Task 3152500
| Name | EightBitModified-1606530003-18731-1_0 |
| Workunit | 1455832 |
| Created | 1 Dec 2020, 10:34:40 UTC |
| Sent | 5 Dec 2020, 13:57:36 UTC |
| Report deadline | 12 Dec 2020, 13:57:36 UTC |
| Received | 5 Dec 2020, 17:11:11 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5198 |
| Run time | 1 hours 17 min 57 sec |
| CPU time | 1 hours 17 min 19 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 786.94 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.55 GB |
| Peak swap size | 3.45 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
main:574] : INFO : Epoch 548 | loss: 0.0277027 | val_loss: 0.0277236 | Time: 4478.17 ms
[2020-12-05 15:39:13 main:574] : INFO : Epoch 549 | loss: 0.027812 | val_loss: 0.0277454 | Time: 4485.08 ms
[2020-12-05 15:39:18 main:574] : INFO : Epoch 550 | loss: 0.0277232 | val_loss: 0.0277256 | Time: 4481.67 ms
[2020-12-05 15:39:22 main:574] : INFO : Epoch 551 | loss: 0.0276983 | val_loss: 0.0277078 | Time: 4492.46 ms
[2020-12-05 15:39:27 main:574] : INFO : Epoch 552 | loss: 0.0276908 | val_loss: 0.0277019 | Time: 4482.35 ms
[2020-12-05 15:39:31 main:574] : INFO : Epoch 553 | loss: 0.0276856 | val_loss: 0.0277016 | Time: 4483.09 ms
[2020-12-05 15:39:36 main:574] : INFO : Epoch 554 | loss: 0.0276988 | val_loss: 0.0277109 | Time: 4490.22 ms
[2020-12-05 15:39:40 main:574] : INFO : Epoch 555 | loss: 0.0276859 | val_loss: 0.0277043 | Time: 4477.36 ms
[2020-12-05 15:39:45 main:574] : INFO : Epoch 556 | loss: 0.027767 | val_loss: 0.0277372 | Time: 4485.83 ms
[2020-12-05 15:39:49 main:574] : INFO : Epoch 557 | loss: 0.0277047 | val_loss: 0.0277158 | Time: 4478.44 ms
[2020-12-05 15:39:54 main:574] : INFO : Epoch 558 | loss: 0.0276948 | val_loss: 0.0277021 | Time: 4479.23 ms
[2020-12-05 15:39:58 main:574] : INFO : Epoch 559 | loss: 0.02768 | val_loss: 0.0276898 | Time: 4486.8 ms
[2020-12-05 15:40:03 main:574] : INFO : Epoch 560 | loss: 0.0276814 | val_loss: 0.0277073 | Time: 4514.89 ms
[2020-12-05 15:40:07 main:574] : INFO : Epoch 561 | loss: 0.0277517 | val_loss: 0.0277791 | Time: 4521.08 ms
[2020-12-05 15:40:12 main:574] : INFO : Epoch 562 | loss: 0.0276996 | val_loss: 0.0277077 | Time: 4512.75 ms
[2020-12-05 15:40:16 main:574] : INFO : Epoch 563 | loss: 0.0276799 | val_loss: 0.0276895 | Time: 4527.89 ms
[2020-12-05 15:40:21 main:574] : INFO : Epoch 564 | loss: 0.0276688 | val_loss: 0.0276798 | Time: 4522.03 ms
[2020-12-05 15:40:26 main:574] : INFO : Epoch 565 | loss: 0.0276682 | val_loss: 0.0276927 | Time: 4494.68 ms
[2020-12-05 15:40:30 main:574] : INFO : Epoch 566 | loss: 0.0278174 | val_loss: 0.0277135 | Time: 4502.45 ms
[2020-12-05 15:40:35 main:574] : INFO : Epoch 567 | loss: 0.0277119 | val_loss: 0.0277027 | Time: 4498.88 ms
[2020-12-05 15:40:39 main:574] : INFO : Epoch 568 | loss: 0.0276771 | val_loss: 0.0276945 | Time: 4511.65 ms
[2020-12-05 15:40:44 main:574] : INFO : Epoch 569 | loss: 0.0276705 | val_loss: 0.0276868 | Time: 4515.75 ms
[2020-12-05 15:40:48 main:574] : INFO : Epoch 570 | loss: 0.0276642 | val_loss: 0.0276849 | Time: 4503.65 ms
[2020-12-05 15:40:53 main:574] : INFO : Epoch 571 | loss: 0.0276639 | val_loss: 0.0276866 | Time: 4511.06 ms
[2020-12-05 15:40:57 main:574] : INFO : Epoch 572 | loss: 0.0276654 | val_loss: 0.0276812 | Time: 4521.49 ms
[2020-12-05 15:41:02 main:574] : INFO : Epoch 573 | loss: 0.0276899 | val_loss: 0.0278353 | Time: 4508.37 ms
[2020-12-05 15:41:06 main:574] : INFO : Epoch 574 | loss: 0.0277836 | val_loss: 0.0277011 | Time: 4520.66 ms
[2020-12-05 15:41:11 main:574] : INFO : Epoch 575 | loss: 0.0276749 | val_loss: 0.0276785 | Time: 4524.25 ms
[2020-12-05 15:41:15 main:574] : INFO : Epoch 576 | loss: 0.0276624 | val_loss: 0.0276686 | Time: 4506.13 ms
[2020-12-05 15:41:20 main:574] : INFO : Epoch 577 | loss: 0.0276567 | val_loss: 0.0276745 | Time: 4501.24 ms
[2020-12-05 15:41:24 main:574] : INFO : Epoch 578 | loss: 0.027658 | val_loss: 0.0276721 | Time: 4513.34 ms
[2020-12-05 15:41:29 main:574] : INFO : Epoch 579 | loss: 0.0276563 | val_loss: 0.0276808 | Time: 4506.92 ms
[2020-12-05 15:41:33 main:574] : INFO : Epoch 580 | loss: 0.0277284 | val_loss: 0.0278673 | Time: 4521.17 ms
[2020-12-05 15:41:38 main:574] : INFO : Epoch 581 | loss: 0.0277068 | val_loss: 0.027674 | Time: 4519.73 ms
[2020-12-05 15:41:42 main:574] : INFO : Epoch 582 | loss: 0.0276642 | val_loss: 0.0276773 | Time: 4490 ms
[2020-12-05 15:41:47 main:574] : INFO : Epoch 583 | loss: 0.0276556 | val_loss: 0.0276743 | Time: 4524.29 ms
[2020-12-05 15:41:52 main:574] : INFO : Epoch 584 | loss: 0.0276528 | val_loss: 0.0276668 | Time: 4488.42 ms
[2020-12-05 15:41:56 main:574] : INFO : Epoch 585 | loss: 0.0276514 | val_loss: 0.0276752 | Time: 4495.55 ms
[2020-12-05 15:42:01 main:574] : INFO : Epoch 586 | loss: 0.0276808 | val_loss: 0.0277938 | Time: 4529.01 ms
[2020-12-05 15:42:05 main:574] : INFO : Epoch 587 | loss: 0.0277507 | val_loss: 0.0276855 | Time: 4533.39 ms
[2020-12-05 15:42:10 main:574] : INFO : Epoch 588 | loss: 0.0276614 | val_loss: 0.0276678 | Time: 4531.96 ms
[2020-12-05 15:42:14 main:574] : INFO : Epoch 589 | loss: 0.0276439 | val_loss: 0.0276534 | Time: 4532.74 ms
[2020-12-05 15:42:19 main:574] : INFO : Epoch 590 | loss: 0.0276279 | val_loss: 0.0276357 | Time: 4523.6 ms
[2020-12-05 15:42:23 main:574] : INFO : Epoch 591 | loss: 0.0276443 | val_loss: 0.0276454 | Time: 4518.81 ms
[2020-12-05 15:42:28 main:574] : INFO : Epoch 592 | loss: 0.0276573 | val_loss: 0.027943 | Time: 4484.64 ms
[2020-12-05 15:42:32 main:574] : INFO : Epoch 593 | loss: 0.0277494 | val_loss: 0.0276777 | Time: 4491.4 ms
[2020-12-05 15:42:37 main:574] : INFO : Epoch 594 | loss: 0.0276196 | val_loss: 0.0276241 | Time: 4499.63 ms
[2020-12-05 15:42:41 main:574] : INFO : Epoch 595 | loss: 0.0275992 | val_loss: 0.0276044 | Time: 4505.52 ms
[2020-12-05 15:42:46 main:574] : INFO : Epoch 596 | loss: 0.0276098 | val_loss: 0.0276658 | Time: 4521.07 ms
[2020-12-05 15:42:50 main:574] : INFO : Epoch 597 | loss: 0.0276307 | val_loss: 0.0276268 | Time: 4511.35 ms
[2020-12-05 15:42:55 main:574] : INFO : Epoch 598 | loss: 0.0275962 | val_loss: 0.0276001 | Time: 4547.03 ms
[2020-12-05 15:43:00 main:574] : INFO : Epoch 599 | loss: 0.0275902 | val_loss: 0.0276021 | Time: 4533.2 ms
[2020-12-05 15:43:04 main:574] : INFO : Epoch 600 | loss: 0.0276242 | val_loss: 0.0276892 | Time: 4544.39 ms
[2020-12-05 15:43:09 main:574] : INFO : Epoch 601 | loss: 0.027626 | val_loss: 0.0276208 | Time: 4519.15 ms
[2020-12-05 15:43:13 main:574] : INFO : Epoch 602 | loss: 0.0275883 | val_loss: 0.0275956 | Time: 4488.65 ms
[2020-12-05 15:43:18 main:574] : INFO : Epoch 603 | loss: 0.0275883 | val_loss: 0.0276056 | Time: 4519.13 ms
[2020-12-05 15:43:22 main:574] : INFO : Epoch 604 | loss: 0.0276716 | val_loss: 0.027855 | Time: 4541.57 ms
[2020-12-05 15:43:27 main:574] : INFO : Epoch 605 | loss: 0.0276917 | val_loss: 0.0276269 | Time: 4520.34 ms
[2020-12-05 15:43:31 main:574] : INFO : Epoch 606 | loss: 0.0275979 | val_loss: 0.0275999 | Time: 4516.43 ms
[2020-12-05 15:43:36 main:574] : INFO : Epoch 607 | loss: 0.0275859 | val_loss: 0.0276003 | Time: 4504.02 ms
[2020-12-05 15:43:40 main:574] : INFO : Epoch 608 | loss: 0.0275842 | val_loss: 0.0275916 | Time: 4489.85 ms
[2020-12-05 15:43:45 main:574] : INFO : Epoch 609 | loss: 0.0275678 | val_loss: 0.0275505 | Time: 4484.64 ms
[2020-12-05 15:43:49 main:574] : INFO : Epoch 610 | loss: 0.0275154 | val_loss: 0.0275207 | Time: 4478.64 ms
[2020-12-05 15:43:54 main:574] : INFO : Epoch 611 | loss: 0.0275018 | val_loss: 0.0274884 | Time: 4488.52 ms
[2020-12-05 15:43:58 main:574] : INFO : Epoch 612 | loss: 0.0274558 | val_loss: 0.0274556 | Time: 4484.09 ms
[2020-12-05 15:44:03 main:574] : INFO : Epoch 613 | loss: 0.0274819 | val_loss: 0.0274362 | Time: 4505.31 ms
[2020-12-05 15:44:07 main:574] : INFO : Epoch 614 | loss: 0.02743 | val_loss: 0.0274271 | Time: 4545.05 ms
[2020-12-05 15:44:12 main:574] : INFO : Epoch 615 | loss: 0.0274112 | val_loss: 0.027421 | Time: 4515.91 ms
[2020-12-05 15:44:16 main:574] : INFO : Epoch 616 | loss: 0.027476 | val_loss: 0.0275635 | Time: 4528.92 ms
[2020-12-05 15:44:21 main:574] : INFO : Epoch 617 | loss: 0.0274556 | val_loss: 0.0274309 | Time: 4536.69 ms
[2020-12-05 15:44:26 main:574] : INFO : Epoch 618 | loss: 0.0274087 | val_loss: 0.027405 | Time: 4496.28 ms
[2020-12-05 15:44:30 main:574] : INFO : Epoch 619 | loss: 0.0273994 | val_loss: 0.0274086 | Time: 4513.22 ms
[2020-12-05 15:44:35 main:574] : INFO : Epoch 620 | loss: 0.0273973 | val_loss: 0.0273997 | Time: 4486.94 ms
[2020-12-05 15:44:39 main:574] : INFO : Epoch 621 | loss: 0.0274193 | val_loss: 0.0275158 | Time: 4531.13 ms
[2020-12-05 15:44:44 main:574] : INFO : Epoch 622 | loss: 0.027512 | val_loss: 0.0276643 | Time: 4514.48 ms
[2020-12-05 15:44:48 main:574] : INFO : Epoch 623 | loss: 0.0274645 | val_loss: 0.0274218 | Time: 4511.25 ms
[2020-12-05 15:44:53 main:574] : INFO : Epoch 624 | loss: 0.0274017 | val_loss: 0.0273986 | Time: 4503.58 ms
[2020-12-05 15:44:57 main:574] : INFO : Epoch 625 | loss: 0.0273903 | val_loss: 0.0273878 | Time: 4504.39 ms
[2020-12-05 15:45:02 main:574] : INFO : Epoch 626 | loss: 0.0273908 | val_loss: 0.027411 | Time: 4513.43 ms
[2020-12-05 15:45:06 main:574] : INFO : Epoch 627 | loss: 0.0274159 | val_loss: 0.027413 | Time: 4506.99 ms
[2020-12-05 15:45:11 main:574] : INFO : Epoch 628 | loss: 0.0273962 | val_loss: 0.0274128 | Time: 4516.52 ms
[2020-12-05 15:45:15 main:574] : INFO : Epoch 629 | loss: 0.0273874 | val_loss: 0.0273884 | Time: 4524.86 ms
[2020-12-05 15:45:20 main:574] : INFO : Epoch 630 | loss: 0.027484 | val_loss: 0.0278542 | Time: 4534.78 ms
[2020-12-05 15:45:24 main:574] : INFO : Epoch 631 | loss: 0.027526 | val_loss: 0.0274365 | Time: 4496.87 ms
[2020-12-05 15:45:29 main:574] : INFO : Epoch 632 | loss: 0.0274089 | val_loss: 0.0274022 | Time: 4504.39 ms
[2020-12-05 15:45:33 main:574] : INFO : Epoch 633 | loss: 0.0273889 | val_loss: 0.0274027 | Time: 4491.62 ms
[2020-12-05 15:45:38 main:574] : INFO : Epoch 634 | loss: 0.0274025 | val_loss: 0.0273834 | Time: 4481.45 ms
[2020-12-05 15:45:42 main:574] : INFO : Epoch 635 | loss: 0.0273807 | val_loss: 0.0273872 | Time: 4490.68 ms
[2020-12-05 15:45:47 main:574] : INFO : Epoch 636 | loss: 0.0273836 | val_loss: 0.0273838 | Time: 4489.04 ms
[2020-12-05 15:45:51 main:574] : INFO : Epoch 637 | loss: 0.0273925 | val_loss: 0.0273897 | Time: 4489.69 ms
[2020-12-05 15:45:56 main:574] : INFO : Epoch 638 | loss: 0.0273996 | val_loss: 0.0274443 | Time: 4486.46 ms
[2020-12-05 15:46:00 main:574] : INFO : Epoch 639 | loss: 0.0274823 | val_loss: 0.0274419 | Time: 4486.51 ms
[2020-12-05 15:46:05 main:574] : INFO : Epoch 640 | loss: 0.0274619 | val_loss: 0.027429 | Time: 4488.18 ms
[2020-12-05 15:46:09 main:574] : INFO : Epoch 641 | loss: 0.0273881 | val_loss: 0.0273753 | Time: 4482.35 ms
[2020-12-05 15:46:14 main:574] : INFO : Epoch 642 | loss: 0.0273712 | val_loss: 0.0273774 | Time: 4482.79 ms
[2020-12-05 15:46:18 main:574] : INFO : Epoch 643 | loss: 0.0273706 | val_loss: 0.0273964 | Time: 4482.86 ms
[2020-12-05 15:46:23 main:574] : INFO : Epoch 644 | loss: 0.0273991 | val_loss: 0.0274146 | Time: 4486.13 ms
[2020-12-05 15:46:27 main:574] : INFO : Epoch 645 | loss: 0.0273829 | val_loss: 0.0273878 | Time: 4481.08 ms
[2020-12-05 15:46:32 main:574] : INFO : Epoch 646 | loss: 0.0274609 | val_loss: 0.0275484 | Time: 4521.65 ms
[2020-12-05 15:46:37 main:574] : INFO : Epoch 647 | loss: 0.0274197 | val_loss: 0.0274014 | Time: 4512.55 ms
[2020-12-05 15:46:41 main:574] : INFO : Epoch 648 | loss: 0.0273868 | val_loss: 0.0273901 | Time: 4484.18 ms
[2020-12-05 15:46:46 main:574] : INFO : Epoch 649 | loss: 0.0273798 | val_loss: 0.0273899 | Time: 4481.99 ms
[2020-12-05 15:46:50 main:574] : INFO : Epoch 650 | loss: 0.0273948 | val_loss: 0.0273868 | Time: 4552.12 ms
[2020-12-05 15:46:55 main:574] : INFO : Epoch 651 | loss: 0.0273726 | val_loss: 0.0273772 | Time: 4628.67 ms
[2020-12-05 15:46:59 main:574] : INFO : Epoch 652 | loss: 0.027382 | val_loss: 0.0274723 | Time: 4525.12 ms
[2020-12-05 15:47:04 main:574] : INFO : Epoch 653 | loss: 0.027526 | val_loss: 0.0274642 | Time: 4546.84 ms
[2020-12-05 15:47:08 main:574] : INFO : Epoch 654 | loss: 0.0273988 | val_loss: 0.0273833 | Time: 4554.95 ms
[2020-12-05 15:47:13 main:574] : INFO : Epoch 655 | loss: 0.0273646 | val_loss: 0.0273702 | Time: 4481.96 ms
[2020-12-05 15:47:17 main:574] : INFO : Epoch 656 | loss: 0.0273518 | val_loss: 0.0273356 | Time: 4499.91 ms
[2020-12-05 15:47:22 main:574] : INFO : Epoch 657 | loss: 0.0387513 | val_loss: 0.11996 | Time: 4501.84 ms
[2020-12-05 15:47:26 main:574] : INFO : Epoch 658 | loss: 0.143272 | val_loss: 0.125045 | Time: 4501.34 ms
[2020-12-05 15:47:31 main:574] : INFO : Epoch 659 | loss: 0.0980855 | val_loss: 0.0662175 | Time: 4516.37 ms
[2020-12-05 15:47:36 main:574] : INFO : Epoch 660 | loss: 0.0478882 | val_loss: 0.0391372 | Time: 4518.79 ms
[2020-12-05 15:47:40 main:574] : INFO : Epoch 661 | loss: 0.0358611 | val_loss: 0.0337917 | Time: 4508.1 ms
[2020-12-05 15:47:45 main:574] : INFO : Epoch 662 | loss: 0.0316123 | val_loss: 0.028338 | Time: 4523.07 ms
[2020-12-05 15:47:49 main:574] : INFO : Epoch 663 | loss: 0.0286245 | val_loss: 0.0322828 | Time: 4512.27 ms
[2020-12-05 15:47:54 main:574] : INFO : Epoch 664 | loss: 0.0294053 | val_loss: 0.0182167 | Time: 4516.13 ms
[2020-12-05 15:47:58 main:574] : INFO : Epoch 665 | loss: 0.0144554 | val_loss: 0.0102747 | Time: 4492.63 ms
[2020-12-05 15:48:03 main:574] : INFO : Epoch 666 | loss: 0.00788842 | val_loss: 0.0067122 | Time: 4505.84 ms
[2020-12-05 15:48:07 main:574] : INFO : Epoch 667 | loss: 0.00625803 | val_loss: 0.00594742 | Time: 4620.44 ms
[2020-12-05 15:48:12 main:574] : INFO : Epoch 668 | loss: 0.00569739 | val_loss: 0.005584 | Time: 4563.74 ms
[2020-12-05 15:48:16 main:574] : INFO : Epoch 669 | loss: 0.00540376 | val_loss: 0.00530553 | Time: 4526.03 ms
[2020-12-05 15:48:21 main:574] : INFO : Epoch 670 | loss: 0.00507611 | val_loss: 0.00499681 | Time: 4482.22 ms
[2020-12-05 15:48:25 main:574] : INFO : Epoch 671 | loss: 0.00486681 | val_loss: 0.00484365 | Time: 4518.76 ms
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce 930MX)
[2020-12-05 17:43:40 main:435] : INFO : Set logging level to 1
[2020-12-05 17:43:40 main:441] : INFO : Running in BOINC Client mode
[2020-12-05 17:43:40 main:444] : INFO : Resolving all filenames
[2020-12-05 17:43:40 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/EightBitModified-train-val-dataset.hdf5 (exists = 1)
[2020-12-05 17:43:40 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/EightBitModified-1606530003-18731-1_0_r814253378_1 (exists = 1)
[2020-12-05 17:43:40 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/EightBitModified-1606530003-18731-1_0_r814253378_0 (exists = 0)
[2020-12-05 17:43:40 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/EightBitModified-1606530003-18731-1 (exists = 1)
[2020-12-05 17:43:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1)
[2020-12-05 17:43:40 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/EightBitModified-train-val-dataset.hdf5
[2020-12-05 17:43:40 main:474] : INFO : Configuration:
[2020-12-05 17:43:40 main:475] : INFO : Model type: GRU
[2020-12-05 17:43:41 main:476] : INFO : Validation Loss Threshold: 0.0001
[2020-12-05 17:43:41 main:477] : INFO : Max Epochs: 1024
[2020-12-05 17:43:41 main:478] : INFO : Batch Size: 128
[2020-12-05 17:43:41 main:479] : INFO : Learning Rate: 0.01
[2020-12-05 17:43:41 main:480] : INFO : Patience: 10
[2020-12-05 17:43:41 main:481] : INFO : Hidden Width: 12
[2020-12-05 17:43:41 main:482] : INFO : # Recurrent Layers: 4
[2020-12-05 17:43:41 main:483] : INFO : # Backend Layers: 4
[2020-12-05 17:43:41 main:484] : INFO : # Threads: 1
[2020-12-05 17:43:41 main:486] : INFO : Preparing Dataset
[2020-12-05 17:43:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/EightBitModified-train-val-dataset.hdf5 into memory
[2020-12-05 17:43:41 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/EightBitModified-train-val-dataset.hdf5 into memory
[2020-12-05 17:43:43 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory.
[2020-12-05 17:43:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/EightBitModified-train-val-dataset.hdf5 into memory
[2020-12-05 17:43:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/EightBitModified-train-val-dataset.hdf5 into memory
[2020-12-05 17:43:43 load:106] : INFO : Successfully loaded dataset of 512 examples into memory.
[2020-12-05 17:43:43 main:494] : INFO : Creating Model
[2020-12-05 17:43:43 main:507] : INFO : Preparing config file
[2020-12-05 17:43:43 main:511] : INFO : Found checkpoint, attempting to load...
[2020-12-05 17:43:43 main:512] : INFO : Loading config
[2020-12-05 17:43:43 main:514] : INFO : Loading state
[2020-12-05 17:43:44 main:559] : INFO : Loading DataLoader into Memory
[2020-12-05 17:43:44 main:562] : INFO : Starting Training
[2020-12-05 17:43:49 main:574] : INFO : Epoch 672 | loss: 0.0124109 | val_loss: 0.00738259 | Time: 4829.63 ms
[2020-12-05 17:43:53 main:574] : INFO : Epoch 673 | loss: 0.00593202 | val_loss: 0.00504805 | Time: 4504.63 ms
[2020-12-05 17:43:58 main:574] : INFO : Epoch 674 | loss: 0.00482825 | val_loss: 0.00468138 | Time: 4512.1 ms
[2020-12-05 17:44:03 main:574] : INFO : Epoch 675 | loss: 0.00455369 | val_loss: 0.00452514 | Time: 4504.8 ms
[2020-12-05 17:44:07 main:574] : INFO : Epoch 676 | loss: 0.0044538 | val_loss: 0.00447011 | Time: 4505.86 ms
[2020-12-05 17:44:12 main:574] : INFO : Epoch 677 | loss: 0.0044005 | val_loss: 0.00442802 | Time: 4505.99 ms
[2020-12-05 17:44:16 main:574] : INFO : Epoch 678 | loss: 0.00436369 | val_loss: 0.00439934 | Time: 4501.45 ms
[2020-12-05 17:44:21 main:574] : INFO : Epoch 679 | loss: 0.00433647 | val_loss: 0.00437246 | Time: 4508.26 ms
[2020-12-05 17:44:25 main:574] : INFO : Epoch 680 | loss: 0.00431407 | val_loss: 0.0043511 | Time: 4500 ms
[2020-12-05 17:44:30 main:574] : INFO : Epoch 681 | loss: 0.00429443 | val_loss: 0.00433232 | Time: 4504.95 ms
[2020-12-05 17:44:34 main:574] : INFO : Epoch 682 | loss: 0.00427252 | val_loss: 0.00430342 | Time: 4511.41 ms
[2020-12-05 17:44:39 main:574] : INFO : Epoch 683 | loss: 0.00426069 | val_loss: 0.00429647 | Time: 4512.4 ms
[2020-12-05 17:44:43 main:574] : INFO : Epoch 684 | loss: 0.00424082 | val_loss: 0.0042741 | Time: 4503.71 ms
[2020-12-05 17:44:48 main:574] : INFO : Epoch 685 | loss: 0.00423254 | val_loss: 0.00426811 | Time: 4503.04 ms
[2020-12-05 17:44:52 main:574] : INFO : Epoch 686 | loss: 0.00422061 | val_loss: 0.00425673 | Time: 4508.18 ms
[2020-12-05 17:44:57 main:574] : INFO : Epoch 687 | loss: 0.00424517 | val_loss: 0.00425157 | Time: 4502.28 ms
[2020-12-05 17:45:01 main:574] : INFO : Epoch 688 | loss: 0.00421744 | val_loss: 0.00424921 | Time: 4503.52 ms
[2020-12-05 17:45:06 main:574] : INFO : Epoch 689 | loss: 0.00420174 | val_loss: 0.00423109 | Time: 4570.66 ms
[2020-12-05 17:45:10 main:574] : INFO : Epoch 690 | loss: 0.00420922 | val_loss: 0.00441501 | Time: 4502.76 ms
[2020-12-05 17:45:15 main:574] : INFO : Epoch 691 | loss: 0.00426192 | val_loss: 0.00424286 | Time: 4510.22 ms
[2020-12-05 17:45:19 main:574] : INFO : Epoch 692 | loss: 0.00419146 | val_loss: 0.00422317 | Time: 4507.47 ms
[2020-12-05 17:45:24 main:574] : INFO : Epoch 693 | loss: 0.00417335 | val_loss: 0.00420811 | Time: 4512.9 ms
[2020-12-05 17:45:28 main:574] : INFO : Epoch 694 | loss: 0.00416506 | val_loss: 0.00420602 | Time: 4503.15 ms
[2020-12-05 17:45:33 main:574] : INFO : Epoch 695 | loss: 0.00422612 | val_loss: 0.00422908 | Time: 4512.7 ms
[2020-12-05 17:45:38 main:574] : INFO : Epoch 696 | loss: 0.00418935 | val_loss: 0.00418748 | Time: 4507.44 ms
[2020-12-05 17:45:42 main:574] : INFO : Epoch 697 | loss: 0.0041468 | val_loss: 0.00416636 | Time: 4506.37 ms
[2020-12-05 17:45:47 main:574] : INFO : Epoch 698 | loss: 0.00411276 | val_loss: 0.00412108 | Time: 4510.66 ms
[2020-12-05 17:45:51 main:574] : INFO : Epoch 699 | loss: 0.00392975 | val_loss: 0.00358967 | Time: 4504.83 ms
[2020-12-05 17:45:56 main:574] : INFO : Epoch 700 | loss: 0.00635707 | val_loss: 0.0127746 | Time: 4501.86 ms
[2020-12-05 17:46:00 main:574] : INFO : Epoch 701 | loss: 0.0101316 | val_loss: 0.00555222 | Time: 4505.86 ms
[2020-12-05 17:46:05 main:574] : INFO : Epoch 702 | loss: 0.00403337 | val_loss: 0.00338672 | Time: 4515.6 ms
[2020-12-05 17:46:09 main:574] : INFO : Epoch 703 | loss: 0.0032058 | val_loss: 0.00308806 | Time: 4504.53 ms
[2020-12-05 17:46:14 main:574] : INFO : Epoch 704 | loss: 0.00301531 | val_loss: 0.0029754 | Time: 4510 ms
[2020-12-05 17:46:18 main:574] : INFO : Epoch 705 | loss: 0.00292827 | val_loss: 0.00291685 | Time: 4507.27 ms
[2020-12-05 17:46:23 main:574] : INFO : Epoch 706 | loss: 0.00287385 | val_loss: 0.00284551 | Time: 4508.17 ms
[2020-12-05 17:46:27 main:574] : INFO : Epoch 707 | loss: 0.00275608 | val_loss: 0.00269312 | Time: 4508.58 ms
[2020-12-05 17:46:32 main:574] : INFO : Epoch 708 | loss: 0.00264702 | val_loss: 0.00263405 | Time: 4492.77 ms
[2020-12-05 17:46:36 main:574] : INFO : Epoch 709 | loss: 0.00260353 | val_loss: 0.00260152 | Time: 4492.66 ms
[2020-12-05 17:46:41 main:574] : INFO : Epoch 710 | loss: 0.00257713 | val_loss: 0.00258193 | Time: 4502.94 ms
[2020-12-05 17:46:45 main:574] : INFO : Epoch 711 | loss: 0.00255976 | val_loss: 0.00256719 | Time: 4599.04 ms
[2020-12-05 17:46:50 main:574] : INFO : Epoch 712 | loss: 0.00254708 | val_loss: 0.00255616 | Time: 4532.1 ms
[2020-12-05 17:46:55 main:574] : INFO : Epoch 713 | loss: 0.00253555 | val_loss: 0.00254494 | Time: 4522.24 ms
[2020-12-05 17:46:59 main:574] : INFO : Epoch 714 | loss: 0.0025261 | val_loss: 0.00253633 | Time: 4637.25 ms
[2020-12-05 17:47:04 main:574] : INFO : Epoch 715 | loss: 0.0025173 | val_loss: 0.00252912 | Time: 4626.47 ms
[2020-12-05 17:47:09 main:574] : INFO : Epoch 716 | loss: 0.00251201 | val_loss: 0.00252225 | Time: 4651.04 ms
[2020-12-05 17:47:13 main:574] : INFO : Epoch 717 | loss: 0.0025049 | val_loss: 0.00251559 | Time: 4644.68 ms
[2020-12-05 17:47:18 main:574] : INFO : Epoch 718 | loss: 0.00249883 | val_loss: 0.00251077 | Time: 4641.85 ms
[2020-12-05 17:47:23 main:574] : INFO : Epoch 719 | loss: 0.00249259 | val_loss: 0.00250456 | Time: 4661.1 ms
[2020-12-05 17:47:27 main:574] : INFO : Epoch 720 | loss: 0.00248832 | val_loss: 0.00250024 | Time: 4634.87 ms
[2020-12-05 17:47:32 main:574] : INFO : Epoch 721 | loss: 0.00248358 | val_loss: 0.00249637 | Time: 4629.81 ms
[2020-12-05 17:47:37 main:574] : INFO : Epoch 722 | loss: 0.00248018 | val_loss: 0.00249049 | Time: 4627.73 ms
[2020-12-05 17:47:41 main:574] : INFO : Epoch 723 | loss: 0.00247532 | val_loss: 0.00248703 | Time: 4495.87 ms
[2020-12-05 17:47:46 main:574] : INFO : Epoch 724 | loss: 0.00247137 | val_loss: 0.00248558 | Time: 4499.68 ms
[2020-12-05 17:47:50 main:574] : INFO : Epoch 725 | loss: 0.00247054 | val_loss: 0.00248458 | Time: 4485 ms
[2020-12-05 17:47:55 main:574] : INFO : Epoch 726 | loss: 0.00246682 | val_loss: 0.00248229 | Time: 4510.49 ms
[2020-12-05 17:47:59 main:574] : INFO : Epoch 727 | loss: 0.00255345 | val_loss: 0.00251663 | Time: 4503.5 ms
[2020-12-05 17:48:04 main:574] : INFO : Epoch 728 | loss: 0.00249424 | val_loss: 0.00247567 | Time: 4499.62 ms
[2020-12-05 17:48:08 main:574] : INFO : Epoch 729 | loss: 0.00246903 | val_loss: 0.00247423 | Time: 4496.44 ms
[2020-12-05 17:48:13 main:574] : INFO : Epoch 730 | loss: 0.00245931 | val_loss: 0.00247298 | Time: 4536.04 ms
[2020-12-05 17:48:17 main:574] : INFO : Epoch 731 | loss: 0.00245307 | val_loss: 0.00246699 | Time: 4497.02 ms
[2020-12-05 17:48:22 main:574] : INFO : Epoch 732 | loss: 0.00245125 | val_loss: 0.00246183 | Time: 4492.37 ms
[2020-12-05 17:48:26 main:574] : INFO : Epoch 733 | loss: 0.00244947 | val_loss: 0.00246987 | Time: 4600.7 ms
[2020-12-05 17:48:31 main:574] : INFO : Epoch 734 | loss: 0.00250272 | val_loss: 0.00254274 | Time: 4530.73 ms
[2020-12-05 17:48:36 main:574] : INFO : Epoch 735 | loss: 0.00246901 | val_loss: 0.00245929 | Time: 4494.98 ms
[2020-12-05 17:48:40 main:574] : INFO : Epoch 736 | loss: 0.00244671 | val_loss: 0.00245798 | Time: 4496.92 ms
[2020-12-05 17:48:45 main:574] : INFO : Epoch 737 | loss: 0.00244542 | val_loss: 0.00246181 | Time: 4499.96 ms
[2020-12-05 17:48:49 main:574] : INFO : Epoch 738 | loss: 0.00244138 | val_loss: 0.00245748 | Time: 4498.77 ms
[2020-12-05 17:48:54 main:574] : INFO : Epoch 739 | loss: 0.00249221 | val_loss: 0.00260544 | Time: 4496.2 ms
[2020-12-05 17:48:58 main:574] : INFO : Epoch 740 | loss: 0.00247695 | val_loss: 0.00247417 | Time: 4550.96 ms
[2020-12-05 17:49:03 main:574] : INFO : Epoch 741 | loss: 0.00244637 | val_loss: 0.00245242 | Time: 4543 ms
[2020-12-05 17:49:07 main:574] : INFO : Epoch 742 | loss: 0.002435 | val_loss: 0.00244581 | Time: 4499.86 ms
[2020-12-05 17:49:12 main:574] : INFO : Epoch 743 | loss: 0.00243308 | val_loss: 0.00244767 | Time: 4492.08 ms
[2020-12-05 17:49:16 main:574] : INFO : Epoch 744 | loss: 0.00244027 | val_loss: 0.00245496 | Time: 4502.45 ms
[2020-12-05 17:49:21 main:574] : INFO : Epoch 745 | loss: 0.00245947 | val_loss: 0.00267899 | Time: 4565.87 ms
[2020-12-05 17:49:25 main:574] : INFO : Epoch 746 | loss: 0.00253471 | val_loss: 0.00249314 | Time: 4587.68 ms
[2020-12-05 17:49:30 main:574] : INFO : Epoch 747 | loss: 0.00244351 | val_loss: 0.0024475 | Time: 4504.66 ms
[2020-12-05 17:49:34 main:574] : INFO : Epoch 748 | loss: 0.00243215 | val_loss: 0.00243893 | Time: 4508.16 ms
[2020-12-05 17:49:39 main:574] : INFO : Epoch 749 | loss: 0.00242639 | val_loss: 0.00244353 | Time: 4505.39 ms
[2020-12-05 17:49:44 main:574] : INFO : Epoch 750 | loss: 0.002425 | val_loss: 0.00243255 | Time: 4502.05 ms
[2020-12-05 17:49:48 main:574] : INFO : Epoch 751 | loss: 0.00242677 | val_loss: 0.00245124 | Time: 4627.45 ms
[2020-12-05 17:49:53 main:574] : INFO : Epoch 752 | loss: 0.00242438 | val_loss: 0.00243225 | Time: 4507.96 ms
[2020-12-05 17:49:57 main:574] : INFO : Epoch 753 | loss: 0.00241801 | val_loss: 0.00242712 | Time: 4501.54 ms
[2020-12-05 17:50:02 main:574] : INFO : Epoch 754 | loss: 0.00241716 | val_loss: 0.00248354 | Time: 4505.19 ms
[2020-12-05 17:50:06 main:574] : INFO : Epoch 755 | loss: 0.00259409 | val_loss: 0.00244164 | Time: 4493.68 ms
[2020-12-05 17:50:11 main:574] : INFO : Epoch 756 | loss: 0.00244484 | val_loss: 0.00243803 | Time: 4494.51 ms
[2020-12-05 17:50:15 main:574] : INFO : Epoch 757 | loss: 0.00242216 | val_loss: 0.0024338 | Time: 4492.68 ms
[2020-12-05 17:50:20 main:574] : INFO : Epoch 758 | loss: 0.00241352 | val_loss: 0.00242412 | Time: 4497.39 ms
[2020-12-05 17:50:24 main:574] : INFO : Epoch 759 | loss: 0.00241423 | val_loss: 0.00242957 | Time: 4498.44 ms
[2020-12-05 17:50:29 main:574] : INFO : Epoch 760 | loss: 0.00239357 | val_loss: 0.00243214 | Time: 4503.35 ms
[2020-12-05 17:50:33 main:574] : INFO : Epoch 761 | loss: 0.00230212 | val_loss: 0.00226861 | Time: 4575.71 ms
[2020-12-05 17:50:38 main:574] : INFO : Epoch 762 | loss: 0.00222765 | val_loss: 0.00223136 | Time: 4629.59 ms
[2020-12-05 17:50:43 main:574] : INFO : Epoch 763 | loss: 0.00220502 | val_loss: 0.00221074 | Time: 4666.61 ms
[2020-12-05 17:50:47 main:574] : INFO : Epoch 764 | loss: 0.00218131 | val_loss: 0.00219376 | Time: 4632.1 ms
[2020-12-05 17:50:52 main:574] : INFO : Epoch 765 | loss: 0.00216689 | val_loss: 0.0021846 | Time: 4609.93 ms
[2020-12-05 17:50:57 main:574] : INFO : Epoch 766 | loss: 0.00221974 | val_loss: 0.00219306 | Time: 4627.29 ms
[2020-12-05 17:51:01 main:574] : INFO : Epoch 767 | loss: 0.00233388 | val_loss: 0.00227964 | Time: 4648.32 ms
[2020-12-05 17:51:06 main:574] : INFO : Epoch 768 | loss: 0.00216385 | val_loss: 0.00213587 | Time: 4659.74 ms
[2020-12-05 17:51:11 main:574] : INFO : Epoch 769 | loss: 0.0021089 | val_loss: 0.00211575 | Time: 4611.5 ms
[2020-12-05 17:51:15 main:574] : INFO : Epoch 770 | loss: 0.00208137 | val_loss: 0.00209374 | Time: 4595.39 ms
[2020-12-05 17:51:20 main:574] : INFO : Epoch 771 | loss: 0.00206669 | val_loss: 0.00208173 | Time: 4581.11 ms
[2020-12-05 17:51:25 main:574] : INFO : Epoch 772 | loss: 0.00205461 | val_loss: 0.00207532 | Time: 4641.92 ms
[2020-12-05 17:51:29 main:574] : INFO : Epoch 773 | loss: 0.00204462 | val_loss: 0.00205362 | Time: 4654.05 ms
[2020-12-05 17:51:34 main:574] : INFO : Epoch 774 | loss: 0.0020202 | val_loss: 0.00202236 | Time: 4649.24 ms
[2020-12-05 17:51:39 main:574] : INFO : Epoch 775 | loss: 0.00197263 | val_loss: 0.00195805 | Time: 4661.23 ms
[2020-12-05 17:51:43 main:574] : INFO : Epoch 776 | loss: 0.00190549 | val_loss: 0.00189786 | Time: 4606.6 ms
[2020-12-05 17:51:48 main:574] : INFO : Epoch 777 | loss: 0.00190845 | val_loss: 0.0021249 | Time: 4582.79 ms
[2020-12-05 17:51:52 main:574] : INFO : Epoch 778 | loss: 0.00190872 | val_loss: 0.0018641 | Time: 4581.12 ms
[2020-12-05 17:51:57 main:574] : INFO : Epoch 779 | loss: 0.001824 | val_loss: 0.00184144 | Time: 4573.24 ms
[2020-12-05 17:52:02 main:574] : INFO : Epoch 780 | loss: 0.00180746 | val_loss: 0.00182347 | Time: 4571.64 ms
[2020-12-05 17:52:06 main:574] : INFO : Epoch 781 | loss: 0.00180489 | val_loss: 0.00181532 | Time: 4565.43 ms
[2020-12-05 17:52:11 main:574] : INFO : Epoch 782 | loss: 0.00177257 | val_loss: 0.00179104 | Time: 4611.36 ms
[2020-12-05 17:52:15 main:574] : INFO : Epoch 783 | loss: 0.00175163 | val_loss: 0.00175975 | Time: 4657.11 ms
[2020-12-05 17:52:20 main:574] : INFO : Epoch 784 | loss: 0.00172708 | val_loss: 0.00176182 | Time: 4671.31 ms
[2020-12-05 17:52:25 main:574] : INFO : Epoch 785 | loss: 0.0017119 | val_loss: 0.00172368 | Time: 4657.59 ms
[2020-12-05 17:52:29 main:574] : INFO : Epoch 786 | loss: 0.00169975 | val_loss: 0.00173594 | Time: 4665.21 ms
[2020-12-05 17:52:34 main:574] : INFO : Epoch 787 | loss: 0.00175894 | val_loss: 0.00175988 | Time: 4641.95 ms
[2020-12-05 17:52:39 main:574] : INFO : Epoch 788 | loss: 0.00170023 | val_loss: 0.00171624 | Time: 4635.5 ms
[2020-12-05 17:52:43 main:574] : INFO : Epoch 789 | loss: 0.00168442 | val_loss: 0.00171193 | Time: 4630.76 ms
[2020-12-05 17:52:48 main:574] : INFO : Epoch 790 | loss: 0.00167933 | val_loss: 0.0017084 | Time: 4614.76 ms
[2020-12-05 17:52:53 main:574] : INFO : Epoch 791 | loss: 0.00167725 | val_loss: 0.00168326 | Time: 4617.27 ms
[2020-12-05 17:52:57 main:574] : INFO : Epoch 792 | loss: 0.0016524 | val_loss: 0.00164803 | Time: 4631.64 ms
[2020-12-05 17:53:02 main:574] : INFO : Epoch 793 | loss: 0.00159135 | val_loss: 0.00161052 | Time: 4615.83 ms
[2020-12-05 17:53:07 main:574] : INFO : Epoch 794 | loss: 0.0019529 | val_loss: 0.00256769 | Time: 4653.18 ms
[2020-12-05 17:53:11 main:574] : INFO : Epoch 795 | loss: 0.00197475 | val_loss: 0.0017265 | Time: 4638.07 ms
[2020-12-05 17:53:16 main:574] : INFO : Epoch 796 | loss: 0.00156421 | val_loss: 0.00148243 | Time: 4621.75 ms
[2020-12-05 17:53:21 main:574] : INFO : Epoch 797 | loss: 0.00138317 | val_loss: 0.00145758 | Time: 4597.39 ms
[2020-12-05 17:53:25 main:574] : INFO : Epoch 798 | loss: 0.00245332 | val_loss: 0.00188588 | Time: 4612.44 ms
[2020-12-05 17:53:30 main:574] : INFO : Epoch 799 | loss: 0.00173864 | val_loss: 0.0016041 | Time: 4619.28 ms
[2020-12-05 17:53:34 main:574] : INFO : Epoch 800 | loss: 0.00150038 | val_loss: 0.0014497 | Time: 4516.81 ms
[2020-12-05 17:53:39 main:574] : INFO : Epoch 801 | loss: 0.00136417 | val_loss: 0.00133049 | Time: 4509.9 ms
[2020-12-05 17:53:43 main:574] : INFO : Epoch 802 | loss: 0.00126868 | val_loss: 0.00127958 | Time: 4522.77 ms
[2020-12-05 17:53:48 main:574] : INFO : Epoch 803 | loss: 0.00123542 | val_loss: 0.00124588 | Time: 4624.68 ms
[2020-12-05 17:53:53 main:574] : INFO : Epoch 804 | loss: 0.00121059 | val_loss: 0.00122618 | Time: 4685.92 ms
[2020-12-05 17:53:57 main:574] : INFO : Epoch 805 | loss: 0.00119303 | val_loss: 0.00121371 | Time: 4617.97 ms
[2020-12-05 17:54:02 main:574] : INFO : Epoch 806 | loss: 0.00117848 | val_loss: 0.00119607 | Time: 4623.9 ms
[2020-12-05 17:54:07 main:574] : INFO : Epoch 807 | loss: 0.00122024 | val_loss: 0.00124254 | Time: 4629.43 ms
[2020-12-05 17:54:11 main:574] : INFO : Epoch 808 | loss: 0.00117118 | val_loss: 0.00117 | Time: 4613.5 ms
[2020-12-05 17:54:16 main:574] : INFO : Epoch 809 | loss: 0.00112819 | val_loss: 0.00113463 | Time: 4590.91 ms
[2020-12-05 17:54:21 main:574] : INFO : Epoch 810 | loss: 0.00109837 | val_loss: 0.0011107 | Time: 4591.24 ms
[2020-12-05 17:54:25 main:574] : INFO : Epoch 811 | loss: 0.00107835 | val_loss: 0.00107984 | Time: 4594.66 ms
[2020-12-05 17:54:30 main:574] : INFO : Epoch 812 | loss: 0.00105007 | val_loss: 0.00113332 | Time: 4594.35 ms
[2020-12-05 17:54:34 main:574] : INFO : Epoch 813 | loss: 0.0010712 | val_loss: 0.00103536 | Time: 4611.47 ms
[2020-12-05 17:54:39 main:574] : INFO : Epoch 814 | loss: 0.000978436 | val_loss: 0.00094069 | Time: 4633.86 ms
[2020-12-05 17:54:44 main:574] : INFO : Epoch 815 | loss: 0.000877349 | val_loss: 0.00085285 | Time: 4607.84 ms
[2020-12-05 17:54:48 main:574] : INFO : Epoch 816 | loss: 0.000799284 | val_loss: 0.000824031 | Time: 4608.17 ms
[2020-12-05 17:54:53 main:574] : INFO : Epoch 817 | loss: 0.000850593 | val_loss: 0.000856058 | Time: 4654.34 ms
[2020-12-05 17:54:58 main:574] : INFO : Epoch 818 | loss: 0.000755542 | val_loss: 0.000746125 | Time: 4635.99 ms
[2020-12-05 17:55:02 main:574] : INFO : Epoch 819 | loss: 0.000713007 | val_loss: 0.000721156 | Time: 4659.01 ms
[2020-12-05 17:55:07 main:574] : INFO : Epoch 820 | loss: 0.000698805 | val_loss: 0.000710434 | Time: 4653.01 ms
[2020-12-05 17:55:12 main:574] : INFO : Epoch 821 | loss: 0.000744539 | val_loss: 0.000794526 | Time: 4637.12 ms
[2020-12-05 17:55:16 main:574] : INFO : Epoch 822 | loss: 0.000716845 | val_loss: 0.000705063 | Time: 4659.52 ms
[2020-12-05 17:55:21 main:574] : INFO : Epoch 823 | loss: 0.00068675 | val_loss: 0.000704052 | Time: 4665.59 ms
[2020-12-05 17:55:26 main:574] : INFO : Epoch 824 | loss: 0.000681936 | val_loss: 0.000704078 | Time: 4645.73 ms
[2020-12-05 17:55:30 main:574] : INFO : Epoch 825 | loss: 0.000707565 | val_loss: 0.000710562 | Time: 4649.04 ms
[2020-12-05 17:55:35 main:574] : INFO : Epoch 826 | loss: 0.000751841 | val_loss: 0.000729184 | Time: 4647.33 ms
[2020-12-05 17:55:40 main:574] : INFO : Epoch 827 | loss: 0.000690616 | val_loss: 0.000694203 | Time: 4639.11 ms
[2020-12-05 17:55:44 main:574] : INFO : Epoch 828 | loss: 0.000681757 | val_loss: 0.000715672 | Time: 4648.58 ms
[2020-12-05 17:55:49 main:574] : INFO : Epoch 829 | loss: 0.000686034 | val_loss: 0.000685387 | Time: 4655.71 ms
[2020-12-05 17:55:54 main:574] : INFO : Epoch 830 | loss: 0.000667547 | val_loss: 0.000683071 | Time: 4657.23 ms
[2020-12-05 17:55:58 main:574] : INFO : Epoch 831 | loss: 0.000751222 | val_loss: 0.000863101 | Time: 4647.72 ms
[2020-12-05 17:56:03 main:574] : INFO : Epoch 832 | loss: 0.000718842 | val_loss: 0.000705775 | Time: 4641.11 ms
[2020-12-05 17:56:08 main:574] : INFO : Epoch 833 | loss: 0.000671565 | val_loss: 0.000683894 | Time: 4644.25 ms
[2020-12-05 17:56:12 main:574] : INFO : Epoch 834 | loss: 0.000666341 | val_loss: 0.00069574 | Time: 4647.82 ms
[2020-12-05 17:56:17 main:574] : INFO : Epoch 835 | loss: 0.000667855 | val_loss: 0.000687371 | Time: 4642.58 ms
[2020-12-05 17:56:22 main:574] : INFO : Epoch 836 | loss: 0.000666896 | val_loss: 0.000675277 | Time: 4630.43 ms
[2020-12-05 17:56:26 main:574] : INFO : Epoch 837 | loss: 0.000661963 | val_loss: 0.000681383 | Time: 4639.71 ms
[2020-12-05 17:56:31 main:574] : INFO : Epoch 838 | loss: 0.000724381 | val_loss: 0.000712798 | Time: 4639.68 ms
[2020-12-05 17:56:36 main:574] : INFO : Epoch 839 | loss: 0.000711114 | val_loss: 0.00069554 | Time: 4647.22 ms
[2020-12-05 17:56:40 main:574] : INFO : Epoch 840 | loss: 0.000674982 | val_loss: 0.000681832 | Time: 4645.23 ms
[2020-12-05 17:56:45 main:574] : INFO : Epoch 841 | loss: 0.000660476 | val_loss: 0.000676679 | Time: 4638.58 ms
[2020-12-05 17:56:50 main:574] : INFO : Epoch 842 | loss: 0.000683673 | val_loss: 0.00072676 | Time: 4647.31 ms
[2020-12-05 17:56:54 main:574] : INFO : Epoch 843 | loss: 0.000668904 | val_loss: 0.00067046 | Time: 4640.28 ms
[2020-12-05 17:56:59 main:574] : INFO : Epoch 844 | loss: 0.00064 | val_loss: 0.000647938 | Time: 4649.06 ms
[2020-12-05 17:57:04 main:574] : INFO : Epoch 845 | loss: 0.000802312 | val_loss: 0.000863276 | Time: 4651.57 ms
[2020-12-05 17:57:08 main:574] : INFO : Epoch 846 | loss: 0.0198168 | val_loss: 0.064632 | Time: 4638.45 ms
[2020-12-05 17:57:13 main:574] : INFO : Epoch 847 | loss: 0.0504278 | val_loss: 0.0397386 | Time: 4648.22 ms
[2020-12-05 17:57:18 main:574] : INFO : Epoch 848 | loss: 0.0362945 | val_loss: 0.0339409 | Time: 4640.99 ms
[2020-12-05 17:57:22 main:574] : INFO : Epoch 849 | loss: 0.0334213 | val_loss: 0.0329385 | Time: 4642.24 ms
[2020-12-05 17:57:27 main:574] : INFO : Epoch 850 | loss: 0.0327242 | val_loss: 0.0325697 | Time: 4658.77 ms
[2020-12-05 17:57:32 main:574] : INFO : Epoch 851 | loss: 0.0324655 | val_loss: 0.0323897 | Time: 4637.92 ms
[2020-12-05 17:57:36 main:574] : INFO : Epoch 852 | loss: 0.0323099 | val_loss: 0.0322574 | Time: 4636.27 ms
[2020-12-05 17:57:41 main:574] : INFO : Epoch 853 | loss: 0.0321981 | val_loss: 0.0321721 | Time: 4626.73 ms
[2020-12-05 17:57:46 main:574] : INFO : Epoch 854 | loss: 0.0321365 | val_loss: 0.0321305 | Time: 4659.81 ms
[2020-12-05 17:57:50 main:574] : INFO : Epoch 855 | loss: 0.0321532 | val_loss: 0.032107 | Time: 4642.99 ms
[2020-12-05 17:57:55 main:574] : INFO : Epoch 856 | loss: 0.0320815 | val_loss: 0.0321048 | Time: 4641.67 ms
[2020-12-05 17:58:00 main:574] : INFO : Epoch 857 | loss: 0.0320461 | val_loss: 0.032047 | Time: 4651.18 ms
[2020-12-05 17:58:04 main:574] : INFO : Epoch 858 | loss: 0.0320213 | val_loss: 0.0320263 | Time: 4648.28 ms
[2020-12-05 17:58:09 main:574] : INFO : Epoch 859 | loss: 0.0319999 | val_loss: 0.0320145 | Time: 4634.6 ms
[2020-12-05 17:58:14 main:574] : INFO : Epoch 860 | loss: 0.0320104 | val_loss: 0.0320633 | Time: 4645.3 ms
[2020-12-05 17:58:18 main:574] : INFO : Epoch 861 | loss: 0.031994 | val_loss: 0.0319578 | Time: 4658.31 ms
[2020-12-05 17:58:23 main:574] : INFO : Epoch 862 | loss: 0.0319459 | val_loss: 0.031939 | Time: 4639.16 ms
[2020-12-05 17:58:27 main:574] : INFO : Epoch 863 | loss: 0.0319267 | val_loss: 0.0319292 | Time: 4642.05 ms
[2020-12-05 17:58:32 main:574] : INFO : Epoch 864 | loss: 0.0319187 | val_loss: 0.0319606 | Time: 4639.06 ms
[2020-12-05 17:58:37 main:574] : INFO : Epoch 865 | loss: 0.0319385 | val_loss: 0.0319214 | Time: 4630.97 ms
[2020-12-05 17:58:41 main:574] : INFO : Epoch 866 | loss: 0.0318995 | val_loss: 0.0319004 | Time: 4653.87 ms
[2020-12-05 17:58:46 main:574] : INFO : Epoch 867 | loss: 0.031891 | val_loss: 0.0319143 | Time: 4651.69 ms
[2020-12-05 17:58:51 main:574] : INFO : Epoch 868 | loss: 0.0318924 | val_loss: 0.0319159 | Time: 4638.68 ms
[2020-12-05 17:58:55 main:574] : INFO : Epoch 869 | loss: 0.0318924 | val_loss: 0.0318971 | Time: 4629.5 ms
[2020-12-05 17:59:00 main:574] : INFO : Epoch 870 | loss: 0.031883 | val_loss: 0.0319604 | Time: 4639.73 ms
[2020-12-05 17:59:05 main:574] : INFO : Epoch 871 | loss: 0.0319403 | val_loss: 0.0319277 | Time: 4642.1 ms
[2020-12-05 17:59:09 main:574] : INFO : Epoch 872 | loss: 0.031885 | val_loss: 0.0318831 | Time: 4661.22 ms
[2020-12-05 17:59:14 main:574] : INFO : Epoch 873 | loss: 0.0318686 | val_loss: 0.0318683 | Time: 4647.18 ms
[2020-12-05 17:59:19 main:574] : INFO : Epoch 874 | loss: 0.0318593 | val_loss: 0.0318706 | Time: 4648.28 ms
[2020-12-05 17:59:23 main:574] : INFO : Epoch 875 | loss: 0.0318562 | val_loss: 0.031868 | Time: 4647.18 ms
[2020-12-05 17:59:28 main:574] : INFO : Epoch 876 | loss: 0.031853 | val_loss: 0.031867 | Time: 4638.4 ms
[2020-12-05 17:59:33 main:574] : INFO : Epoch 877 | loss: 0.0318501 | val_loss: 0.0318619 | Time: 4653.13 ms
[2020-12-05 17:59:37 main:574] : INFO : Epoch 878 | loss: 0.0318504 | val_loss: 0.0318665 | Time: 4656.89 ms
[2020-12-05 17:59:42 main:574] : INFO : Epoch 879 | loss: 0.031866 | val_loss: 0.0318534 | Time: 4650.37 ms
[2020-12-05 17:59:47 main:574] : INFO : Epoch 880 | loss: 0.0318494 | val_loss: 0.0318571 | Time: 4645.3 ms
[2020-12-05 17:59:51 main:574] : INFO : Epoch 881 | loss: 0.0318733 | val_loss: 0.0318782 | Time: 4649.13 ms
[2020-12-05 17:59:56 main:574] : INFO : Epoch 882 | loss: 0.0318483 | val_loss: 0.0318682 | Time: 4647.65 ms
[2020-12-05 18:00:01 main:574] : INFO : Epoch 883 | loss: 0.0318492 | val_loss: 0.0318522 | Time: 4652.05 ms
[2020-12-05 18:00:05 main:574] : INFO : Epoch 884 | loss: 0.0318322 | val_loss: 0.0318364 | Time: 4648.71 ms
[2020-12-05 18:00:10 main:574] : INFO : Epoch 885 | loss: 0.0318275 | val_loss: 0.0318296 | Time: 4634.37 ms
[2020-12-05 18:00:15 main:574] : INFO : Epoch 886 | loss: 0.0318249 | val_loss: 0.0318324 | Time: 4643.17 ms
[2020-12-05 18:00:19 main:574] : INFO : Epoch 887 | loss: 0.031821 | val_loss: 0.031833 | Time: 4637.14 ms
[2020-12-05 18:00:24 main:574] : INFO : Epoch 888 | loss: 0.0319068 | val_loss: 0.0320176 | Time: 4633.28 ms
[2020-12-05 18:00:29 main:574] : INFO : Epoch 889 | loss: 0.0318666 | val_loss: 0.031848 | Time: 4646.25 ms
[2020-12-05 18:00:33 main:574] : INFO : Epoch 890 | loss: 0.0318116 | val_loss: 0.0318251 | Time: 4632.41 ms
[2020-12-05 18:00:38 main:574] : INFO : Epoch 891 | loss: 0.0318045 | val_loss: 0.0318079 | Time: 4635.96 ms
[2020-12-05 18:00:43 main:574] : INFO : Epoch 892 | loss: 0.0318004 | val_loss: 0.0318029 | Time: 4651.2 ms
[2020-12-05 18:00:47 main:574] : INFO : Epoch 893 | loss: 0.0317959 | val_loss: 0.031794 | Time: 4642.92 ms
[2020-12-05 18:00:52 main:574] : INFO : Epoch 894 | loss: 0.0317903 | val_loss: 0.0318018 | Time: 4649.46 ms
[2020-12-05 18:00:57 main:574] : INFO : Epoch 895 | loss: 0.0317943 | val_loss: 0.0318162 | Time: 4643.89 ms
[2020-12-05 18:01:02 main:574] : INFO : Epoch 896 | loss: 0.0318018 | val_loss: 0.0318681 | Time: 4636.05 ms
[2020-12-05 18:01:06 main:574] : INFO : Epoch 897 | loss: 0.0318166 | val_loss: 0.0318004 | Time: 4640.47 ms
[2020-12-05 18:01:11 main:574] : INFO : Epoch 898 | loss: 0.0317706 | val_loss: 0.0317766 | Time: 4635.6 ms
[2020-12-05 18:01:16 main:574] : INFO : Epoch 899 | loss: 0.0317844 | val_loss: 0.0318766 | Time: 4640.87 ms
[2020-12-05 18:01:20 main:574] : INFO : Epoch 900 | loss: 0.0317839 | val_loss: 0.0317897 | Time: 4620.71 ms
[2020-12-05 18:01:25 main:574] : INFO : Epoch 901 | loss: 0.0317446 | val_loss: 0.0317644 | Time: 4630.08 ms
[2020-12-05 18:01:29 main:574] : INFO : Epoch 902 | loss: 0.031744 | val_loss: 0.0317657 | Time: 4640.61 ms
[2020-12-05 18:01:34 main:574] : INFO : Epoch 903 | loss: 0.0317645 | val_loss: 0.0317732 | Time: 4601.58 ms
[2020-12-05 18:01:39 main:574] : INFO : Epoch 904 | loss: 0.03174 | val_loss: 0.0317589 | Time: 4567.95 ms
[2020-12-05 18:01:43 main:574] : INFO : Epoch 905 | loss: 0.0317379 | val_loss: 0.0317632 | Time: 4572.83 ms
[2020-12-05 18:01:48 main:574] : INFO : Epoch 906 | loss: 0.0317383 | val_loss: 0.0317594 | Time: 4586.21 ms
[2020-12-05 18:01:52 main:574] : INFO : Epoch 907 | loss: 0.0317578 | val_loss: 0.0318142 | Time: 4596.8 ms
[2020-12-05 18:01:57 main:574] : INFO : Epoch 908 | loss: 0.0317877 | val_loss: 0.0320349 | Time: 4594.33 ms
[2020-12-05 18:02:02 main:574] : INFO : Epoch 909 | loss: 0.0318322 | val_loss: 0.0317775 | Time: 4610.97 ms
[2020-12-05 18:02:06 main:574] : INFO : Epoch 910 | loss: 0.0317435 | val_loss: 0.0317492 | Time: 4590.23 ms
[2020-12-05 18:02:11 main:574] : INFO : Epoch 911 | loss: 0.0317286 | val_loss: 0.031746 | Time: 4618.4 ms
[2020-12-05 18:02:16 main:574] : INFO : Epoch 912 | loss: 0.0317356 | val_loss: 0.0317877 | Time: 4548.25 ms
[2020-12-05 18:02:20 main:574] : INFO : Epoch 913 | loss: 0.0317685 | val_loss: 0.0317507 | Time: 4580.72 ms
[2020-12-05 18:02:25 main:574] : INFO : Epoch 914 | loss: 0.0317249 | val_loss: 0.0317407 | Time: 4613.7 ms
[2020-12-05 18:02:29 main:574] : INFO : Epoch 915 | loss: 0.031721 | val_loss: 0.0317417 | Time: 4596.81 ms
[2020-12-05 18:02:34 main:574] : INFO : Epoch 916 | loss: 0.0317237 | val_loss: 0.0317432 | Time: 4600.68 ms
[2020-12-05 18:02:39 main:574] : INFO : Epoch 917 | loss: 0.0317284 | val_loss: 0.0317703 | Time: 4616.21 ms
[2020-12-05 18:02:43 main:574] : INFO : Epoch 918 | loss: 0.0317984 | val_loss: 0.0317593 | Time: 4635.41 ms
[2020-12-05 18:02:48 main:574] : INFO : Epoch 919 | loss: 0.0317412 | val_loss: 0.0317541 | Time: 4604.86 ms
[2020-12-05 18:02:53 main:574] : INFO : Epoch 920 | loss: 0.031724 | val_loss: 0.0317357 | Time: 4589.09 ms
[2020-12-05 18:02:57 main:574] : INFO : Epoch 921 | loss: 0.031718 | val_loss: 0.0317368 | Time: 4578.19 ms
[2020-12-05 18:03:02 main:574] : INFO : Epoch 922 | loss: 0.0317163 | val_loss: 0.0317399 | Time: 4603.01 ms
[2020-12-05 18:03:06 main:574] : INFO : Epoch 923 | loss: 0.031723 | val_loss: 0.0317521 | Time: 4562.79 ms
[2020-12-05 18:03:11 main:574] : INFO : Epoch 924 | loss: 0.03173 | val_loss: 0.031739 | Time: 4573.65 ms
[2020-12-05 18:03:15 main:574] : INFO : Epoch 925 | loss: 0.0317562 | val_loss: 0.0318412 | Time: 4560.39 ms
[2020-12-05 18:03:20 main:574] : INFO : Epoch 926 | loss: 0.0317575 | val_loss: 0.0317478 | Time: 4577.84 ms
[2020-12-05 18:03:25 main:574] : INFO : Epoch 927 | loss: 0.0317233 | val_loss: 0.031748 | Time: 4583.34 ms
[2020-12-05 18:03:29 main:574] : INFO : Epoch 928 | loss: 0.031716 | val_loss: 0.0317405 | Time: 4588.31 ms
[2020-12-05 18:03:34 main:574] : INFO : Epoch 929 | loss: 0.0317153 | val_loss: 0.0317414 | Time: 4624.34 ms
[2020-12-05 18:03:39 main:574] : INFO : Epoch 930 | loss: 0.0317621 | val_loss: 0.0318001 | Time: 4595.78 ms
[2020-12-05 18:03:43 main:574] : INFO : Epoch 931 | loss: 0.0317551 | val_loss: 0.0317579 | Time: 4596.93 ms
[2020-12-05 18:03:48 main:574] : INFO : Epoch 932 | loss: 0.0317378 | val_loss: 0.0317417 | Time: 4593.97 ms
[2020-12-05 18:03:52 main:574] : INFO : Epoch 933 | loss: 0.0317155 | val_loss: 0.0317302 | Time: 4576.58 ms
[2020-12-05 18:03:57 main:574] : INFO : Epoch 934 | loss: 0.0317108 | val_loss: 0.0317177 | Time: 4578.45 ms
[2020-12-05 18:04:02 main:574] : INFO : Epoch 935 | loss: 0.0317218 | val_loss: 0.0317456 | Time: 4585.81 ms
[2020-12-05 18:04:06 main:574] : INFO : Epoch 936 | loss: 0.0317183 | val_loss: 0.0317174 | Time: 4586.64 ms
[2020-12-05 18:04:11 main:574] : INFO : Epoch 937 | loss: 0.0316971 | val_loss: 0.0317036 | Time: 4572.91 ms
[2020-12-05 18:04:15 main:574] : INFO : Epoch 938 | loss: 0.0317141 | val_loss: 0.0317368 | Time: 4578.34 ms
[2020-12-05 18:04:20 main:574] : INFO : Epoch 939 | loss: 0.0317102 | val_loss: 0.0317188 | Time: 4607.38 ms
[2020-12-05 18:04:25 main:574] : INFO : Epoch 940 | loss: 0.0316898 | val_loss: 0.0317277 | Time: 4596.11 ms
[2020-12-05 18:04:29 main:574] : INFO : Epoch 941 | loss: 0.0317039 | val_loss: 0.0317524 | Time: 4585.58 ms
[2020-12-05 18:04:34 main:574] : INFO : Epoch 942 | loss: 0.0317018 | val_loss: 0.0317108 | Time: 4601.12 ms
[2020-12-05 18:04:38 main:574] : INFO : Epoch 943 | loss: 0.031699 | val_loss: 0.0316983 | Time: 4579.1 ms
[2020-12-05 18:04:43 main:574] : INFO : Epoch 944 | loss: 0.0316796 | val_loss: 0.0316914 | Time: 4578.97 ms
[2020-12-05 18:04:48 main:574] : INFO : Epoch 945 | loss: 0.0316768 | val_loss: 0.0317041 | Time: 4583.25 ms
[2020-12-05 18:04:52 main:574] : INFO : Epoch 946 | loss: 0.0317089 | val_loss: 0.0317752 | Time: 4582.04 ms
[2020-12-05 18:04:57 main:574] : INFO : Epoch 947 | loss: 0.0317011 | val_loss: 0.0316536 | Time: 4596.39 ms
[2020-12-05 18:05:01 main:574] : INFO : Epoch 948 | loss: 0.0316323 | val_loss: 0.0316292 | Time: 4589.26 ms
[2020-12-05 18:05:06 main:574] : INFO : Epoch 949 | loss: 0.0316109 | val_loss: 0.0316204 | Time: 4601.19 ms
[2020-12-05 18:05:11 main:574] : INFO : Epoch 950 | loss: 0.0316585 | val_loss: 0.0316447 | Time: 4598.39 ms
[2020-12-05 18:05:15 main:574] : INFO : Epoch 951 | loss: 0.031615 | val_loss: 0.0316287 | Time: 4613.06 ms
[2020-12-05 18:05:20 main:574] : INFO : Epoch 952 | loss: 0.0316421 | val_loss: 0.0316395 | Time: 4607.69 ms
[2020-12-05 18:05:25 main:574] : INFO : Epoch 953 | loss: 0.0316072 | val_loss: 0.0316243 | Time: 4594.88 ms
[2020-12-05 18:05:29 main:574] : INFO : Epoch 954 | loss: 0.0315867 | val_loss: 0.0315871 | Time: 4572.08 ms
[2020-12-05 18:05:34 main:574] : INFO : Epoch 955 | loss: 0.031589 | val_loss: 0.031604 | Time: 4590.97 ms
[2020-12-05 18:05:38 main:574] : INFO : Epoch 956 | loss: 0.031582 | val_loss: 0.0315989 | Time: 4577.2 ms
[2020-12-05 18:05:43 main:574] : INFO : Epoch 957 | loss: 0.0316052 | val_loss: 0.0316879 | Time: 4582.75 ms
[2020-12-05 18:05:48 main:574] : INFO : Epoch 958 | loss: 0.0316282 | val_loss: 0.0316453 | Time: 4587.56 ms
[2020-12-05 18:05:52 main:574] : INFO : Epoch 959 | loss: 0.0315973 | val_loss: 0.0315881 | Time: 4592.44 ms
[2020-12-05 18:05:57 main:574] : INFO : Epoch 960 | loss: 0.0315739 | val_loss: 0.0315793 | Time: 4612.17 ms
[2020-12-05 18:06:01 main:574] : INFO : Epoch 961 | loss: 0.0315708 | val_loss: 0.0315788 | Time: 4606.14 ms
[2020-12-05 18:06:06 main:574] : INFO : Epoch 962 | loss: 0.0315951 | val_loss: 0.0315995 | Time: 4616.28 ms
[2020-12-05 18:06:11 main:574] : INFO : Epoch 963 | loss: 0.0316441 | val_loss: 0.03165 | Time: 4601.13 ms
[2020-12-05 18:06:15 main:574] : INFO : Epoch 964 | loss: 0.0315861 | val_loss: 0.0315835 | Time: 4587.91 ms
[2020-12-05 18:06:20 main:574] : INFO : Epoch 965 | loss: 0.0315732 | val_loss: 0.0315807 | Time: 4588.77 ms
[2020-12-05 18:06:25 main:574] : INFO : Epoch 966 | loss: 0.0315687 | val_loss: 0.0315965 | Time: 4577.64 ms
[2020-12-05 18:06:29 main:574] : INFO : Epoch 967 | loss: 0.0315822 | val_loss: 0.0316038 | Time: 4582.74 ms
[2020-12-05 18:06:34 main:574] : INFO : Epoch 968 | loss: 0.0315648 | val_loss: 0.031588 | Time: 4590.88 ms
[2020-12-05 18:06:38 main:574] : INFO : Epoch 969 | loss: 0.0315586 | val_loss: 0.0315861 | Time: 4579.37 ms
[2020-12-05 18:06:43 main:574] : INFO : Epoch 970 | loss: 0.0316185 | val_loss: 0.031598 | Time: 4593 ms
[2020-12-05 18:06:48 main:574] : INFO : Epoch 971 | loss: 0.0315598 | val_loss: 0.0315353 | Time: 4616.03 ms
[2020-12-05 18:06:52 main:574] : INFO : Epoch 972 | loss: 0.0314427 | val_loss: 0.0312243 | Time: 4606.94 ms
[2020-12-05 18:06:57 main:574] : INFO : Epoch 973 | loss: 0.0299641 | val_loss: 0.0266829 | Time: 4594.52 ms
[2020-12-05 18:07:02 main:574] : INFO : Epoch 974 | loss: 0.0239174 | val_loss: 0.0209113 | Time: 4605.99 ms
[2020-12-05 18:07:06 main:574] : INFO : Epoch 975 | loss: 0.0199758 | val_loss: 0.0191715 | Time: 4590.34 ms
[2020-12-05 18:07:11 main:574] : INFO : Epoch 976 | loss: 0.0189557 | val_loss: 0.0186403 | Time: 4588.87 ms
[2020-12-05 18:07:15 main:574] : INFO : Epoch 977 | loss: 0.0186407 | val_loss: 0.0184913 | Time: 4580.55 ms
[2020-12-05 18:07:20 main:574] : INFO : Epoch 978 | loss: 0.0184943 | val_loss: 0.0183645 | Time: 4594.88 ms
[2020-12-05 18:07:25 main:574] : INFO : Epoch 979 | loss: 0.0183519 | val_loss: 0.0183055 | Time: 4589.21 ms
[2020-12-05 18:07:29 main:574] : INFO : Epoch 980 | loss: 0.0182587 | val_loss: 0.0180246 | Time: 4601.61 ms
[2020-12-05 18:07:34 main:574] : INFO : Epoch 981 | loss: 0.0182909 | val_loss: 0.0182301 | Time: 4652.87 ms
[2020-12-05 18:07:39 main:574] : INFO : Epoch 982 | loss: 0.0180909 | val_loss: 0.0179074 | Time: 4783.73 ms
[2020-12-05 18:07:43 main:574] : INFO : Epoch 983 | loss: 0.0180925 | val_loss: 0.0177639 | Time: 4748.26 ms
[2020-12-05 18:07:48 main:574] : INFO : Epoch 984 | loss: 0.0176775 | val_loss: 0.0173789 | Time: 4747.89 ms
[2020-12-05 18:07:53 main:574] : INFO : Epoch 985 | loss: 0.0174706 | val_loss: 0.0170183 | Time: 4750.3 ms
[2020-12-05 18:07:58 main:574] : INFO : Epoch 986 | loss: 0.0187083 | val_loss: 0.0179268 | Time: 4735.14 ms
[2020-12-05 18:08:03 main:574] : INFO : Epoch 987 | loss: 0.015946 | val_loss: 0.0219717 | Time: 4838.52 ms
[2020-12-05 18:08:07 main:574] : INFO : Epoch 988 | loss: 0.021436 | val_loss: 0.0364881 | Time: 4721.42 ms
[2020-12-05 18:08:12 main:574] : INFO : Epoch 989 | loss: 0.0281677 | val_loss: 0.0211589 | Time: 4756.56 ms
[2020-12-05 18:08:17 main:574] : INFO : Epoch 990 | loss: 0.0192187 | val_loss: 0.0181639 | Time: 4684.25 ms
[2020-12-05 18:08:22 main:574] : INFO : Epoch 991 | loss: 0.0175724 | val_loss: 0.0173365 | Time: 4728.94 ms
[2020-12-05 18:08:26 main:574] : INFO : Epoch 992 | loss: 0.0169258 | val_loss: 0.0167109 | Time: 4679.91 ms
[2020-12-05 18:08:31 main:574] : INFO : Epoch 993 | loss: 0.0157336 | val_loss: 0.0136467 | Time: 4664.19 ms
[2020-12-05 18:08:36 main:574] : INFO : Epoch 994 | loss: 0.00751819 | val_loss: 0.00494071 | Time: 4679.45 ms
[2020-12-05 18:08:40 main:574] : INFO : Epoch 995 | loss: 0.00360119 | val_loss: 0.00278022 | Time: 4677.05 ms
[2020-12-05 18:08:45 main:574] : INFO : Epoch 996 | loss: 0.00245428 | val_loss: 0.00227196 | Time: 4677.59 ms
[2020-12-05 18:08:50 main:574] : INFO : Epoch 997 | loss: 0.00213165 | val_loss: 0.00206937 | Time: 4729.23 ms
[2020-12-05 18:08:55 main:574] : INFO : Epoch 998 | loss: 0.00198479 | val_loss: 0.00196318 | Time: 4756.76 ms
[2020-12-05 18:08:59 main:574] : INFO : Epoch 999 | loss: 0.00189361 | val_loss: 0.0018844 | Time: 4747.89 ms
[2020-12-05 18:09:04 main:574] : INFO : Epoch 1000 | loss: 0.00182129 | val_loss: 0.00181625 | Time: 4760.09 ms
[2020-12-05 18:09:09 main:574] : INFO : Epoch 1001 | loss: 0.00176449 | val_loss: 0.00176958 | Time: 4793.7 ms
[2020-12-05 18:09:14 main:574] : INFO : Epoch 1002 | loss: 0.00172165 | val_loss: 0.00173172 | Time: 4766.84 ms
[2020-12-05 18:09:19 main:574] : INFO : Epoch 1003 | loss: 0.00168617 | val_loss: 0.00169955 | Time: 4755.96 ms
[2020-12-05 18:09:23 main:574] : INFO : Epoch 1004 | loss: 0.00165806 | val_loss: 0.0016737 | Time: 4736.94 ms
[2020-12-05 18:09:28 main:574] : INFO : Epoch 1005 | loss: 0.00163338 | val_loss: 0.0016517 | Time: 4746.91 ms
[2020-12-05 18:09:33 main:574] : INFO : Epoch 1006 | loss: 0.00161242 | val_loss: 0.00163161 | Time: 4754.48 ms
[2020-12-05 18:09:38 main:574] : INFO : Epoch 1007 | loss: 0.00159183 | val_loss: 0.00161244 | Time: 4795.07 ms
[2020-12-05 18:09:43 main:574] : INFO : Epoch 1008 | loss: 0.00157436 | val_loss: 0.00159545 | Time: 4776.97 ms
[2020-12-05 18:09:47 main:574] : INFO : Epoch 1009 | loss: 0.00155727 | val_loss: 0.00158033 | Time: 4737.2 ms
[2020-12-05 18:09:52 main:574] : INFO : Epoch 1010 | loss: 0.00154182 | val_loss: 0.00156504 | Time: 4741.76 ms
[2020-12-05 18:09:57 main:574] : INFO : Epoch 1011 | loss: 0.00152707 | val_loss: 0.00155052 | Time: 4717.02 ms
[2020-12-05 18:10:02 main:574] : INFO : Epoch 1012 | loss: 0.00151355 | val_loss: 0.00153603 | Time: 4741.37 ms
[2020-12-05 18:10:06 main:574] : INFO : Epoch 1013 | loss: 0.0014999 | val_loss: 0.0015237 | Time: 4744.83 ms
[2020-12-05 18:10:11 main:574] : INFO : Epoch 1014 | loss: 0.00148659 | val_loss: 0.00151049 | Time: 4734.3 ms
[2020-12-05 18:10:16 main:574] : INFO : Epoch 1015 | loss: 0.00147263 | val_loss: 0.00149859 | Time: 4764.95 ms
[2020-12-05 18:10:21 main:574] : INFO : Epoch 1016 | loss: 0.00145862 | val_loss: 0.00148285 | Time: 4752.21 ms
[2020-12-05 18:10:25 main:574] : INFO : Epoch 1017 | loss: 0.00144423 | val_loss: 0.00146915 | Time: 4752.85 ms
[2020-12-05 18:10:30 main:574] : INFO : Epoch 1018 | loss: 0.00143375 | val_loss: 0.00145853 | Time: 4764.7 ms
[2020-12-05 18:10:35 main:574] : INFO : Epoch 1019 | loss: 0.00142095 | val_loss: 0.0014447 | Time: 4738.04 ms
[2020-12-05 18:10:40 main:574] : INFO : Epoch 1020 | loss: 0.00140206 | val_loss: 0.00142269 | Time: 4737.99 ms
[2020-12-05 18:10:44 main:574] : INFO : Epoch 1021 | loss: 0.00138735 | val_loss: 0.00141 | Time: 4734.46 ms
[2020-12-05 18:10:49 main:574] : INFO : Epoch 1022 | loss: 0.00137536 | val_loss: 0.00140289 | Time: 4740.7 ms
[2020-12-05 18:10:54 main:574] : INFO : Epoch 1023 | loss: 0.00136456 | val_loss: 0.00139331 | Time: 4745.1 ms
[2020-12-05 18:10:59 main:574] : INFO : Epoch 1024 | loss: 0.00135749 | val_loss: 0.0013863 | Time: 4749.71 ms
[2020-12-05 18:10:59 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0013863
[2020-12-05 18:10:59 main:603] : INFO : Saving end state to config to file
[2020-12-05 18:10:59 main:608] : INFO : Success, exiting..
18:10:59 (15492): called boinc_finish(0)
</stderr_txt>
]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)