Task 3019412

Name EightBitModified-1605932011-3917-0_0
Workunit 1363694
Created 21 Nov 2020, 4:13:33 UTC
Sent 25 Nov 2020, 13:22:02 UTC
Report deadline 3 Dec 2020, 13:22:02 UTC
Received 25 Nov 2020, 15:22:28 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3280
Run time 1 hours 3 min 5 sec
CPU time 1 hours 3 min 1 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>
	Epoch 513 | loss: 0.0314129 | val_loss: 0.0314524 | Time: 3708.21 ms
[2020-11-25 05:53:50	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0315913 | val_loss: 0.0315152 | Time: 3700.23 ms
[2020-11-25 05:53:54	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0315284 | val_loss: 0.0314512 | Time: 3611.89 ms
[2020-11-25 05:53:57	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0314344 | val_loss: 0.0314122 | Time: 3643.67 ms
[2020-11-25 05:54:01	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0314119 | val_loss: 0.0314084 | Time: 3619.52 ms
[2020-11-25 05:54:05	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0315657 | val_loss: 0.0315305 | Time: 3696.29 ms
[2020-11-25 05:54:08	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0314615 | val_loss: 0.0314326 | Time: 3663.6 ms
[2020-11-25 05:54:12	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0314183 | val_loss: 0.0314191 | Time: 3661.02 ms
[2020-11-25 05:54:16	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0314131 | val_loss: 0.0314339 | Time: 3649.4 ms
[2020-11-25 05:54:19	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0314241 | val_loss: 0.0314489 | Time: 3643.1 ms
[2020-11-25 05:54:23	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0314241 | val_loss: 0.0314665 | Time: 3614.81 ms
[2020-11-25 05:54:27	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0314313 | val_loss: 0.0314499 | Time: 3632.18 ms
[2020-11-25 05:54:30	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0314217 | val_loss: 0.0314186 | Time: 3656.05 ms
[2020-11-25 05:54:34	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0314388 | val_loss: 0.0315821 | Time: 3818.76 ms
[2020-11-25 05:54:38	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0315054 | val_loss: 0.0314505 | Time: 3682.02 ms
[2020-11-25 05:54:42	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0314155 | val_loss: 0.0314215 | Time: 3786.24 ms
[2020-11-25 05:54:45	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0314037 | val_loss: 0.0314094 | Time: 3762.53 ms
[2020-11-25 05:54:49	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0314104 | val_loss: 0.0314435 | Time: 3571.29 ms
[2020-11-25 05:54:53	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0315031 | val_loss: 0.0315234 | Time: 3852.07 ms
[2020-11-25 05:54:57	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0314313 | val_loss: 0.0314181 | Time: 3859.56 ms
[2020-11-25 05:55:00	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0314705 | val_loss: 0.0315218 | Time: 3646.92 ms
[2020-11-25 05:55:04	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0314369 | val_loss: 0.0314173 | Time: 3543.21 ms
[2020-11-25 05:55:07	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0314239 | val_loss: 0.031525 | Time: 3590.47 ms
[2020-11-25 05:55:11	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0315235 | val_loss: 0.0314784 | Time: 3692.13 ms
[2020-11-25 05:55:15	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0314228 | val_loss: 0.0314161 | Time: 3922.19 ms
[2020-11-25 05:55:19	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0314038 | val_loss: 0.0314098 | Time: 3689.07 ms
[2020-11-25 05:55:22	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0313975 | val_loss: 0.0314128 | Time: 3608.1 ms
[2020-11-25 05:55:26	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0314054 | val_loss: 0.0314789 | Time: 3644.46 ms
[2020-11-25 05:55:30	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0316198 | val_loss: 0.0314631 | Time: 3647.27 ms
[2020-11-25 05:55:33	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0314393 | val_loss: 0.0314175 | Time: 3651.16 ms
[2020-11-25 05:55:37	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0314116 | val_loss: 0.0314164 | Time: 3603.19 ms
[2020-11-25 05:55:41	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0313975 | val_loss: 0.0314116 | Time: 3721.7 ms
[2020-11-25 05:55:44	                main:581]	:	INFO	:	Epoch 545 | loss: 0.031394 | val_loss: 0.0314112 | Time: 3702.27 ms
[2020-11-25 05:55:48	                main:581]	:	INFO	:	Epoch 546 | loss: 0.031493 | val_loss: 0.031739 | Time: 3689.2 ms
[2020-11-25 05:55:52	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0315159 | val_loss: 0.0314485 | Time: 3685.36 ms
[2020-11-25 05:55:55	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0314148 | val_loss: 0.031402 | Time: 3596.1 ms
[2020-11-25 05:55:59	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0313972 | val_loss: 0.0314084 | Time: 3455.14 ms
[2020-11-25 05:56:02	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0313961 | val_loss: 0.0314257 | Time: 3610.35 ms
[2020-11-25 05:56:06	                main:581]	:	INFO	:	Epoch 551 | loss: 0.031514 | val_loss: 0.0314657 | Time: 3625.81 ms
[2020-11-25 05:56:10	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0314235 | val_loss: 0.0314111 | Time: 3569 ms
[2020-11-25 05:56:13	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0313952 | val_loss: 0.0314079 | Time: 3626.06 ms
[2020-11-25 05:56:17	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0314012 | val_loss: 0.0314231 | Time: 3809.29 ms
[2020-11-25 05:56:21	                main:581]	:	INFO	:	Epoch 555 | loss: 0.031491 | val_loss: 0.0316695 | Time: 3865.81 ms
[2020-11-25 05:56:25	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0314754 | val_loss: 0.031428 | Time: 3675.48 ms
[2020-11-25 05:56:28	                main:581]	:	INFO	:	Epoch 557 | loss: 0.0314053 | val_loss: 0.0314263 | Time: 3623.85 ms
[2020-11-25 05:56:32	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0313912 | val_loss: 0.031409 | Time: 3641.38 ms
[2020-11-25 05:56:35	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0313973 | val_loss: 0.0314269 | Time: 3571.5 ms
[2020-11-25 05:56:39	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0315304 | val_loss: 0.0314724 | Time: 3577.53 ms
[2020-11-25 05:56:43	                main:581]	:	INFO	:	Epoch 561 | loss: 0.031425 | val_loss: 0.0314107 | Time: 3721.67 ms
[2020-11-25 05:56:46	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0313952 | val_loss: 0.0314006 | Time: 3685.35 ms
[2020-11-25 05:56:50	                main:581]	:	INFO	:	Epoch 563 | loss: 0.031458 | val_loss: 0.0314923 | Time: 4133.69 ms
[2020-11-25 05:56:54	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0314368 | val_loss: 0.0314024 | Time: 3720.19 ms
[2020-11-25 05:56:58	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0313991 | val_loss: 0.0314132 | Time: 3564.36 ms
[2020-11-25 05:57:01	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0314078 | val_loss: 0.0315694 | Time: 3653.48 ms
[2020-11-25 05:57:05	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0315593 | val_loss: 0.0314489 | Time: 3693.62 ms
[2020-11-25 05:57:09	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0314249 | val_loss: 0.0314087 | Time: 3829.51 ms
[2020-11-25 05:57:13	                main:581]	:	INFO	:	Epoch 569 | loss: 0.031396 | val_loss: 0.0313967 | Time: 3640.95 ms
[2020-11-25 05:57:16	                main:581]	:	INFO	:	Epoch 570 | loss: 0.031389 | val_loss: 0.0314149 | Time: 3608.93 ms
[2020-11-25 05:57:20	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0315399 | val_loss: 0.0314841 | Time: 3573.61 ms
[2020-11-25 05:57:23	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0314926 | val_loss: 0.0314345 | Time: 3563.71 ms
[2020-11-25 05:57:27	                main:581]	:	INFO	:	Epoch 573 | loss: 0.031414 | val_loss: 0.0314024 | Time: 3567.22 ms
[2020-11-25 05:57:31	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0313958 | val_loss: 0.0314159 | Time: 3652.4 ms
[2020-11-25 05:57:35	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0314756 | val_loss: 0.0314319 | Time: 3980.23 ms
[2020-11-25 05:57:38	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0314302 | val_loss: 0.0314168 | Time: 3644.85 ms
[2020-11-25 05:57:42	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0313971 | val_loss: 0.0313962 | Time: 3616.08 ms
[2020-11-25 05:57:45	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0313914 | val_loss: 0.0314093 | Time: 3657.51 ms
[2020-11-25 05:57:49	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0314006 | val_loss: 0.0314481 | Time: 3630.45 ms
[2020-11-25 05:57:53	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0314596 | val_loss: 0.031458 | Time: 3611.79 ms
[2020-11-25 05:57:56	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0314195 | val_loss: 0.031439 | Time: 3618.61 ms
[2020-11-25 05:58:00	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0313938 | val_loss: 0.0314054 | Time: 3830.58 ms
[2020-11-25 05:58:04	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0314385 | val_loss: 0.0316155 | Time: 3663.18 ms
[2020-11-25 05:58:07	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0314867 | val_loss: 0.0314192 | Time: 3671.11 ms
[2020-11-25 05:58:11	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0314043 | val_loss: 0.0314072 | Time: 3635.49 ms
[2020-11-25 05:58:15	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0314469 | val_loss: 0.0315116 | Time: 3656.87 ms
[2020-11-25 05:58:18	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0314238 | val_loss: 0.0314139 | Time: 3595.62 ms
[2020-11-25 05:58:22	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0313988 | val_loss: 0.0313936 | Time: 3556.11 ms
[2020-11-25 05:58:26	                main:581]	:	INFO	:	Epoch 589 | loss: 0.031418 | val_loss: 0.0314432 | Time: 3703.01 ms
[2020-11-25 05:58:30	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0315061 | val_loss: 0.0314622 | Time: 4048.53 ms
[2020-11-25 05:58:33	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0314392 | val_loss: 0.0314289 | Time: 3730.83 ms
[2020-11-25 05:58:37	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0313979 | val_loss: 0.031411 | Time: 3688.93 ms
[2020-11-25 05:58:41	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0313846 | val_loss: 0.0314013 | Time: 4064.22 ms
[2020-11-25 05:58:45	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0313977 | val_loss: 0.0314485 | Time: 3696.21 ms
[2020-11-25 05:58:48	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0314291 | val_loss: 0.0314031 | Time: 3546.05 ms
[2020-11-25 05:58:52	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0313948 | val_loss: 0.0314189 | Time: 3560.29 ms
[2020-11-25 05:58:56	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0314899 | val_loss: 0.0314552 | Time: 3553.47 ms
[2020-11-25 05:58:59	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0314162 | val_loss: 0.0314119 | Time: 3613.92 ms
[2020-11-25 05:59:03	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0313959 | val_loss: 0.0314272 | Time: 3668.31 ms
[2020-11-25 05:59:06	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0314331 | val_loss: 0.0314136 | Time: 3653.12 ms
[2020-11-25 05:59:10	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0314032 | val_loss: 0.0314174 | Time: 3638.61 ms
[2020-11-25 05:59:14	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0314183 | val_loss: 0.031485 | Time: 3672.47 ms
[2020-11-25 05:59:18	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0314828 | val_loss: 0.0314476 | Time: 3732.23 ms
[2020-11-25 05:59:21	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0314155 | val_loss: 0.031406 | Time: 3895.43 ms
[2020-11-25 05:59:26	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0313925 | val_loss: 0.0314059 | Time: 4210.51 ms
[2020-11-25 05:59:29	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0314031 | val_loss: 0.0314008 | Time: 3579.62 ms
[2020-11-25 05:59:33	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0313951 | val_loss: 0.0314232 | Time: 3570.62 ms
[2020-11-25 05:59:36	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0314804 | val_loss: 0.0314477 | Time: 3558.95 ms
[2020-11-25 05:59:40	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0314846 | val_loss: 0.0314741 | Time: 3611.06 ms
[2020-11-25 05:59:44	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0314246 | val_loss: 0.0314067 | Time: 3580.25 ms
[2020-11-25 05:59:47	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0313972 | val_loss: 0.0313954 | Time: 3575.41 ms
[2020-11-25 05:59:51	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0313951 | val_loss: 0.0314037 | Time: 3645.13 ms
[2020-11-25 05:59:54	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0315405 | val_loss: 0.031542 | Time: 3716.85 ms
[2020-11-25 05:59:58	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0314698 | val_loss: 0.0314349 | Time: 3956.52 ms
[2020-11-25 06:00:02	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0314029 | val_loss: 0.0313997 | Time: 3776.31 ms
[2020-11-25 06:00:06	                main:581]	:	INFO	:	Epoch 616 | loss: 0.031392 | val_loss: 0.031468 | Time: 3684.49 ms
[2020-11-25 06:00:09	                main:581]	:	INFO	:	Epoch 617 | loss: 0.031479 | val_loss: 0.0314243 | Time: 3557.21 ms
[2020-11-25 06:00:13	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0313976 | val_loss: 0.0313904 | Time: 3822.7 ms
[2020-11-25 06:00:17	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0313862 | val_loss: 0.0313965 | Time: 3583.87 ms
[2020-11-25 06:00:20	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0314183 | val_loss: 0.0315555 | Time: 3595.75 ms
[2020-11-25 06:00:24	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0314399 | val_loss: 0.0314086 | Time: 3621.76 ms
[2020-11-25 06:00:28	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0313923 | val_loss: 0.0314055 | Time: 3614.88 ms
[2020-11-25 06:00:31	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0313919 | val_loss: 0.0314235 | Time: 3673.34 ms
[2020-11-25 06:00:35	                main:581]	:	INFO	:	Epoch 624 | loss: 0.031462 | val_loss: 0.0316122 | Time: 3565.39 ms
[2020-11-25 06:00:39	                main:581]	:	INFO	:	Epoch 625 | loss: 0.0314441 | val_loss: 0.0314048 | Time: 3797.17 ms
[2020-11-25 06:00:42	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0313918 | val_loss: 0.0314005 | Time: 3596.79 ms
[2020-11-25 06:00:46	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0314224 | val_loss: 0.0314231 | Time: 3642.16 ms
[2020-11-25 06:00:50	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0313953 | val_loss: 0.0313879 | Time: 3736.72 ms
[2020-11-25 06:00:53	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0313855 | val_loss: 0.0313934 | Time: 3621.02 ms
[2020-11-25 06:00:57	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0314309 | val_loss: 0.031622 | Time: 3666.73 ms
[2020-11-25 06:01:01	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0314894 | val_loss: 0.031472 | Time: 3661.75 ms
[2020-11-25 06:01:04	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0314102 | val_loss: 0.0314137 | Time: 3566.98 ms
[2020-11-25 06:01:08	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0314006 | val_loss: 0.0313928 | Time: 3566.56 ms
[2020-11-25 06:01:11	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0314112 | val_loss: 0.0314466 | Time: 3560.01 ms
[2020-11-25 06:01:15	                main:581]	:	INFO	:	Epoch 635 | loss: 0.031395 | val_loss: 0.0313993 | Time: 3615.9 ms
[2020-11-25 06:01:19	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0314137 | val_loss: 0.0314045 | Time: 3633.72 ms
[2020-11-25 06:01:22	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0314209 | val_loss: 0.0314632 | Time: 3583.78 ms
[2020-11-25 06:01:26	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0314081 | val_loss: 0.0313916 | Time: 3610.51 ms
[2020-11-25 06:01:29	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0314605 | val_loss: 0.0314712 | Time: 3701.1 ms
[2020-11-25 06:01:33	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0314391 | val_loss: 0.0314607 | Time: 3798.62 ms
[2020-11-25 06:01:37	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0314181 | val_loss: 0.0313968 | Time: 4072.69 ms
[2020-11-25 06:01:41	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0313914 | val_loss: 0.0314213 | Time: 4010.09 ms
[2020-11-25 06:01:45	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0314735 | val_loss: 0.0314713 | Time: 4119.62 ms
[2020-11-25 06:01:49	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0314079 | val_loss: 0.0313984 | Time: 3848.15 ms
[2020-11-25 06:01:53	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0314384 | val_loss: 0.0314275 | Time: 3606.63 ms
[2020-11-25 06:01:57	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0314122 | val_loss: 0.0314014 | Time: 3591.56 ms
[2020-11-25 06:02:00	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0313928 | val_loss: 0.0314202 | Time: 3579.54 ms
[2020-11-25 06:02:04	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0314438 | val_loss: 0.0314239 | Time: 3576.15 ms
[2020-11-25 06:02:07	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0313956 | val_loss: 0.0313976 | Time: 3614.55 ms
[2020-11-25 06:02:11	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0313827 | val_loss: 0.0314046 | Time: 3607.02 ms
[2020-11-25 06:02:15	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0313855 | val_loss: 0.0314004 | Time: 3654.51 ms
[2020-11-25 06:02:18	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0314231 | val_loss: 0.0315224 | Time: 3676.03 ms
[2020-11-25 06:02:22	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0314842 | val_loss: 0.0314067 | Time: 3648.7 ms
[2020-11-25 06:02:25	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0313945 | val_loss: 0.0313928 | Time: 3601.46 ms
[2020-11-25 06:02:29	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0314105 | val_loss: 0.0315227 | Time: 3620.09 ms
[2020-11-25 06:02:33	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0314126 | val_loss: 0.0314013 | Time: 3643.55 ms
[2020-11-25 06:02:36	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0313979 | val_loss: 0.0314164 | Time: 3648.48 ms
[2020-11-25 06:02:40	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0314537 | val_loss: 0.031437 | Time: 3615.81 ms
[2020-11-25 06:02:44	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0314022 | val_loss: 0.0314024 | Time: 3666.48 ms
[2020-11-25 06:02:47	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0313815 | val_loss: 0.0313833 | Time: 3665.05 ms
[2020-11-25 06:02:51	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0314095 | val_loss: 0.0315393 | Time: 3785.6 ms
[2020-11-25 06:02:55	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0314744 | val_loss: 0.0314444 | Time: 3598.01 ms
[2020-11-25 06:02:58	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0314097 | val_loss: 0.0313865 | Time: 3586.03 ms
[2020-11-25 06:03:02	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0313831 | val_loss: 0.0314026 | Time: 3641.27 ms
[2020-11-25 06:03:06	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0313776 | val_loss: 0.0313941 | Time: 3630.06 ms
[2020-11-25 06:03:09	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0313899 | val_loss: 0.0314522 | Time: 3704.97 ms
[2020-11-25 06:03:13	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0314849 | val_loss: 0.0316526 | Time: 3697.6 ms
[2020-11-25 06:03:17	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0315147 | val_loss: 0.0314373 | Time: 3671.29 ms
[2020-11-25 06:03:20	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0314047 | val_loss: 0.0314064 | Time: 3647.07 ms
[2020-11-25 06:03:24	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0313803 | val_loss: 0.0313963 | Time: 3684.78 ms
[2020-11-25 06:03:28	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0313886 | val_loss: 0.0313946 | Time: 3656.96 ms
[2020-11-25 06:03:31	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0314254 | val_loss: 0.0314968 | Time: 3690.23 ms
[2020-11-25 06:03:35	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0314074 | val_loss: 0.0314048 | Time: 3867.65 ms
[2020-11-25 06:03:39	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0313885 | val_loss: 0.0313922 | Time: 4002.54 ms
[2020-11-25 06:03:43	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0313936 | val_loss: 0.0314137 | Time: 3626.39 ms
[2020-11-25 06:03:46	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0314347 | val_loss: 0.0314536 | Time: 3589.88 ms
[2020-11-25 06:03:50	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0314021 | val_loss: 0.0313977 | Time: 3637.53 ms
[2020-11-25 06:03:54	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0313983 | val_loss: 0.0314789 | Time: 3925.88 ms
[2020-11-25 06:03:58	                main:581]	:	INFO	:	Epoch 679 | loss: 0.0314426 | val_loss: 0.0314494 | Time: 3701.2 ms
[2020-11-25 06:04:01	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0314056 | val_loss: 0.0313994 | Time: 3722.61 ms
[2020-11-25 06:04:05	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0314159 | val_loss: 0.0314196 | Time: 3734.57 ms
[2020-11-25 06:04:09	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0313919 | val_loss: 0.0313991 | Time: 3682.57 ms
[2020-11-25 06:04:12	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0314471 | val_loss: 0.0315016 | Time: 3604.96 ms
[2020-11-25 06:04:16	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0314261 | val_loss: 0.0314071 | Time: 3646.52 ms
[2020-11-25 06:04:20	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0313993 | val_loss: 0.0314766 | Time: 3664.19 ms
[2020-11-25 06:04:24	                main:581]	:	INFO	:	Epoch 686 | loss: 0.031414 | val_loss: 0.0314111 | Time: 3970.43 ms
[2020-11-25 06:04:27	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0314047 | val_loss: 0.0314827 | Time: 3690.57 ms
[2020-11-25 06:04:31	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0314418 | val_loss: 0.0314243 | Time: 3722.77 ms
[2020-11-25 06:04:35	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0314026 | val_loss: 0.0313886 | Time: 3632.1 ms
[2020-11-25 06:04:38	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0313894 | val_loss: 0.0314041 | Time: 3649.63 ms
[2020-11-25 06:04:42	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0314318 | val_loss: 0.0315164 | Time: 3622.66 ms
[2020-11-25 06:04:46	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0314229 | val_loss: 0.0314109 | Time: 3579.36 ms
[2020-11-25 06:04:49	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0313917 | val_loss: 0.0313973 | Time: 3603.34 ms
[2020-11-25 06:04:53	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0313782 | val_loss: 0.0314086 | Time: 3593.35 ms
[2020-11-25 06:04:57	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0314733 | val_loss: 0.0315664 | Time: 3943.6 ms
[2020-11-25 06:05:01	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0314659 | val_loss: 0.0314464 | Time: 3775.42 ms
[2020-11-25 06:05:04	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0314146 | val_loss: 0.0314024 | Time: 3630.44 ms
[2020-11-25 06:05:08	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0313814 | val_loss: 0.0313871 | Time: 3624.23 ms
[2020-11-25 06:05:12	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0313765 | val_loss: 0.0314005 | Time: 3750.75 ms
[2020-11-25 06:05:15	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0314487 | val_loss: 0.031438 | Time: 3568.54 ms
[2020-11-25 06:05:19	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0314127 | val_loss: 0.0313916 | Time: 3622.27 ms
[2020-11-25 06:05:22	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0313804 | val_loss: 0.0314195 | Time: 3702 ms
[2020-11-25 06:05:26	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0314187 | val_loss: 0.0316238 | Time: 3564.59 ms
[2020-11-25 06:05:30	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0315015 | val_loss: 0.0314507 | Time: 3612.16 ms
[2020-11-25 06:05:33	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0313981 | val_loss: 0.0313932 | Time: 3692.49 ms
[2020-11-25 06:05:37	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0313853 | val_loss: 0.0313952 | Time: 3688.2 ms
[2020-11-25 06:05:41	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0314481 | val_loss: 0.0314265 | Time: 3612.33 ms
[2020-11-25 06:05:44	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0313951 | val_loss: 0.0313933 | Time: 3674.04 ms
[2020-11-25 06:05:48	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0313779 | val_loss: 0.0313876 | Time: 3768.64 ms
[2020-11-25 06:05:52	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0314209 | val_loss: 0.0315786 | Time: 3794.25 ms
[2020-11-25 06:05:56	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0314693 | val_loss: 0.0314198 | Time: 3743.91 ms
[2020-11-25 06:05:59	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0313915 | val_loss: 0.0313989 | Time: 3629.9 ms
[2020-11-25 06:06:03	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0313814 | val_loss: 0.0314389 | Time: 3588.27 ms
[2020-11-25 06:06:06	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0314369 | val_loss: 0.0314136 | Time: 3635.37 ms
[2020-11-25 06:06:10	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0313858 | val_loss: 0.0314077 | Time: 3621.63 ms
[2020-11-25 06:06:14	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0314213 | val_loss: 0.0314079 | Time: 3609.95 ms
[2020-11-25 06:06:17	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0314136 | val_loss: 0.0314732 | Time: 3661.73 ms
[2020-11-25 06:06:21	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0314041 | val_loss: 0.0313902 | Time: 3680.45 ms
[2020-11-25 06:06:25	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0313749 | val_loss: 0.0313851 | Time: 3706.74 ms
[2020-11-25 06:06:28	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0313959 | val_loss: 0.0313864 | Time: 3692.23 ms
[2020-11-25 06:06:32	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0313944 | val_loss: 0.0314098 | Time: 3647.7 ms
[2020-11-25 06:06:36	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0314132 | val_loss: 0.0315453 | Time: 3619.14 ms
[2020-11-25 06:06:39	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0314719 | val_loss: 0.0314416 | Time: 3668.48 ms
[2020-11-25 06:06:43	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0314012 | val_loss: 0.0313926 | Time: 3569.23 ms
[2020-11-25 06:06:46	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0313907 | val_loss: 0.0313772 | Time: 3557.99 ms
[2020-11-25 06:06:50	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0313973 | val_loss: 0.0314299 | Time: 3577.53 ms
[2020-11-25 06:06:54	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0314834 | val_loss: 0.0314438 | Time: 3595.23 ms
[2020-11-25 06:06:57	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0314188 | val_loss: 0.0314068 | Time: 3617.74 ms
[2020-11-25 06:07:01	                main:581]	:	INFO	:	Epoch 729 | loss: 0.031383 | val_loss: 0.0313878 | Time: 3678.85 ms
[2020-11-25 06:07:05	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0313804 | val_loss: 0.0313876 | Time: 3820.58 ms
[2020-11-25 06:07:09	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0314434 | val_loss: 0.0315408 | Time: 3792.67 ms
[2020-11-25 06:07:12	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0314509 | val_loss: 0.0313958 | Time: 3825.45 ms
[2020-11-25 06:07:16	                main:581]	:	INFO	:	Epoch 733 | loss: 0.031386 | val_loss: 0.0313948 | Time: 3662.24 ms
[2020-11-25 06:07:20	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0313811 | val_loss: 0.0314013 | Time: 3612.78 ms
[2020-11-25 06:07:23	                main:581]	:	INFO	:	Epoch 735 | loss: 0.0314113 | val_loss: 0.0313971 | Time: 3577.93 ms
[2020-11-25 06:07:27	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0313941 | val_loss: 0.0313817 | Time: 3614.82 ms
[2020-11-25 06:07:30	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0313748 | val_loss: 0.0313822 | Time: 3603.34 ms
[2020-11-25 06:07:34	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0313866 | val_loss: 0.0314774 | Time: 3589.43 ms
[2020-11-25 06:07:38	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0314871 | val_loss: 0.0314435 | Time: 3651.62 ms
[2020-11-25 06:07:42	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0314046 | val_loss: 0.0314628 | Time: 4049.62 ms
[2020-11-25 06:07:45	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0314153 | val_loss: 0.0313894 | Time: 3638.69 ms
[2020-11-25 06:07:49	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0313808 | val_loss: 0.0313785 | Time: 3791.51 ms
[2020-11-25 06:07:53	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0313849 | val_loss: 0.0315179 | Time: 3805.54 ms
[2020-11-25 06:07:57	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0315098 | val_loss: 0.0315977 | Time: 3699.36 ms
[2020-11-25 06:08:00	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0314689 | val_loss: 0.0314055 | Time: 3711.21 ms
[2020-11-25 06:08:04	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0313912 | val_loss: 0.0313922 | Time: 3649.18 ms
[2020-11-25 06:08:08	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0313886 | val_loss: 0.0313866 | Time: 3551.48 ms
[2020-11-25 06:08:11	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0313793 | val_loss: 0.0314166 | Time: 3559.77 ms
[2020-11-25 06:08:15	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0314197 | val_loss: 0.0314006 | Time: 3582.89 ms
[2020-11-25 06:08:19	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0313827 | val_loss: 0.0313925 | Time: 3934.81 ms
[2020-11-25 06:08:22	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0313775 | val_loss: 0.0313884 | Time: 3569.24 ms
[2020-11-25 06:08:26	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0314844 | val_loss: 0.0314993 | Time: 3721.06 ms
[2020-11-25 06:08:30	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0314019 | val_loss: 0.0313913 | Time: 3878.57 ms
[2020-11-25 06:08:34	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0313748 | val_loss: 0.0313853 | Time: 3705.32 ms
[2020-11-25 06:08:38	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0313844 | val_loss: 0.0314553 | Time: 4137.29 ms
[2020-11-25 06:08:41	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0314253 | val_loss: 0.0314069 | Time: 3746.06 ms
[2020-11-25 06:08:45	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0313787 | val_loss: 0.031373 | Time: 3956.84 ms
[2020-11-25 06:08:49	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0313715 | val_loss: 0.0313773 | Time: 3659.7 ms
[2020-11-25 06:08:53	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0313918 | val_loss: 0.0314815 | Time: 3537.75 ms
[2020-11-25 06:08:56	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0314592 | val_loss: 0.0315479 | Time: 3551.59 ms
[2020-11-25 06:09:00	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0314291 | val_loss: 0.0313895 | Time: 3561.84 ms
[2020-11-25 06:09:03	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0313785 | val_loss: 0.0313899 | Time: 3599.32 ms
[2020-11-25 06:09:07	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0313868 | val_loss: 0.0314383 | Time: 3803.29 ms
[2020-11-25 06:09:11	                main:581]	:	INFO	:	Epoch 764 | loss: 0.0314066 | val_loss: 0.0313807 | Time: 3894.23 ms
[2020-11-25 06:09:15	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0313753 | val_loss: 0.0313777 | Time: 3822.44 ms
[2020-11-25 06:09:19	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0313724 | val_loss: 0.0313863 | Time: 4141.47 ms
[2020-11-25 06:09:23	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0314539 | val_loss: 0.0315181 | Time: 3689.33 ms
[2020-11-25 06:09:26	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0315067 | val_loss: 0.0314383 | Time: 3626.63 ms
[2020-11-25 06:09:30	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0314083 | val_loss: 0.0314065 | Time: 3781.98 ms
[2020-11-25 06:09:34	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0313796 | val_loss: 0.0313928 | Time: 3637.01 ms
[2020-11-25 06:09:37	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0313807 | val_loss: 0.0313773 | Time: 3542.59 ms
[2020-11-25 06:09:41	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0313887 | val_loss: 0.0314272 | Time: 3563.39 ms
[2020-11-25 06:09:44	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0313896 | val_loss: 0.0314216 | Time: 3572.78 ms
[2020-11-25 06:09:48	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0313903 | val_loss: 0.0313808 | Time: 3757.15 ms
[2020-11-25 06:09:52	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0314229 | val_loss: 0.0314059 | Time: 3672.87 ms
[2020-11-25 06:09:55	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0313896 | val_loss: 0.0313885 | Time: 3640.8 ms
[2020-11-25 06:09:59	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0313763 | val_loss: 0.0313983 | Time: 3729.26 ms
[2020-11-25 06:10:03	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0314809 | val_loss: 0.0316786 | Time: 3751.08 ms
[2020-11-25 06:10:07	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0314812 | val_loss: 0.0314156 | Time: 3646.56 ms
[2020-11-25 06:10:10	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0313893 | val_loss: 0.0313777 | Time: 3729.43 ms
[2020-11-25 06:10:14	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0313746 | val_loss: 0.0313866 | Time: 3611.64 ms
[2020-11-25 06:10:18	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0313708 | val_loss: 0.0313829 | Time: 3636.44 ms
[2020-11-25 06:10:21	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0313797 | val_loss: 0.0314366 | Time: 3619.15 ms
[2020-11-25 06:10:25	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0314516 | val_loss: 0.0314249 | Time: 3597.4 ms
[2020-11-25 06:10:28	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0313818 | val_loss: 0.0313852 | Time: 3657.93 ms
[2020-11-25 06:10:32	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0313803 | val_loss: 0.0314062 | Time: 3654.63 ms
[2020-11-25 06:10:36	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0313799 | val_loss: 0.0313846 | Time: 3700.37 ms
[2020-11-25 06:10:40	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0313966 | val_loss: 0.0314785 | Time: 4051.86 ms
[2020-11-25 06:10:44	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0314831 | val_loss: 0.0314715 | Time: 3851.24 ms
[2020-11-25 06:10:47	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0313971 | val_loss: 0.0313963 | Time: 3661.46 ms
[2020-11-25 06:10:51	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0313766 | val_loss: 0.0313876 | Time: 3620.51 ms
[2020-11-25 06:10:55	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0313723 | val_loss: 0.0313878 | Time: 3562 ms
[2020-11-25 06:10:58	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0314027 | val_loss: 0.031439 | Time: 3647.24 ms
[2020-11-25 06:11:02	                main:581]	:	INFO	:	Epoch 794 | loss: 0.031442 | val_loss: 0.031401 | Time: 3599.09 ms
[2020-11-25 06:11:05	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0313885 | val_loss: 0.0313817 | Time: 3591.17 ms
[2020-11-25 06:11:09	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0313719 | val_loss: 0.0314198 | Time: 3679.49 ms
[2020-11-25 06:11:13	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0313723 | val_loss: 0.0313985 | Time: 3770.11 ms
[2020-11-25 06:11:16	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0314308 | val_loss: 0.0314739 | Time: 3654.16 ms
[2020-11-25 06:11:20	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0314563 | val_loss: 0.0314121 | Time: 3642.32 ms
[2020-11-25 06:11:24	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0313818 | val_loss: 0.031389 | Time: 3683.98 ms
[2020-11-25 06:11:27	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0313941 | val_loss: 0.0314016 | Time: 3686.15 ms
[2020-11-25 06:11:32	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0313768 | val_loss: 0.0313925 | Time: 4143.03 ms
[2020-11-25 06:11:35	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0313773 | val_loss: 0.0314041 | Time: 3625.27 ms
[2020-11-25 06:11:39	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0314662 | val_loss: 0.0314192 | Time: 3568.66 ms
[2020-11-25 06:11:42	                main:581]	:	INFO	:	Epoch 805 | loss: 0.031395 | val_loss: 0.0313884 | Time: 3564.11 ms
[2020-11-25 06:11:46	                main:581]	:	INFO	:	Epoch 806 | loss: 0.031374 | val_loss: 0.03138 | Time: 3634.56 ms
[2020-11-25 06:11:50	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0314055 | val_loss: 0.0316753 | Time: 3713.88 ms
[2020-11-25 06:11:53	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0315903 | val_loss: 0.0314836 | Time: 3667.16 ms
[2020-11-25 06:11:57	                main:581]	:	INFO	:	Epoch 809 | loss: 0.031421 | val_loss: 0.0313949 | Time: 3730.98 ms
[2020-11-25 06:12:01	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0313784 | val_loss: 0.0313912 | Time: 3672.43 ms
[2020-11-25 06:12:04	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0313726 | val_loss: 0.0313826 | Time: 3678.18 ms
[2020-11-25 06:12:08	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0313656 | val_loss: 0.0313977 | Time: 3600.96 ms
[2020-11-25 06:12:12	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0314036 | val_loss: 0.0313914 | Time: 3637.48 ms
[2020-11-25 06:12:15	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0313796 | val_loss: 0.0313776 | Time: 3627.71 ms
[2020-11-25 06:12:19	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0313713 | val_loss: 0.0313801 | Time: 3629.59 ms
[2020-11-25 06:12:23	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0314045 | val_loss: 0.0314422 | Time: 3672.06 ms
[2020-11-25 06:12:27	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0314043 | val_loss: 0.0314008 | Time: 3987.86 ms
[2020-11-25 06:12:31	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0313825 | val_loss: 0.0313738 | Time: 3933.14 ms
[2020-11-25 06:12:34	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0313703 | val_loss: 0.0313789 | Time: 3625.42 ms
[2020-11-25 06:12:38	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0314502 | val_loss: 0.0315317 | Time: 3695.67 ms
[2020-11-25 06:12:41	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0314339 | val_loss: 0.0314567 | Time: 3555.76 ms
[2020-11-25 06:12:45	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0314161 | val_loss: 0.0313925 | Time: 3580.42 ms
[2020-11-25 06:12:49	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0313818 | val_loss: 0.0313742 | Time: 3630.43 ms
[2020-11-25 06:12:53	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0313707 | val_loss: 0.0313796 | Time: 3929.88 ms
[2020-11-25 06:12:56	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0314169 | val_loss: 0.0314422 | Time: 3627.7 ms
[2020-11-25 06:13:00	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0314181 | val_loss: 0.0313997 | Time: 3690.34 ms
[2020-11-25 06:13:04	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0313764 | val_loss: 0.031379 | Time: 3706.91 ms
[2020-11-25 06:13:07	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0314185 | val_loss: 0.0315631 | Time: 3699.67 ms
[2020-11-25 06:13:11	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0314743 | val_loss: 0.0314046 | Time: 3919.03 ms
[2020-11-25 06:13:15	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0313826 | val_loss: 0.0314049 | Time: 3609.94 ms
[2020-11-25 06:13:18	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0313778 | val_loss: 0.0313747 | Time: 3541.19 ms
[2020-11-25 06:13:22	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0313712 | val_loss: 0.0313847 | Time: 3591 ms
[2020-11-25 06:13:26	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0314245 | val_loss: 0.0314254 | Time: 3720.74 ms
[2020-11-25 06:13:30	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0313908 | val_loss: 0.0313807 | Time: 3831.15 ms
[2020-11-25 06:13:33	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0313699 | val_loss: 0.031373 | Time: 3594.46 ms
[2020-11-25 06:13:37	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0313951 | val_loss: 0.0315018 | Time: 3676.07 ms
[2020-11-25 06:13:40	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0314264 | val_loss: 0.0314046 | Time: 3593.7 ms
[2020-11-25 06:13:44	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0313496 | val_loss: 0.0442873 | Time: 3621.17 ms
[2020-11-25 06:13:47	                main:581]	:	INFO	:	Epoch 839 | loss: 0.158054 | val_loss: 0.151537 | Time: 2896.28 ms
[2020-11-25 06:13:51	                main:581]	:	INFO	:	Epoch 840 | loss: 0.138552 | val_loss: 0.124084 | Time: 3660.66 ms
[2020-11-25 06:13:54	                main:581]	:	INFO	:	Epoch 841 | loss: 0.112978 | val_loss: 0.1003 | Time: 3596.97 ms
[2020-11-25 06:13:58	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0902185 | val_loss: 0.0813648 | Time: 3627.96 ms
[2020-11-25 06:14:01	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0765316 | val_loss: 0.0719835 | Time: 3662.45 ms
[2020-11-25 06:14:05	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0691825 | val_loss: 0.066535 | Time: 3656.02 ms
[2020-11-25 06:14:09	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0655755 | val_loss: 0.0646668 | Time: 3653.9 ms
[2020-11-25 06:14:12	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0639419 | val_loss: 0.0628079 | Time: 3650.01 ms
[2020-11-25 06:14:16	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0632996 | val_loss: 0.0665334 | Time: 3605.19 ms
[2020-11-25 06:14:20	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0579947 | val_loss: 0.0447635 | Time: 4310.49 ms
[2020-11-25 06:14:24	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0425612 | val_loss: 0.0404881 | Time: 3556.62 ms
[2020-11-25 06:14:28	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0396008 | val_loss: 0.0389145 | Time: 3662.16 ms
[2020-11-25 06:14:31	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0385008 | val_loss: 0.0382227 | Time: 3614.39 ms
[2020-11-25 06:14:35	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0379586 | val_loss: 0.0378211 | Time: 3599.56 ms
[2020-11-25 06:14:39	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0376185 | val_loss: 0.0375295 | Time: 3857.26 ms
[2020-11-25 06:14:43	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0373421 | val_loss: 0.0372643 | Time: 3976.12 ms
[2020-11-25 06:14:46	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0371047 | val_loss: 0.0370263 | Time: 3754.83 ms
[2020-11-25 06:14:50	                main:581]	:	INFO	:	Epoch 856 | loss: 0.036866 | val_loss: 0.0367863 | Time: 3736.38 ms
[2020-11-25 06:14:54	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0366135 | val_loss: 0.0365264 | Time: 3948.51 ms
[2020-11-25 06:14:58	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0363476 | val_loss: 0.0362116 | Time: 3539.52 ms
[2020-11-25 06:15:01	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0359836 | val_loss: 0.0357944 | Time: 3633.66 ms
[2020-11-25 06:15:05	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0356351 | val_loss: 0.0353924 | Time: 4022.88 ms
[2020-11-25 06:15:09	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0350583 | val_loss: 0.0347003 | Time: 3536.8 ms
[2020-11-25 06:15:12	                main:581]	:	INFO	:	Epoch 862 | loss: 0.03489 | val_loss: 0.0346771 | Time: 3544.21 ms
[2020-11-25 06:15:16	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0318062 | val_loss: 0.0289541 | Time: 3604.18 ms
[2020-11-25 06:15:20	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0277126 | val_loss: 0.0260935 | Time: 3765.23 ms
[2020-11-25 06:15:24	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0241673 | val_loss: 0.0215847 | Time: 4053.44 ms
[2020-11-25 06:15:27	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0197441 | val_loss: 0.0180963 | Time: 3663.07 ms
[2020-11-25 06:15:31	                main:581]	:	INFO	:	Epoch 867 | loss: 0.016577 | val_loss: 0.0147402 | Time: 3586.57 ms
[2020-11-25 06:15:35	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0146156 | val_loss: 0.0113485 | Time: 3720.6 ms
[2020-11-25 06:15:38	                main:581]	:	INFO	:	Epoch 869 | loss: 0.00971204 | val_loss: 0.00876374 | Time: 3687.7 ms
[2020-11-25 06:15:42	                main:581]	:	INFO	:	Epoch 870 | loss: 0.00818223 | val_loss: 0.00781008 | Time: 3576.33 ms
[2020-11-25 06:15:46	                main:581]	:	INFO	:	Epoch 871 | loss: 0.00749977 | val_loss: 0.00730921 | Time: 3668.26 ms
[2020-11-25 06:15:49	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00710132 | val_loss: 0.00697642 | Time: 3585.21 ms
[2020-11-25 06:15:53	                main:581]	:	INFO	:	Epoch 873 | loss: 0.00680401 | val_loss: 0.00671431 | Time: 3618.59 ms
[2020-11-25 06:15:57	                main:581]	:	INFO	:	Epoch 874 | loss: 0.00655695 | val_loss: 0.00647519 | Time: 3764.37 ms
[2020-11-25 06:16:00	                main:581]	:	INFO	:	Epoch 875 | loss: 0.00647303 | val_loss: 0.0062905 | Time: 3566.97 ms
[2020-11-25 06:16:04	                main:581]	:	INFO	:	Epoch 876 | loss: 0.00622307 | val_loss: 0.00604385 | Time: 3601.82 ms
[2020-11-25 06:16:08	                main:581]	:	INFO	:	Epoch 877 | loss: 0.00594058 | val_loss: 0.00604257 | Time: 3815.24 ms
[2020-11-25 06:16:12	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00580428 | val_loss: 0.00640492 | Time: 4015.65 ms
[2020-11-25 06:16:16	                main:581]	:	INFO	:	Epoch 879 | loss: 0.00559449 | val_loss: 0.00525522 | Time: 4011.7 ms
[2020-11-25 06:16:19	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00661864 | val_loss: 0.00621217 | Time: 3695.74 ms
[2020-11-25 06:16:23	                main:581]	:	INFO	:	Epoch 881 | loss: 0.00544404 | val_loss: 0.00493594 | Time: 3591.07 ms
[2020-11-25 06:16:27	                main:581]	:	INFO	:	Epoch 882 | loss: 0.00456107 | val_loss: 0.00431853 | Time: 3658.38 ms
[2020-11-25 06:16:30	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00442912 | val_loss: 0.00412642 | Time: 3682.45 ms
[2020-11-25 06:16:34	                main:581]	:	INFO	:	Epoch 884 | loss: 0.00404959 | val_loss: 0.00387936 | Time: 3836.54 ms
[2020-11-25 06:16:38	                main:581]	:	INFO	:	Epoch 885 | loss: 0.00643728 | val_loss: 0.00555775 | Time: 4176.36 ms
[2020-11-25 06:16:42	                main:581]	:	INFO	:	Epoch 886 | loss: 0.00479123 | val_loss: 0.00425484 | Time: 3694.73 ms
[2020-11-25 06:16:46	                main:581]	:	INFO	:	Epoch 887 | loss: 0.00392661 | val_loss: 0.00369338 | Time: 3684.55 ms
[2020-11-25 06:16:49	                main:581]	:	INFO	:	Epoch 888 | loss: 0.00353477 | val_loss: 0.00343499 | Time: 3669.04 ms
[2020-11-25 06:16:53	                main:581]	:	INFO	:	Epoch 889 | loss: 0.00349717 | val_loss: 0.00494983 | Time: 3604.23 ms
[2020-11-25 06:16:57	                main:581]	:	INFO	:	Epoch 890 | loss: 0.00366385 | val_loss: 0.00321783 | Time: 3592.28 ms
[2020-11-25 06:17:00	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0031502 | val_loss: 0.00306585 | Time: 3642.47 ms
[2020-11-25 06:17:04	                main:581]	:	INFO	:	Epoch 892 | loss: 0.00374458 | val_loss: 0.00417769 | Time: 3704.18 ms
[2020-11-25 06:17:07	                main:581]	:	INFO	:	Epoch 893 | loss: 0.00337377 | val_loss: 0.00307158 | Time: 3606.96 ms
[2020-11-25 06:17:11	                main:581]	:	INFO	:	Epoch 894 | loss: 0.00295056 | val_loss: 0.00286841 | Time: 3708.96 ms
[2020-11-25 06:17:15	                main:581]	:	INFO	:	Epoch 895 | loss: 0.002795 | val_loss: 0.00275849 | Time: 3669.1 ms
[2020-11-25 06:17:19	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00270384 | val_loss: 0.00268162 | Time: 3663.82 ms
[2020-11-25 06:17:22	                main:581]	:	INFO	:	Epoch 897 | loss: 0.00332904 | val_loss: 0.00293478 | Time: 3699.81 ms
[2020-11-25 06:17:26	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00283312 | val_loss: 0.00268157 | Time: 3807.23 ms
[2020-11-25 06:17:30	                main:581]	:	INFO	:	Epoch 899 | loss: 0.00261412 | val_loss: 0.00257434 | Time: 3887.27 ms
[2020-11-25 06:17:34	                main:581]	:	INFO	:	Epoch 900 | loss: 0.00255754 | val_loss: 0.00264834 | Time: 3623.97 ms
[2020-11-25 06:17:37	                main:581]	:	INFO	:	Epoch 901 | loss: 0.00315742 | val_loss: 0.00268952 | Time: 3631.04 ms
[2020-11-25 06:17:41	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0026382 | val_loss: 0.00253337 | Time: 3586.73 ms
[2020-11-25 06:17:44	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00251603 | val_loss: 0.00278515 | Time: 3638.17 ms
[2020-11-25 06:17:48	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00272162 | val_loss: 0.0025648 | Time: 3687.34 ms
[2020-11-25 06:17:52	                main:581]	:	INFO	:	Epoch 905 | loss: 0.00243213 | val_loss: 0.00238632 | Time: 3579.07 ms
[2020-11-25 06:17:55	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00245258 | val_loss: 0.00411655 | Time: 3648.18 ms
[2020-11-25 06:17:59	                main:581]	:	INFO	:	Epoch 907 | loss: 0.00344541 | val_loss: 0.00257347 | Time: 3666.25 ms
[2020-11-25 06:18:03	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00250872 | val_loss: 0.00241039 | Time: 3966.41 ms
[2020-11-25 06:18:07	                main:581]	:	INFO	:	Epoch 909 | loss: 0.00233812 | val_loss: 0.00229495 | Time: 3995.42 ms
[2020-11-25 06:18:11	                main:581]	:	INFO	:	Epoch 910 | loss: 0.00226288 | val_loss: 0.00224817 | Time: 3712.18 ms
[2020-11-25 06:18:14	                main:581]	:	INFO	:	Epoch 911 | loss: 0.00226411 | val_loss: 0.00238639 | Time: 3801.32 ms
[2020-11-25 06:18:18	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0025181 | val_loss: 0.00257682 | Time: 3694.51 ms
[2020-11-25 06:18:22	                main:581]	:	INFO	:	Epoch 913 | loss: 0.00236409 | val_loss: 0.0022551 | Time: 3626.82 ms
[2020-11-25 06:18:25	                main:581]	:	INFO	:	Epoch 914 | loss: 0.00215937 | val_loss: 0.00213617 | Time: 3577.4 ms
[2020-11-25 06:18:29	                main:581]	:	INFO	:	Epoch 915 | loss: 0.00240156 | val_loss: 0.00246461 | Time: 3601.32 ms
[2020-11-25 06:18:33	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0022281 | val_loss: 0.00207907 | Time: 3633.59 ms
[2020-11-25 06:18:36	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00205035 | val_loss: 0.00202494 | Time: 3680.04 ms
[2020-11-25 06:18:40	                main:581]	:	INFO	:	Epoch 918 | loss: 0.00200369 | val_loss: 0.00202023 | Time: 3855.51 ms
[2020-11-25 06:18:44	                main:581]	:	INFO	:	Epoch 919 | loss: 0.00219549 | val_loss: 0.00218701 | Time: 3655.86 ms
[2020-11-25 06:18:47	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00204918 | val_loss: 0.00196504 | Time: 3638.23 ms
[2020-11-25 06:18:51	                main:581]	:	INFO	:	Epoch 921 | loss: 0.00218454 | val_loss: 0.00197792 | Time: 3622.43 ms
[2020-11-25 06:18:55	                main:581]	:	INFO	:	Epoch 922 | loss: 0.00201113 | val_loss: 0.00195698 | Time: 3721.84 ms
[2020-11-25 06:18:59	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0019181 | val_loss: 0.00190491 | Time: 3766.68 ms
[2020-11-25 06:19:02	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00195152 | val_loss: 0.00205063 | Time: 3730.96 ms
[2020-11-25 06:19:06	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00204997 | val_loss: 0.0022936 | Time: 4002.76 ms
[2020-11-25 06:19:10	                main:581]	:	INFO	:	Epoch 926 | loss: 0.00199655 | val_loss: 0.00186747 | Time: 3593.89 ms
[2020-11-25 06:19:13	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0018696 | val_loss: 0.00186797 | Time: 3599.79 ms
[2020-11-25 06:19:17	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00186764 | val_loss: 0.00218481 | Time: 3588.39 ms
[2020-11-25 06:19:21	                main:581]	:	INFO	:	Epoch 929 | loss: 0.00259131 | val_loss: 0.00202669 | Time: 3781.53 ms
[2020-11-25 06:19:25	                main:581]	:	INFO	:	Epoch 930 | loss: 0.00193853 | val_loss: 0.00187778 | Time: 3766.7 ms
[2020-11-25 06:19:28	                main:581]	:	INFO	:	Epoch 931 | loss: 0.00182728 | val_loss: 0.00181113 | Time: 3820.26 ms
[2020-11-25 06:19:32	                main:581]	:	INFO	:	Epoch 932 | loss: 0.00180849 | val_loss: 0.00198232 | Time: 3650.55 ms
[2020-11-25 06:19:36	                main:581]	:	INFO	:	Epoch 933 | loss: 0.00209421 | val_loss: 0.00182518 | Time: 4046.11 ms
[2020-11-25 06:19:40	                main:581]	:	INFO	:	Epoch 934 | loss: 0.00181155 | val_loss: 0.00178366 | Time: 4089.43 ms
[2020-11-25 06:19:44	                main:581]	:	INFO	:	Epoch 935 | loss: 0.00176532 | val_loss: 0.00177192 | Time: 3630.93 ms
[2020-11-25 06:19:47	                main:581]	:	INFO	:	Epoch 936 | loss: 0.00213225 | val_loss: 0.00207306 | Time: 3541.95 ms
[2020-11-25 06:19:51	                main:581]	:	INFO	:	Epoch 937 | loss: 0.00183846 | val_loss: 0.00174978 | Time: 3599.59 ms
[2020-11-25 06:19:55	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00173398 | val_loss: 0.00172401 | Time: 4083 ms
[2020-11-25 06:19:59	                main:581]	:	INFO	:	Epoch 939 | loss: 0.00170847 | val_loss: 0.00177523 | Time: 3657.98 ms
[2020-11-25 06:20:02	                main:581]	:	INFO	:	Epoch 940 | loss: 0.00184747 | val_loss: 0.00172158 | Time: 3603.82 ms
[2020-11-25 06:20:06	                main:581]	:	INFO	:	Epoch 941 | loss: 0.00178089 | val_loss: 0.00194741 | Time: 3748.87 ms
[2020-11-25 06:20:10	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00173463 | val_loss: 0.00169729 | Time: 4045.4 ms
[2020-11-25 06:20:14	                main:581]	:	INFO	:	Epoch 943 | loss: 0.00287231 | val_loss: 0.00238809 | Time: 3604.42 ms
[2020-11-25 06:20:17	                main:581]	:	INFO	:	Epoch 944 | loss: 0.00201754 | val_loss: 0.00182606 | Time: 3637.01 ms
[2020-11-25 06:20:21	                main:581]	:	INFO	:	Epoch 945 | loss: 0.00175975 | val_loss: 0.00170885 | Time: 3573.1 ms
[2020-11-25 06:20:25	                main:581]	:	INFO	:	Epoch 946 | loss: 0.00167833 | val_loss: 0.00166574 | Time: 3591.22 ms
[2020-11-25 06:20:28	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00164414 | val_loss: 0.00163999 | Time: 3694.09 ms
[2020-11-25 06:20:32	                main:581]	:	INFO	:	Epoch 948 | loss: 0.00167424 | val_loss: 0.00190844 | Time: 3679.45 ms
[2020-11-25 06:20:36	                main:581]	:	INFO	:	Epoch 949 | loss: 0.00169597 | val_loss: 0.00161437 | Time: 3646.8 ms
[2020-11-25 06:20:39	                main:581]	:	INFO	:	Epoch 950 | loss: 0.00159665 | val_loss: 0.00158873 | Time: 3629.32 ms
[2020-11-25 06:20:43	                main:581]	:	INFO	:	Epoch 951 | loss: 0.00157966 | val_loss: 0.00175908 | Time: 3723.96 ms
[2020-11-25 06:20:47	                main:581]	:	INFO	:	Epoch 952 | loss: 0.00167818 | val_loss: 0.00162149 | Time: 3729.6 ms
[2020-11-25 06:20:50	                main:581]	:	INFO	:	Epoch 953 | loss: 0.0016542 | val_loss: 0.00165632 | Time: 3656.56 ms
[2020-11-25 06:20:54	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0015539 | val_loss: 0.00154286 | Time: 3628.24 ms
[2020-11-25 06:20:58	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00181788 | val_loss: 0.003978 | Time: 3655.14 ms
[2020-11-25 06:21:01	                main:581]	:	INFO	:	Epoch 956 | loss: 0.00215847 | val_loss: 0.00167474 | Time: 3653.6 ms
[2020-11-25 06:21:05	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0016071 | val_loss: 0.00154523 | Time: 3644.97 ms
[2020-11-25 06:21:09	                main:581]	:	INFO	:	Epoch 958 | loss: 0.00150597 | val_loss: 0.00148698 | Time: 3642.97 ms
[2020-11-25 06:21:12	                main:581]	:	INFO	:	Epoch 959 | loss: 0.00147807 | val_loss: 0.00148486 | Time: 3744.27 ms
[2020-11-25 06:21:16	                main:581]	:	INFO	:	Epoch 960 | loss: 0.00149732 | val_loss: 0.00148007 | Time: 3627.1 ms
[2020-11-25 06:21:20	                main:581]	:	INFO	:	Epoch 961 | loss: 0.00152151 | val_loss: 0.00143408 | Time: 3685.74 ms
[2020-11-25 06:21:23	                main:581]	:	INFO	:	Epoch 962 | loss: 0.00144424 | val_loss: 0.00147765 | Time: 3570.61 ms
[2020-11-25 06:21:27	                main:581]	:	INFO	:	Epoch 963 | loss: 0.00140594 | val_loss: 0.00138158 | Time: 3602.45 ms
[2020-11-25 06:21:31	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00179187 | val_loss: 0.00212968 | Time: 3748.69 ms
[2020-11-25 06:21:34	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00158363 | val_loss: 0.00150681 | Time: 3835.28 ms
[2020-11-25 06:21:38	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00140448 | val_loss: 0.00132593 | Time: 3754.5 ms
[2020-11-25 06:21:42	                main:581]	:	INFO	:	Epoch 967 | loss: 0.00129772 | val_loss: 0.00128074 | Time: 3857.95 ms
[2020-11-25 06:21:46	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00131863 | val_loss: 0.00134375 | Time: 3598.78 ms
[2020-11-25 06:21:49	                main:581]	:	INFO	:	Epoch 969 | loss: 0.00140137 | val_loss: 0.00129108 | Time: 3608.56 ms
[2020-11-25 06:21:53	                main:581]	:	INFO	:	Epoch 970 | loss: 0.00127344 | val_loss: 0.00131907 | Time: 3612.34 ms
[2020-11-25 06:21:56	                main:581]	:	INFO	:	Epoch 971 | loss: 0.00143909 | val_loss: 0.00131345 | Time: 3601.25 ms
[2020-11-25 06:22:00	                main:581]	:	INFO	:	Epoch 972 | loss: 0.00123546 | val_loss: 0.00121214 | Time: 3627.1 ms
[2020-11-25 06:22:04	                main:581]	:	INFO	:	Epoch 973 | loss: 0.00119028 | val_loss: 0.00124214 | Time: 3629.59 ms
[2020-11-25 06:22:08	                main:581]	:	INFO	:	Epoch 974 | loss: 0.00151383 | val_loss: 0.00130975 | Time: 4016.53 ms
[2020-11-25 06:22:11	                main:581]	:	INFO	:	Epoch 975 | loss: 0.00125995 | val_loss: 0.00117099 | Time: 3693.84 ms
[2020-11-25 06:22:15	                main:581]	:	INFO	:	Epoch 976 | loss: 0.00115913 | val_loss: 0.00113894 | Time: 3602.84 ms
[2020-11-25 06:22:19	                main:581]	:	INFO	:	Epoch 977 | loss: 0.00122509 | val_loss: 0.00129307 | Time: 3982.54 ms
[2020-11-25 06:22:23	                main:581]	:	INFO	:	Epoch 978 | loss: 0.00117547 | val_loss: 0.00113037 | Time: 3731.64 ms
[2020-11-25 06:22:26	                main:581]	:	INFO	:	Epoch 979 | loss: 0.00133999 | val_loss: 0.00123994 | Time: 3611.39 ms
[2020-11-25 06:22:30	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00119529 | val_loss: 0.0011524 | Time: 3629.08 ms
[2020-11-25 06:22:34	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00109997 | val_loss: 0.00107097 | Time: 3612.98 ms
[2020-11-25 06:22:37	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00104519 | val_loss: 0.00103916 | Time: 3651.96 ms
[2020-11-25 06:22:41	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00153779 | val_loss: 0.00200803 | Time: 4018.16 ms
[2020-11-25 06:22:45	                main:581]	:	INFO	:	Epoch 984 | loss: 0.00155357 | val_loss: 0.00122005 | Time: 3701.86 ms
[2020-11-25 06:22:48	                main:581]	:	INFO	:	Epoch 985 | loss: 0.00110522 | val_loss: 0.00103005 | Time: 3615.7 ms
[2020-11-25 06:22:52	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0010122 | val_loss: 0.000994544 | Time: 3574.29 ms
[2020-11-25 06:22:56	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000977238 | val_loss: 0.00096841 | Time: 3618.38 ms
[2020-11-25 06:22:59	                main:581]	:	INFO	:	Epoch 988 | loss: 0.00096417 | val_loss: 0.000957088 | Time: 3728.59 ms
[2020-11-25 06:23:04	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000949061 | val_loss: 0.00109465 | Time: 4180.87 ms
[2020-11-25 06:23:07	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00122935 | val_loss: 0.00102889 | Time: 3684.03 ms
[2020-11-25 06:23:11	                main:581]	:	INFO	:	Epoch 991 | loss: 0.00097865 | val_loss: 0.00096586 | Time: 3614.24 ms
[2020-11-25 06:23:15	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000941309 | val_loss: 0.000939335 | Time: 3600.39 ms
[2020-11-25 06:23:18	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00119023 | val_loss: 0.00118917 | Time: 3609.19 ms
[2020-11-25 06:23:22	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00105875 | val_loss: 0.000997816 | Time: 3672.22 ms
[2020-11-25 06:23:25	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000929716 | val_loss: 0.000895212 | Time: 2757.17 ms
[2020-11-25 06:23:28	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000893494 | val_loss: 0.000886845 | Time: 3553.19 ms
[2020-11-25 06:23:32	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0015723 | val_loss: 0.00275366 | Time: 3619.75 ms
[2020-11-25 06:23:35	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00151027 | val_loss: 0.00106807 | Time: 3566.23 ms
[2020-11-25 06:23:39	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0010199 | val_loss: 0.000955759 | Time: 3612.23 ms
[2020-11-25 06:23:43	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000923046 | val_loss: 0.000905068 | Time: 3696.01 ms
[2020-11-25 06:23:46	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000888205 | val_loss: 0.000880659 | Time: 3625.6 ms
[2020-11-25 06:23:50	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000883639 | val_loss: 0.000969028 | Time: 3792.18 ms
[2020-11-25 06:23:54	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000967736 | val_loss: 0.000869902 | Time: 3662.17 ms
[2020-11-25 06:23:58	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000866556 | val_loss: 0.000871193 | Time: 4277.43 ms
[2020-11-25 06:24:02	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000848396 | val_loss: 0.000875051 | Time: 3656.62 ms
[2020-11-25 06:24:05	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000889987 | val_loss: 0.000841268 | Time: 3640.84 ms
[2020-11-25 06:24:09	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000839689 | val_loss: 0.000833834 | Time: 3569.94 ms
[2020-11-25 06:24:12	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.00171643 | val_loss: 0.0019549 | Time: 3562.1 ms
[2020-11-25 06:24:16	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.00131026 | val_loss: 0.00104495 | Time: 3623.69 ms
[2020-11-25 06:24:20	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000945063 | val_loss: 0.000882397 | Time: 3678.77 ms
[2020-11-25 06:24:24	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000861829 | val_loss: 0.000849533 | Time: 3845.05 ms
[2020-11-25 06:24:27	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000834081 | val_loss: 0.000833068 | Time: 3658.87 ms
[2020-11-25 06:24:30	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000822345 | val_loss: 0.000827857 | Time: 3182.24 ms
[2020-11-25 06:24:34	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000836247 | val_loss: 0.000902734 | Time: 3733.99 ms
[2020-11-25 06:24:38	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.00082623 | val_loss: 0.000821465 | Time: 3743.7 ms
[2020-11-25 06:24:42	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000911482 | val_loss: 0.0010359 | Time: 4087.17 ms
[2020-11-25 06:24:46	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000872047 | val_loss: 0.000813968 | Time: 3648.16 ms
[2020-11-25 06:24:49	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000820918 | val_loss: 0.000957702 | Time: 3560.37 ms
[2020-11-25 06:24:53	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.00104482 | val_loss: 0.00096471 | Time: 3603.56 ms
[2020-11-25 06:24:56	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000844502 | val_loss: 0.000798397 | Time: 3611.79 ms
[2020-11-25 06:25:00	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000836605 | val_loss: 0.000983554 | Time: 3605.57 ms
[2020-11-25 06:25:04	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000849588 | val_loss: 0.000811017 | Time: 4523.51 ms
[2020-11-25 06:25:08	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000798571 | val_loss: 0.000851365 | Time: 3706.63 ms
[2020-11-25 06:25:12	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.00118766 | val_loss: 0.00171655 | Time: 3698 ms
[2020-11-25 06:25:12	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00171655
[2020-11-25 06:25:12	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-25 06:25:12	                main:615]	:	INFO	:	Success, exiting..
06:25:12 (12222): 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)