Task 3266670
| Name | EightBitModified-1605455545-31763-4_1 |
| Workunit | 1477203 |
| Created | 13 Dec 2020, 19:56:51 UTC |
| Sent | 13 Dec 2020, 23:38:17 UTC |
| Report deadline | 20 Dec 2020, 23:38:17 UTC |
| Received | 14 Dec 2020, 13:43:02 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4285 |
| Run time | 28 min 17 sec |
| CPU time | 28 min 13 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> och 518 | loss: 0.00269084 | val_loss: 0.00257207 | Time: 1645.58 ms [2020-12-14 07:56:39 main:581] : INFO : Epoch 519 | loss: 0.00250067 | val_loss: 0.00246625 | Time: 1648.77 ms [2020-12-14 07:56:41 main:581] : INFO : Epoch 520 | loss: 0.00239766 | val_loss: 0.00242548 | Time: 1649.6 ms [2020-12-14 07:56:42 main:581] : INFO : Epoch 521 | loss: 0.00237627 | val_loss: 0.00242319 | Time: 1645.63 ms [2020-12-14 07:56:44 main:581] : INFO : Epoch 522 | loss: 0.00236476 | val_loss: 0.00239892 | Time: 1636.41 ms [2020-12-14 07:56:46 main:581] : INFO : Epoch 523 | loss: 0.00238108 | val_loss: 0.00247746 | Time: 1634.39 ms [2020-12-14 07:56:47 main:581] : INFO : Epoch 524 | loss: 0.00242725 | val_loss: 0.00244215 | Time: 1636.48 ms [2020-12-14 07:56:49 main:581] : INFO : Epoch 525 | loss: 0.00240395 | val_loss: 0.00242938 | Time: 1636.86 ms [2020-12-14 07:56:51 main:581] : INFO : Epoch 526 | loss: 0.00239371 | val_loss: 0.00242309 | Time: 1642.1 ms [2020-12-14 07:56:52 main:581] : INFO : Epoch 527 | loss: 0.00238505 | val_loss: 0.00241467 | Time: 1653 ms [2020-12-14 07:56:54 main:581] : INFO : Epoch 528 | loss: 0.00238627 | val_loss: 0.00241742 | Time: 1633.14 ms [2020-12-14 07:56:56 main:581] : INFO : Epoch 529 | loss: 0.00238416 | val_loss: 0.00241158 | Time: 1665.86 ms [2020-12-14 07:56:57 main:581] : INFO : Epoch 530 | loss: 0.00257458 | val_loss: 0.00267482 | Time: 1664.04 ms [2020-12-14 07:56:59 main:581] : INFO : Epoch 531 | loss: 0.00257857 | val_loss: 0.00253392 | Time: 1653.63 ms [2020-12-14 07:57:01 main:581] : INFO : Epoch 532 | loss: 0.0024793 | val_loss: 0.00248118 | Time: 1664.08 ms [2020-12-14 07:57:02 main:581] : INFO : Epoch 533 | loss: 0.00243778 | val_loss: 0.00246857 | Time: 1651.03 ms [2020-12-14 07:57:04 main:581] : INFO : Epoch 534 | loss: 0.00241439 | val_loss: 0.00242325 | Time: 1653.92 ms [2020-12-14 07:57:06 main:581] : INFO : Epoch 535 | loss: 0.00238382 | val_loss: 0.00240809 | Time: 1646.01 ms [2020-12-14 07:57:07 main:581] : INFO : Epoch 536 | loss: 0.00237455 | val_loss: 0.00240408 | Time: 1642.25 ms [2020-12-14 07:57:09 main:581] : INFO : Epoch 537 | loss: 0.00237294 | val_loss: 0.00240051 | Time: 1640.89 ms [2020-12-14 07:57:10 main:581] : INFO : Epoch 538 | loss: 0.00236564 | val_loss: 0.00240018 | Time: 1646.07 ms [2020-12-14 07:57:12 main:581] : INFO : Epoch 539 | loss: 0.00236541 | val_loss: 0.00240723 | Time: 1642.93 ms [2020-12-14 07:57:14 main:581] : INFO : Epoch 540 | loss: 0.00237045 | val_loss: 0.00240375 | Time: 1663.08 ms [2020-12-14 07:57:15 main:581] : INFO : Epoch 541 | loss: 0.00236672 | val_loss: 0.00239805 | Time: 1660.05 ms [2020-12-14 07:57:17 main:581] : INFO : Epoch 542 | loss: 0.00237985 | val_loss: 0.00240313 | Time: 1657.05 ms [2020-12-14 07:57:19 main:581] : INFO : Epoch 543 | loss: 0.00237723 | val_loss: 0.00239894 | Time: 1657.83 ms [2020-12-14 07:57:20 main:581] : INFO : Epoch 544 | loss: 0.00236271 | val_loss: 0.00239813 | Time: 1658.93 ms [2020-12-14 07:57:22 main:581] : INFO : Epoch 545 | loss: 0.00236261 | val_loss: 0.00239472 | Time: 1651.01 ms [2020-12-14 07:57:24 main:581] : INFO : Epoch 546 | loss: 0.00236362 | val_loss: 0.00239695 | Time: 1656.32 ms [2020-12-14 07:57:25 main:581] : INFO : Epoch 547 | loss: 0.00235884 | val_loss: 0.0023914 | Time: 1667.53 ms [2020-12-14 07:57:27 main:581] : INFO : Epoch 548 | loss: 0.00235574 | val_loss: 0.00239338 | Time: 1658.62 ms [2020-12-14 07:57:29 main:581] : INFO : Epoch 549 | loss: 0.00236469 | val_loss: 0.00239269 | Time: 1664.07 ms [2020-12-14 07:57:30 main:581] : INFO : Epoch 550 | loss: 0.00235412 | val_loss: 0.00238196 | Time: 1662.66 ms [2020-12-14 07:57:32 main:581] : INFO : Epoch 551 | loss: 0.00234988 | val_loss: 0.00238551 | Time: 1655.53 ms [2020-12-14 07:57:34 main:581] : INFO : Epoch 552 | loss: 0.00234731 | val_loss: 0.00238474 | Time: 1654.12 ms [2020-12-14 07:57:35 main:581] : INFO : Epoch 553 | loss: 0.00235458 | val_loss: 0.00239476 | Time: 1654.11 ms [2020-12-14 07:57:37 main:581] : INFO : Epoch 554 | loss: 0.00238887 | val_loss: 0.00243413 | Time: 1646.33 ms [2020-12-14 07:57:39 main:581] : INFO : Epoch 555 | loss: 0.00238827 | val_loss: 0.00239922 | Time: 1647.85 ms [2020-12-14 07:57:40 main:581] : INFO : Epoch 556 | loss: 0.00235799 | val_loss: 0.00238316 | Time: 1649.3 ms [2020-12-14 07:57:42 main:581] : INFO : Epoch 557 | loss: 0.00234973 | val_loss: 0.00238801 | Time: 1652.3 ms [2020-12-14 07:57:44 main:581] : INFO : Epoch 558 | loss: 0.00236784 | val_loss: 0.00239944 | Time: 1655.79 ms [2020-12-14 07:57:45 main:581] : INFO : Epoch 559 | loss: 0.00249254 | val_loss: 0.00251298 | Time: 1662.41 ms [2020-12-14 07:57:47 main:581] : INFO : Epoch 560 | loss: 0.00241349 | val_loss: 0.00240323 | Time: 1648.43 ms [2020-12-14 07:57:49 main:581] : INFO : Epoch 561 | loss: 0.00235765 | val_loss: 0.00238252 | Time: 1646.57 ms [2020-12-14 07:57:50 main:581] : INFO : Epoch 562 | loss: 0.0023449 | val_loss: 0.00237465 | Time: 1658.79 ms [2020-12-14 07:57:52 main:581] : INFO : Epoch 563 | loss: 0.00234047 | val_loss: 0.00237005 | Time: 1662.72 ms [2020-12-14 07:57:54 main:581] : INFO : Epoch 564 | loss: 0.00232462 | val_loss: 0.00234165 | Time: 1663.33 ms [2020-12-14 07:57:55 main:581] : INFO : Epoch 565 | loss: 0.00230585 | val_loss: 0.00233772 | Time: 1655.99 ms [2020-12-14 07:57:57 main:581] : INFO : Epoch 566 | loss: 0.00230784 | val_loss: 0.00237332 | Time: 1647.68 ms [2020-12-14 07:57:58 main:581] : INFO : Epoch 567 | loss: 0.00231734 | val_loss: 0.00234836 | Time: 1651.62 ms [2020-12-14 07:58:00 main:581] : INFO : Epoch 568 | loss: 0.0023018 | val_loss: 0.0023354 | Time: 1667.55 ms [2020-12-14 07:58:02 main:581] : INFO : Epoch 569 | loss: 0.00229728 | val_loss: 0.00234335 | Time: 1651.25 ms [2020-12-14 07:58:03 main:581] : INFO : Epoch 570 | loss: 0.00230169 | val_loss: 0.00233984 | Time: 1658.72 ms [2020-12-14 07:58:05 main:581] : INFO : Epoch 571 | loss: 0.00229792 | val_loss: 0.00233627 | Time: 1655.64 ms [2020-12-14 07:58:07 main:581] : INFO : Epoch 572 | loss: 0.00229585 | val_loss: 0.00234088 | Time: 1659.73 ms [2020-12-14 07:58:08 main:581] : INFO : Epoch 573 | loss: 0.00243799 | val_loss: 0.00260397 | Time: 1654.69 ms [2020-12-14 07:58:10 main:581] : INFO : Epoch 574 | loss: 0.00244827 | val_loss: 0.00241452 | Time: 1655.22 ms [2020-12-14 07:58:12 main:581] : INFO : Epoch 575 | loss: 0.00234835 | val_loss: 0.0023752 | Time: 1652.86 ms [2020-12-14 07:58:13 main:581] : INFO : Epoch 576 | loss: 0.00232786 | val_loss: 0.00235662 | Time: 1657.63 ms [2020-12-14 07:58:15 main:581] : INFO : Epoch 577 | loss: 0.00246833 | val_loss: 0.00254355 | Time: 1658.18 ms [2020-12-14 07:58:17 main:581] : INFO : Epoch 578 | loss: 0.00252208 | val_loss: 0.00260341 | Time: 1654.43 ms [2020-12-14 07:58:18 main:581] : INFO : Epoch 579 | loss: 0.00250549 | val_loss: 0.00248352 | Time: 1666.2 ms [2020-12-14 07:58:20 main:581] : INFO : Epoch 580 | loss: 0.00238794 | val_loss: 0.00239166 | Time: 1654.88 ms [2020-12-14 07:58:22 main:581] : INFO : Epoch 581 | loss: 0.00234395 | val_loss: 0.00237767 | Time: 1647.98 ms [2020-12-14 07:58:23 main:581] : INFO : Epoch 582 | loss: 0.00232852 | val_loss: 0.00235547 | Time: 1659.9 ms [2020-12-14 07:58:25 main:581] : INFO : Epoch 583 | loss: 0.00231509 | val_loss: 0.00234402 | Time: 1658.27 ms [2020-12-14 07:58:27 main:581] : INFO : Epoch 584 | loss: 0.00231337 | val_loss: 0.0024213 | Time: 1646.56 ms [2020-12-14 07:58:28 main:581] : INFO : Epoch 585 | loss: 0.00233323 | val_loss: 0.00234827 | Time: 1648.54 ms [2020-12-14 07:58:30 main:581] : INFO : Epoch 586 | loss: 0.00230345 | val_loss: 0.00233505 | Time: 1647.82 ms [2020-12-14 07:58:32 main:581] : INFO : Epoch 587 | loss: 0.00229056 | val_loss: 0.00232556 | Time: 1645.69 ms [2020-12-14 07:58:33 main:581] : INFO : Epoch 588 | loss: 0.00228747 | val_loss: 0.00232693 | Time: 1652.7 ms [2020-12-14 07:58:35 main:581] : INFO : Epoch 589 | loss: 0.00229351 | val_loss: 0.00232474 | Time: 1660.91 ms [2020-12-14 07:58:37 main:581] : INFO : Epoch 590 | loss: 0.00231076 | val_loss: 0.00233807 | Time: 1656.02 ms [2020-12-14 07:58:38 main:581] : INFO : Epoch 591 | loss: 0.00228037 | val_loss: 0.00230478 | Time: 1646.5 ms [2020-12-14 07:58:40 main:581] : INFO : Epoch 592 | loss: 0.00228994 | val_loss: 0.00236052 | Time: 1649.84 ms [2020-12-14 07:58:41 main:581] : INFO : Epoch 593 | loss: 0.00232343 | val_loss: 0.00237306 | Time: 1644.32 ms [2020-12-14 07:58:43 main:581] : INFO : Epoch 594 | loss: 0.00233357 | val_loss: 0.00234488 | Time: 1637.19 ms [2020-12-14 07:58:45 main:581] : INFO : Epoch 595 | loss: 0.00229845 | val_loss: 0.00232349 | Time: 1646.03 ms [2020-12-14 07:58:46 main:581] : INFO : Epoch 596 | loss: 0.00228652 | val_loss: 0.00232216 | Time: 1645.31 ms [2020-12-14 07:58:48 main:581] : INFO : Epoch 597 | loss: 0.00227845 | val_loss: 0.0023082 | Time: 1643.85 ms [2020-12-14 07:58:50 main:581] : INFO : Epoch 598 | loss: 0.00227623 | val_loss: 0.00230943 | Time: 1657.03 ms [2020-12-14 07:58:51 main:581] : INFO : Epoch 599 | loss: 0.00226869 | val_loss: 0.00230022 | Time: 1653.3 ms [2020-12-14 07:58:53 main:581] : INFO : Epoch 600 | loss: 0.0027359 | val_loss: 0.0033161 | Time: 1672.37 ms [2020-12-14 07:58:55 main:581] : INFO : Epoch 601 | loss: 0.00469942 | val_loss: 0.00386077 | Time: 1661.93 ms [2020-12-14 07:58:56 main:581] : INFO : Epoch 602 | loss: 0.00319558 | val_loss: 0.00280596 | Time: 1647.15 ms [2020-12-14 07:58:58 main:581] : INFO : Epoch 603 | loss: 0.0026587 | val_loss: 0.00258409 | Time: 1632.95 ms [2020-12-14 07:59:00 main:581] : INFO : Epoch 604 | loss: 0.0025176 | val_loss: 0.00250929 | Time: 1644.25 ms [2020-12-14 07:59:01 main:581] : INFO : Epoch 605 | loss: 0.00243981 | val_loss: 0.00244668 | Time: 1630.3 ms [2020-12-14 07:59:03 main:581] : INFO : Epoch 606 | loss: 0.00238737 | val_loss: 0.00241145 | Time: 1642.3 ms [2020-12-14 07:59:05 main:581] : INFO : Epoch 607 | loss: 0.00240382 | val_loss: 0.00241532 | Time: 1641.12 ms [2020-12-14 07:59:06 main:581] : INFO : Epoch 608 | loss: 0.00235567 | val_loss: 0.00237884 | Time: 1634.22 ms [2020-12-14 07:59:08 main:581] : INFO : Epoch 609 | loss: 0.00233057 | val_loss: 0.00236914 | Time: 1633.91 ms [2020-12-14 07:59:09 main:581] : INFO : Epoch 610 | loss: 0.00232112 | val_loss: 0.00234998 | Time: 1634.4 ms [2020-12-14 07:59:11 main:581] : INFO : Epoch 611 | loss: 0.00231398 | val_loss: 0.00237488 | Time: 1638.62 ms [2020-12-14 07:59:13 main:581] : INFO : Epoch 612 | loss: 0.00229876 | val_loss: 0.00233298 | Time: 1630.42 ms [2020-12-14 07:59:14 main:581] : INFO : Epoch 613 | loss: 0.00228946 | val_loss: 0.00234061 | Time: 1633.85 ms [2020-12-14 07:59:16 main:581] : INFO : Epoch 614 | loss: 0.00228744 | val_loss: 0.00232363 | Time: 1637.17 ms [2020-12-14 07:59:18 main:581] : INFO : Epoch 615 | loss: 0.00227598 | val_loss: 0.00231439 | Time: 1639.18 ms [2020-12-14 07:59:19 main:581] : INFO : Epoch 616 | loss: 0.00227467 | val_loss: 0.00230831 | Time: 1645.72 ms [2020-12-14 07:59:21 main:581] : INFO : Epoch 617 | loss: 0.00227945 | val_loss: 0.00231655 | Time: 1662.39 ms [2020-12-14 07:59:23 main:581] : INFO : Epoch 618 | loss: 0.00227075 | val_loss: 0.00230782 | Time: 1649.88 ms [2020-12-14 07:59:24 main:581] : INFO : Epoch 619 | loss: 0.00226154 | val_loss: 0.00232027 | Time: 1655.64 ms [2020-12-14 07:59:26 main:581] : INFO : Epoch 620 | loss: 0.00232332 | val_loss: 0.00235936 | Time: 1643.18 ms [2020-12-14 07:59:28 main:581] : INFO : Epoch 621 | loss: 0.00229151 | val_loss: 0.00231555 | Time: 1642.54 ms [2020-12-14 07:59:29 main:581] : INFO : Epoch 622 | loss: 0.00226387 | val_loss: 0.00230143 | Time: 1646.5 ms [2020-12-14 07:59:31 main:581] : INFO : Epoch 623 | loss: 0.00226037 | val_loss: 0.00230909 | Time: 1638.79 ms [2020-12-14 07:59:32 main:581] : INFO : Epoch 624 | loss: 0.0022645 | val_loss: 0.00231683 | Time: 1648.92 ms [2020-12-14 07:59:34 main:581] : INFO : Epoch 625 | loss: 0.00227567 | val_loss: 0.00230361 | Time: 1656.1 ms [2020-12-14 07:59:36 main:581] : INFO : Epoch 626 | loss: 0.00224882 | val_loss: 0.00228139 | Time: 1678.18 ms [2020-12-14 07:59:37 main:581] : INFO : Epoch 627 | loss: 0.00224261 | val_loss: 0.00227934 | Time: 1664.06 ms [2020-12-14 07:59:39 main:581] : INFO : Epoch 628 | loss: 0.00224263 | val_loss: 0.00227366 | Time: 1650.67 ms [2020-12-14 07:59:41 main:581] : INFO : Epoch 629 | loss: 0.00223605 | val_loss: 0.00226696 | Time: 1664.56 ms [2020-12-14 07:59:42 main:581] : INFO : Epoch 630 | loss: 0.00223418 | val_loss: 0.00227174 | Time: 1642.89 ms [2020-12-14 07:59:44 main:581] : INFO : Epoch 631 | loss: 0.0022571 | val_loss: 0.0023449 | Time: 1670 ms [2020-12-14 07:59:46 main:581] : INFO : Epoch 632 | loss: 0.00233936 | val_loss: 0.00234566 | Time: 1654.82 ms [2020-12-14 07:59:47 main:581] : INFO : Epoch 633 | loss: 0.0022813 | val_loss: 0.00228708 | Time: 1656.29 ms [2020-12-14 07:59:49 main:581] : INFO : Epoch 634 | loss: 0.00225469 | val_loss: 0.00227487 | Time: 1665.88 ms [2020-12-14 07:59:51 main:581] : INFO : Epoch 635 | loss: 0.00223675 | val_loss: 0.00225906 | Time: 1645.31 ms [2020-12-14 07:59:52 main:581] : INFO : Epoch 636 | loss: 0.00223622 | val_loss: 0.00225722 | Time: 1653.3 ms [2020-12-14 07:59:54 main:581] : INFO : Epoch 637 | loss: 0.00226854 | val_loss: 0.00231529 | Time: 1641.19 ms [2020-12-14 07:59:56 main:581] : INFO : Epoch 638 | loss: 0.00227492 | val_loss: 0.00230257 | Time: 1626.85 ms [2020-12-14 07:59:57 main:581] : INFO : Epoch 639 | loss: 0.00226801 | val_loss: 0.00228578 | Time: 1640.85 ms [2020-12-14 07:59:59 main:581] : INFO : Epoch 640 | loss: 0.00234191 | val_loss: 0.00237486 | Time: 1652.42 ms [2020-12-14 08:00:01 main:581] : INFO : Epoch 641 | loss: 0.00231301 | val_loss: 0.00230832 | Time: 1666.43 ms [2020-12-14 08:00:02 main:581] : INFO : Epoch 642 | loss: 0.00225804 | val_loss: 0.00227108 | Time: 1658.19 ms [2020-12-14 08:00:04 main:581] : INFO : Epoch 643 | loss: 0.00224049 | val_loss: 0.00226555 | Time: 1656.01 ms [2020-12-14 08:00:06 main:581] : INFO : Epoch 644 | loss: 0.00223278 | val_loss: 0.00227038 | Time: 1647.26 ms [2020-12-14 08:00:07 main:581] : INFO : Epoch 645 | loss: 0.00222864 | val_loss: 0.002258 | Time: 1644.85 ms [2020-12-14 08:00:09 main:581] : INFO : Epoch 646 | loss: 0.00223409 | val_loss: 0.00226434 | Time: 1637.33 ms [2020-12-14 08:00:10 main:581] : INFO : Epoch 647 | loss: 0.00222776 | val_loss: 0.00234879 | Time: 1636.23 ms [2020-12-14 08:00:12 main:581] : INFO : Epoch 648 | loss: 0.0023261 | val_loss: 0.00235397 | Time: 1655.68 ms [2020-12-14 08:00:14 main:581] : INFO : Epoch 649 | loss: 0.00230145 | val_loss: 0.00230655 | Time: 1625.98 ms [2020-12-14 08:00:15 main:581] : INFO : Epoch 650 | loss: 0.00225887 | val_loss: 0.0022766 | Time: 1619.43 ms [2020-12-14 08:00:17 main:581] : INFO : Epoch 651 | loss: 0.00224738 | val_loss: 0.00226425 | Time: 1614.35 ms [2020-12-14 08:00:19 main:581] : INFO : Epoch 652 | loss: 0.00223362 | val_loss: 0.00225583 | Time: 1650.92 ms [2020-12-14 08:00:20 main:581] : INFO : Epoch 653 | loss: 0.00222027 | val_loss: 0.0022494 | Time: 1657.27 ms [2020-12-14 08:00:22 main:581] : INFO : Epoch 654 | loss: 0.00222804 | val_loss: 0.00225715 | Time: 1653.78 ms [2020-12-14 08:00:24 main:581] : INFO : Epoch 655 | loss: 0.00222114 | val_loss: 0.0022411 | Time: 1669.88 ms [2020-12-14 08:00:25 main:581] : INFO : Epoch 656 | loss: 0.00221527 | val_loss: 0.00224276 | Time: 1629.83 ms [2020-12-14 08:00:27 main:581] : INFO : Epoch 657 | loss: 0.00221406 | val_loss: 0.00224147 | Time: 1623.58 ms [2020-12-14 08:00:28 main:581] : INFO : Epoch 658 | loss: 0.00226684 | val_loss: 0.00238267 | Time: 1627.16 ms [2020-12-14 08:00:30 main:581] : INFO : Epoch 659 | loss: 0.00235701 | val_loss: 0.00238324 | Time: 1626.95 ms [2020-12-14 08:00:32 main:581] : INFO : Epoch 660 | loss: 0.00235819 | val_loss: 0.00237299 | Time: 1627.14 ms [2020-12-14 08:00:33 main:581] : INFO : Epoch 661 | loss: 0.00230879 | val_loss: 0.00230236 | Time: 1629.1 ms [2020-12-14 08:00:35 main:581] : INFO : Epoch 662 | loss: 0.00226169 | val_loss: 0.00226837 | Time: 1627.39 ms [2020-12-14 08:00:37 main:581] : INFO : Epoch 663 | loss: 0.00222611 | val_loss: 0.0020896 | Time: 1627.38 ms [2020-12-14 08:00:38 main:581] : INFO : Epoch 664 | loss: 0.00309114 | val_loss: 0.00692362 | Time: 1627.68 ms [2020-12-14 08:00:40 main:581] : INFO : Epoch 665 | loss: 0.00410103 | val_loss: 0.00270383 | Time: 1631.68 ms [2020-12-14 08:00:42 main:581] : INFO : Epoch 666 | loss: 0.0024309 | val_loss: 0.00239179 | Time: 1666.21 ms [2020-12-14 08:00:43 main:581] : INFO : Epoch 667 | loss: 0.00224334 | val_loss: 0.00210943 | Time: 1664.53 ms [2020-12-14 08:00:45 main:581] : INFO : Epoch 668 | loss: 0.0020015 | val_loss: 0.00197698 | Time: 1653.33 ms [2020-12-14 08:00:47 main:581] : INFO : Epoch 669 | loss: 0.00194368 | val_loss: 0.00207505 | Time: 1659.59 ms [2020-12-14 08:00:48 main:581] : INFO : Epoch 670 | loss: 0.00200358 | val_loss: 0.00198336 | Time: 1665.71 ms [2020-12-14 08:00:50 main:581] : INFO : Epoch 671 | loss: 0.00193546 | val_loss: 0.00196015 | Time: 1643.32 ms [2020-12-14 08:00:52 main:581] : INFO : Epoch 672 | loss: 0.0019675 | val_loss: 0.00210937 | Time: 1657.01 ms [2020-12-14 08:00:53 main:581] : INFO : Epoch 673 | loss: 0.00202308 | val_loss: 0.00202232 | Time: 1649.8 ms [2020-12-14 08:00:55 main:581] : INFO : Epoch 674 | loss: 0.0019836 | val_loss: 0.00198468 | Time: 1666.28 ms [2020-12-14 08:00:56 main:581] : INFO : Epoch 675 | loss: 0.00193999 | val_loss: 0.00195604 | Time: 1635.11 ms [2020-12-14 08:00:58 main:581] : INFO : Epoch 676 | loss: 0.00192378 | val_loss: 0.0019616 | Time: 1631.97 ms [2020-12-14 08:01:00 main:581] : INFO : Epoch 677 | loss: 0.00192236 | val_loss: 0.00193527 | Time: 1643.1 ms [2020-12-14 08:01:01 main:581] : INFO : Epoch 678 | loss: 0.00190984 | val_loss: 0.00192688 | Time: 1618.33 ms [2020-12-14 08:01:03 main:581] : INFO : Epoch 679 | loss: 0.00191123 | val_loss: 0.00192622 | Time: 1602.79 ms [2020-12-14 08:01:05 main:581] : INFO : Epoch 680 | loss: 0.0018989 | val_loss: 0.00192595 | Time: 1590.17 ms [2020-12-14 08:01:06 main:581] : INFO : Epoch 681 | loss: 0.0019111 | val_loss: 0.00193281 | Time: 1610.58 ms [2020-12-14 08:01:08 main:581] : INFO : Epoch 682 | loss: 0.00189923 | val_loss: 0.00192194 | Time: 1651.27 ms [2020-12-14 08:01:09 main:581] : INFO : Epoch 683 | loss: 0.001895 | val_loss: 0.00192928 | Time: 1643.89 ms [2020-12-14 08:01:11 main:581] : INFO : Epoch 684 | loss: 0.00191609 | val_loss: 0.00192569 | Time: 1654.39 ms [2020-12-14 08:01:13 main:581] : INFO : Epoch 685 | loss: 0.00189344 | val_loss: 0.00190921 | Time: 1656.69 ms [2020-12-14 08:01:14 main:581] : INFO : Epoch 686 | loss: 0.00188332 | val_loss: 0.00191131 | Time: 1652.74 ms [2020-12-14 08:01:16 main:581] : INFO : Epoch 687 | loss: 0.00194477 | val_loss: 0.00198683 | Time: 1652.53 ms [2020-12-14 08:01:18 main:581] : INFO : Epoch 688 | loss: 0.00228242 | val_loss: 0.00322448 | Time: 1653.62 ms [2020-12-14 08:01:19 main:581] : INFO : Epoch 689 | loss: 0.00264263 | val_loss: 0.00242619 | Time: 1647.69 ms [2020-12-14 08:01:21 main:581] : INFO : Epoch 690 | loss: 0.00223692 | val_loss: 0.00216255 | Time: 1649.53 ms [2020-12-14 08:01:23 main:581] : INFO : Epoch 691 | loss: 0.00211077 | val_loss: 0.00208899 | Time: 1650.24 ms [2020-12-14 08:01:24 main:581] : INFO : Epoch 692 | loss: 0.00206706 | val_loss: 0.00206236 | Time: 1642.82 ms [2020-12-14 08:01:26 main:581] : INFO : Epoch 693 | loss: 0.00204866 | val_loss: 0.00205495 | Time: 1655.29 ms [2020-12-14 08:01:28 main:581] : INFO : Epoch 694 | loss: 0.00203274 | val_loss: 0.00204014 | Time: 1677 ms [2020-12-14 08:01:29 main:581] : INFO : Epoch 695 | loss: 0.00202041 | val_loss: 0.00202906 | Time: 1662.09 ms [2020-12-14 08:01:31 main:581] : INFO : Epoch 696 | loss: 0.00201278 | val_loss: 0.00202335 | Time: 1666.26 ms [2020-12-14 08:01:33 main:581] : INFO : Epoch 697 | loss: 0.00201031 | val_loss: 0.00201784 | Time: 1666.5 ms [2020-12-14 08:01:34 main:581] : INFO : Epoch 698 | loss: 0.00199923 | val_loss: 0.0020088 | Time: 1660.98 ms [2020-12-14 08:01:36 main:581] : INFO : Epoch 699 | loss: 0.00198018 | val_loss: 0.00199819 | Time: 1663.02 ms [2020-12-14 08:01:38 main:581] : INFO : Epoch 700 | loss: 0.00196663 | val_loss: 0.00198298 | Time: 1664.65 ms [2020-12-14 08:01:39 main:581] : INFO : Epoch 701 | loss: 0.00195966 | val_loss: 0.00197987 | Time: 1658.96 ms [2020-12-14 08:01:41 main:581] : INFO : Epoch 702 | loss: 0.00195164 | val_loss: 0.00197105 | Time: 1642.89 ms [2020-12-14 08:01:43 main:581] : INFO : Epoch 703 | loss: 0.0019438 | val_loss: 0.00197645 | Time: 1661.88 ms [2020-12-14 08:01:44 main:581] : INFO : Epoch 704 | loss: 0.00193753 | val_loss: 0.00194849 | Time: 1655.89 ms [2020-12-14 08:01:46 main:581] : INFO : Epoch 705 | loss: 0.00191808 | val_loss: 0.00193714 | Time: 1632.34 ms [2020-12-14 08:01:48 main:581] : INFO : Epoch 706 | loss: 0.00191257 | val_loss: 0.00192809 | Time: 1631.85 ms [2020-12-14 08:01:49 main:581] : INFO : Epoch 707 | loss: 0.00190285 | val_loss: 0.00192482 | Time: 1629.88 ms [2020-12-14 08:01:51 main:581] : INFO : Epoch 708 | loss: 0.00194264 | val_loss: 0.00194906 | Time: 1634.58 ms [2020-12-14 08:01:52 main:581] : INFO : Epoch 709 | loss: 0.00192245 | val_loss: 0.00193383 | Time: 1631 ms [2020-12-14 08:01:54 main:581] : INFO : Epoch 710 | loss: 0.00190574 | val_loss: 0.00192031 | Time: 1641.97 ms [2020-12-14 08:01:56 main:581] : INFO : Epoch 711 | loss: 0.00190037 | val_loss: 0.00191473 | Time: 1631.01 ms [2020-12-14 08:01:57 main:581] : INFO : Epoch 712 | loss: 0.0019148 | val_loss: 0.00194448 | Time: 1642.76 ms [2020-12-14 08:01:59 main:581] : INFO : Epoch 713 | loss: 0.00191271 | val_loss: 0.00192014 | Time: 1633 ms [2020-12-14 08:02:01 main:581] : INFO : Epoch 714 | loss: 0.00190087 | val_loss: 0.00192452 | Time: 1642.93 ms [2020-12-14 08:02:02 main:581] : INFO : Epoch 715 | loss: 0.00189152 | val_loss: 0.00191346 | Time: 1647.16 ms [2020-12-14 08:02:04 main:581] : INFO : Epoch 716 | loss: 0.00197964 | val_loss: 0.0021539 | Time: 1628.16 ms [2020-12-14 08:02:06 main:581] : INFO : Epoch 717 | loss: 0.0020491 | val_loss: 0.0020017 | Time: 1633.96 ms [2020-12-14 08:02:07 main:581] : INFO : Epoch 718 | loss: 0.00197441 | val_loss: 0.00197067 | Time: 1639.61 ms [2020-12-14 08:02:09 main:581] : INFO : Epoch 719 | loss: 0.00192186 | val_loss: 0.00192952 | Time: 1648.57 ms [2020-12-14 08:02:10 main:581] : INFO : Epoch 720 | loss: 0.00189751 | val_loss: 0.00191456 | Time: 1646.78 ms [2020-12-14 08:02:12 main:581] : INFO : Epoch 721 | loss: 0.00188845 | val_loss: 0.00191205 | Time: 1639.68 ms [2020-12-14 08:02:14 main:581] : INFO : Epoch 722 | loss: 0.00189222 | val_loss: 0.00192278 | Time: 1645.02 ms [2020-12-14 08:02:15 main:581] : INFO : Epoch 723 | loss: 0.00188764 | val_loss: 0.00190189 | Time: 1641.89 ms [2020-12-14 08:02:17 main:581] : INFO : Epoch 724 | loss: 0.00195787 | val_loss: 0.00195797 | Time: 1641.12 ms [2020-12-14 08:02:19 main:581] : INFO : Epoch 725 | loss: 0.00192306 | val_loss: 0.00194667 | Time: 1645.2 ms [2020-12-14 08:02:20 main:581] : INFO : Epoch 726 | loss: 0.00190304 | val_loss: 0.00190785 | Time: 1643.89 ms [2020-12-14 08:02:22 main:581] : INFO : Epoch 727 | loss: 0.00187898 | val_loss: 0.00189977 | Time: 1648.01 ms [2020-12-14 08:02:24 main:581] : INFO : Epoch 728 | loss: 0.00187162 | val_loss: 0.00188802 | Time: 1642.16 ms [2020-12-14 08:02:25 main:581] : INFO : Epoch 729 | loss: 0.00186338 | val_loss: 0.00188961 | Time: 1649.54 ms [2020-12-14 08:02:27 main:581] : INFO : Epoch 730 | loss: 0.00190365 | val_loss: 0.0019313 | Time: 1659.67 ms [2020-12-14 08:02:29 main:581] : INFO : Epoch 731 | loss: 0.00189594 | val_loss: 0.00190924 | Time: 1647.24 ms [2020-12-14 08:02:30 main:581] : INFO : Epoch 732 | loss: 0.00186923 | val_loss: 0.0018814 | Time: 1644.15 ms [2020-12-14 08:02:32 main:581] : INFO : Epoch 733 | loss: 0.00185518 | val_loss: 0.00188333 | Time: 1640.26 ms [2020-12-14 08:02:33 main:581] : INFO : Epoch 734 | loss: 0.00185451 | val_loss: 0.00188185 | Time: 1647.13 ms [2020-12-14 08:02:35 main:581] : INFO : Epoch 735 | loss: 0.00201675 | val_loss: 0.00202022 | Time: 1642.77 ms [2020-12-14 08:02:37 main:581] : INFO : Epoch 736 | loss: 0.00195318 | val_loss: 0.00193207 | Time: 1639.04 ms [2020-12-14 08:02:38 main:581] : INFO : Epoch 737 | loss: 0.00189703 | val_loss: 0.00189837 | Time: 1642.38 ms [2020-12-14 08:02:40 main:581] : INFO : Epoch 738 | loss: 0.00186996 | val_loss: 0.00188807 | Time: 1655.71 ms [2020-12-14 08:02:42 main:581] : INFO : Epoch 739 | loss: 0.00186214 | val_loss: 0.00189117 | Time: 1658.8 ms [2020-12-14 08:02:43 main:581] : INFO : Epoch 740 | loss: 0.00185681 | val_loss: 0.00187485 | Time: 1662 ms [2020-12-14 08:02:45 main:581] : INFO : Epoch 741 | loss: 0.00184874 | val_loss: 0.00186333 | Time: 1654.65 ms [2020-12-14 08:02:47 main:581] : INFO : Epoch 742 | loss: 0.0018478 | val_loss: 0.00187272 | Time: 1639.64 ms [2020-12-14 08:02:48 main:581] : INFO : Epoch 743 | loss: 0.00185398 | val_loss: 0.00189345 | Time: 1660.41 ms [2020-12-14 08:02:50 main:581] : INFO : Epoch 744 | loss: 0.00185604 | val_loss: 0.00189272 | Time: 1656.7 ms [2020-12-14 08:02:52 main:581] : INFO : Epoch 745 | loss: 0.00185675 | val_loss: 0.00189666 | Time: 1646.98 ms [2020-12-14 08:02:53 main:581] : INFO : Epoch 746 | loss: 0.00189336 | val_loss: 0.00193441 | Time: 1646.79 ms [2020-12-14 08:02:55 main:581] : INFO : Epoch 747 | loss: 0.00189318 | val_loss: 0.00190829 | Time: 1648.83 ms [2020-12-14 08:02:57 main:581] : INFO : Epoch 748 | loss: 0.00188121 | val_loss: 0.001976 | Time: 1657.97 ms [2020-12-14 08:02:58 main:581] : INFO : Epoch 749 | loss: 0.00191239 | val_loss: 0.00195332 | Time: 1652.28 ms [2020-12-14 08:03:00 main:581] : INFO : Epoch 750 | loss: 0.00188802 | val_loss: 0.00190044 | Time: 1663.7 ms [2020-12-14 08:03:02 main:581] : INFO : Epoch 751 | loss: 0.00189579 | val_loss: 0.00189901 | Time: 1642.85 ms [2020-12-14 08:03:03 main:581] : INFO : Epoch 752 | loss: 0.00190479 | val_loss: 0.0019293 | Time: 1659.78 ms [2020-12-14 08:03:05 main:581] : INFO : Epoch 753 | loss: 0.00189839 | val_loss: 0.00191573 | Time: 1646.95 ms [2020-12-14 08:03:07 main:581] : INFO : Epoch 754 | loss: 0.00270753 | val_loss: 0.00830887 | Time: 1655.2 ms [2020-12-14 08:03:08 main:581] : INFO : Epoch 755 | loss: 0.00669574 | val_loss: 0.00516891 | Time: 1640.28 ms [2020-12-14 08:03:10 main:581] : INFO : Epoch 756 | loss: 0.00475365 | val_loss: 0.00436396 | Time: 1644.07 ms [2020-12-14 08:03:11 main:581] : INFO : Epoch 757 | loss: 0.0042289 | val_loss: 0.00373223 | Time: 1653.03 ms [2020-12-14 08:03:13 main:581] : INFO : Epoch 758 | loss: 0.00358858 | val_loss: 0.00361342 | Time: 1657.58 ms [2020-12-14 08:03:15 main:581] : INFO : Epoch 759 | loss: 0.00348307 | val_loss: 0.00349029 | Time: 1656.56 ms [2020-12-14 08:03:16 main:581] : INFO : Epoch 760 | loss: 0.00353128 | val_loss: 0.00482031 | Time: 1659.27 ms [2020-12-14 08:03:18 main:581] : INFO : Epoch 761 | loss: 0.0043119 | val_loss: 0.0038005 | Time: 1664.57 ms [2020-12-14 08:03:20 main:581] : INFO : Epoch 762 | loss: 0.00354318 | val_loss: 0.00342126 | Time: 1661.78 ms [2020-12-14 08:03:21 main:581] : INFO : Epoch 763 | loss: 0.00329532 | val_loss: 0.00330402 | Time: 1647.14 ms [2020-12-14 08:03:23 main:581] : INFO : Epoch 764 | loss: 0.00315072 | val_loss: 0.00318155 | Time: 1648.41 ms [2020-12-14 08:03:25 main:581] : INFO : Epoch 765 | loss: 0.00308704 | val_loss: 0.00316432 | Time: 1645.5 ms [2020-12-14 08:03:26 main:581] : INFO : Epoch 766 | loss: 0.00305675 | val_loss: 0.00307836 | Time: 1648.08 ms [2020-12-14 08:03:28 main:581] : INFO : Epoch 767 | loss: 0.00293941 | val_loss: 0.00294213 | Time: 1645.76 ms [2020-12-14 08:03:30 main:581] : INFO : Epoch 768 | loss: 0.00286325 | val_loss: 0.00290232 | Time: 1646.1 ms [2020-12-14 08:03:31 main:581] : INFO : Epoch 769 | loss: 0.00300159 | val_loss: 0.00343174 | Time: 1648.85 ms [2020-12-14 08:03:33 main:581] : INFO : Epoch 770 | loss: 0.00317073 | val_loss: 0.00312435 | Time: 1645.46 ms [2020-12-14 08:03:35 main:581] : INFO : Epoch 771 | loss: 0.00292575 | val_loss: 0.00288125 | Time: 1647.37 ms [2020-12-14 08:03:36 main:581] : INFO : Epoch 772 | loss: 0.00283555 | val_loss: 0.00285826 | Time: 1631.45 ms [2020-12-14 08:03:38 main:581] : INFO : Epoch 773 | loss: 0.00272834 | val_loss: 0.00272646 | Time: 1653.87 ms [2020-12-14 08:03:40 main:581] : INFO : Epoch 774 | loss: 0.00266605 | val_loss: 0.00268344 | Time: 1667.72 ms [2020-12-14 08:03:41 main:581] : INFO : Epoch 775 | loss: 0.00263617 | val_loss: 0.00273551 | Time: 1658.27 ms [2020-12-14 08:03:43 main:581] : INFO : Epoch 776 | loss: 0.0027968 | val_loss: 0.00275332 | Time: 1655.39 ms [2020-12-14 08:03:45 main:581] : INFO : Epoch 777 | loss: 0.00262896 | val_loss: 0.00261681 | Time: 1661.95 ms [2020-12-14 08:03:46 main:581] : INFO : Epoch 778 | loss: 0.00257005 | val_loss: 0.00258064 | Time: 1653.13 ms [2020-12-14 08:03:48 main:581] : INFO : Epoch 779 | loss: 0.0025304 | val_loss: 0.0025569 | Time: 1670.4 ms [2020-12-14 08:03:50 main:581] : INFO : Epoch 780 | loss: 0.00250791 | val_loss: 0.00254117 | Time: 1666.68 ms [2020-12-14 08:03:51 main:581] : INFO : Epoch 781 | loss: 0.00248873 | val_loss: 0.00252348 | Time: 1634.24 ms [2020-12-14 08:03:53 main:581] : INFO : Epoch 782 | loss: 0.00247641 | val_loss: 0.00251411 | Time: 1658.39 ms [2020-12-14 08:03:54 main:581] : INFO : Epoch 783 | loss: 0.00246281 | val_loss: 0.00250668 | Time: 1662.63 ms [2020-12-14 08:03:56 main:581] : INFO : Epoch 784 | loss: 0.00245612 | val_loss: 0.00249688 | Time: 1669.16 ms [2020-12-14 08:03:58 main:581] : INFO : Epoch 785 | loss: 0.00244802 | val_loss: 0.00248974 | Time: 1679.21 ms [2020-12-14 08:03:59 main:581] : INFO : Epoch 786 | loss: 0.00243937 | val_loss: 0.00248871 | Time: 1669.82 ms [2020-12-14 08:04:01 main:581] : INFO : Epoch 787 | loss: 0.00243286 | val_loss: 0.00248339 | Time: 1678.7 ms [2020-12-14 08:04:03 main:581] : INFO : Epoch 788 | loss: 0.00242644 | val_loss: 0.00247806 | Time: 1678.07 ms [2020-12-14 08:04:05 main:581] : INFO : Epoch 789 | loss: 0.00242214 | val_loss: 0.00246604 | Time: 1667.52 ms [2020-12-14 08:04:06 main:581] : INFO : Epoch 790 | loss: 0.00241823 | val_loss: 0.00246055 | Time: 1660.34 ms [2020-12-14 08:04:08 main:581] : INFO : Epoch 791 | loss: 0.00240956 | val_loss: 0.00245819 | Time: 1660.6 ms [2020-12-14 08:04:09 main:581] : INFO : Epoch 792 | loss: 0.00240291 | val_loss: 0.00245391 | Time: 1645.89 ms [2020-12-14 08:04:11 main:581] : INFO : Epoch 793 | loss: 0.00239801 | val_loss: 0.00244903 | Time: 1652.12 ms [2020-12-14 08:04:13 main:581] : INFO : Epoch 794 | loss: 0.00239522 | val_loss: 0.00244554 | Time: 1650.74 ms [2020-12-14 08:04:14 main:581] : INFO : Epoch 795 | loss: 0.00241378 | val_loss: 0.00293452 | Time: 1651.19 ms [2020-12-14 08:04:16 main:581] : INFO : Epoch 796 | loss: 0.00317204 | val_loss: 0.0027959 | Time: 1649.1 ms [2020-12-14 08:04:18 main:581] : INFO : Epoch 797 | loss: 0.00269644 | val_loss: 0.00262344 | Time: 1667.22 ms [2020-12-14 08:04:19 main:581] : INFO : Epoch 798 | loss: 0.00255877 | val_loss: 0.00255883 | Time: 1665.52 ms [2020-12-14 08:04:21 main:581] : INFO : Epoch 799 | loss: 0.00257216 | val_loss: 0.00255533 | Time: 1666.87 ms [2020-12-14 08:04:23 main:581] : INFO : Epoch 800 | loss: 0.00249746 | val_loss: 0.00252898 | Time: 1658.54 ms [2020-12-14 08:04:24 main:581] : INFO : Epoch 801 | loss: 0.00247764 | val_loss: 0.00251239 | Time: 1654.88 ms [2020-12-14 08:04:26 main:581] : INFO : Epoch 802 | loss: 0.0024668 | val_loss: 0.0025594 | Time: 1665.3 ms [2020-12-14 08:04:28 main:581] : INFO : Epoch 803 | loss: 0.00253427 | val_loss: 0.00255721 | Time: 1665.13 ms [2020-12-14 08:04:29 main:581] : INFO : Epoch 804 | loss: 0.00252911 | val_loss: 0.00255164 | Time: 1668 ms [2020-12-14 08:04:31 main:581] : INFO : Epoch 805 | loss: 0.00250403 | val_loss: 0.00254046 | Time: 1662.64 ms [2020-12-14 08:04:33 main:581] : INFO : Epoch 806 | loss: 0.00248922 | val_loss: 0.00252248 | Time: 1659.92 ms [2020-12-14 08:04:34 main:581] : INFO : Epoch 807 | loss: 0.00246073 | val_loss: 0.0025163 | Time: 1669.76 ms [2020-12-14 08:04:36 main:581] : INFO : Epoch 808 | loss: 0.00246084 | val_loss: 0.00251216 | Time: 1660.41 ms [2020-12-14 08:04:38 main:581] : INFO : Epoch 809 | loss: 0.00245485 | val_loss: 0.00250761 | Time: 1671.55 ms [2020-12-14 08:04:39 main:581] : INFO : Epoch 810 | loss: 0.00244861 | val_loss: 0.00251245 | Time: 1660.52 ms [2020-12-14 08:04:41 main:581] : INFO : Epoch 811 | loss: 0.00244586 | val_loss: 0.00250116 | Time: 1653.71 ms [2020-12-14 08:04:43 main:581] : INFO : Epoch 812 | loss: 0.00243904 | val_loss: 0.00249415 | Time: 1653.68 ms [2020-12-14 08:04:44 main:581] : INFO : Epoch 813 | loss: 0.002434 | val_loss: 0.00248876 | Time: 1644.37 ms [2020-12-14 08:04:46 main:581] : INFO : Epoch 814 | loss: 0.00243081 | val_loss: 0.00249458 | Time: 1639.54 ms [2020-12-14 08:04:48 main:581] : INFO : Epoch 815 | loss: 0.00243045 | val_loss: 0.00249435 | Time: 1648.92 ms [2020-12-14 08:04:49 main:581] : INFO : Epoch 816 | loss: 0.00243018 | val_loss: 0.00247589 | Time: 1652.41 ms [2020-12-14 08:04:51 main:581] : INFO : Epoch 817 | loss: 0.00242541 | val_loss: 0.00246856 | Time: 1647.54 ms [2020-12-14 08:04:53 main:581] : INFO : Epoch 818 | loss: 0.00242243 | val_loss: 0.00247512 | Time: 1655.59 ms [2020-12-14 08:04:54 main:581] : INFO : Epoch 819 | loss: 0.0024208 | val_loss: 0.00246157 | Time: 1657.8 ms [2020-12-14 08:04:56 main:581] : INFO : Epoch 820 | loss: 0.0024167 | val_loss: 0.00246534 | Time: 1647.43 ms [2020-12-14 08:04:58 main:581] : INFO : Epoch 821 | loss: 0.00243276 | val_loss: 0.00246371 | Time: 1646.22 ms [2020-12-14 08:04:59 main:581] : INFO : Epoch 822 | loss: 0.00241988 | val_loss: 0.0024652 | Time: 1645.99 ms [2020-12-14 08:05:01 main:581] : INFO : Epoch 823 | loss: 0.00241368 | val_loss: 0.0024601 | Time: 1664.19 ms [2020-12-14 08:05:02 main:581] : INFO : Epoch 824 | loss: 0.00241005 | val_loss: 0.00245674 | Time: 1646.11 ms [2020-12-14 08:05:04 main:581] : INFO : Epoch 825 | loss: 0.00240859 | val_loss: 0.00245534 | Time: 1649.61 ms [2020-12-14 08:05:06 main:581] : INFO : Epoch 826 | loss: 0.00240882 | val_loss: 0.00245605 | Time: 1658.59 ms [2020-12-14 08:05:07 main:581] : INFO : Epoch 827 | loss: 0.00240505 | val_loss: 0.00245657 | Time: 1656.65 ms [2020-12-14 08:05:09 main:581] : INFO : Epoch 828 | loss: 0.00240141 | val_loss: 0.00245334 | Time: 1659.49 ms [2020-12-14 08:05:11 main:581] : INFO : Epoch 829 | loss: 0.00240383 | val_loss: 0.00245734 | Time: 1653.33 ms [2020-12-14 08:05:12 main:581] : INFO : Epoch 830 | loss: 0.00240539 | val_loss: 0.00244926 | Time: 1650.69 ms [2020-12-14 08:05:14 main:581] : INFO : Epoch 831 | loss: 0.00240286 | val_loss: 0.00244795 | Time: 1629.23 ms [2020-12-14 08:05:16 main:581] : INFO : Epoch 832 | loss: 0.00239954 | val_loss: 0.00244769 | Time: 1640.39 ms [2020-12-14 08:05:17 main:581] : INFO : Epoch 833 | loss: 0.00240517 | val_loss: 0.00245303 | Time: 1634.87 ms [2020-12-14 08:05:19 main:581] : INFO : Epoch 834 | loss: 0.00239826 | val_loss: 0.00244682 | Time: 1629.57 ms [2020-12-14 08:05:21 main:581] : INFO : Epoch 835 | loss: 0.00239611 | val_loss: 0.00244317 | Time: 1625.79 ms [2020-12-14 08:05:22 main:581] : INFO : Epoch 836 | loss: 0.00239667 | val_loss: 0.00244444 | Time: 1634.48 ms [2020-12-14 08:05:24 main:581] : INFO : Epoch 837 | loss: 0.00240278 | val_loss: 0.00247141 | Time: 1667.65 ms [2020-12-14 08:05:26 main:581] : INFO : Epoch 838 | loss: 0.00272063 | val_loss: 0.003011 | Time: 1669.62 ms [2020-12-14 08:05:27 main:581] : INFO : Epoch 839 | loss: 0.00284992 | val_loss: 0.00274268 | Time: 1660.22 ms [2020-12-14 08:05:29 main:581] : INFO : Epoch 840 | loss: 0.00272501 | val_loss: 0.00268728 | Time: 1663.41 ms [2020-12-14 08:05:31 main:581] : INFO : Epoch 841 | loss: 0.00262031 | val_loss: 0.00262073 | Time: 1667.9 ms [2020-12-14 08:05:32 main:581] : INFO : Epoch 842 | loss: 0.00256638 | val_loss: 0.00257781 | Time: 1661.37 ms [2020-12-14 08:05:34 main:581] : INFO : Epoch 843 | loss: 0.00253422 | val_loss: 0.00254767 | Time: 1666.08 ms [2020-12-14 08:05:36 main:581] : INFO : Epoch 844 | loss: 0.00251069 | val_loss: 0.00255765 | Time: 1661.19 ms [2020-12-14 08:05:37 main:581] : INFO : Epoch 845 | loss: 0.00251111 | val_loss: 0.0025167 | Time: 1676.06 ms [2020-12-14 08:05:39 main:581] : INFO : Epoch 846 | loss: 0.00247556 | val_loss: 0.00249759 | Time: 1675.47 ms [2020-12-14 08:05:41 main:581] : INFO : Epoch 847 | loss: 0.00244606 | val_loss: 0.00248702 | Time: 1665.97 ms [2020-12-14 08:05:42 main:581] : INFO : Epoch 848 | loss: 0.00244282 | val_loss: 0.00247332 | Time: 1667.73 ms [2020-12-14 08:05:44 main:581] : INFO : Epoch 849 | loss: 0.00241877 | val_loss: 0.00245893 | Time: 1665.92 ms [2020-12-14 08:05:46 main:581] : INFO : Epoch 850 | loss: 0.00241044 | val_loss: 0.00245264 | Time: 1661.72 ms [2020-12-14 08:05:47 main:581] : INFO : Epoch 851 | loss: 0.00241644 | val_loss: 0.0027127 | Time: 1654.94 ms [2020-12-14 08:05:49 main:581] : INFO : Epoch 852 | loss: 0.00247378 | val_loss: 0.00250841 | Time: 1664.28 ms [2020-12-14 08:05:51 main:581] : INFO : Epoch 853 | loss: 0.00243665 | val_loss: 0.00246581 | Time: 1667.94 ms [2020-12-14 08:05:52 main:581] : INFO : Epoch 854 | loss: 0.0024306 | val_loss: 0.00250566 | Time: 1672.28 ms [2020-12-14 08:05:54 main:581] : INFO : Epoch 855 | loss: 0.00242918 | val_loss: 0.00246328 | Time: 1673.78 ms [2020-12-14 08:05:56 main:581] : INFO : Epoch 856 | loss: 0.00241251 | val_loss: 0.00245214 | Time: 1671.62 ms [2020-12-14 08:05:57 main:581] : INFO : Epoch 857 | loss: 0.00240499 | val_loss: 0.0024508 | Time: 1664.43 ms [2020-12-14 08:05:59 main:581] : INFO : Epoch 858 | loss: 0.00240474 | val_loss: 0.00244981 | Time: 1669.56 ms [2020-12-14 08:06:01 main:581] : INFO : Epoch 859 | loss: 0.00240764 | val_loss: 0.00247843 | Time: 1680.88 ms [2020-12-14 08:06:02 main:581] : INFO : Epoch 860 | loss: 0.00240716 | val_loss: 0.00245212 | Time: 1665.25 ms [2020-12-14 08:06:04 main:581] : INFO : Epoch 861 | loss: 0.00239671 | val_loss: 0.00244725 | Time: 1655.17 ms [2020-12-14 08:06:06 main:581] : INFO : Epoch 862 | loss: 0.00239272 | val_loss: 0.0024445 | Time: 1669.27 ms [2020-12-14 08:06:07 main:581] : INFO : Epoch 863 | loss: 0.00238792 | val_loss: 0.00244461 | Time: 1663.29 ms [2020-12-14 08:06:09 main:581] : INFO : Epoch 864 | loss: 0.00238476 | val_loss: 0.00242177 | Time: 1667.89 ms [2020-12-14 08:06:11 main:581] : INFO : Epoch 865 | loss: 0.0023744 | val_loss: 0.00240845 | Time: 1668.53 ms [2020-12-14 08:06:12 main:581] : INFO : Epoch 866 | loss: 0.00236019 | val_loss: 0.00240555 | Time: 1666.37 ms [2020-12-14 08:06:14 main:581] : INFO : Epoch 867 | loss: 0.00235253 | val_loss: 0.00239081 | Time: 1666.19 ms [2020-12-14 08:06:16 main:581] : INFO : Epoch 868 | loss: 0.00234109 | val_loss: 0.00238608 | Time: 1661.46 ms [2020-12-14 08:06:17 main:581] : INFO : Epoch 869 | loss: 0.00235057 | val_loss: 0.00240156 | Time: 1656.65 ms [2020-12-14 08:06:19 main:581] : INFO : Epoch 870 | loss: 0.00234757 | val_loss: 0.00239709 | Time: 1656.32 ms [2020-12-14 08:06:21 main:581] : INFO : Epoch 871 | loss: 0.00233717 | val_loss: 0.00261438 | Time: 1661.51 ms [2020-12-14 08:06:22 main:581] : INFO : Epoch 872 | loss: 0.00249582 | val_loss: 0.00251023 | Time: 1664.42 ms [2020-12-14 08:06:24 main:581] : INFO : Epoch 873 | loss: 0.00266494 | val_loss: 0.00246747 | Time: 1665.51 ms [2020-12-14 08:06:26 main:581] : INFO : Epoch 874 | loss: 0.00237022 | val_loss: 0.00238125 | Time: 1666.26 ms [2020-12-14 08:06:27 main:581] : INFO : Epoch 875 | loss: 0.00232884 | val_loss: 0.00237028 | Time: 1667.05 ms [2020-12-14 08:06:29 main:581] : INFO : Epoch 876 | loss: 0.00232383 | val_loss: 0.00236425 | Time: 1660.75 ms [2020-12-14 08:06:31 main:581] : INFO : Epoch 877 | loss: 0.00343265 | val_loss: 0.00530232 | Time: 1656.72 ms [2020-12-14 08:06:32 main:581] : INFO : Epoch 878 | loss: 0.00339488 | val_loss: 0.00307717 | Time: 1651.64 ms [2020-12-14 08:06:34 main:581] : INFO : Epoch 879 | loss: 0.00280253 | val_loss: 0.00242104 | Time: 1661.21 ms [2020-12-14 08:06:35 main:581] : INFO : Epoch 880 | loss: 0.00229076 | val_loss: 0.00230916 | Time: 1661.27 ms [2020-12-14 08:06:37 main:581] : INFO : Epoch 881 | loss: 0.00224239 | val_loss: 0.00228219 | Time: 1664.75 ms [2020-12-14 08:06:39 main:581] : INFO : Epoch 882 | loss: 0.00220771 | val_loss: 0.0022664 | Time: 1663.27 ms [2020-12-14 08:06:40 main:581] : INFO : Epoch 883 | loss: 0.00219055 | val_loss: 0.00225516 | Time: 1660.22 ms [2020-12-14 08:06:42 main:581] : INFO : Epoch 884 | loss: 0.00218706 | val_loss: 0.00225152 | Time: 1648.12 ms [2020-12-14 08:06:44 main:581] : INFO : Epoch 885 | loss: 0.00218153 | val_loss: 0.00224646 | Time: 1647.34 ms [2020-12-14 08:06:45 main:581] : INFO : Epoch 886 | loss: 0.00217801 | val_loss: 0.00224438 | Time: 1640.61 ms [2020-12-14 08:06:47 main:581] : INFO : Epoch 887 | loss: 0.00219163 | val_loss: 0.00226429 | Time: 1644.17 ms [2020-12-14 08:06:49 main:581] : INFO : Epoch 888 | loss: 0.00219085 | val_loss: 0.00225347 | Time: 1651.18 ms [2020-12-14 08:06:50 main:581] : INFO : Epoch 889 | loss: 0.00218024 | val_loss: 0.00224066 | Time: 1653.19 ms [2020-12-14 08:06:52 main:581] : INFO : Epoch 890 | loss: 0.00217524 | val_loss: 0.00224442 | Time: 1662.81 ms [2020-12-14 08:06:54 main:581] : INFO : Epoch 891 | loss: 0.00217291 | val_loss: 0.00223603 | Time: 1655.63 ms [2020-12-14 08:06:55 main:581] : INFO : Epoch 892 | loss: 0.00216766 | val_loss: 0.00223773 | Time: 1659.24 ms [2020-12-14 08:06:57 main:581] : INFO : Epoch 893 | loss: 0.00216701 | val_loss: 0.00224603 | Time: 1657.1 ms [2020-12-14 08:06:59 main:581] : INFO : Epoch 894 | loss: 0.0021742 | val_loss: 0.00224263 | Time: 1662.55 ms [2020-12-14 08:07:00 main:581] : INFO : Epoch 895 | loss: 0.00216765 | val_loss: 0.00224029 | Time: 1665.43 ms [2020-12-14 08:07:02 main:581] : INFO : Epoch 896 | loss: 0.00216584 | val_loss: 0.00223935 | Time: 1652.7 ms [2020-12-14 08:07:04 main:581] : INFO : Epoch 897 | loss: 0.00216299 | val_loss: 0.00223949 | Time: 1656.28 ms [2020-12-14 08:07:05 main:581] : INFO : Epoch 898 | loss: 0.00216179 | val_loss: 0.00223741 | Time: 1656.29 ms [2020-12-14 08:07:07 main:581] : INFO : Epoch 899 | loss: 0.00216268 | val_loss: 0.00223753 | Time: 1664.1 ms [2020-12-14 08:07:09 main:581] : INFO : Epoch 900 | loss: 0.00216054 | val_loss: 0.0022381 | Time: 1647.35 ms [2020-12-14 08:07:10 main:581] : INFO : Epoch 901 | loss: 0.00215816 | val_loss: 0.00223053 | Time: 1668.29 ms [2020-12-14 08:07:12 main:581] : INFO : Epoch 902 | loss: 0.00215937 | val_loss: 0.00223621 | Time: 1663.88 ms [2020-12-14 08:07:14 main:581] : INFO : Epoch 903 | loss: 0.00215817 | val_loss: 0.00223149 | Time: 1666.12 ms [2020-12-14 08:07:15 main:581] : INFO : Epoch 904 | loss: 0.0021536 | val_loss: 0.00222772 | Time: 1655.07 ms [2020-12-14 08:07:17 main:581] : INFO : Epoch 905 | loss: 0.00215203 | val_loss: 0.00222988 | Time: 1652.28 ms [2020-12-14 08:07:19 main:581] : INFO : Epoch 906 | loss: 0.00215407 | val_loss: 0.00223509 | Time: 1650.59 ms [2020-12-14 08:07:20 main:581] : INFO : Epoch 907 | loss: 0.00216693 | val_loss: 0.00223605 | Time: 1642.18 ms [2020-12-14 08:07:22 main:581] : INFO : Epoch 908 | loss: 0.00215498 | val_loss: 0.00223231 | Time: 1657.12 ms [2020-12-14 08:07:23 main:581] : INFO : Epoch 909 | loss: 0.00214985 | val_loss: 0.00222451 | Time: 1629.44 ms [2020-12-14 08:07:25 main:581] : INFO : Epoch 910 | loss: 0.00214918 | val_loss: 0.00222714 | Time: 1668.98 ms [2020-12-14 08:07:27 main:581] : INFO : Epoch 911 | loss: 0.002148 | val_loss: 0.00222335 | Time: 1661.97 ms [2020-12-14 08:07:28 main:581] : INFO : Epoch 912 | loss: 0.00214889 | val_loss: 0.00222879 | Time: 1661.39 ms [2020-12-14 08:07:30 main:581] : INFO : Epoch 913 | loss: 0.00214957 | val_loss: 0.00222286 | Time: 1665.09 ms [2020-12-14 08:07:32 main:581] : INFO : Epoch 914 | loss: 0.00215176 | val_loss: 0.00222263 | Time: 1670.93 ms [2020-12-14 08:07:33 main:581] : INFO : Epoch 915 | loss: 0.00214778 | val_loss: 0.00222374 | Time: 1666.83 ms [2020-12-14 08:07:35 main:581] : INFO : Epoch 916 | loss: 0.00214498 | val_loss: 0.0022166 | Time: 1656.99 ms [2020-12-14 08:07:37 main:581] : INFO : Epoch 917 | loss: 0.00214684 | val_loss: 0.00221954 | Time: 1660.64 ms [2020-12-14 08:07:38 main:581] : INFO : Epoch 918 | loss: 0.00214524 | val_loss: 0.00222339 | Time: 1662.37 ms [2020-12-14 08:07:40 main:581] : INFO : Epoch 919 | loss: 0.00215021 | val_loss: 0.00222489 | Time: 1653.68 ms [2020-12-14 08:07:42 main:581] : INFO : Epoch 920 | loss: 0.0021467 | val_loss: 0.0022207 | Time: 1657.46 ms [2020-12-14 08:07:43 main:581] : INFO : Epoch 921 | loss: 0.00215572 | val_loss: 0.00221311 | Time: 1665.71 ms [2020-12-14 08:07:45 main:581] : INFO : Epoch 922 | loss: 0.00214605 | val_loss: 0.00222209 | Time: 1658.43 ms [2020-12-14 08:07:47 main:581] : INFO : Epoch 923 | loss: 0.00214438 | val_loss: 0.00222182 | Time: 1663 ms [2020-12-14 08:07:48 main:581] : INFO : Epoch 924 | loss: 0.002157 | val_loss: 0.00220835 | Time: 1660.57 ms [2020-12-14 08:07:50 main:581] : INFO : Epoch 925 | loss: 0.00214713 | val_loss: 0.00220402 | Time: 1659.79 ms [2020-12-14 08:07:52 main:581] : INFO : Epoch 926 | loss: 0.00214689 | val_loss: 0.00221881 | Time: 1657.86 ms [2020-12-14 08:07:53 main:581] : INFO : Epoch 927 | loss: 0.00215196 | val_loss: 0.00220513 | Time: 1655.11 ms [2020-12-14 08:07:55 main:581] : INFO : Epoch 928 | loss: 0.00214336 | val_loss: 0.00220496 | Time: 1659.63 ms [2020-12-14 08:07:57 main:581] : INFO : Epoch 929 | loss: 0.00214238 | val_loss: 0.00220101 | Time: 1656.05 ms [2020-12-14 08:07:58 main:581] : INFO : Epoch 930 | loss: 0.00213875 | val_loss: 0.00220107 | Time: 1654.28 ms [2020-12-14 08:08:00 main:581] : INFO : Epoch 931 | loss: 0.00214077 | val_loss: 0.00220749 | Time: 1678.77 ms [2020-12-14 08:08:02 main:581] : INFO : Epoch 932 | loss: 0.00215162 | val_loss: 0.00219835 | Time: 1669.08 ms [2020-12-14 08:08:03 main:581] : INFO : Epoch 933 | loss: 0.00214253 | val_loss: 0.00221492 | Time: 1660.33 ms [2020-12-14 08:08:05 main:581] : INFO : Epoch 934 | loss: 0.00213949 | val_loss: 0.00219655 | Time: 1658.7 ms [2020-12-14 08:08:07 main:581] : INFO : Epoch 935 | loss: 0.0021368 | val_loss: 0.00219554 | Time: 1665.18 ms [2020-12-14 08:08:08 main:581] : INFO : Epoch 936 | loss: 0.0021337 | val_loss: 0.00219487 | Time: 1659.67 ms [2020-12-14 08:08:10 main:581] : INFO : Epoch 937 | loss: 0.00213393 | val_loss: 0.00220635 | Time: 1661.11 ms [2020-12-14 08:08:12 main:581] : INFO : Epoch 938 | loss: 0.00214218 | val_loss: 0.00220016 | Time: 1636.64 ms [2020-12-14 08:08:13 main:581] : INFO : Epoch 939 | loss: 0.00213445 | val_loss: 0.00219693 | Time: 1660.39 ms [2020-12-14 08:08:15 main:581] : INFO : Epoch 940 | loss: 0.00213581 | val_loss: 0.00219412 | Time: 1651.54 ms [2020-12-14 08:08:17 main:581] : INFO : Epoch 941 | loss: 0.00213265 | val_loss: 0.00219474 | Time: 1660 ms [2020-12-14 08:08:18 main:581] : INFO : Epoch 942 | loss: 0.00214408 | val_loss: 0.00219821 | Time: 1650.83 ms [2020-12-14 08:08:20 main:581] : INFO : Epoch 943 | loss: 0.00213498 | val_loss: 0.00219219 | Time: 1650.61 ms [2020-12-14 08:08:22 main:581] : INFO : Epoch 944 | loss: 0.00212784 | val_loss: 0.00219514 | Time: 1645.46 ms [2020-12-14 08:08:23 main:581] : INFO : Epoch 945 | loss: 0.00213023 | val_loss: 0.00219234 | Time: 1638.94 ms [2020-12-14 08:08:25 main:581] : INFO : Epoch 946 | loss: 0.00213996 | val_loss: 0.00220281 | Time: 1641.04 ms [2020-12-14 08:08:26 main:581] : INFO : Epoch 947 | loss: 0.0021323 | val_loss: 0.00219145 | Time: 1638.64 ms [2020-12-14 08:08:28 main:581] : INFO : Epoch 948 | loss: 0.00212855 | val_loss: 0.00218964 | Time: 1641.76 ms [2020-12-14 08:08:30 main:581] : INFO : Epoch 949 | loss: 0.00212936 | val_loss: 0.00219159 | Time: 1642.44 ms [2020-12-14 08:08:31 main:581] : INFO : Epoch 950 | loss: 0.00212561 | val_loss: 0.00219123 | Time: 1640.77 ms [2020-12-14 08:08:33 main:581] : INFO : Epoch 951 | loss: 0.00213173 | val_loss: 0.00221441 | Time: 1640.62 ms [2020-12-14 08:08:35 main:581] : INFO : Epoch 952 | loss: 0.00213372 | val_loss: 0.00218707 | Time: 1640.87 ms [2020-12-14 08:08:36 main:581] : INFO : Epoch 953 | loss: 0.00212327 | val_loss: 0.00218278 | Time: 1631.39 ms [2020-12-14 08:08:38 main:581] : INFO : Epoch 954 | loss: 0.00212094 | val_loss: 0.00218171 | Time: 1643.68 ms [2020-12-14 08:08:40 main:581] : INFO : Epoch 955 | loss: 0.00212814 | val_loss: 0.00217938 | Time: 1626.92 ms [2020-12-14 08:08:41 main:581] : INFO : Epoch 956 | loss: 0.0021196 | val_loss: 0.00217713 | Time: 1635.19 ms [2020-12-14 08:08:43 main:581] : INFO : Epoch 957 | loss: 0.00211901 | val_loss: 0.00217961 | Time: 1636.54 ms [2020-12-14 08:08:45 main:581] : INFO : Epoch 958 | loss: 0.00212264 | val_loss: 0.00217952 | Time: 1628.27 ms [2020-12-14 08:08:46 main:581] : INFO : Epoch 959 | loss: 0.00211154 | val_loss: 0.00216897 | Time: 1633.84 ms [2020-12-14 08:08:48 main:581] : INFO : Epoch 960 | loss: 0.00211442 | val_loss: 0.00217174 | Time: 1632.66 ms [2020-12-14 08:08:49 main:581] : INFO : Epoch 961 | loss: 0.00211758 | val_loss: 0.00216942 | Time: 1628.08 ms [2020-12-14 08:08:51 main:581] : INFO : Epoch 962 | loss: 0.00211271 | val_loss: 0.00216243 | Time: 1626.45 ms [2020-12-14 08:08:53 main:581] : INFO : Epoch 963 | loss: 0.00210701 | val_loss: 0.00216378 | Time: 1630.96 ms [2020-12-14 08:08:54 main:581] : INFO : Epoch 964 | loss: 0.0021127 | val_loss: 0.00216291 | Time: 1666.22 ms [2020-12-14 08:08:56 main:581] : INFO : Epoch 965 | loss: 0.0021019 | val_loss: 0.00215359 | Time: 1670 ms [2020-12-14 08:08:58 main:581] : INFO : Epoch 966 | loss: 0.00209833 | val_loss: 0.0021604 | Time: 1664.49 ms [2020-12-14 08:08:59 main:581] : INFO : Epoch 967 | loss: 0.00210334 | val_loss: 0.00217562 | Time: 1659.94 ms [2020-12-14 08:09:01 main:581] : INFO : Epoch 968 | loss: 0.00211081 | val_loss: 0.00215904 | Time: 1676.13 ms [2020-12-14 08:09:03 main:581] : INFO : Epoch 969 | loss: 0.00209698 | val_loss: 0.00215001 | Time: 1664.38 ms [2020-12-14 08:09:04 main:581] : INFO : Epoch 970 | loss: 0.00209404 | val_loss: 0.00215547 | Time: 1664.33 ms [2020-12-14 08:09:06 main:581] : INFO : Epoch 971 | loss: 0.00210484 | val_loss: 0.00217976 | Time: 1656.77 ms [2020-12-14 08:09:08 main:581] : INFO : Epoch 972 | loss: 0.00210088 | val_loss: 0.0021524 | Time: 1656.03 ms [2020-12-14 08:09:09 main:581] : INFO : Epoch 973 | loss: 0.00209399 | val_loss: 0.00214308 | Time: 1659.72 ms [2020-12-14 08:09:11 main:581] : INFO : Epoch 974 | loss: 0.00209212 | val_loss: 0.00214827 | Time: 1650.97 ms [2020-12-14 08:09:13 main:581] : INFO : Epoch 975 | loss: 0.00209166 | val_loss: 0.00214985 | Time: 1645.85 ms [2020-12-14 08:09:14 main:581] : INFO : Epoch 976 | loss: 0.00209067 | val_loss: 0.00214574 | Time: 1662.45 ms [2020-12-14 08:09:16 main:581] : INFO : Epoch 977 | loss: 0.00211141 | val_loss: 0.00216213 | Time: 1655.84 ms [2020-12-14 08:09:18 main:581] : INFO : Epoch 978 | loss: 0.00209619 | val_loss: 0.00214543 | Time: 1653.35 ms [2020-12-14 08:09:19 main:581] : INFO : Epoch 979 | loss: 0.00209026 | val_loss: 0.00213808 | Time: 1659.23 ms [2020-12-14 08:09:21 main:581] : INFO : Epoch 980 | loss: 0.0020858 | val_loss: 0.00213989 | Time: 1646.17 ms [2020-12-14 08:09:23 main:581] : INFO : Epoch 981 | loss: 0.00208139 | val_loss: 0.00213036 | Time: 1658.39 ms [2020-12-14 08:09:24 main:581] : INFO : Epoch 982 | loss: 0.00206217 | val_loss: 0.00208231 | Time: 1668.54 ms [2020-12-14 08:09:26 main:581] : INFO : Epoch 983 | loss: 0.00198253 | val_loss: 0.00204045 | Time: 1652.08 ms [2020-12-14 08:09:28 main:581] : INFO : Epoch 984 | loss: 0.00193074 | val_loss: 0.00194097 | Time: 1652.37 ms [2020-12-14 08:09:29 main:581] : INFO : Epoch 985 | loss: 0.0018872 | val_loss: 0.0019176 | Time: 1644.28 ms [2020-12-14 08:09:31 main:581] : INFO : Epoch 986 | loss: 0.00184911 | val_loss: 0.00188589 | Time: 1653.04 ms [2020-12-14 08:09:32 main:581] : INFO : Epoch 987 | loss: 0.00183631 | val_loss: 0.00186452 | Time: 1659.54 ms [2020-12-14 08:09:34 main:581] : INFO : Epoch 988 | loss: 0.00182612 | val_loss: 0.0018867 | Time: 1668.62 ms [2020-12-14 08:09:36 main:581] : INFO : Epoch 989 | loss: 0.0018485 | val_loss: 0.00184998 | Time: 1670.02 ms [2020-12-14 08:09:37 main:581] : INFO : Epoch 990 | loss: 0.00180934 | val_loss: 0.00184283 | Time: 1663.41 ms [2020-12-14 08:09:39 main:581] : INFO : Epoch 991 | loss: 0.00180615 | val_loss: 0.00193917 | Time: 1649.05 ms [2020-12-14 08:09:41 main:581] : INFO : Epoch 992 | loss: 0.00186727 | val_loss: 0.00195476 | Time: 1644.25 ms [2020-12-14 08:09:42 main:581] : INFO : Epoch 993 | loss: 0.00185424 | val_loss: 0.00186302 | Time: 1639.68 ms [2020-12-14 08:09:44 main:581] : INFO : Epoch 994 | loss: 0.00180278 | val_loss: 0.00182679 | Time: 1639.54 ms [2020-12-14 08:09:46 main:581] : INFO : Epoch 995 | loss: 0.00178254 | val_loss: 0.00182543 | Time: 1644.1 ms [2020-12-14 08:09:47 main:581] : INFO : Epoch 996 | loss: 0.00178839 | val_loss: 0.00183207 | Time: 1649.84 ms [2020-12-14 08:09:49 main:581] : INFO : Epoch 997 | loss: 0.00179144 | val_loss: 0.00185084 | Time: 1651.26 ms [2020-12-14 08:09:51 main:581] : INFO : Epoch 998 | loss: 0.00178204 | val_loss: 0.00180586 | Time: 1649.96 ms [2020-12-14 08:09:52 main:581] : INFO : Epoch 999 | loss: 0.00177253 | val_loss: 0.00181917 | Time: 1659.47 ms [2020-12-14 08:09:54 main:581] : INFO : Epoch 1000 | loss: 0.00177448 | val_loss: 0.0018082 | Time: 1653.57 ms [2020-12-14 08:09:56 main:581] : INFO : Epoch 1001 | loss: 0.00178314 | val_loss: 0.00198956 | Time: 1646.51 ms [2020-12-14 08:09:57 main:581] : INFO : Epoch 1002 | loss: 0.00187383 | val_loss: 0.00184895 | Time: 1649.8 ms [2020-12-14 08:09:59 main:581] : INFO : Epoch 1003 | loss: 0.00179244 | val_loss: 0.00182111 | Time: 1648.9 ms [2020-12-14 08:10:01 main:581] : INFO : Epoch 1004 | loss: 0.00179559 | val_loss: 0.00224566 | Time: 1649.38 ms [2020-12-14 08:10:02 main:581] : INFO : Epoch 1005 | loss: 0.00216907 | val_loss: 0.00215687 | Time: 1642.9 ms [2020-12-14 08:10:04 main:581] : INFO : Epoch 1006 | loss: 0.00202128 | val_loss: 0.00202206 | Time: 1641.86 ms [2020-12-14 08:10:05 main:581] : INFO : Epoch 1007 | loss: 0.00198713 | val_loss: 0.00224306 | Time: 1649.56 ms [2020-12-14 08:10:07 main:581] : INFO : Epoch 1008 | loss: 0.00208436 | val_loss: 0.00207535 | Time: 1652.04 ms [2020-12-14 08:10:09 main:581] : INFO : Epoch 1009 | loss: 0.00198027 | val_loss: 0.00201072 | Time: 1647.85 ms [2020-12-14 08:10:10 main:581] : INFO : Epoch 1010 | loss: 0.00194234 | val_loss: 0.0020166 | Time: 1651.99 ms [2020-12-14 08:10:12 main:581] : INFO : Epoch 1011 | loss: 0.00200771 | val_loss: 0.00212342 | Time: 1655.79 ms [2020-12-14 08:10:14 main:581] : INFO : Epoch 1012 | loss: 0.00202971 | val_loss: 0.00200076 | Time: 1614.25 ms [2020-12-14 08:10:15 main:581] : INFO : Epoch 1013 | loss: 0.00194649 | val_loss: 0.00194833 | Time: 1603.03 ms [2020-12-14 08:10:17 main:581] : INFO : Epoch 1014 | loss: 0.00190729 | val_loss: 0.00191906 | Time: 1607.41 ms [2020-12-14 08:10:19 main:581] : INFO : Epoch 1015 | loss: 0.00188155 | val_loss: 0.00187756 | Time: 1603.25 ms [2020-12-14 08:10:20 main:581] : INFO : Epoch 1016 | loss: 0.00187271 | val_loss: 0.00187413 | Time: 1616.09 ms [2020-12-14 08:10:22 main:581] : INFO : Epoch 1017 | loss: 0.00183648 | val_loss: 0.00185325 | Time: 1646.84 ms [2020-12-14 08:10:23 main:581] : INFO : Epoch 1018 | loss: 0.00182725 | val_loss: 0.00183823 | Time: 1656.65 ms [2020-12-14 08:10:25 main:581] : INFO : Epoch 1019 | loss: 0.0018438 | val_loss: 0.00186075 | Time: 1663.09 ms [2020-12-14 08:10:27 main:581] : INFO : Epoch 1020 | loss: 0.00182032 | val_loss: 0.00183682 | Time: 1670.85 ms [2020-12-14 08:10:28 main:581] : INFO : Epoch 1021 | loss: 0.00181306 | val_loss: 0.00185856 | Time: 1664.04 ms [2020-12-14 08:10:30 main:581] : INFO : Epoch 1022 | loss: 0.0018965 | val_loss: 0.00186017 | Time: 1655.62 ms [2020-12-14 08:10:32 main:581] : INFO : Epoch 1023 | loss: 0.00184568 | val_loss: 0.00184159 | Time: 1655.75 ms [2020-12-14 08:10:33 main:581] : INFO : Epoch 1024 | loss: 0.00181113 | val_loss: 0.0018233 | Time: 1651.36 ms [2020-12-14 08:10:33 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.0018233 [2020-12-14 08:10:33 main:610] : INFO : Saving end state to config to file [2020-12-14 08:10:33 main:615] : INFO : Success, exiting.. 08:10:33 (1417974): 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)