Task 3316351
| Name | EightBitModified-1605455615-1465-7_0 |
| Workunit | 1583411 |
| Created | 17 Dec 2020, 0:56:45 UTC |
| Sent | 20 Dec 2020, 20:46:44 UTC |
| Report deadline | 27 Dec 2020, 20:46:44 UTC |
| Received | 21 Dec 2020, 11:42:41 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4285 |
| Run time | 27 min 55 sec |
| CPU time | 27 min 52 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> 0.000235743 | Time: 1644.03 ms [2020-12-21 06:24:46 main:581] : INFO : Epoch 526 | loss: 0.000210793 | val_loss: 0.00023559 | Time: 1626.66 ms [2020-12-21 06:24:48 main:581] : INFO : Epoch 527 | loss: 0.000211019 | val_loss: 0.000234849 | Time: 1632.29 ms [2020-12-21 06:24:50 main:581] : INFO : Epoch 528 | loss: 0.000210839 | val_loss: 0.000235444 | Time: 1618.85 ms [2020-12-21 06:24:51 main:581] : INFO : Epoch 529 | loss: 0.000216149 | val_loss: 0.000260856 | Time: 1594.68 ms [2020-12-21 06:24:53 main:581] : INFO : Epoch 530 | loss: 0.000220886 | val_loss: 0.000241791 | Time: 1595.53 ms [2020-12-21 06:24:54 main:581] : INFO : Epoch 531 | loss: 0.000217423 | val_loss: 0.00024421 | Time: 1592.37 ms [2020-12-21 06:24:56 main:581] : INFO : Epoch 532 | loss: 0.000228236 | val_loss: 0.000243015 | Time: 1625.68 ms [2020-12-21 06:24:58 main:581] : INFO : Epoch 533 | loss: 0.000217565 | val_loss: 0.000238792 | Time: 1633.38 ms [2020-12-21 06:24:59 main:581] : INFO : Epoch 534 | loss: 0.00021252 | val_loss: 0.000238411 | Time: 1635.44 ms [2020-12-21 06:25:01 main:581] : INFO : Epoch 535 | loss: 0.00021949 | val_loss: 0.000250998 | Time: 1661.6 ms [2020-12-21 06:25:03 main:581] : INFO : Epoch 536 | loss: 0.000227571 | val_loss: 0.000255542 | Time: 1640.74 ms [2020-12-21 06:25:04 main:581] : INFO : Epoch 537 | loss: 0.000227652 | val_loss: 0.000246859 | Time: 1638.51 ms [2020-12-21 06:25:06 main:581] : INFO : Epoch 538 | loss: 0.000214793 | val_loss: 0.000237151 | Time: 1632.54 ms [2020-12-21 06:25:08 main:581] : INFO : Epoch 539 | loss: 0.00021248 | val_loss: 0.000239786 | Time: 1624.46 ms [2020-12-21 06:25:09 main:581] : INFO : Epoch 540 | loss: 0.000221861 | val_loss: 0.000244784 | Time: 1631.41 ms [2020-12-21 06:25:11 main:581] : INFO : Epoch 541 | loss: 0.000214936 | val_loss: 0.000236283 | Time: 1633.09 ms [2020-12-21 06:25:12 main:581] : INFO : Epoch 542 | loss: 0.000216439 | val_loss: 0.000252309 | Time: 1628.48 ms [2020-12-21 06:25:14 main:581] : INFO : Epoch 543 | loss: 0.000235099 | val_loss: 0.000247027 | Time: 1624.22 ms [2020-12-21 06:25:16 main:581] : INFO : Epoch 544 | loss: 0.000218271 | val_loss: 0.000239718 | Time: 1629.17 ms [2020-12-21 06:25:17 main:581] : INFO : Epoch 545 | loss: 0.000217299 | val_loss: 0.000244441 | Time: 1633.5 ms [2020-12-21 06:25:19 main:581] : INFO : Epoch 546 | loss: 0.000214065 | val_loss: 0.0002368 | Time: 1619.95 ms [2020-12-21 06:25:21 main:581] : INFO : Epoch 547 | loss: 0.000260978 | val_loss: 0.00024831 | Time: 1607.77 ms [2020-12-21 06:25:22 main:581] : INFO : Epoch 548 | loss: 0.00024512 | val_loss: 0.000260402 | Time: 1609.23 ms [2020-12-21 06:25:24 main:581] : INFO : Epoch 549 | loss: 0.000227494 | val_loss: 0.000245685 | Time: 1613.92 ms [2020-12-21 06:25:25 main:581] : INFO : Epoch 550 | loss: 0.000217796 | val_loss: 0.000240117 | Time: 1600.33 ms [2020-12-21 06:25:27 main:581] : INFO : Epoch 551 | loss: 0.000213317 | val_loss: 0.000236612 | Time: 1610.07 ms [2020-12-21 06:25:29 main:581] : INFO : Epoch 552 | loss: 0.000212131 | val_loss: 0.000235596 | Time: 1600.72 ms [2020-12-21 06:25:30 main:581] : INFO : Epoch 553 | loss: 0.000209753 | val_loss: 0.000233661 | Time: 1609.42 ms [2020-12-21 06:25:32 main:581] : INFO : Epoch 554 | loss: 0.000209809 | val_loss: 0.000238883 | Time: 1615.11 ms [2020-12-21 06:25:33 main:581] : INFO : Epoch 555 | loss: 0.000240536 | val_loss: 0.000254103 | Time: 1620.76 ms [2020-12-21 06:25:35 main:581] : INFO : Epoch 556 | loss: 0.000221955 | val_loss: 0.000239556 | Time: 1612.27 ms [2020-12-21 06:25:37 main:581] : INFO : Epoch 557 | loss: 0.000212455 | val_loss: 0.000235731 | Time: 1601.83 ms [2020-12-21 06:25:38 main:581] : INFO : Epoch 558 | loss: 0.000210232 | val_loss: 0.000234244 | Time: 1604.38 ms [2020-12-21 06:25:40 main:581] : INFO : Epoch 559 | loss: 0.000210936 | val_loss: 0.000240973 | Time: 1604 ms [2020-12-21 06:25:42 main:581] : INFO : Epoch 560 | loss: 0.000242993 | val_loss: 0.000267242 | Time: 1607.29 ms [2020-12-21 06:25:43 main:581] : INFO : Epoch 561 | loss: 0.000221893 | val_loss: 0.000237524 | Time: 1614.78 ms [2020-12-21 06:25:45 main:581] : INFO : Epoch 562 | loss: 0.000215239 | val_loss: 0.000237543 | Time: 1603.29 ms [2020-12-21 06:25:46 main:581] : INFO : Epoch 563 | loss: 0.000213759 | val_loss: 0.00024345 | Time: 1608.5 ms [2020-12-21 06:25:48 main:581] : INFO : Epoch 564 | loss: 0.000243483 | val_loss: 0.000264629 | Time: 1609.7 ms [2020-12-21 06:25:50 main:581] : INFO : Epoch 565 | loss: 0.000219755 | val_loss: 0.000238894 | Time: 1607.93 ms [2020-12-21 06:25:51 main:581] : INFO : Epoch 566 | loss: 0.000211387 | val_loss: 0.000235972 | Time: 1614.54 ms [2020-12-21 06:25:53 main:581] : INFO : Epoch 567 | loss: 0.000210096 | val_loss: 0.000234776 | Time: 1610 ms [2020-12-21 06:25:54 main:581] : INFO : Epoch 568 | loss: 0.000210111 | val_loss: 0.000234883 | Time: 1601.84 ms [2020-12-21 06:25:56 main:581] : INFO : Epoch 569 | loss: 0.000211312 | val_loss: 0.000244547 | Time: 1640.33 ms [2020-12-21 06:25:58 main:581] : INFO : Epoch 570 | loss: 0.000263783 | val_loss: 0.000263162 | Time: 1633.72 ms [2020-12-21 06:25:59 main:581] : INFO : Epoch 571 | loss: 0.000231587 | val_loss: 0.000246475 | Time: 1625.85 ms [2020-12-21 06:26:01 main:581] : INFO : Epoch 572 | loss: 0.000216798 | val_loss: 0.000240974 | Time: 1628 ms [2020-12-21 06:26:03 main:581] : INFO : Epoch 573 | loss: 0.000211994 | val_loss: 0.000234041 | Time: 1622.63 ms [2020-12-21 06:26:04 main:581] : INFO : Epoch 574 | loss: 0.000210465 | val_loss: 0.000235459 | Time: 1621.59 ms [2020-12-21 06:26:06 main:581] : INFO : Epoch 575 | loss: 0.000213494 | val_loss: 0.000238879 | Time: 1614.51 ms [2020-12-21 06:26:07 main:581] : INFO : Epoch 576 | loss: 0.000212537 | val_loss: 0.000244905 | Time: 1616.31 ms [2020-12-21 06:26:09 main:581] : INFO : Epoch 577 | loss: 0.000234413 | val_loss: 0.000248003 | Time: 1633.35 ms [2020-12-21 06:26:11 main:581] : INFO : Epoch 578 | loss: 0.000217646 | val_loss: 0.000238858 | Time: 1637.12 ms [2020-12-21 06:26:12 main:581] : INFO : Epoch 579 | loss: 0.000211225 | val_loss: 0.000234412 | Time: 1640.83 ms [2020-12-21 06:26:14 main:581] : INFO : Epoch 580 | loss: 0.000215524 | val_loss: 0.000254812 | Time: 1635.8 ms [2020-12-21 06:26:16 main:581] : INFO : Epoch 581 | loss: 0.000229283 | val_loss: 0.000247563 | Time: 1639.42 ms [2020-12-21 06:26:17 main:581] : INFO : Epoch 582 | loss: 0.000216422 | val_loss: 0.000235931 | Time: 1631.87 ms [2020-12-21 06:26:19 main:581] : INFO : Epoch 583 | loss: 0.000211166 | val_loss: 0.000235167 | Time: 1640.55 ms [2020-12-21 06:26:20 main:581] : INFO : Epoch 584 | loss: 0.000215148 | val_loss: 0.000281277 | Time: 1643.43 ms [2020-12-21 06:26:22 main:581] : INFO : Epoch 585 | loss: 0.000256032 | val_loss: 0.000247114 | Time: 1636.46 ms [2020-12-21 06:26:24 main:581] : INFO : Epoch 586 | loss: 0.000218947 | val_loss: 0.000237567 | Time: 1636.79 ms [2020-12-21 06:26:25 main:581] : INFO : Epoch 587 | loss: 0.000211407 | val_loss: 0.000235958 | Time: 1631.98 ms [2020-12-21 06:26:27 main:581] : INFO : Epoch 588 | loss: 0.0002108 | val_loss: 0.000235534 | Time: 1628.96 ms [2020-12-21 06:26:29 main:581] : INFO : Epoch 589 | loss: 0.000212651 | val_loss: 0.000251881 | Time: 1637.91 ms [2020-12-21 06:26:30 main:581] : INFO : Epoch 590 | loss: 0.000246746 | val_loss: 0.000249986 | Time: 1634.02 ms [2020-12-21 06:26:32 main:581] : INFO : Epoch 591 | loss: 0.000220247 | val_loss: 0.000244117 | Time: 1623.86 ms [2020-12-21 06:26:34 main:581] : INFO : Epoch 592 | loss: 0.000214403 | val_loss: 0.000239243 | Time: 1618.8 ms [2020-12-21 06:26:35 main:581] : INFO : Epoch 593 | loss: 0.000211331 | val_loss: 0.000234656 | Time: 1617.59 ms [2020-12-21 06:26:37 main:581] : INFO : Epoch 594 | loss: 0.000210795 | val_loss: 0.000234856 | Time: 1617.99 ms [2020-12-21 06:26:38 main:581] : INFO : Epoch 595 | loss: 0.000211953 | val_loss: 0.000247891 | Time: 1624.35 ms [2020-12-21 06:26:40 main:581] : INFO : Epoch 596 | loss: 0.000271168 | val_loss: 0.000266361 | Time: 1624.14 ms [2020-12-21 06:26:42 main:581] : INFO : Epoch 597 | loss: 0.000803183 | val_loss: 0.00284014 | Time: 1617.63 ms [2020-12-21 06:26:43 main:581] : INFO : Epoch 598 | loss: 0.00463272 | val_loss: 0.00301313 | Time: 1617.86 ms [2020-12-21 06:26:45 main:581] : INFO : Epoch 599 | loss: 0.00159952 | val_loss: 0.000827724 | Time: 1630.27 ms [2020-12-21 06:26:47 main:581] : INFO : Epoch 600 | loss: 0.00103985 | val_loss: 0.000439528 | Time: 1619.17 ms [2020-12-21 06:26:48 main:581] : INFO : Epoch 601 | loss: 0.000373262 | val_loss: 0.000294656 | Time: 1619.69 ms [2020-12-21 06:26:50 main:581] : INFO : Epoch 602 | loss: 0.000257125 | val_loss: 0.000263697 | Time: 1648.55 ms [2020-12-21 06:26:51 main:581] : INFO : Epoch 603 | loss: 0.000230834 | val_loss: 0.000249574 | Time: 1649.58 ms [2020-12-21 06:26:53 main:581] : INFO : Epoch 604 | loss: 0.000223442 | val_loss: 0.000245042 | Time: 1653.37 ms [2020-12-21 06:26:55 main:581] : INFO : Epoch 605 | loss: 0.000220386 | val_loss: 0.000243279 | Time: 1647.02 ms [2020-12-21 06:26:56 main:581] : INFO : Epoch 606 | loss: 0.000218434 | val_loss: 0.000241727 | Time: 1645.55 ms [2020-12-21 06:26:58 main:581] : INFO : Epoch 607 | loss: 0.000217099 | val_loss: 0.00024035 | Time: 1642.11 ms [2020-12-21 06:27:00 main:581] : INFO : Epoch 608 | loss: 0.000216041 | val_loss: 0.000239664 | Time: 1650.4 ms [2020-12-21 06:27:01 main:581] : INFO : Epoch 609 | loss: 0.000215301 | val_loss: 0.000239316 | Time: 1645.12 ms [2020-12-21 06:27:03 main:581] : INFO : Epoch 610 | loss: 0.000214549 | val_loss: 0.000238285 | Time: 1652.7 ms [2020-12-21 06:27:05 main:581] : INFO : Epoch 611 | loss: 0.000214162 | val_loss: 0.000237968 | Time: 1651.09 ms [2020-12-21 06:27:06 main:581] : INFO : Epoch 612 | loss: 0.000213763 | val_loss: 0.000237636 | Time: 1663.2 ms [2020-12-21 06:27:08 main:581] : INFO : Epoch 613 | loss: 0.00021318 | val_loss: 0.000237241 | Time: 1641.74 ms [2020-12-21 06:27:10 main:581] : INFO : Epoch 614 | loss: 0.000213029 | val_loss: 0.00023703 | Time: 1630.78 ms [2020-12-21 06:27:11 main:581] : INFO : Epoch 615 | loss: 0.000212661 | val_loss: 0.000237301 | Time: 1624.99 ms [2020-12-21 06:27:13 main:581] : INFO : Epoch 616 | loss: 0.00021258 | val_loss: 0.000236816 | Time: 1630.79 ms [2020-12-21 06:27:14 main:581] : INFO : Epoch 617 | loss: 0.000212222 | val_loss: 0.00023671 | Time: 1635.7 ms [2020-12-21 06:27:16 main:581] : INFO : Epoch 618 | loss: 0.000212083 | val_loss: 0.000236559 | Time: 1635.31 ms [2020-12-21 06:27:18 main:581] : INFO : Epoch 619 | loss: 0.000212081 | val_loss: 0.000236421 | Time: 1626.63 ms [2020-12-21 06:27:19 main:581] : INFO : Epoch 620 | loss: 0.000211806 | val_loss: 0.000236357 | Time: 1626.48 ms [2020-12-21 06:27:21 main:581] : INFO : Epoch 621 | loss: 0.00021172 | val_loss: 0.000236206 | Time: 1646.57 ms [2020-12-21 06:27:23 main:581] : INFO : Epoch 622 | loss: 0.000211533 | val_loss: 0.000235993 | Time: 1616.1 ms [2020-12-21 06:27:24 main:581] : INFO : Epoch 623 | loss: 0.000211657 | val_loss: 0.000235809 | Time: 1617.78 ms [2020-12-21 06:27:26 main:581] : INFO : Epoch 624 | loss: 0.000211211 | val_loss: 0.000235454 | Time: 1607.49 ms [2020-12-21 06:27:27 main:581] : INFO : Epoch 625 | loss: 0.000210945 | val_loss: 0.000235307 | Time: 1604.68 ms [2020-12-21 06:27:29 main:581] : INFO : Epoch 626 | loss: 0.000210788 | val_loss: 0.000235042 | Time: 1602.62 ms [2020-12-21 06:27:31 main:581] : INFO : Epoch 627 | loss: 0.00021063 | val_loss: 0.000234934 | Time: 1608.7 ms [2020-12-21 06:27:32 main:581] : INFO : Epoch 628 | loss: 0.000210702 | val_loss: 0.000234878 | Time: 1606.64 ms [2020-12-21 06:27:34 main:581] : INFO : Epoch 629 | loss: 0.000210414 | val_loss: 0.000234657 | Time: 1606.45 ms [2020-12-21 06:27:35 main:581] : INFO : Epoch 630 | loss: 0.000210322 | val_loss: 0.000234515 | Time: 1602.95 ms [2020-12-21 06:27:37 main:581] : INFO : Epoch 631 | loss: 0.000209932 | val_loss: 0.000234739 | Time: 1612.24 ms [2020-12-21 06:27:39 main:581] : INFO : Epoch 632 | loss: 0.000209936 | val_loss: 0.000234574 | Time: 1612.63 ms [2020-12-21 06:27:40 main:581] : INFO : Epoch 633 | loss: 0.000215239 | val_loss: 0.00026627 | Time: 1613.25 ms [2020-12-21 06:27:42 main:581] : INFO : Epoch 634 | loss: 0.000233693 | val_loss: 0.000235038 | Time: 1606.2 ms [2020-12-21 06:27:44 main:581] : INFO : Epoch 635 | loss: 0.000212073 | val_loss: 0.00023525 | Time: 1605.71 ms [2020-12-21 06:27:45 main:581] : INFO : Epoch 636 | loss: 0.000210088 | val_loss: 0.000233927 | Time: 1600.52 ms [2020-12-21 06:27:47 main:581] : INFO : Epoch 637 | loss: 0.000209647 | val_loss: 0.00023437 | Time: 1609.77 ms [2020-12-21 06:27:48 main:581] : INFO : Epoch 638 | loss: 0.00020965 | val_loss: 0.00023387 | Time: 1611.99 ms [2020-12-21 06:27:50 main:581] : INFO : Epoch 639 | loss: 0.000209353 | val_loss: 0.000233765 | Time: 1612.77 ms [2020-12-21 06:27:52 main:581] : INFO : Epoch 640 | loss: 0.000217846 | val_loss: 0.000338073 | Time: 1636.6 ms [2020-12-21 06:27:53 main:581] : INFO : Epoch 641 | loss: 0.00028528 | val_loss: 0.000266306 | Time: 1638.49 ms [2020-12-21 06:27:55 main:581] : INFO : Epoch 642 | loss: 0.000219734 | val_loss: 0.000236326 | Time: 1643.41 ms [2020-12-21 06:27:57 main:581] : INFO : Epoch 643 | loss: 0.000211789 | val_loss: 0.000235199 | Time: 1635.42 ms [2020-12-21 06:27:58 main:581] : INFO : Epoch 644 | loss: 0.000210207 | val_loss: 0.000234574 | Time: 1658.25 ms [2020-12-21 06:28:00 main:581] : INFO : Epoch 645 | loss: 0.000209951 | val_loss: 0.000234224 | Time: 1645.93 ms [2020-12-21 06:28:01 main:581] : INFO : Epoch 646 | loss: 0.000209814 | val_loss: 0.000234413 | Time: 1629.82 ms [2020-12-21 06:28:03 main:581] : INFO : Epoch 647 | loss: 0.000209742 | val_loss: 0.000234245 | Time: 1629.9 ms [2020-12-21 06:28:05 main:581] : INFO : Epoch 648 | loss: 0.000209386 | val_loss: 0.00023384 | Time: 1631.76 ms [2020-12-21 06:28:06 main:581] : INFO : Epoch 649 | loss: 0.000209234 | val_loss: 0.000234027 | Time: 1636.89 ms [2020-12-21 06:28:08 main:581] : INFO : Epoch 650 | loss: 0.000209096 | val_loss: 0.000233675 | Time: 1641.39 ms [2020-12-21 06:28:10 main:581] : INFO : Epoch 651 | loss: 0.000209139 | val_loss: 0.000233665 | Time: 1633.33 ms [2020-12-21 06:28:11 main:581] : INFO : Epoch 652 | loss: 0.000208912 | val_loss: 0.00023384 | Time: 1637.24 ms [2020-12-21 06:28:13 main:581] : INFO : Epoch 653 | loss: 0.000209533 | val_loss: 0.000234889 | Time: 1623.58 ms [2020-12-21 06:28:15 main:581] : INFO : Epoch 654 | loss: 0.000237085 | val_loss: 0.000308129 | Time: 1639.33 ms [2020-12-21 06:28:16 main:581] : INFO : Epoch 655 | loss: 0.0002279 | val_loss: 0.000242448 | Time: 1628.26 ms [2020-12-21 06:28:18 main:581] : INFO : Epoch 656 | loss: 0.000212314 | val_loss: 0.000235986 | Time: 1634.7 ms [2020-12-21 06:28:19 main:581] : INFO : Epoch 657 | loss: 0.000209843 | val_loss: 0.000234237 | Time: 1635.91 ms [2020-12-21 06:28:21 main:581] : INFO : Epoch 658 | loss: 0.00020963 | val_loss: 0.000233593 | Time: 1630.19 ms [2020-12-21 06:28:23 main:581] : INFO : Epoch 659 | loss: 0.000209 | val_loss: 0.000233606 | Time: 1632.34 ms [2020-12-21 06:28:24 main:581] : INFO : Epoch 660 | loss: 0.000209099 | val_loss: 0.00023363 | Time: 1621.94 ms [2020-12-21 06:28:26 main:581] : INFO : Epoch 661 | loss: 0.000208728 | val_loss: 0.000233716 | Time: 1620.82 ms [2020-12-21 06:28:28 main:581] : INFO : Epoch 662 | loss: 0.000210602 | val_loss: 0.000253637 | Time: 1610.01 ms [2020-12-21 06:28:29 main:581] : INFO : Epoch 663 | loss: 0.000270479 | val_loss: 0.000260666 | Time: 1612.84 ms [2020-12-21 06:28:31 main:581] : INFO : Epoch 664 | loss: 0.000220144 | val_loss: 0.000237858 | Time: 1612.96 ms [2020-12-21 06:28:32 main:581] : INFO : Epoch 665 | loss: 0.00021163 | val_loss: 0.000234637 | Time: 1611.22 ms [2020-12-21 06:28:34 main:581] : INFO : Epoch 666 | loss: 0.000209535 | val_loss: 0.000234043 | Time: 1617.07 ms [2020-12-21 06:28:36 main:581] : INFO : Epoch 667 | loss: 0.000209018 | val_loss: 0.000233668 | Time: 1613 ms [2020-12-21 06:28:37 main:581] : INFO : Epoch 668 | loss: 0.000208808 | val_loss: 0.00023351 | Time: 1611.78 ms [2020-12-21 06:28:39 main:581] : INFO : Epoch 669 | loss: 0.000208683 | val_loss: 0.000234002 | Time: 1626.49 ms [2020-12-21 06:28:40 main:581] : INFO : Epoch 670 | loss: 0.000208631 | val_loss: 0.000233563 | Time: 1635.54 ms [2020-12-21 06:28:42 main:581] : INFO : Epoch 671 | loss: 0.000208658 | val_loss: 0.000233361 | Time: 1643.04 ms [2020-12-21 06:28:44 main:581] : INFO : Epoch 672 | loss: 0.000208771 | val_loss: 0.000233747 | Time: 1646.53 ms [2020-12-21 06:28:45 main:581] : INFO : Epoch 673 | loss: 0.000232419 | val_loss: 0.000407047 | Time: 1637.56 ms [2020-12-21 06:28:47 main:581] : INFO : Epoch 674 | loss: 0.00025904 | val_loss: 0.000248714 | Time: 1645.1 ms [2020-12-21 06:28:49 main:581] : INFO : Epoch 675 | loss: 0.000216444 | val_loss: 0.000235688 | Time: 1630.01 ms [2020-12-21 06:28:50 main:581] : INFO : Epoch 676 | loss: 0.000210726 | val_loss: 0.00023502 | Time: 1637.34 ms [2020-12-21 06:28:52 main:581] : INFO : Epoch 677 | loss: 0.000209484 | val_loss: 0.000233969 | Time: 1627.77 ms [2020-12-21 06:28:54 main:581] : INFO : Epoch 678 | loss: 0.000208999 | val_loss: 0.000233822 | Time: 1633.9 ms [2020-12-21 06:28:55 main:581] : INFO : Epoch 679 | loss: 0.000209081 | val_loss: 0.000233831 | Time: 1636.5 ms [2020-12-21 06:28:57 main:581] : INFO : Epoch 680 | loss: 0.000209064 | val_loss: 0.000233788 | Time: 1650.02 ms [2020-12-21 06:28:58 main:581] : INFO : Epoch 681 | loss: 0.000209177 | val_loss: 0.000233879 | Time: 1638.62 ms [2020-12-21 06:29:00 main:581] : INFO : Epoch 682 | loss: 0.00020926 | val_loss: 0.000234792 | Time: 1657.86 ms [2020-12-21 06:29:02 main:581] : INFO : Epoch 683 | loss: 0.00023423 | val_loss: 0.000297187 | Time: 1652.9 ms [2020-12-21 06:29:03 main:581] : INFO : Epoch 684 | loss: 0.000225921 | val_loss: 0.00023842 | Time: 1636.19 ms [2020-12-21 06:29:05 main:581] : INFO : Epoch 685 | loss: 0.000211554 | val_loss: 0.000235675 | Time: 1632.39 ms [2020-12-21 06:29:07 main:581] : INFO : Epoch 686 | loss: 0.000209592 | val_loss: 0.000233427 | Time: 1642.59 ms [2020-12-21 06:29:08 main:581] : INFO : Epoch 687 | loss: 0.000208445 | val_loss: 0.000233444 | Time: 1633.4 ms [2020-12-21 06:29:10 main:581] : INFO : Epoch 688 | loss: 0.000209819 | val_loss: 0.000243801 | Time: 1634.04 ms [2020-12-21 06:29:12 main:581] : INFO : Epoch 689 | loss: 0.000247603 | val_loss: 0.000246594 | Time: 1635.73 ms [2020-12-21 06:29:13 main:581] : INFO : Epoch 690 | loss: 0.00021621 | val_loss: 0.000237045 | Time: 1644.19 ms [2020-12-21 06:29:15 main:581] : INFO : Epoch 691 | loss: 0.000211081 | val_loss: 0.000234615 | Time: 1643.38 ms [2020-12-21 06:29:17 main:581] : INFO : Epoch 692 | loss: 0.00020912 | val_loss: 0.000233978 | Time: 1637.04 ms [2020-12-21 06:29:18 main:581] : INFO : Epoch 693 | loss: 0.000208866 | val_loss: 0.000233421 | Time: 1634.12 ms [2020-12-21 06:29:20 main:581] : INFO : Epoch 694 | loss: 0.000208977 | val_loss: 0.000234999 | Time: 1640.08 ms [2020-12-21 06:29:21 main:581] : INFO : Epoch 695 | loss: 0.00024818 | val_loss: 0.000310356 | Time: 1638.86 ms [2020-12-21 06:29:23 main:581] : INFO : Epoch 696 | loss: 0.000233452 | val_loss: 0.00023995 | Time: 1639.37 ms [2020-12-21 06:29:25 main:581] : INFO : Epoch 697 | loss: 0.000213731 | val_loss: 0.000234498 | Time: 1633.9 ms [2020-12-21 06:29:26 main:581] : INFO : Epoch 698 | loss: 0.000209984 | val_loss: 0.00023457 | Time: 1638.55 ms [2020-12-21 06:29:28 main:581] : INFO : Epoch 699 | loss: 0.000209252 | val_loss: 0.000233732 | Time: 1637.14 ms [2020-12-21 06:29:30 main:581] : INFO : Epoch 700 | loss: 0.000208959 | val_loss: 0.00023362 | Time: 1631.63 ms [2020-12-21 06:29:31 main:581] : INFO : Epoch 701 | loss: 0.000208462 | val_loss: 0.000233713 | Time: 1634.06 ms [2020-12-21 06:29:33 main:581] : INFO : Epoch 702 | loss: 0.000208865 | val_loss: 0.000234194 | Time: 1640.17 ms [2020-12-21 06:29:35 main:581] : INFO : Epoch 703 | loss: 0.000212548 | val_loss: 0.000255344 | Time: 1638.03 ms [2020-12-21 06:29:36 main:581] : INFO : Epoch 704 | loss: 0.000228224 | val_loss: 0.000243367 | Time: 1653.01 ms [2020-12-21 06:29:38 main:581] : INFO : Epoch 705 | loss: 0.000213881 | val_loss: 0.000235104 | Time: 1640.13 ms [2020-12-21 06:29:39 main:581] : INFO : Epoch 706 | loss: 0.00021015 | val_loss: 0.000237805 | Time: 1640.79 ms [2020-12-21 06:29:41 main:581] : INFO : Epoch 707 | loss: 0.000245793 | val_loss: 0.000246935 | Time: 1643.63 ms [2020-12-21 06:29:43 main:581] : INFO : Epoch 708 | loss: 0.000218294 | val_loss: 0.000236676 | Time: 1636.24 ms [2020-12-21 06:29:44 main:581] : INFO : Epoch 709 | loss: 0.000210612 | val_loss: 0.000234511 | Time: 1635.32 ms [2020-12-21 06:29:46 main:581] : INFO : Epoch 710 | loss: 0.000209426 | val_loss: 0.000233866 | Time: 1633.11 ms [2020-12-21 06:29:48 main:581] : INFO : Epoch 711 | loss: 0.000209965 | val_loss: 0.000241049 | Time: 1636.32 ms [2020-12-21 06:29:49 main:581] : INFO : Epoch 712 | loss: 0.000231434 | val_loss: 0.000246155 | Time: 1642.14 ms [2020-12-21 06:29:51 main:581] : INFO : Epoch 713 | loss: 0.000216501 | val_loss: 0.00023637 | Time: 1631.12 ms [2020-12-21 06:29:53 main:581] : INFO : Epoch 714 | loss: 0.000210406 | val_loss: 0.000234257 | Time: 1643.03 ms [2020-12-21 06:29:54 main:581] : INFO : Epoch 715 | loss: 0.000208991 | val_loss: 0.000233609 | Time: 1646.35 ms [2020-12-21 06:29:56 main:581] : INFO : Epoch 716 | loss: 0.000210494 | val_loss: 0.00024899 | Time: 1646.66 ms [2020-12-21 06:29:58 main:581] : INFO : Epoch 717 | loss: 0.000257674 | val_loss: 0.000266308 | Time: 1639.24 ms [2020-12-21 06:29:59 main:581] : INFO : Epoch 718 | loss: 0.000221722 | val_loss: 0.000238518 | Time: 1644.32 ms [2020-12-21 06:30:01 main:581] : INFO : Epoch 719 | loss: 0.000211115 | val_loss: 0.000234908 | Time: 1649.57 ms [2020-12-21 06:30:02 main:581] : INFO : Epoch 720 | loss: 0.000209432 | val_loss: 0.000234191 | Time: 1632.99 ms [2020-12-21 06:30:04 main:581] : INFO : Epoch 721 | loss: 0.000208869 | val_loss: 0.000233725 | Time: 1640.28 ms [2020-12-21 06:30:06 main:581] : INFO : Epoch 722 | loss: 0.000212481 | val_loss: 0.000250721 | Time: 1639.87 ms [2020-12-21 06:30:07 main:581] : INFO : Epoch 723 | loss: 0.00022334 | val_loss: 0.000241021 | Time: 1645.88 ms [2020-12-21 06:30:09 main:581] : INFO : Epoch 724 | loss: 0.000212894 | val_loss: 0.000234875 | Time: 1641.99 ms [2020-12-21 06:30:11 main:581] : INFO : Epoch 725 | loss: 0.000209251 | val_loss: 0.000235766 | Time: 1640.92 ms [2020-12-21 06:30:12 main:581] : INFO : Epoch 726 | loss: 0.000232906 | val_loss: 0.000341504 | Time: 1637.08 ms [2020-12-21 06:30:14 main:581] : INFO : Epoch 727 | loss: 0.000246494 | val_loss: 0.000245732 | Time: 1643.31 ms [2020-12-21 06:30:16 main:581] : INFO : Epoch 728 | loss: 0.000215265 | val_loss: 0.000237726 | Time: 1640.72 ms [2020-12-21 06:30:17 main:581] : INFO : Epoch 729 | loss: 0.000210957 | val_loss: 0.00023456 | Time: 1637.7 ms [2020-12-21 06:30:19 main:581] : INFO : Epoch 730 | loss: 0.000210527 | val_loss: 0.000234006 | Time: 1635.5 ms [2020-12-21 06:30:20 main:581] : INFO : Epoch 731 | loss: 0.00021134 | val_loss: 0.000239777 | Time: 1632.82 ms [2020-12-21 06:30:22 main:581] : INFO : Epoch 732 | loss: 0.00021314 | val_loss: 0.000235183 | Time: 1634.27 ms [2020-12-21 06:30:24 main:581] : INFO : Epoch 733 | loss: 0.000211703 | val_loss: 0.000242892 | Time: 1644.52 ms [2020-12-21 06:30:25 main:581] : INFO : Epoch 734 | loss: 0.000269833 | val_loss: 0.000250028 | Time: 1639.65 ms [2020-12-21 06:30:27 main:581] : INFO : Epoch 735 | loss: 0.000224464 | val_loss: 0.000239846 | Time: 1636.99 ms [2020-12-21 06:30:29 main:581] : INFO : Epoch 736 | loss: 0.000213527 | val_loss: 0.000235507 | Time: 1634.53 ms [2020-12-21 06:30:30 main:581] : INFO : Epoch 737 | loss: 0.000209901 | val_loss: 0.000234998 | Time: 1638.28 ms [2020-12-21 06:30:32 main:581] : INFO : Epoch 738 | loss: 0.000209178 | val_loss: 0.000234471 | Time: 1632.85 ms [2020-12-21 06:30:34 main:581] : INFO : Epoch 739 | loss: 0.000209991 | val_loss: 0.000236633 | Time: 1637.26 ms [2020-12-21 06:30:35 main:581] : INFO : Epoch 740 | loss: 0.000210392 | val_loss: 0.000237039 | Time: 1655.51 ms [2020-12-21 06:30:37 main:581] : INFO : Epoch 741 | loss: 0.000248453 | val_loss: 0.000256559 | Time: 1622.86 ms [2020-12-21 06:30:38 main:581] : INFO : Epoch 742 | loss: 0.000219679 | val_loss: 0.000237001 | Time: 1625.7 ms [2020-12-21 06:30:40 main:581] : INFO : Epoch 743 | loss: 0.000211065 | val_loss: 0.000235485 | Time: 1613.75 ms [2020-12-21 06:30:42 main:581] : INFO : Epoch 744 | loss: 0.000210092 | val_loss: 0.000235239 | Time: 1620.73 ms [2020-12-21 06:30:43 main:581] : INFO : Epoch 745 | loss: 0.000209446 | val_loss: 0.000234853 | Time: 1618.25 ms [2020-12-21 06:30:45 main:581] : INFO : Epoch 746 | loss: 0.000229012 | val_loss: 0.000247106 | Time: 1608.59 ms [2020-12-21 06:30:47 main:581] : INFO : Epoch 747 | loss: 0.000220816 | val_loss: 0.000235156 | Time: 1613.81 ms [2020-12-21 06:30:48 main:581] : INFO : Epoch 748 | loss: 0.000210493 | val_loss: 0.000234675 | Time: 1614.17 ms [2020-12-21 06:30:50 main:581] : INFO : Epoch 749 | loss: 0.000209952 | val_loss: 0.000241003 | Time: 1616.58 ms [2020-12-21 06:30:51 main:581] : INFO : Epoch 750 | loss: 0.000240662 | val_loss: 0.000266903 | Time: 1618.33 ms [2020-12-21 06:30:53 main:581] : INFO : Epoch 751 | loss: 0.000220593 | val_loss: 0.000239148 | Time: 1694.55 ms [2020-12-21 06:30:55 main:581] : INFO : Epoch 752 | loss: 0.000211367 | val_loss: 0.000234483 | Time: 1625.07 ms [2020-12-21 06:30:56 main:581] : INFO : Epoch 753 | loss: 0.00020923 | val_loss: 0.000234015 | Time: 1640.22 ms [2020-12-21 06:30:58 main:581] : INFO : Epoch 754 | loss: 0.000213822 | val_loss: 0.000268036 | Time: 1640.76 ms [2020-12-21 06:31:00 main:581] : INFO : Epoch 755 | loss: 0.000251162 | val_loss: 0.000252579 | Time: 1639.32 ms [2020-12-21 06:31:01 main:581] : INFO : Epoch 756 | loss: 0.0002172 | val_loss: 0.000237855 | Time: 1634.76 ms [2020-12-21 06:31:03 main:581] : INFO : Epoch 757 | loss: 0.000212093 | val_loss: 0.00023622 | Time: 1637.89 ms [2020-12-21 06:31:05 main:581] : INFO : Epoch 758 | loss: 0.000209449 | val_loss: 0.00023418 | Time: 1635.8 ms [2020-12-21 06:31:06 main:581] : INFO : Epoch 759 | loss: 0.000210435 | val_loss: 0.000237218 | Time: 1635.55 ms [2020-12-21 06:31:08 main:581] : INFO : Epoch 760 | loss: 0.000212329 | val_loss: 0.000240417 | Time: 1613.75 ms [2020-12-21 06:31:09 main:581] : INFO : Epoch 761 | loss: 0.000238062 | val_loss: 0.000267696 | Time: 1647.57 ms [2020-12-21 06:31:11 main:581] : INFO : Epoch 762 | loss: 0.000223966 | val_loss: 0.000238432 | Time: 1649.53 ms [2020-12-21 06:31:13 main:581] : INFO : Epoch 763 | loss: 0.000211165 | val_loss: 0.000233661 | Time: 1630.97 ms [2020-12-21 06:31:14 main:581] : INFO : Epoch 764 | loss: 0.000209572 | val_loss: 0.000240048 | Time: 1632.36 ms [2020-12-21 06:31:16 main:581] : INFO : Epoch 765 | loss: 0.000254116 | val_loss: 0.000248801 | Time: 1627.86 ms [2020-12-21 06:31:18 main:581] : INFO : Epoch 766 | loss: 0.000219648 | val_loss: 0.000240311 | Time: 1625 ms [2020-12-21 06:31:19 main:581] : INFO : Epoch 767 | loss: 0.000212071 | val_loss: 0.000234871 | Time: 1632.9 ms [2020-12-21 06:31:21 main:581] : INFO : Epoch 768 | loss: 0.000209351 | val_loss: 0.000234546 | Time: 1630.91 ms [2020-12-21 06:31:23 main:581] : INFO : Epoch 769 | loss: 0.000209532 | val_loss: 0.000234112 | Time: 1632.47 ms [2020-12-21 06:31:24 main:581] : INFO : Epoch 770 | loss: 0.000211999 | val_loss: 0.000240456 | Time: 1643.79 ms [2020-12-21 06:31:26 main:581] : INFO : Epoch 771 | loss: 0.000216742 | val_loss: 0.000239155 | Time: 1650.5 ms [2020-12-21 06:31:27 main:581] : INFO : Epoch 772 | loss: 0.000218794 | val_loss: 0.000265487 | Time: 1636.46 ms [2020-12-21 06:31:29 main:581] : INFO : Epoch 773 | loss: 0.000257954 | val_loss: 0.000253808 | Time: 1632.86 ms [2020-12-21 06:31:31 main:581] : INFO : Epoch 774 | loss: 0.000217556 | val_loss: 0.00023726 | Time: 1625.12 ms [2020-12-21 06:31:32 main:581] : INFO : Epoch 775 | loss: 0.00021005 | val_loss: 0.000234886 | Time: 1634.32 ms [2020-12-21 06:31:34 main:581] : INFO : Epoch 776 | loss: 0.000210172 | val_loss: 0.000236493 | Time: 1631.82 ms [2020-12-21 06:31:36 main:581] : INFO : Epoch 777 | loss: 0.000210473 | val_loss: 0.000249641 | Time: 1633.36 ms [2020-12-21 06:31:37 main:581] : INFO : Epoch 778 | loss: 0.000247157 | val_loss: 0.000249951 | Time: 1631.94 ms [2020-12-21 06:31:39 main:581] : INFO : Epoch 779 | loss: 0.000219123 | val_loss: 0.000237773 | Time: 1631.58 ms [2020-12-21 06:31:41 main:581] : INFO : Epoch 780 | loss: 0.000212755 | val_loss: 0.000234894 | Time: 1632.66 ms [2020-12-21 06:31:42 main:581] : INFO : Epoch 781 | loss: 0.00021022 | val_loss: 0.000234656 | Time: 1643.15 ms [2020-12-21 06:31:44 main:581] : INFO : Epoch 782 | loss: 0.000210313 | val_loss: 0.00023656 | Time: 1638.81 ms [2020-12-21 06:31:45 main:581] : INFO : Epoch 783 | loss: 0.000228968 | val_loss: 0.000249623 | Time: 1628.47 ms [2020-12-21 06:31:47 main:581] : INFO : Epoch 784 | loss: 0.000218826 | val_loss: 0.000240112 | Time: 1624.53 ms [2020-12-21 06:31:49 main:581] : INFO : Epoch 785 | loss: 0.000211464 | val_loss: 0.000236569 | Time: 1629.78 ms [2020-12-21 06:31:50 main:581] : INFO : Epoch 786 | loss: 0.000230091 | val_loss: 0.000332511 | Time: 1626.2 ms [2020-12-21 06:31:52 main:581] : INFO : Epoch 787 | loss: 0.000246675 | val_loss: 0.000246743 | Time: 1626.47 ms [2020-12-21 06:31:54 main:581] : INFO : Epoch 788 | loss: 0.000214429 | val_loss: 0.000235637 | Time: 1623.22 ms [2020-12-21 06:31:55 main:581] : INFO : Epoch 789 | loss: 0.000210911 | val_loss: 0.000235078 | Time: 1635.36 ms [2020-12-21 06:31:57 main:581] : INFO : Epoch 790 | loss: 0.000210087 | val_loss: 0.000235942 | Time: 1627.64 ms [2020-12-21 06:31:58 main:581] : INFO : Epoch 791 | loss: 0.000210418 | val_loss: 0.000236016 | Time: 1637.75 ms [2020-12-21 06:32:00 main:581] : INFO : Epoch 792 | loss: 0.000212929 | val_loss: 0.000245351 | Time: 1638.32 ms [2020-12-21 06:32:02 main:581] : INFO : Epoch 793 | loss: 0.00022899 | val_loss: 0.00024727 | Time: 1626.4 ms [2020-12-21 06:32:03 main:581] : INFO : Epoch 794 | loss: 0.000215727 | val_loss: 0.000240797 | Time: 1627.05 ms [2020-12-21 06:32:05 main:581] : INFO : Epoch 795 | loss: 0.000218235 | val_loss: 0.00024648 | Time: 1619.97 ms [2020-12-21 06:32:07 main:581] : INFO : Epoch 796 | loss: 0.000212932 | val_loss: 0.000235711 | Time: 1627.59 ms [2020-12-21 06:32:08 main:581] : INFO : Epoch 797 | loss: 0.000261131 | val_loss: 0.000277027 | Time: 1622.82 ms [2020-12-21 06:32:10 main:581] : INFO : Epoch 798 | loss: 0.0002475 | val_loss: 0.000262907 | Time: 1633.38 ms [2020-12-21 06:32:11 main:581] : INFO : Epoch 799 | loss: 0.000227059 | val_loss: 0.00024244 | Time: 1639.74 ms [2020-12-21 06:32:13 main:581] : INFO : Epoch 800 | loss: 0.000214275 | val_loss: 0.000237033 | Time: 1629.63 ms [2020-12-21 06:32:15 main:581] : INFO : Epoch 801 | loss: 0.000210681 | val_loss: 0.000234996 | Time: 1629.16 ms [2020-12-21 06:32:16 main:581] : INFO : Epoch 802 | loss: 0.000210429 | val_loss: 0.000235685 | Time: 1623.83 ms [2020-12-21 06:32:18 main:581] : INFO : Epoch 803 | loss: 0.000236387 | val_loss: 0.000258873 | Time: 1627.15 ms [2020-12-21 06:32:20 main:581] : INFO : Epoch 804 | loss: 0.00022511 | val_loss: 0.000243623 | Time: 1623.62 ms [2020-12-21 06:32:21 main:581] : INFO : Epoch 805 | loss: 0.000213308 | val_loss: 0.000236809 | Time: 1626.85 ms [2020-12-21 06:32:23 main:581] : INFO : Epoch 806 | loss: 0.000211158 | val_loss: 0.000234317 | Time: 1627.21 ms [2020-12-21 06:32:25 main:581] : INFO : Epoch 807 | loss: 0.00020897 | val_loss: 0.000234089 | Time: 1626.22 ms [2020-12-21 06:32:26 main:581] : INFO : Epoch 808 | loss: 0.000210986 | val_loss: 0.000239328 | Time: 1622.62 ms [2020-12-21 06:32:28 main:581] : INFO : Epoch 809 | loss: 0.000231866 | val_loss: 0.000351454 | Time: 1628.58 ms [2020-12-21 06:32:29 main:581] : INFO : Epoch 810 | loss: 0.000255861 | val_loss: 0.000249471 | Time: 1618.18 ms [2020-12-21 06:32:31 main:581] : INFO : Epoch 811 | loss: 0.000218381 | val_loss: 0.000237125 | Time: 1622.27 ms [2020-12-21 06:32:33 main:581] : INFO : Epoch 812 | loss: 0.00021138 | val_loss: 0.000236583 | Time: 1620.72 ms [2020-12-21 06:32:34 main:581] : INFO : Epoch 813 | loss: 0.000210394 | val_loss: 0.000235204 | Time: 1625.49 ms [2020-12-21 06:32:36 main:581] : INFO : Epoch 814 | loss: 0.000209986 | val_loss: 0.0002346 | Time: 1627.71 ms [2020-12-21 06:32:38 main:581] : INFO : Epoch 815 | loss: 0.000209288 | val_loss: 0.000235497 | Time: 1637.91 ms [2020-12-21 06:32:39 main:581] : INFO : Epoch 816 | loss: 0.000226137 | val_loss: 0.000261534 | Time: 1644.34 ms [2020-12-21 06:32:41 main:581] : INFO : Epoch 817 | loss: 0.000220515 | val_loss: 0.000241198 | Time: 1650.93 ms [2020-12-21 06:32:42 main:581] : INFO : Epoch 818 | loss: 0.000217 | val_loss: 0.000238197 | Time: 1640.04 ms [2020-12-21 06:32:44 main:581] : INFO : Epoch 819 | loss: 0.000216584 | val_loss: 0.000278373 | Time: 1637.29 ms [2020-12-21 06:32:46 main:581] : INFO : Epoch 820 | loss: 0.000259357 | val_loss: 0.000254793 | Time: 1641.22 ms [2020-12-21 06:32:47 main:581] : INFO : Epoch 821 | loss: 0.000220558 | val_loss: 0.000237225 | Time: 1634.99 ms [2020-12-21 06:32:49 main:581] : INFO : Epoch 822 | loss: 0.000212028 | val_loss: 0.000236018 | Time: 1641.42 ms [2020-12-21 06:32:51 main:581] : INFO : Epoch 823 | loss: 0.000210007 | val_loss: 0.000233557 | Time: 1646.72 ms [2020-12-21 06:32:52 main:581] : INFO : Epoch 824 | loss: 0.000209147 | val_loss: 0.000235768 | Time: 1648.34 ms [2020-12-21 06:32:54 main:581] : INFO : Epoch 825 | loss: 0.000213753 | val_loss: 0.00025662 | Time: 1642.06 ms [2020-12-21 06:32:56 main:581] : INFO : Epoch 826 | loss: 0.000230872 | val_loss: 0.000239735 | Time: 1641.8 ms [2020-12-21 06:32:57 main:581] : INFO : Epoch 827 | loss: 0.000212592 | val_loss: 0.000237332 | Time: 1642.31 ms [2020-12-21 06:32:59 main:581] : INFO : Epoch 828 | loss: 0.00021125 | val_loss: 0.000239295 | Time: 1640.46 ms [2020-12-21 06:33:01 main:581] : INFO : Epoch 829 | loss: 0.000221008 | val_loss: 0.000244531 | Time: 1651.49 ms [2020-12-21 06:33:02 main:581] : INFO : Epoch 830 | loss: 0.00022224 | val_loss: 0.000238817 | Time: 1650.09 ms [2020-12-21 06:33:04 main:581] : INFO : Epoch 831 | loss: 0.000216404 | val_loss: 0.000248227 | Time: 1640.45 ms [2020-12-21 06:33:05 main:581] : INFO : Epoch 832 | loss: 0.000245824 | val_loss: 0.000249638 | Time: 1638.42 ms [2020-12-21 06:33:07 main:581] : INFO : Epoch 833 | loss: 0.00021723 | val_loss: 0.000236455 | Time: 1637.22 ms [2020-12-21 06:33:09 main:581] : INFO : Epoch 834 | loss: 0.000210628 | val_loss: 0.000237136 | Time: 1654.38 ms [2020-12-21 06:33:10 main:581] : INFO : Epoch 835 | loss: 0.000210929 | val_loss: 0.000236988 | Time: 1644.75 ms [2020-12-21 06:33:12 main:581] : INFO : Epoch 836 | loss: 0.000236432 | val_loss: 0.000248787 | Time: 1637.01 ms [2020-12-21 06:33:14 main:581] : INFO : Epoch 837 | loss: 0.000223984 | val_loss: 0.000244011 | Time: 1642.86 ms [2020-12-21 06:33:15 main:581] : INFO : Epoch 838 | loss: 0.000213381 | val_loss: 0.00023668 | Time: 1647.99 ms [2020-12-21 06:33:17 main:581] : INFO : Epoch 839 | loss: 0.000210587 | val_loss: 0.000234488 | Time: 1640.48 ms [2020-12-21 06:33:19 main:581] : INFO : Epoch 840 | loss: 0.000209211 | val_loss: 0.000235133 | Time: 1628.94 ms [2020-12-21 06:33:20 main:581] : INFO : Epoch 841 | loss: 0.00022655 | val_loss: 0.000400453 | Time: 1638.11 ms [2020-12-21 06:33:22 main:581] : INFO : Epoch 842 | loss: 0.000297858 | val_loss: 0.000321341 | Time: 1632.32 ms [2020-12-21 06:33:23 main:581] : INFO : Epoch 843 | loss: 0.000245619 | val_loss: 0.000245802 | Time: 1633.73 ms [2020-12-21 06:33:25 main:581] : INFO : Epoch 844 | loss: 0.00948546 | val_loss: 0.00478737 | Time: 1644.78 ms [2020-12-21 06:33:27 main:581] : INFO : Epoch 845 | loss: 0.00304329 | val_loss: 0.00595332 | Time: 1644.08 ms [2020-12-21 06:33:28 main:581] : INFO : Epoch 846 | loss: 0.00669564 | val_loss: 0.00626551 | Time: 1643.22 ms [2020-12-21 06:33:30 main:581] : INFO : Epoch 847 | loss: 0.00590291 | val_loss: 0.00435608 | Time: 1631.26 ms [2020-12-21 06:33:32 main:581] : INFO : Epoch 848 | loss: 0.00362513 | val_loss: 0.00292801 | Time: 1635.77 ms [2020-12-21 06:33:33 main:581] : INFO : Epoch 849 | loss: 0.00234246 | val_loss: 0.00189484 | Time: 1631.77 ms [2020-12-21 06:33:35 main:581] : INFO : Epoch 850 | loss: 0.00162456 | val_loss: 0.00139148 | Time: 1641.59 ms [2020-12-21 06:33:37 main:581] : INFO : Epoch 851 | loss: 0.00134325 | val_loss: 0.0012324 | Time: 1627.93 ms [2020-12-21 06:33:38 main:581] : INFO : Epoch 852 | loss: 0.00126994 | val_loss: 0.00125897 | Time: 1626.03 ms [2020-12-21 06:33:40 main:581] : INFO : Epoch 853 | loss: 0.00125199 | val_loss: 0.00119994 | Time: 1623.92 ms [2020-12-21 06:33:41 main:581] : INFO : Epoch 854 | loss: 0.00118839 | val_loss: 0.00108373 | Time: 1630.55 ms [2020-12-21 06:33:43 main:581] : INFO : Epoch 855 | loss: 0.00110449 | val_loss: 0.00100146 | Time: 1625.85 ms [2020-12-21 06:33:45 main:581] : INFO : Epoch 856 | loss: 0.00101112 | val_loss: 0.000905057 | Time: 1626.46 ms [2020-12-21 06:33:46 main:581] : INFO : Epoch 857 | loss: 0.00122777 | val_loss: 0.0013379 | Time: 1624.79 ms [2020-12-21 06:33:48 main:581] : INFO : Epoch 858 | loss: 0.00132068 | val_loss: 0.00112246 | Time: 1629.58 ms [2020-12-21 06:33:50 main:581] : INFO : Epoch 859 | loss: 0.00113618 | val_loss: 0.000988111 | Time: 1635.54 ms [2020-12-21 06:33:51 main:581] : INFO : Epoch 860 | loss: 0.00104182 | val_loss: 0.000964306 | Time: 1626.61 ms [2020-12-21 06:33:53 main:581] : INFO : Epoch 861 | loss: 0.00101291 | val_loss: 0.000932655 | Time: 1626.01 ms [2020-12-21 06:33:54 main:581] : INFO : Epoch 862 | loss: 0.000981853 | val_loss: 0.0009171 | Time: 1625.8 ms [2020-12-21 06:33:56 main:581] : INFO : Epoch 863 | loss: 0.000959791 | val_loss: 0.000881817 | Time: 1628.21 ms [2020-12-21 06:33:58 main:581] : INFO : Epoch 864 | loss: 0.00125231 | val_loss: 0.00135826 | Time: 1641.06 ms [2020-12-21 06:33:59 main:581] : INFO : Epoch 865 | loss: 0.000951418 | val_loss: 0.000804871 | Time: 1634.73 ms [2020-12-21 06:34:01 main:581] : INFO : Epoch 866 | loss: 0.000745012 | val_loss: 0.00072881 | Time: 1654.01 ms [2020-12-21 06:34:03 main:581] : INFO : Epoch 867 | loss: 0.000699054 | val_loss: 0.000700651 | Time: 1652.63 ms [2020-12-21 06:34:04 main:581] : INFO : Epoch 868 | loss: 0.000671989 | val_loss: 0.000661229 | Time: 1651.21 ms [2020-12-21 06:34:06 main:581] : INFO : Epoch 869 | loss: 0.000716894 | val_loss: 0.000991987 | Time: 1641.68 ms [2020-12-21 06:34:08 main:581] : INFO : Epoch 870 | loss: 0.00106622 | val_loss: 0.000961188 | Time: 1644.06 ms [2020-12-21 06:34:09 main:581] : INFO : Epoch 871 | loss: 0.00117087 | val_loss: 0.0010945 | Time: 1649.19 ms [2020-12-21 06:34:11 main:581] : INFO : Epoch 872 | loss: 0.00195416 | val_loss: 0.00201585 | Time: 1652.68 ms [2020-12-21 06:34:13 main:581] : INFO : Epoch 873 | loss: 0.00260253 | val_loss: 0.00263325 | Time: 1642.95 ms [2020-12-21 06:34:14 main:581] : INFO : Epoch 874 | loss: 0.00273669 | val_loss: 0.00193215 | Time: 1645.85 ms [2020-12-21 06:34:16 main:581] : INFO : Epoch 875 | loss: 0.00164391 | val_loss: 0.0013656 | Time: 1652.45 ms [2020-12-21 06:34:18 main:581] : INFO : Epoch 876 | loss: 0.00126881 | val_loss: 0.0011821 | Time: 1647.66 ms [2020-12-21 06:34:19 main:581] : INFO : Epoch 877 | loss: 0.00115721 | val_loss: 0.0010886 | Time: 1649.74 ms [2020-12-21 06:34:21 main:581] : INFO : Epoch 878 | loss: 0.00111479 | val_loss: 0.00110844 | Time: 1649.59 ms [2020-12-21 06:34:22 main:581] : INFO : Epoch 879 | loss: 0.00110631 | val_loss: 0.00104815 | Time: 1636.2 ms [2020-12-21 06:34:24 main:581] : INFO : Epoch 880 | loss: 0.000970497 | val_loss: 0.000849948 | Time: 1632.64 ms [2020-12-21 06:34:26 main:581] : INFO : Epoch 881 | loss: 0.000832212 | val_loss: 0.000792792 | Time: 1625.63 ms [2020-12-21 06:34:27 main:581] : INFO : Epoch 882 | loss: 0.000702601 | val_loss: 0.000628928 | Time: 1624.3 ms [2020-12-21 06:34:29 main:581] : INFO : Epoch 883 | loss: 0.000600522 | val_loss: 0.000570426 | Time: 1632.02 ms [2020-12-21 06:34:31 main:581] : INFO : Epoch 884 | loss: 0.00056481 | val_loss: 0.000555466 | Time: 1627.93 ms [2020-12-21 06:34:32 main:581] : INFO : Epoch 885 | loss: 0.000543006 | val_loss: 0.000549401 | Time: 1629.11 ms [2020-12-21 06:34:34 main:581] : INFO : Epoch 886 | loss: 0.000534869 | val_loss: 0.000546079 | Time: 1626.01 ms [2020-12-21 06:34:35 main:581] : INFO : Epoch 887 | loss: 0.000528717 | val_loss: 0.000537868 | Time: 1615.89 ms [2020-12-21 06:34:37 main:581] : INFO : Epoch 888 | loss: 0.000524541 | val_loss: 0.000535429 | Time: 1616.8 ms [2020-12-21 06:34:39 main:581] : INFO : Epoch 889 | loss: 0.000520489 | val_loss: 0.000528653 | Time: 1625.91 ms [2020-12-21 06:34:40 main:581] : INFO : Epoch 890 | loss: 0.000517345 | val_loss: 0.000526531 | Time: 1615.85 ms [2020-12-21 06:34:42 main:581] : INFO : Epoch 891 | loss: 0.000522293 | val_loss: 0.000557581 | Time: 1618.79 ms [2020-12-21 06:34:44 main:581] : INFO : Epoch 892 | loss: 0.000523695 | val_loss: 0.000524192 | Time: 1622.54 ms [2020-12-21 06:34:45 main:581] : INFO : Epoch 893 | loss: 0.000513963 | val_loss: 0.000528348 | Time: 1617.23 ms [2020-12-21 06:34:47 main:581] : INFO : Epoch 894 | loss: 0.00051484 | val_loss: 0.000526272 | Time: 1624.57 ms [2020-12-21 06:34:48 main:581] : INFO : Epoch 895 | loss: 0.000521593 | val_loss: 0.000535118 | Time: 1627.19 ms [2020-12-21 06:34:50 main:581] : INFO : Epoch 896 | loss: 0.000512235 | val_loss: 0.000521839 | Time: 1640.47 ms [2020-12-21 06:34:52 main:581] : INFO : Epoch 897 | loss: 0.000514022 | val_loss: 0.000535635 | Time: 1639.25 ms [2020-12-21 06:34:53 main:581] : INFO : Epoch 898 | loss: 0.000529695 | val_loss: 0.000531255 | Time: 1632.04 ms [2020-12-21 06:34:55 main:581] : INFO : Epoch 899 | loss: 0.00051233 | val_loss: 0.000518065 | Time: 1630.56 ms [2020-12-21 06:34:57 main:581] : INFO : Epoch 900 | loss: 0.000509791 | val_loss: 0.000523003 | Time: 1636.8 ms [2020-12-21 06:34:58 main:581] : INFO : Epoch 901 | loss: 0.000507763 | val_loss: 0.000515692 | Time: 1627.97 ms [2020-12-21 06:35:00 main:581] : INFO : Epoch 902 | loss: 0.000525216 | val_loss: 0.000521201 | Time: 1646.26 ms [2020-12-21 06:35:02 main:581] : INFO : Epoch 903 | loss: 0.000509053 | val_loss: 0.000525733 | Time: 1633.33 ms [2020-12-21 06:35:03 main:581] : INFO : Epoch 904 | loss: 0.000507563 | val_loss: 0.000526771 | Time: 1640.53 ms [2020-12-21 06:35:05 main:581] : INFO : Epoch 905 | loss: 0.000527924 | val_loss: 0.000616262 | Time: 1635.81 ms [2020-12-21 06:35:06 main:581] : INFO : Epoch 906 | loss: 0.000645997 | val_loss: 0.000689167 | Time: 1639.72 ms [2020-12-21 06:35:08 main:581] : INFO : Epoch 907 | loss: 0.000668168 | val_loss: 0.000680759 | Time: 1626.85 ms [2020-12-21 06:35:10 main:581] : INFO : Epoch 908 | loss: 0.000662788 | val_loss: 0.000684483 | Time: 1629.89 ms [2020-12-21 06:35:11 main:581] : INFO : Epoch 909 | loss: 0.000652255 | val_loss: 0.000658767 | Time: 1631.81 ms [2020-12-21 06:35:13 main:581] : INFO : Epoch 910 | loss: 0.000630703 | val_loss: 0.000609018 | Time: 1639.4 ms [2020-12-21 06:35:15 main:581] : INFO : Epoch 911 | loss: 0.000625741 | val_loss: 0.000603981 | Time: 1630.74 ms [2020-12-21 06:35:16 main:581] : INFO : Epoch 912 | loss: 0.000616914 | val_loss: 0.000601263 | Time: 1628.07 ms [2020-12-21 06:35:18 main:581] : INFO : Epoch 913 | loss: 0.000616811 | val_loss: 0.000625116 | Time: 1631.07 ms [2020-12-21 06:35:20 main:581] : INFO : Epoch 914 | loss: 0.000618508 | val_loss: 0.000582701 | Time: 1638.66 ms [2020-12-21 06:35:21 main:581] : INFO : Epoch 915 | loss: 0.000591564 | val_loss: 0.000583918 | Time: 1639.05 ms [2020-12-21 06:35:23 main:581] : INFO : Epoch 916 | loss: 0.000607311 | val_loss: 0.000622818 | Time: 1657.53 ms [2020-12-21 06:35:24 main:581] : INFO : Epoch 917 | loss: 0.000636403 | val_loss: 0.000619138 | Time: 1655.08 ms [2020-12-21 06:35:26 main:581] : INFO : Epoch 918 | loss: 0.000630899 | val_loss: 0.000616761 | Time: 1651.85 ms [2020-12-21 06:35:28 main:581] : INFO : Epoch 919 | loss: 0.000624101 | val_loss: 0.000631413 | Time: 1654.92 ms [2020-12-21 06:35:29 main:581] : INFO : Epoch 920 | loss: 0.000625642 | val_loss: 0.00061873 | Time: 1639 ms [2020-12-21 06:35:31 main:581] : INFO : Epoch 921 | loss: 0.000618264 | val_loss: 0.000617803 | Time: 1642.23 ms [2020-12-21 06:35:33 main:581] : INFO : Epoch 922 | loss: 0.000622085 | val_loss: 0.000631875 | Time: 1638.64 ms [2020-12-21 06:35:34 main:581] : INFO : Epoch 923 | loss: 0.000660058 | val_loss: 0.000727383 | Time: 1638.92 ms [2020-12-21 06:35:36 main:581] : INFO : Epoch 924 | loss: 0.000642475 | val_loss: 0.000618106 | Time: 1643.78 ms [2020-12-21 06:35:38 main:581] : INFO : Epoch 925 | loss: 0.000635728 | val_loss: 0.000647711 | Time: 1651.33 ms [2020-12-21 06:35:39 main:581] : INFO : Epoch 926 | loss: 0.000667961 | val_loss: 0.000683914 | Time: 1643.77 ms [2020-12-21 06:35:41 main:581] : INFO : Epoch 927 | loss: 0.000676459 | val_loss: 0.000681854 | Time: 1651.76 ms [2020-12-21 06:35:43 main:581] : INFO : Epoch 928 | loss: 0.000665777 | val_loss: 0.000710328 | Time: 1660.28 ms [2020-12-21 06:35:44 main:581] : INFO : Epoch 929 | loss: 0.000687958 | val_loss: 0.000703542 | Time: 1643.49 ms [2020-12-21 06:35:46 main:581] : INFO : Epoch 930 | loss: 0.000688784 | val_loss: 0.000697572 | Time: 1639.28 ms [2020-12-21 06:35:48 main:581] : INFO : Epoch 931 | loss: 0.000679027 | val_loss: 0.000691817 | Time: 1641.47 ms [2020-12-21 06:35:49 main:581] : INFO : Epoch 932 | loss: 0.00067419 | val_loss: 0.000697394 | Time: 1639.26 ms [2020-12-21 06:35:51 main:581] : INFO : Epoch 933 | loss: 0.000690924 | val_loss: 0.000688754 | Time: 1639.15 ms [2020-12-21 06:35:52 main:581] : INFO : Epoch 934 | loss: 0.000661841 | val_loss: 0.000659343 | Time: 1628.22 ms [2020-12-21 06:35:54 main:581] : INFO : Epoch 935 | loss: 0.000636052 | val_loss: 0.000609055 | Time: 1639.43 ms [2020-12-21 06:35:56 main:581] : INFO : Epoch 936 | loss: 0.000626554 | val_loss: 0.000634561 | Time: 1640.11 ms [2020-12-21 06:35:57 main:581] : INFO : Epoch 937 | loss: 0.000626303 | val_loss: 0.000627651 | Time: 1636.3 ms [2020-12-21 06:35:59 main:581] : INFO : Epoch 938 | loss: 0.000620613 | val_loss: 0.000630212 | Time: 1642.25 ms [2020-12-21 06:36:01 main:581] : INFO : Epoch 939 | loss: 0.000606236 | val_loss: 0.000613438 | Time: 1649.93 ms [2020-12-21 06:36:02 main:581] : INFO : Epoch 940 | loss: 0.000597506 | val_loss: 0.000602696 | Time: 1630.91 ms [2020-12-21 06:36:04 main:581] : INFO : Epoch 941 | loss: 0.00064298 | val_loss: 0.000621123 | Time: 1632.4 ms [2020-12-21 06:36:06 main:581] : INFO : Epoch 942 | loss: 0.00061482 | val_loss: 0.000611673 | Time: 1632.67 ms [2020-12-21 06:36:07 main:581] : INFO : Epoch 943 | loss: 0.000590146 | val_loss: 0.000598508 | Time: 1637.91 ms [2020-12-21 06:36:09 main:581] : INFO : Epoch 944 | loss: 0.000585898 | val_loss: 0.000604116 | Time: 1630.89 ms [2020-12-21 06:36:10 main:581] : INFO : Epoch 945 | loss: 0.000586128 | val_loss: 0.000602541 | Time: 1637.94 ms [2020-12-21 06:36:12 main:581] : INFO : Epoch 946 | loss: 0.000584207 | val_loss: 0.000605161 | Time: 1636.78 ms [2020-12-21 06:36:14 main:581] : INFO : Epoch 947 | loss: 0.00057698 | val_loss: 0.000589206 | Time: 1644.95 ms [2020-12-21 06:36:15 main:581] : INFO : Epoch 948 | loss: 0.000608242 | val_loss: 0.000715962 | Time: 1639.79 ms [2020-12-21 06:36:17 main:581] : INFO : Epoch 949 | loss: 0.000569889 | val_loss: 0.000533257 | Time: 1631.25 ms [2020-12-21 06:36:19 main:581] : INFO : Epoch 950 | loss: 0.000506093 | val_loss: 0.000527507 | Time: 1636.31 ms [2020-12-21 06:36:20 main:581] : INFO : Epoch 951 | loss: 0.000513508 | val_loss: 0.000529833 | Time: 1635.03 ms [2020-12-21 06:36:22 main:581] : INFO : Epoch 952 | loss: 0.000507727 | val_loss: 0.000525242 | Time: 1641.94 ms [2020-12-21 06:36:24 main:581] : INFO : Epoch 953 | loss: 0.000506702 | val_loss: 0.000510713 | Time: 1637.01 ms [2020-12-21 06:36:25 main:581] : INFO : Epoch 954 | loss: 0.000487427 | val_loss: 0.000492884 | Time: 1639.74 ms [2020-12-21 06:36:27 main:581] : INFO : Epoch 955 | loss: 0.000462261 | val_loss: 0.000481295 | Time: 1631.49 ms [2020-12-21 06:36:28 main:581] : INFO : Epoch 956 | loss: 0.000460656 | val_loss: 0.000482244 | Time: 1628.55 ms [2020-12-21 06:36:30 main:581] : INFO : Epoch 957 | loss: 0.000453839 | val_loss: 0.000574008 | Time: 1640.54 ms [2020-12-21 06:36:32 main:581] : INFO : Epoch 958 | loss: 0.000492537 | val_loss: 0.000475697 | Time: 1640.39 ms [2020-12-21 06:36:33 main:581] : INFO : Epoch 959 | loss: 0.000416836 | val_loss: 0.00044691 | Time: 1640.67 ms [2020-12-21 06:36:35 main:581] : INFO : Epoch 960 | loss: 0.000403211 | val_loss: 0.000439206 | Time: 1642.77 ms [2020-12-21 06:36:37 main:581] : INFO : Epoch 961 | loss: 0.00040121 | val_loss: 0.000450752 | Time: 1634.36 ms [2020-12-21 06:36:38 main:581] : INFO : Epoch 962 | loss: 0.000395638 | val_loss: 0.000423635 | Time: 1632.41 ms [2020-12-21 06:36:40 main:581] : INFO : Epoch 963 | loss: 0.000382156 | val_loss: 0.000400277 | Time: 1629.72 ms [2020-12-21 06:36:42 main:581] : INFO : Epoch 964 | loss: 0.000375489 | val_loss: 0.00039778 | Time: 1641.36 ms [2020-12-21 06:36:43 main:581] : INFO : Epoch 965 | loss: 0.000375838 | val_loss: 0.000450768 | Time: 1631.92 ms [2020-12-21 06:36:45 main:581] : INFO : Epoch 966 | loss: 0.00040086 | val_loss: 0.000407948 | Time: 1638.36 ms [2020-12-21 06:36:46 main:581] : INFO : Epoch 967 | loss: 0.000361843 | val_loss: 0.000390942 | Time: 1636.91 ms [2020-12-21 06:36:48 main:581] : INFO : Epoch 968 | loss: 0.000356235 | val_loss: 0.000386464 | Time: 1639.52 ms [2020-12-21 06:36:50 main:581] : INFO : Epoch 969 | loss: 0.000354377 | val_loss: 0.000380758 | Time: 1625.43 ms [2020-12-21 06:36:51 main:581] : INFO : Epoch 970 | loss: 0.000352033 | val_loss: 0.000370197 | Time: 1633.35 ms [2020-12-21 06:36:53 main:581] : INFO : Epoch 971 | loss: 0.000345508 | val_loss: 0.000365924 | Time: 1629.39 ms [2020-12-21 06:36:55 main:581] : INFO : Epoch 972 | loss: 0.000362307 | val_loss: 0.000421948 | Time: 1633.48 ms [2020-12-21 06:36:56 main:581] : INFO : Epoch 973 | loss: 0.000356114 | val_loss: 0.000361581 | Time: 1631.48 ms [2020-12-21 06:36:58 main:581] : INFO : Epoch 974 | loss: 0.000347089 | val_loss: 0.000472752 | Time: 1632.71 ms [2020-12-21 06:37:00 main:581] : INFO : Epoch 975 | loss: 0.000479687 | val_loss: 0.000449742 | Time: 1632.24 ms [2020-12-21 06:37:01 main:581] : INFO : Epoch 976 | loss: 0.000402901 | val_loss: 0.00040945 | Time: 1634.52 ms [2020-12-21 06:37:03 main:581] : INFO : Epoch 977 | loss: 0.00039145 | val_loss: 0.000403604 | Time: 1634.41 ms [2020-12-21 06:37:04 main:581] : INFO : Epoch 978 | loss: 0.000386691 | val_loss: 0.000407578 | Time: 1631.14 ms [2020-12-21 06:37:06 main:581] : INFO : Epoch 979 | loss: 0.000395531 | val_loss: 0.000588978 | Time: 1638.95 ms [2020-12-21 06:37:08 main:581] : INFO : Epoch 980 | loss: 0.00111218 | val_loss: 0.00063506 | Time: 1625.11 ms [2020-12-21 06:37:09 main:581] : INFO : Epoch 981 | loss: 0.000529035 | val_loss: 0.000405803 | Time: 1630.73 ms [2020-12-21 06:37:11 main:581] : INFO : Epoch 982 | loss: 0.000365247 | val_loss: 0.000332404 | Time: 1629.63 ms [2020-12-21 06:37:13 main:581] : INFO : Epoch 983 | loss: 0.000317199 | val_loss: 0.000312339 | Time: 1624.67 ms [2020-12-21 06:37:14 main:581] : INFO : Epoch 984 | loss: 0.000305502 | val_loss: 0.000306343 | Time: 1616.89 ms [2020-12-21 06:37:16 main:581] : INFO : Epoch 985 | loss: 0.000301971 | val_loss: 0.000305359 | Time: 1628.34 ms [2020-12-21 06:37:17 main:581] : INFO : Epoch 986 | loss: 0.000297986 | val_loss: 0.000303406 | Time: 1621.88 ms [2020-12-21 06:37:19 main:581] : INFO : Epoch 987 | loss: 0.000294476 | val_loss: 0.000302579 | Time: 1624.33 ms [2020-12-21 06:37:21 main:581] : INFO : Epoch 988 | loss: 0.000288244 | val_loss: 0.000301274 | Time: 1627.68 ms [2020-12-21 06:37:22 main:581] : INFO : Epoch 989 | loss: 0.000285478 | val_loss: 0.000300968 | Time: 1625.99 ms [2020-12-21 06:37:24 main:581] : INFO : Epoch 990 | loss: 0.00028401 | val_loss: 0.000300636 | Time: 1622.98 ms [2020-12-21 06:37:26 main:581] : INFO : Epoch 991 | loss: 0.000282306 | val_loss: 0.000299844 | Time: 1634.7 ms [2020-12-21 06:37:27 main:581] : INFO : Epoch 992 | loss: 0.000281751 | val_loss: 0.000300033 | Time: 1622.38 ms [2020-12-21 06:37:29 main:581] : INFO : Epoch 993 | loss: 0.00028156 | val_loss: 0.000300356 | Time: 1619.88 ms [2020-12-21 06:37:30 main:581] : INFO : Epoch 994 | loss: 0.00028123 | val_loss: 0.000299674 | Time: 1620.09 ms [2020-12-21 06:37:32 main:581] : INFO : Epoch 995 | loss: 0.000281139 | val_loss: 0.000299157 | Time: 1626.67 ms [2020-12-21 06:37:34 main:581] : INFO : Epoch 996 | loss: 0.00028072 | val_loss: 0.000299316 | Time: 1634.1 ms [2020-12-21 06:37:35 main:581] : INFO : Epoch 997 | loss: 0.000280239 | val_loss: 0.000298933 | Time: 1626.69 ms [2020-12-21 06:37:37 main:581] : INFO : Epoch 998 | loss: 0.000280413 | val_loss: 0.000298521 | Time: 1622.17 ms [2020-12-21 06:37:39 main:581] : INFO : Epoch 999 | loss: 0.000282928 | val_loss: 0.000309818 | Time: 1627.08 ms [2020-12-21 06:37:40 main:581] : INFO : Epoch 1000 | loss: 0.000289163 | val_loss: 0.00030163 | Time: 1624.67 ms [2020-12-21 06:37:42 main:581] : INFO : Epoch 1001 | loss: 0.000282184 | val_loss: 0.0003003 | Time: 1618.5 ms [2020-12-21 06:37:43 main:581] : INFO : Epoch 1002 | loss: 0.00028071 | val_loss: 0.000298639 | Time: 1614.88 ms [2020-12-21 06:37:45 main:581] : INFO : Epoch 1003 | loss: 0.000280358 | val_loss: 0.000299751 | Time: 1632.75 ms [2020-12-21 06:37:47 main:581] : INFO : Epoch 1004 | loss: 0.00028093 | val_loss: 0.000299212 | Time: 1632.38 ms [2020-12-21 06:37:48 main:581] : INFO : Epoch 1005 | loss: 0.000280671 | val_loss: 0.000299131 | Time: 1625.18 ms [2020-12-21 06:37:50 main:581] : INFO : Epoch 1006 | loss: 0.000281437 | val_loss: 0.000299958 | Time: 1629.18 ms [2020-12-21 06:37:52 main:581] : INFO : Epoch 1007 | loss: 0.000281036 | val_loss: 0.000301808 | Time: 1621.5 ms [2020-12-21 06:37:53 main:581] : INFO : Epoch 1008 | loss: 0.000281502 | val_loss: 0.000299766 | Time: 1618.6 ms [2020-12-21 06:37:55 main:581] : INFO : Epoch 1009 | loss: 0.000280449 | val_loss: 0.000300828 | Time: 1627.97 ms [2020-12-21 06:37:56 main:581] : INFO : Epoch 1010 | loss: 0.000291756 | val_loss: 0.000305672 | Time: 1624.4 ms [2020-12-21 06:37:58 main:581] : INFO : Epoch 1011 | loss: 0.00028539 | val_loss: 0.000298143 | Time: 1618.47 ms [2020-12-21 06:38:00 main:581] : INFO : Epoch 1012 | loss: 0.000281391 | val_loss: 0.000297878 | Time: 1623.87 ms [2020-12-21 06:38:01 main:581] : INFO : Epoch 1013 | loss: 0.000279336 | val_loss: 0.000298409 | Time: 1634.23 ms [2020-12-21 06:38:03 main:581] : INFO : Epoch 1014 | loss: 0.000281273 | val_loss: 0.000300314 | Time: 1618.44 ms [2020-12-21 06:38:05 main:581] : INFO : Epoch 1015 | loss: 0.000283309 | val_loss: 0.000306077 | Time: 1622.95 ms [2020-12-21 06:38:06 main:581] : INFO : Epoch 1016 | loss: 0.000286918 | val_loss: 0.000301797 | Time: 1619.6 ms [2020-12-21 06:38:08 main:581] : INFO : Epoch 1017 | loss: 0.000281428 | val_loss: 0.000300455 | Time: 1629.04 ms [2020-12-21 06:38:09 main:581] : INFO : Epoch 1018 | loss: 0.000282345 | val_loss: 0.000298574 | Time: 1620.84 ms [2020-12-21 06:38:11 main:581] : INFO : Epoch 1019 | loss: 0.000281215 | val_loss: 0.000298389 | Time: 1625.01 ms [2020-12-21 06:38:13 main:581] : INFO : Epoch 1020 | loss: 0.000281648 | val_loss: 0.00030079 | Time: 1628.62 ms [2020-12-21 06:38:14 main:581] : INFO : Epoch 1021 | loss: 0.000281182 | val_loss: 0.000300869 | Time: 1622.15 ms [2020-12-21 06:38:16 main:581] : INFO : Epoch 1022 | loss: 0.000292997 | val_loss: 0.000319654 | Time: 1625.62 ms [2020-12-21 06:38:18 main:581] : INFO : Epoch 1023 | loss: 0.000292613 | val_loss: 0.000304259 | Time: 1623.19 ms [2020-12-21 06:38:19 main:581] : INFO : Epoch 1024 | loss: 0.000282976 | val_loss: 0.000300567 | Time: 1635.63 ms [2020-12-21 06:38:19 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000300567 [2020-12-21 06:38:19 main:610] : INFO : Saving end state to config to file [2020-12-21 06:38:19 main:615] : INFO : Success, exiting.. 06:38:19 (2997909): 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)