Task 3214935
| Name | EightBitModified-1605455674-3557-4_0 |
| Workunit | 1499081 |
| Created | 9 Dec 2020, 10:50:24 UTC |
| Sent | 10 Dec 2020, 10:18:23 UTC |
| Report deadline | 17 Dec 2020, 10:18:23 UTC |
| Received | 11 Dec 2020, 0:23:30 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4285 |
| Run time | 27 min 53 sec |
| CPU time | 27 min 50 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> ch 525 | loss: 0.000171033 | val_loss: 0.000175804 | Time: 1623.77 ms [2020-12-10 19:05:32 main:581] : INFO : Epoch 526 | loss: 0.000172024 | val_loss: 0.000178258 | Time: 1627.28 ms [2020-12-10 19:05:34 main:581] : INFO : Epoch 527 | loss: 0.000196303 | val_loss: 0.000274904 | Time: 1622.87 ms [2020-12-10 19:05:36 main:581] : INFO : Epoch 528 | loss: 0.000201895 | val_loss: 0.000183326 | Time: 1625.16 ms [2020-12-10 19:05:37 main:581] : INFO : Epoch 529 | loss: 0.00017373 | val_loss: 0.000176516 | Time: 1615.34 ms [2020-12-10 19:05:39 main:581] : INFO : Epoch 530 | loss: 0.000170795 | val_loss: 0.00017888 | Time: 1623.33 ms [2020-12-10 19:05:40 main:581] : INFO : Epoch 531 | loss: 0.000172863 | val_loss: 0.000174641 | Time: 1623.5 ms [2020-12-10 19:05:42 main:581] : INFO : Epoch 532 | loss: 0.000171457 | val_loss: 0.00017862 | Time: 1621.34 ms [2020-12-10 19:05:44 main:581] : INFO : Epoch 533 | loss: 0.000234738 | val_loss: 0.00020587 | Time: 1632.05 ms [2020-12-10 19:05:45 main:581] : INFO : Epoch 534 | loss: 0.000193905 | val_loss: 0.000189249 | Time: 1624.34 ms [2020-12-10 19:05:47 main:581] : INFO : Epoch 535 | loss: 0.000177942 | val_loss: 0.00017797 | Time: 1629.23 ms [2020-12-10 19:05:49 main:581] : INFO : Epoch 536 | loss: 0.000172954 | val_loss: 0.000176979 | Time: 1624.61 ms [2020-12-10 19:05:50 main:581] : INFO : Epoch 537 | loss: 0.000205091 | val_loss: 0.000230141 | Time: 1620.97 ms [2020-12-10 19:05:52 main:581] : INFO : Epoch 538 | loss: 0.000188506 | val_loss: 0.000177714 | Time: 1628.23 ms [2020-12-10 19:05:53 main:581] : INFO : Epoch 539 | loss: 0.000172753 | val_loss: 0.000176668 | Time: 1625.12 ms [2020-12-10 19:05:55 main:581] : INFO : Epoch 540 | loss: 0.000177917 | val_loss: 0.000213459 | Time: 1628.37 ms [2020-12-10 19:05:57 main:581] : INFO : Epoch 541 | loss: 0.000211426 | val_loss: 0.000188282 | Time: 1621.33 ms [2020-12-10 19:05:58 main:581] : INFO : Epoch 542 | loss: 0.000180794 | val_loss: 0.000183449 | Time: 1628.23 ms [2020-12-10 19:06:00 main:581] : INFO : Epoch 543 | loss: 0.000173011 | val_loss: 0.000173814 | Time: 1633.96 ms [2020-12-10 19:06:02 main:581] : INFO : Epoch 544 | loss: 0.000170494 | val_loss: 0.000190507 | Time: 1622.3 ms [2020-12-10 19:06:03 main:581] : INFO : Epoch 545 | loss: 0.000285659 | val_loss: 0.000208219 | Time: 1620.97 ms [2020-12-10 19:06:05 main:581] : INFO : Epoch 546 | loss: 0.000201944 | val_loss: 0.000191047 | Time: 1626.74 ms [2020-12-10 19:06:06 main:581] : INFO : Epoch 547 | loss: 0.000178683 | val_loss: 0.000176833 | Time: 1620.88 ms [2020-12-10 19:06:08 main:581] : INFO : Epoch 548 | loss: 0.000171852 | val_loss: 0.00017531 | Time: 1623.19 ms [2020-12-10 19:06:10 main:581] : INFO : Epoch 549 | loss: 0.000170884 | val_loss: 0.000183834 | Time: 1630.92 ms [2020-12-10 19:06:11 main:581] : INFO : Epoch 550 | loss: 0.000177994 | val_loss: 0.000187011 | Time: 1617.7 ms [2020-12-10 19:06:13 main:581] : INFO : Epoch 551 | loss: 0.000215825 | val_loss: 0.000199071 | Time: 1620.24 ms [2020-12-10 19:06:15 main:581] : INFO : Epoch 552 | loss: 0.000182442 | val_loss: 0.000178231 | Time: 1620.71 ms [2020-12-10 19:06:16 main:581] : INFO : Epoch 553 | loss: 0.000172368 | val_loss: 0.000179492 | Time: 1616.23 ms [2020-12-10 19:06:18 main:581] : INFO : Epoch 554 | loss: 0.000172459 | val_loss: 0.000177931 | Time: 1628.33 ms [2020-12-10 19:06:19 main:581] : INFO : Epoch 555 | loss: 0.000193022 | val_loss: 0.000211753 | Time: 1626.53 ms [2020-12-10 19:06:21 main:581] : INFO : Epoch 556 | loss: 0.000195976 | val_loss: 0.000201095 | Time: 1621.46 ms [2020-12-10 19:06:23 main:581] : INFO : Epoch 557 | loss: 0.000209844 | val_loss: 0.000210435 | Time: 1624.17 ms [2020-12-10 19:06:24 main:581] : INFO : Epoch 558 | loss: 0.000185392 | val_loss: 0.000179991 | Time: 1627.33 ms [2020-12-10 19:06:26 main:581] : INFO : Epoch 559 | loss: 0.000174785 | val_loss: 0.00017755 | Time: 1622.93 ms [2020-12-10 19:06:28 main:581] : INFO : Epoch 560 | loss: 0.00022949 | val_loss: 0.000356274 | Time: 1625.35 ms [2020-12-10 19:06:29 main:581] : INFO : Epoch 561 | loss: 0.000222578 | val_loss: 0.000205166 | Time: 1622.51 ms [2020-12-10 19:06:31 main:581] : INFO : Epoch 562 | loss: 0.000179174 | val_loss: 0.000178296 | Time: 1624 ms [2020-12-10 19:06:32 main:581] : INFO : Epoch 563 | loss: 0.000172355 | val_loss: 0.00017665 | Time: 1619.39 ms [2020-12-10 19:06:34 main:581] : INFO : Epoch 564 | loss: 0.000170965 | val_loss: 0.00017468 | Time: 1618.92 ms [2020-12-10 19:06:36 main:581] : INFO : Epoch 565 | loss: 0.00018997 | val_loss: 0.000340926 | Time: 1623.33 ms [2020-12-10 19:06:37 main:581] : INFO : Epoch 566 | loss: 0.000253886 | val_loss: 0.000206136 | Time: 1622.05 ms [2020-12-10 19:06:39 main:581] : INFO : Epoch 567 | loss: 0.000183042 | val_loss: 0.000185576 | Time: 1636.16 ms [2020-12-10 19:06:41 main:581] : INFO : Epoch 568 | loss: 0.000185082 | val_loss: 0.000176533 | Time: 1648.31 ms [2020-12-10 19:06:42 main:581] : INFO : Epoch 569 | loss: 0.000194192 | val_loss: 0.000292997 | Time: 1661.09 ms [2020-12-10 19:06:44 main:581] : INFO : Epoch 570 | loss: 0.000207541 | val_loss: 0.000183098 | Time: 1647.17 ms [2020-12-10 19:06:46 main:581] : INFO : Epoch 571 | loss: 0.000177694 | val_loss: 0.000179779 | Time: 1643.85 ms [2020-12-10 19:06:47 main:581] : INFO : Epoch 572 | loss: 0.000171813 | val_loss: 0.000178035 | Time: 1645.79 ms [2020-12-10 19:06:49 main:581] : INFO : Epoch 573 | loss: 0.00017331 | val_loss: 0.000177007 | Time: 1647.71 ms [2020-12-10 19:06:50 main:581] : INFO : Epoch 574 | loss: 0.000180858 | val_loss: 0.000243777 | Time: 1643.08 ms [2020-12-10 19:06:52 main:581] : INFO : Epoch 575 | loss: 0.000213971 | val_loss: 0.000191105 | Time: 1648.19 ms [2020-12-10 19:06:54 main:581] : INFO : Epoch 576 | loss: 0.000175921 | val_loss: 0.000177922 | Time: 1644.5 ms [2020-12-10 19:06:55 main:581] : INFO : Epoch 577 | loss: 0.000178944 | val_loss: 0.000189596 | Time: 1647.94 ms [2020-12-10 19:06:57 main:581] : INFO : Epoch 578 | loss: 0.000186386 | val_loss: 0.000196635 | Time: 1653.29 ms [2020-12-10 19:06:59 main:581] : INFO : Epoch 579 | loss: 0.000207456 | val_loss: 0.000191951 | Time: 1653.44 ms [2020-12-10 19:07:00 main:581] : INFO : Epoch 580 | loss: 0.000177744 | val_loss: 0.00017832 | Time: 1643.36 ms [2020-12-10 19:07:02 main:581] : INFO : Epoch 581 | loss: 0.000172592 | val_loss: 0.000181017 | Time: 1628.54 ms [2020-12-10 19:07:04 main:581] : INFO : Epoch 582 | loss: 0.000228173 | val_loss: 0.000228869 | Time: 1633.26 ms [2020-12-10 19:07:05 main:581] : INFO : Epoch 583 | loss: 0.000189912 | val_loss: 0.000184974 | Time: 1638.78 ms [2020-12-10 19:07:07 main:581] : INFO : Epoch 584 | loss: 0.000185681 | val_loss: 0.000206239 | Time: 1637.28 ms [2020-12-10 19:07:09 main:581] : INFO : Epoch 585 | loss: 0.000187058 | val_loss: 0.000182749 | Time: 1631.58 ms [2020-12-10 19:07:10 main:581] : INFO : Epoch 586 | loss: 0.000175915 | val_loss: 0.000179248 | Time: 1635.53 ms [2020-12-10 19:07:12 main:581] : INFO : Epoch 587 | loss: 0.000193456 | val_loss: 0.000283898 | Time: 1641.86 ms [2020-12-10 19:07:13 main:581] : INFO : Epoch 588 | loss: 0.000223347 | val_loss: 0.00019058 | Time: 1635.85 ms [2020-12-10 19:07:15 main:581] : INFO : Epoch 589 | loss: 0.00017743 | val_loss: 0.000176041 | Time: 1636.32 ms [2020-12-10 19:07:17 main:581] : INFO : Epoch 590 | loss: 0.000171285 | val_loss: 0.000178245 | Time: 1637.71 ms [2020-12-10 19:07:18 main:581] : INFO : Epoch 591 | loss: 0.000173835 | val_loss: 0.000184682 | Time: 1637.96 ms [2020-12-10 19:07:20 main:581] : INFO : Epoch 592 | loss: 0.000216695 | val_loss: 0.00019376 | Time: 1632.39 ms [2020-12-10 19:07:22 main:581] : INFO : Epoch 593 | loss: 0.000209943 | val_loss: 0.000309622 | Time: 1638.46 ms [2020-12-10 19:07:23 main:581] : INFO : Epoch 594 | loss: 0.000229876 | val_loss: 0.000188025 | Time: 1640.05 ms [2020-12-10 19:07:25 main:581] : INFO : Epoch 595 | loss: 0.000179755 | val_loss: 0.000180848 | Time: 1634.99 ms [2020-12-10 19:07:27 main:581] : INFO : Epoch 596 | loss: 0.000172606 | val_loss: 0.000175824 | Time: 1634.64 ms [2020-12-10 19:07:28 main:581] : INFO : Epoch 597 | loss: 0.000171114 | val_loss: 0.000187867 | Time: 1646.26 ms [2020-12-10 19:07:30 main:581] : INFO : Epoch 598 | loss: 0.000246937 | val_loss: 0.000220234 | Time: 1635.46 ms [2020-12-10 19:07:31 main:581] : INFO : Epoch 599 | loss: 0.000191721 | val_loss: 0.000188899 | Time: 1632.89 ms [2020-12-10 19:07:33 main:581] : INFO : Epoch 600 | loss: 0.000176104 | val_loss: 0.000176982 | Time: 1639.21 ms [2020-12-10 19:07:35 main:581] : INFO : Epoch 601 | loss: 0.000170939 | val_loss: 0.000174555 | Time: 1633.56 ms [2020-12-10 19:07:36 main:581] : INFO : Epoch 602 | loss: 0.000172529 | val_loss: 0.000186848 | Time: 1646.42 ms [2020-12-10 19:07:38 main:581] : INFO : Epoch 603 | loss: 0.000225233 | val_loss: 0.000201097 | Time: 1626.74 ms [2020-12-10 19:07:40 main:581] : INFO : Epoch 604 | loss: 0.000185027 | val_loss: 0.000184309 | Time: 1631.31 ms [2020-12-10 19:07:41 main:581] : INFO : Epoch 605 | loss: 0.000174137 | val_loss: 0.000175271 | Time: 1632.59 ms [2020-12-10 19:07:43 main:581] : INFO : Epoch 606 | loss: 0.000172813 | val_loss: 0.000194322 | Time: 1634.72 ms [2020-12-10 19:07:45 main:581] : INFO : Epoch 607 | loss: 0.000241308 | val_loss: 0.000206764 | Time: 1636.23 ms [2020-12-10 19:07:46 main:581] : INFO : Epoch 608 | loss: 0.000186661 | val_loss: 0.000184414 | Time: 1631.04 ms [2020-12-10 19:07:48 main:581] : INFO : Epoch 609 | loss: 0.000175512 | val_loss: 0.000176343 | Time: 1636.13 ms [2020-12-10 19:07:49 main:581] : INFO : Epoch 610 | loss: 0.000173783 | val_loss: 0.000206863 | Time: 1631.5 ms [2020-12-10 19:07:51 main:581] : INFO : Epoch 611 | loss: 0.000226712 | val_loss: 0.000195267 | Time: 1629.17 ms [2020-12-10 19:07:53 main:581] : INFO : Epoch 612 | loss: 0.000185485 | val_loss: 0.000183426 | Time: 1637.07 ms [2020-12-10 19:07:54 main:581] : INFO : Epoch 613 | loss: 0.000175721 | val_loss: 0.00018268 | Time: 1635.03 ms [2020-12-10 19:07:56 main:581] : INFO : Epoch 614 | loss: 0.000179152 | val_loss: 0.000194943 | Time: 1611.92 ms [2020-12-10 19:07:58 main:581] : INFO : Epoch 615 | loss: 0.000216462 | val_loss: 0.000194959 | Time: 1616.21 ms [2020-12-10 19:07:59 main:581] : INFO : Epoch 616 | loss: 0.000178647 | val_loss: 0.000179826 | Time: 1619.35 ms [2020-12-10 19:08:01 main:581] : INFO : Epoch 617 | loss: 0.000171887 | val_loss: 0.000178272 | Time: 1631.14 ms [2020-12-10 19:08:02 main:581] : INFO : Epoch 618 | loss: 0.000185709 | val_loss: 0.000216241 | Time: 1627.74 ms [2020-12-10 19:08:04 main:581] : INFO : Epoch 619 | loss: 0.000225799 | val_loss: 0.000213097 | Time: 1623.64 ms [2020-12-10 19:08:06 main:581] : INFO : Epoch 620 | loss: 0.000187289 | val_loss: 0.000183146 | Time: 1620.84 ms [2020-12-10 19:08:07 main:581] : INFO : Epoch 621 | loss: 0.000174017 | val_loss: 0.000177932 | Time: 1616.21 ms [2020-12-10 19:08:09 main:581] : INFO : Epoch 622 | loss: 0.000183406 | val_loss: 0.000222885 | Time: 1622.16 ms [2020-12-10 19:08:11 main:581] : INFO : Epoch 623 | loss: 0.000203015 | val_loss: 0.000183828 | Time: 1617.62 ms [2020-12-10 19:08:12 main:581] : INFO : Epoch 624 | loss: 0.000175894 | val_loss: 0.000178189 | Time: 1615.72 ms [2020-12-10 19:08:14 main:581] : INFO : Epoch 625 | loss: 0.000171919 | val_loss: 0.00018541 | Time: 1626.76 ms [2020-12-10 19:08:15 main:581] : INFO : Epoch 626 | loss: 0.000250298 | val_loss: 0.000249663 | Time: 1638 ms [2020-12-10 19:08:17 main:581] : INFO : Epoch 627 | loss: 0.000207219 | val_loss: 0.000191751 | Time: 1626.77 ms [2020-12-10 19:08:19 main:581] : INFO : Epoch 628 | loss: 0.000182058 | val_loss: 0.00019877 | Time: 1635.67 ms [2020-12-10 19:08:20 main:581] : INFO : Epoch 629 | loss: 0.000202246 | val_loss: 0.000194972 | Time: 1633.29 ms [2020-12-10 19:08:22 main:581] : INFO : Epoch 630 | loss: 0.000181074 | val_loss: 0.000184849 | Time: 1635.49 ms [2020-12-10 19:08:24 main:581] : INFO : Epoch 631 | loss: 0.000174941 | val_loss: 0.000180315 | Time: 1632.28 ms [2020-12-10 19:08:25 main:581] : INFO : Epoch 632 | loss: 0.000192395 | val_loss: 0.000193256 | Time: 1631.52 ms [2020-12-10 19:08:27 main:581] : INFO : Epoch 633 | loss: 0.000176437 | val_loss: 0.000180447 | Time: 1639.06 ms [2020-12-10 19:08:28 main:581] : INFO : Epoch 634 | loss: 0.000178194 | val_loss: 0.000196069 | Time: 1630.04 ms [2020-12-10 19:08:30 main:581] : INFO : Epoch 635 | loss: 0.000187453 | val_loss: 0.000191243 | Time: 1622.97 ms [2020-12-10 19:08:32 main:581] : INFO : Epoch 636 | loss: 0.000181285 | val_loss: 0.000183267 | Time: 1628.56 ms [2020-12-10 19:08:33 main:581] : INFO : Epoch 637 | loss: 0.000176439 | val_loss: 0.000182079 | Time: 1624.17 ms [2020-12-10 19:08:35 main:581] : INFO : Epoch 638 | loss: 0.000251423 | val_loss: 0.00030771 | Time: 1625.11 ms [2020-12-10 19:08:37 main:581] : INFO : Epoch 639 | loss: 0.000224278 | val_loss: 0.000206602 | Time: 1629.48 ms [2020-12-10 19:08:38 main:581] : INFO : Epoch 640 | loss: 0.00018621 | val_loss: 0.000178128 | Time: 1628.07 ms [2020-12-10 19:08:40 main:581] : INFO : Epoch 641 | loss: 0.00017211 | val_loss: 0.000175747 | Time: 1627.51 ms [2020-12-10 19:08:41 main:581] : INFO : Epoch 642 | loss: 0.000171125 | val_loss: 0.00018231 | Time: 1623.63 ms [2020-12-10 19:08:43 main:581] : INFO : Epoch 643 | loss: 0.00018335 | val_loss: 0.000203913 | Time: 1628.57 ms [2020-12-10 19:08:45 main:581] : INFO : Epoch 644 | loss: 0.000192619 | val_loss: 0.00018745 | Time: 1635.48 ms [2020-12-10 19:08:46 main:581] : INFO : Epoch 645 | loss: 0.000185576 | val_loss: 0.000188138 | Time: 1635.37 ms [2020-12-10 19:08:48 main:581] : INFO : Epoch 646 | loss: 0.000178768 | val_loss: 0.000196238 | Time: 1632.11 ms [2020-12-10 19:08:50 main:581] : INFO : Epoch 647 | loss: 0.00022743 | val_loss: 0.000314175 | Time: 1629.8 ms [2020-12-10 19:08:51 main:581] : INFO : Epoch 648 | loss: 0.000214129 | val_loss: 0.000188708 | Time: 1624.73 ms [2020-12-10 19:08:53 main:581] : INFO : Epoch 649 | loss: 0.000177623 | val_loss: 0.000177221 | Time: 1625.55 ms [2020-12-10 19:08:55 main:581] : INFO : Epoch 650 | loss: 0.000170127 | val_loss: 0.000175276 | Time: 1627.16 ms [2020-12-10 19:08:56 main:581] : INFO : Epoch 651 | loss: 0.000171018 | val_loss: 0.000179172 | Time: 1626.9 ms [2020-12-10 19:08:58 main:581] : INFO : Epoch 652 | loss: 0.00024316 | val_loss: 0.000235987 | Time: 1625.87 ms [2020-12-10 19:08:59 main:581] : INFO : Epoch 653 | loss: 0.000211209 | val_loss: 0.000189345 | Time: 1637.44 ms [2020-12-10 19:09:01 main:581] : INFO : Epoch 654 | loss: 0.000177601 | val_loss: 0.000176355 | Time: 1642.75 ms [2020-12-10 19:09:03 main:581] : INFO : Epoch 655 | loss: 0.000170133 | val_loss: 0.000175202 | Time: 1626 ms [2020-12-10 19:09:04 main:581] : INFO : Epoch 656 | loss: 0.000170193 | val_loss: 0.000175716 | Time: 1631.01 ms [2020-12-10 19:09:06 main:581] : INFO : Epoch 657 | loss: 0.000189981 | val_loss: 0.000247666 | Time: 1633.21 ms [2020-12-10 19:09:08 main:581] : INFO : Epoch 658 | loss: 0.000206624 | val_loss: 0.00017968 | Time: 1625.67 ms [2020-12-10 19:09:09 main:581] : INFO : Epoch 659 | loss: 0.000181289 | val_loss: 0.000183954 | Time: 1627.07 ms [2020-12-10 19:09:11 main:581] : INFO : Epoch 660 | loss: 0.000172938 | val_loss: 0.000180315 | Time: 1630.1 ms [2020-12-10 19:09:12 main:581] : INFO : Epoch 661 | loss: 0.000187602 | val_loss: 0.000303881 | Time: 1642.62 ms [2020-12-10 19:09:14 main:581] : INFO : Epoch 662 | loss: 0.00027331 | val_loss: 0.000217032 | Time: 1620.61 ms [2020-12-10 19:09:16 main:581] : INFO : Epoch 663 | loss: 0.000191206 | val_loss: 0.000184888 | Time: 1623.14 ms [2020-12-10 19:09:17 main:581] : INFO : Epoch 664 | loss: 0.000173802 | val_loss: 0.000174678 | Time: 1629.77 ms [2020-12-10 19:09:19 main:581] : INFO : Epoch 665 | loss: 0.000169765 | val_loss: 0.000173966 | Time: 1633.92 ms [2020-12-10 19:09:21 main:581] : INFO : Epoch 666 | loss: 0.000179539 | val_loss: 0.000246698 | Time: 1626.99 ms [2020-12-10 19:09:22 main:581] : INFO : Epoch 667 | loss: 0.000229078 | val_loss: 0.000190075 | Time: 1625.51 ms [2020-12-10 19:09:24 main:581] : INFO : Epoch 668 | loss: 0.000178613 | val_loss: 0.000176545 | Time: 1628.99 ms [2020-12-10 19:09:26 main:581] : INFO : Epoch 669 | loss: 0.000172414 | val_loss: 0.000179285 | Time: 1632.61 ms [2020-12-10 19:09:27 main:581] : INFO : Epoch 670 | loss: 0.00017199 | val_loss: 0.000179853 | Time: 1629.11 ms [2020-12-10 19:09:29 main:581] : INFO : Epoch 671 | loss: 0.00021826 | val_loss: 0.000200317 | Time: 1623.53 ms [2020-12-10 19:09:30 main:581] : INFO : Epoch 672 | loss: 0.000186718 | val_loss: 0.000180937 | Time: 1633.47 ms [2020-12-10 19:09:32 main:581] : INFO : Epoch 673 | loss: 0.000171727 | val_loss: 0.000174738 | Time: 1632.04 ms [2020-12-10 19:09:34 main:581] : INFO : Epoch 674 | loss: 0.000171168 | val_loss: 0.000175608 | Time: 1636.84 ms [2020-12-10 19:09:35 main:581] : INFO : Epoch 675 | loss: 0.000186729 | val_loss: 0.00028573 | Time: 1633.61 ms [2020-12-10 19:09:37 main:581] : INFO : Epoch 676 | loss: 0.000266739 | val_loss: 0.000231656 | Time: 1632.09 ms [2020-12-10 19:09:39 main:581] : INFO : Epoch 677 | loss: 0.000189111 | val_loss: 0.000184429 | Time: 1640.98 ms [2020-12-10 19:09:40 main:581] : INFO : Epoch 678 | loss: 0.000177296 | val_loss: 0.000179774 | Time: 1632.49 ms [2020-12-10 19:09:42 main:581] : INFO : Epoch 679 | loss: 0.000172815 | val_loss: 0.000178162 | Time: 1630.76 ms [2020-12-10 19:09:43 main:581] : INFO : Epoch 680 | loss: 0.000194558 | val_loss: 0.000183306 | Time: 1617.06 ms [2020-12-10 19:09:45 main:581] : INFO : Epoch 681 | loss: 0.0001787 | val_loss: 0.000179291 | Time: 1625.11 ms [2020-12-10 19:09:47 main:581] : INFO : Epoch 682 | loss: 0.00017319 | val_loss: 0.000178934 | Time: 1623.12 ms [2020-12-10 19:09:48 main:581] : INFO : Epoch 683 | loss: 0.000170652 | val_loss: 0.000178032 | Time: 1629.11 ms [2020-12-10 19:09:50 main:581] : INFO : Epoch 684 | loss: 0.000240406 | val_loss: 0.000257183 | Time: 1631.57 ms [2020-12-10 19:09:52 main:581] : INFO : Epoch 685 | loss: 0.000206137 | val_loss: 0.000192437 | Time: 1629.75 ms [2020-12-10 19:09:53 main:581] : INFO : Epoch 686 | loss: 0.000179496 | val_loss: 0.000174482 | Time: 1629.27 ms [2020-12-10 19:09:55 main:581] : INFO : Epoch 687 | loss: 0.000169276 | val_loss: 0.000172909 | Time: 1626.03 ms [2020-12-10 19:09:56 main:581] : INFO : Epoch 688 | loss: 0.000168911 | val_loss: 0.00018155 | Time: 1626.29 ms [2020-12-10 19:09:58 main:581] : INFO : Epoch 689 | loss: 0.000227424 | val_loss: 0.000278099 | Time: 1629.55 ms [2020-12-10 19:10:00 main:581] : INFO : Epoch 690 | loss: 0.000218234 | val_loss: 0.00019483 | Time: 1638.37 ms [2020-12-10 19:10:01 main:581] : INFO : Epoch 691 | loss: 0.000180426 | val_loss: 0.000180215 | Time: 1631.5 ms [2020-12-10 19:10:03 main:581] : INFO : Epoch 692 | loss: 0.000172401 | val_loss: 0.000174354 | Time: 1624.37 ms [2020-12-10 19:10:05 main:581] : INFO : Epoch 693 | loss: 0.000184125 | val_loss: 0.000273442 | Time: 1626.17 ms [2020-12-10 19:10:06 main:581] : INFO : Epoch 694 | loss: 0.000208429 | val_loss: 0.000182107 | Time: 1628.97 ms [2020-12-10 19:10:08 main:581] : INFO : Epoch 695 | loss: 0.000174108 | val_loss: 0.000177839 | Time: 1634.75 ms [2020-12-10 19:10:10 main:581] : INFO : Epoch 696 | loss: 0.000171775 | val_loss: 0.000177989 | Time: 1628.74 ms [2020-12-10 19:10:11 main:581] : INFO : Epoch 697 | loss: 0.000182983 | val_loss: 0.000222511 | Time: 1627.16 ms [2020-12-10 19:10:13 main:581] : INFO : Epoch 698 | loss: 0.000206021 | val_loss: 0.000191246 | Time: 1630.37 ms [2020-12-10 19:10:14 main:581] : INFO : Epoch 699 | loss: 0.000176419 | val_loss: 0.000178542 | Time: 1626.03 ms [2020-12-10 19:10:16 main:581] : INFO : Epoch 700 | loss: 0.000175964 | val_loss: 0.000200486 | Time: 1622.71 ms [2020-12-10 19:10:18 main:581] : INFO : Epoch 701 | loss: 0.000221664 | val_loss: 0.000201585 | Time: 1619.04 ms [2020-12-10 19:10:19 main:581] : INFO : Epoch 702 | loss: 0.000183276 | val_loss: 0.000185492 | Time: 1619.42 ms [2020-12-10 19:10:21 main:581] : INFO : Epoch 703 | loss: 0.000177121 | val_loss: 0.000178913 | Time: 1623.06 ms [2020-12-10 19:10:23 main:581] : INFO : Epoch 704 | loss: 0.000171038 | val_loss: 0.000179139 | Time: 1624.15 ms [2020-12-10 19:10:24 main:581] : INFO : Epoch 705 | loss: 0.000227678 | val_loss: 0.000221067 | Time: 1630.86 ms [2020-12-10 19:10:26 main:581] : INFO : Epoch 706 | loss: 0.000208424 | val_loss: 0.00018784 | Time: 1626.45 ms [2020-12-10 19:10:27 main:581] : INFO : Epoch 707 | loss: 0.000178413 | val_loss: 0.00017483 | Time: 1620.11 ms [2020-12-10 19:10:29 main:581] : INFO : Epoch 708 | loss: 0.000174914 | val_loss: 0.000177751 | Time: 1621.43 ms [2020-12-10 19:10:31 main:581] : INFO : Epoch 709 | loss: 0.000228497 | val_loss: 0.000251681 | Time: 1628.38 ms [2020-12-10 19:10:32 main:581] : INFO : Epoch 710 | loss: 0.000201541 | val_loss: 0.000184908 | Time: 1624.68 ms [2020-12-10 19:10:34 main:581] : INFO : Epoch 711 | loss: 0.00017492 | val_loss: 0.000177008 | Time: 1634.72 ms [2020-12-10 19:10:36 main:581] : INFO : Epoch 712 | loss: 0.000170411 | val_loss: 0.0001768 | Time: 1628.08 ms [2020-12-10 19:10:37 main:581] : INFO : Epoch 713 | loss: 0.000224492 | val_loss: 0.000225755 | Time: 1623.8 ms [2020-12-10 19:10:39 main:581] : INFO : Epoch 714 | loss: 0.000195029 | val_loss: 0.000182381 | Time: 1625.99 ms [2020-12-10 19:10:40 main:581] : INFO : Epoch 715 | loss: 0.000175538 | val_loss: 0.000178717 | Time: 1632.07 ms [2020-12-10 19:10:42 main:581] : INFO : Epoch 716 | loss: 0.000171897 | val_loss: 0.000175967 | Time: 1628.9 ms [2020-12-10 19:10:44 main:581] : INFO : Epoch 717 | loss: 0.00017819 | val_loss: 0.000220692 | Time: 1631.2 ms [2020-12-10 19:10:45 main:581] : INFO : Epoch 718 | loss: 0.00021415 | val_loss: 0.000185099 | Time: 1619.72 ms [2020-12-10 19:10:47 main:581] : INFO : Epoch 719 | loss: 0.000178046 | val_loss: 0.000179715 | Time: 1633.36 ms [2020-12-10 19:10:49 main:581] : INFO : Epoch 720 | loss: 0.000176474 | val_loss: 0.000176571 | Time: 1629.74 ms [2020-12-10 19:10:50 main:581] : INFO : Epoch 721 | loss: 0.000176364 | val_loss: 0.0002166 | Time: 1628.35 ms [2020-12-10 19:10:52 main:581] : INFO : Epoch 722 | loss: 0.000229875 | val_loss: 0.00020232 | Time: 1626.85 ms [2020-12-10 19:10:53 main:581] : INFO : Epoch 723 | loss: 0.00018815 | val_loss: 0.000190725 | Time: 1624.52 ms [2020-12-10 19:10:55 main:581] : INFO : Epoch 724 | loss: 0.000182767 | val_loss: 0.000196562 | Time: 1630.48 ms [2020-12-10 19:10:57 main:581] : INFO : Epoch 725 | loss: 0.000189078 | val_loss: 0.000188974 | Time: 1639.14 ms [2020-12-10 19:10:58 main:581] : INFO : Epoch 726 | loss: 0.000180025 | val_loss: 0.000177825 | Time: 1634.88 ms [2020-12-10 19:11:00 main:581] : INFO : Epoch 727 | loss: 0.000169783 | val_loss: 0.000172684 | Time: 1639.33 ms [2020-12-10 19:11:02 main:581] : INFO : Epoch 728 | loss: 0.000191324 | val_loss: 0.000351634 | Time: 1624.9 ms [2020-12-10 19:11:03 main:581] : INFO : Epoch 729 | loss: 0.000283299 | val_loss: 0.000210142 | Time: 1625.1 ms [2020-12-10 19:11:05 main:581] : INFO : Epoch 730 | loss: 0.000189823 | val_loss: 0.000182144 | Time: 1628.53 ms [2020-12-10 19:11:06 main:581] : INFO : Epoch 731 | loss: 0.000173789 | val_loss: 0.000178163 | Time: 1625.41 ms [2020-12-10 19:11:08 main:581] : INFO : Epoch 732 | loss: 0.000172645 | val_loss: 0.000178586 | Time: 1629.48 ms [2020-12-10 19:11:10 main:581] : INFO : Epoch 733 | loss: 0.000179921 | val_loss: 0.000177784 | Time: 1627.23 ms [2020-12-10 19:11:11 main:581] : INFO : Epoch 734 | loss: 0.00017158 | val_loss: 0.000176105 | Time: 1627 ms [2020-12-10 19:11:13 main:581] : INFO : Epoch 735 | loss: 0.000185233 | val_loss: 0.00029006 | Time: 1627.06 ms [2020-12-10 19:11:15 main:581] : INFO : Epoch 736 | loss: 0.000239306 | val_loss: 0.0002 | Time: 1624.14 ms [2020-12-10 19:11:16 main:581] : INFO : Epoch 737 | loss: 0.000178399 | val_loss: 0.000177325 | Time: 1624.44 ms [2020-12-10 19:11:18 main:581] : INFO : Epoch 738 | loss: 0.00017055 | val_loss: 0.000176391 | Time: 1628.79 ms [2020-12-10 19:11:19 main:581] : INFO : Epoch 739 | loss: 0.000168853 | val_loss: 0.000174096 | Time: 1622.54 ms [2020-12-10 19:11:21 main:581] : INFO : Epoch 740 | loss: 0.000186851 | val_loss: 0.000306037 | Time: 1628.74 ms [2020-12-10 19:11:23 main:581] : INFO : Epoch 741 | loss: 0.000233631 | val_loss: 0.000207987 | Time: 1624.62 ms [2020-12-10 19:11:24 main:581] : INFO : Epoch 742 | loss: 0.000185262 | val_loss: 0.000179234 | Time: 1624.36 ms [2020-12-10 19:11:26 main:581] : INFO : Epoch 743 | loss: 0.000170721 | val_loss: 0.000176538 | Time: 1622.81 ms [2020-12-10 19:11:28 main:581] : INFO : Epoch 744 | loss: 0.00017359 | val_loss: 0.000186912 | Time: 1622.87 ms [2020-12-10 19:11:29 main:581] : INFO : Epoch 745 | loss: 0.000230124 | val_loss: 0.000231656 | Time: 1630.58 ms [2020-12-10 19:11:31 main:581] : INFO : Epoch 746 | loss: 0.000193175 | val_loss: 0.000181249 | Time: 1630.92 ms [2020-12-10 19:11:33 main:581] : INFO : Epoch 747 | loss: 0.000175869 | val_loss: 0.000191846 | Time: 1632.2 ms [2020-12-10 19:11:34 main:581] : INFO : Epoch 748 | loss: 0.000193053 | val_loss: 0.000190807 | Time: 1620.65 ms [2020-12-10 19:11:36 main:581] : INFO : Epoch 749 | loss: 0.000177252 | val_loss: 0.000181103 | Time: 1625.27 ms [2020-12-10 19:11:37 main:581] : INFO : Epoch 750 | loss: 0.000171287 | val_loss: 0.000176128 | Time: 1623.75 ms [2020-12-10 19:11:39 main:581] : INFO : Epoch 751 | loss: 0.00019496 | val_loss: 0.000282105 | Time: 1626.81 ms [2020-12-10 19:11:41 main:581] : INFO : Epoch 752 | loss: 0.000196163 | val_loss: 0.000181514 | Time: 1626.84 ms [2020-12-10 19:11:42 main:581] : INFO : Epoch 753 | loss: 0.000172812 | val_loss: 0.000178354 | Time: 1623.46 ms [2020-12-10 19:11:44 main:581] : INFO : Epoch 754 | loss: 0.000189359 | val_loss: 0.000223084 | Time: 1630.32 ms [2020-12-10 19:11:46 main:581] : INFO : Epoch 755 | loss: 0.000233852 | val_loss: 0.000223931 | Time: 1626.34 ms [2020-12-10 19:11:47 main:581] : INFO : Epoch 756 | loss: 0.000193194 | val_loss: 0.000190369 | Time: 1623.21 ms [2020-12-10 19:11:49 main:581] : INFO : Epoch 757 | loss: 0.000176032 | val_loss: 0.000176776 | Time: 1624.86 ms [2020-12-10 19:11:50 main:581] : INFO : Epoch 758 | loss: 0.000168625 | val_loss: 0.000175811 | Time: 1650.81 ms [2020-12-10 19:11:52 main:581] : INFO : Epoch 759 | loss: 0.000181513 | val_loss: 0.000280552 | Time: 1623.02 ms [2020-12-10 19:11:54 main:581] : INFO : Epoch 760 | loss: 0.000251514 | val_loss: 0.00019386 | Time: 1615.54 ms [2020-12-10 19:11:55 main:581] : INFO : Epoch 761 | loss: 0.000181042 | val_loss: 0.000186694 | Time: 1613.77 ms [2020-12-10 19:11:57 main:581] : INFO : Epoch 762 | loss: 0.000173058 | val_loss: 0.000176162 | Time: 1611.61 ms [2020-12-10 19:11:59 main:581] : INFO : Epoch 763 | loss: 0.00017065 | val_loss: 0.000177637 | Time: 1625.63 ms [2020-12-10 19:12:00 main:581] : INFO : Epoch 764 | loss: 0.000177571 | val_loss: 0.000217952 | Time: 1636.23 ms [2020-12-10 19:12:02 main:581] : INFO : Epoch 765 | loss: 0.000256173 | val_loss: 0.000291951 | Time: 1617.11 ms [2020-12-10 19:12:03 main:581] : INFO : Epoch 766 | loss: 0.000260447 | val_loss: 0.000237184 | Time: 1617.58 ms [2020-12-10 19:12:05 main:581] : INFO : Epoch 767 | loss: 0.000197988 | val_loss: 0.00018665 | Time: 1617.31 ms [2020-12-10 19:12:07 main:581] : INFO : Epoch 768 | loss: 0.000190197 | val_loss: 0.000186691 | Time: 1623.05 ms [2020-12-10 19:12:08 main:581] : INFO : Epoch 769 | loss: 0.000175363 | val_loss: 0.000184154 | Time: 1616.13 ms [2020-12-10 19:12:10 main:581] : INFO : Epoch 770 | loss: 0.000168305 | val_loss: 0.00017459 | Time: 1618.16 ms [2020-12-10 19:12:11 main:581] : INFO : Epoch 771 | loss: 0.000168899 | val_loss: 0.00020791 | Time: 1619.92 ms [2020-12-10 19:12:13 main:581] : INFO : Epoch 772 | loss: 0.000274204 | val_loss: 0.000214317 | Time: 1619.08 ms [2020-12-10 19:12:15 main:581] : INFO : Epoch 773 | loss: 0.000192151 | val_loss: 0.000185117 | Time: 1613.81 ms [2020-12-10 19:12:16 main:581] : INFO : Epoch 774 | loss: 0.000170979 | val_loss: 0.000174987 | Time: 1615.52 ms [2020-12-10 19:12:18 main:581] : INFO : Epoch 775 | loss: 0.000167666 | val_loss: 0.000184281 | Time: 1613.99 ms [2020-12-10 19:12:20 main:581] : INFO : Epoch 776 | loss: 0.000212527 | val_loss: 0.000202625 | Time: 1614.48 ms [2020-12-10 19:12:21 main:581] : INFO : Epoch 777 | loss: 0.000176547 | val_loss: 0.00017918 | Time: 1621.3 ms [2020-12-10 19:12:23 main:581] : INFO : Epoch 778 | loss: 0.000169294 | val_loss: 0.000175801 | Time: 1626.38 ms [2020-12-10 19:12:24 main:581] : INFO : Epoch 779 | loss: 0.000169125 | val_loss: 0.000189089 | Time: 1628.68 ms [2020-12-10 19:12:26 main:581] : INFO : Epoch 780 | loss: 0.000195803 | val_loss: 0.000185849 | Time: 1620.73 ms [2020-12-10 19:12:28 main:581] : INFO : Epoch 781 | loss: 0.000175671 | val_loss: 0.000181057 | Time: 1621.68 ms [2020-12-10 19:12:29 main:581] : INFO : Epoch 782 | loss: 0.000170421 | val_loss: 0.000182119 | Time: 1620.36 ms [2020-12-10 19:12:31 main:581] : INFO : Epoch 783 | loss: 0.000201189 | val_loss: 0.000194278 | Time: 1621.53 ms [2020-12-10 19:12:33 main:581] : INFO : Epoch 784 | loss: 0.000181083 | val_loss: 0.000188663 | Time: 1619.69 ms [2020-12-10 19:12:34 main:581] : INFO : Epoch 785 | loss: 0.000173691 | val_loss: 0.000189429 | Time: 1617.76 ms [2020-12-10 19:12:36 main:581] : INFO : Epoch 786 | loss: 0.000206143 | val_loss: 0.0001957 | Time: 1628.05 ms [2020-12-10 19:12:37 main:581] : INFO : Epoch 787 | loss: 0.000176561 | val_loss: 0.000179019 | Time: 1625.49 ms [2020-12-10 19:12:39 main:581] : INFO : Epoch 788 | loss: 0.000171037 | val_loss: 0.000184012 | Time: 1624.68 ms [2020-12-10 19:12:41 main:581] : INFO : Epoch 789 | loss: 0.000204154 | val_loss: 0.000198093 | Time: 1645.17 ms [2020-12-10 19:12:42 main:581] : INFO : Epoch 790 | loss: 0.000213833 | val_loss: 0.00019926 | Time: 1632.18 ms [2020-12-10 19:12:44 main:581] : INFO : Epoch 791 | loss: 0.000182445 | val_loss: 0.000183739 | Time: 1620.01 ms [2020-12-10 19:12:46 main:581] : INFO : Epoch 792 | loss: 0.000169748 | val_loss: 0.00017591 | Time: 1626.55 ms [2020-12-10 19:12:47 main:581] : INFO : Epoch 793 | loss: 0.000167234 | val_loss: 0.000174656 | Time: 1618.35 ms [2020-12-10 19:12:49 main:581] : INFO : Epoch 794 | loss: 0.000197786 | val_loss: 0.000283457 | Time: 1614.08 ms [2020-12-10 19:12:50 main:581] : INFO : Epoch 795 | loss: 0.000198274 | val_loss: 0.000188056 | Time: 1626.88 ms [2020-12-10 19:12:52 main:581] : INFO : Epoch 796 | loss: 0.000175173 | val_loss: 0.000184701 | Time: 1632.62 ms [2020-12-10 19:12:54 main:581] : INFO : Epoch 797 | loss: 0.000176158 | val_loss: 0.000209238 | Time: 1625.13 ms [2020-12-10 19:12:55 main:581] : INFO : Epoch 798 | loss: 0.000277763 | val_loss: 0.000248129 | Time: 1624.97 ms [2020-12-10 19:12:57 main:581] : INFO : Epoch 799 | loss: 0.000199965 | val_loss: 0.000198907 | Time: 1621.4 ms [2020-12-10 19:12:59 main:581] : INFO : Epoch 800 | loss: 0.000176903 | val_loss: 0.000183638 | Time: 1631.59 ms [2020-12-10 19:13:00 main:581] : INFO : Epoch 801 | loss: 0.000169712 | val_loss: 0.000180157 | Time: 1646.49 ms [2020-12-10 19:13:02 main:581] : INFO : Epoch 802 | loss: 0.000178324 | val_loss: 0.0002873 | Time: 1622.49 ms [2020-12-10 19:13:03 main:581] : INFO : Epoch 803 | loss: 0.000237815 | val_loss: 0.000200585 | Time: 1632.38 ms [2020-12-10 19:13:05 main:581] : INFO : Epoch 804 | loss: 0.000180208 | val_loss: 0.000188517 | Time: 1623.6 ms [2020-12-10 19:13:07 main:581] : INFO : Epoch 805 | loss: 0.000171441 | val_loss: 0.000181572 | Time: 1622.11 ms [2020-12-10 19:13:08 main:581] : INFO : Epoch 806 | loss: 0.000168191 | val_loss: 0.000180938 | Time: 1623.71 ms [2020-12-10 19:13:10 main:581] : INFO : Epoch 807 | loss: 0.000168884 | val_loss: 0.000189801 | Time: 1618.36 ms [2020-12-10 19:13:12 main:581] : INFO : Epoch 808 | loss: 0.00017715 | val_loss: 0.000193604 | Time: 1615.43 ms [2020-12-10 19:13:13 main:581] : INFO : Epoch 809 | loss: 0.000225902 | val_loss: 0.000344029 | Time: 1612.7 ms [2020-12-10 19:13:15 main:581] : INFO : Epoch 810 | loss: 0.000220188 | val_loss: 0.000197859 | Time: 1612.27 ms [2020-12-10 19:13:16 main:581] : INFO : Epoch 811 | loss: 0.000178306 | val_loss: 0.000186795 | Time: 1620.93 ms [2020-12-10 19:13:18 main:581] : INFO : Epoch 812 | loss: 0.000170195 | val_loss: 0.000181847 | Time: 1621.83 ms [2020-12-10 19:13:20 main:581] : INFO : Epoch 813 | loss: 0.000168914 | val_loss: 0.000188561 | Time: 1613.28 ms [2020-12-10 19:13:21 main:581] : INFO : Epoch 814 | loss: 0.000219109 | val_loss: 0.000226431 | Time: 1634.65 ms [2020-12-10 19:13:23 main:581] : INFO : Epoch 815 | loss: 0.000184396 | val_loss: 0.00018623 | Time: 1641.38 ms [2020-12-10 19:13:25 main:581] : INFO : Epoch 816 | loss: 0.000173827 | val_loss: 0.000184232 | Time: 1639.96 ms [2020-12-10 19:13:26 main:581] : INFO : Epoch 817 | loss: 0.000180275 | val_loss: 0.00021017 | Time: 1634.98 ms [2020-12-10 19:13:28 main:581] : INFO : Epoch 818 | loss: 0.000195538 | val_loss: 0.000184933 | Time: 1635.45 ms [2020-12-10 19:13:29 main:581] : INFO : Epoch 819 | loss: 0.000175133 | val_loss: 0.000186049 | Time: 1642.06 ms [2020-12-10 19:13:31 main:581] : INFO : Epoch 820 | loss: 0.00017218 | val_loss: 0.000196512 | Time: 1632.5 ms [2020-12-10 19:13:33 main:581] : INFO : Epoch 821 | loss: 0.000213277 | val_loss: 0.000210669 | Time: 1641.54 ms [2020-12-10 19:13:34 main:581] : INFO : Epoch 822 | loss: 0.000181935 | val_loss: 0.000189691 | Time: 1639.28 ms [2020-12-10 19:13:36 main:581] : INFO : Epoch 823 | loss: 0.000171327 | val_loss: 0.000187864 | Time: 1639.08 ms [2020-12-10 19:13:38 main:581] : INFO : Epoch 824 | loss: 0.000211562 | val_loss: 0.000256419 | Time: 1640.75 ms [2020-12-10 19:13:39 main:581] : INFO : Epoch 825 | loss: 0.000244625 | val_loss: 0.000217808 | Time: 1640.83 ms [2020-12-10 19:13:41 main:581] : INFO : Epoch 826 | loss: 0.000187053 | val_loss: 0.000189442 | Time: 1636.14 ms [2020-12-10 19:13:43 main:581] : INFO : Epoch 827 | loss: 0.000173914 | val_loss: 0.000184475 | Time: 1633.89 ms [2020-12-10 19:13:44 main:581] : INFO : Epoch 828 | loss: 0.000169704 | val_loss: 0.000179753 | Time: 1643.89 ms [2020-12-10 19:13:46 main:581] : INFO : Epoch 829 | loss: 0.000174195 | val_loss: 0.000223958 | Time: 1639.45 ms [2020-12-10 19:13:47 main:581] : INFO : Epoch 830 | loss: 0.000236529 | val_loss: 0.000206956 | Time: 1638.12 ms [2020-12-10 19:13:49 main:581] : INFO : Epoch 831 | loss: 0.000179769 | val_loss: 0.000184987 | Time: 1638 ms [2020-12-10 19:13:51 main:581] : INFO : Epoch 832 | loss: 0.000171127 | val_loss: 0.000189044 | Time: 1643.55 ms [2020-12-10 19:13:52 main:581] : INFO : Epoch 833 | loss: 0.000184779 | val_loss: 0.000188607 | Time: 1645.75 ms [2020-12-10 19:13:54 main:581] : INFO : Epoch 834 | loss: 0.000178828 | val_loss: 0.000231901 | Time: 1640.56 ms [2020-12-10 19:13:56 main:581] : INFO : Epoch 835 | loss: 0.000221732 | val_loss: 0.000200329 | Time: 1627.09 ms [2020-12-10 19:13:57 main:581] : INFO : Epoch 836 | loss: 0.0001797 | val_loss: 0.000187599 | Time: 1634.62 ms [2020-12-10 19:13:59 main:581] : INFO : Epoch 837 | loss: 0.000171051 | val_loss: 0.00018113 | Time: 1626.86 ms [2020-12-10 19:14:01 main:581] : INFO : Epoch 838 | loss: 0.000170096 | val_loss: 0.000179574 | Time: 1644.45 ms [2020-12-10 19:14:02 main:581] : INFO : Epoch 839 | loss: 0.00019606 | val_loss: 0.000319766 | Time: 1629.94 ms [2020-12-10 19:14:04 main:581] : INFO : Epoch 840 | loss: 0.000257051 | val_loss: 0.000210649 | Time: 1632.12 ms [2020-12-10 19:14:05 main:581] : INFO : Epoch 841 | loss: 0.000192569 | val_loss: 0.000194409 | Time: 1627.19 ms [2020-12-10 19:14:07 main:581] : INFO : Epoch 842 | loss: 0.000175235 | val_loss: 0.00018361 | Time: 1626.8 ms [2020-12-10 19:14:09 main:581] : INFO : Epoch 843 | loss: 0.000169137 | val_loss: 0.00018009 | Time: 1629.43 ms [2020-12-10 19:14:10 main:581] : INFO : Epoch 844 | loss: 0.000176125 | val_loss: 0.000264349 | Time: 1631.87 ms [2020-12-10 19:14:12 main:581] : INFO : Epoch 845 | loss: 0.000239159 | val_loss: 0.00020644 | Time: 1627.97 ms [2020-12-10 19:14:14 main:581] : INFO : Epoch 846 | loss: 0.000180413 | val_loss: 0.000188262 | Time: 1624.46 ms [2020-12-10 19:14:15 main:581] : INFO : Epoch 847 | loss: 0.00017257 | val_loss: 0.000182446 | Time: 1627.34 ms [2020-12-10 19:14:17 main:581] : INFO : Epoch 848 | loss: 0.000169406 | val_loss: 0.000180925 | Time: 1629.68 ms [2020-12-10 19:14:19 main:581] : INFO : Epoch 849 | loss: 0.000192386 | val_loss: 0.000356039 | Time: 1629.08 ms [2020-12-10 19:14:20 main:581] : INFO : Epoch 850 | loss: 0.000251774 | val_loss: 0.000199061 | Time: 1635.37 ms [2020-12-10 19:14:22 main:581] : INFO : Epoch 851 | loss: 0.000182432 | val_loss: 0.000189088 | Time: 1640.64 ms [2020-12-10 19:14:23 main:581] : INFO : Epoch 852 | loss: 0.000172254 | val_loss: 0.000182637 | Time: 1630.8 ms [2020-12-10 19:14:25 main:581] : INFO : Epoch 853 | loss: 0.000174024 | val_loss: 0.000183957 | Time: 1629.21 ms [2020-12-10 19:14:27 main:581] : INFO : Epoch 854 | loss: 0.000193059 | val_loss: 0.00028049 | Time: 1625.03 ms [2020-12-10 19:14:28 main:581] : INFO : Epoch 855 | loss: 0.00019682 | val_loss: 0.000190429 | Time: 1627.53 ms [2020-12-10 19:14:30 main:581] : INFO : Epoch 856 | loss: 0.000174649 | val_loss: 0.000187933 | Time: 1629.03 ms [2020-12-10 19:14:32 main:581] : INFO : Epoch 857 | loss: 0.000171406 | val_loss: 0.000184788 | Time: 1635.04 ms [2020-12-10 19:14:33 main:581] : INFO : Epoch 858 | loss: 0.000180342 | val_loss: 0.000198834 | Time: 1630.61 ms [2020-12-10 19:14:35 main:581] : INFO : Epoch 859 | loss: 0.000202459 | val_loss: 0.000220455 | Time: 1627.27 ms [2020-12-10 19:14:36 main:581] : INFO : Epoch 860 | loss: 0.00018042 | val_loss: 0.000183301 | Time: 1629.65 ms [2020-12-10 19:14:38 main:581] : INFO : Epoch 861 | loss: 0.000170924 | val_loss: 0.000183076 | Time: 1628.6 ms [2020-12-10 19:14:40 main:581] : INFO : Epoch 862 | loss: 0.000218455 | val_loss: 0.000346043 | Time: 1628.65 ms [2020-12-10 19:14:41 main:581] : INFO : Epoch 863 | loss: 0.000225114 | val_loss: 0.000228629 | Time: 1625.7 ms [2020-12-10 19:14:43 main:581] : INFO : Epoch 864 | loss: 0.00367401 | val_loss: 0.00671327 | Time: 1629.07 ms [2020-12-10 19:14:45 main:581] : INFO : Epoch 865 | loss: 0.00318485 | val_loss: 0.00202794 | Time: 1630.79 ms [2020-12-10 19:14:46 main:581] : INFO : Epoch 866 | loss: 0.00297255 | val_loss: 0.00401214 | Time: 1626.46 ms [2020-12-10 19:14:48 main:581] : INFO : Epoch 867 | loss: 0.00355159 | val_loss: 0.00334756 | Time: 1629.39 ms [2020-12-10 19:14:49 main:581] : INFO : Epoch 868 | loss: 0.00316025 | val_loss: 0.00322369 | Time: 1626.8 ms [2020-12-10 19:14:51 main:581] : INFO : Epoch 869 | loss: 0.00311934 | val_loss: 0.0031849 | Time: 1624.81 ms [2020-12-10 19:14:53 main:581] : INFO : Epoch 870 | loss: 0.00310186 | val_loss: 0.00316832 | Time: 1624.63 ms [2020-12-10 19:14:54 main:581] : INFO : Epoch 871 | loss: 0.00309259 | val_loss: 0.00315623 | Time: 1636.13 ms [2020-12-10 19:14:56 main:581] : INFO : Epoch 872 | loss: 0.00306284 | val_loss: 0.00314128 | Time: 1633.48 ms [2020-12-10 19:14:58 main:581] : INFO : Epoch 873 | loss: 0.0030492 | val_loss: 0.0031875 | Time: 1627.53 ms [2020-12-10 19:14:59 main:581] : INFO : Epoch 874 | loss: 0.00303676 | val_loss: 0.00310007 | Time: 1620.26 ms [2020-12-10 19:15:01 main:581] : INFO : Epoch 875 | loss: 0.00300699 | val_loss: 0.0031007 | Time: 1641.13 ms [2020-12-10 19:15:03 main:581] : INFO : Epoch 876 | loss: 0.0029877 | val_loss: 0.00306394 | Time: 1623.36 ms [2020-12-10 19:15:04 main:581] : INFO : Epoch 877 | loss: 0.00297787 | val_loss: 0.00305942 | Time: 1627.65 ms [2020-12-10 19:15:06 main:581] : INFO : Epoch 878 | loss: 0.00297212 | val_loss: 0.00305305 | Time: 1629.84 ms [2020-12-10 19:15:07 main:581] : INFO : Epoch 879 | loss: 0.00296153 | val_loss: 0.0030564 | Time: 1633.84 ms [2020-12-10 19:15:09 main:581] : INFO : Epoch 880 | loss: 0.00297038 | val_loss: 0.00304546 | Time: 1631.33 ms [2020-12-10 19:15:11 main:581] : INFO : Epoch 881 | loss: 0.0029543 | val_loss: 0.0030373 | Time: 1627.52 ms [2020-12-10 19:15:12 main:581] : INFO : Epoch 882 | loss: 0.00294375 | val_loss: 0.0030212 | Time: 1629.62 ms [2020-12-10 19:15:14 main:581] : INFO : Epoch 883 | loss: 0.00293733 | val_loss: 0.00304001 | Time: 1626.01 ms [2020-12-10 19:15:16 main:581] : INFO : Epoch 884 | loss: 0.00294015 | val_loss: 0.00298539 | Time: 1629 ms [2020-12-10 19:15:17 main:581] : INFO : Epoch 885 | loss: 0.00284285 | val_loss: 0.00282061 | Time: 1630.02 ms [2020-12-10 19:15:19 main:581] : INFO : Epoch 886 | loss: 0.00268242 | val_loss: 0.00265584 | Time: 1628.72 ms [2020-12-10 19:15:20 main:581] : INFO : Epoch 887 | loss: 0.00269907 | val_loss: 0.00279676 | Time: 1626.86 ms [2020-12-10 19:15:22 main:581] : INFO : Epoch 888 | loss: 0.00266755 | val_loss: 0.00267754 | Time: 1623.56 ms [2020-12-10 19:15:24 main:581] : INFO : Epoch 889 | loss: 0.00253884 | val_loss: 0.00249243 | Time: 1623.44 ms [2020-12-10 19:15:25 main:581] : INFO : Epoch 890 | loss: 0.0023745 | val_loss: 0.00242897 | Time: 1626.39 ms [2020-12-10 19:15:27 main:581] : INFO : Epoch 891 | loss: 0.00234127 | val_loss: 0.0023564 | Time: 1635.35 ms [2020-12-10 19:15:29 main:581] : INFO : Epoch 892 | loss: 0.00227587 | val_loss: 0.00230184 | Time: 1636.06 ms [2020-12-10 19:15:30 main:581] : INFO : Epoch 893 | loss: 0.00227489 | val_loss: 0.00227799 | Time: 1633.31 ms [2020-12-10 19:15:32 main:581] : INFO : Epoch 894 | loss: 0.00221716 | val_loss: 0.0022533 | Time: 1633.72 ms [2020-12-10 19:15:33 main:581] : INFO : Epoch 895 | loss: 0.00218109 | val_loss: 0.00221654 | Time: 1627.64 ms [2020-12-10 19:15:35 main:581] : INFO : Epoch 896 | loss: 0.00218772 | val_loss: 0.00241411 | Time: 1617.44 ms [2020-12-10 19:15:37 main:581] : INFO : Epoch 897 | loss: 0.00218152 | val_loss: 0.00215391 | Time: 1608.76 ms [2020-12-10 19:15:38 main:581] : INFO : Epoch 898 | loss: 0.00209527 | val_loss: 0.00217327 | Time: 1602.92 ms [2020-12-10 19:15:40 main:581] : INFO : Epoch 899 | loss: 0.00208734 | val_loss: 0.00214024 | Time: 1605.4 ms [2020-12-10 19:15:42 main:581] : INFO : Epoch 900 | loss: 0.00206346 | val_loss: 0.00212095 | Time: 1605.16 ms [2020-12-10 19:15:43 main:581] : INFO : Epoch 901 | loss: 0.00205007 | val_loss: 0.00207294 | Time: 1605.82 ms [2020-12-10 19:15:45 main:581] : INFO : Epoch 902 | loss: 0.00198111 | val_loss: 0.00199938 | Time: 1611.29 ms [2020-12-10 19:15:46 main:581] : INFO : Epoch 903 | loss: 0.00215074 | val_loss: 0.00207203 | Time: 1613.06 ms [2020-12-10 19:15:48 main:581] : INFO : Epoch 904 | loss: 0.00199041 | val_loss: 0.00197797 | Time: 1623.97 ms [2020-12-10 19:15:50 main:581] : INFO : Epoch 905 | loss: 0.00193131 | val_loss: 0.00199344 | Time: 1639.96 ms [2020-12-10 19:15:51 main:581] : INFO : Epoch 906 | loss: 0.00191645 | val_loss: 0.00195979 | Time: 1634.41 ms [2020-12-10 19:15:53 main:581] : INFO : Epoch 907 | loss: 0.00207805 | val_loss: 0.00199182 | Time: 1638.42 ms [2020-12-10 19:15:55 main:581] : INFO : Epoch 908 | loss: 0.00191998 | val_loss: 0.00193141 | Time: 1634.96 ms [2020-12-10 19:15:56 main:581] : INFO : Epoch 909 | loss: 0.00186402 | val_loss: 0.00190951 | Time: 1637.46 ms [2020-12-10 19:15:58 main:581] : INFO : Epoch 910 | loss: 0.00186508 | val_loss: 0.00226719 | Time: 1639.21 ms [2020-12-10 19:15:59 main:581] : INFO : Epoch 911 | loss: 0.00273139 | val_loss: 0.00212999 | Time: 1640.35 ms [2020-12-10 19:16:01 main:581] : INFO : Epoch 912 | loss: 0.0021006 | val_loss: 0.00206341 | Time: 1657.44 ms [2020-12-10 19:16:03 main:581] : INFO : Epoch 913 | loss: 0.00188579 | val_loss: 0.00150007 | Time: 1639.72 ms [2020-12-10 19:16:04 main:581] : INFO : Epoch 914 | loss: 0.00131442 | val_loss: 0.0011796 | Time: 1648.82 ms [2020-12-10 19:16:06 main:581] : INFO : Epoch 915 | loss: 0.00100905 | val_loss: 0.000931059 | Time: 1644.89 ms [2020-12-10 19:16:08 main:581] : INFO : Epoch 916 | loss: 0.000852284 | val_loss: 0.000821173 | Time: 1644.07 ms [2020-12-10 19:16:09 main:581] : INFO : Epoch 917 | loss: 0.000779784 | val_loss: 0.000818524 | Time: 1642 ms [2020-12-10 19:16:11 main:581] : INFO : Epoch 918 | loss: 0.000771036 | val_loss: 0.000766754 | Time: 1632.15 ms [2020-12-10 19:16:13 main:581] : INFO : Epoch 919 | loss: 0.000730641 | val_loss: 0.000741729 | Time: 1639.81 ms [2020-12-10 19:16:14 main:581] : INFO : Epoch 920 | loss: 0.000713914 | val_loss: 0.000721848 | Time: 1637.03 ms [2020-12-10 19:16:16 main:581] : INFO : Epoch 921 | loss: 0.000701481 | val_loss: 0.000714509 | Time: 1643.82 ms [2020-12-10 19:16:18 main:581] : INFO : Epoch 922 | loss: 0.000693763 | val_loss: 0.000706277 | Time: 1642.95 ms [2020-12-10 19:16:19 main:581] : INFO : Epoch 923 | loss: 0.000687954 | val_loss: 0.000709121 | Time: 1636.28 ms [2020-12-10 19:16:21 main:581] : INFO : Epoch 924 | loss: 0.000685201 | val_loss: 0.000709383 | Time: 1645.44 ms [2020-12-10 19:16:22 main:581] : INFO : Epoch 925 | loss: 0.000679963 | val_loss: 0.000693543 | Time: 1604.75 ms [2020-12-10 19:16:24 main:581] : INFO : Epoch 926 | loss: 0.000668653 | val_loss: 0.000684337 | Time: 1616.21 ms [2020-12-10 19:16:26 main:581] : INFO : Epoch 927 | loss: 0.000663181 | val_loss: 0.000685282 | Time: 1619.1 ms [2020-12-10 19:16:27 main:581] : INFO : Epoch 928 | loss: 0.00065971 | val_loss: 0.000677167 | Time: 1621.93 ms [2020-12-10 19:16:29 main:581] : INFO : Epoch 929 | loss: 0.000655056 | val_loss: 0.000671821 | Time: 1610.34 ms [2020-12-10 19:16:30 main:581] : INFO : Epoch 930 | loss: 0.000652849 | val_loss: 0.000670369 | Time: 1614.99 ms [2020-12-10 19:16:32 main:581] : INFO : Epoch 931 | loss: 0.000648034 | val_loss: 0.000666361 | Time: 1615.14 ms [2020-12-10 19:16:34 main:581] : INFO : Epoch 932 | loss: 0.000643736 | val_loss: 0.000660551 | Time: 1615.59 ms [2020-12-10 19:16:35 main:581] : INFO : Epoch 933 | loss: 0.000642646 | val_loss: 0.000660537 | Time: 1621.69 ms [2020-12-10 19:16:37 main:581] : INFO : Epoch 934 | loss: 0.000650058 | val_loss: 0.000662832 | Time: 1619.73 ms [2020-12-10 19:16:39 main:581] : INFO : Epoch 935 | loss: 0.000637487 | val_loss: 0.000653305 | Time: 1617.66 ms [2020-12-10 19:16:40 main:581] : INFO : Epoch 936 | loss: 0.000633011 | val_loss: 0.000650622 | Time: 1614.08 ms [2020-12-10 19:16:42 main:581] : INFO : Epoch 937 | loss: 0.000631425 | val_loss: 0.000647872 | Time: 1614.78 ms [2020-12-10 19:16:43 main:581] : INFO : Epoch 938 | loss: 0.000632935 | val_loss: 0.000645727 | Time: 1617.84 ms [2020-12-10 19:16:45 main:581] : INFO : Epoch 939 | loss: 0.000629771 | val_loss: 0.000641469 | Time: 1623.22 ms [2020-12-10 19:16:47 main:581] : INFO : Epoch 940 | loss: 0.000627906 | val_loss: 0.000656071 | Time: 1618.61 ms [2020-12-10 19:16:48 main:581] : INFO : Epoch 941 | loss: 0.00062478 | val_loss: 0.000636296 | Time: 1615.14 ms [2020-12-10 19:16:50 main:581] : INFO : Epoch 942 | loss: 0.000621422 | val_loss: 0.000633219 | Time: 1615.54 ms [2020-12-10 19:16:52 main:581] : INFO : Epoch 943 | loss: 0.000615476 | val_loss: 0.000630206 | Time: 1609.83 ms [2020-12-10 19:16:53 main:581] : INFO : Epoch 944 | loss: 0.000614915 | val_loss: 0.000631335 | Time: 1619.68 ms [2020-12-10 19:16:55 main:581] : INFO : Epoch 945 | loss: 0.000611741 | val_loss: 0.000628785 | Time: 1611.36 ms [2020-12-10 19:16:56 main:581] : INFO : Epoch 946 | loss: 0.000614678 | val_loss: 0.000628162 | Time: 1615.64 ms [2020-12-10 19:16:58 main:581] : INFO : Epoch 947 | loss: 0.000615899 | val_loss: 0.000627138 | Time: 1619.68 ms [2020-12-10 19:17:00 main:581] : INFO : Epoch 948 | loss: 0.000606556 | val_loss: 0.00062213 | Time: 1632.18 ms [2020-12-10 19:17:01 main:581] : INFO : Epoch 949 | loss: 0.000607819 | val_loss: 0.000629254 | Time: 1632.67 ms [2020-12-10 19:17:03 main:581] : INFO : Epoch 950 | loss: 0.000607142 | val_loss: 0.000624832 | Time: 1625.6 ms [2020-12-10 19:17:04 main:581] : INFO : Epoch 951 | loss: 0.000602298 | val_loss: 0.000619286 | Time: 1629.87 ms [2020-12-10 19:17:06 main:581] : INFO : Epoch 952 | loss: 0.000603103 | val_loss: 0.000626504 | Time: 1635.22 ms [2020-12-10 19:17:08 main:581] : INFO : Epoch 953 | loss: 0.000605431 | val_loss: 0.000632572 | Time: 1627.59 ms [2020-12-10 19:17:09 main:581] : INFO : Epoch 954 | loss: 0.000600543 | val_loss: 0.000617812 | Time: 1629.95 ms [2020-12-10 19:17:11 main:581] : INFO : Epoch 955 | loss: 0.000613696 | val_loss: 0.00062704 | Time: 1628.4 ms [2020-12-10 19:17:13 main:581] : INFO : Epoch 956 | loss: 0.000601708 | val_loss: 0.000621187 | Time: 1629.18 ms [2020-12-10 19:17:14 main:581] : INFO : Epoch 957 | loss: 0.000613637 | val_loss: 0.000683149 | Time: 1633.77 ms [2020-12-10 19:17:16 main:581] : INFO : Epoch 958 | loss: 0.000612788 | val_loss: 0.000613788 | Time: 1639.38 ms [2020-12-10 19:17:18 main:581] : INFO : Epoch 959 | loss: 0.000594797 | val_loss: 0.00061716 | Time: 1635.14 ms [2020-12-10 19:17:19 main:581] : INFO : Epoch 960 | loss: 0.000610538 | val_loss: 0.000629765 | Time: 1630.69 ms [2020-12-10 19:17:21 main:581] : INFO : Epoch 961 | loss: 0.000603748 | val_loss: 0.000623328 | Time: 1630.07 ms [2020-12-10 19:17:22 main:581] : INFO : Epoch 962 | loss: 0.000605315 | val_loss: 0.000620427 | Time: 1635.22 ms [2020-12-10 19:17:24 main:581] : INFO : Epoch 963 | loss: 0.00060573 | val_loss: 0.000609806 | Time: 1628.41 ms [2020-12-10 19:17:26 main:581] : INFO : Epoch 964 | loss: 0.000609316 | val_loss: 0.000617771 | Time: 1632.19 ms [2020-12-10 19:17:27 main:581] : INFO : Epoch 965 | loss: 0.000602087 | val_loss: 0.000625231 | Time: 1630.03 ms [2020-12-10 19:17:29 main:581] : INFO : Epoch 966 | loss: 0.000594076 | val_loss: 0.000613014 | Time: 1628.31 ms [2020-12-10 19:17:31 main:581] : INFO : Epoch 967 | loss: 0.000596382 | val_loss: 0.000609328 | Time: 1636.81 ms [2020-12-10 19:17:32 main:581] : INFO : Epoch 968 | loss: 0.000609261 | val_loss: 0.000675938 | Time: 1638.8 ms [2020-12-10 19:17:34 main:581] : INFO : Epoch 969 | loss: 0.000622962 | val_loss: 0.000614658 | Time: 1629.7 ms [2020-12-10 19:17:36 main:581] : INFO : Epoch 970 | loss: 0.000599538 | val_loss: 0.000655012 | Time: 1639.85 ms [2020-12-10 19:17:37 main:581] : INFO : Epoch 971 | loss: 0.000614729 | val_loss: 0.000642913 | Time: 1636.16 ms [2020-12-10 19:17:39 main:581] : INFO : Epoch 972 | loss: 0.000621184 | val_loss: 0.000665596 | Time: 1628.28 ms [2020-12-10 19:17:40 main:581] : INFO : Epoch 973 | loss: 0.00061477 | val_loss: 0.000617355 | Time: 1628.47 ms [2020-12-10 19:17:42 main:581] : INFO : Epoch 974 | loss: 0.000595111 | val_loss: 0.000611779 | Time: 1633.08 ms [2020-12-10 19:17:44 main:581] : INFO : Epoch 975 | loss: 0.000585283 | val_loss: 0.00061885 | Time: 1628.61 ms [2020-12-10 19:17:45 main:581] : INFO : Epoch 976 | loss: 0.000602335 | val_loss: 0.000626468 | Time: 1634.04 ms [2020-12-10 19:17:47 main:581] : INFO : Epoch 977 | loss: 0.000593112 | val_loss: 0.000606445 | Time: 1642.81 ms [2020-12-10 19:17:49 main:581] : INFO : Epoch 978 | loss: 0.000596768 | val_loss: 0.000611428 | Time: 1633.05 ms [2020-12-10 19:17:50 main:581] : INFO : Epoch 979 | loss: 0.000584021 | val_loss: 0.000609013 | Time: 1633.82 ms [2020-12-10 19:17:52 main:581] : INFO : Epoch 980 | loss: 0.000610893 | val_loss: 0.000649802 | Time: 1637.91 ms [2020-12-10 19:17:53 main:581] : INFO : Epoch 981 | loss: 0.000617949 | val_loss: 0.000626376 | Time: 1632.04 ms [2020-12-10 19:17:55 main:581] : INFO : Epoch 982 | loss: 0.00059327 | val_loss: 0.000605252 | Time: 1627.6 ms [2020-12-10 19:17:57 main:581] : INFO : Epoch 983 | loss: 0.000597922 | val_loss: 0.000635491 | Time: 1627.34 ms [2020-12-10 19:17:58 main:581] : INFO : Epoch 984 | loss: 0.00060435 | val_loss: 0.000600688 | Time: 1627.99 ms [2020-12-10 19:18:00 main:581] : INFO : Epoch 985 | loss: 0.000605681 | val_loss: 0.000633379 | Time: 1644.24 ms [2020-12-10 19:18:02 main:581] : INFO : Epoch 986 | loss: 0.000595532 | val_loss: 0.000607773 | Time: 1636.84 ms [2020-12-10 19:18:03 main:581] : INFO : Epoch 987 | loss: 0.000599021 | val_loss: 0.000602087 | Time: 1632.94 ms [2020-12-10 19:18:05 main:581] : INFO : Epoch 988 | loss: 0.000603084 | val_loss: 0.000644913 | Time: 1636.11 ms [2020-12-10 19:18:07 main:581] : INFO : Epoch 989 | loss: 0.000606112 | val_loss: 0.000623294 | Time: 1633 ms [2020-12-10 19:18:08 main:581] : INFO : Epoch 990 | loss: 0.000596541 | val_loss: 0.000604566 | Time: 1635.12 ms [2020-12-10 19:18:10 main:581] : INFO : Epoch 991 | loss: 0.000590755 | val_loss: 0.000604188 | Time: 1615.81 ms [2020-12-10 19:18:11 main:581] : INFO : Epoch 992 | loss: 0.000604189 | val_loss: 0.000612807 | Time: 1618.36 ms [2020-12-10 19:18:13 main:581] : INFO : Epoch 993 | loss: 0.000595485 | val_loss: 0.000609107 | Time: 1617.86 ms [2020-12-10 19:18:15 main:581] : INFO : Epoch 994 | loss: 0.000590151 | val_loss: 0.000598673 | Time: 1620.41 ms [2020-12-10 19:18:16 main:581] : INFO : Epoch 995 | loss: 0.000587261 | val_loss: 0.000601656 | Time: 1621.41 ms [2020-12-10 19:18:18 main:581] : INFO : Epoch 996 | loss: 0.000615398 | val_loss: 0.000673757 | Time: 1628.06 ms [2020-12-10 19:18:20 main:581] : INFO : Epoch 997 | loss: 0.000622578 | val_loss: 0.000688058 | Time: 1621.74 ms [2020-12-10 19:18:21 main:581] : INFO : Epoch 998 | loss: 0.000610301 | val_loss: 0.000609076 | Time: 1620.67 ms [2020-12-10 19:18:23 main:581] : INFO : Epoch 999 | loss: 0.00059239 | val_loss: 0.00060581 | Time: 1622.01 ms [2020-12-10 19:18:24 main:581] : INFO : Epoch 1000 | loss: 0.000589922 | val_loss: 0.00060653 | Time: 1620.02 ms [2020-12-10 19:18:26 main:581] : INFO : Epoch 1001 | loss: 0.000591922 | val_loss: 0.000597458 | Time: 1627.62 ms [2020-12-10 19:18:28 main:581] : INFO : Epoch 1002 | loss: 0.000590149 | val_loss: 0.000629959 | Time: 1618.48 ms [2020-12-10 19:18:29 main:581] : INFO : Epoch 1003 | loss: 0.000602048 | val_loss: 0.000615176 | Time: 1617.69 ms [2020-12-10 19:18:31 main:581] : INFO : Epoch 1004 | loss: 0.000588147 | val_loss: 0.000616204 | Time: 1618.57 ms [2020-12-10 19:18:33 main:581] : INFO : Epoch 1005 | loss: 0.000605296 | val_loss: 0.000599434 | Time: 1624.58 ms [2020-12-10 19:18:34 main:581] : INFO : Epoch 1006 | loss: 0.000589347 | val_loss: 0.000606419 | Time: 1620.73 ms [2020-12-10 19:18:36 main:581] : INFO : Epoch 1007 | loss: 0.000586062 | val_loss: 0.000641655 | Time: 1627.02 ms [2020-12-10 19:18:37 main:581] : INFO : Epoch 1008 | loss: 0.000601247 | val_loss: 0.000634698 | Time: 1625.09 ms [2020-12-10 19:18:39 main:581] : INFO : Epoch 1009 | loss: 0.000595019 | val_loss: 0.000600485 | Time: 1624.3 ms [2020-12-10 19:18:41 main:581] : INFO : Epoch 1010 | loss: 0.000582641 | val_loss: 0.000607808 | Time: 1616.25 ms [2020-12-10 19:18:42 main:581] : INFO : Epoch 1011 | loss: 0.000603527 | val_loss: 0.00062894 | Time: 1613.07 ms [2020-12-10 19:18:44 main:581] : INFO : Epoch 1012 | loss: 0.000614193 | val_loss: 0.000659899 | Time: 1630.85 ms [2020-12-10 19:18:45 main:581] : INFO : Epoch 1013 | loss: 0.000602189 | val_loss: 0.000611966 | Time: 1625.23 ms [2020-12-10 19:18:47 main:581] : INFO : Epoch 1014 | loss: 0.000590322 | val_loss: 0.000598548 | Time: 1623.61 ms [2020-12-10 19:18:49 main:581] : INFO : Epoch 1015 | loss: 0.000596597 | val_loss: 0.000632276 | Time: 1621.09 ms [2020-12-10 19:18:50 main:581] : INFO : Epoch 1016 | loss: 0.000594682 | val_loss: 0.000598128 | Time: 1622.48 ms [2020-12-10 19:18:52 main:581] : INFO : Epoch 1017 | loss: 0.000582381 | val_loss: 0.000612754 | Time: 1621 ms [2020-12-10 19:18:54 main:581] : INFO : Epoch 1018 | loss: 0.000601791 | val_loss: 0.000608398 | Time: 1625.51 ms [2020-12-10 19:18:55 main:581] : INFO : Epoch 1019 | loss: 0.000591054 | val_loss: 0.00060729 | Time: 1639.6 ms [2020-12-10 19:18:57 main:581] : INFO : Epoch 1020 | loss: 0.00058499 | val_loss: 0.000610034 | Time: 1632.65 ms [2020-12-10 19:18:58 main:581] : INFO : Epoch 1021 | loss: 0.000592831 | val_loss: 0.000601327 | Time: 1625.49 ms [2020-12-10 19:19:00 main:581] : INFO : Epoch 1022 | loss: 0.000601437 | val_loss: 0.000591006 | Time: 1635.68 ms [2020-12-10 19:19:02 main:581] : INFO : Epoch 1023 | loss: 0.000585898 | val_loss: 0.000605092 | Time: 1619.96 ms [2020-12-10 19:19:03 main:581] : INFO : Epoch 1024 | loss: 0.000582381 | val_loss: 0.000601172 | Time: 1622.13 ms [2020-12-10 19:19:03 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000601172 [2020-12-10 19:19:03 main:610] : INFO : Saving end state to config to file [2020-12-10 19:19:03 main:615] : INFO : Success, exiting.. 19:19:03 (364924): 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)