Task 3019540
| Name | EightBitModified-1605932082-6121-0_0 |
| Workunit | 1363821 |
| Created | 21 Nov 2020, 4:14:43 UTC |
| Sent | 25 Nov 2020, 14:17:21 UTC |
| Report deadline | 3 Dec 2020, 14:17:21 UTC |
| Received | 25 Nov 2020, 16:25:53 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3280 |
| Run time | 1 hours 4 min 23 sec |
| CPU time | 1 hours 4 min 20 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> 3698.34 ms [2020-11-25 06:57:27 main:581] : INFO : Epoch 510 | loss: 0.0851471 | val_loss: 0.0847617 | Time: 3905.25 ms [2020-11-25 06:57:31 main:581] : INFO : Epoch 511 | loss: 0.0845986 | val_loss: 0.0843852 | Time: 3928.6 ms [2020-11-25 06:57:35 main:581] : INFO : Epoch 512 | loss: 0.0842684 | val_loss: 0.0838181 | Time: 3702.95 ms [2020-11-25 06:57:39 main:581] : INFO : Epoch 513 | loss: 0.0836229 | val_loss: 0.0832953 | Time: 3709.87 ms [2020-11-25 06:57:43 main:581] : INFO : Epoch 514 | loss: 0.0831782 | val_loss: 0.0828224 | Time: 3714.8 ms [2020-11-25 06:57:47 main:581] : INFO : Epoch 515 | loss: 0.0827836 | val_loss: 0.082473 | Time: 4252.79 ms [2020-11-25 06:57:51 main:581] : INFO : Epoch 516 | loss: 0.0822574 | val_loss: 0.0818877 | Time: 3804.45 ms [2020-11-25 06:57:54 main:581] : INFO : Epoch 517 | loss: 0.0818304 | val_loss: 0.0815858 | Time: 3910.06 ms [2020-11-25 06:57:58 main:581] : INFO : Epoch 518 | loss: 0.0813789 | val_loss: 0.0810706 | Time: 3737.93 ms [2020-11-25 06:58:02 main:581] : INFO : Epoch 519 | loss: 0.0809518 | val_loss: 0.0807145 | Time: 3678.02 ms [2020-11-25 06:58:06 main:581] : INFO : Epoch 520 | loss: 0.0805746 | val_loss: 0.0802536 | Time: 3655.16 ms [2020-11-25 06:58:09 main:581] : INFO : Epoch 521 | loss: 0.0801887 | val_loss: 0.079818 | Time: 3693.93 ms [2020-11-25 06:58:13 main:581] : INFO : Epoch 522 | loss: 0.079737 | val_loss: 0.0794452 | Time: 3652 ms [2020-11-25 06:58:17 main:581] : INFO : Epoch 523 | loss: 0.0794621 | val_loss: 0.0794304 | Time: 3656.12 ms [2020-11-25 06:58:20 main:581] : INFO : Epoch 524 | loss: 0.0791033 | val_loss: 0.0787583 | Time: 3762.6 ms [2020-11-25 06:58:24 main:581] : INFO : Epoch 525 | loss: 0.078838 | val_loss: 0.0785329 | Time: 3923.42 ms [2020-11-25 06:58:28 main:581] : INFO : Epoch 526 | loss: 0.0783224 | val_loss: 0.0780192 | Time: 4047.47 ms [2020-11-25 06:58:32 main:581] : INFO : Epoch 527 | loss: 0.0779778 | val_loss: 0.0777029 | Time: 4158.25 ms [2020-11-25 06:58:36 main:581] : INFO : Epoch 528 | loss: 0.0776569 | val_loss: 0.0774166 | Time: 3820.87 ms [2020-11-25 06:58:40 main:581] : INFO : Epoch 529 | loss: 0.0774835 | val_loss: 0.0771285 | Time: 3813.92 ms [2020-11-25 06:58:44 main:581] : INFO : Epoch 530 | loss: 0.0772499 | val_loss: 0.0770508 | Time: 3651.69 ms [2020-11-25 06:58:47 main:581] : INFO : Epoch 531 | loss: 0.0768944 | val_loss: 0.0765586 | Time: 3656.24 ms [2020-11-25 06:58:51 main:581] : INFO : Epoch 532 | loss: 0.0765276 | val_loss: 0.0762764 | Time: 3686.88 ms [2020-11-25 06:58:55 main:581] : INFO : Epoch 533 | loss: 0.0763902 | val_loss: 0.076115 | Time: 3669.85 ms [2020-11-25 06:58:58 main:581] : INFO : Epoch 534 | loss: 0.0760561 | val_loss: 0.0758002 | Time: 3710.75 ms [2020-11-25 06:59:02 main:581] : INFO : Epoch 535 | loss: 0.0758721 | val_loss: 0.0754961 | Time: 3750.35 ms [2020-11-25 06:59:06 main:581] : INFO : Epoch 536 | loss: 0.0755711 | val_loss: 0.0752945 | Time: 3739.14 ms [2020-11-25 06:59:10 main:581] : INFO : Epoch 537 | loss: 0.075276 | val_loss: 0.0750997 | Time: 3857.1 ms [2020-11-25 06:59:13 main:581] : INFO : Epoch 538 | loss: 0.0752224 | val_loss: 0.0752527 | Time: 3459.01 ms [2020-11-25 06:59:17 main:581] : INFO : Epoch 539 | loss: 0.0750117 | val_loss: 0.0746445 | Time: 3712.34 ms [2020-11-25 06:59:21 main:581] : INFO : Epoch 540 | loss: 0.0746164 | val_loss: 0.0743409 | Time: 3638.03 ms [2020-11-25 06:59:24 main:581] : INFO : Epoch 541 | loss: 0.0743635 | val_loss: 0.0742217 | Time: 3640.73 ms [2020-11-25 06:59:28 main:581] : INFO : Epoch 542 | loss: 0.0743145 | val_loss: 0.0744526 | Time: 3635.32 ms [2020-11-25 06:59:32 main:581] : INFO : Epoch 543 | loss: 0.0741641 | val_loss: 0.0738037 | Time: 3634.48 ms [2020-11-25 06:59:35 main:581] : INFO : Epoch 544 | loss: 0.0737403 | val_loss: 0.0734759 | Time: 3652.82 ms [2020-11-25 06:59:39 main:581] : INFO : Epoch 545 | loss: 0.0734559 | val_loss: 0.073187 | Time: 3690.06 ms [2020-11-25 06:59:43 main:581] : INFO : Epoch 546 | loss: 0.0732996 | val_loss: 0.0730716 | Time: 3748.82 ms [2020-11-25 06:59:46 main:581] : INFO : Epoch 547 | loss: 0.0731307 | val_loss: 0.0728541 | Time: 3810.86 ms [2020-11-25 06:59:50 main:581] : INFO : Epoch 548 | loss: 0.0729167 | val_loss: 0.0727283 | Time: 3733.87 ms [2020-11-25 06:59:54 main:581] : INFO : Epoch 549 | loss: 0.0727337 | val_loss: 0.0725092 | Time: 3863.47 ms [2020-11-25 06:59:58 main:581] : INFO : Epoch 550 | loss: 0.0725812 | val_loss: 0.0722715 | Time: 4007.75 ms [2020-11-25 07:00:02 main:581] : INFO : Epoch 551 | loss: 0.0722686 | val_loss: 0.0719288 | Time: 3888.66 ms [2020-11-25 07:00:06 main:581] : INFO : Epoch 552 | loss: 0.0720302 | val_loss: 0.0717599 | Time: 3622.56 ms [2020-11-25 07:00:09 main:581] : INFO : Epoch 553 | loss: 0.0718109 | val_loss: 0.0715459 | Time: 3702.45 ms [2020-11-25 07:00:13 main:581] : INFO : Epoch 554 | loss: 0.0717275 | val_loss: 0.0713659 | Time: 3672.03 ms [2020-11-25 07:00:17 main:581] : INFO : Epoch 555 | loss: 0.0714204 | val_loss: 0.0711516 | Time: 3657.39 ms [2020-11-25 07:00:20 main:581] : INFO : Epoch 556 | loss: 0.0711643 | val_loss: 0.070889 | Time: 3671.8 ms [2020-11-25 07:00:24 main:581] : INFO : Epoch 557 | loss: 0.0710012 | val_loss: 0.0709791 | Time: 4056.18 ms [2020-11-25 07:00:28 main:581] : INFO : Epoch 558 | loss: 0.0713525 | val_loss: 0.0708288 | Time: 3769.75 ms [2020-11-25 07:00:32 main:581] : INFO : Epoch 559 | loss: 0.07074 | val_loss: 0.0703993 | Time: 4236.17 ms [2020-11-25 07:00:36 main:581] : INFO : Epoch 560 | loss: 0.070406 | val_loss: 0.0701418 | Time: 3957.72 ms [2020-11-25 07:00:40 main:581] : INFO : Epoch 561 | loss: 0.0704836 | val_loss: 0.0707147 | Time: 3703.08 ms [2020-11-25 07:00:44 main:581] : INFO : Epoch 562 | loss: 0.0703138 | val_loss: 0.0700451 | Time: 3684.55 ms [2020-11-25 07:00:47 main:581] : INFO : Epoch 563 | loss: 0.0700209 | val_loss: 0.069741 | Time: 3681.08 ms [2020-11-25 07:00:51 main:581] : INFO : Epoch 564 | loss: 0.0697243 | val_loss: 0.0695425 | Time: 3830.24 ms [2020-11-25 07:00:55 main:581] : INFO : Epoch 565 | loss: 0.0696413 | val_loss: 0.069427 | Time: 3712.32 ms [2020-11-25 07:00:58 main:581] : INFO : Epoch 566 | loss: 0.0694148 | val_loss: 0.0692836 | Time: 3614.38 ms [2020-11-25 07:01:02 main:581] : INFO : Epoch 567 | loss: 0.0721409 | val_loss: 0.071675 | Time: 3637.81 ms [2020-11-25 07:01:06 main:581] : INFO : Epoch 568 | loss: 0.0705848 | val_loss: 0.0695619 | Time: 3632.79 ms [2020-11-25 07:01:09 main:581] : INFO : Epoch 569 | loss: 0.0693768 | val_loss: 0.0688892 | Time: 3706.59 ms [2020-11-25 07:01:13 main:581] : INFO : Epoch 570 | loss: 0.0688956 | val_loss: 0.0689144 | Time: 3957.47 ms [2020-11-25 07:01:17 main:581] : INFO : Epoch 571 | loss: 0.068697 | val_loss: 0.06836 | Time: 3864.46 ms [2020-11-25 07:01:21 main:581] : INFO : Epoch 572 | loss: 0.0683651 | val_loss: 0.0681184 | Time: 3886.28 ms [2020-11-25 07:01:25 main:581] : INFO : Epoch 573 | loss: 0.0684333 | val_loss: 0.0684456 | Time: 3640.7 ms [2020-11-25 07:01:28 main:581] : INFO : Epoch 574 | loss: 0.0682818 | val_loss: 0.0678911 | Time: 3641.5 ms [2020-11-25 07:01:32 main:581] : INFO : Epoch 575 | loss: 0.0679607 | val_loss: 0.0678854 | Time: 3633.94 ms [2020-11-25 07:01:36 main:581] : INFO : Epoch 576 | loss: 0.0677422 | val_loss: 0.0674884 | Time: 3692.75 ms [2020-11-25 07:01:39 main:581] : INFO : Epoch 577 | loss: 0.067492 | val_loss: 0.0673133 | Time: 3710.52 ms [2020-11-25 07:01:43 main:581] : INFO : Epoch 578 | loss: 0.0696826 | val_loss: 0.123511 | Time: 3684.96 ms [2020-11-25 07:01:47 main:581] : INFO : Epoch 579 | loss: 0.088283 | val_loss: 0.0772924 | Time: 3707.57 ms [2020-11-25 07:01:51 main:581] : INFO : Epoch 580 | loss: 0.0731887 | val_loss: 0.0699723 | Time: 3728.23 ms [2020-11-25 07:01:54 main:581] : INFO : Epoch 581 | loss: 0.0692277 | val_loss: 0.0684969 | Time: 3816.52 ms [2020-11-25 07:01:58 main:581] : INFO : Epoch 582 | loss: 0.0681985 | val_loss: 0.0677944 | Time: 3928.27 ms [2020-11-25 07:02:02 main:581] : INFO : Epoch 583 | loss: 0.0676417 | val_loss: 0.0673307 | Time: 3786.82 ms [2020-11-25 07:02:06 main:581] : INFO : Epoch 584 | loss: 0.0672541 | val_loss: 0.0670833 | Time: 3874.81 ms [2020-11-25 07:02:10 main:581] : INFO : Epoch 585 | loss: 0.0669555 | val_loss: 0.0667323 | Time: 3789.54 ms [2020-11-25 07:02:14 main:581] : INFO : Epoch 586 | loss: 0.0666679 | val_loss: 0.0664892 | Time: 3833.94 ms [2020-11-25 07:02:17 main:581] : INFO : Epoch 587 | loss: 0.0664568 | val_loss: 0.0662871 | Time: 3721.1 ms [2020-11-25 07:02:21 main:581] : INFO : Epoch 588 | loss: 0.0662608 | val_loss: 0.0660531 | Time: 3707.66 ms [2020-11-25 07:02:25 main:581] : INFO : Epoch 589 | loss: 0.0660073 | val_loss: 0.0658416 | Time: 3685.11 ms [2020-11-25 07:02:28 main:581] : INFO : Epoch 590 | loss: 0.0657954 | val_loss: 0.0656255 | Time: 3727.36 ms [2020-11-25 07:02:32 main:581] : INFO : Epoch 591 | loss: 0.0655818 | val_loss: 0.065618 | Time: 3736.63 ms [2020-11-25 07:02:36 main:581] : INFO : Epoch 592 | loss: 0.0654692 | val_loss: 0.0653147 | Time: 3751.16 ms [2020-11-25 07:02:40 main:581] : INFO : Epoch 593 | loss: 0.0652575 | val_loss: 0.0652506 | Time: 3739.49 ms [2020-11-25 07:02:44 main:581] : INFO : Epoch 594 | loss: 0.0651104 | val_loss: 0.0650849 | Time: 3915.4 ms [2020-11-25 07:02:47 main:581] : INFO : Epoch 595 | loss: 0.0649505 | val_loss: 0.0648541 | Time: 3703.64 ms [2020-11-25 07:02:51 main:581] : INFO : Epoch 596 | loss: 0.0647505 | val_loss: 0.0646779 | Time: 3642.89 ms [2020-11-25 07:02:55 main:581] : INFO : Epoch 597 | loss: 0.0645864 | val_loss: 0.064653 | Time: 3690.77 ms [2020-11-25 07:02:58 main:581] : INFO : Epoch 598 | loss: 0.0645872 | val_loss: 0.0643096 | Time: 3680.21 ms [2020-11-25 07:03:02 main:581] : INFO : Epoch 599 | loss: 0.0643581 | val_loss: 0.0642546 | Time: 3704.41 ms [2020-11-25 07:03:06 main:581] : INFO : Epoch 600 | loss: 0.0641139 | val_loss: 0.0642758 | Time: 3801.1 ms [2020-11-25 07:03:10 main:581] : INFO : Epoch 601 | loss: 0.0644293 | val_loss: 0.0678637 | Time: 3761.39 ms [2020-11-25 07:03:13 main:581] : INFO : Epoch 602 | loss: 0.0657962 | val_loss: 0.064599 | Time: 3860.1 ms [2020-11-25 07:03:17 main:581] : INFO : Epoch 603 | loss: 0.0639814 | val_loss: 0.063608 | Time: 3861.96 ms [2020-11-25 07:03:21 main:581] : INFO : Epoch 604 | loss: 0.0633981 | val_loss: 0.0631786 | Time: 3841.12 ms [2020-11-25 07:03:25 main:581] : INFO : Epoch 605 | loss: 0.0632143 | val_loss: 0.0648545 | Time: 3629.77 ms [2020-11-25 07:03:29 main:581] : INFO : Epoch 606 | loss: 0.0634428 | val_loss: 0.0625665 | Time: 3699.47 ms [2020-11-25 07:03:32 main:581] : INFO : Epoch 607 | loss: 0.0626337 | val_loss: 0.0633413 | Time: 3720.97 ms [2020-11-25 07:03:36 main:581] : INFO : Epoch 608 | loss: 0.0624265 | val_loss: 0.0620775 | Time: 3694.3 ms [2020-11-25 07:03:40 main:581] : INFO : Epoch 609 | loss: 0.0628294 | val_loss: 0.0624525 | Time: 3795.15 ms [2020-11-25 07:03:44 main:581] : INFO : Epoch 610 | loss: 0.0623635 | val_loss: 0.0620178 | Time: 3807.53 ms [2020-11-25 07:03:47 main:581] : INFO : Epoch 611 | loss: 0.061584 | val_loss: 0.0623211 | Time: 3614.92 ms [2020-11-25 07:03:51 main:581] : INFO : Epoch 612 | loss: 0.061548 | val_loss: 0.0621794 | Time: 3660.22 ms [2020-11-25 07:03:54 main:581] : INFO : Epoch 613 | loss: 0.061273 | val_loss: 0.0615723 | Time: 3672.88 ms [2020-11-25 07:03:58 main:581] : INFO : Epoch 614 | loss: 0.0609428 | val_loss: 0.0625979 | Time: 3670.03 ms [2020-11-25 07:04:02 main:581] : INFO : Epoch 615 | loss: 0.0607386 | val_loss: 0.0606083 | Time: 3624.02 ms [2020-11-25 07:04:05 main:581] : INFO : Epoch 616 | loss: 0.0608266 | val_loss: 0.0600052 | Time: 3655.56 ms [2020-11-25 07:04:09 main:581] : INFO : Epoch 617 | loss: 0.0597027 | val_loss: 0.0593954 | Time: 3730.08 ms [2020-11-25 07:04:13 main:581] : INFO : Epoch 618 | loss: 0.0589861 | val_loss: 0.0583473 | Time: 3742.49 ms [2020-11-25 07:04:17 main:581] : INFO : Epoch 619 | loss: 0.0583688 | val_loss: 0.0585988 | Time: 3643.66 ms [2020-11-25 07:04:20 main:581] : INFO : Epoch 620 | loss: 0.0580392 | val_loss: 0.0569066 | Time: 3628.43 ms [2020-11-25 07:04:24 main:581] : INFO : Epoch 621 | loss: 0.0568691 | val_loss: 0.0562589 | Time: 3869.09 ms [2020-11-25 07:04:28 main:581] : INFO : Epoch 622 | loss: 0.0560551 | val_loss: 0.05539 | Time: 3703.92 ms [2020-11-25 07:04:32 main:581] : INFO : Epoch 623 | loss: 0.0572007 | val_loss: 0.0555144 | Time: 3954.14 ms [2020-11-25 07:04:36 main:581] : INFO : Epoch 624 | loss: 0.0552306 | val_loss: 0.054766 | Time: 3928.47 ms [2020-11-25 07:04:40 main:581] : INFO : Epoch 625 | loss: 0.0546201 | val_loss: 0.0531435 | Time: 4078.54 ms [2020-11-25 07:04:43 main:581] : INFO : Epoch 626 | loss: 0.0569361 | val_loss: 0.0552532 | Time: 3660.48 ms [2020-11-25 07:04:47 main:581] : INFO : Epoch 627 | loss: 0.0570986 | val_loss: 0.0565557 | Time: 3689.01 ms [2020-11-25 07:04:51 main:581] : INFO : Epoch 628 | loss: 0.0530325 | val_loss: 0.0523813 | Time: 3655.83 ms [2020-11-25 07:04:54 main:581] : INFO : Epoch 629 | loss: 0.0519159 | val_loss: 0.0508119 | Time: 3635.61 ms [2020-11-25 07:04:58 main:581] : INFO : Epoch 630 | loss: 0.0506802 | val_loss: 0.0526125 | Time: 3629.56 ms [2020-11-25 07:05:02 main:581] : INFO : Epoch 631 | loss: 0.0508975 | val_loss: 0.049878 | Time: 3674.16 ms [2020-11-25 07:05:06 main:581] : INFO : Epoch 632 | loss: 0.0496217 | val_loss: 0.0496398 | Time: 3987.03 ms [2020-11-25 07:05:09 main:581] : INFO : Epoch 633 | loss: 0.0501609 | val_loss: 0.0495931 | Time: 3724.6 ms [2020-11-25 07:05:14 main:581] : INFO : Epoch 634 | loss: 0.0494741 | val_loss: 0.049085 | Time: 4614.39 ms [2020-11-25 07:05:18 main:581] : INFO : Epoch 635 | loss: 0.0486876 | val_loss: 0.0485018 | Time: 3810.53 ms [2020-11-25 07:05:22 main:581] : INFO : Epoch 636 | loss: 0.0620704 | val_loss: 0.0628486 | Time: 3717.69 ms [2020-11-25 07:05:25 main:581] : INFO : Epoch 637 | loss: 0.0606091 | val_loss: 0.0582683 | Time: 3684.49 ms [2020-11-25 07:05:29 main:581] : INFO : Epoch 638 | loss: 0.0551143 | val_loss: 0.0515544 | Time: 3632.7 ms [2020-11-25 07:05:32 main:581] : INFO : Epoch 639 | loss: 0.0495215 | val_loss: 0.0483686 | Time: 3659.49 ms [2020-11-25 07:05:36 main:581] : INFO : Epoch 640 | loss: 0.0481688 | val_loss: 0.0487836 | Time: 3706.38 ms [2020-11-25 07:05:40 main:581] : INFO : Epoch 641 | loss: 0.0475186 | val_loss: 0.0469946 | Time: 3744.94 ms [2020-11-25 07:05:44 main:581] : INFO : Epoch 642 | loss: 0.0478056 | val_loss: 0.0486444 | Time: 3774.51 ms [2020-11-25 07:05:47 main:581] : INFO : Epoch 643 | loss: 0.0495436 | val_loss: 0.0478189 | Time: 3658.15 ms [2020-11-25 07:05:51 main:581] : INFO : Epoch 644 | loss: 0.0469891 | val_loss: 0.046538 | Time: 3711.98 ms [2020-11-25 07:05:55 main:581] : INFO : Epoch 645 | loss: 0.0532289 | val_loss: 0.0559561 | Time: 3751.02 ms [2020-11-25 07:05:59 main:581] : INFO : Epoch 646 | loss: 0.0532108 | val_loss: 0.0507258 | Time: 3842.66 ms [2020-11-25 07:06:03 main:581] : INFO : Epoch 647 | loss: 0.0485104 | val_loss: 0.046877 | Time: 4155.47 ms [2020-11-25 07:06:07 main:581] : INFO : Epoch 648 | loss: 0.0462343 | val_loss: 0.045699 | Time: 3695.47 ms [2020-11-25 07:06:10 main:581] : INFO : Epoch 649 | loss: 0.045392 | val_loss: 0.0453459 | Time: 3640.94 ms [2020-11-25 07:06:14 main:581] : INFO : Epoch 650 | loss: 0.0466331 | val_loss: 0.0472027 | Time: 3670.51 ms [2020-11-25 07:06:18 main:581] : INFO : Epoch 651 | loss: 0.0467127 | val_loss: 0.0463229 | Time: 3674.15 ms [2020-11-25 07:06:21 main:581] : INFO : Epoch 652 | loss: 0.0455626 | val_loss: 0.0450472 | Time: 3685.75 ms [2020-11-25 07:06:25 main:581] : INFO : Epoch 653 | loss: 0.0450522 | val_loss: 0.0459756 | Time: 3729.16 ms [2020-11-25 07:06:29 main:581] : INFO : Epoch 654 | loss: 0.0453078 | val_loss: 0.0447138 | Time: 3768.49 ms [2020-11-25 07:06:33 main:581] : INFO : Epoch 655 | loss: 0.0446022 | val_loss: 0.0444594 | Time: 3812.66 ms [2020-11-25 07:06:36 main:581] : INFO : Epoch 656 | loss: 0.0442978 | val_loss: 0.0442039 | Time: 3869.41 ms [2020-11-25 07:06:40 main:581] : INFO : Epoch 657 | loss: 0.0440382 | val_loss: 0.0439943 | Time: 3782.22 ms [2020-11-25 07:06:44 main:581] : INFO : Epoch 658 | loss: 0.0440056 | val_loss: 0.0439313 | Time: 3696.07 ms [2020-11-25 07:06:48 main:581] : INFO : Epoch 659 | loss: 0.0437764 | val_loss: 0.0438133 | Time: 3679.6 ms [2020-11-25 07:06:51 main:581] : INFO : Epoch 660 | loss: 0.0436769 | val_loss: 0.04368 | Time: 3725.27 ms [2020-11-25 07:06:55 main:581] : INFO : Epoch 661 | loss: 0.0435244 | val_loss: 0.0444844 | Time: 3779 ms [2020-11-25 07:06:59 main:581] : INFO : Epoch 662 | loss: 0.0451537 | val_loss: 0.0439296 | Time: 3673.95 ms [2020-11-25 07:07:02 main:581] : INFO : Epoch 663 | loss: 0.0576305 | val_loss: 0.088829 | Time: 3659.54 ms [2020-11-25 07:07:06 main:581] : INFO : Epoch 664 | loss: 0.0740351 | val_loss: 0.0612068 | Time: 3695.93 ms [2020-11-25 07:07:10 main:581] : INFO : Epoch 665 | loss: 0.0559967 | val_loss: 0.051944 | Time: 3928.43 ms [2020-11-25 07:07:14 main:581] : INFO : Epoch 666 | loss: 0.0570793 | val_loss: 0.0523036 | Time: 3683.99 ms [2020-11-25 07:07:17 main:581] : INFO : Epoch 667 | loss: 0.0498021 | val_loss: 0.0482633 | Time: 3749.68 ms [2020-11-25 07:07:21 main:581] : INFO : Epoch 668 | loss: 0.0474129 | val_loss: 0.0469096 | Time: 3939.53 ms [2020-11-25 07:07:25 main:581] : INFO : Epoch 669 | loss: 0.0464446 | val_loss: 0.0461953 | Time: 3823.02 ms [2020-11-25 07:07:29 main:581] : INFO : Epoch 670 | loss: 0.0459874 | val_loss: 0.0458559 | Time: 3677.73 ms [2020-11-25 07:07:33 main:581] : INFO : Epoch 671 | loss: 0.0455282 | val_loss: 0.0453318 | Time: 3638.39 ms [2020-11-25 07:07:36 main:581] : INFO : Epoch 672 | loss: 0.0455901 | val_loss: 0.0454546 | Time: 3643.83 ms [2020-11-25 07:07:40 main:581] : INFO : Epoch 673 | loss: 0.0449882 | val_loss: 0.0448367 | Time: 3671.52 ms [2020-11-25 07:07:44 main:581] : INFO : Epoch 674 | loss: 0.0446294 | val_loss: 0.0445816 | Time: 3740.27 ms [2020-11-25 07:07:47 main:581] : INFO : Epoch 675 | loss: 0.0448219 | val_loss: 0.0452731 | Time: 3678.38 ms [2020-11-25 07:07:51 main:581] : INFO : Epoch 676 | loss: 0.0446764 | val_loss: 0.0444205 | Time: 3713.97 ms [2020-11-25 07:07:55 main:581] : INFO : Epoch 677 | loss: 0.0440561 | val_loss: 0.043932 | Time: 3738.33 ms [2020-11-25 07:07:59 main:581] : INFO : Epoch 678 | loss: 0.0437535 | val_loss: 0.0437081 | Time: 4004.65 ms [2020-11-25 07:08:03 main:581] : INFO : Epoch 679 | loss: 0.0435636 | val_loss: 0.043556 | Time: 3808.59 ms [2020-11-25 07:08:07 main:581] : INFO : Epoch 680 | loss: 0.0434086 | val_loss: 0.0433361 | Time: 4086.69 ms [2020-11-25 07:08:10 main:581] : INFO : Epoch 681 | loss: 0.0432561 | val_loss: 0.0435959 | Time: 3817.32 ms [2020-11-25 07:08:14 main:581] : INFO : Epoch 682 | loss: 0.0432165 | val_loss: 0.0429453 | Time: 3765.6 ms [2020-11-25 07:08:18 main:581] : INFO : Epoch 683 | loss: 0.0427785 | val_loss: 0.0425515 | Time: 3794.59 ms [2020-11-25 07:08:22 main:581] : INFO : Epoch 684 | loss: 0.0425123 | val_loss: 0.0424032 | Time: 3676.52 ms [2020-11-25 07:08:25 main:581] : INFO : Epoch 685 | loss: 0.0423106 | val_loss: 0.0421862 | Time: 3671.49 ms [2020-11-25 07:08:29 main:581] : INFO : Epoch 686 | loss: 0.0420796 | val_loss: 0.0421163 | Time: 3640.66 ms [2020-11-25 07:08:33 main:581] : INFO : Epoch 687 | loss: 0.0422835 | val_loss: 0.0421377 | Time: 3685.75 ms [2020-11-25 07:08:36 main:581] : INFO : Epoch 688 | loss: 0.0419087 | val_loss: 0.0417856 | Time: 3750.16 ms [2020-11-25 07:08:40 main:581] : INFO : Epoch 689 | loss: 0.0419629 | val_loss: 0.0418723 | Time: 3692.73 ms [2020-11-25 07:08:44 main:581] : INFO : Epoch 690 | loss: 0.0419831 | val_loss: 0.042189 | Time: 3818.39 ms [2020-11-25 07:08:48 main:581] : INFO : Epoch 691 | loss: 0.0419535 | val_loss: 0.0417197 | Time: 3763.66 ms [2020-11-25 07:08:52 main:581] : INFO : Epoch 692 | loss: 0.0416019 | val_loss: 0.0416101 | Time: 3853.83 ms [2020-11-25 07:08:56 main:581] : INFO : Epoch 693 | loss: 0.0419803 | val_loss: 0.0420191 | Time: 3971.93 ms [2020-11-25 07:08:59 main:581] : INFO : Epoch 694 | loss: 0.0420399 | val_loss: 0.0417623 | Time: 3844.7 ms [2020-11-25 07:09:03 main:581] : INFO : Epoch 695 | loss: 0.0417616 | val_loss: 0.0432155 | Time: 3714.38 ms [2020-11-25 07:09:07 main:581] : INFO : Epoch 696 | loss: 0.0423563 | val_loss: 0.0418281 | Time: 3709.88 ms [2020-11-25 07:09:11 main:581] : INFO : Epoch 697 | loss: 0.0414751 | val_loss: 0.0413999 | Time: 3860.24 ms [2020-11-25 07:09:14 main:581] : INFO : Epoch 698 | loss: 0.0412809 | val_loss: 0.0411894 | Time: 3739.17 ms [2020-11-25 07:09:18 main:581] : INFO : Epoch 699 | loss: 0.0411177 | val_loss: 0.0410861 | Time: 3702.55 ms [2020-11-25 07:09:22 main:581] : INFO : Epoch 700 | loss: 0.0410173 | val_loss: 0.0410389 | Time: 3900.51 ms [2020-11-25 07:09:26 main:581] : INFO : Epoch 701 | loss: 0.040939 | val_loss: 0.0409096 | Time: 3730.94 ms [2020-11-25 07:09:29 main:581] : INFO : Epoch 702 | loss: 0.0408671 | val_loss: 0.040918 | Time: 3692.29 ms [2020-11-25 07:09:33 main:581] : INFO : Epoch 703 | loss: 0.0408142 | val_loss: 0.0408568 | Time: 3694.24 ms [2020-11-25 07:09:37 main:581] : INFO : Epoch 704 | loss: 0.0407839 | val_loss: 0.0407566 | Time: 4066.17 ms [2020-11-25 07:09:41 main:581] : INFO : Epoch 705 | loss: 0.040732 | val_loss: 0.0407457 | Time: 3746.26 ms [2020-11-25 07:09:45 main:581] : INFO : Epoch 706 | loss: 0.0406573 | val_loss: 0.0405741 | Time: 3736.46 ms [2020-11-25 07:09:48 main:581] : INFO : Epoch 707 | loss: 0.0405427 | val_loss: 0.0405651 | Time: 3762.32 ms [2020-11-25 07:09:52 main:581] : INFO : Epoch 708 | loss: 0.0405003 | val_loss: 0.0405978 | Time: 3939.21 ms [2020-11-25 07:09:56 main:581] : INFO : Epoch 709 | loss: 0.0404578 | val_loss: 0.0404231 | Time: 4059.05 ms [2020-11-25 07:10:00 main:581] : INFO : Epoch 710 | loss: 0.0403754 | val_loss: 0.0403895 | Time: 3800.89 ms [2020-11-25 07:10:04 main:581] : INFO : Epoch 711 | loss: 0.0403545 | val_loss: 0.040302 | Time: 3782.01 ms [2020-11-25 07:10:08 main:581] : INFO : Epoch 712 | loss: 0.0403004 | val_loss: 0.0403563 | Time: 3754.29 ms [2020-11-25 07:10:12 main:581] : INFO : Epoch 713 | loss: 0.0402624 | val_loss: 0.0403799 | Time: 3755.13 ms [2020-11-25 07:10:15 main:581] : INFO : Epoch 714 | loss: 0.040448 | val_loss: 0.0404766 | Time: 3784.4 ms [2020-11-25 07:10:19 main:581] : INFO : Epoch 715 | loss: 0.0403237 | val_loss: 0.0402071 | Time: 4160.15 ms [2020-11-25 07:10:23 main:581] : INFO : Epoch 716 | loss: 0.0402782 | val_loss: 0.0404036 | Time: 3663.1 ms [2020-11-25 07:10:27 main:581] : INFO : Epoch 717 | loss: 0.0406125 | val_loss: 0.0402301 | Time: 3656.56 ms [2020-11-25 07:10:31 main:581] : INFO : Epoch 718 | loss: 0.0401968 | val_loss: 0.0403289 | Time: 3811.38 ms [2020-11-25 07:10:35 main:581] : INFO : Epoch 719 | loss: 0.0401535 | val_loss: 0.0400977 | Time: 3926.77 ms [2020-11-25 07:10:38 main:581] : INFO : Epoch 720 | loss: 0.0467461 | val_loss: 0.0515148 | Time: 3712.77 ms [2020-11-25 07:10:42 main:581] : INFO : Epoch 721 | loss: 0.0467974 | val_loss: 0.0438228 | Time: 3801.15 ms [2020-11-25 07:10:46 main:581] : INFO : Epoch 722 | loss: 0.0423328 | val_loss: 0.0411909 | Time: 3983.52 ms [2020-11-25 07:10:50 main:581] : INFO : Epoch 723 | loss: 0.0407632 | val_loss: 0.0404419 | Time: 3664.38 ms [2020-11-25 07:10:53 main:581] : INFO : Epoch 724 | loss: 0.0402359 | val_loss: 0.0400909 | Time: 3669.31 ms [2020-11-25 07:10:57 main:581] : INFO : Epoch 725 | loss: 0.040008 | val_loss: 0.0399443 | Time: 3703.79 ms [2020-11-25 07:11:01 main:581] : INFO : Epoch 726 | loss: 0.0398934 | val_loss: 0.0398638 | Time: 3692.13 ms [2020-11-25 07:11:05 main:581] : INFO : Epoch 727 | loss: 0.0398216 | val_loss: 0.0398025 | Time: 4080.22 ms [2020-11-25 07:11:09 main:581] : INFO : Epoch 728 | loss: 0.0397615 | val_loss: 0.0397501 | Time: 3744.87 ms [2020-11-25 07:11:12 main:581] : INFO : Epoch 729 | loss: 0.0397015 | val_loss: 0.0396976 | Time: 3736.44 ms [2020-11-25 07:11:16 main:581] : INFO : Epoch 730 | loss: 0.0396521 | val_loss: 0.0396353 | Time: 3754.03 ms [2020-11-25 07:11:20 main:581] : INFO : Epoch 731 | loss: 0.0396054 | val_loss: 0.0396096 | Time: 3590.78 ms [2020-11-25 07:11:23 main:581] : INFO : Epoch 732 | loss: 0.0395759 | val_loss: 0.0395335 | Time: 3580.63 ms [2020-11-25 07:11:27 main:581] : INFO : Epoch 733 | loss: 0.0396344 | val_loss: 0.0398249 | Time: 3619.27 ms [2020-11-25 07:11:31 main:581] : INFO : Epoch 734 | loss: 0.0397057 | val_loss: 0.0396325 | Time: 3717.16 ms [2020-11-25 07:11:35 main:581] : INFO : Epoch 735 | loss: 0.0395273 | val_loss: 0.0394592 | Time: 4158.41 ms [2020-11-25 07:11:38 main:581] : INFO : Epoch 736 | loss: 0.0394133 | val_loss: 0.0394291 | Time: 3696.65 ms [2020-11-25 07:11:42 main:581] : INFO : Epoch 737 | loss: 0.0394261 | val_loss: 0.0396012 | Time: 3729.21 ms [2020-11-25 07:11:46 main:581] : INFO : Epoch 738 | loss: 0.0394913 | val_loss: 0.0394114 | Time: 3708.03 ms [2020-11-25 07:11:50 main:581] : INFO : Epoch 739 | loss: 0.0393329 | val_loss: 0.039359 | Time: 3708.21 ms [2020-11-25 07:11:53 main:581] : INFO : Epoch 740 | loss: 0.0392718 | val_loss: 0.0392378 | Time: 3657.67 ms [2020-11-25 07:11:57 main:581] : INFO : Epoch 741 | loss: 0.0392479 | val_loss: 0.0392529 | Time: 3690.35 ms [2020-11-25 07:12:01 main:581] : INFO : Epoch 742 | loss: 0.0391787 | val_loss: 0.0392426 | Time: 3685.94 ms [2020-11-25 07:12:04 main:581] : INFO : Epoch 743 | loss: 0.0391486 | val_loss: 0.0391547 | Time: 3679.87 ms [2020-11-25 07:12:08 main:581] : INFO : Epoch 744 | loss: 0.0391062 | val_loss: 0.0390918 | Time: 3730.29 ms [2020-11-25 07:12:12 main:581] : INFO : Epoch 745 | loss: 0.0390791 | val_loss: 0.03907 | Time: 3773.38 ms [2020-11-25 07:12:15 main:581] : INFO : Epoch 746 | loss: 0.03905 | val_loss: 0.0390583 | Time: 3684.18 ms [2020-11-25 07:12:19 main:581] : INFO : Epoch 747 | loss: 0.038986 | val_loss: 0.0389485 | Time: 3757.8 ms [2020-11-25 07:12:23 main:581] : INFO : Epoch 748 | loss: 0.038935 | val_loss: 0.0389707 | Time: 3881.57 ms [2020-11-25 07:12:27 main:581] : INFO : Epoch 749 | loss: 0.0389189 | val_loss: 0.03892 | Time: 4156.27 ms [2020-11-25 07:12:31 main:581] : INFO : Epoch 750 | loss: 0.0388667 | val_loss: 0.0388572 | Time: 3668.6 ms [2020-11-25 07:12:35 main:581] : INFO : Epoch 751 | loss: 0.0388103 | val_loss: 0.0387718 | Time: 3721.84 ms [2020-11-25 07:12:38 main:581] : INFO : Epoch 752 | loss: 0.0387637 | val_loss: 0.0388028 | Time: 3713.74 ms [2020-11-25 07:12:42 main:581] : INFO : Epoch 753 | loss: 0.0387441 | val_loss: 0.0387265 | Time: 3740.78 ms [2020-11-25 07:12:46 main:581] : INFO : Epoch 754 | loss: 0.0386788 | val_loss: 0.0386586 | Time: 3701.43 ms [2020-11-25 07:12:50 main:581] : INFO : Epoch 755 | loss: 0.0386493 | val_loss: 0.038635 | Time: 3693.78 ms [2020-11-25 07:12:53 main:581] : INFO : Epoch 756 | loss: 0.0386037 | val_loss: 0.0386152 | Time: 3790.17 ms [2020-11-25 07:12:57 main:581] : INFO : Epoch 757 | loss: 0.0385911 | val_loss: 0.0386661 | Time: 3695.62 ms [2020-11-25 07:13:01 main:581] : INFO : Epoch 758 | loss: 0.0390781 | val_loss: 0.03967 | Time: 3708.08 ms [2020-11-25 07:13:04 main:581] : INFO : Epoch 759 | loss: 0.0390312 | val_loss: 0.0387542 | Time: 3695.29 ms [2020-11-25 07:13:08 main:581] : INFO : Epoch 760 | loss: 0.0386286 | val_loss: 0.038543 | Time: 3664.4 ms [2020-11-25 07:13:12 main:581] : INFO : Epoch 761 | loss: 0.0384808 | val_loss: 0.038485 | Time: 3640.71 ms [2020-11-25 07:13:15 main:581] : INFO : Epoch 762 | loss: 0.0384224 | val_loss: 0.038427 | Time: 3736.61 ms [2020-11-25 07:13:19 main:581] : INFO : Epoch 763 | loss: 0.0383804 | val_loss: 0.0384004 | Time: 3756.1 ms [2020-11-25 07:13:23 main:581] : INFO : Epoch 764 | loss: 0.0383991 | val_loss: 0.0383675 | Time: 3931 ms [2020-11-25 07:13:27 main:581] : INFO : Epoch 765 | loss: 0.0383125 | val_loss: 0.0382974 | Time: 3745.57 ms [2020-11-25 07:13:31 main:581] : INFO : Epoch 766 | loss: 0.0382711 | val_loss: 0.0382846 | Time: 3762.16 ms [2020-11-25 07:13:34 main:581] : INFO : Epoch 767 | loss: 0.0382205 | val_loss: 0.0382241 | Time: 3670.7 ms [2020-11-25 07:13:38 main:581] : INFO : Epoch 768 | loss: 0.0382022 | val_loss: 0.0381766 | Time: 3669.59 ms [2020-11-25 07:13:42 main:581] : INFO : Epoch 769 | loss: 0.0381573 | val_loss: 0.0381635 | Time: 3728.17 ms [2020-11-25 07:13:45 main:581] : INFO : Epoch 770 | loss: 0.0381719 | val_loss: 0.0381726 | Time: 3731.33 ms [2020-11-25 07:13:49 main:581] : INFO : Epoch 771 | loss: 0.0381009 | val_loss: 0.0380969 | Time: 3740.37 ms [2020-11-25 07:13:53 main:581] : INFO : Epoch 772 | loss: 0.0380834 | val_loss: 0.0381091 | Time: 3713.82 ms [2020-11-25 07:13:57 main:581] : INFO : Epoch 773 | loss: 0.0382213 | val_loss: 0.038243 | Time: 3686.39 ms [2020-11-25 07:14:00 main:581] : INFO : Epoch 774 | loss: 0.0380695 | val_loss: 0.0379979 | Time: 3681.81 ms [2020-11-25 07:14:04 main:581] : INFO : Epoch 775 | loss: 0.0379784 | val_loss: 0.0379484 | Time: 3925.3 ms [2020-11-25 07:14:08 main:581] : INFO : Epoch 776 | loss: 0.0379278 | val_loss: 0.0378996 | Time: 3758.46 ms [2020-11-25 07:14:12 main:581] : INFO : Epoch 777 | loss: 0.0379197 | val_loss: 0.03787 | Time: 3705.47 ms [2020-11-25 07:14:15 main:581] : INFO : Epoch 778 | loss: 0.0378624 | val_loss: 0.0378399 | Time: 3681.53 ms [2020-11-25 07:14:19 main:581] : INFO : Epoch 779 | loss: 0.0378051 | val_loss: 0.0377809 | Time: 3759.99 ms [2020-11-25 07:14:23 main:581] : INFO : Epoch 780 | loss: 0.0377751 | val_loss: 0.0378132 | Time: 3743.24 ms [2020-11-25 07:14:27 main:581] : INFO : Epoch 781 | loss: 0.0377769 | val_loss: 0.0378084 | Time: 3750.88 ms [2020-11-25 07:14:30 main:581] : INFO : Epoch 782 | loss: 0.0377835 | val_loss: 0.0377555 | Time: 3653.86 ms [2020-11-25 07:14:34 main:581] : INFO : Epoch 783 | loss: 0.0377247 | val_loss: 0.0376545 | Time: 3666.21 ms [2020-11-25 07:14:38 main:581] : INFO : Epoch 784 | loss: 0.0376927 | val_loss: 0.0376728 | Time: 3683.69 ms [2020-11-25 07:14:41 main:581] : INFO : Epoch 785 | loss: 0.0376612 | val_loss: 0.0376471 | Time: 3690.45 ms [2020-11-25 07:14:45 main:581] : INFO : Epoch 786 | loss: 0.0376465 | val_loss: 0.0375548 | Time: 3696.05 ms [2020-11-25 07:14:49 main:581] : INFO : Epoch 787 | loss: 0.0375774 | val_loss: 0.0375144 | Time: 3648.07 ms [2020-11-25 07:14:52 main:581] : INFO : Epoch 788 | loss: 0.037509 | val_loss: 0.0375379 | Time: 3723.69 ms [2020-11-25 07:14:56 main:581] : INFO : Epoch 789 | loss: 0.037489 | val_loss: 0.037465 | Time: 3727.95 ms [2020-11-25 07:15:00 main:581] : INFO : Epoch 790 | loss: 0.0374257 | val_loss: 0.0373902 | Time: 3797.4 ms [2020-11-25 07:15:04 main:581] : INFO : Epoch 791 | loss: 0.0374159 | val_loss: 0.0373437 | Time: 3781.34 ms [2020-11-25 07:15:07 main:581] : INFO : Epoch 792 | loss: 0.0373249 | val_loss: 0.0372771 | Time: 3723.8 ms [2020-11-25 07:15:11 main:581] : INFO : Epoch 793 | loss: 0.0372898 | val_loss: 0.0372866 | Time: 3706.24 ms [2020-11-25 07:15:15 main:581] : INFO : Epoch 794 | loss: 0.0372561 | val_loss: 0.0372495 | Time: 3724.34 ms [2020-11-25 07:15:19 main:581] : INFO : Epoch 795 | loss: 0.0371828 | val_loss: 0.0371669 | Time: 3747.7 ms [2020-11-25 07:15:22 main:581] : INFO : Epoch 796 | loss: 0.0371729 | val_loss: 0.0371449 | Time: 3841.5 ms [2020-11-25 07:15:26 main:581] : INFO : Epoch 797 | loss: 0.0370984 | val_loss: 0.0370389 | Time: 3833.59 ms [2020-11-25 07:15:30 main:581] : INFO : Epoch 798 | loss: 0.0370121 | val_loss: 0.0370543 | Time: 3811.21 ms [2020-11-25 07:15:34 main:581] : INFO : Epoch 799 | loss: 0.0369747 | val_loss: 0.0369477 | Time: 3810.11 ms [2020-11-25 07:15:38 main:581] : INFO : Epoch 800 | loss: 0.0369199 | val_loss: 0.036917 | Time: 3902.2 ms [2020-11-25 07:15:42 main:581] : INFO : Epoch 801 | loss: 0.0368666 | val_loss: 0.0368071 | Time: 3855.41 ms [2020-11-25 07:15:46 main:581] : INFO : Epoch 802 | loss: 0.0367756 | val_loss: 0.0367144 | Time: 4185.88 ms [2020-11-25 07:15:50 main:581] : INFO : Epoch 803 | loss: 0.0366406 | val_loss: 0.0365507 | Time: 3742.9 ms [2020-11-25 07:15:53 main:581] : INFO : Epoch 804 | loss: 0.03665 | val_loss: 0.036575 | Time: 3698.63 ms [2020-11-25 07:15:57 main:581] : INFO : Epoch 805 | loss: 0.0364796 | val_loss: 0.0364561 | Time: 3658.7 ms [2020-11-25 07:16:01 main:581] : INFO : Epoch 806 | loss: 0.0364751 | val_loss: 0.0362703 | Time: 3696.23 ms [2020-11-25 07:16:04 main:581] : INFO : Epoch 807 | loss: 0.0362184 | val_loss: 0.0361153 | Time: 3710.78 ms [2020-11-25 07:16:08 main:581] : INFO : Epoch 808 | loss: 0.0360957 | val_loss: 0.0359749 | Time: 3665.98 ms [2020-11-25 07:16:12 main:581] : INFO : Epoch 809 | loss: 0.035928 | val_loss: 0.0358444 | Time: 3667.08 ms [2020-11-25 07:16:15 main:581] : INFO : Epoch 810 | loss: 0.0357375 | val_loss: 0.035784 | Time: 3689.3 ms [2020-11-25 07:16:19 main:581] : INFO : Epoch 811 | loss: 0.0364483 | val_loss: 0.0366069 | Time: 3729.45 ms [2020-11-25 07:16:23 main:581] : INFO : Epoch 812 | loss: 0.0359118 | val_loss: 0.035483 | Time: 3735.98 ms [2020-11-25 07:16:27 main:581] : INFO : Epoch 813 | loss: 0.0353116 | val_loss: 0.0350978 | Time: 3750.32 ms [2020-11-25 07:16:30 main:581] : INFO : Epoch 814 | loss: 0.0349914 | val_loss: 0.034884 | Time: 3711.19 ms [2020-11-25 07:16:34 main:581] : INFO : Epoch 815 | loss: 0.0347138 | val_loss: 0.0348492 | Time: 3849.86 ms [2020-11-25 07:16:38 main:581] : INFO : Epoch 816 | loss: 0.175001 | val_loss: 0.175656 | Time: 3906.89 ms [2020-11-25 07:16:42 main:581] : INFO : Epoch 817 | loss: 0.164327 | val_loss: 0.15413 | Time: 3658.09 ms [2020-11-25 07:16:45 main:581] : INFO : Epoch 818 | loss: 0.157403 | val_loss: 0.151111 | Time: 3658.36 ms [2020-11-25 07:16:49 main:581] : INFO : Epoch 819 | loss: 0.146978 | val_loss: 0.143117 | Time: 3633.27 ms [2020-11-25 07:16:53 main:581] : INFO : Epoch 820 | loss: 0.13654 | val_loss: 0.131859 | Time: 3647.51 ms [2020-11-25 07:16:56 main:581] : INFO : Epoch 821 | loss: 0.12915 | val_loss: 0.131304 | Time: 3301.07 ms [2020-11-25 07:17:00 main:581] : INFO : Epoch 822 | loss: 0.129633 | val_loss: 0.12572 | Time: 3977.52 ms [2020-11-25 07:17:04 main:581] : INFO : Epoch 823 | loss: 0.123633 | val_loss: 0.122286 | Time: 4131.94 ms [2020-11-25 07:17:08 main:581] : INFO : Epoch 824 | loss: 0.120904 | val_loss: 0.119994 | Time: 3899.89 ms [2020-11-25 07:17:12 main:581] : INFO : Epoch 825 | loss: 0.118194 | val_loss: 0.11684 | Time: 3671.32 ms [2020-11-25 07:17:15 main:581] : INFO : Epoch 826 | loss: 0.114811 | val_loss: 0.113501 | Time: 3708.06 ms [2020-11-25 07:17:19 main:581] : INFO : Epoch 827 | loss: 0.111724 | val_loss: 0.110757 | Time: 3687.09 ms [2020-11-25 07:17:23 main:581] : INFO : Epoch 828 | loss: 0.110585 | val_loss: 0.109185 | Time: 3679.23 ms [2020-11-25 07:17:26 main:581] : INFO : Epoch 829 | loss: 0.107112 | val_loss: 0.105987 | Time: 3699.01 ms [2020-11-25 07:17:30 main:581] : INFO : Epoch 830 | loss: 0.104201 | val_loss: 0.102929 | Time: 3758.14 ms [2020-11-25 07:17:34 main:581] : INFO : Epoch 831 | loss: 0.101113 | val_loss: 0.0999477 | Time: 3759.9 ms [2020-11-25 07:17:38 main:581] : INFO : Epoch 832 | loss: 0.0979305 | val_loss: 0.0965495 | Time: 3720.09 ms [2020-11-25 07:17:41 main:581] : INFO : Epoch 833 | loss: 0.0949545 | val_loss: 0.0939854 | Time: 3691.36 ms [2020-11-25 07:17:45 main:581] : INFO : Epoch 834 | loss: 0.0926384 | val_loss: 0.0917914 | Time: 3982.36 ms [2020-11-25 07:17:49 main:581] : INFO : Epoch 835 | loss: 0.0906395 | val_loss: 0.0899569 | Time: 3858.21 ms [2020-11-25 07:17:53 main:581] : INFO : Epoch 836 | loss: 0.0890608 | val_loss: 0.0884857 | Time: 4008.61 ms [2020-11-25 07:17:57 main:581] : INFO : Epoch 837 | loss: 0.0877528 | val_loss: 0.0874058 | Time: 3684.16 ms [2020-11-25 07:18:01 main:581] : INFO : Epoch 838 | loss: 0.0867088 | val_loss: 0.0863247 | Time: 3656.5 ms [2020-11-25 07:18:04 main:581] : INFO : Epoch 839 | loss: 0.0857033 | val_loss: 0.0854249 | Time: 3712.83 ms [2020-11-25 07:18:08 main:581] : INFO : Epoch 840 | loss: 0.0847854 | val_loss: 0.0844721 | Time: 4171.11 ms [2020-11-25 07:18:12 main:581] : INFO : Epoch 841 | loss: 0.0836937 | val_loss: 0.0831826 | Time: 3701.45 ms [2020-11-25 07:18:16 main:581] : INFO : Epoch 842 | loss: 0.082398 | val_loss: 0.0819188 | Time: 3640.49 ms [2020-11-25 07:18:19 main:581] : INFO : Epoch 843 | loss: 0.081246 | val_loss: 0.0809553 | Time: 3692.95 ms [2020-11-25 07:18:23 main:581] : INFO : Epoch 844 | loss: 0.0803487 | val_loss: 0.0799998 | Time: 3727.14 ms [2020-11-25 07:18:27 main:581] : INFO : Epoch 845 | loss: 0.0794925 | val_loss: 0.0791968 | Time: 3729.95 ms [2020-11-25 07:18:31 main:581] : INFO : Epoch 846 | loss: 0.0786761 | val_loss: 0.0783958 | Time: 4166.06 ms [2020-11-25 07:18:35 main:581] : INFO : Epoch 847 | loss: 0.0779606 | val_loss: 0.0777115 | Time: 3821.87 ms [2020-11-25 07:18:39 main:581] : INFO : Epoch 848 | loss: 0.0773094 | val_loss: 0.0770508 | Time: 3713.13 ms [2020-11-25 07:18:42 main:581] : INFO : Epoch 849 | loss: 0.0767187 | val_loss: 0.0764948 | Time: 3651.76 ms [2020-11-25 07:18:45 main:581] : INFO : Epoch 850 | loss: 0.0761028 | val_loss: 0.0758194 | Time: 3082.31 ms [2020-11-25 07:18:49 main:581] : INFO : Epoch 851 | loss: 0.0754517 | val_loss: 0.0751591 | Time: 3685.47 ms [2020-11-25 07:18:53 main:581] : INFO : Epoch 852 | loss: 0.0747636 | val_loss: 0.0744088 | Time: 3670.61 ms [2020-11-25 07:18:56 main:581] : INFO : Epoch 853 | loss: 0.0740172 | val_loss: 0.073678 | Time: 3774.34 ms [2020-11-25 07:19:00 main:581] : INFO : Epoch 854 | loss: 0.0733763 | val_loss: 0.0730773 | Time: 3753.08 ms [2020-11-25 07:19:04 main:581] : INFO : Epoch 855 | loss: 0.0727503 | val_loss: 0.0724285 | Time: 3719.15 ms [2020-11-25 07:19:08 main:581] : INFO : Epoch 856 | loss: 0.0721574 | val_loss: 0.0718763 | Time: 3932.99 ms [2020-11-25 07:19:12 main:581] : INFO : Epoch 857 | loss: 0.0716255 | val_loss: 0.0712356 | Time: 4076.74 ms [2020-11-25 07:19:16 main:581] : INFO : Epoch 858 | loss: 0.0710779 | val_loss: 0.0708321 | Time: 3687.72 ms [2020-11-25 07:19:19 main:581] : INFO : Epoch 859 | loss: 0.070549 | val_loss: 0.070187 | Time: 3824.08 ms [2020-11-25 07:19:23 main:581] : INFO : Epoch 860 | loss: 0.0699346 | val_loss: 0.0695728 | Time: 3666.08 ms [2020-11-25 07:19:27 main:581] : INFO : Epoch 861 | loss: 0.0692697 | val_loss: 0.0689426 | Time: 3669.46 ms [2020-11-25 07:19:30 main:581] : INFO : Epoch 862 | loss: 0.0686081 | val_loss: 0.0683226 | Time: 3708.75 ms [2020-11-25 07:19:34 main:581] : INFO : Epoch 863 | loss: 0.0680897 | val_loss: 0.0677183 | Time: 3677.28 ms [2020-11-25 07:19:38 main:581] : INFO : Epoch 864 | loss: 0.0673761 | val_loss: 0.067091 | Time: 3750.71 ms [2020-11-25 07:19:42 main:581] : INFO : Epoch 865 | loss: 0.0667674 | val_loss: 0.0665107 | Time: 4056.61 ms [2020-11-25 07:19:46 main:581] : INFO : Epoch 866 | loss: 0.0661313 | val_loss: 0.0658629 | Time: 4125.23 ms [2020-11-25 07:19:50 main:581] : INFO : Epoch 867 | loss: 0.0654349 | val_loss: 0.0651092 | Time: 3630.21 ms [2020-11-25 07:19:53 main:581] : INFO : Epoch 868 | loss: 0.0646477 | val_loss: 0.0642173 | Time: 3632.17 ms [2020-11-25 07:19:57 main:581] : INFO : Epoch 869 | loss: 0.0638436 | val_loss: 0.0634268 | Time: 3653.43 ms [2020-11-25 07:20:01 main:581] : INFO : Epoch 870 | loss: 0.0630385 | val_loss: 0.0626389 | Time: 3729.37 ms [2020-11-25 07:20:05 main:581] : INFO : Epoch 871 | loss: 0.0621627 | val_loss: 0.0616999 | Time: 3780.74 ms [2020-11-25 07:20:08 main:581] : INFO : Epoch 872 | loss: 0.0612474 | val_loss: 0.0607557 | Time: 3696.56 ms [2020-11-25 07:20:12 main:581] : INFO : Epoch 873 | loss: 0.0603144 | val_loss: 0.0598341 | Time: 3666.4 ms [2020-11-25 07:20:16 main:581] : INFO : Epoch 874 | loss: 0.0592827 | val_loss: 0.0586906 | Time: 3766.19 ms [2020-11-25 07:20:20 main:581] : INFO : Epoch 875 | loss: 0.0580988 | val_loss: 0.0575322 | Time: 4126.92 ms [2020-11-25 07:20:23 main:581] : INFO : Epoch 876 | loss: 0.05693 | val_loss: 0.0563271 | Time: 3712.9 ms [2020-11-25 07:20:27 main:581] : INFO : Epoch 877 | loss: 0.0557325 | val_loss: 0.0551442 | Time: 3819.43 ms [2020-11-25 07:20:31 main:581] : INFO : Epoch 878 | loss: 0.0546551 | val_loss: 0.0541397 | Time: 3799.67 ms [2020-11-25 07:20:35 main:581] : INFO : Epoch 879 | loss: 0.0536555 | val_loss: 0.0531897 | Time: 3706.35 ms [2020-11-25 07:20:38 main:581] : INFO : Epoch 880 | loss: 0.0528089 | val_loss: 0.0524384 | Time: 3646.29 ms [2020-11-25 07:20:42 main:581] : INFO : Epoch 881 | loss: 0.0520541 | val_loss: 0.0517177 | Time: 3689.25 ms [2020-11-25 07:20:46 main:581] : INFO : Epoch 882 | loss: 0.0514119 | val_loss: 0.051203 | Time: 3728.9 ms [2020-11-25 07:20:50 main:581] : INFO : Epoch 883 | loss: 0.0509122 | val_loss: 0.0506489 | Time: 3832.3 ms [2020-11-25 07:20:53 main:581] : INFO : Epoch 884 | loss: 0.0503795 | val_loss: 0.0501896 | Time: 3730.09 ms [2020-11-25 07:20:57 main:581] : INFO : Epoch 885 | loss: 0.0499494 | val_loss: 0.0497678 | Time: 3687.43 ms [2020-11-25 07:21:01 main:581] : INFO : Epoch 886 | loss: 0.0495603 | val_loss: 0.0494238 | Time: 3736.68 ms [2020-11-25 07:21:05 main:581] : INFO : Epoch 887 | loss: 0.0492357 | val_loss: 0.0491344 | Time: 3932.9 ms [2020-11-25 07:21:09 main:581] : INFO : Epoch 888 | loss: 0.0488737 | val_loss: 0.0487188 | Time: 4176.82 ms [2020-11-25 07:21:13 main:581] : INFO : Epoch 889 | loss: 0.048538 | val_loss: 0.0484141 | Time: 3866.01 ms [2020-11-25 07:21:17 main:581] : INFO : Epoch 890 | loss: 0.0482491 | val_loss: 0.0481519 | Time: 3660.03 ms [2020-11-25 07:21:20 main:581] : INFO : Epoch 891 | loss: 0.0479803 | val_loss: 0.0479137 | Time: 3618.16 ms [2020-11-25 07:21:24 main:581] : INFO : Epoch 892 | loss: 0.047734 | val_loss: 0.047604 | Time: 3732.76 ms [2020-11-25 07:21:28 main:581] : INFO : Epoch 893 | loss: 0.0474779 | val_loss: 0.0474232 | Time: 3760.15 ms [2020-11-25 07:21:32 main:581] : INFO : Epoch 894 | loss: 0.047243 | val_loss: 0.0471358 | Time: 4081.15 ms [2020-11-25 07:21:36 main:581] : INFO : Epoch 895 | loss: 0.0470102 | val_loss: 0.0469174 | Time: 3798.56 ms [2020-11-25 07:21:39 main:581] : INFO : Epoch 896 | loss: 0.0467867 | val_loss: 0.0467184 | Time: 3659.06 ms [2020-11-25 07:21:43 main:581] : INFO : Epoch 897 | loss: 0.0465782 | val_loss: 0.0465207 | Time: 3936.82 ms [2020-11-25 07:21:47 main:581] : INFO : Epoch 898 | loss: 0.0463783 | val_loss: 0.0463257 | Time: 4189.5 ms [2020-11-25 07:21:51 main:581] : INFO : Epoch 899 | loss: 0.0462118 | val_loss: 0.0461853 | Time: 3711.09 ms [2020-11-25 07:21:55 main:581] : INFO : Epoch 900 | loss: 0.046029 | val_loss: 0.0459538 | Time: 3645.79 ms [2020-11-25 07:21:58 main:581] : INFO : Epoch 901 | loss: 0.045844 | val_loss: 0.0458023 | Time: 3697.96 ms [2020-11-25 07:22:02 main:581] : INFO : Epoch 902 | loss: 0.0456817 | val_loss: 0.0456293 | Time: 3895.2 ms [2020-11-25 07:22:06 main:581] : INFO : Epoch 903 | loss: 0.0455511 | val_loss: 0.0455964 | Time: 3831.27 ms [2020-11-25 07:22:10 main:581] : INFO : Epoch 904 | loss: 0.0454102 | val_loss: 0.0453113 | Time: 3664.59 ms [2020-11-25 07:22:13 main:581] : INFO : Epoch 905 | loss: 0.0452293 | val_loss: 0.045185 | Time: 3751.45 ms [2020-11-25 07:22:17 main:581] : INFO : Epoch 906 | loss: 0.0450553 | val_loss: 0.0450105 | Time: 3902.58 ms [2020-11-25 07:22:21 main:581] : INFO : Epoch 907 | loss: 0.0448901 | val_loss: 0.0448546 | Time: 3867.78 ms [2020-11-25 07:22:26 main:581] : INFO : Epoch 908 | loss: 0.044751 | val_loss: 0.0447244 | Time: 4240.85 ms [2020-11-25 07:22:29 main:581] : INFO : Epoch 909 | loss: 0.0446026 | val_loss: 0.0445507 | Time: 3860.57 ms [2020-11-25 07:22:33 main:581] : INFO : Epoch 910 | loss: 0.0444491 | val_loss: 0.0444322 | Time: 3700.05 ms [2020-11-25 07:22:37 main:581] : INFO : Epoch 911 | loss: 0.0442968 | val_loss: 0.0442623 | Time: 3847.24 ms [2020-11-25 07:22:41 main:581] : INFO : Epoch 912 | loss: 0.044154 | val_loss: 0.044115 | Time: 3802.66 ms [2020-11-25 07:22:44 main:581] : INFO : Epoch 913 | loss: 0.0441121 | val_loss: 0.0439819 | Time: 3670.39 ms [2020-11-25 07:22:48 main:581] : INFO : Epoch 914 | loss: 0.0438527 | val_loss: 0.0437927 | Time: 3687.37 ms [2020-11-25 07:22:52 main:581] : INFO : Epoch 915 | loss: 0.0437972 | val_loss: 0.0438411 | Time: 3751.16 ms [2020-11-25 07:22:56 main:581] : INFO : Epoch 916 | loss: 0.0435586 | val_loss: 0.0434654 | Time: 3783.07 ms [2020-11-25 07:22:59 main:581] : INFO : Epoch 917 | loss: 0.0433936 | val_loss: 0.0442367 | Time: 3696.6 ms [2020-11-25 07:23:03 main:581] : INFO : Epoch 918 | loss: 0.0434405 | val_loss: 0.0430784 | Time: 3689.46 ms [2020-11-25 07:23:07 main:581] : INFO : Epoch 919 | loss: 0.0429812 | val_loss: 0.0429028 | Time: 3738.86 ms [2020-11-25 07:23:11 main:581] : INFO : Epoch 920 | loss: 0.0427639 | val_loss: 0.042724 | Time: 3864.87 ms [2020-11-25 07:23:14 main:581] : INFO : Epoch 921 | loss: 0.0426608 | val_loss: 0.0433015 | Time: 3783.1 ms [2020-11-25 07:23:18 main:581] : INFO : Epoch 922 | loss: 0.0428293 | val_loss: 0.0424614 | Time: 3774.22 ms [2020-11-25 07:23:22 main:581] : INFO : Epoch 923 | loss: 0.0423478 | val_loss: 0.0422607 | Time: 3941.38 ms [2020-11-25 07:23:26 main:581] : INFO : Epoch 924 | loss: 0.0421516 | val_loss: 0.0421168 | Time: 3732.02 ms [2020-11-25 07:23:30 main:581] : INFO : Epoch 925 | loss: 0.0420047 | val_loss: 0.041972 | Time: 4054.8 ms [2020-11-25 07:23:34 main:581] : INFO : Epoch 926 | loss: 0.0418628 | val_loss: 0.0418312 | Time: 3780.44 ms [2020-11-25 07:23:37 main:581] : INFO : Epoch 927 | loss: 0.0417189 | val_loss: 0.0417589 | Time: 3661.51 ms [2020-11-25 07:23:41 main:581] : INFO : Epoch 928 | loss: 0.0423875 | val_loss: 0.0418068 | Time: 3627.9 ms [2020-11-25 07:23:45 main:581] : INFO : Epoch 929 | loss: 0.0416656 | val_loss: 0.0415517 | Time: 3678.06 ms [2020-11-25 07:23:48 main:581] : INFO : Epoch 930 | loss: 0.0414175 | val_loss: 0.0413747 | Time: 3727.81 ms [2020-11-25 07:23:52 main:581] : INFO : Epoch 931 | loss: 0.0412642 | val_loss: 0.0412371 | Time: 3723.35 ms [2020-11-25 07:23:56 main:581] : INFO : Epoch 932 | loss: 0.0411507 | val_loss: 0.0411308 | Time: 3971.07 ms [2020-11-25 07:24:00 main:581] : INFO : Epoch 933 | loss: 0.0410447 | val_loss: 0.0410309 | Time: 3709.76 ms [2020-11-25 07:24:04 main:581] : INFO : Epoch 934 | loss: 0.0409325 | val_loss: 0.04093 | Time: 3823.58 ms [2020-11-25 07:24:07 main:581] : INFO : Epoch 935 | loss: 0.0408353 | val_loss: 0.0408315 | Time: 3895.67 ms [2020-11-25 07:24:11 main:581] : INFO : Epoch 936 | loss: 0.0407435 | val_loss: 0.0407273 | Time: 3836.26 ms [2020-11-25 07:24:15 main:581] : INFO : Epoch 937 | loss: 0.0406579 | val_loss: 0.0406855 | Time: 3702.31 ms [2020-11-25 07:24:19 main:581] : INFO : Epoch 938 | loss: 0.0405763 | val_loss: 0.0405995 | Time: 3824.14 ms [2020-11-25 07:24:23 main:581] : INFO : Epoch 939 | loss: 0.0405026 | val_loss: 0.0405015 | Time: 3692.52 ms [2020-11-25 07:24:26 main:581] : INFO : Epoch 940 | loss: 0.0403997 | val_loss: 0.0404028 | Time: 3872.49 ms [2020-11-25 07:24:30 main:581] : INFO : Epoch 941 | loss: 0.0403206 | val_loss: 0.0403265 | Time: 3790.87 ms [2020-11-25 07:24:34 main:581] : INFO : Epoch 942 | loss: 0.04024 | val_loss: 0.0402769 | Time: 3754.95 ms [2020-11-25 07:24:38 main:581] : INFO : Epoch 943 | loss: 0.0401775 | val_loss: 0.0401823 | Time: 3676.96 ms [2020-11-25 07:24:41 main:581] : INFO : Epoch 944 | loss: 0.0401076 | val_loss: 0.0401082 | Time: 3714.82 ms [2020-11-25 07:24:45 main:581] : INFO : Epoch 945 | loss: 0.0400274 | val_loss: 0.0400443 | Time: 3763.59 ms [2020-11-25 07:24:49 main:581] : INFO : Epoch 946 | loss: 0.0399911 | val_loss: 0.039984 | Time: 3782.98 ms [2020-11-25 07:24:53 main:581] : INFO : Epoch 947 | loss: 0.0399168 | val_loss: 0.0399207 | Time: 4085.79 ms [2020-11-25 07:24:57 main:581] : INFO : Epoch 948 | loss: 0.0401539 | val_loss: 0.0401717 | Time: 3917.78 ms [2020-11-25 07:25:01 main:581] : INFO : Epoch 949 | loss: 0.0399556 | val_loss: 0.039885 | Time: 3653.6 ms [2020-11-25 07:25:04 main:581] : INFO : Epoch 950 | loss: 0.0400307 | val_loss: 0.0397799 | Time: 3670.3 ms [2020-11-25 07:25:08 main:581] : INFO : Epoch 951 | loss: 0.0397387 | val_loss: 0.0397109 | Time: 3684.19 ms [2020-11-25 07:25:12 main:581] : INFO : Epoch 952 | loss: 0.0395889 | val_loss: 0.0395651 | Time: 3648.73 ms [2020-11-25 07:25:15 main:581] : INFO : Epoch 953 | loss: 0.0395012 | val_loss: 0.0395405 | Time: 3735.03 ms [2020-11-25 07:25:19 main:581] : INFO : Epoch 954 | loss: 0.0395033 | val_loss: 0.0394637 | Time: 3743.51 ms [2020-11-25 07:25:23 main:581] : INFO : Epoch 955 | loss: 0.0393859 | val_loss: 0.0393972 | Time: 3744.73 ms [2020-11-25 07:25:27 main:581] : INFO : Epoch 956 | loss: 0.0393248 | val_loss: 0.0393278 | Time: 3743.07 ms [2020-11-25 07:25:30 main:581] : INFO : Epoch 957 | loss: 0.0392881 | val_loss: 0.0397031 | Time: 3713.31 ms [2020-11-25 07:25:34 main:581] : INFO : Epoch 958 | loss: 0.0394642 | val_loss: 0.0393092 | Time: 3836.38 ms [2020-11-25 07:25:38 main:581] : INFO : Epoch 959 | loss: 0.0391737 | val_loss: 0.039175 | Time: 3864.08 ms [2020-11-25 07:25:42 main:581] : INFO : Epoch 960 | loss: 0.0390865 | val_loss: 0.0391006 | Time: 3967.62 ms [2020-11-25 07:25:46 main:581] : INFO : Epoch 961 | loss: 0.0390257 | val_loss: 0.039035 | Time: 3696.14 ms [2020-11-25 07:25:49 main:581] : INFO : Epoch 962 | loss: 0.038959 | val_loss: 0.0389589 | Time: 3638.39 ms [2020-11-25 07:25:53 main:581] : INFO : Epoch 963 | loss: 0.0390054 | val_loss: 0.039012 | Time: 3762.09 ms [2020-11-25 07:25:57 main:581] : INFO : Epoch 964 | loss: 0.038868 | val_loss: 0.0388468 | Time: 3716.95 ms [2020-11-25 07:26:01 main:581] : INFO : Epoch 965 | loss: 0.0387636 | val_loss: 0.0387669 | Time: 3865.47 ms [2020-11-25 07:26:04 main:581] : INFO : Epoch 966 | loss: 0.0387933 | val_loss: 0.0393716 | Time: 3732.92 ms [2020-11-25 07:26:08 main:581] : INFO : Epoch 967 | loss: 0.0388227 | val_loss: 0.0386958 | Time: 3670.87 ms [2020-11-25 07:26:12 main:581] : INFO : Epoch 968 | loss: 0.0385722 | val_loss: 0.038577 | Time: 4145.58 ms [2020-11-25 07:26:16 main:581] : INFO : Epoch 969 | loss: 0.0384828 | val_loss: 0.0385144 | Time: 3727.8 ms [2020-11-25 07:26:20 main:581] : INFO : Epoch 970 | loss: 0.0384567 | val_loss: 0.0385666 | Time: 3655.03 ms [2020-11-25 07:26:23 main:581] : INFO : Epoch 971 | loss: 0.038404 | val_loss: 0.0385029 | Time: 3644.19 ms [2020-11-25 07:26:27 main:581] : INFO : Epoch 972 | loss: 0.0382958 | val_loss: 0.0383027 | Time: 4275.5 ms [2020-11-25 07:26:31 main:581] : INFO : Epoch 973 | loss: 0.0382171 | val_loss: 0.0383079 | Time: 3729.26 ms [2020-11-25 07:26:35 main:581] : INFO : Epoch 974 | loss: 0.0381918 | val_loss: 0.0383322 | Time: 3645.51 ms [2020-11-25 07:26:39 main:581] : INFO : Epoch 975 | loss: 0.0381456 | val_loss: 0.0380707 | Time: 3732.83 ms [2020-11-25 07:26:43 main:581] : INFO : Epoch 976 | loss: 0.0379864 | val_loss: 0.0380052 | Time: 4063.03 ms [2020-11-25 07:26:46 main:581] : INFO : Epoch 977 | loss: 0.0381097 | val_loss: 0.0379829 | Time: 3780.89 ms [2020-11-25 07:26:50 main:581] : INFO : Epoch 978 | loss: 0.0379468 | val_loss: 0.0379295 | Time: 4059.04 ms [2020-11-25 07:26:54 main:581] : INFO : Epoch 979 | loss: 0.0378206 | val_loss: 0.0378472 | Time: 3694.86 ms [2020-11-25 07:26:58 main:581] : INFO : Epoch 980 | loss: 0.0377707 | val_loss: 0.0377838 | Time: 3766.77 ms [2020-11-25 07:27:02 main:581] : INFO : Epoch 981 | loss: 0.0377272 | val_loss: 0.037835 | Time: 4016.34 ms [2020-11-25 07:27:06 main:581] : INFO : Epoch 982 | loss: 0.037684 | val_loss: 0.0377422 | Time: 3968.03 ms [2020-11-25 07:27:10 main:581] : INFO : Epoch 983 | loss: 0.037676 | val_loss: 0.0377029 | Time: 3676.13 ms [2020-11-25 07:27:13 main:581] : INFO : Epoch 984 | loss: 0.037563 | val_loss: 0.0375741 | Time: 3700.43 ms [2020-11-25 07:27:17 main:581] : INFO : Epoch 985 | loss: 0.0375363 | val_loss: 0.0377522 | Time: 3751.78 ms [2020-11-25 07:27:21 main:581] : INFO : Epoch 986 | loss: 0.037596 | val_loss: 0.0375296 | Time: 3739.94 ms [2020-11-25 07:27:23 main:581] : INFO : Epoch 987 | loss: 0.037434 | val_loss: 0.0374677 | Time: 2262.92 ms [2020-11-25 07:27:27 main:581] : INFO : Epoch 988 | loss: 0.0373856 | val_loss: 0.0374301 | Time: 3708.97 ms [2020-11-25 07:27:30 main:581] : INFO : Epoch 989 | loss: 0.0374369 | val_loss: 0.0377306 | Time: 3639.56 ms [2020-11-25 07:27:34 main:581] : INFO : Epoch 990 | loss: 0.0374214 | val_loss: 0.0373646 | Time: 3791.07 ms [2020-11-25 07:27:38 main:581] : INFO : Epoch 991 | loss: 0.0372885 | val_loss: 0.0373037 | Time: 3926.85 ms [2020-11-25 07:27:42 main:581] : INFO : Epoch 992 | loss: 0.037234 | val_loss: 0.0373716 | Time: 3713.89 ms [2020-11-25 07:27:46 main:581] : INFO : Epoch 993 | loss: 0.0372318 | val_loss: 0.0373467 | Time: 3702.43 ms [2020-11-25 07:27:49 main:581] : INFO : Epoch 994 | loss: 0.0372107 | val_loss: 0.0372109 | Time: 3825.77 ms [2020-11-25 07:27:53 main:581] : INFO : Epoch 995 | loss: 0.0371394 | val_loss: 0.0372516 | Time: 3708.83 ms [2020-11-25 07:27:57 main:581] : INFO : Epoch 996 | loss: 0.0371654 | val_loss: 0.037222 | Time: 3672.98 ms [2020-11-25 07:28:00 main:581] : INFO : Epoch 997 | loss: 0.0371149 | val_loss: 0.0371927 | Time: 2768.8 ms [2020-11-25 07:28:03 main:581] : INFO : Epoch 998 | loss: 0.0370458 | val_loss: 0.0370748 | Time: 3633.54 ms [2020-11-25 07:28:07 main:581] : INFO : Epoch 999 | loss: 0.0370098 | val_loss: 0.0370697 | Time: 3656.53 ms [2020-11-25 07:28:10 main:581] : INFO : Epoch 1000 | loss: 0.0369785 | val_loss: 0.0370454 | Time: 3670.25 ms [2020-11-25 07:28:14 main:581] : INFO : Epoch 1001 | loss: 0.0370374 | val_loss: 0.0369986 | Time: 3712.18 ms [2020-11-25 07:28:18 main:581] : INFO : Epoch 1002 | loss: 0.0369165 | val_loss: 0.0369511 | Time: 3743.04 ms [2020-11-25 07:28:22 main:581] : INFO : Epoch 1003 | loss: 0.0368751 | val_loss: 0.0369172 | Time: 3862.94 ms [2020-11-25 07:28:26 main:581] : INFO : Epoch 1004 | loss: 0.0369052 | val_loss: 0.0375028 | Time: 3726.68 ms [2020-11-25 07:28:29 main:581] : INFO : Epoch 1005 | loss: 0.0372572 | val_loss: 0.0370291 | Time: 3659.08 ms [2020-11-25 07:28:33 main:581] : INFO : Epoch 1006 | loss: 0.0368813 | val_loss: 0.0368876 | Time: 3749.75 ms [2020-11-25 07:28:37 main:581] : INFO : Epoch 1007 | loss: 0.0367829 | val_loss: 0.0368171 | Time: 4167.53 ms [2020-11-25 07:28:41 main:581] : INFO : Epoch 1008 | loss: 0.0367378 | val_loss: 0.0368026 | Time: 3947.3 ms [2020-11-25 07:28:45 main:581] : INFO : Epoch 1009 | loss: 0.0367195 | val_loss: 0.0367622 | Time: 3784.27 ms [2020-11-25 07:28:49 main:581] : INFO : Epoch 1010 | loss: 0.036683 | val_loss: 0.0367397 | Time: 3708.27 ms [2020-11-25 07:28:52 main:581] : INFO : Epoch 1011 | loss: 0.0366634 | val_loss: 0.0367068 | Time: 3683.45 ms [2020-11-25 07:28:56 main:581] : INFO : Epoch 1012 | loss: 0.0366394 | val_loss: 0.0366901 | Time: 3736.11 ms [2020-11-25 07:29:00 main:581] : INFO : Epoch 1013 | loss: 0.0366406 | val_loss: 0.0367287 | Time: 3943.7 ms [2020-11-25 07:29:04 main:581] : INFO : Epoch 1014 | loss: 0.0366226 | val_loss: 0.0367141 | Time: 3796.79 ms [2020-11-25 07:29:08 main:581] : INFO : Epoch 1015 | loss: 0.0366575 | val_loss: 0.0366418 | Time: 4171.35 ms [2020-11-25 07:29:12 main:581] : INFO : Epoch 1016 | loss: 0.0365937 | val_loss: 0.0366062 | Time: 3774.41 ms [2020-11-25 07:29:15 main:581] : INFO : Epoch 1017 | loss: 0.0365488 | val_loss: 0.0366211 | Time: 3719.34 ms [2020-11-25 07:29:19 main:581] : INFO : Epoch 1018 | loss: 0.0365176 | val_loss: 0.0365658 | Time: 3895.28 ms [2020-11-25 07:29:23 main:581] : INFO : Epoch 1019 | loss: 0.0365345 | val_loss: 0.0365687 | Time: 3786.42 ms [2020-11-25 07:29:27 main:581] : INFO : Epoch 1020 | loss: 0.0364815 | val_loss: 0.0365268 | Time: 3654.7 ms [2020-11-25 07:29:30 main:581] : INFO : Epoch 1021 | loss: 0.0364978 | val_loss: 0.0365182 | Time: 3649.94 ms [2020-11-25 07:29:34 main:581] : INFO : Epoch 1022 | loss: 0.0364519 | val_loss: 0.0364764 | Time: 3737.12 ms [2020-11-25 07:29:38 main:581] : INFO : Epoch 1023 | loss: 0.0364695 | val_loss: 0.0366529 | Time: 3675.1 ms [2020-11-25 07:29:41 main:581] : INFO : Epoch 1024 | loss: 0.0364279 | val_loss: 0.0364465 | Time: 3699.58 ms [2020-11-25 07:29:41 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.0364465 [2020-11-25 07:29:41 main:610] : INFO : Saving end state to config to file [2020-11-25 07:29:41 main:615] : INFO : Success, exiting.. 07:29:41 (13145): 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)