Task 3369474
| Name | ParityMachine-1606531555-31618-8_1 |
| Workunit | 1620300 |
| Created | 21 Dec 2020, 18:37:54 UTC |
| Sent | 21 Dec 2020, 19:23:23 UTC |
| Report deadline | 28 Dec 2020, 19:23:23 UTC |
| Received | 21 Dec 2020, 21:13:33 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 139 |
| Run time | 1 hours 42 min 27 sec |
| CPU time | 55 min 9 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 7,467.94 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.37 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> och 547 | loss: 0.0311364 | val_loss: 0.0311393 | Time: 3124.48 ms [2020-12-21 15:36:09 main:574] : INFO : Epoch 548 | loss: 0.0311358 | val_loss: 0.0311411 | Time: 4358.72 ms [2020-12-21 15:36:12 main:574] : INFO : Epoch 549 | loss: 0.0311389 | val_loss: 0.0311413 | Time: 3433.85 ms [2020-12-21 15:36:16 main:574] : INFO : Epoch 550 | loss: 0.0311369 | val_loss: 0.0311411 | Time: 3791.13 ms [2020-12-21 15:36:24 main:574] : INFO : Epoch 551 | loss: 0.0311364 | val_loss: 0.0311414 | Time: 7375.85 ms [2020-12-21 15:36:28 main:574] : INFO : Epoch 552 | loss: 0.0311379 | val_loss: 0.031145 | Time: 3727.73 ms [2020-12-21 15:36:33 main:574] : INFO : Epoch 553 | loss: 0.0311371 | val_loss: 0.0311383 | Time: 5587.84 ms [2020-12-21 15:36:37 main:574] : INFO : Epoch 554 | loss: 0.0311372 | val_loss: 0.0311491 | Time: 3477.76 ms [2020-12-21 15:36:40 main:574] : INFO : Epoch 555 | loss: 0.0311381 | val_loss: 0.0311383 | Time: 3561.31 ms [2020-12-21 15:36:44 main:574] : INFO : Epoch 556 | loss: 0.0311356 | val_loss: 0.0311446 | Time: 3238.26 ms [2020-12-21 15:36:50 main:574] : INFO : Epoch 557 | loss: 0.0311363 | val_loss: 0.0311389 | Time: 6069.16 ms [2020-12-21 15:36:57 main:574] : INFO : Epoch 558 | loss: 0.0311367 | val_loss: 0.0311432 | Time: 6780.47 ms [2020-12-21 15:37:04 main:574] : INFO : Epoch 559 | loss: 0.0311407 | val_loss: 0.0311468 | Time: 6628.58 ms [2020-12-21 15:37:07 main:574] : INFO : Epoch 560 | loss: 0.0311392 | val_loss: 0.0311405 | Time: 3271.62 ms [2020-12-21 15:37:12 main:574] : INFO : Epoch 561 | loss: 0.0311394 | val_loss: 0.0311444 | Time: 5072.55 ms [2020-12-21 15:37:18 main:574] : INFO : Epoch 562 | loss: 0.0311408 | val_loss: 0.0311407 | Time: 6045.11 ms [2020-12-21 15:37:25 main:574] : INFO : Epoch 563 | loss: 0.0311368 | val_loss: 0.0311414 | Time: 6150.93 ms [2020-12-21 15:37:29 main:574] : INFO : Epoch 564 | loss: 0.0311388 | val_loss: 0.03114 | Time: 3698.85 ms [2020-12-21 15:37:33 main:574] : INFO : Epoch 565 | loss: 0.0311427 | val_loss: 0.0311418 | Time: 3704.35 ms [2020-12-21 15:37:36 main:574] : INFO : Epoch 566 | loss: 0.0311364 | val_loss: 0.0311381 | Time: 3389.16 ms [2020-12-21 15:37:40 main:574] : INFO : Epoch 567 | loss: 0.0311359 | val_loss: 0.0311397 | Time: 4036.9 ms [2020-12-21 15:37:44 main:574] : INFO : Epoch 568 | loss: 0.0311365 | val_loss: 0.0311449 | Time: 3790.24 ms [2020-12-21 15:37:48 main:574] : INFO : Epoch 569 | loss: 0.0311386 | val_loss: 0.0311398 | Time: 3813.6 ms [2020-12-21 15:37:52 main:574] : INFO : Epoch 570 | loss: 0.0311362 | val_loss: 0.0311394 | Time: 3894.54 ms [2020-12-21 15:37:57 main:574] : INFO : Epoch 571 | loss: 0.0311386 | val_loss: 0.0311413 | Time: 4818.24 ms [2020-12-21 15:38:01 main:574] : INFO : Epoch 572 | loss: 0.0311377 | val_loss: 0.0311386 | Time: 3745.38 ms [2020-12-21 15:38:05 main:574] : INFO : Epoch 573 | loss: 0.0311367 | val_loss: 0.0311395 | Time: 3886.78 ms [2020-12-21 15:38:09 main:574] : INFO : Epoch 574 | loss: 0.0311363 | val_loss: 0.0311377 | Time: 4018.32 ms [2020-12-21 15:38:13 main:574] : INFO : Epoch 575 | loss: 0.0311358 | val_loss: 0.0311384 | Time: 4315.92 ms [2020-12-21 15:38:17 main:574] : INFO : Epoch 576 | loss: 0.0311361 | val_loss: 0.0311373 | Time: 3551.03 ms [2020-12-21 15:38:21 main:574] : INFO : Epoch 577 | loss: 0.0311353 | val_loss: 0.0311422 | Time: 4257.65 ms [2020-12-21 15:38:25 main:574] : INFO : Epoch 578 | loss: 0.0311379 | val_loss: 0.0311387 | Time: 3595.37 ms [2020-12-21 15:38:28 main:574] : INFO : Epoch 579 | loss: 0.0311369 | val_loss: 0.0311412 | Time: 3510.6 ms [2020-12-21 15:38:32 main:574] : INFO : Epoch 580 | loss: 0.0311359 | val_loss: 0.0311378 | Time: 3608.73 ms [2020-12-21 15:38:36 main:574] : INFO : Epoch 581 | loss: 0.0311352 | val_loss: 0.0311373 | Time: 3832.37 ms [2020-12-21 15:38:40 main:574] : INFO : Epoch 582 | loss: 0.0311348 | val_loss: 0.0311375 | Time: 3874.99 ms [2020-12-21 15:38:44 main:574] : INFO : Epoch 583 | loss: 0.0311361 | val_loss: 0.0311381 | Time: 4094.25 ms [2020-12-21 15:38:48 main:574] : INFO : Epoch 584 | loss: 0.0311343 | val_loss: 0.0311377 | Time: 4034.42 ms [2020-12-21 15:38:53 main:574] : INFO : Epoch 585 | loss: 0.0311335 | val_loss: 0.0311377 | Time: 4237.03 ms [2020-12-21 15:38:57 main:574] : INFO : Epoch 586 | loss: 0.0311403 | val_loss: 0.0311426 | Time: 4340 ms [2020-12-21 15:39:01 main:574] : INFO : Epoch 587 | loss: 0.031137 | val_loss: 0.0311376 | Time: 3763.69 ms [2020-12-21 15:39:05 main:574] : INFO : Epoch 588 | loss: 0.0311354 | val_loss: 0.0311373 | Time: 3850.17 ms [2020-12-21 15:39:09 main:574] : INFO : Epoch 589 | loss: 0.0311325 | val_loss: 0.0311356 | Time: 3864.55 ms [2020-12-21 15:39:13 main:574] : INFO : Epoch 590 | loss: 0.0311331 | val_loss: 0.0311373 | Time: 4611.09 ms [2020-12-21 15:39:18 main:574] : INFO : Epoch 591 | loss: 0.0311327 | val_loss: 0.0311407 | Time: 4659.86 ms [2020-12-21 15:39:22 main:574] : INFO : Epoch 592 | loss: 0.0311358 | val_loss: 0.0311422 | Time: 4195.94 ms [2020-12-21 15:39:27 main:574] : INFO : Epoch 593 | loss: 0.0311329 | val_loss: 0.0311356 | Time: 4830.89 ms [2020-12-21 15:39:32 main:574] : INFO : Epoch 594 | loss: 0.0311312 | val_loss: 0.0311359 | Time: 4573.95 ms [2020-12-21 15:39:37 main:574] : INFO : Epoch 595 | loss: 0.0311331 | val_loss: 0.0311367 | Time: 4310.41 ms [2020-12-21 15:39:41 main:574] : INFO : Epoch 596 | loss: 0.0311336 | val_loss: 0.031136 | Time: 3808.3 ms [2020-12-21 15:39:45 main:574] : INFO : Epoch 597 | loss: 0.0311365 | val_loss: 0.0311434 | Time: 4213.15 ms [2020-12-21 15:39:49 main:574] : INFO : Epoch 598 | loss: 0.031135 | val_loss: 0.0311396 | Time: 4397.34 ms [2020-12-21 15:39:54 main:574] : INFO : Epoch 599 | loss: 0.0311328 | val_loss: 0.0311365 | Time: 4456.19 ms [2020-12-21 15:39:58 main:574] : INFO : Epoch 600 | loss: 0.0311312 | val_loss: 0.0311392 | Time: 4257.59 ms [2020-12-21 15:40:04 main:574] : INFO : Epoch 601 | loss: 0.0311341 | val_loss: 0.0311367 | Time: 5659.41 ms [2020-12-21 15:40:09 main:574] : INFO : Epoch 602 | loss: 0.0311319 | val_loss: 0.0311354 | Time: 4677.64 ms [2020-12-21 15:40:14 main:574] : INFO : Epoch 603 | loss: 0.0311322 | val_loss: 0.0311416 | Time: 4608.75 ms [2020-12-21 15:40:18 main:574] : INFO : Epoch 604 | loss: 0.0311337 | val_loss: 0.031144 | Time: 4456.35 ms [2020-12-21 15:40:23 main:574] : INFO : Epoch 605 | loss: 0.0311321 | val_loss: 0.0311485 | Time: 5279.03 ms [2020-12-21 15:40:27 main:574] : INFO : Epoch 606 | loss: 0.0311321 | val_loss: 0.0311371 | Time: 3577.53 ms [2020-12-21 15:40:31 main:574] : INFO : Epoch 607 | loss: 0.0311313 | val_loss: 0.0311376 | Time: 4059.12 ms [2020-12-21 15:40:37 main:574] : INFO : Epoch 608 | loss: 0.031132 | val_loss: 0.0311381 | Time: 5073.26 ms [2020-12-21 15:40:41 main:574] : INFO : Epoch 609 | loss: 0.031131 | val_loss: 0.0311362 | Time: 4028.68 ms [2020-12-21 15:40:45 main:574] : INFO : Epoch 610 | loss: 0.0311333 | val_loss: 0.0311369 | Time: 3846.38 ms [2020-12-21 15:40:48 main:574] : INFO : Epoch 611 | loss: 0.0311317 | val_loss: 0.0311384 | Time: 3266.63 ms [2020-12-21 15:40:51 main:574] : INFO : Epoch 612 | loss: 0.031134 | val_loss: 0.0311384 | Time: 3096.32 ms [2020-12-21 15:40:56 main:574] : INFO : Epoch 613 | loss: 0.0311319 | val_loss: 0.03114 | Time: 4169.39 ms [2020-12-21 15:41:00 main:574] : INFO : Epoch 614 | loss: 0.0311327 | val_loss: 0.0311386 | Time: 4023.94 ms [2020-12-21 15:41:04 main:574] : INFO : Epoch 615 | loss: 0.0311321 | val_loss: 0.031139 | Time: 3594.34 ms [2020-12-21 15:41:08 main:574] : INFO : Epoch 616 | loss: 0.0311309 | val_loss: 0.0311363 | Time: 4294.78 ms [2020-12-21 15:41:14 main:574] : INFO : Epoch 617 | loss: 0.0311307 | val_loss: 0.0311412 | Time: 5032.48 ms [2020-12-21 15:41:19 main:574] : INFO : Epoch 618 | loss: 0.0311355 | val_loss: 0.0311503 | Time: 5023.72 ms [2020-12-21 15:41:23 main:574] : INFO : Epoch 619 | loss: 0.0311326 | val_loss: 0.0311451 | Time: 4157.36 ms [2020-12-21 15:41:28 main:574] : INFO : Epoch 620 | loss: 0.0311319 | val_loss: 0.0311427 | Time: 4471.19 ms [2020-12-21 15:41:32 main:574] : INFO : Epoch 621 | loss: 0.031131 | val_loss: 0.0311433 | Time: 4709.23 ms [2020-12-21 15:41:37 main:574] : INFO : Epoch 622 | loss: 0.0311317 | val_loss: 0.0311369 | Time: 4512.12 ms [2020-12-21 15:41:43 main:574] : INFO : Epoch 623 | loss: 0.031134 | val_loss: 0.0311373 | Time: 5318.29 ms [2020-12-21 15:41:47 main:574] : INFO : Epoch 624 | loss: 0.0311338 | val_loss: 0.0311384 | Time: 4724.9 ms [2020-12-21 15:41:51 main:574] : INFO : Epoch 625 | loss: 0.031132 | val_loss: 0.0311502 | Time: 3678.54 ms [2020-12-21 15:41:56 main:574] : INFO : Epoch 626 | loss: 0.0311345 | val_loss: 0.0311392 | Time: 4881.91 ms [2020-12-21 15:42:00 main:574] : INFO : Epoch 627 | loss: 0.0311324 | val_loss: 0.0311382 | Time: 3600.07 ms [2020-12-21 15:42:04 main:574] : INFO : Epoch 628 | loss: 0.0311325 | val_loss: 0.0311487 | Time: 3918.96 ms [2020-12-21 15:42:08 main:574] : INFO : Epoch 629 | loss: 0.0311343 | val_loss: 0.0311386 | Time: 3916.88 ms [2020-12-21 15:42:12 main:574] : INFO : Epoch 630 | loss: 0.0311303 | val_loss: 0.0311372 | Time: 3530.11 ms [2020-12-21 15:42:15 main:574] : INFO : Epoch 631 | loss: 0.0311309 | val_loss: 0.0311367 | Time: 3262.9 ms [2020-12-21 15:42:20 main:574] : INFO : Epoch 632 | loss: 0.031131 | val_loss: 0.0311466 | Time: 5012.96 ms [2020-12-21 15:42:25 main:574] : INFO : Epoch 633 | loss: 0.0311308 | val_loss: 0.0311502 | Time: 4506.52 ms [2020-12-21 15:42:30 main:574] : INFO : Epoch 634 | loss: 0.0311354 | val_loss: 0.0311412 | Time: 5691.64 ms [2020-12-21 15:42:35 main:574] : INFO : Epoch 635 | loss: 0.0311325 | val_loss: 0.0311415 | Time: 4051.24 ms [2020-12-21 15:42:39 main:574] : INFO : Epoch 636 | loss: 0.0311342 | val_loss: 0.0311378 | Time: 4502.22 ms [2020-12-21 15:42:44 main:574] : INFO : Epoch 637 | loss: 0.0311327 | val_loss: 0.0311418 | Time: 4407.97 ms [2020-12-21 15:42:48 main:574] : INFO : Epoch 638 | loss: 0.0311339 | val_loss: 0.0311452 | Time: 4578.56 ms [2020-12-21 15:42:53 main:574] : INFO : Epoch 639 | loss: 0.0311322 | val_loss: 0.0311472 | Time: 4733.24 ms [2020-12-21 15:42:58 main:574] : INFO : Epoch 640 | loss: 0.0311318 | val_loss: 0.0311408 | Time: 5203.17 ms [2020-12-21 15:43:02 main:574] : INFO : Epoch 641 | loss: 0.0311337 | val_loss: 0.0311393 | Time: 3845.94 ms [2020-12-21 15:43:06 main:574] : INFO : Epoch 642 | loss: 0.0311339 | val_loss: 0.0311395 | Time: 3950.68 ms [2020-12-21 15:43:11 main:574] : INFO : Epoch 643 | loss: 0.0311341 | val_loss: 0.0311386 | Time: 4187.14 ms [2020-12-21 15:43:15 main:574] : INFO : Epoch 644 | loss: 0.0311318 | val_loss: 0.0311378 | Time: 3731.85 ms [2020-12-21 15:43:18 main:574] : INFO : Epoch 645 | loss: 0.0311323 | val_loss: 0.0311478 | Time: 3802.68 ms [2020-12-21 15:43:23 main:574] : INFO : Epoch 646 | loss: 0.0311345 | val_loss: 0.0311471 | Time: 4257.83 ms [2020-12-21 15:43:27 main:574] : INFO : Epoch 647 | loss: 0.0311319 | val_loss: 0.0311421 | Time: 4249.5 ms [2020-12-21 15:43:31 main:574] : INFO : Epoch 648 | loss: 0.0311306 | val_loss: 0.0311444 | Time: 3778.16 ms [2020-12-21 15:43:35 main:574] : INFO : Epoch 649 | loss: 0.0311317 | val_loss: 0.0311515 | Time: 4106.39 ms [2020-12-21 15:43:39 main:574] : INFO : Epoch 650 | loss: 0.0311325 | val_loss: 0.0311477 | Time: 3905.12 ms [2020-12-21 15:43:44 main:574] : INFO : Epoch 651 | loss: 0.031136 | val_loss: 0.0311407 | Time: 4519.66 ms [2020-12-21 15:43:50 main:574] : INFO : Epoch 652 | loss: 0.0311311 | val_loss: 0.0311513 | Time: 6077.74 ms [2020-12-21 15:43:54 main:574] : INFO : Epoch 653 | loss: 0.0311314 | val_loss: 0.0311513 | Time: 4406.9 ms [2020-12-21 15:43:58 main:574] : INFO : Epoch 654 | loss: 0.0311312 | val_loss: 0.0311494 | Time: 4013.71 ms [2020-12-21 15:44:09 main:574] : INFO : Epoch 655 | loss: 0.0311315 | val_loss: 0.0311422 | Time: 10166.1 ms [2020-12-21 15:44:13 main:574] : INFO : Epoch 656 | loss: 0.0311329 | val_loss: 0.0311474 | Time: 4228.81 ms [2020-12-21 15:44:17 main:574] : INFO : Epoch 657 | loss: 0.0311321 | val_loss: 0.0311456 | Time: 3656.16 ms [2020-12-21 15:44:21 main:574] : INFO : Epoch 658 | loss: 0.0311307 | val_loss: 0.0311576 | Time: 4486.19 ms [2020-12-21 15:44:26 main:574] : INFO : Epoch 659 | loss: 0.0311321 | val_loss: 0.0311489 | Time: 4415 ms [2020-12-21 15:44:29 main:574] : INFO : Epoch 660 | loss: 0.031131 | val_loss: 0.0311462 | Time: 3268.18 ms [2020-12-21 15:44:34 main:574] : INFO : Epoch 661 | loss: 0.0311294 | val_loss: 0.0311492 | Time: 4596.68 ms [2020-12-21 15:44:38 main:574] : INFO : Epoch 662 | loss: 0.0311308 | val_loss: 0.0311356 | Time: 4177.01 ms [2020-12-21 15:44:42 main:574] : INFO : Epoch 663 | loss: 0.0311297 | val_loss: 0.031147 | Time: 4131.47 ms [2020-12-21 15:44:47 main:574] : INFO : Epoch 664 | loss: 0.031133 | val_loss: 0.0311381 | Time: 4413.8 ms [2020-12-21 15:44:52 main:574] : INFO : Epoch 665 | loss: 0.0311336 | val_loss: 0.0311393 | Time: 4947.78 ms [2020-12-21 15:45:02 main:574] : INFO : Epoch 666 | loss: 0.0311328 | val_loss: 0.031139 | Time: 9596.36 ms [2020-12-21 15:45:07 main:574] : INFO : Epoch 667 | loss: 0.0311321 | val_loss: 0.0311355 | Time: 4630.16 ms [2020-12-21 15:45:11 main:574] : INFO : Epoch 668 | loss: 0.0311311 | val_loss: 0.0311346 | Time: 4103.7 ms [2020-12-21 15:45:15 main:574] : INFO : Epoch 669 | loss: 0.0311322 | val_loss: 0.0311358 | Time: 4542.94 ms [2020-12-21 15:45:19 main:574] : INFO : Epoch 670 | loss: 0.0311321 | val_loss: 0.0311398 | Time: 3687.06 ms [2020-12-21 15:45:23 main:574] : INFO : Epoch 671 | loss: 0.0311333 | val_loss: 0.0311383 | Time: 4146.8 ms [2020-12-21 15:45:27 main:574] : INFO : Epoch 672 | loss: 0.0311348 | val_loss: 0.0311362 | Time: 3389.87 ms [2020-12-21 15:45:31 main:574] : INFO : Epoch 673 | loss: 0.0311311 | val_loss: 0.0311352 | Time: 3769.17 ms [2020-12-21 15:45:36 main:574] : INFO : Epoch 674 | loss: 0.0311313 | val_loss: 0.0311365 | Time: 5347.5 ms [2020-12-21 15:45:45 main:574] : INFO : Epoch 675 | loss: 0.0311318 | val_loss: 0.031136 | Time: 8626.04 ms [2020-12-21 15:45:49 main:574] : INFO : Epoch 676 | loss: 0.0311306 | val_loss: 0.0311353 | Time: 3904.17 ms [2020-12-21 15:45:57 main:574] : INFO : Epoch 677 | loss: 0.0311322 | val_loss: 0.031143 | Time: 5667.42 ms [2020-12-21 15:46:01 main:574] : INFO : Epoch 678 | loss: 0.031133 | val_loss: 0.0311366 | Time: 4261.15 ms [2020-12-21 15:46:06 main:574] : INFO : Epoch 679 | loss: 0.0311297 | val_loss: 0.0311371 | Time: 4793.4 ms [2020-12-21 15:46:11 main:574] : INFO : Epoch 680 | loss: 0.0311316 | val_loss: 0.031147 | Time: 4441.25 ms [2020-12-21 15:46:16 main:574] : INFO : Epoch 681 | loss: 0.0311358 | val_loss: 0.031144 | Time: 4780.15 ms [2020-12-21 15:46:20 main:574] : INFO : Epoch 682 | loss: 0.0311319 | val_loss: 0.031135 | Time: 4307.25 ms [2020-12-21 15:46:25 main:574] : INFO : Epoch 683 | loss: 0.0311312 | val_loss: 0.0311377 | Time: 4567.36 ms [2020-12-21 15:46:29 main:574] : INFO : Epoch 684 | loss: 0.0311329 | val_loss: 0.0311375 | Time: 4402.09 ms [2020-12-21 15:46:34 main:574] : INFO : Epoch 685 | loss: 0.0311361 | val_loss: 0.031135 | Time: 4054.42 ms [2020-12-21 15:46:41 main:574] : INFO : Epoch 686 | loss: 0.0311326 | val_loss: 0.0311366 | Time: 7757.21 ms [2020-12-21 15:46:52 main:574] : INFO : Epoch 687 | loss: 0.0311312 | val_loss: 0.0311371 | Time: 5004.58 ms [2020-12-21 15:46:55 main:574] : INFO : Epoch 688 | loss: 0.0311324 | val_loss: 0.031135 | Time: 3448.08 ms [2020-12-21 15:46:59 main:574] : INFO : Epoch 689 | loss: 0.0311314 | val_loss: 0.0311361 | Time: 3800.52 ms [2020-12-21 15:47:04 main:574] : INFO : Epoch 690 | loss: 0.0311306 | val_loss: 0.0311351 | Time: 4745.05 ms [2020-12-21 15:47:08 main:574] : INFO : Epoch 691 | loss: 0.0311338 | val_loss: 0.0311351 | Time: 4183.11 ms [2020-12-21 15:47:12 main:574] : INFO : Epoch 692 | loss: 0.031133 | val_loss: 0.0311347 | Time: 3901.23 ms [2020-12-21 15:47:17 main:574] : INFO : Epoch 693 | loss: 0.0311301 | val_loss: 0.0311339 | Time: 4400.96 ms [2020-12-21 15:47:21 main:574] : INFO : Epoch 694 | loss: 0.0311301 | val_loss: 0.0311375 | Time: 4449.41 ms [2020-12-21 15:47:25 main:574] : INFO : Epoch 695 | loss: 0.0311333 | val_loss: 0.0311351 | Time: 4073.63 ms [2020-12-21 15:47:29 main:574] : INFO : Epoch 696 | loss: 0.0311307 | val_loss: 0.0311367 | Time: 4173.91 ms [2020-12-21 15:47:34 main:574] : INFO : Epoch 697 | loss: 0.03113 | val_loss: 0.0311373 | Time: 4479.3 ms [2020-12-21 15:47:39 main:574] : INFO : Epoch 698 | loss: 0.0311322 | val_loss: 0.0311356 | Time: 5080.17 ms [2020-12-21 15:47:44 main:574] : INFO : Epoch 699 | loss: 0.0311295 | val_loss: 0.0311335 | Time: 4361.28 ms [2020-12-21 15:47:48 main:574] : INFO : Epoch 700 | loss: 0.0311299 | val_loss: 0.0311363 | Time: 4145.83 ms [2020-12-21 15:47:52 main:574] : INFO : Epoch 701 | loss: 0.0311309 | val_loss: 0.031134 | Time: 4018.36 ms [2020-12-21 15:47:56 main:574] : INFO : Epoch 702 | loss: 0.031132 | val_loss: 0.0311344 | Time: 4100.42 ms [2020-12-21 15:48:00 main:574] : INFO : Epoch 703 | loss: 0.0311318 | val_loss: 0.0311343 | Time: 4066.8 ms [2020-12-21 15:48:04 main:574] : INFO : Epoch 704 | loss: 0.0311304 | val_loss: 0.0311358 | Time: 3304.96 ms [2020-12-21 15:48:09 main:574] : INFO : Epoch 705 | loss: 0.0311319 | val_loss: 0.0311363 | Time: 4890.18 ms [2020-12-21 15:48:13 main:574] : INFO : Epoch 706 | loss: 0.0311305 | val_loss: 0.0311336 | Time: 4069.38 ms [2020-12-21 15:48:17 main:574] : INFO : Epoch 707 | loss: 0.0311295 | val_loss: 0.0311359 | Time: 3629.52 ms [2020-12-21 15:48:21 main:574] : INFO : Epoch 708 | loss: 0.0311287 | val_loss: 0.0311359 | Time: 3939.96 ms [2020-12-21 15:48:25 main:574] : INFO : Epoch 709 | loss: 0.0311302 | val_loss: 0.0311449 | Time: 4329.75 ms [2020-12-21 15:48:29 main:574] : INFO : Epoch 710 | loss: 0.0311333 | val_loss: 0.0311352 | Time: 3815.16 ms [2020-12-21 15:48:33 main:574] : INFO : Epoch 711 | loss: 0.0311294 | val_loss: 0.0311351 | Time: 4034.32 ms [2020-12-21 15:48:38 main:574] : INFO : Epoch 712 | loss: 0.0311299 | val_loss: 0.0311374 | Time: 4503.69 ms [2020-12-21 15:48:42 main:574] : INFO : Epoch 713 | loss: 0.0311294 | val_loss: 0.0311408 | Time: 4541.31 ms [2020-12-21 15:48:47 main:574] : INFO : Epoch 714 | loss: 0.031132 | val_loss: 0.0311348 | Time: 4619.21 ms [2020-12-21 15:48:51 main:574] : INFO : Epoch 715 | loss: 0.031134 | val_loss: 0.0311375 | Time: 4162.09 ms [2020-12-21 15:48:56 main:574] : INFO : Epoch 716 | loss: 0.0311313 | val_loss: 0.0311391 | Time: 4568.53 ms [2020-12-21 15:49:00 main:574] : INFO : Epoch 717 | loss: 0.0311309 | val_loss: 0.0311345 | Time: 4182.7 ms [2020-12-21 15:49:05 main:574] : INFO : Epoch 718 | loss: 0.031131 | val_loss: 0.0311345 | Time: 4541.41 ms [2020-12-21 15:49:09 main:574] : INFO : Epoch 719 | loss: 0.0311311 | val_loss: 0.0311332 | Time: 4336.97 ms [2020-12-21 15:49:14 main:574] : INFO : Epoch 720 | loss: 0.0311348 | val_loss: 0.0311467 | Time: 4189.66 ms [2020-12-21 15:49:19 main:574] : INFO : Epoch 721 | loss: 0.031133 | val_loss: 0.0311383 | Time: 5099.87 ms [2020-12-21 15:49:23 main:574] : INFO : Epoch 722 | loss: 0.0311319 | val_loss: 0.031134 | Time: 4028.03 ms [2020-12-21 15:49:28 main:574] : INFO : Epoch 723 | loss: 0.0311308 | val_loss: 0.0311348 | Time: 4496.4 ms [2020-12-21 15:49:33 main:574] : INFO : Epoch 724 | loss: 0.0311301 | val_loss: 0.031139 | Time: 5393.49 ms [2020-12-21 15:49:38 main:574] : INFO : Epoch 725 | loss: 0.0311316 | val_loss: 0.0311428 | Time: 5094.53 ms [2020-12-21 15:49:42 main:574] : INFO : Epoch 726 | loss: 0.0311341 | val_loss: 0.0311359 | Time: 3661.45 ms [2020-12-21 15:49:46 main:574] : INFO : Epoch 727 | loss: 0.0311316 | val_loss: 0.0311357 | Time: 3927.96 ms [2020-12-21 15:49:50 main:574] : INFO : Epoch 728 | loss: 0.0311314 | val_loss: 0.0311384 | Time: 3581.94 ms [2020-12-21 15:49:54 main:574] : INFO : Epoch 729 | loss: 0.0311329 | val_loss: 0.0311366 | Time: 3417.99 ms [2020-12-21 15:49:59 main:574] : INFO : Epoch 730 | loss: 0.0311308 | val_loss: 0.0311375 | Time: 4831.42 ms [2020-12-21 15:50:03 main:574] : INFO : Epoch 731 | loss: 0.0311312 | val_loss: 0.0311342 | Time: 3836.91 ms [2020-12-21 15:50:07 main:574] : INFO : Epoch 732 | loss: 0.0311307 | val_loss: 0.0311347 | Time: 4027.98 ms [2020-12-21 15:50:11 main:574] : INFO : Epoch 733 | loss: 0.0311296 | val_loss: 0.0311351 | Time: 4127.03 ms [2020-12-21 15:50:15 main:574] : INFO : Epoch 734 | loss: 0.0311318 | val_loss: 0.0311462 | Time: 3833.21 ms [2020-12-21 15:50:20 main:574] : INFO : Epoch 735 | loss: 0.031133 | val_loss: 0.0311351 | Time: 4658.79 ms [2020-12-21 15:50:24 main:574] : INFO : Epoch 736 | loss: 0.0311309 | val_loss: 0.0311346 | Time: 4332.41 ms [2020-12-21 15:50:29 main:574] : INFO : Epoch 737 | loss: 0.0311317 | val_loss: 0.0311378 | Time: 4379.45 ms [2020-12-21 15:50:33 main:574] : INFO : Epoch 738 | loss: 0.0311314 | val_loss: 0.0311359 | Time: 4464.9 ms [2020-12-21 15:50:38 main:574] : INFO : Epoch 739 | loss: 0.0311311 | val_loss: 0.0311395 | Time: 4309.47 ms [2020-12-21 15:50:42 main:574] : INFO : Epoch 740 | loss: 0.0311338 | val_loss: 0.0311451 | Time: 4335.76 ms [2020-12-21 15:50:47 main:574] : INFO : Epoch 741 | loss: 0.0311339 | val_loss: 0.0311361 | Time: 4457.87 ms [2020-12-21 15:50:51 main:574] : INFO : Epoch 742 | loss: 0.0311308 | val_loss: 0.031136 | Time: 3978.89 ms [2020-12-21 15:50:55 main:574] : INFO : Epoch 743 | loss: 0.0311304 | val_loss: 0.0311347 | Time: 3911.88 ms [2020-12-21 15:50:59 main:574] : INFO : Epoch 744 | loss: 0.031131 | val_loss: 0.0311344 | Time: 4039.39 ms [2020-12-21 15:51:04 main:574] : INFO : Epoch 745 | loss: 0.0311338 | val_loss: 0.0311471 | Time: 5049.29 ms [2020-12-21 15:51:09 main:574] : INFO : Epoch 746 | loss: 0.0311346 | val_loss: 0.0311347 | Time: 4668.15 ms [2020-12-21 15:51:14 main:574] : INFO : Epoch 747 | loss: 0.0311317 | val_loss: 0.031134 | Time: 5245.45 ms [2020-12-21 15:51:18 main:574] : INFO : Epoch 748 | loss: 0.0311307 | val_loss: 0.0311351 | Time: 4315.86 ms [2020-12-21 15:51:23 main:574] : INFO : Epoch 749 | loss: 0.0311295 | val_loss: 0.0311356 | Time: 4320.96 ms [2020-12-21 15:51:27 main:574] : INFO : Epoch 750 | loss: 0.0311303 | val_loss: 0.0311343 | Time: 4376.36 ms [2020-12-21 15:51:32 main:574] : INFO : Epoch 751 | loss: 0.0311308 | val_loss: 0.0311391 | Time: 4594.01 ms [2020-12-21 15:51:37 main:574] : INFO : Epoch 752 | loss: 0.0311336 | val_loss: 0.0311398 | Time: 4461.82 ms [2020-12-21 15:51:40 main:574] : INFO : Epoch 753 | loss: 0.0311336 | val_loss: 0.0311376 | Time: 3491.28 ms [2020-12-21 15:51:44 main:574] : INFO : Epoch 754 | loss: 0.031133 | val_loss: 0.031141 | Time: 4256.71 ms [2020-12-21 15:51:50 main:574] : INFO : Epoch 755 | loss: 0.0311361 | val_loss: 0.0311368 | Time: 5416.59 ms [2020-12-21 15:51:55 main:574] : INFO : Epoch 756 | loss: 0.031138 | val_loss: 0.0311369 | Time: 4763.58 ms [2020-12-21 15:52:00 main:574] : INFO : Epoch 757 | loss: 0.0311351 | val_loss: 0.0311358 | Time: 5254.15 ms [2020-12-21 15:52:05 main:574] : INFO : Epoch 758 | loss: 0.031132 | val_loss: 0.0311353 | Time: 4875.59 ms [2020-12-21 15:52:10 main:574] : INFO : Epoch 759 | loss: 0.0311314 | val_loss: 0.0311386 | Time: 4529.52 ms [2020-12-21 15:52:14 main:574] : INFO : Epoch 760 | loss: 0.0311319 | val_loss: 0.0311337 | Time: 4309.86 ms [2020-12-21 15:52:19 main:574] : INFO : Epoch 761 | loss: 0.0311313 | val_loss: 0.0311385 | Time: 4499.59 ms [2020-12-21 15:52:24 main:574] : INFO : Epoch 762 | loss: 0.0311316 | val_loss: 0.0311354 | Time: 4590.25 ms [2020-12-21 15:52:27 main:574] : INFO : Epoch 763 | loss: 0.0311358 | val_loss: 0.0311469 | Time: 3592.22 ms [2020-12-21 15:52:32 main:574] : INFO : Epoch 764 | loss: 0.0311317 | val_loss: 0.0311343 | Time: 4834.28 ms [2020-12-21 15:52:37 main:574] : INFO : Epoch 765 | loss: 0.0311303 | val_loss: 0.031138 | Time: 4187.67 ms [2020-12-21 15:52:41 main:574] : INFO : Epoch 766 | loss: 0.0311306 | val_loss: 0.0311342 | Time: 4454.11 ms [2020-12-21 15:52:45 main:574] : INFO : Epoch 767 | loss: 0.0311313 | val_loss: 0.0311359 | Time: 3601.85 ms [2020-12-21 15:52:49 main:574] : INFO : Epoch 768 | loss: 0.0311338 | val_loss: 0.0311435 | Time: 3957.99 ms [2020-12-21 15:52:53 main:574] : INFO : Epoch 769 | loss: 0.0311342 | val_loss: 0.0311369 | Time: 4416.32 ms [2020-12-21 15:52:57 main:574] : INFO : Epoch 770 | loss: 0.0311303 | val_loss: 0.0311353 | Time: 3944.46 ms [2020-12-21 15:53:02 main:574] : INFO : Epoch 771 | loss: 0.0311316 | val_loss: 0.0311337 | Time: 4312.99 ms [2020-12-21 15:53:06 main:574] : INFO : Epoch 772 | loss: 0.0311306 | val_loss: 0.0311327 | Time: 4393.82 ms [2020-12-21 15:53:11 main:574] : INFO : Epoch 773 | loss: 0.0311304 | val_loss: 0.0311332 | Time: 4491.24 ms [2020-12-21 15:53:15 main:574] : INFO : Epoch 774 | loss: 0.0311342 | val_loss: 0.0311402 | Time: 4313.5 ms [2020-12-21 15:53:21 main:574] : INFO : Epoch 775 | loss: 0.0311406 | val_loss: 0.031135 | Time: 5274.13 ms [2020-12-21 15:53:27 main:574] : INFO : Epoch 776 | loss: 0.0311373 | val_loss: 0.0311421 | Time: 5405.32 ms [2020-12-21 15:53:31 main:574] : INFO : Epoch 777 | loss: 0.0311343 | val_loss: 0.0311388 | Time: 4243.01 ms [2020-12-21 15:53:36 main:574] : INFO : Epoch 778 | loss: 0.0311316 | val_loss: 0.031136 | Time: 5186.4 ms [2020-12-21 15:53:40 main:574] : INFO : Epoch 779 | loss: 0.0311301 | val_loss: 0.0311321 | Time: 3750.51 ms [2020-12-21 15:53:43 main:574] : INFO : Epoch 780 | loss: 0.0311309 | val_loss: 0.0311326 | Time: 3365.58 ms [2020-12-21 15:53:48 main:574] : INFO : Epoch 781 | loss: 0.0311292 | val_loss: 0.0311321 | Time: 4681.46 ms [2020-12-21 15:53:53 main:574] : INFO : Epoch 782 | loss: 0.031129 | val_loss: 0.0311327 | Time: 4794.27 ms [2020-12-21 15:53:57 main:574] : INFO : Epoch 783 | loss: 0.0311298 | val_loss: 0.0311321 | Time: 3950.15 ms [2020-12-21 15:54:02 main:574] : INFO : Epoch 784 | loss: 0.0311306 | val_loss: 0.0311348 | Time: 4591.59 ms [2020-12-21 15:54:06 main:574] : INFO : Epoch 785 | loss: 0.0311293 | val_loss: 0.0311325 | Time: 4349.05 ms [2020-12-21 15:54:11 main:574] : INFO : Epoch 786 | loss: 0.0311333 | val_loss: 0.0311381 | Time: 4764 ms [2020-12-21 15:54:15 main:574] : INFO : Epoch 787 | loss: 0.0311311 | val_loss: 0.0311328 | Time: 4175.4 ms [2020-12-21 15:54:20 main:574] : INFO : Epoch 788 | loss: 0.03113 | val_loss: 0.0311334 | Time: 4167.2 ms [2020-12-21 15:54:24 main:574] : INFO : Epoch 789 | loss: 0.0311298 | val_loss: 0.0311329 | Time: 4667.93 ms [2020-12-21 15:54:28 main:574] : INFO : Epoch 790 | loss: 0.031131 | val_loss: 0.0311327 | Time: 4013.23 ms [2020-12-21 15:54:33 main:574] : INFO : Epoch 791 | loss: 0.0311289 | val_loss: 0.0311337 | Time: 4210.9 ms [2020-12-21 15:54:38 main:574] : INFO : Epoch 792 | loss: 0.031129 | val_loss: 0.0311325 | Time: 5276.79 ms [2020-12-21 15:54:43 main:574] : INFO : Epoch 793 | loss: 0.0311288 | val_loss: 0.031132 | Time: 4332.46 ms [2020-12-21 15:54:47 main:574] : INFO : Epoch 794 | loss: 0.0311297 | val_loss: 0.0311326 | Time: 4552.76 ms [2020-12-21 15:54:52 main:574] : INFO : Epoch 795 | loss: 0.0311303 | val_loss: 0.0311324 | Time: 5088.77 ms [2020-12-21 15:54:57 main:574] : INFO : Epoch 796 | loss: 0.0311347 | val_loss: 0.0311432 | Time: 4484.93 ms [2020-12-21 15:55:01 main:574] : INFO : Epoch 797 | loss: 0.0311451 | val_loss: 0.0311353 | Time: 3836.73 ms [2020-12-21 15:55:06 main:574] : INFO : Epoch 798 | loss: 0.0311302 | val_loss: 0.0311333 | Time: 4606.09 ms [2020-12-21 15:55:10 main:574] : INFO : Epoch 799 | loss: 0.0311291 | val_loss: 0.0311334 | Time: 4308.6 ms [2020-12-21 15:55:15 main:574] : INFO : Epoch 800 | loss: 0.0311294 | val_loss: 0.0311332 | Time: 4387.44 ms [2020-12-21 15:55:19 main:574] : INFO : Epoch 801 | loss: 0.0311297 | val_loss: 0.0311314 | Time: 4558.24 ms [2020-12-21 15:55:23 main:574] : INFO : Epoch 802 | loss: 0.0311312 | val_loss: 0.0311339 | Time: 3728.88 ms [2020-12-21 15:55:28 main:574] : INFO : Epoch 803 | loss: 0.0311296 | val_loss: 0.0311318 | Time: 4418.53 ms [2020-12-21 15:55:32 main:574] : INFO : Epoch 804 | loss: 0.0311299 | val_loss: 0.0311355 | Time: 3932.45 ms [2020-12-21 15:55:37 main:574] : INFO : Epoch 805 | loss: 0.0311302 | val_loss: 0.0311322 | Time: 5660.58 ms [2020-12-21 15:55:41 main:574] : INFO : Epoch 806 | loss: 0.031132 | val_loss: 0.0311338 | Time: 3864.04 ms [2020-12-21 15:55:45 main:574] : INFO : Epoch 807 | loss: 0.0311293 | val_loss: 0.0311333 | Time: 3973.17 ms [2020-12-21 15:55:50 main:574] : INFO : Epoch 808 | loss: 0.0311305 | val_loss: 0.0311324 | Time: 4474.43 ms [2020-12-21 15:55:56 main:574] : INFO : Epoch 809 | loss: 0.03113 | val_loss: 0.0311337 | Time: 5749.05 ms [2020-12-21 15:56:00 main:574] : INFO : Epoch 810 | loss: 0.0311299 | val_loss: 0.0311367 | Time: 4242.57 ms [2020-12-21 15:56:04 main:574] : INFO : Epoch 811 | loss: 0.0311294 | val_loss: 0.0311328 | Time: 3961.05 ms [2020-12-21 15:56:09 main:574] : INFO : Epoch 812 | loss: 0.0311305 | val_loss: 0.0311395 | Time: 4392.43 ms [2020-12-21 15:56:13 main:574] : INFO : Epoch 813 | loss: 0.0311338 | val_loss: 0.0311453 | Time: 3866.58 ms [2020-12-21 15:56:17 main:574] : INFO : Epoch 814 | loss: 0.0311334 | val_loss: 0.031139 | Time: 4334.78 ms [2020-12-21 15:56:22 main:574] : INFO : Epoch 815 | loss: 0.0311318 | val_loss: 0.0311334 | Time: 4932.75 ms [2020-12-21 15:56:34 main:574] : INFO : Epoch 816 | loss: 0.0311323 | val_loss: 0.0311349 | Time: 11714.2 ms [2020-12-21 15:56:42 main:574] : INFO : Epoch 817 | loss: 0.0311293 | val_loss: 0.0311338 | Time: 7265.41 ms [2020-12-21 15:56:47 main:574] : INFO : Epoch 818 | loss: 0.0311294 | val_loss: 0.031134 | Time: 5191.68 ms [2020-12-21 15:56:52 main:574] : INFO : Epoch 819 | loss: 0.0311291 | val_loss: 0.031133 | Time: 4686.59 ms [2020-12-21 15:56:57 main:574] : INFO : Epoch 820 | loss: 0.0311304 | val_loss: 0.031142 | Time: 5260.44 ms [2020-12-21 15:57:00 main:574] : INFO : Epoch 821 | loss: 0.0311322 | val_loss: 0.0311354 | Time: 3152.01 ms [2020-12-21 15:57:05 main:574] : INFO : Epoch 822 | loss: 0.0311296 | val_loss: 0.0311328 | Time: 4568.39 ms [2020-12-21 15:57:10 main:574] : INFO : Epoch 823 | loss: 0.0311301 | val_loss: 0.0311352 | Time: 4546.17 ms [2020-12-21 15:57:14 main:574] : INFO : Epoch 824 | loss: 0.0311296 | val_loss: 0.0311325 | Time: 4026.31 ms [2020-12-21 15:57:19 main:574] : INFO : Epoch 825 | loss: 0.0311306 | val_loss: 0.031134 | Time: 5113.72 ms [2020-12-21 15:57:23 main:574] : INFO : Epoch 826 | loss: 0.0311291 | val_loss: 0.0311337 | Time: 3849.1 ms [2020-12-21 15:57:28 main:574] : INFO : Epoch 827 | loss: 0.0311313 | val_loss: 0.0311353 | Time: 5019.97 ms [2020-12-21 15:57:33 main:574] : INFO : Epoch 828 | loss: 0.0311322 | val_loss: 0.0311433 | Time: 4482.72 ms [2020-12-21 15:57:37 main:574] : INFO : Epoch 829 | loss: 0.0311303 | val_loss: 0.0311342 | Time: 3869.95 ms [2020-12-21 15:57:41 main:574] : INFO : Epoch 830 | loss: 0.0311321 | val_loss: 0.0311399 | Time: 3892.26 ms [2020-12-21 15:57:44 main:574] : INFO : Epoch 831 | loss: 0.0311304 | val_loss: 0.031133 | Time: 3617.98 ms [2020-12-21 15:57:49 main:574] : INFO : Epoch 832 | loss: 0.0311301 | val_loss: 0.0311329 | Time: 4647.24 ms [2020-12-21 15:57:54 main:574] : INFO : Epoch 833 | loss: 0.0311323 | val_loss: 0.0311355 | Time: 4741.05 ms [2020-12-21 15:57:59 main:574] : INFO : Epoch 834 | loss: 0.0311333 | val_loss: 0.0311363 | Time: 4659.45 ms [2020-12-21 15:58:04 main:574] : INFO : Epoch 835 | loss: 0.0311355 | val_loss: 0.0311347 | Time: 5167.21 ms [2020-12-21 15:58:08 main:574] : INFO : Epoch 836 | loss: 0.0311319 | val_loss: 0.0311339 | Time: 4078.32 ms [2020-12-21 15:58:12 main:574] : INFO : Epoch 837 | loss: 0.0311286 | val_loss: 0.0311346 | Time: 4308.52 ms [2020-12-21 15:58:17 main:574] : INFO : Epoch 838 | loss: 0.0311297 | val_loss: 0.0311322 | Time: 3952.95 ms [2020-12-21 15:58:21 main:574] : INFO : Epoch 839 | loss: 0.0311321 | val_loss: 0.0311372 | Time: 4328.54 ms [2020-12-21 15:58:25 main:574] : INFO : Epoch 840 | loss: 0.0311368 | val_loss: 0.031137 | Time: 3656.86 ms [2020-12-21 15:58:29 main:574] : INFO : Epoch 841 | loss: 0.031139 | val_loss: 0.0311363 | Time: 4151.81 ms [2020-12-21 15:58:33 main:574] : INFO : Epoch 842 | loss: 0.0311304 | val_loss: 0.031132 | Time: 4338.7 ms [2020-12-21 15:58:38 main:574] : INFO : Epoch 843 | loss: 0.0311291 | val_loss: 0.0311318 | Time: 4480.91 ms [2020-12-21 15:58:42 main:574] : INFO : Epoch 844 | loss: 0.0311293 | val_loss: 0.0311337 | Time: 3460.01 ms [2020-12-21 15:58:45 main:574] : INFO : Epoch 845 | loss: 0.0311286 | val_loss: 0.0311369 | Time: 3399.78 ms [2020-12-21 15:58:50 main:574] : INFO : Epoch 846 | loss: 0.0311318 | val_loss: 0.0311392 | Time: 5120.31 ms [2020-12-21 15:58:55 main:574] : INFO : Epoch 847 | loss: 0.0311322 | val_loss: 0.0311323 | Time: 4162.78 ms [2020-12-21 15:59:00 main:574] : INFO : Epoch 848 | loss: 0.0311287 | val_loss: 0.0311315 | Time: 4902.8 ms [2020-12-21 15:59:04 main:574] : INFO : Epoch 849 | loss: 0.0311307 | val_loss: 0.0311321 | Time: 4249 ms [2020-12-21 15:59:09 main:574] : INFO : Epoch 850 | loss: 0.0311307 | val_loss: 0.0311341 | Time: 4390.55 ms [2020-12-21 15:59:13 main:574] : INFO : Epoch 851 | loss: 0.0311288 | val_loss: 0.0311334 | Time: 4460.67 ms [2020-12-21 15:59:17 main:574] : INFO : Epoch 852 | loss: 0.0311305 | val_loss: 0.0311362 | Time: 3884.71 ms [2020-12-21 15:59:21 main:574] : INFO : Epoch 853 | loss: 0.0311315 | val_loss: 0.0311332 | Time: 3587.58 ms [2020-12-21 15:59:26 main:574] : INFO : Epoch 854 | loss: 0.0311289 | val_loss: 0.0311329 | Time: 4488.36 ms [2020-12-21 15:59:31 main:574] : INFO : Epoch 855 | loss: 0.0311295 | val_loss: 0.0311322 | Time: 5402.63 ms [2020-12-21 15:59:36 main:574] : INFO : Epoch 856 | loss: 0.0311279 | val_loss: 0.0311324 | Time: 4627.18 ms [2020-12-21 15:59:40 main:574] : INFO : Epoch 857 | loss: 0.0311279 | val_loss: 0.0311338 | Time: 4465.05 ms [2020-12-21 15:59:44 main:574] : INFO : Epoch 858 | loss: 0.0311301 | val_loss: 0.0311326 | Time: 3477.69 ms [2020-12-21 15:59:47 main:574] : INFO : Epoch 859 | loss: 0.0311295 | val_loss: 0.0311329 | Time: 3253.46 ms [2020-12-21 15:59:52 main:574] : INFO : Epoch 860 | loss: 0.0311301 | val_loss: 0.0311347 | Time: 4639.64 ms [2020-12-21 15:59:57 main:574] : INFO : Epoch 861 | loss: 0.0311307 | val_loss: 0.0311352 | Time: 4784.91 ms [2020-12-21 16:00:01 main:574] : INFO : Epoch 862 | loss: 0.0311298 | val_loss: 0.0311347 | Time: 3751.64 ms [2020-12-21 16:00:05 main:574] : INFO : Epoch 863 | loss: 0.0311299 | val_loss: 0.031132 | Time: 3661.97 ms [2020-12-21 16:00:08 main:574] : INFO : Epoch 864 | loss: 0.0311296 | val_loss: 0.0311344 | Time: 3507.95 ms [2020-12-21 16:00:12 main:574] : INFO : Epoch 865 | loss: 0.0311289 | val_loss: 0.0311383 | Time: 3241.25 ms [2020-12-21 16:00:15 main:574] : INFO : Epoch 866 | loss: 0.0311302 | val_loss: 0.0311327 | Time: 3262.49 ms [2020-12-21 16:00:18 main:574] : INFO : Epoch 867 | loss: 0.0311315 | val_loss: 0.0311333 | Time: 2940.61 ms [2020-12-21 16:00:21 main:574] : INFO : Epoch 868 | loss: 0.0311292 | val_loss: 0.0311334 | Time: 3222.62 ms [2020-12-21 16:00:24 main:574] : INFO : Epoch 869 | loss: 0.0311284 | val_loss: 0.0311323 | Time: 3146.46 ms [2020-12-21 16:00:28 main:574] : INFO : Epoch 870 | loss: 0.0311283 | val_loss: 0.0311321 | Time: 3270.01 ms [2020-12-21 16:00:31 main:574] : INFO : Epoch 871 | loss: 0.0311291 | val_loss: 0.0311357 | Time: 3183.01 ms [2020-12-21 16:00:34 main:574] : INFO : Epoch 872 | loss: 0.0311344 | val_loss: 0.0311402 | Time: 3066.58 ms [2020-12-21 16:00:38 main:574] : INFO : Epoch 873 | loss: 0.0311321 | val_loss: 0.0311381 | Time: 3397.57 ms [2020-12-21 16:00:41 main:574] : INFO : Epoch 874 | loss: 0.0311313 | val_loss: 0.0311336 | Time: 3289.46 ms [2020-12-21 16:00:44 main:574] : INFO : Epoch 875 | loss: 0.0311317 | val_loss: 0.0311361 | Time: 3256.55 ms [2020-12-21 16:00:48 main:574] : INFO : Epoch 876 | loss: 0.0311349 | val_loss: 0.0311408 | Time: 3463.39 ms [2020-12-21 16:00:51 main:574] : INFO : Epoch 877 | loss: 0.0311335 | val_loss: 0.0311332 | Time: 3194.19 ms [2020-12-21 16:00:55 main:574] : INFO : Epoch 878 | loss: 0.0311292 | val_loss: 0.0311335 | Time: 3220.22 ms [2020-12-21 16:00:58 main:574] : INFO : Epoch 879 | loss: 0.0311299 | val_loss: 0.0311346 | Time: 3218.6 ms [2020-12-21 16:01:01 main:574] : INFO : Epoch 880 | loss: 0.0311283 | val_loss: 0.0311336 | Time: 3234.72 ms [2020-12-21 16:01:04 main:574] : INFO : Epoch 881 | loss: 0.0311296 | val_loss: 0.0311345 | Time: 3220.89 ms [2020-12-21 16:01:08 main:574] : INFO : Epoch 882 | loss: 0.0311283 | val_loss: 0.031136 | Time: 3239.46 ms [2020-12-21 16:01:11 main:574] : INFO : Epoch 883 | loss: 0.0311306 | val_loss: 0.0311364 | Time: 3314.57 ms [2020-12-21 16:01:14 main:574] : INFO : Epoch 884 | loss: 0.0311308 | val_loss: 0.0311329 | Time: 3167.97 ms [2020-12-21 16:01:18 main:574] : INFO : Epoch 885 | loss: 0.0311308 | val_loss: 0.0311341 | Time: 3602.99 ms [2020-12-21 16:01:21 main:574] : INFO : Epoch 886 | loss: 0.0311308 | val_loss: 0.0311346 | Time: 3069.37 ms [2020-12-21 16:01:25 main:574] : INFO : Epoch 887 | loss: 0.0311294 | val_loss: 0.0311348 | Time: 3466.04 ms [2020-12-21 16:01:28 main:574] : INFO : Epoch 888 | loss: 0.0311303 | val_loss: 0.0311367 | Time: 3062.17 ms [2020-12-21 16:01:31 main:574] : INFO : Epoch 889 | loss: 0.0311312 | val_loss: 0.0311327 | Time: 2980.44 ms [2020-12-21 16:01:34 main:574] : INFO : Epoch 890 | loss: 0.0311297 | val_loss: 0.0311316 | Time: 3389.64 ms [2020-12-21 16:01:37 main:574] : INFO : Epoch 891 | loss: 0.0311306 | val_loss: 0.0311333 | Time: 3041.45 ms [2020-12-21 16:01:41 main:574] : INFO : Epoch 892 | loss: 0.0311313 | val_loss: 0.0311343 | Time: 3202.42 ms [2020-12-21 16:01:44 main:574] : INFO : Epoch 893 | loss: 0.031131 | val_loss: 0.0311328 | Time: 2925.37 ms [2020-12-21 16:01:47 main:574] : INFO : Epoch 894 | loss: 0.0311308 | val_loss: 0.0311371 | Time: 3364.18 ms [2020-12-21 16:01:51 main:574] : INFO : Epoch 895 | loss: 0.031136 | val_loss: 0.0311422 | Time: 3318.47 ms [2020-12-21 16:01:54 main:574] : INFO : Epoch 896 | loss: 0.0311397 | val_loss: 0.0311402 | Time: 2952.47 ms [2020-12-21 16:01:57 main:574] : INFO : Epoch 897 | loss: 0.0311387 | val_loss: 0.0311458 | Time: 3191.17 ms [2020-12-21 16:02:00 main:574] : INFO : Epoch 898 | loss: 0.0311364 | val_loss: 0.0311335 | Time: 3535.15 ms [2020-12-21 16:02:04 main:574] : INFO : Epoch 899 | loss: 0.0311314 | val_loss: 0.0311351 | Time: 3417.51 ms [2020-12-21 16:02:07 main:574] : INFO : Epoch 900 | loss: 0.0311298 | val_loss: 0.0311342 | Time: 3018.92 ms [2020-12-21 16:02:11 main:574] : INFO : Epoch 901 | loss: 0.0311323 | val_loss: 0.0311375 | Time: 3551.33 ms [2020-12-21 16:02:14 main:574] : INFO : Epoch 902 | loss: 0.0311348 | val_loss: 0.031133 | Time: 3138.03 ms [2020-12-21 16:02:17 main:574] : INFO : Epoch 903 | loss: 0.0311304 | val_loss: 0.0311328 | Time: 3049.7 ms [2020-12-21 16:02:20 main:574] : INFO : Epoch 904 | loss: 0.0311298 | val_loss: 0.0311311 | Time: 3054.53 ms [2020-12-21 16:02:24 main:574] : INFO : Epoch 905 | loss: 0.0311286 | val_loss: 0.0311344 | Time: 3114.95 ms [2020-12-21 16:02:27 main:574] : INFO : Epoch 906 | loss: 0.0311313 | val_loss: 0.0311352 | Time: 3208.7 ms [2020-12-21 16:02:30 main:574] : INFO : Epoch 907 | loss: 0.0311298 | val_loss: 0.0311347 | Time: 2791.62 ms [2020-12-21 16:02:33 main:574] : INFO : Epoch 908 | loss: 0.0311298 | val_loss: 0.0311323 | Time: 3032.59 ms [2020-12-21 16:02:36 main:574] : INFO : Epoch 909 | loss: 0.0311278 | val_loss: 0.0311324 | Time: 3394.61 ms [2020-12-21 16:02:39 main:574] : INFO : Epoch 910 | loss: 0.0311278 | val_loss: 0.0311326 | Time: 3059.27 ms [2020-12-21 16:02:43 main:574] : INFO : Epoch 911 | loss: 0.0311287 | val_loss: 0.0311324 | Time: 3440.05 ms [2020-12-21 16:02:46 main:574] : INFO : Epoch 912 | loss: 0.0311306 | val_loss: 0.0311329 | Time: 3002.89 ms [2020-12-21 16:02:50 main:574] : INFO : Epoch 913 | loss: 0.03113 | val_loss: 0.0311337 | Time: 3832.23 ms [2020-12-21 16:02:53 main:574] : INFO : Epoch 914 | loss: 0.0311289 | val_loss: 0.0311348 | Time: 3221.32 ms [2020-12-21 16:02:56 main:574] : INFO : Epoch 915 | loss: 0.0311289 | val_loss: 0.0311322 | Time: 3034.86 ms [2020-12-21 16:03:00 main:574] : INFO : Epoch 916 | loss: 0.0311286 | val_loss: 0.0311356 | Time: 3524.59 ms [2020-12-21 16:03:03 main:574] : INFO : Epoch 917 | loss: 0.031129 | val_loss: 0.0311381 | Time: 3410.23 ms [2020-12-21 16:03:06 main:574] : INFO : Epoch 918 | loss: 0.0311286 | val_loss: 0.0311338 | Time: 3217.47 ms [2020-12-21 16:03:09 main:574] : INFO : Epoch 919 | loss: 0.0311277 | val_loss: 0.0311323 | Time: 3069.52 ms [2020-12-21 16:03:13 main:574] : INFO : Epoch 920 | loss: 0.0311291 | val_loss: 0.0311352 | Time: 2976.37 ms [2020-12-21 16:03:16 main:574] : INFO : Epoch 921 | loss: 0.0311313 | val_loss: 0.0311348 | Time: 3233.53 ms [2020-12-21 16:03:19 main:574] : INFO : Epoch 922 | loss: 0.0311291 | val_loss: 0.031133 | Time: 3173.56 ms [2020-12-21 16:03:22 main:574] : INFO : Epoch 923 | loss: 0.0311281 | val_loss: 0.0311346 | Time: 3047.65 ms [2020-12-21 16:03:26 main:574] : INFO : Epoch 924 | loss: 0.0311304 | val_loss: 0.0311337 | Time: 3339.26 ms [2020-12-21 16:03:29 main:574] : INFO : Epoch 925 | loss: 0.0311274 | val_loss: 0.0311338 | Time: 3185.48 ms [2020-12-21 16:03:32 main:574] : INFO : Epoch 926 | loss: 0.0311302 | val_loss: 0.031143 | Time: 3268.82 ms [2020-12-21 16:03:35 main:574] : INFO : Epoch 927 | loss: 0.0311325 | val_loss: 0.0311453 | Time: 3250.44 ms [2020-12-21 16:03:38 main:574] : INFO : Epoch 928 | loss: 0.0311362 | val_loss: 0.0311416 | Time: 3025.05 ms [2020-12-21 16:03:42 main:574] : INFO : Epoch 929 | loss: 0.0311326 | val_loss: 0.0311339 | Time: 3295.94 ms [2020-12-21 16:03:45 main:574] : INFO : Epoch 930 | loss: 0.031132 | val_loss: 0.031135 | Time: 3327.99 ms [2020-12-21 16:03:48 main:574] : INFO : Epoch 931 | loss: 0.0311317 | val_loss: 0.0311332 | Time: 3073.27 ms [2020-12-21 16:03:51 main:574] : INFO : Epoch 932 | loss: 0.0311292 | val_loss: 0.0311355 | Time: 3124.85 ms [2020-12-21 16:03:55 main:574] : INFO : Epoch 933 | loss: 0.0311334 | val_loss: 0.0311322 | Time: 3526.99 ms [2020-12-21 16:03:59 main:574] : INFO : Epoch 934 | loss: 0.0311286 | val_loss: 0.0311305 | Time: 3457.89 ms [2020-12-21 16:04:02 main:574] : INFO : Epoch 935 | loss: 0.0311307 | val_loss: 0.031132 | Time: 2895.43 ms [2020-12-21 16:04:05 main:574] : INFO : Epoch 936 | loss: 0.031129 | val_loss: 0.031131 | Time: 3370.9 ms [2020-12-21 16:04:08 main:574] : INFO : Epoch 937 | loss: 0.0311279 | val_loss: 0.0311322 | Time: 3055.46 ms [2020-12-21 16:04:11 main:574] : INFO : Epoch 938 | loss: 0.0311298 | val_loss: 0.0311318 | Time: 2996.64 ms [2020-12-21 16:04:14 main:574] : INFO : Epoch 939 | loss: 0.0311319 | val_loss: 0.0311316 | Time: 3191.04 ms [2020-12-21 16:04:18 main:574] : INFO : Epoch 940 | loss: 0.0311298 | val_loss: 0.0311325 | Time: 3312.43 ms [2020-12-21 16:04:21 main:574] : INFO : Epoch 941 | loss: 0.0311285 | val_loss: 0.0311332 | Time: 3010.18 ms [2020-12-21 16:04:24 main:574] : INFO : Epoch 942 | loss: 0.0311287 | val_loss: 0.0311325 | Time: 2977.84 ms [2020-12-21 16:04:27 main:574] : INFO : Epoch 943 | loss: 0.0311311 | val_loss: 0.0311339 | Time: 3231.88 ms [2020-12-21 16:04:30 main:574] : INFO : Epoch 944 | loss: 0.0311388 | val_loss: 0.0311368 | Time: 3360.64 ms [2020-12-21 16:04:34 main:574] : INFO : Epoch 945 | loss: 0.0311358 | val_loss: 0.0311354 | Time: 3067.1 ms [2020-12-21 16:04:37 main:574] : INFO : Epoch 946 | loss: 0.0311307 | val_loss: 0.0311336 | Time: 3575.61 ms [2020-12-21 16:04:40 main:574] : INFO : Epoch 947 | loss: 0.0311324 | val_loss: 0.0311332 | Time: 3080.77 ms [2020-12-21 16:04:44 main:574] : INFO : Epoch 948 | loss: 0.0311359 | val_loss: 0.0311418 | Time: 3220.37 ms [2020-12-21 16:04:47 main:574] : INFO : Epoch 949 | loss: 0.0311301 | val_loss: 0.0311346 | Time: 3138.19 ms [2020-12-21 16:04:50 main:574] : INFO : Epoch 950 | loss: 0.03113 | val_loss: 0.0311331 | Time: 3056.41 ms [2020-12-21 16:04:53 main:574] : INFO : Epoch 951 | loss: 0.0311299 | val_loss: 0.0311321 | Time: 3160.44 ms [2020-12-21 16:04:56 main:574] : INFO : Epoch 952 | loss: 0.0311287 | val_loss: 0.0311325 | Time: 2954.48 ms [2020-12-21 16:04:59 main:574] : INFO : Epoch 953 | loss: 0.0311308 | val_loss: 0.0311374 | Time: 3372.58 ms [2020-12-21 16:05:03 main:574] : INFO : Epoch 954 | loss: 0.0311323 | val_loss: 0.0311355 | Time: 3230.41 ms [2020-12-21 16:05:07 main:574] : INFO : Epoch 955 | loss: 0.0311301 | val_loss: 0.0311331 | Time: 3679.38 ms [2020-12-21 16:05:10 main:574] : INFO : Epoch 956 | loss: 0.0311299 | val_loss: 0.0311371 | Time: 3280.21 ms [2020-12-21 16:05:13 main:574] : INFO : Epoch 957 | loss: 0.03113 | val_loss: 0.0311319 | Time: 3352.6 ms [2020-12-21 16:05:17 main:574] : INFO : Epoch 958 | loss: 0.0311296 | val_loss: 0.0311315 | Time: 4073.32 ms [2020-12-21 16:05:21 main:574] : INFO : Epoch 959 | loss: 0.0311312 | val_loss: 0.0311314 | Time: 3858.1 ms [2020-12-21 16:05:26 main:574] : INFO : Epoch 960 | loss: 0.0311275 | val_loss: 0.0311305 | Time: 4078.8 ms [2020-12-21 16:05:29 main:574] : INFO : Epoch 961 | loss: 0.0311285 | val_loss: 0.0311341 | Time: 3423.33 ms [2020-12-21 16:05:32 main:574] : INFO : Epoch 962 | loss: 0.0311302 | val_loss: 0.031132 | Time: 3007 ms [2020-12-21 16:05:36 main:574] : INFO : Epoch 963 | loss: 0.031128 | val_loss: 0.0311318 | Time: 3092.82 ms [2020-12-21 16:05:40 main:574] : INFO : Epoch 964 | loss: 0.0311306 | val_loss: 0.0311339 | Time: 3569.68 ms [2020-12-21 16:05:43 main:574] : INFO : Epoch 965 | loss: 0.0311301 | val_loss: 0.0311388 | Time: 3319.91 ms [2020-12-21 16:05:47 main:574] : INFO : Epoch 966 | loss: 0.031129 | val_loss: 0.0311345 | Time: 3186.26 ms [2020-12-21 16:05:51 main:574] : INFO : Epoch 967 | loss: 0.0311303 | val_loss: 0.0311361 | Time: 3141.29 ms [2020-12-21 16:05:55 main:574] : INFO : Epoch 968 | loss: 0.0311297 | val_loss: 0.0311313 | Time: 3771.44 ms [2020-12-21 16:05:58 main:574] : INFO : Epoch 969 | loss: 0.0311291 | val_loss: 0.0311397 | Time: 3499.56 ms [2020-12-21 16:06:03 main:574] : INFO : Epoch 970 | loss: 0.0311292 | val_loss: 0.0311319 | Time: 3843.56 ms [2020-12-21 16:06:07 main:574] : INFO : Epoch 971 | loss: 0.0311279 | val_loss: 0.0311313 | Time: 4870.49 ms [2020-12-21 16:06:12 main:574] : INFO : Epoch 972 | loss: 0.0311287 | val_loss: 0.0311337 | Time: 3869.5 ms [2020-12-21 16:06:16 main:574] : INFO : Epoch 973 | loss: 0.031129 | val_loss: 0.0311386 | Time: 4296.31 ms [2020-12-21 16:06:19 main:574] : INFO : Epoch 974 | loss: 0.0311281 | val_loss: 0.031132 | Time: 3355.1 ms [2020-12-21 16:06:22 main:574] : INFO : Epoch 975 | loss: 0.031128 | val_loss: 0.0311374 | Time: 3028.84 ms [2020-12-21 16:06:26 main:574] : INFO : Epoch 976 | loss: 0.0311337 | val_loss: 0.0311324 | Time: 3512.59 ms [2020-12-21 16:06:30 main:574] : INFO : Epoch 977 | loss: 0.0311331 | val_loss: 0.0311327 | Time: 4106.15 ms [2020-12-21 16:06:36 main:574] : INFO : Epoch 978 | loss: 0.0311293 | val_loss: 0.0311325 | Time: 5578.72 ms [2020-12-21 16:06:40 main:574] : INFO : Epoch 979 | loss: 0.0311349 | val_loss: 0.0311399 | Time: 3607.89 ms [2020-12-21 16:06:43 main:574] : INFO : Epoch 980 | loss: 0.0311332 | val_loss: 0.0311354 | Time: 3515.32 ms [2020-12-21 16:06:47 main:574] : INFO : Epoch 981 | loss: 0.0311321 | val_loss: 0.0311334 | Time: 3944.69 ms [2020-12-21 16:06:51 main:574] : INFO : Epoch 982 | loss: 0.0311314 | val_loss: 0.031133 | Time: 3700.36 ms [2020-12-21 16:06:55 main:574] : INFO : Epoch 983 | loss: 0.0311331 | val_loss: 0.031132 | Time: 3628.62 ms [2020-12-21 16:06:58 main:574] : INFO : Epoch 984 | loss: 0.0311344 | val_loss: 0.0311317 | Time: 2907.88 ms [2020-12-21 16:07:02 main:574] : INFO : Epoch 985 | loss: 0.0311312 | val_loss: 0.0311364 | Time: 4016.32 ms [2020-12-21 16:07:07 main:574] : INFO : Epoch 986 | loss: 0.0311296 | val_loss: 0.0311309 | Time: 5281.12 ms [2020-12-21 16:07:11 main:574] : INFO : Epoch 987 | loss: 0.0311295 | val_loss: 0.0311301 | Time: 3714.41 ms [2020-12-21 16:07:19 main:574] : INFO : Epoch 988 | loss: 0.0311299 | val_loss: 0.0311319 | Time: 8048.74 ms [2020-12-21 16:07:24 main:574] : INFO : Epoch 989 | loss: 0.0311292 | val_loss: 0.0311305 | Time: 4202.31 ms [2020-12-21 16:07:29 main:574] : INFO : Epoch 990 | loss: 0.0311333 | val_loss: 0.0311322 | Time: 5442.26 ms [2020-12-21 16:07:33 main:574] : INFO : Epoch 991 | loss: 0.03113 | val_loss: 0.0311322 | Time: 3483.27 ms [2020-12-21 16:07:37 main:574] : INFO : Epoch 992 | loss: 0.0311287 | val_loss: 0.0311322 | Time: 3864.98 ms [2020-12-21 16:07:41 main:574] : INFO : Epoch 993 | loss: 0.0311282 | val_loss: 0.0311322 | Time: 4171.24 ms [2020-12-21 16:07:45 main:574] : INFO : Epoch 994 | loss: 0.0311285 | val_loss: 0.031131 | Time: 3492.59 ms [2020-12-21 16:07:49 main:574] : INFO : Epoch 995 | loss: 0.0311301 | val_loss: 0.0311377 | Time: 4455.02 ms [2020-12-21 16:07:53 main:574] : INFO : Epoch 996 | loss: 0.0311376 | val_loss: 0.0311471 | Time: 3630.48 ms [2020-12-21 16:07:57 main:574] : INFO : Epoch 997 | loss: 0.031138 | val_loss: 0.031136 | Time: 3685.67 ms [2020-12-21 16:08:02 main:574] : INFO : Epoch 998 | loss: 0.0311315 | val_loss: 0.031133 | Time: 4955.19 ms [2020-12-21 16:08:05 main:574] : INFO : Epoch 999 | loss: 0.0311309 | val_loss: 0.031135 | Time: 3622.13 ms [2020-12-21 16:08:10 main:574] : INFO : Epoch 1000 | loss: 0.0311309 | val_loss: 0.0311335 | Time: 4379.55 ms [2020-12-21 16:08:13 main:574] : INFO : Epoch 1001 | loss: 0.0311282 | val_loss: 0.0311326 | Time: 3216.26 ms [2020-12-21 16:08:17 main:574] : INFO : Epoch 1002 | loss: 0.0311281 | val_loss: 0.0311327 | Time: 3907.43 ms [2020-12-21 16:08:21 main:574] : INFO : Epoch 1003 | loss: 0.031129 | val_loss: 0.0311325 | Time: 4043.31 ms [2020-12-21 16:08:27 main:574] : INFO : Epoch 1004 | loss: 0.0311279 | val_loss: 0.0311338 | Time: 5833.96 ms [2020-12-21 16:08:31 main:574] : INFO : Epoch 1005 | loss: 0.0311287 | val_loss: 0.0311327 | Time: 3862.07 ms [2020-12-21 16:08:36 main:574] : INFO : Epoch 1006 | loss: 0.0311288 | val_loss: 0.0311374 | Time: 4731.16 ms [2020-12-21 16:08:39 main:574] : INFO : Epoch 1007 | loss: 0.0311301 | val_loss: 0.0311333 | Time: 3266.8 ms [2020-12-21 16:08:43 main:574] : INFO : Epoch 1008 | loss: 0.0311297 | val_loss: 0.0311363 | Time: 3939.1 ms [2020-12-21 16:08:47 main:574] : INFO : Epoch 1009 | loss: 0.0311308 | val_loss: 0.0311337 | Time: 3600.31 ms [2020-12-21 16:08:50 main:574] : INFO : Epoch 1010 | loss: 0.031129 | val_loss: 0.0311393 | Time: 3344.42 ms [2020-12-21 16:08:54 main:574] : INFO : Epoch 1011 | loss: 0.0311298 | val_loss: 0.0311351 | Time: 3524.68 ms [2020-12-21 16:08:59 main:574] : INFO : Epoch 1012 | loss: 0.0311287 | val_loss: 0.0311323 | Time: 5532.13 ms [2020-12-21 16:09:04 main:574] : INFO : Epoch 1013 | loss: 0.0311289 | val_loss: 0.0311351 | Time: 4652.15 ms [2020-12-21 16:09:12 main:574] : INFO : Epoch 1014 | loss: 0.0311291 | val_loss: 0.0311345 | Time: 7469.61 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2070) [2020-12-21 16:12:21 main:435] : INFO : Set logging level to 1 [2020-12-21 16:12:21 main:441] : INFO : Running in BOINC Client mode [2020-12-21 16:12:21 main:444] : INFO : Resolving all filenames [2020-12-21 16:12:21 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2020-12-21 16:12:21 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531555-31618-8_1_r1909567307_1 (exists = 1) [2020-12-21 16:12:21 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531555-31618-8_1_r1909567307_0 (exists = 0) [2020-12-21 16:12:21 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1606531555-31618-8 (exists = 1) [2020-12-21 16:12:21 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2020-12-21 16:12:21 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2020-12-21 16:12:21 main:474] : INFO : Configuration: [2020-12-21 16:12:21 main:475] : INFO : Model type: GRU [2020-12-21 16:12:21 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-12-21 16:12:22 main:477] : INFO : Max Epochs: 1024 [2020-12-21 16:12:22 main:478] : INFO : Batch Size: 128 [2020-12-21 16:12:22 main:479] : INFO : Learning Rate: 0.01 [2020-12-21 16:12:22 main:480] : INFO : Patience: 10 [2020-12-21 16:12:22 main:481] : INFO : Hidden Width: 12 [2020-12-21 16:12:22 main:482] : INFO : # Recurrent Layers: 4 [2020-12-21 16:12:22 main:483] : INFO : # Backend Layers: 4 [2020-12-21 16:12:23 main:484] : INFO : # Threads: 1 [2020-12-21 16:12:23 main:486] : INFO : Preparing Dataset [2020-12-21 16:12:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-21 16:12:24 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-21 16:12:29 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2020-12-21 16:12:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-21 16:12:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-21 16:12:30 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-12-21 16:12:30 main:494] : INFO : Creating Model [2020-12-21 16:12:30 main:507] : INFO : Preparing config file [2020-12-21 16:12:31 main:511] : INFO : Found checkpoint, attempting to load... [2020-12-21 16:12:31 main:512] : INFO : Loading config [2020-12-21 16:12:31 main:514] : INFO : Loading state [2020-12-21 16:12:35 main:559] : INFO : Loading DataLoader into Memory [2020-12-21 16:12:36 main:562] : INFO : Starting Training [2020-12-21 16:12:43 main:574] : INFO : Epoch 1012 | loss: 0.0312034 | val_loss: 0.0311457 | Time: 6001.84 ms [2020-12-21 16:12:46 main:574] : INFO : Epoch 1013 | loss: 0.0311384 | val_loss: 0.0311399 | Time: 2898.36 ms [2020-12-21 16:12:49 main:574] : INFO : Epoch 1014 | loss: 0.0311333 | val_loss: 0.0311338 | Time: 2853.12 ms [2020-12-21 16:12:52 main:574] : INFO : Epoch 1015 | loss: 0.03113 | val_loss: 0.0311347 | Time: 2753.71 ms [2020-12-21 16:12:55 main:574] : INFO : Epoch 1016 | loss: 0.0311297 | val_loss: 0.0311359 | Time: 3036.74 ms [2020-12-21 16:12:58 main:574] : INFO : Epoch 1017 | loss: 0.0311313 | val_loss: 0.0311348 | Time: 2755.75 ms [2020-12-21 16:13:01 main:574] : INFO : Epoch 1018 | loss: 0.0311291 | val_loss: 0.031131 | Time: 2780.22 ms [2020-12-21 16:13:04 main:574] : INFO : Epoch 1019 | loss: 0.0311284 | val_loss: 0.0311311 | Time: 3004.98 ms [2020-12-21 16:13:07 main:574] : INFO : Epoch 1020 | loss: 0.031128 | val_loss: 0.0311321 | Time: 2760.68 ms [2020-12-21 16:13:10 main:574] : INFO : Epoch 1021 | loss: 0.0311284 | val_loss: 0.0311332 | Time: 2768.21 ms [2020-12-21 16:13:13 main:574] : INFO : Epoch 1022 | loss: 0.0311292 | val_loss: 0.0311326 | Time: 3040.65 ms [2020-12-21 16:13:15 main:574] : INFO : Epoch 1023 | loss: 0.0311285 | val_loss: 0.0311317 | Time: 2764.38 ms [2020-12-21 16:13:18 main:574] : INFO : Epoch 1024 | loss: 0.0311297 | val_loss: 0.0311324 | Time: 2848.09 ms [2020-12-21 16:13:19 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311324 [2020-12-21 16:13:19 main:603] : INFO : Saving end state to config to file [2020-12-21 16:13:19 main:608] : INFO : Success, exiting.. 16:13:19 (12956): 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)