Task 3246820

Name EightBitModified-1605455744-5818-5_0
Workunit 1524340
Created 12 Dec 2020, 9:13:05 UTC
Sent 14 Dec 2020, 11:50:14 UTC
Report deadline 21 Dec 2020, 11:50:14 UTC
Received 14 Dec 2020, 16:29:24 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5419
Run time 1 hours 2 min 13 sec
CPU time 1 hours 1 min 57 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,472.99 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.68 GB
Peak swap size 28.64 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 526 | loss: 0.000137884 | val_loss: 0.000166528 | Time: 3596.39 ms
[2020-12-14 16:58:53	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000136008 | val_loss: 0.000148415 | Time: 3565.19 ms
[2020-12-14 16:58:56	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000124781 | val_loss: 0.00014607 | Time: 3583.15 ms
[2020-12-14 16:59:00	                main:581]	:	INFO	:	Epoch 529 | loss: 0.00014179 | val_loss: 0.000152033 | Time: 3567.72 ms
[2020-12-14 16:59:03	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000136381 | val_loss: 0.000147331 | Time: 3525.76 ms
[2020-12-14 16:59:07	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000123203 | val_loss: 0.000143485 | Time: 3576.54 ms
[2020-12-14 16:59:10	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000135202 | val_loss: 0.000182004 | Time: 3577.03 ms
[2020-12-14 16:59:14	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000135581 | val_loss: 0.000143656 | Time: 3592.84 ms
[2020-12-14 16:59:18	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000120522 | val_loss: 0.000139534 | Time: 3558.95 ms
[2020-12-14 16:59:21	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000125815 | val_loss: 0.000152587 | Time: 3611.51 ms
[2020-12-14 16:59:25	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000149054 | val_loss: 0.000178304 | Time: 3595.01 ms
[2020-12-14 16:59:28	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000143383 | val_loss: 0.000150372 | Time: 3542.17 ms
[2020-12-14 16:59:32	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000124692 | val_loss: 0.000141272 | Time: 3553.72 ms
[2020-12-14 16:59:35	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000119017 | val_loss: 0.000139569 | Time: 3589 ms
[2020-12-14 16:59:39	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000125301 | val_loss: 0.000178362 | Time: 3570.36 ms
[2020-12-14 16:59:43	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000181634 | val_loss: 0.000166824 | Time: 3577.39 ms
[2020-12-14 16:59:46	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000146681 | val_loss: 0.000148787 | Time: 3590.68 ms
[2020-12-14 16:59:50	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000123448 | val_loss: 0.000138181 | Time: 3585.56 ms
[2020-12-14 16:59:53	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000118879 | val_loss: 0.000137663 | Time: 3548.34 ms
[2020-12-14 16:59:57	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000127105 | val_loss: 0.000162446 | Time: 3612.68 ms
[2020-12-14 17:00:01	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000132035 | val_loss: 0.000145104 | Time: 3552.92 ms
[2020-12-14 17:00:04	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000123624 | val_loss: 0.000138808 | Time: 3583.29 ms
[2020-12-14 17:00:08	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000120129 | val_loss: 0.000141392 | Time: 3594.6 ms
[2020-12-14 17:00:11	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000142831 | val_loss: 0.000148287 | Time: 3596.49 ms
[2020-12-14 17:00:15	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000144303 | val_loss: 0.00015575 | Time: 3607.41 ms
[2020-12-14 17:00:19	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000128027 | val_loss: 0.000146017 | Time: 3604.3 ms
[2020-12-14 17:00:22	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000123832 | val_loss: 0.000142199 | Time: 3555.11 ms
[2020-12-14 17:00:26	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000120658 | val_loss: 0.000141872 | Time: 3579.62 ms
[2020-12-14 17:00:29	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000147336 | val_loss: 0.000157722 | Time: 3556.63 ms
[2020-12-14 17:00:33	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000135965 | val_loss: 0.000154343 | Time: 3552.21 ms
[2020-12-14 17:00:36	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000127273 | val_loss: 0.000142047 | Time: 3557.55 ms
[2020-12-14 17:00:40	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000118997 | val_loss: 0.000137254 | Time: 3590.2 ms
[2020-12-14 17:00:43	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000118499 | val_loss: 0.000141178 | Time: 3577.97 ms
[2020-12-14 17:00:47	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000174568 | val_loss: 0.000211453 | Time: 3580.96 ms
[2020-12-14 17:00:51	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000160653 | val_loss: 0.000166308 | Time: 3557.83 ms
[2020-12-14 17:00:54	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000131137 | val_loss: 0.000144049 | Time: 3548.38 ms
[2020-12-14 17:00:58	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0001195 | val_loss: 0.00014059 | Time: 3577.62 ms
[2020-12-14 17:01:01	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000137579 | val_loss: 0.000147002 | Time: 3597.08 ms
[2020-12-14 17:01:05	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000127404 | val_loss: 0.000141642 | Time: 3572.13 ms
[2020-12-14 17:01:08	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000119912 | val_loss: 0.000142256 | Time: 3496.34 ms
[2020-12-14 17:01:12	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000138525 | val_loss: 0.000146444 | Time: 3574.31 ms
[2020-12-14 17:01:16	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000124928 | val_loss: 0.000141908 | Time: 3545.33 ms
[2020-12-14 17:01:19	                main:581]	:	INFO	:	Epoch 568 | loss: 0.00012088 | val_loss: 0.000140308 | Time: 3585.38 ms
[2020-12-14 17:01:23	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000119124 | val_loss: 0.000140188 | Time: 3579.42 ms
[2020-12-14 17:01:26	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000140076 | val_loss: 0.000188344 | Time: 3591.74 ms
[2020-12-14 17:01:30	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000145832 | val_loss: 0.000150859 | Time: 3643.99 ms
[2020-12-14 17:01:34	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000126402 | val_loss: 0.000143367 | Time: 3600.32 ms
[2020-12-14 17:01:37	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000121057 | val_loss: 0.000141322 | Time: 3602.59 ms
[2020-12-14 17:01:41	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000128617 | val_loss: 0.000169088 | Time: 3582.39 ms
[2020-12-14 17:01:44	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000137716 | val_loss: 0.000142936 | Time: 3585.78 ms
[2020-12-14 17:01:48	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000123667 | val_loss: 0.000143567 | Time: 3625.89 ms
[2020-12-14 17:01:52	                main:581]	:	INFO	:	Epoch 577 | loss: 0.00014023 | val_loss: 0.000191039 | Time: 3606.88 ms
[2020-12-14 17:01:55	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000147074 | val_loss: 0.000147169 | Time: 3644.55 ms
[2020-12-14 17:01:59	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000123734 | val_loss: 0.000139708 | Time: 3620.83 ms
[2020-12-14 17:02:02	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000122148 | val_loss: 0.000151965 | Time: 3600.77 ms
[2020-12-14 17:02:06	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000166264 | val_loss: 0.000158168 | Time: 3597.39 ms
[2020-12-14 17:02:10	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000132635 | val_loss: 0.00014453 | Time: 3612.35 ms
[2020-12-14 17:02:13	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000121381 | val_loss: 0.000137942 | Time: 3603.71 ms
[2020-12-14 17:02:17	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000118739 | val_loss: 0.000137211 | Time: 3559.8 ms
[2020-12-14 17:02:20	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000122475 | val_loss: 0.000169885 | Time: 3609.22 ms
[2020-12-14 17:02:24	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00014428 | val_loss: 0.000151379 | Time: 3606.63 ms
[2020-12-14 17:02:28	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000128726 | val_loss: 0.000144595 | Time: 3581.22 ms
[2020-12-14 17:02:31	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000122355 | val_loss: 0.000143841 | Time: 3623.39 ms
[2020-12-14 17:02:35	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000146693 | val_loss: 0.00022395 | Time: 3624.88 ms
[2020-12-14 17:02:38	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000146162 | val_loss: 0.000153969 | Time: 3567.39 ms
[2020-12-14 17:02:42	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000143549 | val_loss: 0.000145819 | Time: 3612.08 ms
[2020-12-14 17:02:46	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000122525 | val_loss: 0.00013869 | Time: 3594.58 ms
[2020-12-14 17:02:49	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000122982 | val_loss: 0.000144196 | Time: 3593.57 ms
[2020-12-14 17:02:53	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000139528 | val_loss: 0.000153436 | Time: 3559.27 ms
[2020-12-14 17:02:56	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000126475 | val_loss: 0.000140554 | Time: 3627.28 ms
[2020-12-14 17:03:00	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000121776 | val_loss: 0.000146938 | Time: 3577.2 ms
[2020-12-14 17:03:04	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000132014 | val_loss: 0.000141917 | Time: 3599.75 ms
[2020-12-14 17:03:07	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000129031 | val_loss: 0.000168583 | Time: 3618.75 ms
[2020-12-14 17:03:11	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000134406 | val_loss: 0.000144134 | Time: 3615.6 ms
[2020-12-14 17:03:14	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000126378 | val_loss: 0.000150192 | Time: 3578.58 ms
[2020-12-14 17:03:18	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000132339 | val_loss: 0.000154107 | Time: 3618.26 ms
[2020-12-14 17:03:22	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000136291 | val_loss: 0.000146899 | Time: 3588.11 ms
[2020-12-14 17:03:25	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000127217 | val_loss: 0.000141117 | Time: 3594.97 ms
[2020-12-14 17:03:29	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000121273 | val_loss: 0.000143671 | Time: 3545.5 ms
[2020-12-14 17:03:32	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000149317 | val_loss: 0.000178164 | Time: 3623.74 ms
[2020-12-14 17:03:36	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000151739 | val_loss: 0.000161361 | Time: 3597.48 ms
[2020-12-14 17:03:40	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000128293 | val_loss: 0.000141465 | Time: 3594.38 ms
[2020-12-14 17:03:43	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000120962 | val_loss: 0.000145252 | Time: 3583.48 ms
[2020-12-14 17:03:47	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000130875 | val_loss: 0.000162679 | Time: 3608.38 ms
[2020-12-14 17:03:50	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000129271 | val_loss: 0.000140362 | Time: 3586.32 ms
[2020-12-14 17:03:54	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000123428 | val_loss: 0.000147936 | Time: 3607.24 ms
[2020-12-14 17:03:58	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000128511 | val_loss: 0.000145914 | Time: 3626.97 ms
[2020-12-14 17:04:01	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000132049 | val_loss: 0.000145021 | Time: 3570.11 ms
[2020-12-14 17:04:05	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000141724 | val_loss: 0.000165407 | Time: 3598.24 ms
[2020-12-14 17:04:08	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000138789 | val_loss: 0.000148704 | Time: 3621.37 ms
[2020-12-14 17:04:12	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000124096 | val_loss: 0.000139302 | Time: 3563.86 ms
[2020-12-14 17:04:16	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000120967 | val_loss: 0.00014942 | Time: 3596.27 ms
[2020-12-14 17:04:19	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000163643 | val_loss: 0.000164408 | Time: 3620.64 ms
[2020-12-14 17:04:23	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000131288 | val_loss: 0.000142691 | Time: 3588.89 ms
[2020-12-14 17:04:26	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000121353 | val_loss: 0.00014219 | Time: 3612.44 ms
[2020-12-14 17:04:30	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000127213 | val_loss: 0.000159273 | Time: 3616.14 ms
[2020-12-14 17:04:34	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000127209 | val_loss: 0.000141437 | Time: 3600.95 ms
[2020-12-14 17:04:37	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000124391 | val_loss: 0.000146337 | Time: 3576.97 ms
[2020-12-14 17:04:41	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000128664 | val_loss: 0.000154314 | Time: 3617.97 ms
[2020-12-14 17:04:44	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000141644 | val_loss: 0.000150595 | Time: 3594.88 ms
[2020-12-14 17:04:48	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000131705 | val_loss: 0.000143419 | Time: 3548.47 ms
[2020-12-14 17:04:51	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000121777 | val_loss: 0.000140848 | Time: 3585.12 ms
[2020-12-14 17:04:55	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000127615 | val_loss: 0.000153934 | Time: 3625.14 ms
[2020-12-14 17:04:59	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000175107 | val_loss: 0.000179489 | Time: 3562.97 ms
[2020-12-14 17:05:02	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000159473 | val_loss: 0.000156233 | Time: 3586.98 ms
[2020-12-14 17:05:06	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000126768 | val_loss: 0.000141093 | Time: 3594.83 ms
[2020-12-14 17:05:09	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000118906 | val_loss: 0.000138566 | Time: 3594.69 ms
[2020-12-14 17:05:13	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000117449 | val_loss: 0.00013753 | Time: 3567.68 ms
[2020-12-14 17:05:17	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000127586 | val_loss: 0.000169395 | Time: 3634.64 ms
[2020-12-14 17:05:20	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000134543 | val_loss: 0.000143933 | Time: 3586.11 ms
[2020-12-14 17:05:24	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000121491 | val_loss: 0.000138041 | Time: 3604.9 ms
[2020-12-14 17:05:27	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000118159 | val_loss: 0.000141073 | Time: 3623.25 ms
[2020-12-14 17:05:31	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000152875 | val_loss: 0.000161051 | Time: 3592.47 ms
[2020-12-14 17:05:35	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000137023 | val_loss: 0.000149763 | Time: 3616.06 ms
[2020-12-14 17:05:38	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000130399 | val_loss: 0.000149145 | Time: 3613.31 ms
[2020-12-14 17:05:42	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000123201 | val_loss: 0.000143769 | Time: 3596.91 ms
[2020-12-14 17:05:45	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000124195 | val_loss: 0.000146053 | Time: 3590 ms
[2020-12-14 17:05:49	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000146028 | val_loss: 0.000162175 | Time: 3584.85 ms
[2020-12-14 17:05:53	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000134005 | val_loss: 0.000145775 | Time: 3619.65 ms
[2020-12-14 17:05:56	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000127142 | val_loss: 0.000142059 | Time: 3588.47 ms
[2020-12-14 17:06:00	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000122571 | val_loss: 0.000152088 | Time: 3608.59 ms
[2020-12-14 17:06:03	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000132858 | val_loss: 0.000143709 | Time: 3615.24 ms
[2020-12-14 17:06:07	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000120488 | val_loss: 0.000140433 | Time: 3596.23 ms
[2020-12-14 17:06:11	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000150433 | val_loss: 0.000166671 | Time: 3602.39 ms
[2020-12-14 17:06:14	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000137008 | val_loss: 0.000143417 | Time: 3618.16 ms
[2020-12-14 17:06:18	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000122475 | val_loss: 0.000140064 | Time: 3567.04 ms
[2020-12-14 17:06:21	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000119512 | val_loss: 0.000140886 | Time: 3574.63 ms
[2020-12-14 17:06:25	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0001436 | val_loss: 0.000166586 | Time: 3602.35 ms
[2020-12-14 17:06:29	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000138476 | val_loss: 0.000145503 | Time: 3612 ms
[2020-12-14 17:06:32	                main:581]	:	INFO	:	Epoch 655 | loss: 0.00012266 | val_loss: 0.000141813 | Time: 3587.8 ms
[2020-12-14 17:06:36	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000144121 | val_loss: 0.000153491 | Time: 3619.26 ms
[2020-12-14 17:06:39	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00012933 | val_loss: 0.000142179 | Time: 3600.49 ms
[2020-12-14 17:06:43	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000120425 | val_loss: 0.000139242 | Time: 3576.73 ms
[2020-12-14 17:06:47	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000119891 | val_loss: 0.000144313 | Time: 3604.91 ms
[2020-12-14 17:06:50	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000143919 | val_loss: 0.000155983 | Time: 3617.21 ms
[2020-12-14 17:06:54	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000131474 | val_loss: 0.000149485 | Time: 3606.59 ms
[2020-12-14 17:06:57	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000122079 | val_loss: 0.00013966 | Time: 3540.73 ms
[2020-12-14 17:07:01	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000126213 | val_loss: 0.000176975 | Time: 3614.17 ms
[2020-12-14 17:07:05	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000157624 | val_loss: 0.000161504 | Time: 3566.6 ms
[2020-12-14 17:07:08	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000134919 | val_loss: 0.000154499 | Time: 3619.77 ms
[2020-12-14 17:07:12	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000127056 | val_loss: 0.00014656 | Time: 3602.23 ms
[2020-12-14 17:07:15	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000126936 | val_loss: 0.000141771 | Time: 3615.66 ms
[2020-12-14 17:07:19	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000124748 | val_loss: 0.000145193 | Time: 3594.06 ms
[2020-12-14 17:07:23	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000127059 | val_loss: 0.000148193 | Time: 3593.78 ms
[2020-12-14 17:07:26	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000136067 | val_loss: 0.000155267 | Time: 3656.5 ms
[2020-12-14 17:07:30	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000127214 | val_loss: 0.000150243 | Time: 3619.41 ms
[2020-12-14 17:07:33	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000135065 | val_loss: 0.000144494 | Time: 3579.5 ms
[2020-12-14 17:07:37	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000122416 | val_loss: 0.00014411 | Time: 3648.32 ms
[2020-12-14 17:07:41	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000130715 | val_loss: 0.000145572 | Time: 3584.31 ms
[2020-12-14 17:07:44	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000128147 | val_loss: 0.000152232 | Time: 3625.48 ms
[2020-12-14 17:07:48	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000145964 | val_loss: 0.000166054 | Time: 3599.76 ms
[2020-12-14 17:07:52	                main:581]	:	INFO	:	Epoch 677 | loss: 0.00013106 | val_loss: 0.000142544 | Time: 3621.35 ms
[2020-12-14 17:07:55	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000121342 | val_loss: 0.000141975 | Time: 3597.59 ms
[2020-12-14 17:07:59	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000151327 | val_loss: 0.000151679 | Time: 3613.09 ms
[2020-12-14 17:08:02	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000136085 | val_loss: 0.000159134 | Time: 3614.15 ms
[2020-12-14 17:08:06	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000128736 | val_loss: 0.000142339 | Time: 3556.02 ms
[2020-12-14 17:08:10	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000128636 | val_loss: 0.000168111 | Time: 3620.38 ms
[2020-12-14 17:08:13	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000130547 | val_loss: 0.000144834 | Time: 3640.35 ms
[2020-12-14 17:08:17	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000127642 | val_loss: 0.000146513 | Time: 3586.38 ms
[2020-12-14 17:08:20	                main:581]	:	INFO	:	Epoch 685 | loss: 0.00012028 | val_loss: 0.000141029 | Time: 3612.46 ms
[2020-12-14 17:08:24	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000131714 | val_loss: 0.000181628 | Time: 3609.59 ms
[2020-12-14 17:08:28	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000143163 | val_loss: 0.000149137 | Time: 3568.42 ms
[2020-12-14 17:08:31	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000137388 | val_loss: 0.000145303 | Time: 3605.45 ms
[2020-12-14 17:08:35	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000122017 | val_loss: 0.000139251 | Time: 3621.41 ms
[2020-12-14 17:08:38	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000120246 | val_loss: 0.000144005 | Time: 3566.98 ms
[2020-12-14 17:08:42	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000138868 | val_loss: 0.000148801 | Time: 3566.28 ms
[2020-12-14 17:08:46	                main:581]	:	INFO	:	Epoch 692 | loss: 0.00012703 | val_loss: 0.000156032 | Time: 3605.16 ms
[2020-12-14 17:08:49	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000142506 | val_loss: 0.000162721 | Time: 3607.76 ms
[2020-12-14 17:08:53	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000132894 | val_loss: 0.000143529 | Time: 3591.11 ms
[2020-12-14 17:08:56	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000121179 | val_loss: 0.000140877 | Time: 3617.97 ms
[2020-12-14 17:09:00	                main:581]	:	INFO	:	Epoch 696 | loss: 0.00013585 | val_loss: 0.000197159 | Time: 3626.39 ms
[2020-12-14 17:09:04	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000144416 | val_loss: 0.000144164 | Time: 3576.64 ms
[2020-12-14 17:09:07	                main:581]	:	INFO	:	Epoch 698 | loss: 0.00012459 | val_loss: 0.000144226 | Time: 3598.39 ms
[2020-12-14 17:09:11	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000119979 | val_loss: 0.000139295 | Time: 3614.54 ms
[2020-12-14 17:09:14	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000142835 | val_loss: 0.000170999 | Time: 3608.54 ms
[2020-12-14 17:09:18	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000135063 | val_loss: 0.000144849 | Time: 3564.41 ms
[2020-12-14 17:09:22	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000123165 | val_loss: 0.000145301 | Time: 3661.16 ms
[2020-12-14 17:09:25	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000132289 | val_loss: 0.000168457 | Time: 3602.1 ms
[2020-12-14 17:09:29	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00013987 | val_loss: 0.000145105 | Time: 3605.13 ms
[2020-12-14 17:09:32	                main:581]	:	INFO	:	Epoch 705 | loss: 0.00012326 | val_loss: 0.000141991 | Time: 3608.78 ms
[2020-12-14 17:09:36	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000123122 | val_loss: 0.000162792 | Time: 3607.46 ms
[2020-12-14 17:09:40	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000156365 | val_loss: 0.000156594 | Time: 3619 ms
[2020-12-14 17:09:43	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000138057 | val_loss: 0.00014859 | Time: 3586.1 ms
[2020-12-14 17:09:47	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000123253 | val_loss: 0.000141464 | Time: 3615.37 ms
[2020-12-14 17:09:50	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000122888 | val_loss: 0.000159843 | Time: 3596.12 ms
[2020-12-14 17:09:54	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000134384 | val_loss: 0.000147537 | Time: 3567.23 ms
[2020-12-14 17:09:58	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000129492 | val_loss: 0.0001417 | Time: 3607.9 ms
[2020-12-14 17:10:01	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000120046 | val_loss: 0.000143041 | Time: 3593.85 ms
[2020-12-14 17:10:05	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000130428 | val_loss: 0.000181052 | Time: 3608.23 ms
[2020-12-14 17:10:08	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000140541 | val_loss: 0.000149405 | Time: 3588.37 ms
[2020-12-14 17:10:12	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000126428 | val_loss: 0.00014026 | Time: 3610.37 ms
[2020-12-14 17:10:16	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000121772 | val_loss: 0.000152493 | Time: 3606.83 ms
[2020-12-14 17:10:19	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000156268 | val_loss: 0.000157236 | Time: 3611.46 ms
[2020-12-14 17:10:23	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000129404 | val_loss: 0.000141091 | Time: 3591.6 ms
[2020-12-14 17:10:26	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000122924 | val_loss: 0.000148772 | Time: 3579.8 ms
[2020-12-14 17:10:30	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000126408 | val_loss: 0.000143489 | Time: 3592.52 ms
[2020-12-14 17:10:34	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000122505 | val_loss: 0.000155043 | Time: 3985.93 ms
[2020-12-14 17:10:38	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000159473 | val_loss: 0.000157589 | Time: 4028.84 ms
[2020-12-14 17:10:42	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0001357 | val_loss: 0.000153441 | Time: 3798.73 ms
[2020-12-14 17:10:46	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000134021 | val_loss: 0.000164486 | Time: 3813.69 ms
[2020-12-14 17:10:49	                main:581]	:	INFO	:	Epoch 726 | loss: 0.00107324 | val_loss: 0.00429048 | Time: 3785.91 ms
[2020-12-14 17:10:53	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0172085 | val_loss: 0.00802499 | Time: 3737.04 ms
[2020-12-14 17:10:57	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00478284 | val_loss: 0.00243921 | Time: 3734.78 ms
[2020-12-14 17:11:01	                main:581]	:	INFO	:	Epoch 729 | loss: 0.00165943 | val_loss: 0.00101777 | Time: 3691.1 ms
[2020-12-14 17:11:04	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000785114 | val_loss: 0.000611792 | Time: 3655.99 ms
[2020-12-14 17:11:08	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000499789 | val_loss: 0.00040673 | Time: 3723.66 ms
[2020-12-14 17:11:12	                main:581]	:	INFO	:	Epoch 732 | loss: 0.00036456 | val_loss: 0.000343839 | Time: 3685.44 ms
[2020-12-14 17:11:15	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000321916 | val_loss: 0.000321141 | Time: 3716.02 ms
[2020-12-14 17:11:19	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000296244 | val_loss: 0.000304555 | Time: 3731.12 ms
[2020-12-14 17:11:23	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000276718 | val_loss: 0.000287541 | Time: 3686.78 ms
[2020-12-14 17:11:27	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000262784 | val_loss: 0.00027526 | Time: 3715.91 ms
[2020-12-14 17:11:30	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000251517 | val_loss: 0.00026458 | Time: 3723.14 ms
[2020-12-14 17:11:34	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000242149 | val_loss: 0.000256497 | Time: 3702.98 ms
[2020-12-14 17:11:38	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000234603 | val_loss: 0.000249595 | Time: 3654.2 ms
[2020-12-14 17:11:41	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000228924 | val_loss: 0.000244329 | Time: 3705.69 ms
[2020-12-14 17:11:45	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000224554 | val_loss: 0.0002406 | Time: 3692.34 ms
[2020-12-14 17:11:49	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000220977 | val_loss: 0.0002372 | Time: 3720.18 ms
[2020-12-14 17:11:52	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000217686 | val_loss: 0.00023425 | Time: 3692.45 ms
[2020-12-14 17:11:56	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000214962 | val_loss: 0.000230856 | Time: 3689.27 ms
[2020-12-14 17:12:00	                main:581]	:	INFO	:	Epoch 745 | loss: 0.00021248 | val_loss: 0.000228226 | Time: 3695.26 ms
[2020-12-14 17:12:03	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000210383 | val_loss: 0.000224729 | Time: 3689.53 ms
[2020-12-14 17:12:07	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000208645 | val_loss: 0.000213846 | Time: 3713.96 ms
[2020-12-14 17:12:11	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000210582 | val_loss: 0.000226871 | Time: 3657.43 ms
[2020-12-14 17:12:15	                main:581]	:	INFO	:	Epoch 749 | loss: 0.00031173 | val_loss: 0.000421885 | Time: 3687.92 ms
[2020-12-14 17:12:18	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000383729 | val_loss: 0.000274837 | Time: 3681.65 ms
[2020-12-14 17:12:22	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000229412 | val_loss: 0.000212455 | Time: 3670.08 ms
[2020-12-14 17:12:26	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000198703 | val_loss: 0.000200082 | Time: 3690.96 ms
[2020-12-14 17:12:29	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000224954 | val_loss: 0.000215728 | Time: 3664.34 ms
[2020-12-14 17:12:33	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000191566 | val_loss: 0.000186809 | Time: 3653.01 ms
[2020-12-14 17:12:37	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000178656 | val_loss: 0.000181383 | Time: 3697.17 ms
[2020-12-14 17:12:40	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000175128 | val_loss: 0.000179124 | Time: 3700.07 ms
[2020-12-14 17:12:44	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000173359 | val_loss: 0.000177306 | Time: 3674.34 ms
[2020-12-14 17:12:48	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0001718 | val_loss: 0.000175862 | Time: 3678.13 ms
[2020-12-14 17:12:51	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000170598 | val_loss: 0.000175153 | Time: 3690.41 ms
[2020-12-14 17:12:55	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000169656 | val_loss: 0.000173785 | Time: 3679.23 ms
[2020-12-14 17:12:59	                main:581]	:	INFO	:	Epoch 761 | loss: 0.00016163 | val_loss: 0.000167109 | Time: 3658.25 ms
[2020-12-14 17:13:02	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000153656 | val_loss: 0.000166548 | Time: 3691.01 ms
[2020-12-14 17:13:06	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000151538 | val_loss: 0.000172504 | Time: 3709.4 ms
[2020-12-14 17:13:10	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000169616 | val_loss: 0.000167173 | Time: 3686.89 ms
[2020-12-14 17:13:13	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000152404 | val_loss: 0.000164907 | Time: 3703.04 ms
[2020-12-14 17:13:17	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000149225 | val_loss: 0.000163907 | Time: 3665.85 ms
[2020-12-14 17:13:21	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000148246 | val_loss: 0.000163684 | Time: 3667.87 ms
[2020-12-14 17:13:25	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000147578 | val_loss: 0.000163063 | Time: 3698.75 ms
[2020-12-14 17:13:28	                main:581]	:	INFO	:	Epoch 769 | loss: 0.00014746 | val_loss: 0.00016345 | Time: 3687.67 ms
[2020-12-14 17:13:32	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000148719 | val_loss: 0.000166996 | Time: 3689.9 ms
[2020-12-14 17:13:36	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000166272 | val_loss: 0.00023913 | Time: 3669.94 ms
[2020-12-14 17:13:39	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000176566 | val_loss: 0.000166448 | Time: 3698.55 ms
[2020-12-14 17:13:43	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000148649 | val_loss: 0.000161229 | Time: 3680.24 ms
[2020-12-14 17:13:47	                main:581]	:	INFO	:	Epoch 774 | loss: 0.00014616 | val_loss: 0.000160776 | Time: 3672.65 ms
[2020-12-14 17:13:50	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000145436 | val_loss: 0.000161587 | Time: 3677.06 ms
[2020-12-14 17:13:54	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000148686 | val_loss: 0.000174243 | Time: 3666.88 ms
[2020-12-14 17:13:58	                main:581]	:	INFO	:	Epoch 777 | loss: 0.00015505 | val_loss: 0.000162168 | Time: 3830.13 ms
[2020-12-14 17:14:02	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000147666 | val_loss: 0.000165303 | Time: 3983.47 ms
[2020-12-14 17:14:06	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000145341 | val_loss: 0.000159857 | Time: 3791.47 ms
[2020-12-14 17:14:09	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000146517 | val_loss: 0.000165154 | Time: 3692.52 ms
[2020-12-14 17:14:13	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000167284 | val_loss: 0.000160369 | Time: 3708.04 ms
[2020-12-14 17:14:17	                main:581]	:	INFO	:	Epoch 782 | loss: 0.00015149 | val_loss: 0.000164712 | Time: 3705.35 ms
[2020-12-14 17:14:20	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000145186 | val_loss: 0.000160617 | Time: 3712.84 ms
[2020-12-14 17:14:24	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000144824 | val_loss: 0.000161106 | Time: 3688.62 ms
[2020-12-14 17:14:28	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000147525 | val_loss: 0.000161274 | Time: 3655.32 ms
[2020-12-14 17:14:31	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000145065 | val_loss: 0.000161732 | Time: 3715.42 ms
[2020-12-14 17:14:35	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000146676 | val_loss: 0.000188482 | Time: 3705.29 ms
[2020-12-14 17:14:39	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000205977 | val_loss: 0.000164857 | Time: 3676.89 ms
[2020-12-14 17:14:43	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000153388 | val_loss: 0.000163588 | Time: 3704.07 ms
[2020-12-14 17:14:46	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000144279 | val_loss: 0.000158573 | Time: 3727.38 ms
[2020-12-14 17:14:50	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000142205 | val_loss: 0.000157472 | Time: 3684.47 ms
[2020-12-14 17:14:54	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0001416 | val_loss: 0.000157234 | Time: 3705.85 ms
[2020-12-14 17:14:57	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000141439 | val_loss: 0.000156822 | Time: 3686.9 ms
[2020-12-14 17:15:01	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000141208 | val_loss: 0.000156722 | Time: 3672.08 ms
[2020-12-14 17:15:05	                main:581]	:	INFO	:	Epoch 795 | loss: 0.00014116 | val_loss: 0.00015735 | Time: 3710.59 ms
[2020-12-14 17:15:09	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000191826 | val_loss: 0.000312155 | Time: 3942.85 ms
[2020-12-14 17:15:13	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000197785 | val_loss: 0.000169203 | Time: 3951.16 ms
[2020-12-14 17:15:17	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000149399 | val_loss: 0.000158467 | Time: 3942.16 ms
[2020-12-14 17:15:20	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000142326 | val_loss: 0.000156543 | Time: 3867.49 ms
[2020-12-14 17:15:24	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000140624 | val_loss: 0.000156502 | Time: 4001.44 ms
[2020-12-14 17:15:28	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000140327 | val_loss: 0.000155947 | Time: 3847.41 ms
[2020-12-14 17:15:32	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000139952 | val_loss: 0.000155855 | Time: 3846.04 ms
[2020-12-14 17:15:36	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000140492 | val_loss: 0.000156471 | Time: 3729.9 ms
[2020-12-14 17:15:40	                main:581]	:	INFO	:	Epoch 804 | loss: 0.00014007 | val_loss: 0.000155935 | Time: 3768.07 ms
[2020-12-14 17:15:43	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000147331 | val_loss: 0.000191413 | Time: 3756.03 ms
[2020-12-14 17:15:47	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000174885 | val_loss: 0.000164086 | Time: 3891.05 ms
[2020-12-14 17:15:51	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000145871 | val_loss: 0.00015828 | Time: 3742.24 ms
[2020-12-14 17:15:55	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000140103 | val_loss: 0.000155561 | Time: 3725.37 ms
[2020-12-14 17:15:58	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000139838 | val_loss: 0.000155765 | Time: 3713.08 ms
[2020-12-14 17:16:02	                main:581]	:	INFO	:	Epoch 810 | loss: 0.00013967 | val_loss: 0.000158194 | Time: 3703.84 ms
[2020-12-14 17:16:06	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000145852 | val_loss: 0.000175653 | Time: 3737.92 ms
[2020-12-14 17:16:10	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000170781 | val_loss: 0.00017117 | Time: 3651.1 ms
[2020-12-14 17:16:13	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000148167 | val_loss: 0.000159872 | Time: 3680.35 ms
[2020-12-14 17:16:17	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000142501 | val_loss: 0.000156924 | Time: 3712.92 ms
[2020-12-14 17:16:21	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000139487 | val_loss: 0.000156535 | Time: 3706.87 ms
[2020-12-14 17:16:24	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000155396 | val_loss: 0.000193976 | Time: 3686.5 ms
[2020-12-14 17:16:28	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000150988 | val_loss: 0.000157056 | Time: 3737.22 ms
[2020-12-14 17:16:32	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000140034 | val_loss: 0.000156335 | Time: 3866.66 ms
[2020-12-14 17:16:36	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000148198 | val_loss: 0.00017144 | Time: 3923.32 ms
[2020-12-14 17:16:40	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000145996 | val_loss: 0.000165696 | Time: 3778.65 ms
[2020-12-14 17:16:43	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000151009 | val_loss: 0.000160207 | Time: 3682.14 ms
[2020-12-14 17:16:47	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000147313 | val_loss: 0.000164394 | Time: 3779.58 ms
[2020-12-14 17:16:51	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000140416 | val_loss: 0.000156011 | Time: 4077.32 ms
[2020-12-14 17:16:55	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000148303 | val_loss: 0.000174296 | Time: 3964.58 ms
[2020-12-14 17:16:59	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000153714 | val_loss: 0.000194588 | Time: 3724.03 ms
[2020-12-14 17:17:03	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000170049 | val_loss: 0.000168272 | Time: 3681.64 ms
[2020-12-14 17:17:06	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000144265 | val_loss: 0.000156097 | Time: 3726.37 ms
[2020-12-14 17:17:10	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000141446 | val_loss: 0.000156118 | Time: 3701.8 ms
[2020-12-14 17:17:14	                main:581]	:	INFO	:	Epoch 829 | loss: 0.00013951 | val_loss: 0.000156939 | Time: 3717.05 ms
[2020-12-14 17:17:17	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000143787 | val_loss: 0.00016293 | Time: 3701.85 ms
[2020-12-14 17:17:21	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000156722 | val_loss: 0.000176795 | Time: 3670.5 ms
[2020-12-14 17:17:25	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000156871 | val_loss: 0.000156469 | Time: 3735.33 ms
[2020-12-14 17:17:28	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000140215 | val_loss: 0.000157196 | Time: 3678.69 ms
[2020-12-14 17:17:32	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000174253 | val_loss: 0.000163225 | Time: 3647.44 ms
[2020-12-14 17:17:36	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000150242 | val_loss: 0.000159336 | Time: 3647.28 ms
[2020-12-14 17:17:40	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000139733 | val_loss: 0.00015447 | Time: 3722.11 ms
[2020-12-14 17:17:43	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000137812 | val_loss: 0.000154213 | Time: 3685.86 ms
[2020-12-14 17:17:47	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000143637 | val_loss: 0.000189115 | Time: 3690.19 ms
[2020-12-14 17:17:51	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000166484 | val_loss: 0.000166557 | Time: 3708.67 ms
[2020-12-14 17:17:54	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000151374 | val_loss: 0.000159467 | Time: 3648.07 ms
[2020-12-14 17:17:58	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000139591 | val_loss: 0.000153672 | Time: 3711.85 ms
[2020-12-14 17:18:02	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000142816 | val_loss: 0.000169752 | Time: 3714.47 ms
[2020-12-14 17:18:05	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000146588 | val_loss: 0.000152883 | Time: 3718.8 ms
[2020-12-14 17:18:09	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000139719 | val_loss: 0.000153643 | Time: 3702.47 ms
[2020-12-14 17:18:13	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000137399 | val_loss: 0.000154916 | Time: 3680.79 ms
[2020-12-14 17:18:17	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000159263 | val_loss: 0.000222816 | Time: 3858.36 ms
[2020-12-14 17:18:20	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000189033 | val_loss: 0.000179878 | Time: 3775.26 ms
[2020-12-14 17:18:24	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000147981 | val_loss: 0.000157383 | Time: 3812.98 ms
[2020-12-14 17:18:28	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000138256 | val_loss: 0.00015303 | Time: 3906.39 ms
[2020-12-14 17:18:32	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000136415 | val_loss: 0.000152132 | Time: 3907.83 ms
[2020-12-14 17:18:36	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000135927 | val_loss: 0.000152 | Time: 3833.97 ms
[2020-12-14 17:18:40	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000139238 | val_loss: 0.000182713 | Time: 3946.06 ms
[2020-12-14 17:18:44	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000199414 | val_loss: 0.000181053 | Time: 3864.27 ms
[2020-12-14 17:18:48	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000148798 | val_loss: 0.000157293 | Time: 3975.85 ms
[2020-12-14 17:18:51	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000138111 | val_loss: 0.00015294 | Time: 3766.96 ms
[2020-12-14 17:18:55	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000136974 | val_loss: 0.000152216 | Time: 3651.37 ms
[2020-12-14 17:18:59	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000136167 | val_loss: 0.000152213 | Time: 3665.4 ms
[2020-12-14 17:19:02	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000137069 | val_loss: 0.000157192 | Time: 3685.86 ms
[2020-12-14 17:19:06	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000175166 | val_loss: 0.000172641 | Time: 3662.18 ms
[2020-12-14 17:19:10	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000148132 | val_loss: 0.000159191 | Time: 3692.62 ms
[2020-12-14 17:19:13	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000143648 | val_loss: 0.000160664 | Time: 3661.7 ms
[2020-12-14 17:19:17	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000141357 | val_loss: 0.000154672 | Time: 3661.69 ms
[2020-12-14 17:19:21	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000140016 | val_loss: 0.000163301 | Time: 3691.38 ms
[2020-12-14 17:19:24	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000162815 | val_loss: 0.00016123 | Time: 3668.33 ms
[2020-12-14 17:19:28	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000143631 | val_loss: 0.000154432 | Time: 3644.33 ms
[2020-12-14 17:19:32	                main:581]	:	INFO	:	Epoch 866 | loss: 0.00013754 | val_loss: 0.000153964 | Time: 3683.43 ms
[2020-12-14 17:19:35	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000138214 | val_loss: 0.000156766 | Time: 3681.64 ms
[2020-12-14 17:19:39	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000151129 | val_loss: 0.000177639 | Time: 3631.48 ms
[2020-12-14 17:19:43	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000162429 | val_loss: 0.000155866 | Time: 3666.32 ms
[2020-12-14 17:19:46	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000139646 | val_loss: 0.000153481 | Time: 3660.57 ms
[2020-12-14 17:19:50	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000139178 | val_loss: 0.000166542 | Time: 3653.69 ms
[2020-12-14 17:19:54	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000189538 | val_loss: 0.000173681 | Time: 3693.65 ms
[2020-12-14 17:19:57	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000153393 | val_loss: 0.00015684 | Time: 3677.65 ms
[2020-12-14 17:20:01	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000138917 | val_loss: 0.000152458 | Time: 3699.92 ms
[2020-12-14 17:20:05	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000136192 | val_loss: 0.000152959 | Time: 3727.06 ms
[2020-12-14 17:20:09	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000135921 | val_loss: 0.000152211 | Time: 3699.39 ms
[2020-12-14 17:20:12	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000138045 | val_loss: 0.000158317 | Time: 3685.08 ms
[2020-12-14 17:20:16	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000207162 | val_loss: 0.000220447 | Time: 3697.21 ms
[2020-12-14 17:20:20	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000161386 | val_loss: 0.000160183 | Time: 3656.32 ms
[2020-12-14 17:20:23	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000139548 | val_loss: 0.000152636 | Time: 3646.86 ms
[2020-12-14 17:20:27	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000136485 | val_loss: 0.000151946 | Time: 3663.82 ms
[2020-12-14 17:20:31	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000135783 | val_loss: 0.000153874 | Time: 3632.7 ms
[2020-12-14 17:20:34	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00013648 | val_loss: 0.000151663 | Time: 3698.25 ms
[2020-12-14 17:20:38	                main:581]	:	INFO	:	Epoch 884 | loss: 0.00013544 | val_loss: 0.000152737 | Time: 3724.25 ms
[2020-12-14 17:20:42	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000138286 | val_loss: 0.000160535 | Time: 3672.57 ms
[2020-12-14 17:20:45	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000180314 | val_loss: 0.000192755 | Time: 3666.74 ms
[2020-12-14 17:20:49	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000155662 | val_loss: 0.000158821 | Time: 3724.3 ms
[2020-12-14 17:20:53	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000139055 | val_loss: 0.00015315 | Time: 3724.31 ms
[2020-12-14 17:20:57	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000135893 | val_loss: 0.000151592 | Time: 3720.36 ms
[2020-12-14 17:21:00	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000175657 | val_loss: 0.000176371 | Time: 3683.73 ms
[2020-12-14 17:21:04	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000153946 | val_loss: 0.000160521 | Time: 3720.41 ms
[2020-12-14 17:21:08	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000138487 | val_loss: 0.000152304 | Time: 3683.09 ms
[2020-12-14 17:21:11	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000135555 | val_loss: 0.000151026 | Time: 3694.87 ms
[2020-12-14 17:21:15	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000134902 | val_loss: 0.000152486 | Time: 3675 ms
[2020-12-14 17:21:19	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00013998 | val_loss: 0.000166138 | Time: 3695.86 ms
[2020-12-14 17:21:22	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000146814 | val_loss: 0.000162829 | Time: 3688.84 ms
[2020-12-14 17:21:26	                main:581]	:	INFO	:	Epoch 897 | loss: 0.00015923 | val_loss: 0.000164291 | Time: 3695.84 ms
[2020-12-14 17:21:30	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00014136 | val_loss: 0.000153457 | Time: 3701.57 ms
[2020-12-14 17:21:33	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000139283 | val_loss: 0.000159315 | Time: 3663.39 ms
[2020-12-14 17:21:37	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000146923 | val_loss: 0.000167938 | Time: 3678.45 ms
[2020-12-14 17:21:41	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000149605 | val_loss: 0.000157688 | Time: 3667.49 ms
[2020-12-14 17:21:44	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000142484 | val_loss: 0.000163433 | Time: 3608.52 ms
[2020-12-14 17:21:48	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000153025 | val_loss: 0.000160132 | Time: 3642.86 ms
[2020-12-14 17:21:52	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000142006 | val_loss: 0.000156605 | Time: 3649.96 ms
[2020-12-14 17:21:55	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000137287 | val_loss: 0.000154618 | Time: 3646.29 ms
[2020-12-14 17:21:59	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00014901 | val_loss: 0.00017284 | Time: 3690.1 ms
[2020-12-14 17:22:03	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000193919 | val_loss: 0.000172176 | Time: 3678.97 ms
[2020-12-14 17:22:06	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000149408 | val_loss: 0.000153899 | Time: 3663.89 ms
[2020-12-14 17:22:10	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000137293 | val_loss: 0.000152806 | Time: 3625.28 ms
[2020-12-14 17:22:14	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000136117 | val_loss: 0.000151585 | Time: 3611.63 ms
[2020-12-14 17:22:17	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000135056 | val_loss: 0.000152036 | Time: 3691.74 ms
[2020-12-14 17:22:21	                main:581]	:	INFO	:	Epoch 912 | loss: 0.00013934 | val_loss: 0.000166518 | Time: 3652.11 ms
[2020-12-14 17:22:25	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000150909 | val_loss: 0.000158391 | Time: 3685.63 ms
[2020-12-14 17:22:28	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000139599 | val_loss: 0.000152961 | Time: 3654.07 ms
[2020-12-14 17:22:32	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000140522 | val_loss: 0.000167939 | Time: 3699.12 ms
[2020-12-14 17:22:36	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000187561 | val_loss: 0.000179302 | Time: 3680.43 ms
[2020-12-14 17:22:39	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000147747 | val_loss: 0.000155309 | Time: 3662.75 ms
[2020-12-14 17:22:43	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000139604 | val_loss: 0.000155347 | Time: 3684.46 ms
[2020-12-14 17:22:47	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000136673 | val_loss: 0.00015327 | Time: 3662.4 ms
[2020-12-14 17:22:50	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000136006 | val_loss: 0.000151924 | Time: 3715.42 ms
[2020-12-14 17:22:54	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000149173 | val_loss: 0.000209778 | Time: 3686.39 ms
[2020-12-14 17:22:58	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000164146 | val_loss: 0.00016321 | Time: 3700.08 ms
[2020-12-14 17:23:01	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000140169 | val_loss: 0.000150329 | Time: 3659.09 ms
[2020-12-14 17:23:05	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000134973 | val_loss: 0.000150969 | Time: 3694.16 ms
[2020-12-14 17:23:09	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000135542 | val_loss: 0.000167851 | Time: 3660.46 ms
[2020-12-14 17:23:12	                main:581]	:	INFO	:	Epoch 926 | loss: 0.00017932 | val_loss: 0.000159348 | Time: 3721.31 ms
[2020-12-14 17:23:16	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000142344 | val_loss: 0.00015075 | Time: 3686.14 ms
[2020-12-14 17:23:20	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000135729 | val_loss: 0.000151271 | Time: 3639.13 ms
[2020-12-14 17:23:24	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000132344 | val_loss: 0.000147796 | Time: 3683.27 ms
[2020-12-14 17:23:27	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000135941 | val_loss: 0.000160801 | Time: 3680.87 ms
[2020-12-14 17:23:31	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000156399 | val_loss: 0.000171594 | Time: 3651.6 ms
[2020-12-14 17:23:35	                main:581]	:	INFO	:	Epoch 932 | loss: 0.00014101 | val_loss: 0.000153701 | Time: 3694.99 ms
[2020-12-14 17:23:38	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000133099 | val_loss: 0.000146996 | Time: 3687.55 ms
[2020-12-14 17:23:42	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000136342 | val_loss: 0.000159547 | Time: 3694.33 ms
[2020-12-14 17:23:46	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000146059 | val_loss: 0.000172276 | Time: 3693.72 ms
[2020-12-14 17:23:49	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000149646 | val_loss: 0.000152767 | Time: 3682.87 ms
[2020-12-14 17:23:53	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000133781 | val_loss: 0.000145974 | Time: 3601.34 ms
[2020-12-14 17:23:57	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000132423 | val_loss: 0.000152956 | Time: 3671.12 ms
[2020-12-14 17:24:00	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000169149 | val_loss: 0.000170097 | Time: 3695.29 ms
[2020-12-14 17:24:04	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000148766 | val_loss: 0.000153588 | Time: 3686.1 ms
[2020-12-14 17:24:08	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000134205 | val_loss: 0.000147624 | Time: 3668.54 ms
[2020-12-14 17:24:11	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000133008 | val_loss: 0.000151981 | Time: 3711.06 ms
[2020-12-14 17:24:15	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000142808 | val_loss: 0.000158251 | Time: 3699.05 ms
[2020-12-14 17:24:19	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000137155 | val_loss: 0.000148684 | Time: 3688.02 ms
[2020-12-14 17:24:22	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000141303 | val_loss: 0.00016674 | Time: 3719.28 ms
[2020-12-14 17:24:26	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000140801 | val_loss: 0.000164869 | Time: 3701.07 ms
[2020-12-14 17:24:30	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00014952 | val_loss: 0.000159037 | Time: 3639.54 ms
[2020-12-14 17:24:33	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000175248 | val_loss: 0.00017943 | Time: 3683.93 ms
[2020-12-14 17:24:37	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000141786 | val_loss: 0.000150306 | Time: 3669.83 ms
[2020-12-14 17:24:41	                main:581]	:	INFO	:	Epoch 950 | loss: 0.00013289 | val_loss: 0.000147464 | Time: 3680.2 ms
[2020-12-14 17:24:45	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000131005 | val_loss: 0.000146604 | Time: 3691.4 ms
[2020-12-14 17:24:48	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000134709 | val_loss: 0.000153547 | Time: 3692.31 ms
[2020-12-14 17:24:52	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000138319 | val_loss: 0.000165518 | Time: 3692.81 ms
[2020-12-14 17:24:56	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000165762 | val_loss: 0.000159725 | Time: 3749.68 ms
[2020-12-14 17:24:59	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000138344 | val_loss: 0.000149855 | Time: 3669.75 ms
[2020-12-14 17:25:03	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000135582 | val_loss: 0.000158036 | Time: 3683.96 ms
[2020-12-14 17:25:07	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000148343 | val_loss: 0.00015861 | Time: 3692.55 ms
[2020-12-14 17:25:10	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000135894 | val_loss: 0.000146454 | Time: 3675.49 ms
[2020-12-14 17:25:14	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000136989 | val_loss: 0.000175068 | Time: 3690.3 ms
[2020-12-14 17:25:18	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000169853 | val_loss: 0.000151864 | Time: 3674.61 ms
[2020-12-14 17:25:21	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000137534 | val_loss: 0.000148288 | Time: 3699.21 ms
[2020-12-14 17:25:25	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000132565 | val_loss: 0.000148966 | Time: 3697.46 ms
[2020-12-14 17:25:29	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000132867 | val_loss: 0.000150087 | Time: 3697.04 ms
[2020-12-14 17:25:33	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00013295 | val_loss: 0.000152026 | Time: 3681.87 ms
[2020-12-14 17:25:36	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000160904 | val_loss: 0.000168991 | Time: 3665.36 ms
[2020-12-14 17:25:40	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00014298 | val_loss: 0.000155796 | Time: 3695.03 ms
[2020-12-14 17:25:44	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000142533 | val_loss: 0.000157599 | Time: 3702.97 ms
[2020-12-14 17:25:47	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000135038 | val_loss: 0.000145467 | Time: 3685.89 ms
[2020-12-14 17:25:51	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000132265 | val_loss: 0.000149558 | Time: 3674.17 ms
[2020-12-14 17:25:55	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000150634 | val_loss: 0.000281457 | Time: 3706.39 ms
[2020-12-14 17:25:58	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000231209 | val_loss: 0.000198001 | Time: 3700.89 ms
[2020-12-14 17:26:02	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000163276 | val_loss: 0.00016254 | Time: 3721.57 ms
[2020-12-14 17:26:06	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0001368 | val_loss: 0.000147394 | Time: 3679.87 ms
[2020-12-14 17:26:09	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000131256 | val_loss: 0.000145249 | Time: 3678.88 ms
[2020-12-14 17:26:13	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000129146 | val_loss: 0.000144896 | Time: 3706.83 ms
[2020-12-14 17:26:17	                main:581]	:	INFO	:	Epoch 976 | loss: 0.00012863 | val_loss: 0.000144103 | Time: 3719.09 ms
[2020-12-14 17:26:21	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000129325 | val_loss: 0.000148651 | Time: 3682.97 ms
[2020-12-14 17:26:24	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000134596 | val_loss: 0.000150478 | Time: 3693.38 ms
[2020-12-14 17:26:28	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000137183 | val_loss: 0.000158976 | Time: 3721.01 ms
[2020-12-14 17:26:32	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000153363 | val_loss: 0.000165133 | Time: 3686.96 ms
[2020-12-14 17:26:35	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000137908 | val_loss: 0.000151739 | Time: 3716.36 ms
[2020-12-14 17:26:39	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00014012 | val_loss: 0.000154121 | Time: 3696.46 ms
[2020-12-14 17:26:43	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000134338 | val_loss: 0.000147841 | Time: 3732.54 ms
[2020-12-14 17:26:46	                main:581]	:	INFO	:	Epoch 984 | loss: 0.00013776 | val_loss: 0.000171203 | Time: 3652.75 ms
[2020-12-14 17:26:50	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000156149 | val_loss: 0.000157081 | Time: 3710.91 ms
[2020-12-14 17:26:54	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000139471 | val_loss: 0.000149002 | Time: 3680.4 ms
[2020-12-14 17:26:58	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000133477 | val_loss: 0.000149749 | Time: 3681.33 ms
[2020-12-14 17:27:01	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000134095 | val_loss: 0.000156654 | Time: 3670.03 ms
[2020-12-14 17:27:05	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000167332 | val_loss: 0.000175506 | Time: 3674.99 ms
[2020-12-14 17:27:09	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000140841 | val_loss: 0.00014916 | Time: 3719.42 ms
[2020-12-14 17:27:12	                main:581]	:	INFO	:	Epoch 991 | loss: 0.00013488 | val_loss: 0.000149857 | Time: 3713.29 ms
[2020-12-14 17:27:16	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000139079 | val_loss: 0.000166157 | Time: 3676.66 ms
[2020-12-14 17:27:20	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00013889 | val_loss: 0.00015188 | Time: 3688.8 ms
[2020-12-14 17:27:23	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000141184 | val_loss: 0.000172838 | Time: 3709.48 ms
[2020-12-14 17:27:27	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000144965 | val_loss: 0.000153236 | Time: 3693.06 ms
[2020-12-14 17:27:31	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00014142 | val_loss: 0.000151463 | Time: 3692.16 ms
[2020-12-14 17:27:34	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000141362 | val_loss: 0.000168377 | Time: 3674.68 ms
[2020-12-14 17:27:38	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000146702 | val_loss: 0.000155718 | Time: 3607.54 ms
[2020-12-14 17:27:42	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000135824 | val_loss: 0.000159951 | Time: 3688.99 ms
[2020-12-14 17:27:45	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000161584 | val_loss: 0.000166492 | Time: 3693.6 ms
[2020-12-14 17:27:49	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000140456 | val_loss: 0.000148767 | Time: 3710.79 ms
[2020-12-14 17:27:53	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000140514 | val_loss: 0.000181826 | Time: 3681.79 ms
[2020-12-14 17:27:56	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000160546 | val_loss: 0.000154323 | Time: 3684.66 ms
[2020-12-14 17:28:00	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000135428 | val_loss: 0.000146321 | Time: 3718.48 ms
[2020-12-14 17:28:04	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000131797 | val_loss: 0.000149258 | Time: 3684.67 ms
[2020-12-14 17:28:08	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000143582 | val_loss: 0.000169575 | Time: 3684.55 ms
[2020-12-14 17:28:11	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000144 | val_loss: 0.000156352 | Time: 3701.87 ms
[2020-12-14 17:28:15	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000138516 | val_loss: 0.000156405 | Time: 3671.79 ms
[2020-12-14 17:28:19	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000146469 | val_loss: 0.000159398 | Time: 3706.13 ms
[2020-12-14 17:28:22	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000138387 | val_loss: 0.000150443 | Time: 3717.1 ms
[2020-12-14 17:28:26	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000133463 | val_loss: 0.000150813 | Time: 3677.44 ms
[2020-12-14 17:28:30	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000153569 | val_loss: 0.000195884 | Time: 3670.47 ms
[2020-12-14 17:28:33	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000165841 | val_loss: 0.00016187 | Time: 3665.92 ms
[2020-12-14 17:28:37	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000140791 | val_loss: 0.000155209 | Time: 3660.34 ms
[2020-12-14 17:28:41	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000137703 | val_loss: 0.00015189 | Time: 3691.58 ms
[2020-12-14 17:28:44	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00013482 | val_loss: 0.000157767 | Time: 3712.49 ms
[2020-12-14 17:28:48	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000168744 | val_loss: 0.000168536 | Time: 3675.11 ms
[2020-12-14 17:28:52	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00014069 | val_loss: 0.000150476 | Time: 3680.62 ms
[2020-12-14 17:28:55	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000132188 | val_loss: 0.000145103 | Time: 3685.12 ms
[2020-12-14 17:28:59	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000130595 | val_loss: 0.000148224 | Time: 3680.82 ms
[2020-12-14 17:29:03	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000133322 | val_loss: 0.000153375 | Time: 3698.95 ms
[2020-12-14 17:29:07	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000144988 | val_loss: 0.000170876 | Time: 3696.22 ms
[2020-12-14 17:29:10	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000162041 | val_loss: 0.000165734 | Time: 3719.33 ms
[2020-12-14 17:29:14	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000139185 | val_loss: 0.000150214 | Time: 3645 ms
[2020-12-14 17:29:14	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000150214
[2020-12-14 17:29:14	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-14 17:29:14	                main:615]	:	INFO	:	Success, exiting..
17:29:14 (6771): 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)