| Name | EightBitModified-1605455765-6454-6_1 |
| Workunit | 1535466 |
| Created | 21 Dec 2020, 13:32:51 UTC |
| Sent | 21 Dec 2020, 14:30:00 UTC |
| Report deadline | 28 Dec 2020, 14:30:00 UTC |
| Received | 22 Dec 2020, 5:28:04 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4285 |
| Run time | 28 min 9 sec |
| CPU time | 28 min 7 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 |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> : Epoch 526 | loss: 0.000334891 | val_loss: 0.000345376 | Time: 1651.36 ms [2020-12-21 23:41:58 main:581] : INFO : Epoch 527 | loss: 0.000324809 | val_loss: 0.000340683 | Time: 1642.9 ms [2020-12-21 23:42:00 main:581] : INFO : Epoch 528 | loss: 0.000322413 | val_loss: 0.000341084 | Time: 1651.26 ms [2020-12-21 23:42:01 main:581] : INFO : Epoch 529 | loss: 0.000328955 | val_loss: 0.000356359 | Time: 1636.7 ms [2020-12-21 23:42:03 main:581] : INFO : Epoch 530 | loss: 0.000340348 | val_loss: 0.000353565 | Time: 1635.07 ms [2020-12-21 23:42:05 main:581] : INFO : Epoch 531 | loss: 0.000337961 | val_loss: 0.00035222 | Time: 1638.46 ms [2020-12-21 23:42:06 main:581] : INFO : Epoch 532 | loss: 0.000329195 | val_loss: 0.000344079 | Time: 1638.44 ms [2020-12-21 23:42:08 main:581] : INFO : Epoch 533 | loss: 0.000324261 | val_loss: 0.000340569 | Time: 1641.72 ms [2020-12-21 23:42:10 main:581] : INFO : Epoch 534 | loss: 0.000326999 | val_loss: 0.000342968 | Time: 1642.78 ms [2020-12-21 23:42:11 main:581] : INFO : Epoch 535 | loss: 0.000332065 | val_loss: 0.000361278 | Time: 1641.99 ms [2020-12-21 23:42:13 main:581] : INFO : Epoch 536 | loss: 0.000337839 | val_loss: 0.000351288 | Time: 1644.77 ms [2020-12-21 23:42:15 main:581] : INFO : Epoch 537 | loss: 0.000327115 | val_loss: 0.000340325 | Time: 1645.05 ms [2020-12-21 23:42:16 main:581] : INFO : Epoch 538 | loss: 0.000328144 | val_loss: 0.000349236 | Time: 1638.64 ms [2020-12-21 23:42:18 main:581] : INFO : Epoch 539 | loss: 0.000328345 | val_loss: 0.000357559 | Time: 1649.41 ms [2020-12-21 23:42:20 main:581] : INFO : Epoch 540 | loss: 0.000337016 | val_loss: 0.000350113 | Time: 1637.51 ms [2020-12-21 23:42:21 main:581] : INFO : Epoch 541 | loss: 0.000331453 | val_loss: 0.000357593 | Time: 1630.05 ms [2020-12-21 23:42:23 main:581] : INFO : Epoch 542 | loss: 0.000329735 | val_loss: 0.000344212 | Time: 1638.64 ms [2020-12-21 23:42:24 main:581] : INFO : Epoch 543 | loss: 0.000325368 | val_loss: 0.000342463 | Time: 1630.85 ms [2020-12-21 23:42:26 main:581] : INFO : Epoch 544 | loss: 0.000333476 | val_loss: 0.000352341 | Time: 1633.95 ms [2020-12-21 23:42:28 main:581] : INFO : Epoch 545 | loss: 0.000334699 | val_loss: 0.000346258 | Time: 1627.23 ms [2020-12-21 23:42:29 main:581] : INFO : Epoch 546 | loss: 0.000324279 | val_loss: 0.00034204 | Time: 1625.68 ms [2020-12-21 23:42:31 main:581] : INFO : Epoch 547 | loss: 0.00032876 | val_loss: 0.000364947 | Time: 1628.16 ms [2020-12-21 23:42:33 main:581] : INFO : Epoch 548 | loss: 0.000345544 | val_loss: 0.000348894 | Time: 1635.72 ms [2020-12-21 23:42:34 main:581] : INFO : Epoch 549 | loss: 0.000328379 | val_loss: 0.000349871 | Time: 1629.45 ms [2020-12-21 23:42:36 main:581] : INFO : Epoch 550 | loss: 0.000327778 | val_loss: 0.000341494 | Time: 1639.08 ms [2020-12-21 23:42:38 main:581] : INFO : Epoch 551 | loss: 0.000328764 | val_loss: 0.00034576 | Time: 1642.96 ms [2020-12-21 23:42:39 main:581] : INFO : Epoch 552 | loss: 0.000326866 | val_loss: 0.00034696 | Time: 1640.52 ms [2020-12-21 23:42:41 main:581] : INFO : Epoch 553 | loss: 0.000327258 | val_loss: 0.000352488 | Time: 1640.53 ms [2020-12-21 23:42:42 main:581] : INFO : Epoch 554 | loss: 0.000330429 | val_loss: 0.000351659 | Time: 1630.43 ms [2020-12-21 23:42:44 main:581] : INFO : Epoch 555 | loss: 0.000338113 | val_loss: 0.000359136 | Time: 1630.47 ms [2020-12-21 23:42:46 main:581] : INFO : Epoch 556 | loss: 0.000336394 | val_loss: 0.000348638 | Time: 1631.1 ms [2020-12-21 23:42:47 main:581] : INFO : Epoch 557 | loss: 0.000328814 | val_loss: 0.000341458 | Time: 1629.19 ms [2020-12-21 23:42:49 main:581] : INFO : Epoch 558 | loss: 0.000324513 | val_loss: 0.000340003 | Time: 1634.71 ms [2020-12-21 23:42:51 main:581] : INFO : Epoch 559 | loss: 0.000328655 | val_loss: 0.000384797 | Time: 1632.4 ms [2020-12-21 23:42:52 main:581] : INFO : Epoch 560 | loss: 0.000494641 | val_loss: 0.000561249 | Time: 1645.77 ms [2020-12-21 23:42:54 main:581] : INFO : Epoch 561 | loss: 0.00085984 | val_loss: 0.00100124 | Time: 1634.08 ms [2020-12-21 23:42:56 main:581] : INFO : Epoch 562 | loss: 0.000775333 | val_loss: 0.000609267 | Time: 1639.96 ms [2020-12-21 23:42:57 main:581] : INFO : Epoch 563 | loss: 0.000496639 | val_loss: 0.000580653 | Time: 1631.25 ms [2020-12-21 23:42:59 main:581] : INFO : Epoch 564 | loss: 0.000972258 | val_loss: 0.000685669 | Time: 1640.12 ms [2020-12-21 23:43:00 main:581] : INFO : Epoch 565 | loss: 0.000621072 | val_loss: 0.000543344 | Time: 1641.48 ms [2020-12-21 23:43:02 main:581] : INFO : Epoch 566 | loss: 0.000487744 | val_loss: 0.00045278 | Time: 1605.11 ms [2020-12-21 23:43:04 main:581] : INFO : Epoch 567 | loss: 0.000406495 | val_loss: 0.000400104 | Time: 1632.75 ms [2020-12-21 23:43:05 main:581] : INFO : Epoch 568 | loss: 0.000369945 | val_loss: 0.00037498 | Time: 1624.12 ms [2020-12-21 23:43:07 main:581] : INFO : Epoch 569 | loss: 0.000352021 | val_loss: 0.000365213 | Time: 1621.12 ms [2020-12-21 23:43:09 main:581] : INFO : Epoch 570 | loss: 0.000344437 | val_loss: 0.000359903 | Time: 1626.55 ms [2020-12-21 23:43:10 main:581] : INFO : Epoch 571 | loss: 0.000339224 | val_loss: 0.000355338 | Time: 1622.57 ms [2020-12-21 23:43:12 main:581] : INFO : Epoch 572 | loss: 0.000335349 | val_loss: 0.000351842 | Time: 1631.14 ms [2020-12-21 23:43:13 main:581] : INFO : Epoch 573 | loss: 0.000347227 | val_loss: 0.000354249 | Time: 1642.44 ms [2020-12-21 23:43:15 main:581] : INFO : Epoch 574 | loss: 0.000335587 | val_loss: 0.000349961 | Time: 1637.3 ms [2020-12-21 23:43:17 main:581] : INFO : Epoch 575 | loss: 0.00033065 | val_loss: 0.000347346 | Time: 1639.63 ms [2020-12-21 23:43:18 main:581] : INFO : Epoch 576 | loss: 0.000328274 | val_loss: 0.000345164 | Time: 1644.51 ms [2020-12-21 23:43:20 main:581] : INFO : Epoch 577 | loss: 0.000327139 | val_loss: 0.000344007 | Time: 1636.47 ms [2020-12-21 23:43:22 main:581] : INFO : Epoch 578 | loss: 0.000326602 | val_loss: 0.000343271 | Time: 1641.95 ms [2020-12-21 23:43:23 main:581] : INFO : Epoch 579 | loss: 0.000325876 | val_loss: 0.000344209 | Time: 1649.64 ms [2020-12-21 23:43:25 main:581] : INFO : Epoch 580 | loss: 0.000326166 | val_loss: 0.000342642 | Time: 1645.26 ms [2020-12-21 23:43:27 main:581] : INFO : Epoch 581 | loss: 0.000325971 | val_loss: 0.000346234 | Time: 1643.91 ms [2020-12-21 23:43:28 main:581] : INFO : Epoch 582 | loss: 0.000327837 | val_loss: 0.000342484 | Time: 1636.33 ms [2020-12-21 23:43:30 main:581] : INFO : Epoch 583 | loss: 0.00032473 | val_loss: 0.000342442 | Time: 1634.37 ms [2020-12-21 23:43:31 main:581] : INFO : Epoch 584 | loss: 0.000324406 | val_loss: 0.000341519 | Time: 1633.68 ms [2020-12-21 23:43:33 main:581] : INFO : Epoch 585 | loss: 0.000328206 | val_loss: 0.00035192 | Time: 1638.49 ms [2020-12-21 23:43:35 main:581] : INFO : Epoch 586 | loss: 0.000326531 | val_loss: 0.00034284 | Time: 1639.19 ms [2020-12-21 23:43:36 main:581] : INFO : Epoch 587 | loss: 0.000324794 | val_loss: 0.000341899 | Time: 1645.39 ms [2020-12-21 23:43:38 main:581] : INFO : Epoch 588 | loss: 0.000324095 | val_loss: 0.000342271 | Time: 1651.1 ms [2020-12-21 23:43:40 main:581] : INFO : Epoch 589 | loss: 0.000325167 | val_loss: 0.000344854 | Time: 1639.58 ms [2020-12-21 23:43:41 main:581] : INFO : Epoch 590 | loss: 0.000328627 | val_loss: 0.000351567 | Time: 1648.2 ms [2020-12-21 23:43:43 main:581] : INFO : Epoch 591 | loss: 0.00033181 | val_loss: 0.000345778 | Time: 1642.84 ms [2020-12-21 23:43:45 main:581] : INFO : Epoch 592 | loss: 0.000327782 | val_loss: 0.000349617 | Time: 1645.07 ms [2020-12-21 23:43:46 main:581] : INFO : Epoch 593 | loss: 0.000328007 | val_loss: 0.000347537 | Time: 1633.12 ms [2020-12-21 23:43:48 main:581] : INFO : Epoch 594 | loss: 0.000328396 | val_loss: 0.000343772 | Time: 1635.35 ms [2020-12-21 23:43:50 main:581] : INFO : Epoch 595 | loss: 0.000326604 | val_loss: 0.000345007 | Time: 1634.95 ms [2020-12-21 23:43:51 main:581] : INFO : Epoch 596 | loss: 0.000328716 | val_loss: 0.000356245 | Time: 1638.88 ms [2020-12-21 23:43:53 main:581] : INFO : Epoch 597 | loss: 0.000340045 | val_loss: 0.000352879 | Time: 1644.57 ms [2020-12-21 23:43:54 main:581] : INFO : Epoch 598 | loss: 0.000327645 | val_loss: 0.000342699 | Time: 1642.49 ms [2020-12-21 23:43:56 main:581] : INFO : Epoch 599 | loss: 0.000324812 | val_loss: 0.000342381 | Time: 1638.55 ms [2020-12-21 23:43:58 main:581] : INFO : Epoch 600 | loss: 0.000324449 | val_loss: 0.000345594 | Time: 1648.29 ms [2020-12-21 23:43:59 main:581] : INFO : Epoch 601 | loss: 0.000327976 | val_loss: 0.000344076 | Time: 1640.46 ms [2020-12-21 23:44:01 main:581] : INFO : Epoch 602 | loss: 0.000328005 | val_loss: 0.000358776 | Time: 1658.59 ms [2020-12-21 23:44:03 main:581] : INFO : Epoch 603 | loss: 0.000358464 | val_loss: 0.000354124 | Time: 1639.03 ms [2020-12-21 23:44:04 main:581] : INFO : Epoch 604 | loss: 0.000332244 | val_loss: 0.000348236 | Time: 1637.16 ms [2020-12-21 23:44:06 main:581] : INFO : Epoch 605 | loss: 0.000326735 | val_loss: 0.000342955 | Time: 1640.82 ms [2020-12-21 23:44:08 main:581] : INFO : Epoch 606 | loss: 0.000324418 | val_loss: 0.000341752 | Time: 1634.37 ms [2020-12-21 23:44:09 main:581] : INFO : Epoch 607 | loss: 0.000322749 | val_loss: 0.000340259 | Time: 1647.97 ms [2020-12-21 23:44:11 main:581] : INFO : Epoch 608 | loss: 0.000332351 | val_loss: 0.000353519 | Time: 1639.74 ms [2020-12-21 23:44:13 main:581] : INFO : Epoch 609 | loss: 0.000332195 | val_loss: 0.000344626 | Time: 1641.02 ms [2020-12-21 23:44:14 main:581] : INFO : Epoch 610 | loss: 0.000325117 | val_loss: 0.000341154 | Time: 1641.75 ms [2020-12-21 23:44:16 main:581] : INFO : Epoch 611 | loss: 0.000323691 | val_loss: 0.000342117 | Time: 1650.88 ms [2020-12-21 23:44:17 main:581] : INFO : Epoch 612 | loss: 0.000336378 | val_loss: 0.000351845 | Time: 1645.77 ms [2020-12-21 23:44:19 main:581] : INFO : Epoch 613 | loss: 0.000332118 | val_loss: 0.000345042 | Time: 1645.99 ms [2020-12-21 23:44:21 main:581] : INFO : Epoch 614 | loss: 0.000343574 | val_loss: 0.000392398 | Time: 1637.53 ms [2020-12-21 23:44:22 main:581] : INFO : Epoch 615 | loss: 0.000337121 | val_loss: 0.000343983 | Time: 1640.71 ms [2020-12-21 23:44:24 main:581] : INFO : Epoch 616 | loss: 0.000325209 | val_loss: 0.000340814 | Time: 1635.85 ms [2020-12-21 23:44:26 main:581] : INFO : Epoch 617 | loss: 0.000323519 | val_loss: 0.000340864 | Time: 1640.01 ms [2020-12-21 23:44:27 main:581] : INFO : Epoch 618 | loss: 0.000324216 | val_loss: 0.000341136 | Time: 1645.32 ms [2020-12-21 23:44:29 main:581] : INFO : Epoch 619 | loss: 0.000325939 | val_loss: 0.00035585 | Time: 1638.23 ms [2020-12-21 23:44:31 main:581] : INFO : Epoch 620 | loss: 0.000348956 | val_loss: 0.000365617 | Time: 1645.17 ms [2020-12-21 23:44:32 main:581] : INFO : Epoch 621 | loss: 0.000334401 | val_loss: 0.0003448 | Time: 1646.79 ms [2020-12-21 23:44:34 main:581] : INFO : Epoch 622 | loss: 0.000324121 | val_loss: 0.000341321 | Time: 1642.61 ms [2020-12-21 23:44:36 main:581] : INFO : Epoch 623 | loss: 0.000324852 | val_loss: 0.000342224 | Time: 1647.92 ms [2020-12-21 23:44:37 main:581] : INFO : Epoch 624 | loss: 0.000324429 | val_loss: 0.000345556 | Time: 1630.5 ms [2020-12-21 23:44:39 main:581] : INFO : Epoch 625 | loss: 0.000343584 | val_loss: 0.000365004 | Time: 1631.77 ms [2020-12-21 23:44:40 main:581] : INFO : Epoch 626 | loss: 0.000338321 | val_loss: 0.000345833 | Time: 1636.59 ms [2020-12-21 23:44:42 main:581] : INFO : Epoch 627 | loss: 0.000327728 | val_loss: 0.000345395 | Time: 1639.71 ms [2020-12-21 23:44:44 main:581] : INFO : Epoch 628 | loss: 0.000335576 | val_loss: 0.000347795 | Time: 1636.26 ms [2020-12-21 23:44:45 main:581] : INFO : Epoch 629 | loss: 0.000326764 | val_loss: 0.000342271 | Time: 1638.78 ms [2020-12-21 23:44:47 main:581] : INFO : Epoch 630 | loss: 0.000327709 | val_loss: 0.000352601 | Time: 1641.96 ms [2020-12-21 23:44:49 main:581] : INFO : Epoch 631 | loss: 0.000330505 | val_loss: 0.000347849 | Time: 1638.83 ms [2020-12-21 23:44:50 main:581] : INFO : Epoch 632 | loss: 0.000343348 | val_loss: 0.00035108 | Time: 1643.34 ms [2020-12-21 23:44:52 main:581] : INFO : Epoch 633 | loss: 0.000330928 | val_loss: 0.000344441 | Time: 1654.25 ms [2020-12-21 23:44:54 main:581] : INFO : Epoch 634 | loss: 0.000325381 | val_loss: 0.000341524 | Time: 1641.83 ms [2020-12-21 23:44:55 main:581] : INFO : Epoch 635 | loss: 0.00032439 | val_loss: 0.000343015 | Time: 1631.55 ms [2020-12-21 23:44:57 main:581] : INFO : Epoch 636 | loss: 0.000330938 | val_loss: 0.000354846 | Time: 1629.36 ms [2020-12-21 23:44:58 main:581] : INFO : Epoch 637 | loss: 0.000344321 | val_loss: 0.0003529 | Time: 1619.51 ms [2020-12-21 23:45:00 main:581] : INFO : Epoch 638 | loss: 0.000333438 | val_loss: 0.000347561 | Time: 1652.32 ms [2020-12-21 23:45:02 main:581] : INFO : Epoch 639 | loss: 0.000327343 | val_loss: 0.000346244 | Time: 1633.32 ms [2020-12-21 23:45:03 main:581] : INFO : Epoch 640 | loss: 0.000341443 | val_loss: 0.000355212 | Time: 1632.62 ms [2020-12-21 23:45:05 main:581] : INFO : Epoch 641 | loss: 0.000336327 | val_loss: 0.000352896 | Time: 1632.95 ms [2020-12-21 23:45:07 main:581] : INFO : Epoch 642 | loss: 0.000332041 | val_loss: 0.000366158 | Time: 1630.49 ms [2020-12-21 23:45:08 main:581] : INFO : Epoch 643 | loss: 0.000338485 | val_loss: 0.000348252 | Time: 1629.88 ms [2020-12-21 23:45:10 main:581] : INFO : Epoch 644 | loss: 0.000325484 | val_loss: 0.00034184 | Time: 1628.14 ms [2020-12-21 23:45:12 main:581] : INFO : Epoch 645 | loss: 0.000323732 | val_loss: 0.000339681 | Time: 1633.88 ms [2020-12-21 23:45:13 main:581] : INFO : Epoch 646 | loss: 0.000331041 | val_loss: 0.000350598 | Time: 1632.18 ms [2020-12-21 23:45:15 main:581] : INFO : Epoch 647 | loss: 0.00033511 | val_loss: 0.000379077 | Time: 1627.59 ms [2020-12-21 23:45:16 main:581] : INFO : Epoch 648 | loss: 0.000356404 | val_loss: 0.000359238 | Time: 1638.15 ms [2020-12-21 23:45:18 main:581] : INFO : Epoch 649 | loss: 0.000331611 | val_loss: 0.000343298 | Time: 1633.63 ms [2020-12-21 23:45:20 main:581] : INFO : Epoch 650 | loss: 0.00032511 | val_loss: 0.000339907 | Time: 1630.52 ms [2020-12-21 23:45:21 main:581] : INFO : Epoch 651 | loss: 0.000351847 | val_loss: 0.000371419 | Time: 1626.2 ms [2020-12-21 23:45:23 main:581] : INFO : Epoch 652 | loss: 0.000374717 | val_loss: 0.00038254 | Time: 1629.44 ms [2020-12-21 23:45:25 main:581] : INFO : Epoch 653 | loss: 0.000347478 | val_loss: 0.000350175 | Time: 1629.35 ms [2020-12-21 23:45:26 main:581] : INFO : Epoch 654 | loss: 0.000328029 | val_loss: 0.000340988 | Time: 1637.05 ms [2020-12-21 23:45:28 main:581] : INFO : Epoch 655 | loss: 0.000323544 | val_loss: 0.000340518 | Time: 1639.86 ms [2020-12-21 23:45:29 main:581] : INFO : Epoch 656 | loss: 0.000322757 | val_loss: 0.000340895 | Time: 1632.86 ms [2020-12-21 23:45:31 main:581] : INFO : Epoch 657 | loss: 0.000325557 | val_loss: 0.00034456 | Time: 1625.16 ms [2020-12-21 23:45:33 main:581] : INFO : Epoch 658 | loss: 0.000327056 | val_loss: 0.00034135 | Time: 1625.16 ms [2020-12-21 23:45:34 main:581] : INFO : Epoch 659 | loss: 0.000337367 | val_loss: 0.000355194 | Time: 1628.82 ms [2020-12-21 23:45:36 main:581] : INFO : Epoch 660 | loss: 0.000332359 | val_loss: 0.000352039 | Time: 1634.16 ms [2020-12-21 23:45:38 main:581] : INFO : Epoch 661 | loss: 0.000331831 | val_loss: 0.000344647 | Time: 1652.01 ms [2020-12-21 23:45:39 main:581] : INFO : Epoch 662 | loss: 0.000327406 | val_loss: 0.000346498 | Time: 1650.09 ms [2020-12-21 23:45:41 main:581] : INFO : Epoch 663 | loss: 0.000329446 | val_loss: 0.0003449 | Time: 1649.8 ms [2020-12-21 23:45:43 main:581] : INFO : Epoch 664 | loss: 0.000327326 | val_loss: 0.00035121 | Time: 1647.28 ms [2020-12-21 23:45:44 main:581] : INFO : Epoch 665 | loss: 0.000343663 | val_loss: 0.000346656 | Time: 1652.37 ms [2020-12-21 23:45:46 main:581] : INFO : Epoch 666 | loss: 0.000328005 | val_loss: 0.000343429 | Time: 1651.17 ms [2020-12-21 23:45:48 main:581] : INFO : Epoch 667 | loss: 0.000326223 | val_loss: 0.000343737 | Time: 1652.01 ms [2020-12-21 23:45:49 main:581] : INFO : Epoch 668 | loss: 0.000345218 | val_loss: 0.000361653 | Time: 1654.91 ms [2020-12-21 23:45:51 main:581] : INFO : Epoch 669 | loss: 0.000332877 | val_loss: 0.000342637 | Time: 1655.73 ms [2020-12-21 23:45:53 main:581] : INFO : Epoch 670 | loss: 0.000324968 | val_loss: 0.000343821 | Time: 1648.08 ms [2020-12-21 23:45:54 main:581] : INFO : Epoch 671 | loss: 0.000328853 | val_loss: 0.000348339 | Time: 1651.06 ms [2020-12-21 23:45:56 main:581] : INFO : Epoch 672 | loss: 0.000348007 | val_loss: 0.000361828 | Time: 1649.78 ms [2020-12-21 23:45:57 main:581] : INFO : Epoch 673 | loss: 0.000331631 | val_loss: 0.000344764 | Time: 1651.89 ms [2020-12-21 23:45:59 main:581] : INFO : Epoch 674 | loss: 0.000325223 | val_loss: 0.000341166 | Time: 1655.36 ms [2020-12-21 23:46:01 main:581] : INFO : Epoch 675 | loss: 0.000326133 | val_loss: 0.000346398 | Time: 1668.65 ms [2020-12-21 23:46:02 main:581] : INFO : Epoch 676 | loss: 0.000331164 | val_loss: 0.000349568 | Time: 1656.28 ms [2020-12-21 23:46:04 main:581] : INFO : Epoch 677 | loss: 0.000327079 | val_loss: 0.000342954 | Time: 1663.29 ms [2020-12-21 23:46:06 main:581] : INFO : Epoch 678 | loss: 0.000324933 | val_loss: 0.000351175 | Time: 1659.33 ms [2020-12-21 23:46:07 main:581] : INFO : Epoch 679 | loss: 0.000351833 | val_loss: 0.000356862 | Time: 1639.86 ms [2020-12-21 23:46:09 main:581] : INFO : Epoch 680 | loss: 0.000332846 | val_loss: 0.000345807 | Time: 1648.97 ms [2020-12-21 23:46:11 main:581] : INFO : Epoch 681 | loss: 0.000325291 | val_loss: 0.000343316 | Time: 1642.54 ms [2020-12-21 23:46:12 main:581] : INFO : Epoch 682 | loss: 0.000325158 | val_loss: 0.00034809 | Time: 1642.07 ms [2020-12-21 23:46:14 main:581] : INFO : Epoch 683 | loss: 0.000333696 | val_loss: 0.000346726 | Time: 1643.86 ms [2020-12-21 23:46:16 main:581] : INFO : Epoch 684 | loss: 0.000330407 | val_loss: 0.000354279 | Time: 1651.34 ms [2020-12-21 23:46:17 main:581] : INFO : Epoch 685 | loss: 0.000330701 | val_loss: 0.000344531 | Time: 1644.68 ms [2020-12-21 23:46:19 main:581] : INFO : Epoch 686 | loss: 0.000330107 | val_loss: 0.000341102 | Time: 1645.24 ms [2020-12-21 23:46:21 main:581] : INFO : Epoch 687 | loss: 0.00032639 | val_loss: 0.000347978 | Time: 1639.97 ms [2020-12-21 23:46:22 main:581] : INFO : Epoch 688 | loss: 0.000327855 | val_loss: 0.000354012 | Time: 1641.25 ms [2020-12-21 23:46:24 main:581] : INFO : Epoch 689 | loss: 0.000345615 | val_loss: 0.000359994 | Time: 1641.06 ms [2020-12-21 23:46:25 main:581] : INFO : Epoch 690 | loss: 0.000334053 | val_loss: 0.000344305 | Time: 1645.93 ms [2020-12-21 23:46:27 main:581] : INFO : Epoch 691 | loss: 0.000325809 | val_loss: 0.000343347 | Time: 1640.08 ms [2020-12-21 23:46:29 main:581] : INFO : Epoch 692 | loss: 0.000328614 | val_loss: 0.000350125 | Time: 1638 ms [2020-12-21 23:46:30 main:581] : INFO : Epoch 693 | loss: 0.000329404 | val_loss: 0.000351992 | Time: 1644.35 ms [2020-12-21 23:46:32 main:581] : INFO : Epoch 694 | loss: 0.000337859 | val_loss: 0.000347932 | Time: 1641.09 ms [2020-12-21 23:46:34 main:581] : INFO : Epoch 695 | loss: 0.000329659 | val_loss: 0.000347847 | Time: 1646.33 ms [2020-12-21 23:46:35 main:581] : INFO : Epoch 696 | loss: 0.000334025 | val_loss: 0.000350385 | Time: 1652.9 ms [2020-12-21 23:46:37 main:581] : INFO : Epoch 697 | loss: 0.000330678 | val_loss: 0.000352882 | Time: 1644.59 ms [2020-12-21 23:46:39 main:581] : INFO : Epoch 698 | loss: 0.000338976 | val_loss: 0.00035195 | Time: 1652.96 ms [2020-12-21 23:46:40 main:581] : INFO : Epoch 699 | loss: 0.00032857 | val_loss: 0.000347316 | Time: 1651.95 ms [2020-12-21 23:46:42 main:581] : INFO : Epoch 700 | loss: 0.000329716 | val_loss: 0.000342815 | Time: 1635.94 ms [2020-12-21 23:46:44 main:581] : INFO : Epoch 701 | loss: 0.000324042 | val_loss: 0.00033967 | Time: 1642.97 ms [2020-12-21 23:46:45 main:581] : INFO : Epoch 702 | loss: 0.00033224 | val_loss: 0.000371761 | Time: 1640.02 ms [2020-12-21 23:46:47 main:581] : INFO : Epoch 703 | loss: 0.000344603 | val_loss: 0.00034895 | Time: 1642.35 ms [2020-12-21 23:46:49 main:581] : INFO : Epoch 704 | loss: 0.0003298 | val_loss: 0.000346134 | Time: 1631.13 ms [2020-12-21 23:46:50 main:581] : INFO : Epoch 705 | loss: 0.000326632 | val_loss: 0.000346101 | Time: 1639.18 ms [2020-12-21 23:46:52 main:581] : INFO : Epoch 706 | loss: 0.000333044 | val_loss: 0.000345102 | Time: 1638.28 ms [2020-12-21 23:46:53 main:581] : INFO : Epoch 707 | loss: 0.000335918 | val_loss: 0.000349027 | Time: 1634.28 ms [2020-12-21 23:46:55 main:581] : INFO : Epoch 708 | loss: 0.000328351 | val_loss: 0.000344289 | Time: 1646.32 ms [2020-12-21 23:46:57 main:581] : INFO : Epoch 709 | loss: 0.000324963 | val_loss: 0.000343134 | Time: 1644.07 ms [2020-12-21 23:46:58 main:581] : INFO : Epoch 710 | loss: 0.000327211 | val_loss: 0.000346104 | Time: 1644.22 ms [2020-12-21 23:47:00 main:581] : INFO : Epoch 711 | loss: 0.000332004 | val_loss: 0.000363364 | Time: 1659.81 ms [2020-12-21 23:47:02 main:581] : INFO : Epoch 712 | loss: 0.000340091 | val_loss: 0.000347453 | Time: 1648.13 ms [2020-12-21 23:47:03 main:581] : INFO : Epoch 713 | loss: 0.000328465 | val_loss: 0.000343183 | Time: 1642.9 ms [2020-12-21 23:47:05 main:581] : INFO : Epoch 714 | loss: 0.00033193 | val_loss: 0.000369861 | Time: 1636.75 ms [2020-12-21 23:47:07 main:581] : INFO : Epoch 715 | loss: 0.00033392 | val_loss: 0.000341505 | Time: 1631.24 ms [2020-12-21 23:47:08 main:581] : INFO : Epoch 716 | loss: 0.000325632 | val_loss: 0.000345447 | Time: 1642.64 ms [2020-12-21 23:47:10 main:581] : INFO : Epoch 717 | loss: 0.000345038 | val_loss: 0.000363641 | Time: 1641.91 ms [2020-12-21 23:47:11 main:581] : INFO : Epoch 718 | loss: 0.000345034 | val_loss: 0.000354123 | Time: 1641.32 ms [2020-12-21 23:47:13 main:581] : INFO : Epoch 719 | loss: 0.000330994 | val_loss: 0.000344529 | Time: 1649.03 ms [2020-12-21 23:47:15 main:581] : INFO : Epoch 720 | loss: 0.000327282 | val_loss: 0.000344849 | Time: 1645.35 ms [2020-12-21 23:47:16 main:581] : INFO : Epoch 721 | loss: 0.00032439 | val_loss: 0.000341187 | Time: 1636.15 ms [2020-12-21 23:47:18 main:581] : INFO : Epoch 722 | loss: 0.000332013 | val_loss: 0.000396364 | Time: 1639.64 ms [2020-12-21 23:47:20 main:581] : INFO : Epoch 723 | loss: 0.000348687 | val_loss: 0.000347867 | Time: 1641.16 ms [2020-12-21 23:47:21 main:581] : INFO : Epoch 724 | loss: 0.00032877 | val_loss: 0.000344918 | Time: 1633.66 ms [2020-12-21 23:47:23 main:581] : INFO : Epoch 725 | loss: 0.000332037 | val_loss: 0.000348205 | Time: 1639.25 ms [2020-12-21 23:47:25 main:581] : INFO : Epoch 726 | loss: 0.000326219 | val_loss: 0.000344316 | Time: 1643.85 ms [2020-12-21 23:47:26 main:581] : INFO : Epoch 727 | loss: 0.000328034 | val_loss: 0.000344579 | Time: 1637.5 ms [2020-12-21 23:47:28 main:581] : INFO : Epoch 728 | loss: 0.000327328 | val_loss: 0.000346422 | Time: 1636.15 ms [2020-12-21 23:47:30 main:581] : INFO : Epoch 729 | loss: 0.000329115 | val_loss: 0.00034696 | Time: 1633.21 ms [2020-12-21 23:47:31 main:581] : INFO : Epoch 730 | loss: 0.000334548 | val_loss: 0.000369616 | Time: 1636.38 ms [2020-12-21 23:47:33 main:581] : INFO : Epoch 731 | loss: 0.000335734 | val_loss: 0.000345714 | Time: 1648.33 ms [2020-12-21 23:47:34 main:581] : INFO : Epoch 732 | loss: 0.000325955 | val_loss: 0.000342507 | Time: 1632.63 ms [2020-12-21 23:47:36 main:581] : INFO : Epoch 733 | loss: 0.000333247 | val_loss: 0.000358048 | Time: 1631.91 ms [2020-12-21 23:47:38 main:581] : INFO : Epoch 734 | loss: 0.000331117 | val_loss: 0.000343091 | Time: 1632.16 ms [2020-12-21 23:47:39 main:581] : INFO : Epoch 735 | loss: 0.000326298 | val_loss: 0.000353939 | Time: 1628.17 ms [2020-12-21 23:47:41 main:581] : INFO : Epoch 736 | loss: 0.000337424 | val_loss: 0.000346474 | Time: 1631.16 ms [2020-12-21 23:47:43 main:581] : INFO : Epoch 737 | loss: 0.000327229 | val_loss: 0.000346335 | Time: 1637.25 ms [2020-12-21 23:47:44 main:581] : INFO : Epoch 738 | loss: 0.000384452 | val_loss: 0.000980465 | Time: 1643.59 ms [2020-12-21 23:47:46 main:581] : INFO : Epoch 739 | loss: 0.00527263 | val_loss: 0.00989315 | Time: 1642.9 ms [2020-12-21 23:47:48 main:581] : INFO : Epoch 740 | loss: 0.00404526 | val_loss: 0.00165775 | Time: 1635.9 ms [2020-12-21 23:47:49 main:581] : INFO : Epoch 741 | loss: 0.000963025 | val_loss: 0.000622656 | Time: 1641.4 ms [2020-12-21 23:47:51 main:581] : INFO : Epoch 742 | loss: 0.000464001 | val_loss: 0.000400955 | Time: 1631.62 ms [2020-12-21 23:47:52 main:581] : INFO : Epoch 743 | loss: 0.000360835 | val_loss: 0.000361803 | Time: 1632.15 ms [2020-12-21 23:47:54 main:581] : INFO : Epoch 744 | loss: 0.000338632 | val_loss: 0.000351312 | Time: 1631.29 ms [2020-12-21 23:47:56 main:581] : INFO : Epoch 745 | loss: 0.000331642 | val_loss: 0.000347331 | Time: 1629.39 ms [2020-12-21 23:47:57 main:581] : INFO : Epoch 746 | loss: 0.000328671 | val_loss: 0.000345041 | Time: 1631.28 ms [2020-12-21 23:47:59 main:581] : INFO : Epoch 747 | loss: 0.000326944 | val_loss: 0.000343786 | Time: 1641.86 ms [2020-12-21 23:48:01 main:581] : INFO : Epoch 748 | loss: 0.000325898 | val_loss: 0.000342997 | Time: 1651.02 ms [2020-12-21 23:48:02 main:581] : INFO : Epoch 749 | loss: 0.000325092 | val_loss: 0.000342143 | Time: 1635.92 ms [2020-12-21 23:48:04 main:581] : INFO : Epoch 750 | loss: 0.000324537 | val_loss: 0.000341906 | Time: 1636.78 ms [2020-12-21 23:48:06 main:581] : INFO : Epoch 751 | loss: 0.000324014 | val_loss: 0.000341301 | Time: 1637.07 ms [2020-12-21 23:48:07 main:581] : INFO : Epoch 752 | loss: 0.000323653 | val_loss: 0.000341268 | Time: 1640.28 ms [2020-12-21 23:48:09 main:581] : INFO : Epoch 753 | loss: 0.000323413 | val_loss: 0.00034068 | Time: 1639.81 ms [2020-12-21 23:48:10 main:581] : INFO : Epoch 754 | loss: 0.000322952 | val_loss: 0.000340213 | Time: 1639.44 ms [2020-12-21 23:48:12 main:581] : INFO : Epoch 755 | loss: 0.000322599 | val_loss: 0.000339892 | Time: 1624.8 ms [2020-12-21 23:48:14 main:581] : INFO : Epoch 756 | loss: 0.000322476 | val_loss: 0.00033977 | Time: 1621.19 ms [2020-12-21 23:48:15 main:581] : INFO : Epoch 757 | loss: 0.000322286 | val_loss: 0.000339631 | Time: 1632.45 ms [2020-12-21 23:48:17 main:581] : INFO : Epoch 758 | loss: 0.000322099 | val_loss: 0.000339518 | Time: 1638.15 ms [2020-12-21 23:48:19 main:581] : INFO : Epoch 759 | loss: 0.000322148 | val_loss: 0.000339637 | Time: 1639.28 ms [2020-12-21 23:48:20 main:581] : INFO : Epoch 760 | loss: 0.000321829 | val_loss: 0.000339161 | Time: 1639.96 ms [2020-12-21 23:48:22 main:581] : INFO : Epoch 761 | loss: 0.000321577 | val_loss: 0.0003389 | Time: 1641.24 ms [2020-12-21 23:48:24 main:581] : INFO : Epoch 762 | loss: 0.000321478 | val_loss: 0.000339509 | Time: 1650.54 ms [2020-12-21 23:48:25 main:581] : INFO : Epoch 763 | loss: 0.000321362 | val_loss: 0.000338524 | Time: 1632.16 ms [2020-12-21 23:48:27 main:581] : INFO : Epoch 764 | loss: 0.000320976 | val_loss: 0.000338522 | Time: 1639.17 ms [2020-12-21 23:48:28 main:581] : INFO : Epoch 765 | loss: 0.000321159 | val_loss: 0.000338703 | Time: 1640.62 ms [2020-12-21 23:48:30 main:581] : INFO : Epoch 766 | loss: 0.000321198 | val_loss: 0.000339708 | Time: 1631.36 ms [2020-12-21 23:48:32 main:581] : INFO : Epoch 767 | loss: 0.00032828 | val_loss: 0.000343653 | Time: 1629.57 ms [2020-12-21 23:48:33 main:581] : INFO : Epoch 768 | loss: 0.000322109 | val_loss: 0.000339002 | Time: 1624.3 ms [2020-12-21 23:48:35 main:581] : INFO : Epoch 769 | loss: 0.000321506 | val_loss: 0.000338132 | Time: 1643.87 ms [2020-12-21 23:48:37 main:581] : INFO : Epoch 770 | loss: 0.00032236 | val_loss: 0.000339722 | Time: 1638.18 ms [2020-12-21 23:48:38 main:581] : INFO : Epoch 771 | loss: 0.000321003 | val_loss: 0.000338275 | Time: 1633.3 ms [2020-12-21 23:48:40 main:581] : INFO : Epoch 772 | loss: 0.000321012 | val_loss: 0.000339407 | Time: 1633.09 ms [2020-12-21 23:48:42 main:581] : INFO : Epoch 773 | loss: 0.000328573 | val_loss: 0.000371587 | Time: 1631.23 ms [2020-12-21 23:48:43 main:581] : INFO : Epoch 774 | loss: 0.000334488 | val_loss: 0.000339927 | Time: 1642.56 ms [2020-12-21 23:48:45 main:581] : INFO : Epoch 775 | loss: 0.000321816 | val_loss: 0.000338033 | Time: 1633.66 ms [2020-12-21 23:48:46 main:581] : INFO : Epoch 776 | loss: 0.000320609 | val_loss: 0.000337838 | Time: 1625.2 ms [2020-12-21 23:48:48 main:581] : INFO : Epoch 777 | loss: 0.000320672 | val_loss: 0.000338265 | Time: 1619.32 ms [2020-12-21 23:48:50 main:581] : INFO : Epoch 778 | loss: 0.00032037 | val_loss: 0.000337616 | Time: 1631.23 ms [2020-12-21 23:48:51 main:581] : INFO : Epoch 779 | loss: 0.000320217 | val_loss: 0.000337727 | Time: 1632.7 ms [2020-12-21 23:48:53 main:581] : INFO : Epoch 780 | loss: 0.000324277 | val_loss: 0.000351875 | Time: 1635.98 ms [2020-12-21 23:48:55 main:581] : INFO : Epoch 781 | loss: 0.000339267 | val_loss: 0.000346418 | Time: 1633.18 ms [2020-12-21 23:48:56 main:581] : INFO : Epoch 782 | loss: 0.000324589 | val_loss: 0.000338656 | Time: 1637.59 ms [2020-12-21 23:48:58 main:581] : INFO : Epoch 783 | loss: 0.000321053 | val_loss: 0.000338728 | Time: 1646.88 ms [2020-12-21 23:49:00 main:581] : INFO : Epoch 784 | loss: 0.000320294 | val_loss: 0.000337334 | Time: 1638.95 ms [2020-12-21 23:49:01 main:581] : INFO : Epoch 785 | loss: 0.000320035 | val_loss: 0.000337549 | Time: 1651.44 ms [2020-12-21 23:49:03 main:581] : INFO : Epoch 786 | loss: 0.000321878 | val_loss: 0.000341281 | Time: 1664.28 ms [2020-12-21 23:49:04 main:581] : INFO : Epoch 787 | loss: 0.000322656 | val_loss: 0.000338953 | Time: 1652.38 ms [2020-12-21 23:49:06 main:581] : INFO : Epoch 788 | loss: 0.000324648 | val_loss: 0.000347483 | Time: 1652.23 ms [2020-12-21 23:49:08 main:581] : INFO : Epoch 789 | loss: 0.000329604 | val_loss: 0.000338498 | Time: 1648.94 ms [2020-12-21 23:49:09 main:581] : INFO : Epoch 790 | loss: 0.000323835 | val_loss: 0.000338091 | Time: 1650.87 ms [2020-12-21 23:49:11 main:581] : INFO : Epoch 791 | loss: 0.000321146 | val_loss: 0.000339921 | Time: 1654.18 ms [2020-12-21 23:49:13 main:581] : INFO : Epoch 792 | loss: 0.000321246 | val_loss: 0.000337918 | Time: 1646.72 ms [2020-12-21 23:49:14 main:581] : INFO : Epoch 793 | loss: 0.000326446 | val_loss: 0.000375228 | Time: 1644.77 ms [2020-12-21 23:49:16 main:581] : INFO : Epoch 794 | loss: 0.000341065 | val_loss: 0.000345477 | Time: 1667.54 ms [2020-12-21 23:49:18 main:581] : INFO : Epoch 795 | loss: 0.00032292 | val_loss: 0.000339734 | Time: 1661.31 ms [2020-12-21 23:49:19 main:581] : INFO : Epoch 796 | loss: 0.000320672 | val_loss: 0.000337104 | Time: 1661.24 ms [2020-12-21 23:49:21 main:581] : INFO : Epoch 797 | loss: 0.000320094 | val_loss: 0.000336934 | Time: 1649.33 ms [2020-12-21 23:49:23 main:581] : INFO : Epoch 798 | loss: 0.000320197 | val_loss: 0.000339354 | Time: 1648.92 ms [2020-12-21 23:49:24 main:581] : INFO : Epoch 799 | loss: 0.000319906 | val_loss: 0.000337141 | Time: 1642.06 ms [2020-12-21 23:49:26 main:581] : INFO : Epoch 800 | loss: 0.000325378 | val_loss: 0.000370645 | Time: 1643.45 ms [2020-12-21 23:49:28 main:581] : INFO : Epoch 801 | loss: 0.00034756 | val_loss: 0.000342187 | Time: 1648.85 ms [2020-12-21 23:49:29 main:581] : INFO : Epoch 802 | loss: 0.000322643 | val_loss: 0.000338007 | Time: 1645.77 ms [2020-12-21 23:49:31 main:581] : INFO : Epoch 803 | loss: 0.000320336 | val_loss: 0.00033878 | Time: 1656.64 ms [2020-12-21 23:49:33 main:581] : INFO : Epoch 804 | loss: 0.000320162 | val_loss: 0.000337016 | Time: 1661.15 ms [2020-12-21 23:49:34 main:581] : INFO : Epoch 805 | loss: 0.000319553 | val_loss: 0.000337024 | Time: 1656.82 ms [2020-12-21 23:49:36 main:581] : INFO : Epoch 806 | loss: 0.000319454 | val_loss: 0.000337616 | Time: 1656.58 ms [2020-12-21 23:49:38 main:581] : INFO : Epoch 807 | loss: 0.000334147 | val_loss: 0.000346339 | Time: 1650.52 ms [2020-12-21 23:49:39 main:581] : INFO : Epoch 808 | loss: 0.000327859 | val_loss: 0.000339182 | Time: 1648.06 ms [2020-12-21 23:49:41 main:581] : INFO : Epoch 809 | loss: 0.000324287 | val_loss: 0.000342285 | Time: 1639.9 ms [2020-12-21 23:49:42 main:581] : INFO : Epoch 810 | loss: 0.000321254 | val_loss: 0.000336777 | Time: 1648.23 ms [2020-12-21 23:49:44 main:581] : INFO : Epoch 811 | loss: 0.000320753 | val_loss: 0.000337455 | Time: 1654.28 ms [2020-12-21 23:49:46 main:581] : INFO : Epoch 812 | loss: 0.00032168 | val_loss: 0.000338342 | Time: 1654.03 ms [2020-12-21 23:49:47 main:581] : INFO : Epoch 813 | loss: 0.000322969 | val_loss: 0.000347825 | Time: 1648.13 ms [2020-12-21 23:49:49 main:581] : INFO : Epoch 814 | loss: 0.000341762 | val_loss: 0.000349232 | Time: 1646.81 ms [2020-12-21 23:49:51 main:581] : INFO : Epoch 815 | loss: 0.000326513 | val_loss: 0.000337717 | Time: 1656.03 ms [2020-12-21 23:49:52 main:581] : INFO : Epoch 816 | loss: 0.000321251 | val_loss: 0.000338058 | Time: 1668.56 ms [2020-12-21 23:49:54 main:581] : INFO : Epoch 817 | loss: 0.000325771 | val_loss: 0.00035986 | Time: 1655.36 ms [2020-12-21 23:49:56 main:581] : INFO : Epoch 818 | loss: 0.000329174 | val_loss: 0.000340267 | Time: 1654.23 ms [2020-12-21 23:49:57 main:581] : INFO : Epoch 819 | loss: 0.000322033 | val_loss: 0.000336672 | Time: 1653.49 ms [2020-12-21 23:49:59 main:581] : INFO : Epoch 820 | loss: 0.000320541 | val_loss: 0.000340886 | Time: 1644.97 ms [2020-12-21 23:50:01 main:581] : INFO : Epoch 821 | loss: 0.000326489 | val_loss: 0.000341578 | Time: 1665.46 ms [2020-12-21 23:50:02 main:581] : INFO : Epoch 822 | loss: 0.000328711 | val_loss: 0.000343151 | Time: 1659.56 ms [2020-12-21 23:50:04 main:581] : INFO : Epoch 823 | loss: 0.000323585 | val_loss: 0.000339677 | Time: 1647.23 ms [2020-12-21 23:50:06 main:581] : INFO : Epoch 824 | loss: 0.00032337 | val_loss: 0.00033853 | Time: 1657.7 ms [2020-12-21 23:50:07 main:581] : INFO : Epoch 825 | loss: 0.000328193 | val_loss: 0.000356157 | Time: 1667.9 ms [2020-12-21 23:50:09 main:581] : INFO : Epoch 826 | loss: 0.000333647 | val_loss: 0.000340455 | Time: 1656.89 ms [2020-12-21 23:50:11 main:581] : INFO : Epoch 827 | loss: 0.000324784 | val_loss: 0.000343768 | Time: 1650.54 ms [2020-12-21 23:50:12 main:581] : INFO : Epoch 828 | loss: 0.000324521 | val_loss: 0.000339722 | Time: 1648.1 ms [2020-12-21 23:50:14 main:581] : INFO : Epoch 829 | loss: 0.00032183 | val_loss: 0.000338361 | Time: 1645.53 ms [2020-12-21 23:50:16 main:581] : INFO : Epoch 830 | loss: 0.000323588 | val_loss: 0.000356088 | Time: 1643.17 ms [2020-12-21 23:50:17 main:581] : INFO : Epoch 831 | loss: 0.000342936 | val_loss: 0.000345145 | Time: 1644.05 ms [2020-12-21 23:50:19 main:581] : INFO : Epoch 832 | loss: 0.000322885 | val_loss: 0.000339738 | Time: 1652.72 ms [2020-12-21 23:50:20 main:581] : INFO : Epoch 833 | loss: 0.000320959 | val_loss: 0.000336982 | Time: 1656.49 ms [2020-12-21 23:50:22 main:581] : INFO : Epoch 834 | loss: 0.000323375 | val_loss: 0.000355473 | Time: 1653.1 ms [2020-12-21 23:50:24 main:581] : INFO : Epoch 835 | loss: 0.000335845 | val_loss: 0.000339493 | Time: 1650.49 ms [2020-12-21 23:50:25 main:581] : INFO : Epoch 836 | loss: 0.00032317 | val_loss: 0.000338086 | Time: 1664.31 ms [2020-12-21 23:50:27 main:581] : INFO : Epoch 837 | loss: 0.000321847 | val_loss: 0.000340862 | Time: 1653.8 ms [2020-12-21 23:50:29 main:581] : INFO : Epoch 838 | loss: 0.000325382 | val_loss: 0.000340773 | Time: 1654.55 ms [2020-12-21 23:50:30 main:581] : INFO : Epoch 839 | loss: 0.00032208 | val_loss: 0.000338171 | Time: 1646.88 ms [2020-12-21 23:50:32 main:581] : INFO : Epoch 840 | loss: 0.000321073 | val_loss: 0.000342272 | Time: 1645.89 ms [2020-12-21 23:50:34 main:581] : INFO : Epoch 841 | loss: 0.000345306 | val_loss: 0.0003466 | Time: 1642.67 ms [2020-12-21 23:50:35 main:581] : INFO : Epoch 842 | loss: 0.000328589 | val_loss: 0.000340521 | Time: 1651.51 ms [2020-12-21 23:50:37 main:581] : INFO : Epoch 843 | loss: 0.000321594 | val_loss: 0.000338893 | Time: 1658.26 ms [2020-12-21 23:50:39 main:581] : INFO : Epoch 844 | loss: 0.000320302 | val_loss: 0.000337706 | Time: 1652.61 ms [2020-12-21 23:50:40 main:581] : INFO : Epoch 845 | loss: 0.000323563 | val_loss: 0.000345972 | Time: 1648.83 ms [2020-12-21 23:50:42 main:581] : INFO : Epoch 846 | loss: 0.000325601 | val_loss: 0.000338807 | Time: 1663.44 ms [2020-12-21 23:50:44 main:581] : INFO : Epoch 847 | loss: 0.000321328 | val_loss: 0.000339827 | Time: 1654.43 ms [2020-12-21 23:50:45 main:581] : INFO : Epoch 848 | loss: 0.000327271 | val_loss: 0.00036326 | Time: 1651.9 ms [2020-12-21 23:50:47 main:581] : INFO : Epoch 849 | loss: 0.000338166 | val_loss: 0.000354116 | Time: 1650.8 ms [2020-12-21 23:50:49 main:581] : INFO : Epoch 850 | loss: 0.000324891 | val_loss: 0.000339377 | Time: 1649.25 ms [2020-12-21 23:50:50 main:581] : INFO : Epoch 851 | loss: 0.000320575 | val_loss: 0.000337398 | Time: 1648.93 ms [2020-12-21 23:50:52 main:581] : INFO : Epoch 852 | loss: 0.000319828 | val_loss: 0.000338944 | Time: 1646.03 ms [2020-12-21 23:50:54 main:581] : INFO : Epoch 853 | loss: 0.000343364 | val_loss: 0.000358515 | Time: 1654.56 ms [2020-12-21 23:50:55 main:581] : INFO : Epoch 854 | loss: 0.000326486 | val_loss: 0.000340813 | Time: 1654.23 ms [2020-12-21 23:50:57 main:581] : INFO : Epoch 855 | loss: 0.000321075 | val_loss: 0.000337338 | Time: 1655.45 ms [2020-12-21 23:50:59 main:581] : INFO : Epoch 856 | loss: 0.000320475 | val_loss: 0.000339172 | Time: 1658.04 ms [2020-12-21 23:51:00 main:581] : INFO : Epoch 857 | loss: 0.000323564 | val_loss: 0.000357655 | Time: 1675.3 ms [2020-12-21 23:51:02 main:581] : INFO : Epoch 858 | loss: 0.000330472 | val_loss: 0.000341105 | Time: 1662.56 ms [2020-12-21 23:51:04 main:581] : INFO : Epoch 859 | loss: 0.000321116 | val_loss: 0.000340856 | Time: 1654.57 ms [2020-12-21 23:51:05 main:581] : INFO : Epoch 860 | loss: 0.000323143 | val_loss: 0.000342173 | Time: 1648.44 ms [2020-12-21 23:51:07 main:581] : INFO : Epoch 861 | loss: 0.000332658 | val_loss: 0.000357359 | Time: 1649.24 ms [2020-12-21 23:51:08 main:581] : INFO : Epoch 862 | loss: 0.000330594 | val_loss: 0.000352819 | Time: 1640.84 ms [2020-12-21 23:51:10 main:581] : INFO : Epoch 863 | loss: 0.000327787 | val_loss: 0.00033716 | Time: 1649.87 ms [2020-12-21 23:51:12 main:581] : INFO : Epoch 864 | loss: 0.000320264 | val_loss: 0.000342691 | Time: 1656.22 ms [2020-12-21 23:51:13 main:581] : INFO : Epoch 865 | loss: 0.000331616 | val_loss: 0.000342477 | Time: 1646.32 ms [2020-12-21 23:51:15 main:581] : INFO : Epoch 866 | loss: 0.000324034 | val_loss: 0.000342046 | Time: 1654.11 ms [2020-12-21 23:51:17 main:581] : INFO : Epoch 867 | loss: 0.00033523 | val_loss: 0.000339532 | Time: 1661.82 ms [2020-12-21 23:51:18 main:581] : INFO : Epoch 868 | loss: 0.000325132 | val_loss: 0.000337942 | Time: 1658.4 ms [2020-12-21 23:51:20 main:581] : INFO : Epoch 869 | loss: 0.000320119 | val_loss: 0.000336888 | Time: 1654.53 ms [2020-12-21 23:51:22 main:581] : INFO : Epoch 870 | loss: 0.000321003 | val_loss: 0.000342201 | Time: 1648.02 ms [2020-12-21 23:51:23 main:581] : INFO : Epoch 871 | loss: 0.000326492 | val_loss: 0.000345966 | Time: 1650.79 ms [2020-12-21 23:51:25 main:581] : INFO : Epoch 872 | loss: 0.000334352 | val_loss: 0.000345083 | Time: 1647.77 ms [2020-12-21 23:51:27 main:581] : INFO : Epoch 873 | loss: 0.000327741 | val_loss: 0.000343151 | Time: 1651.91 ms [2020-12-21 23:51:28 main:581] : INFO : Epoch 874 | loss: 0.000321298 | val_loss: 0.000337692 | Time: 1665.54 ms [2020-12-21 23:51:30 main:581] : INFO : Epoch 875 | loss: 0.000321287 | val_loss: 0.000343719 | Time: 1646.22 ms [2020-12-21 23:51:32 main:581] : INFO : Epoch 876 | loss: 0.000333699 | val_loss: 0.000346786 | Time: 1650.98 ms [2020-12-21 23:51:33 main:581] : INFO : Epoch 877 | loss: 0.000347661 | val_loss: 0.000364085 | Time: 1644.54 ms [2020-12-21 23:51:35 main:581] : INFO : Epoch 878 | loss: 0.000336604 | val_loss: 0.000366375 | Time: 1643.08 ms [2020-12-21 23:51:37 main:581] : INFO : Epoch 879 | loss: 0.00113509 | val_loss: 0.00194206 | Time: 1639.52 ms [2020-12-21 23:51:38 main:581] : INFO : Epoch 880 | loss: 0.00113859 | val_loss: 0.000638815 | Time: 1641.82 ms [2020-12-21 23:51:40 main:581] : INFO : Epoch 881 | loss: 0.000515935 | val_loss: 0.000434918 | Time: 1644.01 ms [2020-12-21 23:51:41 main:581] : INFO : Epoch 882 | loss: 0.000370075 | val_loss: 0.000361909 | Time: 1649.02 ms [2020-12-21 23:51:43 main:581] : INFO : Epoch 883 | loss: 0.000339204 | val_loss: 0.000357672 | Time: 1649.23 ms [2020-12-21 23:51:45 main:581] : INFO : Epoch 884 | loss: 0.000337802 | val_loss: 0.000353032 | Time: 1646.95 ms [2020-12-21 23:51:46 main:581] : INFO : Epoch 885 | loss: 0.00033542 | val_loss: 0.000357008 | Time: 1649.14 ms [2020-12-21 23:51:48 main:581] : INFO : Epoch 886 | loss: 0.000338642 | val_loss: 0.000367342 | Time: 1645.61 ms [2020-12-21 23:51:50 main:581] : INFO : Epoch 887 | loss: 0.000341162 | val_loss: 0.000395482 | Time: 1644.61 ms [2020-12-21 23:51:51 main:581] : INFO : Epoch 888 | loss: 0.000349626 | val_loss: 0.000352789 | Time: 1644.6 ms [2020-12-21 23:51:53 main:581] : INFO : Epoch 889 | loss: 0.000336149 | val_loss: 0.000360042 | Time: 1642.96 ms [2020-12-21 23:51:55 main:581] : INFO : Epoch 890 | loss: 0.000330542 | val_loss: 0.000350831 | Time: 1633.58 ms [2020-12-21 23:51:56 main:581] : INFO : Epoch 891 | loss: 0.000327873 | val_loss: 0.000356786 | Time: 1638.51 ms [2020-12-21 23:51:58 main:581] : INFO : Epoch 892 | loss: 0.000330417 | val_loss: 0.000341608 | Time: 1643.86 ms [2020-12-21 23:52:00 main:581] : INFO : Epoch 893 | loss: 0.000325017 | val_loss: 0.000344684 | Time: 1644.79 ms [2020-12-21 23:52:01 main:581] : INFO : Epoch 894 | loss: 0.000334566 | val_loss: 0.000340725 | Time: 1650.93 ms [2020-12-21 23:52:03 main:581] : INFO : Epoch 895 | loss: 0.000325715 | val_loss: 0.000341593 | Time: 1644.74 ms [2020-12-21 23:52:04 main:581] : INFO : Epoch 896 | loss: 0.000324251 | val_loss: 0.000341263 | Time: 1645.15 ms [2020-12-21 23:52:06 main:581] : INFO : Epoch 897 | loss: 0.000323807 | val_loss: 0.000340636 | Time: 1649.54 ms [2020-12-21 23:52:08 main:581] : INFO : Epoch 898 | loss: 0.000324309 | val_loss: 0.000344443 | Time: 1642.03 ms [2020-12-21 23:52:09 main:581] : INFO : Epoch 899 | loss: 0.000333955 | val_loss: 0.00034089 | Time: 1638.43 ms [2020-12-21 23:52:11 main:581] : INFO : Epoch 900 | loss: 0.000324991 | val_loss: 0.000341042 | Time: 1629.73 ms [2020-12-21 23:52:13 main:581] : INFO : Epoch 901 | loss: 0.000323327 | val_loss: 0.000340385 | Time: 1630.93 ms [2020-12-21 23:52:14 main:581] : INFO : Epoch 902 | loss: 0.000323143 | val_loss: 0.000340202 | Time: 1619.35 ms [2020-12-21 23:52:16 main:581] : INFO : Epoch 903 | loss: 0.000323087 | val_loss: 0.000342335 | Time: 1631.17 ms [2020-12-21 23:52:18 main:581] : INFO : Epoch 904 | loss: 0.00033579 | val_loss: 0.000340408 | Time: 1618.34 ms [2020-12-21 23:52:19 main:581] : INFO : Epoch 905 | loss: 0.000324405 | val_loss: 0.00034055 | Time: 1619.68 ms [2020-12-21 23:52:21 main:581] : INFO : Epoch 906 | loss: 0.000323879 | val_loss: 0.000341872 | Time: 1626.19 ms [2020-12-21 23:52:22 main:581] : INFO : Epoch 907 | loss: 0.000323679 | val_loss: 0.000340131 | Time: 1616.12 ms [2020-12-21 23:52:24 main:581] : INFO : Epoch 908 | loss: 0.000328933 | val_loss: 0.000360903 | Time: 1639.95 ms [2020-12-21 23:52:26 main:581] : INFO : Epoch 909 | loss: 0.000334945 | val_loss: 0.000343357 | Time: 1624.59 ms [2020-12-21 23:52:27 main:581] : INFO : Epoch 910 | loss: 0.000324309 | val_loss: 0.000339818 | Time: 1627.02 ms [2020-12-21 23:52:29 main:581] : INFO : Epoch 911 | loss: 0.000323003 | val_loss: 0.00034005 | Time: 1629.27 ms [2020-12-21 23:52:31 main:581] : INFO : Epoch 912 | loss: 0.000327535 | val_loss: 0.00035671 | Time: 1621.73 ms [2020-12-21 23:52:32 main:581] : INFO : Epoch 913 | loss: 0.000327384 | val_loss: 0.0003418 | Time: 1619.22 ms [2020-12-21 23:52:34 main:581] : INFO : Epoch 914 | loss: 0.000331206 | val_loss: 0.000343459 | Time: 1630.67 ms [2020-12-21 23:52:35 main:581] : INFO : Epoch 915 | loss: 0.000324585 | val_loss: 0.000342283 | Time: 1628.89 ms [2020-12-21 23:52:37 main:581] : INFO : Epoch 916 | loss: 0.000323453 | val_loss: 0.00034166 | Time: 1624.33 ms [2020-12-21 23:52:39 main:581] : INFO : Epoch 917 | loss: 0.000328338 | val_loss: 0.000402821 | Time: 1622.28 ms [2020-12-21 23:52:40 main:581] : INFO : Epoch 918 | loss: 0.000376627 | val_loss: 0.00036326 | Time: 1630.16 ms [2020-12-21 23:52:42 main:581] : INFO : Epoch 919 | loss: 0.000340099 | val_loss: 0.000356618 | Time: 1621.26 ms [2020-12-21 23:52:44 main:581] : INFO : Epoch 920 | loss: 0.000347938 | val_loss: 0.000383902 | Time: 1623.36 ms [2020-12-21 23:52:45 main:581] : INFO : Epoch 921 | loss: 0.000338979 | val_loss: 0.000344877 | Time: 1630.42 ms [2020-12-21 23:52:47 main:581] : INFO : Epoch 922 | loss: 0.000332042 | val_loss: 0.000359588 | Time: 1628.02 ms [2020-12-21 23:52:48 main:581] : INFO : Epoch 923 | loss: 0.000331707 | val_loss: 0.00034197 | Time: 1627.87 ms [2020-12-21 23:52:50 main:581] : INFO : Epoch 924 | loss: 0.000323371 | val_loss: 0.000340257 | Time: 1632.08 ms [2020-12-21 23:52:52 main:581] : INFO : Epoch 925 | loss: 0.000323422 | val_loss: 0.000346549 | Time: 1621.54 ms [2020-12-21 23:52:53 main:581] : INFO : Epoch 926 | loss: 0.000345182 | val_loss: 0.000350041 | Time: 1636.32 ms [2020-12-21 23:52:55 main:581] : INFO : Epoch 927 | loss: 0.000331061 | val_loss: 0.000347888 | Time: 1643.72 ms [2020-12-21 23:52:57 main:581] : INFO : Epoch 928 | loss: 0.000323659 | val_loss: 0.000340596 | Time: 1649.97 ms [2020-12-21 23:52:58 main:581] : INFO : Epoch 929 | loss: 0.000322383 | val_loss: 0.000340461 | Time: 1648.84 ms [2020-12-21 23:53:00 main:581] : INFO : Epoch 930 | loss: 0.000334332 | val_loss: 0.000379541 | Time: 1664.02 ms [2020-12-21 23:53:02 main:581] : INFO : Epoch 931 | loss: 0.000333933 | val_loss: 0.000341921 | Time: 1649.43 ms [2020-12-21 23:53:03 main:581] : INFO : Epoch 932 | loss: 0.00032261 | val_loss: 0.000339004 | Time: 1658.84 ms [2020-12-21 23:53:05 main:581] : INFO : Epoch 933 | loss: 0.000321812 | val_loss: 0.000339611 | Time: 1656.71 ms [2020-12-21 23:53:07 main:581] : INFO : Epoch 934 | loss: 0.000324516 | val_loss: 0.000345631 | Time: 1657.79 ms [2020-12-21 23:53:08 main:581] : INFO : Epoch 935 | loss: 0.000326325 | val_loss: 0.000342006 | Time: 1657.95 ms [2020-12-21 23:53:10 main:581] : INFO : Epoch 936 | loss: 0.000328858 | val_loss: 0.000360543 | Time: 1656.24 ms [2020-12-21 23:53:12 main:581] : INFO : Epoch 937 | loss: 0.000333077 | val_loss: 0.00034087 | Time: 1651.17 ms [2020-12-21 23:53:13 main:581] : INFO : Epoch 938 | loss: 0.000328763 | val_loss: 0.000351324 | Time: 1649.87 ms [2020-12-21 23:53:15 main:581] : INFO : Epoch 939 | loss: 0.000324925 | val_loss: 0.000340796 | Time: 1654.12 ms [2020-12-21 23:53:16 main:581] : INFO : Epoch 940 | loss: 0.000321836 | val_loss: 0.000341532 | Time: 1652.67 ms [2020-12-21 23:53:18 main:581] : INFO : Epoch 941 | loss: 0.000328002 | val_loss: 0.000352036 | Time: 1658.69 ms [2020-12-21 23:53:20 main:581] : INFO : Epoch 942 | loss: 0.000353853 | val_loss: 0.000362872 | Time: 1654.1 ms [2020-12-21 23:53:21 main:581] : INFO : Epoch 943 | loss: 0.000330576 | val_loss: 0.00034177 | Time: 1650.9 ms [2020-12-21 23:53:23 main:581] : INFO : Epoch 944 | loss: 0.000324922 | val_loss: 0.000347085 | Time: 1650.18 ms [2020-12-21 23:53:25 main:581] : INFO : Epoch 945 | loss: 0.000325882 | val_loss: 0.000341093 | Time: 1665.35 ms [2020-12-21 23:53:26 main:581] : INFO : Epoch 946 | loss: 0.000322178 | val_loss: 0.000339994 | Time: 1655.43 ms [2020-12-21 23:53:28 main:581] : INFO : Epoch 947 | loss: 0.000323419 | val_loss: 0.000347416 | Time: 1657.17 ms [2020-12-21 23:53:30 main:581] : INFO : Epoch 948 | loss: 0.000329097 | val_loss: 0.000343661 | Time: 1655.1 ms [2020-12-21 23:53:31 main:581] : INFO : Epoch 949 | loss: 0.0003262 | val_loss: 0.000381779 | Time: 1653.6 ms [2020-12-21 23:53:33 main:581] : INFO : Epoch 950 | loss: 0.000350086 | val_loss: 0.000350911 | Time: 1657.93 ms [2020-12-21 23:53:35 main:581] : INFO : Epoch 951 | loss: 0.000332161 | val_loss: 0.00034685 | Time: 1657.12 ms [2020-12-21 23:53:36 main:581] : INFO : Epoch 952 | loss: 0.000324894 | val_loss: 0.000341171 | Time: 1654.82 ms [2020-12-21 23:53:38 main:581] : INFO : Epoch 953 | loss: 0.000322546 | val_loss: 0.000339034 | Time: 1654.53 ms [2020-12-21 23:53:40 main:581] : INFO : Epoch 954 | loss: 0.000323898 | val_loss: 0.000348311 | Time: 1654.23 ms [2020-12-21 23:53:41 main:581] : INFO : Epoch 955 | loss: 0.000334065 | val_loss: 0.000390441 | Time: 1663.48 ms [2020-12-21 23:53:43 main:581] : INFO : Epoch 956 | loss: 0.000350434 | val_loss: 0.000351529 | Time: 1670.58 ms [2020-12-21 23:53:45 main:581] : INFO : Epoch 957 | loss: 0.000325985 | val_loss: 0.000341829 | Time: 1658.43 ms [2020-12-21 23:53:46 main:581] : INFO : Epoch 958 | loss: 0.000327888 | val_loss: 0.00036003 | Time: 1648.73 ms [2020-12-21 23:53:48 main:581] : INFO : Epoch 959 | loss: 0.00032866 | val_loss: 0.000340792 | Time: 1648.12 ms [2020-12-21 23:53:50 main:581] : INFO : Epoch 960 | loss: 0.000323439 | val_loss: 0.000340537 | Time: 1656.7 ms [2020-12-21 23:53:51 main:581] : INFO : Epoch 961 | loss: 0.000323922 | val_loss: 0.000349592 | Time: 1650.69 ms [2020-12-21 23:53:53 main:581] : INFO : Epoch 962 | loss: 0.000335254 | val_loss: 0.000343548 | Time: 1650.32 ms [2020-12-21 23:53:55 main:581] : INFO : Epoch 963 | loss: 0.000325065 | val_loss: 0.000338402 | Time: 1658.2 ms [2020-12-21 23:53:56 main:581] : INFO : Epoch 964 | loss: 0.000323547 | val_loss: 0.000341752 | Time: 1653.35 ms [2020-12-21 23:53:58 main:581] : INFO : Epoch 965 | loss: 0.000326303 | val_loss: 0.00034591 | Time: 1652.23 ms [2020-12-21 23:54:00 main:581] : INFO : Epoch 966 | loss: 0.000328577 | val_loss: 0.000343962 | Time: 1652.13 ms [2020-12-21 23:54:01 main:581] : INFO : Epoch 967 | loss: 0.000330006 | val_loss: 0.000345454 | Time: 1651.62 ms [2020-12-21 23:54:03 main:581] : INFO : Epoch 968 | loss: 0.000335756 | val_loss: 0.000356772 | Time: 1649.53 ms [2020-12-21 23:54:04 main:581] : INFO : Epoch 969 | loss: 0.000331471 | val_loss: 0.00034214 | Time: 1657.79 ms [2020-12-21 23:54:06 main:581] : INFO : Epoch 970 | loss: 0.000322738 | val_loss: 0.000340291 | Time: 1649.14 ms [2020-12-21 23:54:08 main:581] : INFO : Epoch 971 | loss: 0.000329738 | val_loss: 0.000368816 | Time: 1647.96 ms [2020-12-21 23:54:09 main:581] : INFO : Epoch 972 | loss: 0.000344734 | val_loss: 0.000350107 | Time: 1655.78 ms [2020-12-21 23:54:11 main:581] : INFO : Epoch 973 | loss: 0.000326786 | val_loss: 0.000342861 | Time: 1650.16 ms [2020-12-21 23:54:13 main:581] : INFO : Epoch 974 | loss: 0.000323497 | val_loss: 0.000340455 | Time: 1657.18 ms [2020-12-21 23:54:14 main:581] : INFO : Epoch 975 | loss: 0.000326685 | val_loss: 0.000353809 | Time: 1648.1 ms [2020-12-21 23:54:16 main:581] : INFO : Epoch 976 | loss: 0.000335282 | val_loss: 0.000347436 | Time: 1646.98 ms [2020-12-21 23:54:18 main:581] : INFO : Epoch 977 | loss: 0.00032456 | val_loss: 0.000340731 | Time: 1658.11 ms [2020-12-21 23:54:19 main:581] : INFO : Epoch 978 | loss: 0.000326313 | val_loss: 0.000351724 | Time: 1651.98 ms [2020-12-21 23:54:21 main:581] : INFO : Epoch 979 | loss: 0.000328979 | val_loss: 0.000344095 | Time: 1655.07 ms [2020-12-21 23:54:23 main:581] : INFO : Epoch 980 | loss: 0.000332957 | val_loss: 0.000363782 | Time: 1649.12 ms [2020-12-21 23:54:24 main:581] : INFO : Epoch 981 | loss: 0.000341032 | val_loss: 0.000356949 | Time: 1642.12 ms [2020-12-21 23:54:26 main:581] : INFO : Epoch 982 | loss: 0.00033251 | val_loss: 0.000344291 | Time: 1646.13 ms [2020-12-21 23:54:28 main:581] : INFO : Epoch 983 | loss: 0.000323617 | val_loss: 0.000340806 | Time: 1644.83 ms [2020-12-21 23:54:29 main:581] : INFO : Epoch 984 | loss: 0.000323036 | val_loss: 0.000342478 | Time: 1638.89 ms [2020-12-21 23:54:31 main:581] : INFO : Epoch 985 | loss: 0.00032526 | val_loss: 0.000343957 | Time: 1634.87 ms [2020-12-21 23:54:33 main:581] : INFO : Epoch 986 | loss: 0.000338278 | val_loss: 0.000344049 | Time: 1642.52 ms [2020-12-21 23:54:34 main:581] : INFO : Epoch 987 | loss: 0.000326903 | val_loss: 0.000345979 | Time: 1646.85 ms [2020-12-21 23:54:36 main:581] : INFO : Epoch 988 | loss: 0.000331501 | val_loss: 0.000347516 | Time: 1639.94 ms [2020-12-21 23:54:37 main:581] : INFO : Epoch 989 | loss: 0.000326493 | val_loss: 0.000341508 | Time: 1644.13 ms [2020-12-21 23:54:39 main:581] : INFO : Epoch 990 | loss: 0.000326985 | val_loss: 0.000354097 | Time: 1644.2 ms [2020-12-21 23:54:41 main:581] : INFO : Epoch 991 | loss: 0.000341495 | val_loss: 0.000344859 | Time: 1638.99 ms [2020-12-21 23:54:42 main:581] : INFO : Epoch 992 | loss: 0.000328756 | val_loss: 0.000350416 | Time: 1639.72 ms [2020-12-21 23:54:44 main:581] : INFO : Epoch 993 | loss: 0.000334332 | val_loss: 0.000346071 | Time: 1643.96 ms [2020-12-21 23:54:46 main:581] : INFO : Epoch 994 | loss: 0.000327579 | val_loss: 0.000340304 | Time: 1641.16 ms [2020-12-21 23:54:47 main:581] : INFO : Epoch 995 | loss: 0.000323438 | val_loss: 0.000340629 | Time: 1640.76 ms [2020-12-21 23:54:49 main:581] : INFO : Epoch 996 | loss: 0.000324747 | val_loss: 0.000340953 | Time: 1643.06 ms [2020-12-21 23:54:51 main:581] : INFO : Epoch 997 | loss: 0.000329113 | val_loss: 0.000358792 | Time: 1640.37 ms [2020-12-21 23:54:52 main:581] : INFO : Epoch 998 | loss: 0.000348915 | val_loss: 0.000347819 | Time: 1640.6 ms [2020-12-21 23:54:54 main:581] : INFO : Epoch 999 | loss: 0.000326574 | val_loss: 0.000341725 | Time: 1635.7 ms [2020-12-21 23:54:55 main:581] : INFO : Epoch 1000 | loss: 0.000322676 | val_loss: 0.000339859 | Time: 1635.66 ms [2020-12-21 23:54:57 main:581] : INFO : Epoch 1001 | loss: 0.000324873 | val_loss: 0.000347715 | Time: 1649.43 ms [2020-12-21 23:54:59 main:581] : INFO : Epoch 1002 | loss: 0.00034537 | val_loss: 0.000353305 | Time: 1639.75 ms [2020-12-21 23:55:00 main:581] : INFO : Epoch 1003 | loss: 0.000333243 | val_loss: 0.000347345 | Time: 1654.74 ms [2020-12-21 23:55:02 main:581] : INFO : Epoch 1004 | loss: 0.000326648 | val_loss: 0.000341826 | Time: 1644.6 ms [2020-12-21 23:55:04 main:581] : INFO : Epoch 1005 | loss: 0.000324462 | val_loss: 0.000340587 | Time: 1642.73 ms [2020-12-21 23:55:05 main:581] : INFO : Epoch 1006 | loss: 0.000335024 | val_loss: 0.000354544 | Time: 1641 ms [2020-12-21 23:55:07 main:581] : INFO : Epoch 1007 | loss: 0.00033229 | val_loss: 0.00034658 | Time: 1640.29 ms [2020-12-21 23:55:09 main:581] : INFO : Epoch 1008 | loss: 0.000327355 | val_loss: 0.000343347 | Time: 1643.66 ms [2020-12-21 23:55:10 main:581] : INFO : Epoch 1009 | loss: 0.000324594 | val_loss: 0.000343013 | Time: 1643.44 ms [2020-12-21 23:55:12 main:581] : INFO : Epoch 1010 | loss: 0.000325196 | val_loss: 0.000355125 | Time: 1636.14 ms [2020-12-21 23:55:14 main:581] : INFO : Epoch 1011 | loss: 0.00034511 | val_loss: 0.000347401 | Time: 1644.76 ms [2020-12-21 23:55:15 main:581] : INFO : Epoch 1012 | loss: 0.000327689 | val_loss: 0.000341189 | Time: 1649.75 ms [2020-12-21 23:55:17 main:581] : INFO : Epoch 1013 | loss: 0.000324165 | val_loss: 0.000341155 | Time: 1637.5 ms [2020-12-21 23:55:18 main:581] : INFO : Epoch 1014 | loss: 0.000332207 | val_loss: 0.000358947 | Time: 1638.33 ms [2020-12-21 23:55:20 main:581] : INFO : Epoch 1015 | loss: 0.00033365 | val_loss: 0.00034256 | Time: 1637.34 ms [2020-12-21 23:55:22 main:581] : INFO : Epoch 1016 | loss: 0.000330573 | val_loss: 0.000345366 | Time: 1642.48 ms [2020-12-21 23:55:23 main:581] : INFO : Epoch 1017 | loss: 0.000324146 | val_loss: 0.000339646 | Time: 1644.82 ms [2020-12-21 23:55:25 main:581] : INFO : Epoch 1018 | loss: 0.00032419 | val_loss: 0.00034855 | Time: 1644.51 ms [2020-12-21 23:55:27 main:581] : INFO : Epoch 1019 | loss: 0.000360839 | val_loss: 0.000364401 | Time: 1640.45 ms [2020-12-21 23:55:28 main:581] : INFO : Epoch 1020 | loss: 0.000335642 | val_loss: 0.000353365 | Time: 1637.82 ms [2020-12-21 23:55:30 main:581] : INFO : Epoch 1021 | loss: 0.000328632 | val_loss: 0.000342398 | Time: 1634.88 ms [2020-12-21 23:55:32 main:581] : INFO : Epoch 1022 | loss: 0.000324648 | val_loss: 0.000342857 | Time: 1642.74 ms [2020-12-21 23:55:33 main:581] : INFO : Epoch 1023 | loss: 0.000323876 | val_loss: 0.0003405 | Time: 1638.47 ms [2020-12-21 23:55:35 main:581] : INFO : Epoch 1024 | loss: 0.000324915 | val_loss: 0.000342949 | Time: 1637.69 ms [2020-12-21 23:55:35 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000342949 [2020-12-21 23:55:35 main:610] : INFO : Saving end state to config to file [2020-12-21 23:55:35 main:615] : INFO : Success, exiting.. 23:55:35 (1581215): 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)