | val_loss: 0.000283382 | Time: 3741.37 ms
[2020-11-25 08:33:05	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00029455 | val_loss: 0.000289247 | Time: 3643.74 ms
[2020-11-25 08:33:08	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000275455 | val_loss: 0.000274083 | Time: 3608.56 ms
[2020-11-25 08:33:12	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000269781 | val_loss: 0.000268125 | Time: 3624.38 ms
[2020-11-25 08:33:16	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000270478 | val_loss: 0.000269844 | Time: 3710.23 ms
[2020-11-25 08:33:19	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000323677 | val_loss: 0.000285333 | Time: 3700.45 ms
[2020-11-25 08:33:23	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000288256 | val_loss: 0.000274137 | Time: 3668.3 ms
[2020-11-25 08:33:27	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000270417 | val_loss: 0.000269755 | Time: 3690.91 ms
[2020-11-25 08:33:30	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000269446 | val_loss: 0.000266606 | Time: 3632.72 ms
[2020-11-25 08:33:34	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000267316 | val_loss: 0.000269241 | Time: 3662.64 ms
[2020-11-25 08:33:38	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000270216 | val_loss: 0.00026787 | Time: 3688.28 ms
[2020-11-25 08:33:42	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000267136 | val_loss: 0.000268313 | Time: 3901.86 ms
[2020-11-25 08:33:45	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000272626 | val_loss: 0.000272362 | Time: 3739.41 ms
[2020-11-25 08:33:49	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000268712 | val_loss: 0.000267656 | Time: 3777.39 ms
[2020-11-25 08:33:49	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000267656
[2020-11-25 08:33:49	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-25 08:33:49	                main:615]	:	INFO	:	Success, exiting..
08:33:49 (13571): called boinc_finish(0)

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