Task 3264785
| Name | EightBitModified-1605455539-31566-7_0 |
| Workunit | 1538925 |
| Created | 13 Dec 2020, 17:06:39 UTC |
| Sent | 15 Dec 2020, 3:47:34 UTC |
| Report deadline | 22 Dec 2020, 3:47:34 UTC |
| Received | 15 Dec 2020, 19:17:03 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4285 |
| Run time | 28 min |
| CPU time | 27 min 57 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 4,234.01 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 1.83 GB |
| Peak swap size | 13.39 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> :02:32 main:581] : INFO : Epoch 526 | loss: 0.00032891 | val_loss: 0.000344479 | Time: 1630.22 ms [2020-12-15 13:02:34 main:581] : INFO : Epoch 527 | loss: 0.000329742 | val_loss: 0.000345592 | Time: 1627.38 ms [2020-12-15 13:02:35 main:581] : INFO : Epoch 528 | loss: 0.00032677 | val_loss: 0.000343587 | Time: 1648.25 ms [2020-12-15 13:02:37 main:581] : INFO : Epoch 529 | loss: 0.000336858 | val_loss: 0.000356273 | Time: 1638.92 ms [2020-12-15 13:02:39 main:581] : INFO : Epoch 530 | loss: 0.000334273 | val_loss: 0.00034692 | Time: 1641.35 ms [2020-12-15 13:02:40 main:581] : INFO : Epoch 531 | loss: 0.000347203 | val_loss: 0.00036502 | Time: 1633.11 ms [2020-12-15 13:02:42 main:581] : INFO : Epoch 532 | loss: 0.000338462 | val_loss: 0.000348344 | Time: 1629.29 ms [2020-12-15 13:02:43 main:581] : INFO : Epoch 533 | loss: 0.000330219 | val_loss: 0.000344437 | Time: 1632.96 ms [2020-12-15 13:02:45 main:581] : INFO : Epoch 534 | loss: 0.000329166 | val_loss: 0.000346675 | Time: 1630.4 ms [2020-12-15 13:02:47 main:581] : INFO : Epoch 535 | loss: 0.000328288 | val_loss: 0.000344367 | Time: 1627.81 ms [2020-12-15 13:02:48 main:581] : INFO : Epoch 536 | loss: 0.000331971 | val_loss: 0.0003555 | Time: 1623.78 ms [2020-12-15 13:02:50 main:581] : INFO : Epoch 537 | loss: 0.000335176 | val_loss: 0.000349459 | Time: 1638.62 ms [2020-12-15 13:02:52 main:581] : INFO : Epoch 538 | loss: 0.000335513 | val_loss: 0.000355966 | Time: 1632.93 ms [2020-12-15 13:02:53 main:581] : INFO : Epoch 539 | loss: 0.000334575 | val_loss: 0.000344728 | Time: 1634.31 ms [2020-12-15 13:02:55 main:581] : INFO : Epoch 540 | loss: 0.000328514 | val_loss: 0.000348058 | Time: 1629.02 ms [2020-12-15 13:02:56 main:581] : INFO : Epoch 541 | loss: 0.000329425 | val_loss: 0.00034412 | Time: 1640.74 ms [2020-12-15 13:02:58 main:581] : INFO : Epoch 542 | loss: 0.000329932 | val_loss: 0.000347514 | Time: 1626.77 ms [2020-12-15 13:03:00 main:581] : INFO : Epoch 543 | loss: 0.000335176 | val_loss: 0.000364297 | Time: 1630.8 ms [2020-12-15 13:03:01 main:581] : INFO : Epoch 544 | loss: 0.000358008 | val_loss: 0.000353902 | Time: 1628.24 ms [2020-12-15 13:03:03 main:581] : INFO : Epoch 545 | loss: 0.0003362 | val_loss: 0.000348053 | Time: 1635.64 ms [2020-12-15 13:03:05 main:581] : INFO : Epoch 546 | loss: 0.000329813 | val_loss: 0.000347136 | Time: 1629.52 ms [2020-12-15 13:03:06 main:581] : INFO : Epoch 547 | loss: 0.000329599 | val_loss: 0.000345391 | Time: 1625.28 ms [2020-12-15 13:03:08 main:581] : INFO : Epoch 548 | loss: 0.000328625 | val_loss: 0.000350166 | Time: 1632.6 ms [2020-12-15 13:03:10 main:581] : INFO : Epoch 549 | loss: 0.000348747 | val_loss: 0.000378853 | Time: 1635.76 ms [2020-12-15 13:03:11 main:581] : INFO : Epoch 550 | loss: 0.000342259 | val_loss: 0.000348167 | Time: 1638.19 ms [2020-12-15 13:03:13 main:581] : INFO : Epoch 551 | loss: 0.000329205 | val_loss: 0.00034374 | Time: 1632.37 ms [2020-12-15 13:03:14 main:581] : INFO : Epoch 552 | loss: 0.000326056 | val_loss: 0.000341305 | Time: 1629.46 ms [2020-12-15 13:03:16 main:581] : INFO : Epoch 553 | loss: 0.000326775 | val_loss: 0.000347179 | Time: 1634.73 ms [2020-12-15 13:03:18 main:581] : INFO : Epoch 554 | loss: 0.000330213 | val_loss: 0.000344657 | Time: 1626.78 ms [2020-12-15 13:03:19 main:581] : INFO : Epoch 555 | loss: 0.000330833 | val_loss: 0.000352469 | Time: 1626.03 ms [2020-12-15 13:03:21 main:581] : INFO : Epoch 556 | loss: 0.000339569 | val_loss: 0.000348226 | Time: 1625.65 ms [2020-12-15 13:03:23 main:581] : INFO : Epoch 557 | loss: 0.00033056 | val_loss: 0.000345491 | Time: 1623.74 ms [2020-12-15 13:03:24 main:581] : INFO : Epoch 558 | loss: 0.000334359 | val_loss: 0.000350635 | Time: 1625.88 ms [2020-12-15 13:03:26 main:581] : INFO : Epoch 559 | loss: 0.000328964 | val_loss: 0.000348762 | Time: 1627.11 ms [2020-12-15 13:03:27 main:581] : INFO : Epoch 560 | loss: 0.000344356 | val_loss: 0.000373275 | Time: 1620.63 ms [2020-12-15 13:03:29 main:581] : INFO : Epoch 561 | loss: 0.000339743 | val_loss: 0.000348733 | Time: 1631.69 ms [2020-12-15 13:03:31 main:581] : INFO : Epoch 562 | loss: 0.000328069 | val_loss: 0.000343806 | Time: 1645.61 ms [2020-12-15 13:03:32 main:581] : INFO : Epoch 563 | loss: 0.000327499 | val_loss: 0.00034369 | Time: 1641.59 ms [2020-12-15 13:03:34 main:581] : INFO : Epoch 564 | loss: 0.000326348 | val_loss: 0.000347427 | Time: 1634.76 ms [2020-12-15 13:03:36 main:581] : INFO : Epoch 565 | loss: 0.000345792 | val_loss: 0.000361404 | Time: 1637.99 ms [2020-12-15 13:03:37 main:581] : INFO : Epoch 566 | loss: 0.000358432 | val_loss: 0.000400078 | Time: 1638.91 ms [2020-12-15 13:03:39 main:581] : INFO : Epoch 567 | loss: 0.000381708 | val_loss: 0.000367582 | Time: 1635.89 ms [2020-12-15 13:03:41 main:581] : INFO : Epoch 568 | loss: 0.000336788 | val_loss: 0.000346282 | Time: 1634.65 ms [2020-12-15 13:03:42 main:581] : INFO : Epoch 569 | loss: 0.000329314 | val_loss: 0.000343962 | Time: 1634.24 ms [2020-12-15 13:03:44 main:581] : INFO : Epoch 570 | loss: 0.000327398 | val_loss: 0.000345821 | Time: 1635.76 ms [2020-12-15 13:03:45 main:581] : INFO : Epoch 571 | loss: 0.00033318 | val_loss: 0.000345591 | Time: 1645.48 ms [2020-12-15 13:03:47 main:581] : INFO : Epoch 572 | loss: 0.000327946 | val_loss: 0.000345053 | Time: 1647.05 ms [2020-12-15 13:03:49 main:581] : INFO : Epoch 573 | loss: 0.000326672 | val_loss: 0.000343975 | Time: 1640.48 ms [2020-12-15 13:03:50 main:581] : INFO : Epoch 574 | loss: 0.000330304 | val_loss: 0.000347864 | Time: 1639.87 ms [2020-12-15 13:03:52 main:581] : INFO : Epoch 575 | loss: 0.000328365 | val_loss: 0.000344796 | Time: 1641.66 ms [2020-12-15 13:03:54 main:581] : INFO : Epoch 576 | loss: 0.00033204 | val_loss: 0.000349355 | Time: 1643.65 ms [2020-12-15 13:03:55 main:581] : INFO : Epoch 577 | loss: 0.000335089 | val_loss: 0.000344651 | Time: 1636.59 ms [2020-12-15 13:03:57 main:581] : INFO : Epoch 578 | loss: 0.000329759 | val_loss: 0.000346276 | Time: 1634.34 ms [2020-12-15 13:03:59 main:581] : INFO : Epoch 579 | loss: 0.000330292 | val_loss: 0.000349493 | Time: 1638.82 ms [2020-12-15 13:04:00 main:581] : INFO : Epoch 580 | loss: 0.000334889 | val_loss: 0.000358399 | Time: 1656.7 ms [2020-12-15 13:04:02 main:581] : INFO : Epoch 581 | loss: 0.00033853 | val_loss: 0.0003485 | Time: 1639.01 ms [2020-12-15 13:04:04 main:581] : INFO : Epoch 582 | loss: 0.000330428 | val_loss: 0.000345972 | Time: 1650.43 ms [2020-12-15 13:04:05 main:581] : INFO : Epoch 583 | loss: 0.000329946 | val_loss: 0.000345863 | Time: 1644.77 ms [2020-12-15 13:04:07 main:581] : INFO : Epoch 584 | loss: 0.000341529 | val_loss: 0.000362084 | Time: 1631.89 ms [2020-12-15 13:04:08 main:581] : INFO : Epoch 585 | loss: 0.000340162 | val_loss: 0.000349714 | Time: 1636.92 ms [2020-12-15 13:04:10 main:581] : INFO : Epoch 586 | loss: 0.00032969 | val_loss: 0.000346044 | Time: 1638.11 ms [2020-12-15 13:04:12 main:581] : INFO : Epoch 587 | loss: 0.000328871 | val_loss: 0.00034725 | Time: 1638.2 ms [2020-12-15 13:04:13 main:581] : INFO : Epoch 588 | loss: 0.000331123 | val_loss: 0.000350986 | Time: 1633.05 ms [2020-12-15 13:04:15 main:581] : INFO : Epoch 589 | loss: 0.000340009 | val_loss: 0.000344287 | Time: 1648.29 ms [2020-12-15 13:04:17 main:581] : INFO : Epoch 590 | loss: 0.000327712 | val_loss: 0.000343813 | Time: 1646.81 ms [2020-12-15 13:04:18 main:581] : INFO : Epoch 591 | loss: 0.00032776 | val_loss: 0.000343753 | Time: 1637.93 ms [2020-12-15 13:04:20 main:581] : INFO : Epoch 592 | loss: 0.000337601 | val_loss: 0.000360305 | Time: 1635.78 ms [2020-12-15 13:04:22 main:581] : INFO : Epoch 593 | loss: 0.00033556 | val_loss: 0.000348952 | Time: 1637.32 ms [2020-12-15 13:04:23 main:581] : INFO : Epoch 594 | loss: 0.000328059 | val_loss: 0.000343889 | Time: 1641.98 ms [2020-12-15 13:04:25 main:581] : INFO : Epoch 595 | loss: 0.000329466 | val_loss: 0.000348444 | Time: 1629.69 ms [2020-12-15 13:04:26 main:581] : INFO : Epoch 596 | loss: 0.000341798 | val_loss: 0.000349679 | Time: 1636.6 ms [2020-12-15 13:04:28 main:581] : INFO : Epoch 597 | loss: 0.000341142 | val_loss: 0.000366663 | Time: 1650.38 ms [2020-12-15 13:04:30 main:581] : INFO : Epoch 598 | loss: 0.000334975 | val_loss: 0.000346654 | Time: 1643.4 ms [2020-12-15 13:04:31 main:581] : INFO : Epoch 599 | loss: 0.000329218 | val_loss: 0.000344858 | Time: 1650.51 ms [2020-12-15 13:04:33 main:581] : INFO : Epoch 600 | loss: 0.000327968 | val_loss: 0.00034638 | Time: 1644.51 ms [2020-12-15 13:04:35 main:581] : INFO : Epoch 601 | loss: 0.000334011 | val_loss: 0.000347848 | Time: 1640.63 ms [2020-12-15 13:04:36 main:581] : INFO : Epoch 602 | loss: 0.000328586 | val_loss: 0.000346114 | Time: 1637.34 ms [2020-12-15 13:04:38 main:581] : INFO : Epoch 603 | loss: 0.00032917 | val_loss: 0.000346162 | Time: 1641.15 ms [2020-12-15 13:04:40 main:581] : INFO : Epoch 604 | loss: 0.000328114 | val_loss: 0.000348095 | Time: 1636.51 ms [2020-12-15 13:04:41 main:581] : INFO : Epoch 605 | loss: 0.000342463 | val_loss: 0.000360839 | Time: 1635.27 ms [2020-12-15 13:04:43 main:581] : INFO : Epoch 606 | loss: 0.000339771 | val_loss: 0.000348874 | Time: 1633.05 ms [2020-12-15 13:04:45 main:581] : INFO : Epoch 607 | loss: 0.000338329 | val_loss: 0.000350794 | Time: 1639.37 ms [2020-12-15 13:04:46 main:581] : INFO : Epoch 608 | loss: 0.00033042 | val_loss: 0.000344305 | Time: 1642.29 ms [2020-12-15 13:04:48 main:581] : INFO : Epoch 609 | loss: 0.000326924 | val_loss: 0.000342724 | Time: 1662.17 ms [2020-12-15 13:04:49 main:581] : INFO : Epoch 610 | loss: 0.000326143 | val_loss: 0.000342557 | Time: 1661.84 ms [2020-12-15 13:04:51 main:581] : INFO : Epoch 611 | loss: 0.000331689 | val_loss: 0.000362285 | Time: 1657.83 ms [2020-12-15 13:04:53 main:581] : INFO : Epoch 612 | loss: 0.000340286 | val_loss: 0.00035202 | Time: 1647.88 ms [2020-12-15 13:04:54 main:581] : INFO : Epoch 613 | loss: 0.000340933 | val_loss: 0.000358111 | Time: 1647.43 ms [2020-12-15 13:04:56 main:581] : INFO : Epoch 614 | loss: 0.000333787 | val_loss: 0.000352486 | Time: 1651.07 ms [2020-12-15 13:04:58 main:581] : INFO : Epoch 615 | loss: 0.000343793 | val_loss: 0.000353498 | Time: 1661.95 ms [2020-12-15 13:04:59 main:581] : INFO : Epoch 616 | loss: 0.000334442 | val_loss: 0.000347609 | Time: 1649.4 ms [2020-12-15 13:05:01 main:581] : INFO : Epoch 617 | loss: 0.000331998 | val_loss: 0.000345173 | Time: 1635.22 ms [2020-12-15 13:05:03 main:581] : INFO : Epoch 618 | loss: 0.000330096 | val_loss: 0.000343804 | Time: 1648.38 ms [2020-12-15 13:05:04 main:581] : INFO : Epoch 619 | loss: 0.000327352 | val_loss: 0.000345399 | Time: 1645.61 ms [2020-12-15 13:05:06 main:581] : INFO : Epoch 620 | loss: 0.000329043 | val_loss: 0.00035047 | Time: 1651.48 ms [2020-12-15 13:05:08 main:581] : INFO : Epoch 621 | loss: 0.000333438 | val_loss: 0.000348214 | Time: 1646.03 ms [2020-12-15 13:05:09 main:581] : INFO : Epoch 622 | loss: 0.00033196 | val_loss: 0.000349858 | Time: 1638.1 ms [2020-12-15 13:05:11 main:581] : INFO : Epoch 623 | loss: 0.000333677 | val_loss: 0.000347368 | Time: 1640.95 ms [2020-12-15 13:05:13 main:581] : INFO : Epoch 624 | loss: 0.000328134 | val_loss: 0.00034475 | Time: 1660 ms [2020-12-15 13:05:14 main:581] : INFO : Epoch 625 | loss: 0.000335071 | val_loss: 0.000367219 | Time: 1651.92 ms [2020-12-15 13:05:16 main:581] : INFO : Epoch 626 | loss: 0.000340794 | val_loss: 0.000347313 | Time: 1666 ms [2020-12-15 13:05:18 main:581] : INFO : Epoch 627 | loss: 0.000329829 | val_loss: 0.000345523 | Time: 1658.19 ms [2020-12-15 13:05:19 main:581] : INFO : Epoch 628 | loss: 0.000328727 | val_loss: 0.000346899 | Time: 1650.86 ms [2020-12-15 13:05:21 main:581] : INFO : Epoch 629 | loss: 0.000329453 | val_loss: 0.00034475 | Time: 1654.03 ms [2020-12-15 13:05:22 main:581] : INFO : Epoch 630 | loss: 0.000328321 | val_loss: 0.000346912 | Time: 1651.64 ms [2020-12-15 13:05:24 main:581] : INFO : Epoch 631 | loss: 0.00034057 | val_loss: 0.000361155 | Time: 1651.4 ms [2020-12-15 13:05:26 main:581] : INFO : Epoch 632 | loss: 0.000343878 | val_loss: 0.00035254 | Time: 1650.75 ms [2020-12-15 13:05:27 main:581] : INFO : Epoch 633 | loss: 0.000341811 | val_loss: 0.000371328 | Time: 1652.95 ms [2020-12-15 13:05:29 main:581] : INFO : Epoch 634 | loss: 0.000337364 | val_loss: 0.000351242 | Time: 1652.22 ms [2020-12-15 13:05:31 main:581] : INFO : Epoch 635 | loss: 0.000330517 | val_loss: 0.000344199 | Time: 1646.87 ms [2020-12-15 13:05:32 main:581] : INFO : Epoch 636 | loss: 0.000326198 | val_loss: 0.000344403 | Time: 1653.44 ms [2020-12-15 13:05:34 main:581] : INFO : Epoch 637 | loss: 0.000327878 | val_loss: 0.000343494 | Time: 1652.34 ms [2020-12-15 13:05:36 main:581] : INFO : Epoch 638 | loss: 0.00032686 | val_loss: 0.00034685 | Time: 1649.87 ms [2020-12-15 13:05:37 main:581] : INFO : Epoch 639 | loss: 0.000335428 | val_loss: 0.000350231 | Time: 1655.23 ms [2020-12-15 13:05:39 main:581] : INFO : Epoch 640 | loss: 0.000332586 | val_loss: 0.000353068 | Time: 1652.68 ms [2020-12-15 13:05:41 main:581] : INFO : Epoch 641 | loss: 0.000342869 | val_loss: 0.000355293 | Time: 1654.6 ms [2020-12-15 13:05:42 main:581] : INFO : Epoch 642 | loss: 0.000331193 | val_loss: 0.000343864 | Time: 1647.67 ms [2020-12-15 13:05:44 main:581] : INFO : Epoch 643 | loss: 0.000327491 | val_loss: 0.000345017 | Time: 1658.9 ms [2020-12-15 13:05:46 main:581] : INFO : Epoch 644 | loss: 0.000326431 | val_loss: 0.000345731 | Time: 1660.69 ms [2020-12-15 13:05:47 main:581] : INFO : Epoch 645 | loss: 0.000329694 | val_loss: 0.000345142 | Time: 1648.74 ms [2020-12-15 13:05:49 main:581] : INFO : Epoch 646 | loss: 0.000330003 | val_loss: 0.000355492 | Time: 1650.63 ms [2020-12-15 13:05:51 main:581] : INFO : Epoch 647 | loss: 0.000354677 | val_loss: 0.000364977 | Time: 1662.04 ms [2020-12-15 13:05:52 main:581] : INFO : Epoch 648 | loss: 0.000335553 | val_loss: 0.000347507 | Time: 1656.51 ms [2020-12-15 13:05:54 main:581] : INFO : Epoch 649 | loss: 0.000331374 | val_loss: 0.000347077 | Time: 1655.63 ms [2020-12-15 13:05:56 main:581] : INFO : Epoch 650 | loss: 0.000331973 | val_loss: 0.000349925 | Time: 1667.84 ms [2020-12-15 13:05:57 main:581] : INFO : Epoch 651 | loss: 0.000331299 | val_loss: 0.000353725 | Time: 1661.12 ms [2020-12-15 13:05:59 main:581] : INFO : Epoch 652 | loss: 0.00034588 | val_loss: 0.000353434 | Time: 1657.96 ms [2020-12-15 13:06:01 main:581] : INFO : Epoch 653 | loss: 0.000331775 | val_loss: 0.00034538 | Time: 1669.58 ms [2020-12-15 13:06:02 main:581] : INFO : Epoch 654 | loss: 0.000327346 | val_loss: 0.000347165 | Time: 1666.6 ms [2020-12-15 13:06:04 main:581] : INFO : Epoch 655 | loss: 0.000330788 | val_loss: 0.0003456 | Time: 1657.13 ms [2020-12-15 13:06:06 main:581] : INFO : Epoch 656 | loss: 0.000327865 | val_loss: 0.000341609 | Time: 1647.94 ms [2020-12-15 13:06:07 main:581] : INFO : Epoch 657 | loss: 0.0003261 | val_loss: 0.000349096 | Time: 1655.21 ms [2020-12-15 13:06:09 main:581] : INFO : Epoch 658 | loss: 0.000342808 | val_loss: 0.00036074 | Time: 1655.16 ms [2020-12-15 13:06:11 main:581] : INFO : Epoch 659 | loss: 0.000332802 | val_loss: 0.000350054 | Time: 1658.65 ms [2020-12-15 13:06:12 main:581] : INFO : Epoch 660 | loss: 0.000328193 | val_loss: 0.000343824 | Time: 1659.8 ms [2020-12-15 13:06:14 main:581] : INFO : Epoch 661 | loss: 0.000326858 | val_loss: 0.00034212 | Time: 1661.15 ms [2020-12-15 13:06:16 main:581] : INFO : Epoch 662 | loss: 0.000329181 | val_loss: 0.000351913 | Time: 1667.76 ms [2020-12-15 13:06:17 main:581] : INFO : Epoch 663 | loss: 0.000331196 | val_loss: 0.000351942 | Time: 1652.64 ms [2020-12-15 13:06:19 main:581] : INFO : Epoch 664 | loss: 0.000332847 | val_loss: 0.000351081 | Time: 1635.07 ms [2020-12-15 13:06:20 main:581] : INFO : Epoch 665 | loss: 0.00034162 | val_loss: 0.000359081 | Time: 1632.6 ms [2020-12-15 13:06:22 main:581] : INFO : Epoch 666 | loss: 0.000338396 | val_loss: 0.000347537 | Time: 1635.44 ms [2020-12-15 13:06:24 main:581] : INFO : Epoch 667 | loss: 0.000332848 | val_loss: 0.000349304 | Time: 1637.34 ms [2020-12-15 13:06:25 main:581] : INFO : Epoch 668 | loss: 0.000329755 | val_loss: 0.000344251 | Time: 1629.77 ms [2020-12-15 13:06:27 main:581] : INFO : Epoch 669 | loss: 0.000326345 | val_loss: 0.000344174 | Time: 1620.47 ms [2020-12-15 13:06:29 main:581] : INFO : Epoch 670 | loss: 0.000330163 | val_loss: 0.000363206 | Time: 1618.36 ms [2020-12-15 13:06:30 main:581] : INFO : Epoch 671 | loss: 0.000340519 | val_loss: 0.000354984 | Time: 1613.32 ms [2020-12-15 13:06:32 main:581] : INFO : Epoch 672 | loss: 0.000334433 | val_loss: 0.000346903 | Time: 1617.94 ms [2020-12-15 13:06:33 main:581] : INFO : Epoch 673 | loss: 0.000344613 | val_loss: 0.000353545 | Time: 1616.05 ms [2020-12-15 13:06:35 main:581] : INFO : Epoch 674 | loss: 0.000331754 | val_loss: 0.000347349 | Time: 1618.56 ms [2020-12-15 13:06:37 main:581] : INFO : Epoch 675 | loss: 0.00032733 | val_loss: 0.000343902 | Time: 1612.7 ms [2020-12-15 13:06:38 main:581] : INFO : Epoch 676 | loss: 0.00032572 | val_loss: 0.000341842 | Time: 1619 ms [2020-12-15 13:06:40 main:581] : INFO : Epoch 677 | loss: 0.00032727 | val_loss: 0.000345811 | Time: 1621.08 ms [2020-12-15 13:06:42 main:581] : INFO : Epoch 678 | loss: 0.000334346 | val_loss: 0.00036006 | Time: 1622.75 ms [2020-12-15 13:06:43 main:581] : INFO : Epoch 679 | loss: 0.000343628 | val_loss: 0.000351428 | Time: 1620.17 ms [2020-12-15 13:06:45 main:581] : INFO : Epoch 680 | loss: 0.000331376 | val_loss: 0.000346031 | Time: 1624.68 ms [2020-12-15 13:06:46 main:581] : INFO : Epoch 681 | loss: 0.00032724 | val_loss: 0.000344162 | Time: 1616.9 ms [2020-12-15 13:06:48 main:581] : INFO : Epoch 682 | loss: 0.000328413 | val_loss: 0.000346923 | Time: 1619.66 ms [2020-12-15 13:06:50 main:581] : INFO : Epoch 683 | loss: 0.000330814 | val_loss: 0.00035547 | Time: 1620.66 ms [2020-12-15 13:06:51 main:581] : INFO : Epoch 684 | loss: 0.000340614 | val_loss: 0.000349 | Time: 1621.39 ms [2020-12-15 13:06:53 main:581] : INFO : Epoch 685 | loss: 0.000328903 | val_loss: 0.000344193 | Time: 1618.36 ms [2020-12-15 13:06:54 main:581] : INFO : Epoch 686 | loss: 0.000330176 | val_loss: 0.000352339 | Time: 1621.47 ms [2020-12-15 13:06:56 main:581] : INFO : Epoch 687 | loss: 0.000329235 | val_loss: 0.000344799 | Time: 1622.96 ms [2020-12-15 13:06:58 main:581] : INFO : Epoch 688 | loss: 0.000328884 | val_loss: 0.000347356 | Time: 1622.87 ms [2020-12-15 13:06:59 main:581] : INFO : Epoch 689 | loss: 0.000346018 | val_loss: 0.000359329 | Time: 1633.09 ms [2020-12-15 13:07:01 main:581] : INFO : Epoch 690 | loss: 0.000338924 | val_loss: 0.000350228 | Time: 1641.45 ms [2020-12-15 13:07:03 main:581] : INFO : Epoch 691 | loss: 0.000334134 | val_loss: 0.000350702 | Time: 1628.48 ms [2020-12-15 13:07:04 main:581] : INFO : Epoch 692 | loss: 0.000329086 | val_loss: 0.000343619 | Time: 1632.26 ms [2020-12-15 13:07:06 main:581] : INFO : Epoch 693 | loss: 0.000326373 | val_loss: 0.000344709 | Time: 1630.56 ms [2020-12-15 13:07:07 main:581] : INFO : Epoch 694 | loss: 0.000332105 | val_loss: 0.000349108 | Time: 1585.21 ms [2020-12-15 13:07:09 main:581] : INFO : Epoch 695 | loss: 0.000332941 | val_loss: 0.000353059 | Time: 1592.17 ms [2020-12-15 13:07:11 main:581] : INFO : Epoch 696 | loss: 0.00033113 | val_loss: 0.00034547 | Time: 1585.8 ms [2020-12-15 13:07:12 main:581] : INFO : Epoch 697 | loss: 0.000328092 | val_loss: 0.000347779 | Time: 1583.21 ms [2020-12-15 13:07:14 main:581] : INFO : Epoch 698 | loss: 0.000335219 | val_loss: 0.000353668 | Time: 1616.91 ms [2020-12-15 13:07:15 main:581] : INFO : Epoch 699 | loss: 0.000332044 | val_loss: 0.000349834 | Time: 1622.22 ms [2020-12-15 13:07:17 main:581] : INFO : Epoch 700 | loss: 0.000336297 | val_loss: 0.000355488 | Time: 1621.55 ms [2020-12-15 13:07:19 main:581] : INFO : Epoch 701 | loss: 0.000343301 | val_loss: 0.000354982 | Time: 1621.54 ms [2020-12-15 13:07:20 main:581] : INFO : Epoch 702 | loss: 0.000332741 | val_loss: 0.000345577 | Time: 1618.09 ms [2020-12-15 13:07:22 main:581] : INFO : Epoch 703 | loss: 0.000329898 | val_loss: 0.000347721 | Time: 1623.84 ms [2020-12-15 13:07:24 main:581] : INFO : Epoch 704 | loss: 0.000328155 | val_loss: 0.000345533 | Time: 1616.93 ms [2020-12-15 13:07:25 main:581] : INFO : Epoch 705 | loss: 0.000335646 | val_loss: 0.000355341 | Time: 1622.75 ms [2020-12-15 13:07:27 main:581] : INFO : Epoch 706 | loss: 0.000333748 | val_loss: 0.000347486 | Time: 1616.7 ms [2020-12-15 13:07:28 main:581] : INFO : Epoch 707 | loss: 0.000329281 | val_loss: 0.000347591 | Time: 1622.18 ms [2020-12-15 13:07:30 main:581] : INFO : Epoch 708 | loss: 0.00032797 | val_loss: 0.000349529 | Time: 1612.79 ms [2020-12-15 13:07:32 main:581] : INFO : Epoch 709 | loss: 0.000340187 | val_loss: 0.000346031 | Time: 1619.59 ms [2020-12-15 13:07:33 main:581] : INFO : Epoch 710 | loss: 0.000329194 | val_loss: 0.000345735 | Time: 1620.67 ms [2020-12-15 13:07:35 main:581] : INFO : Epoch 711 | loss: 0.000331429 | val_loss: 0.000348109 | Time: 1619.6 ms [2020-12-15 13:07:37 main:581] : INFO : Epoch 712 | loss: 0.000329719 | val_loss: 0.000344078 | Time: 1623.99 ms [2020-12-15 13:07:38 main:581] : INFO : Epoch 713 | loss: 0.000334641 | val_loss: 0.000352681 | Time: 1619.73 ms [2020-12-15 13:07:40 main:581] : INFO : Epoch 714 | loss: 0.000338534 | val_loss: 0.000380439 | Time: 1621.78 ms [2020-12-15 13:07:41 main:581] : INFO : Epoch 715 | loss: 0.000342771 | val_loss: 0.000351819 | Time: 1620.97 ms [2020-12-15 13:07:43 main:581] : INFO : Epoch 716 | loss: 0.000332352 | val_loss: 0.000346069 | Time: 1618.59 ms [2020-12-15 13:07:45 main:581] : INFO : Epoch 717 | loss: 0.00032934 | val_loss: 0.000345659 | Time: 1640.31 ms [2020-12-15 13:07:46 main:581] : INFO : Epoch 718 | loss: 0.000328597 | val_loss: 0.000344101 | Time: 1637.2 ms [2020-12-15 13:07:48 main:581] : INFO : Epoch 719 | loss: 0.00032808 | val_loss: 0.000344505 | Time: 1633.75 ms [2020-12-15 13:07:50 main:581] : INFO : Epoch 720 | loss: 0.00033693 | val_loss: 0.000359444 | Time: 1637.95 ms [2020-12-15 13:07:51 main:581] : INFO : Epoch 721 | loss: 0.000332644 | val_loss: 0.000343251 | Time: 1633.13 ms [2020-12-15 13:07:53 main:581] : INFO : Epoch 722 | loss: 0.000326769 | val_loss: 0.000343313 | Time: 1628.75 ms [2020-12-15 13:07:54 main:581] : INFO : Epoch 723 | loss: 0.000326538 | val_loss: 0.000346308 | Time: 1633.71 ms [2020-12-15 13:07:56 main:581] : INFO : Epoch 724 | loss: 0.000334605 | val_loss: 0.000364491 | Time: 1634.64 ms [2020-12-15 13:07:58 main:581] : INFO : Epoch 725 | loss: 0.00034336 | val_loss: 0.000351035 | Time: 1635.64 ms [2020-12-15 13:07:59 main:581] : INFO : Epoch 726 | loss: 0.00033105 | val_loss: 0.000343653 | Time: 1634.92 ms [2020-12-15 13:08:01 main:581] : INFO : Epoch 727 | loss: 0.00032719 | val_loss: 0.000347317 | Time: 1646.03 ms [2020-12-15 13:08:03 main:581] : INFO : Epoch 728 | loss: 0.000334489 | val_loss: 0.0003598 | Time: 1638.49 ms [2020-12-15 13:08:04 main:581] : INFO : Epoch 729 | loss: 0.000338971 | val_loss: 0.000350369 | Time: 1637.14 ms [2020-12-15 13:08:06 main:581] : INFO : Epoch 730 | loss: 0.000829964 | val_loss: 0.00392684 | Time: 1632.29 ms [2020-12-15 13:08:08 main:581] : INFO : Epoch 731 | loss: 0.00969475 | val_loss: 0.00721272 | Time: 1633.94 ms [2020-12-15 13:08:09 main:581] : INFO : Epoch 732 | loss: 0.00351015 | val_loss: 0.00158695 | Time: 1630.76 ms [2020-12-15 13:08:11 main:581] : INFO : Epoch 733 | loss: 0.000925801 | val_loss: 0.000565706 | Time: 1628.79 ms [2020-12-15 13:08:12 main:581] : INFO : Epoch 734 | loss: 0.000472086 | val_loss: 0.000417853 | Time: 1628.73 ms [2020-12-15 13:08:14 main:581] : INFO : Epoch 735 | loss: 0.000378179 | val_loss: 0.000385577 | Time: 1640.71 ms [2020-12-15 13:08:16 main:581] : INFO : Epoch 736 | loss: 0.000365554 | val_loss: 0.000367134 | Time: 1636.09 ms [2020-12-15 13:08:17 main:581] : INFO : Epoch 737 | loss: 0.00034645 | val_loss: 0.000363959 | Time: 1634.18 ms [2020-12-15 13:08:19 main:581] : INFO : Epoch 738 | loss: 0.000343822 | val_loss: 0.000359153 | Time: 1641.61 ms [2020-12-15 13:08:21 main:581] : INFO : Epoch 739 | loss: 0.000340731 | val_loss: 0.00035762 | Time: 1641.81 ms [2020-12-15 13:08:22 main:581] : INFO : Epoch 740 | loss: 0.000340097 | val_loss: 0.000357116 | Time: 1642.05 ms [2020-12-15 13:08:24 main:581] : INFO : Epoch 741 | loss: 0.000339135 | val_loss: 0.000355711 | Time: 1631.11 ms [2020-12-15 13:08:26 main:581] : INFO : Epoch 742 | loss: 0.000339576 | val_loss: 0.000357 | Time: 1632.55 ms [2020-12-15 13:08:27 main:581] : INFO : Epoch 743 | loss: 0.000337805 | val_loss: 0.000354266 | Time: 1630.6 ms [2020-12-15 13:08:29 main:581] : INFO : Epoch 744 | loss: 0.000336243 | val_loss: 0.000353495 | Time: 1634.64 ms [2020-12-15 13:08:30 main:581] : INFO : Epoch 745 | loss: 0.000343413 | val_loss: 0.000394383 | Time: 1631.68 ms [2020-12-15 13:08:32 main:581] : INFO : Epoch 746 | loss: 0.000353529 | val_loss: 0.000352573 | Time: 1636.91 ms [2020-12-15 13:08:34 main:581] : INFO : Epoch 747 | loss: 0.000336057 | val_loss: 0.000352615 | Time: 1641.13 ms [2020-12-15 13:08:35 main:581] : INFO : Epoch 748 | loss: 0.000335327 | val_loss: 0.000351746 | Time: 1635.83 ms [2020-12-15 13:08:37 main:581] : INFO : Epoch 749 | loss: 0.000334465 | val_loss: 0.00035101 | Time: 1642.14 ms [2020-12-15 13:08:39 main:581] : INFO : Epoch 750 | loss: 0.000334378 | val_loss: 0.000352782 | Time: 1640.52 ms [2020-12-15 13:08:40 main:581] : INFO : Epoch 751 | loss: 0.000334731 | val_loss: 0.000350824 | Time: 1637.15 ms [2020-12-15 13:08:42 main:581] : INFO : Epoch 752 | loss: 0.000333151 | val_loss: 0.00034997 | Time: 1633.73 ms [2020-12-15 13:08:44 main:581] : INFO : Epoch 753 | loss: 0.000333314 | val_loss: 0.000350748 | Time: 1631.89 ms [2020-12-15 13:08:45 main:581] : INFO : Epoch 754 | loss: 0.000332822 | val_loss: 0.000349194 | Time: 1631.79 ms [2020-12-15 13:08:47 main:581] : INFO : Epoch 755 | loss: 0.000333586 | val_loss: 0.000350581 | Time: 1638.3 ms [2020-12-15 13:08:48 main:581] : INFO : Epoch 756 | loss: 0.00033415 | val_loss: 0.000350445 | Time: 1634.96 ms [2020-12-15 13:08:50 main:581] : INFO : Epoch 757 | loss: 0.000342345 | val_loss: 0.000360803 | Time: 1641.41 ms [2020-12-15 13:08:52 main:581] : INFO : Epoch 758 | loss: 0.000335778 | val_loss: 0.000350624 | Time: 1632.63 ms [2020-12-15 13:08:53 main:581] : INFO : Epoch 759 | loss: 0.000334591 | val_loss: 0.000349758 | Time: 1632.12 ms [2020-12-15 13:08:55 main:581] : INFO : Epoch 760 | loss: 0.0003327 | val_loss: 0.000348789 | Time: 1634.64 ms [2020-12-15 13:08:57 main:581] : INFO : Epoch 761 | loss: 0.000333852 | val_loss: 0.000352267 | Time: 1633.69 ms [2020-12-15 13:08:58 main:581] : INFO : Epoch 762 | loss: 0.000333586 | val_loss: 0.00034958 | Time: 1632.25 ms [2020-12-15 13:09:00 main:581] : INFO : Epoch 763 | loss: 0.000334429 | val_loss: 0.000352507 | Time: 1651.53 ms [2020-12-15 13:09:02 main:581] : INFO : Epoch 764 | loss: 0.000333847 | val_loss: 0.000350758 | Time: 1639.29 ms [2020-12-15 13:09:03 main:581] : INFO : Epoch 765 | loss: 0.000333912 | val_loss: 0.000350205 | Time: 1631.06 ms [2020-12-15 13:09:05 main:581] : INFO : Epoch 766 | loss: 0.000338366 | val_loss: 0.0003511 | Time: 1635.64 ms [2020-12-15 13:09:06 main:581] : INFO : Epoch 767 | loss: 0.000336094 | val_loss: 0.000349179 | Time: 1638.31 ms [2020-12-15 13:09:08 main:581] : INFO : Epoch 768 | loss: 0.000332736 | val_loss: 0.000347933 | Time: 1640.82 ms [2020-12-15 13:09:10 main:581] : INFO : Epoch 769 | loss: 0.000330216 | val_loss: 0.000351622 | Time: 1630.95 ms [2020-12-15 13:09:11 main:581] : INFO : Epoch 770 | loss: 0.000333481 | val_loss: 0.00035126 | Time: 1630.18 ms [2020-12-15 13:09:13 main:581] : INFO : Epoch 771 | loss: 0.000332067 | val_loss: 0.00035265 | Time: 1629.21 ms [2020-12-15 13:09:15 main:581] : INFO : Epoch 772 | loss: 0.000335208 | val_loss: 0.00034573 | Time: 1633.82 ms [2020-12-15 13:09:16 main:581] : INFO : Epoch 773 | loss: 0.000331921 | val_loss: 0.000349153 | Time: 1650.29 ms [2020-12-15 13:09:18 main:581] : INFO : Epoch 774 | loss: 0.000330275 | val_loss: 0.00034635 | Time: 1636.18 ms [2020-12-15 13:09:20 main:581] : INFO : Epoch 775 | loss: 0.000335817 | val_loss: 0.000371208 | Time: 1639.39 ms [2020-12-15 13:09:21 main:581] : INFO : Epoch 776 | loss: 0.000342496 | val_loss: 0.000348652 | Time: 1643.15 ms [2020-12-15 13:09:23 main:581] : INFO : Epoch 777 | loss: 0.000330529 | val_loss: 0.000346852 | Time: 1639.11 ms [2020-12-15 13:09:24 main:581] : INFO : Epoch 778 | loss: 0.000329585 | val_loss: 0.000346133 | Time: 1639.37 ms [2020-12-15 13:09:26 main:581] : INFO : Epoch 779 | loss: 0.000329335 | val_loss: 0.000345585 | Time: 1634.93 ms [2020-12-15 13:09:28 main:581] : INFO : Epoch 780 | loss: 0.000329948 | val_loss: 0.000348425 | Time: 1634.94 ms [2020-12-15 13:09:29 main:581] : INFO : Epoch 781 | loss: 0.000330671 | val_loss: 0.000346116 | Time: 1634.51 ms [2020-12-15 13:09:31 main:581] : INFO : Epoch 782 | loss: 0.000330526 | val_loss: 0.000345561 | Time: 1634.69 ms [2020-12-15 13:09:33 main:581] : INFO : Epoch 783 | loss: 0.000329706 | val_loss: 0.000350825 | Time: 1634.82 ms [2020-12-15 13:09:34 main:581] : INFO : Epoch 784 | loss: 0.000339277 | val_loss: 0.000354268 | Time: 1638.42 ms [2020-12-15 13:09:36 main:581] : INFO : Epoch 785 | loss: 0.000332799 | val_loss: 0.000346848 | Time: 1641.3 ms [2020-12-15 13:09:38 main:581] : INFO : Epoch 786 | loss: 0.000329971 | val_loss: 0.000346662 | Time: 1640.38 ms [2020-12-15 13:09:39 main:581] : INFO : Epoch 787 | loss: 0.000332054 | val_loss: 0.000355081 | Time: 1635.36 ms [2020-12-15 13:09:41 main:581] : INFO : Epoch 788 | loss: 0.000334226 | val_loss: 0.00034484 | Time: 1633.37 ms [2020-12-15 13:09:42 main:581] : INFO : Epoch 789 | loss: 0.000330092 | val_loss: 0.000347145 | Time: 1638.34 ms [2020-12-15 13:09:44 main:581] : INFO : Epoch 790 | loss: 0.00033071 | val_loss: 0.000351173 | Time: 1637.29 ms [2020-12-15 13:09:46 main:581] : INFO : Epoch 791 | loss: 0.000335466 | val_loss: 0.000353933 | Time: 1632.22 ms [2020-12-15 13:09:47 main:581] : INFO : Epoch 792 | loss: 0.00033428 | val_loss: 0.000350511 | Time: 1636.84 ms [2020-12-15 13:09:49 main:581] : INFO : Epoch 793 | loss: 0.000332198 | val_loss: 0.000345656 | Time: 1638.74 ms [2020-12-15 13:09:51 main:581] : INFO : Epoch 794 | loss: 0.000329372 | val_loss: 0.000349048 | Time: 1643.78 ms [2020-12-15 13:09:52 main:581] : INFO : Epoch 795 | loss: 0.000331457 | val_loss: 0.00034759 | Time: 1637.28 ms [2020-12-15 13:09:54 main:581] : INFO : Epoch 796 | loss: 0.000332164 | val_loss: 0.000354991 | Time: 1630.89 ms [2020-12-15 13:09:56 main:581] : INFO : Epoch 797 | loss: 0.000333832 | val_loss: 0.000345753 | Time: 1636.35 ms [2020-12-15 13:09:57 main:581] : INFO : Epoch 798 | loss: 0.000331652 | val_loss: 0.000347137 | Time: 1632.45 ms [2020-12-15 13:09:59 main:581] : INFO : Epoch 799 | loss: 0.000330152 | val_loss: 0.000352729 | Time: 1642.51 ms [2020-12-15 13:10:00 main:581] : INFO : Epoch 800 | loss: 0.000331523 | val_loss: 0.000347972 | Time: 1655.01 ms [2020-12-15 13:10:02 main:581] : INFO : Epoch 801 | loss: 0.000338199 | val_loss: 0.000361421 | Time: 1635.26 ms [2020-12-15 13:10:04 main:581] : INFO : Epoch 802 | loss: 0.000339115 | val_loss: 0.000349027 | Time: 1632.29 ms [2020-12-15 13:10:05 main:581] : INFO : Epoch 803 | loss: 0.000330313 | val_loss: 0.000346885 | Time: 1634.52 ms [2020-12-15 13:10:07 main:581] : INFO : Epoch 804 | loss: 0.000329184 | val_loss: 0.00034656 | Time: 1642.73 ms [2020-12-15 13:10:09 main:581] : INFO : Epoch 805 | loss: 0.000328749 | val_loss: 0.000346173 | Time: 1642.32 ms [2020-12-15 13:10:10 main:581] : INFO : Epoch 806 | loss: 0.000329249 | val_loss: 0.00034965 | Time: 1636.13 ms [2020-12-15 13:10:12 main:581] : INFO : Epoch 807 | loss: 0.000341677 | val_loss: 0.000361078 | Time: 1629.93 ms [2020-12-15 13:10:14 main:581] : INFO : Epoch 808 | loss: 0.00033402 | val_loss: 0.000347807 | Time: 1627.68 ms [2020-12-15 13:10:15 main:581] : INFO : Epoch 809 | loss: 0.000329236 | val_loss: 0.000344829 | Time: 1631.88 ms [2020-12-15 13:10:17 main:581] : INFO : Epoch 810 | loss: 0.00033301 | val_loss: 0.000348378 | Time: 1631.35 ms [2020-12-15 13:10:18 main:581] : INFO : Epoch 811 | loss: 0.000329778 | val_loss: 0.000348983 | Time: 1627.56 ms [2020-12-15 13:10:20 main:581] : INFO : Epoch 812 | loss: 0.000336709 | val_loss: 0.000356928 | Time: 1633.74 ms [2020-12-15 13:10:22 main:581] : INFO : Epoch 813 | loss: 0.000336758 | val_loss: 0.000349286 | Time: 1639.18 ms [2020-12-15 13:10:23 main:581] : INFO : Epoch 814 | loss: 0.000335907 | val_loss: 0.000345078 | Time: 1630.74 ms [2020-12-15 13:10:25 main:581] : INFO : Epoch 815 | loss: 0.000332794 | val_loss: 0.000348062 | Time: 1636.73 ms [2020-12-15 13:10:27 main:581] : INFO : Epoch 816 | loss: 0.000331155 | val_loss: 0.000346724 | Time: 1635.26 ms [2020-12-15 13:10:28 main:581] : INFO : Epoch 817 | loss: 0.000329268 | val_loss: 0.000345596 | Time: 1635.28 ms [2020-12-15 13:10:30 main:581] : INFO : Epoch 818 | loss: 0.000329405 | val_loss: 0.000348852 | Time: 1629.02 ms [2020-12-15 13:10:32 main:581] : INFO : Epoch 819 | loss: 0.000352922 | val_loss: 0.000350795 | Time: 1630.67 ms [2020-12-15 13:10:33 main:581] : INFO : Epoch 820 | loss: 0.000331675 | val_loss: 0.000346479 | Time: 1630.64 ms [2020-12-15 13:10:35 main:581] : INFO : Epoch 821 | loss: 0.00032906 | val_loss: 0.000344643 | Time: 1632.88 ms [2020-12-15 13:10:36 main:581] : INFO : Epoch 822 | loss: 0.00032828 | val_loss: 0.000347002 | Time: 1632.35 ms [2020-12-15 13:10:38 main:581] : INFO : Epoch 823 | loss: 0.000330502 | val_loss: 0.000345865 | Time: 1627.87 ms [2020-12-15 13:10:40 main:581] : INFO : Epoch 824 | loss: 0.000330515 | val_loss: 0.00034836 | Time: 1628.97 ms [2020-12-15 13:10:41 main:581] : INFO : Epoch 825 | loss: 0.000330627 | val_loss: 0.000352535 | Time: 1634.14 ms [2020-12-15 13:10:43 main:581] : INFO : Epoch 826 | loss: 0.000342626 | val_loss: 0.000346392 | Time: 1645.64 ms [2020-12-15 13:10:45 main:581] : INFO : Epoch 827 | loss: 0.000332423 | val_loss: 0.000346822 | Time: 1639.81 ms [2020-12-15 13:10:46 main:581] : INFO : Epoch 828 | loss: 0.000329083 | val_loss: 0.000345033 | Time: 1636.72 ms [2020-12-15 13:10:48 main:581] : INFO : Epoch 829 | loss: 0.000329811 | val_loss: 0.000349498 | Time: 1639.83 ms [2020-12-15 13:10:50 main:581] : INFO : Epoch 830 | loss: 0.00033306 | val_loss: 0.000349002 | Time: 1629.94 ms [2020-12-15 13:10:51 main:581] : INFO : Epoch 831 | loss: 0.000333392 | val_loss: 0.000348678 | Time: 1632.76 ms [2020-12-15 13:10:53 main:581] : INFO : Epoch 832 | loss: 0.000331938 | val_loss: 0.00034523 | Time: 1631.18 ms [2020-12-15 13:10:54 main:581] : INFO : Epoch 833 | loss: 0.000337871 | val_loss: 0.000363586 | Time: 1629.4 ms [2020-12-15 13:10:56 main:581] : INFO : Epoch 834 | loss: 0.00033789 | val_loss: 0.00035008 | Time: 1625.01 ms [2020-12-15 13:10:58 main:581] : INFO : Epoch 835 | loss: 0.000330212 | val_loss: 0.000343527 | Time: 1638.22 ms [2020-12-15 13:10:59 main:581] : INFO : Epoch 836 | loss: 0.000331507 | val_loss: 0.000344703 | Time: 1630.86 ms [2020-12-15 13:11:01 main:581] : INFO : Epoch 837 | loss: 0.00032782 | val_loss: 0.000344858 | Time: 1641.71 ms [2020-12-15 13:11:03 main:581] : INFO : Epoch 838 | loss: 0.00033353 | val_loss: 0.000349647 | Time: 1626.92 ms [2020-12-15 13:11:04 main:581] : INFO : Epoch 839 | loss: 0.000329209 | val_loss: 0.000341606 | Time: 1622.4 ms [2020-12-15 13:11:06 main:581] : INFO : Epoch 840 | loss: 0.000327074 | val_loss: 0.000345497 | Time: 1628.91 ms [2020-12-15 13:11:07 main:581] : INFO : Epoch 841 | loss: 0.000329606 | val_loss: 0.000348543 | Time: 1631.09 ms [2020-12-15 13:11:09 main:581] : INFO : Epoch 842 | loss: 0.000337074 | val_loss: 0.000351866 | Time: 1625.45 ms [2020-12-15 13:11:11 main:581] : INFO : Epoch 843 | loss: 0.000332569 | val_loss: 0.000347501 | Time: 1629.46 ms [2020-12-15 13:11:12 main:581] : INFO : Epoch 844 | loss: 0.000328216 | val_loss: 0.00034831 | Time: 1623.57 ms [2020-12-15 13:11:14 main:581] : INFO : Epoch 845 | loss: 0.000330189 | val_loss: 0.000348386 | Time: 1634.76 ms [2020-12-15 13:11:16 main:581] : INFO : Epoch 846 | loss: 0.000328821 | val_loss: 0.000343392 | Time: 1632.7 ms [2020-12-15 13:11:17 main:581] : INFO : Epoch 847 | loss: 0.000329093 | val_loss: 0.000346477 | Time: 1637.58 ms [2020-12-15 13:11:19 main:581] : INFO : Epoch 848 | loss: 0.000329146 | val_loss: 0.00034828 | Time: 1629.87 ms [2020-12-15 13:11:21 main:581] : INFO : Epoch 849 | loss: 0.000348119 | val_loss: 0.000347942 | Time: 1643.35 ms [2020-12-15 13:11:22 main:581] : INFO : Epoch 850 | loss: 0.000333874 | val_loss: 0.000348509 | Time: 1640.09 ms [2020-12-15 13:11:24 main:581] : INFO : Epoch 851 | loss: 0.000329788 | val_loss: 0.000345152 | Time: 1642.29 ms [2020-12-15 13:11:25 main:581] : INFO : Epoch 852 | loss: 0.00032735 | val_loss: 0.000343086 | Time: 1644.04 ms [2020-12-15 13:11:27 main:581] : INFO : Epoch 853 | loss: 0.000325902 | val_loss: 0.000344339 | Time: 1636.35 ms [2020-12-15 13:11:29 main:581] : INFO : Epoch 854 | loss: 0.000330437 | val_loss: 0.000348303 | Time: 1635.77 ms [2020-12-15 13:11:30 main:581] : INFO : Epoch 855 | loss: 0.000328924 | val_loss: 0.000342644 | Time: 1643.54 ms [2020-12-15 13:11:32 main:581] : INFO : Epoch 856 | loss: 0.000327522 | val_loss: 0.000345133 | Time: 1643.7 ms [2020-12-15 13:11:34 main:581] : INFO : Epoch 857 | loss: 0.000328124 | val_loss: 0.000345235 | Time: 1638.08 ms [2020-12-15 13:11:35 main:581] : INFO : Epoch 858 | loss: 0.000343784 | val_loss: 0.000376061 | Time: 1639.79 ms [2020-12-15 13:11:37 main:581] : INFO : Epoch 859 | loss: 0.000334774 | val_loss: 0.000346181 | Time: 1641.17 ms [2020-12-15 13:11:39 main:581] : INFO : Epoch 860 | loss: 0.000327993 | val_loss: 0.000342199 | Time: 1642.8 ms [2020-12-15 13:11:40 main:581] : INFO : Epoch 861 | loss: 0.000327727 | val_loss: 0.000345114 | Time: 1637.37 ms [2020-12-15 13:11:42 main:581] : INFO : Epoch 862 | loss: 0.000327629 | val_loss: 0.000342277 | Time: 1635.42 ms [2020-12-15 13:11:43 main:581] : INFO : Epoch 863 | loss: 0.000326701 | val_loss: 0.00034287 | Time: 1648.26 ms [2020-12-15 13:11:45 main:581] : INFO : Epoch 864 | loss: 0.00033067 | val_loss: 0.000356497 | Time: 1635.54 ms [2020-12-15 13:11:47 main:581] : INFO : Epoch 865 | loss: 0.000333778 | val_loss: 0.000348279 | Time: 1631.75 ms [2020-12-15 13:11:48 main:581] : INFO : Epoch 866 | loss: 0.000334585 | val_loss: 0.000342774 | Time: 1647.17 ms [2020-12-15 13:11:50 main:581] : INFO : Epoch 867 | loss: 0.00032853 | val_loss: 0.000343005 | Time: 1643.29 ms [2020-12-15 13:11:52 main:581] : INFO : Epoch 868 | loss: 0.000333304 | val_loss: 0.000362043 | Time: 1633.42 ms [2020-12-15 13:11:53 main:581] : INFO : Epoch 869 | loss: 0.000334717 | val_loss: 0.000350342 | Time: 1636.83 ms [2020-12-15 13:11:55 main:581] : INFO : Epoch 870 | loss: 0.000331425 | val_loss: 0.000344711 | Time: 1628.93 ms [2020-12-15 13:11:57 main:581] : INFO : Epoch 871 | loss: 0.000328182 | val_loss: 0.000341886 | Time: 1632.45 ms [2020-12-15 13:11:58 main:581] : INFO : Epoch 872 | loss: 0.000330506 | val_loss: 0.000349884 | Time: 1641.18 ms [2020-12-15 13:12:00 main:581] : INFO : Epoch 873 | loss: 0.00032782 | val_loss: 0.000343897 | Time: 1647.08 ms [2020-12-15 13:12:02 main:581] : INFO : Epoch 874 | loss: 0.000327988 | val_loss: 0.000344602 | Time: 1633.72 ms [2020-12-15 13:12:03 main:581] : INFO : Epoch 875 | loss: 0.000338718 | val_loss: 0.000371051 | Time: 1652.28 ms [2020-12-15 13:12:05 main:581] : INFO : Epoch 876 | loss: 0.000340624 | val_loss: 0.000349121 | Time: 1649.66 ms [2020-12-15 13:12:06 main:581] : INFO : Epoch 877 | loss: 0.000328806 | val_loss: 0.000342657 | Time: 1649.89 ms [2020-12-15 13:12:08 main:581] : INFO : Epoch 878 | loss: 0.000326536 | val_loss: 0.000341307 | Time: 1646.03 ms [2020-12-15 13:12:10 main:581] : INFO : Epoch 879 | loss: 0.000325435 | val_loss: 0.000341343 | Time: 1624.03 ms [2020-12-15 13:12:11 main:581] : INFO : Epoch 880 | loss: 0.000334619 | val_loss: 0.000379994 | Time: 1612.87 ms [2020-12-15 13:12:13 main:581] : INFO : Epoch 881 | loss: 0.000347579 | val_loss: 0.000352727 | Time: 1643.85 ms [2020-12-15 13:12:15 main:581] : INFO : Epoch 882 | loss: 0.000331185 | val_loss: 0.00034471 | Time: 1645.83 ms [2020-12-15 13:12:16 main:581] : INFO : Epoch 883 | loss: 0.000327012 | val_loss: 0.000342302 | Time: 1641.88 ms [2020-12-15 13:12:18 main:581] : INFO : Epoch 884 | loss: 0.000328272 | val_loss: 0.000353788 | Time: 1652.91 ms [2020-12-15 13:12:20 main:581] : INFO : Epoch 885 | loss: 0.000338066 | val_loss: 0.000349322 | Time: 1643.04 ms [2020-12-15 13:12:21 main:581] : INFO : Epoch 886 | loss: 0.000329829 | val_loss: 0.00034459 | Time: 1643.37 ms [2020-12-15 13:12:23 main:581] : INFO : Epoch 887 | loss: 0.000327966 | val_loss: 0.000342918 | Time: 1647.91 ms [2020-12-15 13:12:25 main:581] : INFO : Epoch 888 | loss: 0.000325715 | val_loss: 0.000342828 | Time: 1661.08 ms [2020-12-15 13:12:26 main:581] : INFO : Epoch 889 | loss: 0.000326294 | val_loss: 0.00034546 | Time: 1645.16 ms [2020-12-15 13:12:28 main:581] : INFO : Epoch 890 | loss: 0.000337473 | val_loss: 0.000347872 | Time: 1656.29 ms [2020-12-15 13:12:29 main:581] : INFO : Epoch 891 | loss: 0.000329638 | val_loss: 0.000345515 | Time: 1664.05 ms [2020-12-15 13:12:31 main:581] : INFO : Epoch 892 | loss: 0.000328689 | val_loss: 0.000342946 | Time: 1648.79 ms [2020-12-15 13:12:33 main:581] : INFO : Epoch 893 | loss: 0.000332165 | val_loss: 0.000364525 | Time: 1642.34 ms [2020-12-15 13:12:34 main:581] : INFO : Epoch 894 | loss: 0.000340068 | val_loss: 0.000348588 | Time: 1650.33 ms [2020-12-15 13:12:36 main:581] : INFO : Epoch 895 | loss: 0.000329811 | val_loss: 0.000344656 | Time: 1649.44 ms [2020-12-15 13:12:38 main:581] : INFO : Epoch 896 | loss: 0.000326471 | val_loss: 0.000342548 | Time: 1649.61 ms [2020-12-15 13:12:39 main:581] : INFO : Epoch 897 | loss: 0.000329802 | val_loss: 0.000365058 | Time: 1648.52 ms [2020-12-15 13:12:41 main:581] : INFO : Epoch 898 | loss: 0.000350574 | val_loss: 0.000345649 | Time: 1658.82 ms [2020-12-15 13:12:43 main:581] : INFO : Epoch 899 | loss: 0.000329883 | val_loss: 0.000343982 | Time: 1633.91 ms [2020-12-15 13:12:44 main:581] : INFO : Epoch 900 | loss: 0.000326598 | val_loss: 0.000343349 | Time: 1638.37 ms [2020-12-15 13:12:46 main:581] : INFO : Epoch 901 | loss: 0.000326877 | val_loss: 0.000345304 | Time: 1637.62 ms [2020-12-15 13:12:48 main:581] : INFO : Epoch 902 | loss: 0.00033308 | val_loss: 0.000350232 | Time: 1634.54 ms [2020-12-15 13:12:49 main:581] : INFO : Epoch 903 | loss: 0.000332429 | val_loss: 0.000345508 | Time: 1634.35 ms [2020-12-15 13:12:51 main:581] : INFO : Epoch 904 | loss: 0.000328672 | val_loss: 0.000343446 | Time: 1642.84 ms [2020-12-15 13:12:53 main:581] : INFO : Epoch 905 | loss: 0.000326858 | val_loss: 0.000342534 | Time: 1643.73 ms [2020-12-15 13:12:54 main:581] : INFO : Epoch 906 | loss: 0.000326624 | val_loss: 0.000344943 | Time: 1633.27 ms [2020-12-15 13:12:56 main:581] : INFO : Epoch 907 | loss: 0.000337869 | val_loss: 0.000364993 | Time: 1631.06 ms [2020-12-15 13:12:57 main:581] : INFO : Epoch 908 | loss: 0.00033789 | val_loss: 0.000344369 | Time: 1633 ms [2020-12-15 13:12:59 main:581] : INFO : Epoch 909 | loss: 0.000328726 | val_loss: 0.00034489 | Time: 1640.58 ms [2020-12-15 13:13:01 main:581] : INFO : Epoch 910 | loss: 0.000326896 | val_loss: 0.00034337 | Time: 1655.49 ms [2020-12-15 13:13:02 main:581] : INFO : Epoch 911 | loss: 0.00032834 | val_loss: 0.000345086 | Time: 1627.99 ms [2020-12-15 13:13:04 main:581] : INFO : Epoch 912 | loss: 0.000340341 | val_loss: 0.000356289 | Time: 1640.52 ms [2020-12-15 13:13:06 main:581] : INFO : Epoch 913 | loss: 0.000332629 | val_loss: 0.00034546 | Time: 1639 ms [2020-12-15 13:13:07 main:581] : INFO : Epoch 914 | loss: 0.00032969 | val_loss: 0.000348772 | Time: 1637.83 ms [2020-12-15 13:13:09 main:581] : INFO : Epoch 915 | loss: 0.000332774 | val_loss: 0.000348493 | Time: 1633.8 ms [2020-12-15 13:13:11 main:581] : INFO : Epoch 916 | loss: 0.000327539 | val_loss: 0.000344302 | Time: 1631.32 ms [2020-12-15 13:13:12 main:581] : INFO : Epoch 917 | loss: 0.000327359 | val_loss: 0.000343444 | Time: 1642.73 ms [2020-12-15 13:13:14 main:581] : INFO : Epoch 918 | loss: 0.000334352 | val_loss: 0.00036015 | Time: 1636.44 ms [2020-12-15 13:13:15 main:581] : INFO : Epoch 919 | loss: 0.000338034 | val_loss: 0.000356996 | Time: 1634.34 ms [2020-12-15 13:13:17 main:581] : INFO : Epoch 920 | loss: 0.000334886 | val_loss: 0.000344664 | Time: 1667.59 ms [2020-12-15 13:13:19 main:581] : INFO : Epoch 921 | loss: 0.000328107 | val_loss: 0.00034313 | Time: 1671.16 ms [2020-12-15 13:13:20 main:581] : INFO : Epoch 922 | loss: 0.000329502 | val_loss: 0.000344473 | Time: 1652.66 ms [2020-12-15 13:13:22 main:581] : INFO : Epoch 923 | loss: 0.000338087 | val_loss: 0.000357438 | Time: 1649.1 ms [2020-12-15 13:13:24 main:581] : INFO : Epoch 924 | loss: 0.000331641 | val_loss: 0.000348274 | Time: 1667.39 ms [2020-12-15 13:13:25 main:581] : INFO : Epoch 925 | loss: 0.000332195 | val_loss: 0.00034716 | Time: 1658.19 ms [2020-12-15 13:13:27 main:581] : INFO : Epoch 926 | loss: 0.000329058 | val_loss: 0.0003456 | Time: 1650.54 ms [2020-12-15 13:13:29 main:581] : INFO : Epoch 927 | loss: 0.000329036 | val_loss: 0.000345366 | Time: 1641.15 ms [2020-12-15 13:13:30 main:581] : INFO : Epoch 928 | loss: 0.000327863 | val_loss: 0.000344069 | Time: 1647.94 ms [2020-12-15 13:13:32 main:581] : INFO : Epoch 929 | loss: 0.000331086 | val_loss: 0.000362205 | Time: 1644.63 ms [2020-12-15 13:13:34 main:581] : INFO : Epoch 930 | loss: 0.000352182 | val_loss: 0.00036339 | Time: 1644.4 ms [2020-12-15 13:13:35 main:581] : INFO : Epoch 931 | loss: 0.000336137 | val_loss: 0.000348979 | Time: 1639.55 ms [2020-12-15 13:13:37 main:581] : INFO : Epoch 932 | loss: 0.000329906 | val_loss: 0.000342963 | Time: 1641.01 ms [2020-12-15 13:13:39 main:581] : INFO : Epoch 933 | loss: 0.000327908 | val_loss: 0.000343466 | Time: 1648.21 ms [2020-12-15 13:13:40 main:581] : INFO : Epoch 934 | loss: 0.000327136 | val_loss: 0.000343542 | Time: 1636.88 ms [2020-12-15 13:13:42 main:581] : INFO : Epoch 935 | loss: 0.000327053 | val_loss: 0.000343642 | Time: 1646.95 ms [2020-12-15 13:13:43 main:581] : INFO : Epoch 936 | loss: 0.000330928 | val_loss: 0.000350316 | Time: 1646.52 ms [2020-12-15 13:13:45 main:581] : INFO : Epoch 937 | loss: 0.000332317 | val_loss: 0.000353388 | Time: 1645.07 ms [2020-12-15 13:13:47 main:581] : INFO : Epoch 938 | loss: 0.00033392 | val_loss: 0.000346014 | Time: 1644.7 ms [2020-12-15 13:13:48 main:581] : INFO : Epoch 939 | loss: 0.000331445 | val_loss: 0.000347548 | Time: 1654.15 ms [2020-12-15 13:13:50 main:581] : INFO : Epoch 940 | loss: 0.000328611 | val_loss: 0.000343081 | Time: 1647.96 ms [2020-12-15 13:13:52 main:581] : INFO : Epoch 941 | loss: 0.000333151 | val_loss: 0.000352683 | Time: 1634.71 ms [2020-12-15 13:13:53 main:581] : INFO : Epoch 942 | loss: 0.000336864 | val_loss: 0.000351042 | Time: 1630.16 ms [2020-12-15 13:13:55 main:581] : INFO : Epoch 943 | loss: 0.000334146 | val_loss: 0.000350398 | Time: 1631.85 ms [2020-12-15 13:13:57 main:581] : INFO : Epoch 944 | loss: 0.000329573 | val_loss: 0.000342845 | Time: 1630.98 ms [2020-12-15 13:13:58 main:581] : INFO : Epoch 945 | loss: 0.000331002 | val_loss: 0.00034827 | Time: 1625.97 ms [2020-12-15 13:14:00 main:581] : INFO : Epoch 946 | loss: 0.000329384 | val_loss: 0.000343558 | Time: 1639.17 ms [2020-12-15 13:14:02 main:581] : INFO : Epoch 947 | loss: 0.000328592 | val_loss: 0.000348935 | Time: 1639.47 ms [2020-12-15 13:14:03 main:581] : INFO : Epoch 948 | loss: 0.000332209 | val_loss: 0.000348012 | Time: 1637.81 ms [2020-12-15 13:14:05 main:581] : INFO : Epoch 949 | loss: 0.00033105 | val_loss: 0.000349333 | Time: 1646.81 ms [2020-12-15 13:14:06 main:581] : INFO : Epoch 950 | loss: 0.000346519 | val_loss: 0.000357644 | Time: 1638.95 ms [2020-12-15 13:14:08 main:581] : INFO : Epoch 951 | loss: 0.000334003 | val_loss: 0.000344361 | Time: 1630.73 ms [2020-12-15 13:14:10 main:581] : INFO : Epoch 952 | loss: 0.000327466 | val_loss: 0.000343665 | Time: 1631.66 ms [2020-12-15 13:14:11 main:581] : INFO : Epoch 953 | loss: 0.000328008 | val_loss: 0.000346106 | Time: 1635.16 ms [2020-12-15 13:14:13 main:581] : INFO : Epoch 954 | loss: 0.000328907 | val_loss: 0.000344764 | Time: 1637.27 ms [2020-12-15 13:14:15 main:581] : INFO : Epoch 955 | loss: 0.000343674 | val_loss: 0.000347207 | Time: 1617.68 ms [2020-12-15 13:14:16 main:581] : INFO : Epoch 956 | loss: 0.000331784 | val_loss: 0.000348502 | Time: 1602.3 ms [2020-12-15 13:14:18 main:581] : INFO : Epoch 957 | loss: 0.000328322 | val_loss: 0.000343578 | Time: 1603.59 ms [2020-12-15 13:14:19 main:581] : INFO : Epoch 958 | loss: 0.000326508 | val_loss: 0.000343028 | Time: 1596.73 ms [2020-12-15 13:14:21 main:581] : INFO : Epoch 959 | loss: 0.000329571 | val_loss: 0.000350981 | Time: 1599.42 ms [2020-12-15 13:14:23 main:581] : INFO : Epoch 960 | loss: 0.000331623 | val_loss: 0.000347488 | Time: 1599.92 ms [2020-12-15 13:14:24 main:581] : INFO : Epoch 961 | loss: 0.000330229 | val_loss: 0.000347609 | Time: 1601.97 ms [2020-12-15 13:14:26 main:581] : INFO : Epoch 962 | loss: 0.000332627 | val_loss: 0.000350081 | Time: 1602.8 ms [2020-12-15 13:14:27 main:581] : INFO : Epoch 963 | loss: 0.000342861 | val_loss: 0.000365031 | Time: 1602.14 ms [2020-12-15 13:14:29 main:581] : INFO : Epoch 964 | loss: 0.000335852 | val_loss: 0.000345187 | Time: 1600.68 ms [2020-12-15 13:14:31 main:581] : INFO : Epoch 965 | loss: 0.000328762 | val_loss: 0.000343893 | Time: 1606.53 ms [2020-12-15 13:14:32 main:581] : INFO : Epoch 966 | loss: 0.00032932 | val_loss: 0.000356783 | Time: 1606.34 ms [2020-12-15 13:14:34 main:581] : INFO : Epoch 967 | loss: 0.00034101 | val_loss: 0.000348248 | Time: 1608.91 ms [2020-12-15 13:14:35 main:581] : INFO : Epoch 968 | loss: 0.000329085 | val_loss: 0.00034556 | Time: 1604.26 ms [2020-12-15 13:14:37 main:581] : INFO : Epoch 969 | loss: 0.000327665 | val_loss: 0.000342867 | Time: 1599.82 ms [2020-12-15 13:14:39 main:581] : INFO : Epoch 970 | loss: 0.000326594 | val_loss: 0.000345893 | Time: 1604.14 ms [2020-12-15 13:14:40 main:581] : INFO : Epoch 971 | loss: 0.000329976 | val_loss: 0.000358502 | Time: 1606.4 ms [2020-12-15 13:14:42 main:581] : INFO : Epoch 972 | loss: 0.000344536 | val_loss: 0.000350826 | Time: 1601.99 ms [2020-12-15 13:14:43 main:581] : INFO : Epoch 973 | loss: 0.000331055 | val_loss: 0.00034598 | Time: 1601.41 ms [2020-12-15 13:14:45 main:581] : INFO : Epoch 974 | loss: 0.000328625 | val_loss: 0.000346024 | Time: 1601.42 ms [2020-12-15 13:14:47 main:581] : INFO : Epoch 975 | loss: 0.00032796 | val_loss: 0.000343743 | Time: 1603.84 ms [2020-12-15 13:14:48 main:581] : INFO : Epoch 976 | loss: 0.000334216 | val_loss: 0.000358552 | Time: 1634.66 ms [2020-12-15 13:14:50 main:581] : INFO : Epoch 977 | loss: 0.00033837 | val_loss: 0.000356456 | Time: 1654.87 ms [2020-12-15 13:14:52 main:581] : INFO : Epoch 978 | loss: 0.000331459 | val_loss: 0.000343712 | Time: 1629.82 ms [2020-12-15 13:14:53 main:581] : INFO : Epoch 979 | loss: 0.000329545 | val_loss: 0.000345786 | Time: 1633.58 ms [2020-12-15 13:14:55 main:581] : INFO : Epoch 980 | loss: 0.000329179 | val_loss: 0.000345875 | Time: 1633.28 ms [2020-12-15 13:14:56 main:581] : INFO : Epoch 981 | loss: 0.000332639 | val_loss: 0.000350691 | Time: 1642.46 ms [2020-12-15 13:14:58 main:581] : INFO : Epoch 982 | loss: 0.000332855 | val_loss: 0.000360207 | Time: 1627.58 ms [2020-12-15 13:15:00 main:581] : INFO : Epoch 983 | loss: 0.000347388 | val_loss: 0.000348519 | Time: 1632.03 ms [2020-12-15 13:15:01 main:581] : INFO : Epoch 984 | loss: 0.000330623 | val_loss: 0.000343649 | Time: 1629.65 ms [2020-12-15 13:15:03 main:581] : INFO : Epoch 985 | loss: 0.00034099 | val_loss: 0.000352845 | Time: 1640.25 ms [2020-12-15 13:15:05 main:581] : INFO : Epoch 986 | loss: 0.000334799 | val_loss: 0.000351134 | Time: 1662.05 ms [2020-12-15 13:15:06 main:581] : INFO : Epoch 987 | loss: 0.000327463 | val_loss: 0.00034441 | Time: 1652.95 ms [2020-12-15 13:15:08 main:581] : INFO : Epoch 988 | loss: 0.000326994 | val_loss: 0.000342612 | Time: 1665.99 ms [2020-12-15 13:15:10 main:581] : INFO : Epoch 989 | loss: 0.000325557 | val_loss: 0.000341956 | Time: 1646.17 ms [2020-12-15 13:15:11 main:581] : INFO : Epoch 990 | loss: 0.000325413 | val_loss: 0.000342893 | Time: 1652.15 ms [2020-12-15 13:15:13 main:581] : INFO : Epoch 991 | loss: 0.000336474 | val_loss: 0.000369405 | Time: 1644.05 ms [2020-12-15 13:15:15 main:581] : INFO : Epoch 992 | loss: 0.00033627 | val_loss: 0.000351549 | Time: 1642.87 ms [2020-12-15 13:15:16 main:581] : INFO : Epoch 993 | loss: 0.000334294 | val_loss: 0.000355531 | Time: 1642.1 ms [2020-12-15 13:15:18 main:581] : INFO : Epoch 994 | loss: 0.0003326 | val_loss: 0.000347077 | Time: 1640.22 ms [2020-12-15 13:15:20 main:581] : INFO : Epoch 995 | loss: 0.000328408 | val_loss: 0.000346541 | Time: 1649.27 ms [2020-12-15 13:15:21 main:581] : INFO : Epoch 996 | loss: 0.000327402 | val_loss: 0.000343734 | Time: 1631.83 ms [2020-12-15 13:15:23 main:581] : INFO : Epoch 997 | loss: 0.000327788 | val_loss: 0.000347692 | Time: 1641.95 ms [2020-12-15 13:15:24 main:581] : INFO : Epoch 998 | loss: 0.000336659 | val_loss: 0.000355969 | Time: 1647.36 ms [2020-12-15 13:15:26 main:581] : INFO : Epoch 999 | loss: 0.000331865 | val_loss: 0.000351055 | Time: 1653.2 ms [2020-12-15 13:15:28 main:581] : INFO : Epoch 1000 | loss: 0.000331794 | val_loss: 0.000354655 | Time: 1660.63 ms [2020-12-15 13:15:29 main:581] : INFO : Epoch 1001 | loss: 0.000340566 | val_loss: 0.000352453 | Time: 1636.03 ms [2020-12-15 13:15:31 main:581] : INFO : Epoch 1002 | loss: 0.000329029 | val_loss: 0.000343172 | Time: 1643.85 ms [2020-12-15 13:15:33 main:581] : INFO : Epoch 1003 | loss: 0.00032688 | val_loss: 0.000344236 | Time: 1639.83 ms [2020-12-15 13:15:34 main:581] : INFO : Epoch 1004 | loss: 0.000327142 | val_loss: 0.000344839 | Time: 1650.15 ms [2020-12-15 13:15:36 main:581] : INFO : Epoch 1005 | loss: 0.000337686 | val_loss: 0.000347795 | Time: 1637.68 ms [2020-12-15 13:15:38 main:581] : INFO : Epoch 1006 | loss: 0.000334873 | val_loss: 0.000359247 | Time: 1641.92 ms [2020-12-15 13:15:39 main:581] : INFO : Epoch 1007 | loss: 0.000347043 | val_loss: 0.000352005 | Time: 1637.23 ms [2020-12-15 13:15:41 main:581] : INFO : Epoch 1008 | loss: 0.000333183 | val_loss: 0.000345053 | Time: 1641.79 ms [2020-12-15 13:15:43 main:581] : INFO : Epoch 1009 | loss: 0.000333434 | val_loss: 0.000351218 | Time: 1643.62 ms [2020-12-15 13:15:44 main:581] : INFO : Epoch 1010 | loss: 0.000330296 | val_loss: 0.000342932 | Time: 1643.62 ms [2020-12-15 13:15:46 main:581] : INFO : Epoch 1011 | loss: 0.000327253 | val_loss: 0.000344981 | Time: 1638.39 ms [2020-12-15 13:15:47 main:581] : INFO : Epoch 1012 | loss: 0.000328551 | val_loss: 0.000347606 | Time: 1641.62 ms [2020-12-15 13:15:49 main:581] : INFO : Epoch 1013 | loss: 0.000334679 | val_loss: 0.000347334 | Time: 1631.64 ms [2020-12-15 13:15:51 main:581] : INFO : Epoch 1014 | loss: 0.00032864 | val_loss: 0.000344269 | Time: 1628.32 ms [2020-12-15 13:15:52 main:581] : INFO : Epoch 1015 | loss: 0.000328288 | val_loss: 0.00034588 | Time: 1637.47 ms [2020-12-15 13:15:54 main:581] : INFO : Epoch 1016 | loss: 0.000334814 | val_loss: 0.000355747 | Time: 1625.38 ms [2020-12-15 13:15:56 main:581] : INFO : Epoch 1017 | loss: 0.000342076 | val_loss: 0.000355595 | Time: 1622.9 ms [2020-12-15 13:15:57 main:581] : INFO : Epoch 1018 | loss: 0.000331429 | val_loss: 0.000345619 | Time: 1627.15 ms [2020-12-15 13:15:59 main:581] : INFO : Epoch 1019 | loss: 0.000330753 | val_loss: 0.000347145 | Time: 1629.05 ms [2020-12-15 13:16:00 main:581] : INFO : Epoch 1020 | loss: 0.000331186 | val_loss: 0.000347969 | Time: 1635.21 ms [2020-12-15 13:16:02 main:581] : INFO : Epoch 1021 | loss: 0.00033373 | val_loss: 0.000348577 | Time: 1651.32 ms [2020-12-15 13:16:04 main:581] : INFO : Epoch 1022 | loss: 0.000332651 | val_loss: 0.000345148 | Time: 1646.85 ms [2020-12-15 13:16:05 main:581] : INFO : Epoch 1023 | loss: 0.000330466 | val_loss: 0.000352372 | Time: 1637.32 ms [2020-12-15 13:16:07 main:581] : INFO : Epoch 1024 | loss: 0.000337372 | val_loss: 0.000355007 | Time: 1642.61 ms [2020-12-15 13:16:07 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000355007 [2020-12-15 13:16:07 main:610] : INFO : Saving end state to config to file [2020-12-15 13:16:07 main:615] : INFO : Success, exiting.. 13:16:07 (1899393): 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)