Task 3269579
| Name | EightBitModified-1605455758-6251-6_0 |
| Workunit | 1542614 |
| Created | 14 Dec 2020, 0:23:12 UTC |
| Sent | 20 Dec 2020, 22:35:30 UTC |
| Report deadline | 27 Dec 2020, 22:35:30 UTC |
| Received | 21 Dec 2020, 10:22:16 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5259 |
| Run time | 25 min 36 sec |
| CPU time | 25 min 33 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 6,566.84 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 | 13.42 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.16.14</core_client_version> <![CDATA[ <stderr_txt> 1] : INFO : Epoch 526 | loss: 0.000464432 | val_loss: 0.000460203 | Time: 1471.1 ms [2020-12-21 04:59:21 main:581] : INFO : Epoch 527 | loss: 0.000445634 | val_loss: 0.000450558 | Time: 1465.86 ms [2020-12-21 04:59:22 main:581] : INFO : Epoch 528 | loss: 0.000435517 | val_loss: 0.00044788 | Time: 1485.63 ms [2020-12-21 04:59:24 main:581] : INFO : Epoch 529 | loss: 0.000434652 | val_loss: 0.000451383 | Time: 1508.28 ms [2020-12-21 04:59:25 main:581] : INFO : Epoch 530 | loss: 0.000439212 | val_loss: 0.000468541 | Time: 1475.52 ms [2020-12-21 04:59:27 main:581] : INFO : Epoch 531 | loss: 0.000448595 | val_loss: 0.00045701 | Time: 1459.89 ms [2020-12-21 04:59:28 main:581] : INFO : Epoch 532 | loss: 0.000439134 | val_loss: 0.000449528 | Time: 1496.52 ms [2020-12-21 04:59:30 main:581] : INFO : Epoch 533 | loss: 0.000435938 | val_loss: 0.000451556 | Time: 1479.95 ms [2020-12-21 04:59:31 main:581] : INFO : Epoch 534 | loss: 0.00043706 | val_loss: 0.00045704 | Time: 1452.92 ms [2020-12-21 04:59:33 main:581] : INFO : Epoch 535 | loss: 0.000455291 | val_loss: 0.00046184 | Time: 1495.73 ms [2020-12-21 04:59:34 main:581] : INFO : Epoch 536 | loss: 0.000441126 | val_loss: 0.000451768 | Time: 1528.1 ms [2020-12-21 04:59:36 main:581] : INFO : Epoch 537 | loss: 0.000438742 | val_loss: 0.000451804 | Time: 1512.85 ms [2020-12-21 04:59:37 main:581] : INFO : Epoch 538 | loss: 0.000432945 | val_loss: 0.000447914 | Time: 1507.5 ms [2020-12-21 04:59:39 main:581] : INFO : Epoch 539 | loss: 0.000436288 | val_loss: 0.000471558 | Time: 1539.47 ms [2020-12-21 04:59:40 main:581] : INFO : Epoch 540 | loss: 0.000477674 | val_loss: 0.000458362 | Time: 1501.76 ms [2020-12-21 04:59:42 main:581] : INFO : Epoch 541 | loss: 0.000442628 | val_loss: 0.000456027 | Time: 1498.9 ms [2020-12-21 04:59:43 main:581] : INFO : Epoch 542 | loss: 0.000434864 | val_loss: 0.000447385 | Time: 1546.06 ms [2020-12-21 04:59:45 main:581] : INFO : Epoch 543 | loss: 0.000434132 | val_loss: 0.000453716 | Time: 1521.89 ms [2020-12-21 04:59:46 main:581] : INFO : Epoch 544 | loss: 0.000435363 | val_loss: 0.000447773 | Time: 1531.64 ms [2020-12-21 04:59:48 main:581] : INFO : Epoch 545 | loss: 0.000457943 | val_loss: 0.000489428 | Time: 1509.03 ms [2020-12-21 04:59:49 main:581] : INFO : Epoch 546 | loss: 0.000445327 | val_loss: 0.000449056 | Time: 1463.09 ms [2020-12-21 04:59:51 main:581] : INFO : Epoch 547 | loss: 0.000433995 | val_loss: 0.000448191 | Time: 1469.19 ms [2020-12-21 04:59:52 main:581] : INFO : Epoch 548 | loss: 0.000432178 | val_loss: 0.00044799 | Time: 1473.19 ms [2020-12-21 04:59:54 main:581] : INFO : Epoch 549 | loss: 0.000433832 | val_loss: 0.000448364 | Time: 1440.12 ms [2020-12-21 04:59:55 main:581] : INFO : Epoch 550 | loss: 0.000439342 | val_loss: 0.000465089 | Time: 1456.52 ms [2020-12-21 04:59:57 main:581] : INFO : Epoch 551 | loss: 0.000447197 | val_loss: 0.000454659 | Time: 1477.86 ms [2020-12-21 04:59:58 main:581] : INFO : Epoch 552 | loss: 0.000443392 | val_loss: 0.000452906 | Time: 1457.4 ms [2020-12-21 05:00:00 main:581] : INFO : Epoch 553 | loss: 0.00043795 | val_loss: 0.00045363 | Time: 1478.94 ms [2020-12-21 05:00:01 main:581] : INFO : Epoch 554 | loss: 0.000437584 | val_loss: 0.000461306 | Time: 1504.34 ms [2020-12-21 05:00:03 main:581] : INFO : Epoch 555 | loss: 0.000446762 | val_loss: 0.00047139 | Time: 1532.34 ms [2020-12-21 05:00:04 main:581] : INFO : Epoch 556 | loss: 0.000451493 | val_loss: 0.000459718 | Time: 1482.82 ms [2020-12-21 05:00:05 main:581] : INFO : Epoch 557 | loss: 0.000436097 | val_loss: 0.000448309 | Time: 1448.65 ms [2020-12-21 05:00:07 main:581] : INFO : Epoch 558 | loss: 0.00043408 | val_loss: 0.000448853 | Time: 1505.3 ms [2020-12-21 05:00:09 main:581] : INFO : Epoch 559 | loss: 0.000435291 | val_loss: 0.000448393 | Time: 1508.23 ms [2020-12-21 05:00:10 main:581] : INFO : Epoch 560 | loss: 0.000449191 | val_loss: 0.000522349 | Time: 1514.06 ms [2020-12-21 05:00:12 main:581] : INFO : Epoch 561 | loss: 0.000468132 | val_loss: 0.000462565 | Time: 1517.59 ms [2020-12-21 05:00:13 main:581] : INFO : Epoch 562 | loss: 0.000439085 | val_loss: 0.000448031 | Time: 1502 ms [2020-12-21 05:00:14 main:581] : INFO : Epoch 563 | loss: 0.000432983 | val_loss: 0.000447844 | Time: 1460.3 ms [2020-12-21 05:00:16 main:581] : INFO : Epoch 564 | loss: 0.000433521 | val_loss: 0.000453181 | Time: 1487.34 ms [2020-12-21 05:00:17 main:581] : INFO : Epoch 565 | loss: 0.000447184 | val_loss: 0.000457572 | Time: 1508.21 ms [2020-12-21 05:00:19 main:581] : INFO : Epoch 566 | loss: 0.000440963 | val_loss: 0.000448629 | Time: 1520.13 ms [2020-12-21 05:00:21 main:581] : INFO : Epoch 567 | loss: 0.00043608 | val_loss: 0.00045398 | Time: 1562.73 ms [2020-12-21 05:00:22 main:581] : INFO : Epoch 568 | loss: 0.000437229 | val_loss: 0.000452003 | Time: 1548.29 ms [2020-12-21 05:00:24 main:581] : INFO : Epoch 569 | loss: 0.000438798 | val_loss: 0.000474418 | Time: 1518.91 ms [2020-12-21 05:00:25 main:581] : INFO : Epoch 570 | loss: 0.000452437 | val_loss: 0.000459545 | Time: 1516.8 ms [2020-12-21 05:00:27 main:581] : INFO : Epoch 571 | loss: 0.000444067 | val_loss: 0.000468257 | Time: 1520.46 ms [2020-12-21 05:00:28 main:581] : INFO : Epoch 572 | loss: 0.000442857 | val_loss: 0.000455449 | Time: 1526.31 ms [2020-12-21 05:00:30 main:581] : INFO : Epoch 573 | loss: 0.000448882 | val_loss: 0.000450376 | Time: 1524.54 ms [2020-12-21 05:00:31 main:581] : INFO : Epoch 574 | loss: 0.000434551 | val_loss: 0.000447482 | Time: 1526.11 ms [2020-12-21 05:00:33 main:581] : INFO : Epoch 575 | loss: 0.00043497 | val_loss: 0.000456986 | Time: 1503.68 ms [2020-12-21 05:00:34 main:581] : INFO : Epoch 576 | loss: 0.00044547 | val_loss: 0.000457534 | Time: 1540.03 ms [2020-12-21 05:00:36 main:581] : INFO : Epoch 577 | loss: 0.000438773 | val_loss: 0.000451324 | Time: 1502.11 ms [2020-12-21 05:00:37 main:581] : INFO : Epoch 578 | loss: 0.000436641 | val_loss: 0.00045481 | Time: 1487.91 ms [2020-12-21 05:00:39 main:581] : INFO : Epoch 579 | loss: 0.000456966 | val_loss: 0.000456278 | Time: 1488.97 ms [2020-12-21 05:00:40 main:581] : INFO : Epoch 580 | loss: 0.000438088 | val_loss: 0.000455538 | Time: 1455.35 ms [2020-12-21 05:00:42 main:581] : INFO : Epoch 581 | loss: 0.000448482 | val_loss: 0.000471632 | Time: 1496.81 ms [2020-12-21 05:00:43 main:581] : INFO : Epoch 582 | loss: 0.000441658 | val_loss: 0.000449315 | Time: 1525.32 ms [2020-12-21 05:00:45 main:581] : INFO : Epoch 583 | loss: 0.000433544 | val_loss: 0.000447948 | Time: 1543.67 ms [2020-12-21 05:00:46 main:581] : INFO : Epoch 584 | loss: 0.000434601 | val_loss: 0.000452479 | Time: 1532.75 ms [2020-12-21 05:00:48 main:581] : INFO : Epoch 585 | loss: 0.000435188 | val_loss: 0.000449855 | Time: 1504.55 ms [2020-12-21 05:00:49 main:581] : INFO : Epoch 586 | loss: 0.000449933 | val_loss: 0.000497546 | Time: 1532.87 ms [2020-12-21 05:00:51 main:581] : INFO : Epoch 587 | loss: 0.000475977 | val_loss: 0.000461824 | Time: 1500.76 ms [2020-12-21 05:00:52 main:581] : INFO : Epoch 588 | loss: 0.000438943 | val_loss: 0.000450828 | Time: 1531.32 ms [2020-12-21 05:00:54 main:581] : INFO : Epoch 589 | loss: 0.000434353 | val_loss: 0.000447678 | Time: 1504 ms [2020-12-21 05:00:55 main:581] : INFO : Epoch 590 | loss: 0.000434049 | val_loss: 0.000450634 | Time: 1505.34 ms [2020-12-21 05:00:57 main:581] : INFO : Epoch 591 | loss: 0.000439434 | val_loss: 0.000456993 | Time: 1465.7 ms [2020-12-21 05:00:58 main:581] : INFO : Epoch 592 | loss: 0.000439139 | val_loss: 0.000449874 | Time: 1450.74 ms [2020-12-21 05:01:00 main:581] : INFO : Epoch 593 | loss: 0.000436124 | val_loss: 0.000454364 | Time: 1529.15 ms [2020-12-21 05:01:01 main:581] : INFO : Epoch 594 | loss: 0.000440234 | val_loss: 0.000457963 | Time: 1512.13 ms [2020-12-21 05:01:03 main:581] : INFO : Epoch 595 | loss: 0.000465764 | val_loss: 0.000469337 | Time: 1500.98 ms [2020-12-21 05:01:04 main:581] : INFO : Epoch 596 | loss: 0.000446398 | val_loss: 0.00045063 | Time: 1524.19 ms [2020-12-21 05:01:06 main:581] : INFO : Epoch 597 | loss: 0.000434758 | val_loss: 0.000448723 | Time: 1518.91 ms [2020-12-21 05:01:07 main:581] : INFO : Epoch 598 | loss: 0.000437748 | val_loss: 0.000473593 | Time: 1539.46 ms [2020-12-21 05:01:09 main:581] : INFO : Epoch 599 | loss: 0.000451454 | val_loss: 0.000453548 | Time: 1517.72 ms [2020-12-21 05:01:10 main:581] : INFO : Epoch 600 | loss: 0.000437421 | val_loss: 0.000451765 | Time: 1515.34 ms [2020-12-21 05:01:12 main:581] : INFO : Epoch 601 | loss: 0.000433946 | val_loss: 0.000447485 | Time: 1501.82 ms [2020-12-21 05:01:14 main:581] : INFO : Epoch 602 | loss: 0.000435661 | val_loss: 0.000479589 | Time: 1512.72 ms [2020-12-21 05:01:15 main:581] : INFO : Epoch 603 | loss: 0.00046638 | val_loss: 0.000465239 | Time: 1483.4 ms [2020-12-21 05:01:16 main:581] : INFO : Epoch 604 | loss: 0.000440149 | val_loss: 0.000451565 | Time: 1488.35 ms [2020-12-21 05:01:18 main:581] : INFO : Epoch 605 | loss: 0.000433663 | val_loss: 0.000448028 | Time: 1562.98 ms [2020-12-21 05:01:20 main:581] : INFO : Epoch 606 | loss: 0.000433112 | val_loss: 0.000454748 | Time: 1531.12 ms [2020-12-21 05:01:21 main:581] : INFO : Epoch 607 | loss: 0.000440189 | val_loss: 0.000471334 | Time: 1548.72 ms [2020-12-21 05:01:23 main:581] : INFO : Epoch 608 | loss: 0.000455454 | val_loss: 0.000453156 | Time: 1518.92 ms [2020-12-21 05:01:24 main:581] : INFO : Epoch 609 | loss: 0.000440473 | val_loss: 0.000456439 | Time: 1539.32 ms [2020-12-21 05:01:26 main:581] : INFO : Epoch 610 | loss: 0.000438548 | val_loss: 0.000452752 | Time: 1515.88 ms [2020-12-21 05:01:27 main:581] : INFO : Epoch 611 | loss: 0.000446003 | val_loss: 0.000469167 | Time: 1486.63 ms [2020-12-21 05:01:29 main:581] : INFO : Epoch 612 | loss: 0.000440042 | val_loss: 0.000456783 | Time: 1467.24 ms [2020-12-21 05:01:30 main:581] : INFO : Epoch 613 | loss: 0.000441876 | val_loss: 0.000462429 | Time: 1489.56 ms [2020-12-21 05:01:32 main:581] : INFO : Epoch 614 | loss: 0.000440144 | val_loss: 0.00045125 | Time: 1507.15 ms [2020-12-21 05:01:33 main:581] : INFO : Epoch 615 | loss: 0.000437795 | val_loss: 0.000452676 | Time: 1453.62 ms [2020-12-21 05:01:35 main:581] : INFO : Epoch 616 | loss: 0.000434432 | val_loss: 0.000450575 | Time: 1463.89 ms [2020-12-21 05:01:36 main:581] : INFO : Epoch 617 | loss: 0.000456125 | val_loss: 0.000466287 | Time: 1519.87 ms [2020-12-21 05:01:38 main:581] : INFO : Epoch 618 | loss: 0.000442341 | val_loss: 0.000452706 | Time: 1524.83 ms [2020-12-21 05:01:39 main:581] : INFO : Epoch 619 | loss: 0.000439105 | val_loss: 0.000456995 | Time: 1518.4 ms [2020-12-21 05:01:41 main:581] : INFO : Epoch 620 | loss: 0.000440389 | val_loss: 0.000451106 | Time: 1539.72 ms [2020-12-21 05:01:42 main:581] : INFO : Epoch 621 | loss: 0.000434905 | val_loss: 0.000450536 | Time: 1484.9 ms [2020-12-21 05:01:44 main:581] : INFO : Epoch 622 | loss: 0.000447005 | val_loss: 0.000457345 | Time: 1450.65 ms [2020-12-21 05:01:45 main:581] : INFO : Epoch 623 | loss: 0.000443114 | val_loss: 0.000453082 | Time: 1421.22 ms [2020-12-21 05:01:46 main:581] : INFO : Epoch 624 | loss: 0.000451761 | val_loss: 0.000461321 | Time: 1418.39 ms [2020-12-21 05:01:48 main:581] : INFO : Epoch 625 | loss: 0.00043807 | val_loss: 0.0004546 | Time: 1509.81 ms [2020-12-21 05:01:49 main:581] : INFO : Epoch 626 | loss: 0.000438392 | val_loss: 0.00045165 | Time: 1507.58 ms [2020-12-21 05:01:51 main:581] : INFO : Epoch 627 | loss: 0.000437677 | val_loss: 0.000451691 | Time: 1482.95 ms [2020-12-21 05:01:52 main:581] : INFO : Epoch 628 | loss: 0.00043587 | val_loss: 0.000448445 | Time: 1465.64 ms [2020-12-21 05:01:54 main:581] : INFO : Epoch 629 | loss: 0.000437949 | val_loss: 0.000477135 | Time: 1454.89 ms [2020-12-21 05:01:55 main:581] : INFO : Epoch 630 | loss: 0.000463208 | val_loss: 0.000461959 | Time: 1479.67 ms [2020-12-21 05:01:57 main:581] : INFO : Epoch 631 | loss: 0.000446278 | val_loss: 0.00045643 | Time: 1471.17 ms [2020-12-21 05:01:58 main:581] : INFO : Epoch 632 | loss: 0.000435666 | val_loss: 0.000450541 | Time: 1508 ms [2020-12-21 05:02:00 main:581] : INFO : Epoch 633 | loss: 0.000453481 | val_loss: 0.000461954 | Time: 1480.62 ms [2020-12-21 05:02:01 main:581] : INFO : Epoch 634 | loss: 0.00043994 | val_loss: 0.000451179 | Time: 1491.23 ms [2020-12-21 05:02:03 main:581] : INFO : Epoch 635 | loss: 0.000434434 | val_loss: 0.000451711 | Time: 1496.06 ms [2020-12-21 05:02:04 main:581] : INFO : Epoch 636 | loss: 0.000435543 | val_loss: 0.000450512 | Time: 1444.88 ms [2020-12-21 05:02:06 main:581] : INFO : Epoch 637 | loss: 0.000440163 | val_loss: 0.000476627 | Time: 1434.48 ms [2020-12-21 05:02:07 main:581] : INFO : Epoch 638 | loss: 0.000450252 | val_loss: 0.000457982 | Time: 1475.65 ms [2020-12-21 05:02:09 main:581] : INFO : Epoch 639 | loss: 0.00045305 | val_loss: 0.00045958 | Time: 1465.1 ms [2020-12-21 05:02:10 main:581] : INFO : Epoch 640 | loss: 0.000436203 | val_loss: 0.000448993 | Time: 1479.56 ms [2020-12-21 05:02:12 main:581] : INFO : Epoch 641 | loss: 0.000434162 | val_loss: 0.000457948 | Time: 1483.75 ms [2020-12-21 05:02:13 main:581] : INFO : Epoch 642 | loss: 0.00046127 | val_loss: 0.000465504 | Time: 1451.75 ms [2020-12-21 05:02:14 main:581] : INFO : Epoch 643 | loss: 0.000443101 | val_loss: 0.000461399 | Time: 1443.21 ms [2020-12-21 05:02:16 main:581] : INFO : Epoch 644 | loss: 0.000438531 | val_loss: 0.000448828 | Time: 1503.33 ms [2020-12-21 05:02:17 main:581] : INFO : Epoch 645 | loss: 0.000433303 | val_loss: 0.000448197 | Time: 1456.48 ms [2020-12-21 05:02:19 main:581] : INFO : Epoch 646 | loss: 0.000433677 | val_loss: 0.000454749 | Time: 1481.13 ms [2020-12-21 05:02:20 main:581] : INFO : Epoch 647 | loss: 0.000457202 | val_loss: 0.000482807 | Time: 1494.16 ms [2020-12-21 05:02:22 main:581] : INFO : Epoch 648 | loss: 0.000449233 | val_loss: 0.000456439 | Time: 1501.98 ms [2020-12-21 05:02:23 main:581] : INFO : Epoch 649 | loss: 0.000436011 | val_loss: 0.000449777 | Time: 1499.41 ms [2020-12-21 05:02:25 main:581] : INFO : Epoch 650 | loss: 0.000433981 | val_loss: 0.000449746 | Time: 1487.71 ms [2020-12-21 05:02:26 main:581] : INFO : Epoch 651 | loss: 0.000436642 | val_loss: 0.000451231 | Time: 1471.88 ms [2020-12-21 05:02:28 main:581] : INFO : Epoch 652 | loss: 0.000440857 | val_loss: 0.000450713 | Time: 1466.45 ms [2020-12-21 05:02:29 main:581] : INFO : Epoch 653 | loss: 0.000448809 | val_loss: 0.000485985 | Time: 1469.1 ms [2020-12-21 05:02:31 main:581] : INFO : Epoch 654 | loss: 0.000449424 | val_loss: 0.000455068 | Time: 1514.33 ms [2020-12-21 05:02:32 main:581] : INFO : Epoch 655 | loss: 0.00043722 | val_loss: 0.000452893 | Time: 1492.73 ms [2020-12-21 05:02:34 main:581] : INFO : Epoch 656 | loss: 0.000436268 | val_loss: 0.000449902 | Time: 1500.34 ms [2020-12-21 05:02:35 main:581] : INFO : Epoch 657 | loss: 0.000436397 | val_loss: 0.000449392 | Time: 1483.53 ms [2020-12-21 05:02:37 main:581] : INFO : Epoch 658 | loss: 0.000438708 | val_loss: 0.000458536 | Time: 1459.86 ms [2020-12-21 05:02:38 main:581] : INFO : Epoch 659 | loss: 0.000445653 | val_loss: 0.000491403 | Time: 1468.58 ms [2020-12-21 05:02:40 main:581] : INFO : Epoch 660 | loss: 0.000454828 | val_loss: 0.000458923 | Time: 1519.71 ms [2020-12-21 05:02:41 main:581] : INFO : Epoch 661 | loss: 0.000437333 | val_loss: 0.000448575 | Time: 1494.28 ms [2020-12-21 05:02:43 main:581] : INFO : Epoch 662 | loss: 0.000435258 | val_loss: 0.000455968 | Time: 1477.65 ms [2020-12-21 05:02:44 main:581] : INFO : Epoch 663 | loss: 0.000448898 | val_loss: 0.000465701 | Time: 1456.08 ms [2020-12-21 05:02:46 main:581] : INFO : Epoch 664 | loss: 0.000443954 | val_loss: 0.000452969 | Time: 1492.4 ms [2020-12-21 05:02:47 main:581] : INFO : Epoch 665 | loss: 0.000437841 | val_loss: 0.000451749 | Time: 1491.89 ms [2020-12-21 05:02:49 main:581] : INFO : Epoch 666 | loss: 0.00043694 | val_loss: 0.000454861 | Time: 1483.67 ms [2020-12-21 05:02:50 main:581] : INFO : Epoch 667 | loss: 0.00044127 | val_loss: 0.000450348 | Time: 1537.61 ms [2020-12-21 05:02:52 main:581] : INFO : Epoch 668 | loss: 0.000443598 | val_loss: 0.000466131 | Time: 1519.61 ms [2020-12-21 05:02:53 main:581] : INFO : Epoch 669 | loss: 0.000447358 | val_loss: 0.000463231 | Time: 1537.48 ms [2020-12-21 05:02:55 main:581] : INFO : Epoch 670 | loss: 0.000439258 | val_loss: 0.000450074 | Time: 1521.31 ms [2020-12-21 05:02:56 main:581] : INFO : Epoch 671 | loss: 0.000442249 | val_loss: 0.000458946 | Time: 1493.62 ms [2020-12-21 05:02:58 main:581] : INFO : Epoch 672 | loss: 0.000442924 | val_loss: 0.000486901 | Time: 1496.53 ms [2020-12-21 05:02:59 main:581] : INFO : Epoch 673 | loss: 0.000468649 | val_loss: 0.000458221 | Time: 1472.73 ms [2020-12-21 05:03:01 main:581] : INFO : Epoch 674 | loss: 0.000440946 | val_loss: 0.000452999 | Time: 1492.29 ms [2020-12-21 05:03:02 main:581] : INFO : Epoch 675 | loss: 0.000435834 | val_loss: 0.000449785 | Time: 1523.52 ms [2020-12-21 05:03:04 main:581] : INFO : Epoch 676 | loss: 0.000433094 | val_loss: 0.000448769 | Time: 1501.67 ms [2020-12-21 05:03:05 main:581] : INFO : Epoch 677 | loss: 0.000444072 | val_loss: 0.000472493 | Time: 1458.12 ms [2020-12-21 05:03:07 main:581] : INFO : Epoch 678 | loss: 0.00044234 | val_loss: 0.000450914 | Time: 1455.64 ms [2020-12-21 05:03:08 main:581] : INFO : Epoch 679 | loss: 0.000433882 | val_loss: 0.000447023 | Time: 1482.94 ms [2020-12-21 05:03:10 main:581] : INFO : Epoch 680 | loss: 0.000434962 | val_loss: 0.000455085 | Time: 1506.63 ms [2020-12-21 05:03:11 main:581] : INFO : Epoch 681 | loss: 0.000455863 | val_loss: 0.000470461 | Time: 1509.95 ms [2020-12-21 05:03:13 main:581] : INFO : Epoch 682 | loss: 0.000446503 | val_loss: 0.000454576 | Time: 1486.77 ms [2020-12-21 05:03:14 main:581] : INFO : Epoch 683 | loss: 0.000436164 | val_loss: 0.00044718 | Time: 1524.2 ms [2020-12-21 05:03:16 main:581] : INFO : Epoch 684 | loss: 0.000432158 | val_loss: 0.000449408 | Time: 1449.15 ms [2020-12-21 05:03:17 main:581] : INFO : Epoch 685 | loss: 0.0004394 | val_loss: 0.00045055 | Time: 1491.74 ms [2020-12-21 05:03:19 main:581] : INFO : Epoch 686 | loss: 0.00043583 | val_loss: 0.000452142 | Time: 1504.06 ms [2020-12-21 05:03:20 main:581] : INFO : Epoch 687 | loss: 0.000471297 | val_loss: 0.000505596 | Time: 1503.73 ms [2020-12-21 05:03:22 main:581] : INFO : Epoch 688 | loss: 0.000458709 | val_loss: 0.000455649 | Time: 1519.09 ms [2020-12-21 05:03:23 main:581] : INFO : Epoch 689 | loss: 0.000435972 | val_loss: 0.000450424 | Time: 1504.71 ms [2020-12-21 05:03:25 main:581] : INFO : Epoch 690 | loss: 0.000432169 | val_loss: 0.000447185 | Time: 1528.41 ms [2020-12-21 05:03:26 main:581] : INFO : Epoch 691 | loss: 0.000432345 | val_loss: 0.000447516 | Time: 1515.14 ms [2020-12-21 05:03:28 main:581] : INFO : Epoch 692 | loss: 0.000433623 | val_loss: 0.000454035 | Time: 1488.83 ms [2020-12-21 05:03:29 main:581] : INFO : Epoch 693 | loss: 0.000451351 | val_loss: 0.000469272 | Time: 1511.26 ms [2020-12-21 05:03:31 main:581] : INFO : Epoch 694 | loss: 0.000443862 | val_loss: 0.000453188 | Time: 1498.86 ms [2020-12-21 05:03:32 main:581] : INFO : Epoch 695 | loss: 0.000436355 | val_loss: 0.000453906 | Time: 1521.75 ms [2020-12-21 05:03:34 main:581] : INFO : Epoch 696 | loss: 0.000438882 | val_loss: 0.000451364 | Time: 1511.14 ms [2020-12-21 05:03:35 main:581] : INFO : Epoch 697 | loss: 0.000438646 | val_loss: 0.000457662 | Time: 1513.29 ms [2020-12-21 05:03:37 main:581] : INFO : Epoch 698 | loss: 0.000437467 | val_loss: 0.000449588 | Time: 1477.22 ms [2020-12-21 05:03:38 main:581] : INFO : Epoch 699 | loss: 0.000438006 | val_loss: 0.000472776 | Time: 1514.63 ms [2020-12-21 05:03:40 main:581] : INFO : Epoch 700 | loss: 0.000464344 | val_loss: 0.000464845 | Time: 1451.27 ms [2020-12-21 05:03:41 main:581] : INFO : Epoch 701 | loss: 0.000439845 | val_loss: 0.000449361 | Time: 1424.08 ms [2020-12-21 05:03:43 main:581] : INFO : Epoch 702 | loss: 0.000433277 | val_loss: 0.000447127 | Time: 1441.54 ms [2020-12-21 05:03:44 main:581] : INFO : Epoch 703 | loss: 0.000432556 | val_loss: 0.000448966 | Time: 1471.34 ms [2020-12-21 05:03:46 main:581] : INFO : Epoch 704 | loss: 0.000456576 | val_loss: 0.000491471 | Time: 1491.61 ms [2020-12-21 05:03:47 main:581] : INFO : Epoch 705 | loss: 0.000451722 | val_loss: 0.00046003 | Time: 1517.74 ms [2020-12-21 05:03:48 main:581] : INFO : Epoch 706 | loss: 0.000436367 | val_loss: 0.000450849 | Time: 1470.03 ms [2020-12-21 05:03:50 main:581] : INFO : Epoch 707 | loss: 0.000432841 | val_loss: 0.000448383 | Time: 1471.86 ms [2020-12-21 05:03:51 main:581] : INFO : Epoch 708 | loss: 0.000434803 | val_loss: 0.000460205 | Time: 1497.77 ms [2020-12-21 05:03:53 main:581] : INFO : Epoch 709 | loss: 0.000449751 | val_loss: 0.000467096 | Time: 1470.76 ms [2020-12-21 05:03:54 main:581] : INFO : Epoch 710 | loss: 0.000442812 | val_loss: 0.000455889 | Time: 1483.48 ms [2020-12-21 05:03:56 main:581] : INFO : Epoch 711 | loss: 0.000436475 | val_loss: 0.000453109 | Time: 1479.31 ms [2020-12-21 05:03:57 main:581] : INFO : Epoch 712 | loss: 0.000443023 | val_loss: 0.000460347 | Time: 1492.11 ms [2020-12-21 05:03:59 main:581] : INFO : Epoch 713 | loss: 0.000440474 | val_loss: 0.000460781 | Time: 1497.92 ms [2020-12-21 05:04:00 main:581] : INFO : Epoch 714 | loss: 0.000447261 | val_loss: 0.000455396 | Time: 1508.07 ms [2020-12-21 05:04:02 main:581] : INFO : Epoch 715 | loss: 0.000435916 | val_loss: 0.000451749 | Time: 1517.28 ms [2020-12-21 05:04:03 main:581] : INFO : Epoch 716 | loss: 0.000435717 | val_loss: 0.000451228 | Time: 1557.24 ms [2020-12-21 05:04:05 main:581] : INFO : Epoch 717 | loss: 0.000441152 | val_loss: 0.000469181 | Time: 1515.57 ms [2020-12-21 05:04:06 main:581] : INFO : Epoch 718 | loss: 0.000454838 | val_loss: 0.000464213 | Time: 1506.93 ms [2020-12-21 05:04:08 main:581] : INFO : Epoch 719 | loss: 0.000439027 | val_loss: 0.000448832 | Time: 1535.87 ms [2020-12-21 05:04:10 main:581] : INFO : Epoch 720 | loss: 0.000433263 | val_loss: 0.000449639 | Time: 1512.07 ms [2020-12-21 05:04:11 main:581] : INFO : Epoch 721 | loss: 0.000436175 | val_loss: 0.000450763 | Time: 1502.28 ms [2020-12-21 05:04:13 main:581] : INFO : Epoch 722 | loss: 0.00045005 | val_loss: 0.000472056 | Time: 1521.08 ms [2020-12-21 05:04:14 main:581] : INFO : Epoch 723 | loss: 0.000469624 | val_loss: 0.000471405 | Time: 1523.3 ms [2020-12-21 05:04:16 main:581] : INFO : Epoch 724 | loss: 0.000443222 | val_loss: 0.000451611 | Time: 1489.27 ms [2020-12-21 05:04:17 main:581] : INFO : Epoch 725 | loss: 0.000435544 | val_loss: 0.000448706 | Time: 1445.78 ms [2020-12-21 05:04:19 main:581] : INFO : Epoch 726 | loss: 0.000432349 | val_loss: 0.000447804 | Time: 1492.44 ms [2020-12-21 05:04:20 main:581] : INFO : Epoch 727 | loss: 0.00043272 | val_loss: 0.000449202 | Time: 1487.07 ms [2020-12-21 05:04:21 main:581] : INFO : Epoch 728 | loss: 0.00044528 | val_loss: 0.000463493 | Time: 1482.92 ms [2020-12-21 05:04:23 main:581] : INFO : Epoch 729 | loss: 0.000440142 | val_loss: 0.000452309 | Time: 1514.97 ms [2020-12-21 05:04:24 main:581] : INFO : Epoch 730 | loss: 0.000442978 | val_loss: 0.000458156 | Time: 1483.78 ms [2020-12-21 05:04:26 main:581] : INFO : Epoch 731 | loss: 0.000437773 | val_loss: 0.000459309 | Time: 1464.43 ms [2020-12-21 05:04:27 main:581] : INFO : Epoch 732 | loss: 0.000444558 | val_loss: 0.000463426 | Time: 1447.93 ms [2020-12-21 05:04:29 main:581] : INFO : Epoch 733 | loss: 0.000440814 | val_loss: 0.000449498 | Time: 1465.04 ms [2020-12-21 05:04:30 main:581] : INFO : Epoch 734 | loss: 0.00043853 | val_loss: 0.000475267 | Time: 1489.75 ms [2020-12-21 05:04:32 main:581] : INFO : Epoch 735 | loss: 0.000477489 | val_loss: 0.000461704 | Time: 1523.73 ms [2020-12-21 05:04:33 main:581] : INFO : Epoch 736 | loss: 0.000438749 | val_loss: 0.000449262 | Time: 1499.52 ms [2020-12-21 05:04:35 main:581] : INFO : Epoch 737 | loss: 0.000434062 | val_loss: 0.000450228 | Time: 1489.73 ms [2020-12-21 05:04:36 main:581] : INFO : Epoch 738 | loss: 0.000448132 | val_loss: 0.000462198 | Time: 1541.64 ms [2020-12-21 05:04:38 main:581] : INFO : Epoch 739 | loss: 0.000438675 | val_loss: 0.000449638 | Time: 1501.68 ms [2020-12-21 05:04:39 main:581] : INFO : Epoch 740 | loss: 0.000433073 | val_loss: 0.000446866 | Time: 1495.13 ms [2020-12-21 05:04:41 main:581] : INFO : Epoch 741 | loss: 0.000437645 | val_loss: 0.000457523 | Time: 1475.9 ms [2020-12-21 05:04:42 main:581] : INFO : Epoch 742 | loss: 0.000437537 | val_loss: 0.000452538 | Time: 1503.96 ms [2020-12-21 05:04:44 main:581] : INFO : Epoch 743 | loss: 0.000435735 | val_loss: 0.000451974 | Time: 1498.45 ms [2020-12-21 05:04:45 main:581] : INFO : Epoch 744 | loss: 0.000451068 | val_loss: 0.00048766 | Time: 1472.89 ms [2020-12-21 05:04:47 main:581] : INFO : Epoch 745 | loss: 0.000457931 | val_loss: 0.000452823 | Time: 1499.51 ms [2020-12-21 05:04:48 main:581] : INFO : Epoch 746 | loss: 0.000442771 | val_loss: 0.000456385 | Time: 1501.19 ms [2020-12-21 05:04:50 main:581] : INFO : Epoch 747 | loss: 0.000441647 | val_loss: 0.000456563 | Time: 1476.85 ms [2020-12-21 05:04:51 main:581] : INFO : Epoch 748 | loss: 0.000439725 | val_loss: 0.000459289 | Time: 1488.63 ms [2020-12-21 05:04:53 main:581] : INFO : Epoch 749 | loss: 0.000437226 | val_loss: 0.000449938 | Time: 1524.92 ms [2020-12-21 05:04:54 main:581] : INFO : Epoch 750 | loss: 0.000433962 | val_loss: 0.000447134 | Time: 1532.71 ms [2020-12-21 05:04:56 main:581] : INFO : Epoch 751 | loss: 0.000434432 | val_loss: 0.000462289 | Time: 1497.42 ms [2020-12-21 05:04:57 main:581] : INFO : Epoch 752 | loss: 0.00046336 | val_loss: 0.000475881 | Time: 1484.32 ms [2020-12-21 05:04:59 main:581] : INFO : Epoch 753 | loss: 0.000458499 | val_loss: 0.000462766 | Time: 1425.63 ms [2020-12-21 05:05:00 main:581] : INFO : Epoch 754 | loss: 0.000440217 | val_loss: 0.000449249 | Time: 1416.9 ms [2020-12-21 05:05:02 main:581] : INFO : Epoch 755 | loss: 0.000432606 | val_loss: 0.000447204 | Time: 1403.71 ms [2020-12-21 05:05:03 main:581] : INFO : Epoch 756 | loss: 0.000431235 | val_loss: 0.000449103 | Time: 1440.95 ms [2020-12-21 05:05:05 main:581] : INFO : Epoch 757 | loss: 0.000439951 | val_loss: 0.00045984 | Time: 1537.82 ms [2020-12-21 05:05:06 main:581] : INFO : Epoch 758 | loss: 0.000440074 | val_loss: 0.000454116 | Time: 1536.02 ms [2020-12-21 05:05:08 main:581] : INFO : Epoch 759 | loss: 0.000439522 | val_loss: 0.000453192 | Time: 1496.2 ms [2020-12-21 05:05:09 main:581] : INFO : Epoch 760 | loss: 0.00043406 | val_loss: 0.000449552 | Time: 1483.85 ms [2020-12-21 05:05:11 main:581] : INFO : Epoch 761 | loss: 0.000457448 | val_loss: 0.000470918 | Time: 1486.79 ms [2020-12-21 05:05:12 main:581] : INFO : Epoch 762 | loss: 0.000443691 | val_loss: 0.000450375 | Time: 1549.41 ms [2020-12-21 05:05:14 main:581] : INFO : Epoch 763 | loss: 0.000437246 | val_loss: 0.000448877 | Time: 1543.62 ms [2020-12-21 05:05:15 main:581] : INFO : Epoch 764 | loss: 0.000435595 | val_loss: 0.000454273 | Time: 1477.48 ms [2020-12-21 05:05:17 main:581] : INFO : Epoch 765 | loss: 0.00044438 | val_loss: 0.000453905 | Time: 1489.45 ms [2020-12-21 05:05:18 main:581] : INFO : Epoch 766 | loss: 0.00043913 | val_loss: 0.00045405 | Time: 1470.76 ms [2020-12-21 05:05:20 main:581] : INFO : Epoch 767 | loss: 0.000437657 | val_loss: 0.000450154 | Time: 1540.23 ms [2020-12-21 05:05:21 main:581] : INFO : Epoch 768 | loss: 0.00044599 | val_loss: 0.000503591 | Time: 1492.92 ms [2020-12-21 05:05:23 main:581] : INFO : Epoch 769 | loss: 0.000454464 | val_loss: 0.000461609 | Time: 1502.51 ms [2020-12-21 05:05:24 main:581] : INFO : Epoch 770 | loss: 0.000437742 | val_loss: 0.000449987 | Time: 1480 ms [2020-12-21 05:05:26 main:581] : INFO : Epoch 771 | loss: 0.000440588 | val_loss: 0.00047502 | Time: 1514.87 ms [2020-12-21 05:05:27 main:581] : INFO : Epoch 772 | loss: 0.000441637 | val_loss: 0.000451781 | Time: 1490.58 ms [2020-12-21 05:05:29 main:581] : INFO : Epoch 773 | loss: 0.000434452 | val_loss: 0.000450597 | Time: 1509.69 ms [2020-12-21 05:05:30 main:581] : INFO : Epoch 774 | loss: 0.000435835 | val_loss: 0.000461002 | Time: 1470.22 ms [2020-12-21 05:05:32 main:581] : INFO : Epoch 775 | loss: 0.00044081 | val_loss: 0.000450786 | Time: 1491.04 ms [2020-12-21 05:05:33 main:581] : INFO : Epoch 776 | loss: 0.000437726 | val_loss: 0.00046293 | Time: 1517.95 ms [2020-12-21 05:05:35 main:581] : INFO : Epoch 777 | loss: 0.000452853 | val_loss: 0.000450311 | Time: 1500.66 ms [2020-12-21 05:05:36 main:581] : INFO : Epoch 778 | loss: 0.00043509 | val_loss: 0.000452931 | Time: 1487.85 ms [2020-12-21 05:05:38 main:581] : INFO : Epoch 779 | loss: 0.000434505 | val_loss: 0.000459527 | Time: 1489.96 ms [2020-12-21 05:05:39 main:581] : INFO : Epoch 780 | loss: 0.000441902 | val_loss: 0.000453173 | Time: 1508.23 ms [2020-12-21 05:05:41 main:581] : INFO : Epoch 781 | loss: 0.000437548 | val_loss: 0.000454484 | Time: 1474.37 ms [2020-12-21 05:05:42 main:581] : INFO : Epoch 782 | loss: 0.000441806 | val_loss: 0.000469165 | Time: 1552.01 ms [2020-12-21 05:05:44 main:581] : INFO : Epoch 783 | loss: 0.000455455 | val_loss: 0.000472973 | Time: 1475.41 ms [2020-12-21 05:05:45 main:581] : INFO : Epoch 784 | loss: 0.000444795 | val_loss: 0.000451163 | Time: 1443.83 ms [2020-12-21 05:05:47 main:581] : INFO : Epoch 785 | loss: 0.000438851 | val_loss: 0.000450956 | Time: 1464.19 ms [2020-12-21 05:05:48 main:581] : INFO : Epoch 786 | loss: 0.000437561 | val_loss: 0.000451778 | Time: 1497.26 ms [2020-12-21 05:05:49 main:581] : INFO : Epoch 787 | loss: 0.000438194 | val_loss: 0.000457136 | Time: 1465.87 ms [2020-12-21 05:05:51 main:581] : INFO : Epoch 788 | loss: 0.000442647 | val_loss: 0.000452693 | Time: 1476.97 ms [2020-12-21 05:05:52 main:581] : INFO : Epoch 789 | loss: 0.000434761 | val_loss: 0.000450664 | Time: 1483.54 ms [2020-12-21 05:05:54 main:581] : INFO : Epoch 790 | loss: 0.000463606 | val_loss: 0.000474002 | Time: 1502.21 ms [2020-12-21 05:05:55 main:581] : INFO : Epoch 791 | loss: 0.000444264 | val_loss: 0.00045095 | Time: 1489.38 ms [2020-12-21 05:05:57 main:581] : INFO : Epoch 792 | loss: 0.000434752 | val_loss: 0.000450433 | Time: 1515.3 ms [2020-12-21 05:05:58 main:581] : INFO : Epoch 793 | loss: 0.000435485 | val_loss: 0.000450379 | Time: 1521.82 ms [2020-12-21 05:06:00 main:581] : INFO : Epoch 794 | loss: 0.000438105 | val_loss: 0.000467019 | Time: 1553.41 ms [2020-12-21 05:06:02 main:581] : INFO : Epoch 795 | loss: 0.000443202 | val_loss: 0.000452896 | Time: 1511.02 ms [2020-12-21 05:06:03 main:581] : INFO : Epoch 796 | loss: 0.000438651 | val_loss: 0.00045567 | Time: 1451.54 ms [2020-12-21 05:06:04 main:581] : INFO : Epoch 797 | loss: 0.000437794 | val_loss: 0.000454905 | Time: 1466.6 ms [2020-12-21 05:06:06 main:581] : INFO : Epoch 798 | loss: 0.000448035 | val_loss: 0.000464673 | Time: 1469.53 ms [2020-12-21 05:06:07 main:581] : INFO : Epoch 799 | loss: 0.000443248 | val_loss: 0.000455194 | Time: 1457.59 ms [2020-12-21 05:06:09 main:581] : INFO : Epoch 800 | loss: 0.000438964 | val_loss: 0.000450462 | Time: 1493.66 ms [2020-12-21 05:06:10 main:581] : INFO : Epoch 801 | loss: 0.000438755 | val_loss: 0.000461926 | Time: 1495.11 ms [2020-12-21 05:06:12 main:581] : INFO : Epoch 802 | loss: 0.000446826 | val_loss: 0.000455755 | Time: 1505.07 ms [2020-12-21 05:06:13 main:581] : INFO : Epoch 803 | loss: 0.000440195 | val_loss: 0.000451346 | Time: 1516.44 ms [2020-12-21 05:06:15 main:581] : INFO : Epoch 804 | loss: 0.000434827 | val_loss: 0.000449538 | Time: 1458.92 ms [2020-12-21 05:06:16 main:581] : INFO : Epoch 805 | loss: 0.000437214 | val_loss: 0.000458181 | Time: 1485.94 ms [2020-12-21 05:06:18 main:581] : INFO : Epoch 806 | loss: 0.000440488 | val_loss: 0.000453988 | Time: 1456.96 ms [2020-12-21 05:06:19 main:581] : INFO : Epoch 807 | loss: 0.000443511 | val_loss: 0.00046274 | Time: 1476.14 ms [2020-12-21 05:06:21 main:581] : INFO : Epoch 808 | loss: 0.000438788 | val_loss: 0.000451513 | Time: 1482.13 ms [2020-12-21 05:06:22 main:581] : INFO : Epoch 809 | loss: 0.000437146 | val_loss: 0.000452503 | Time: 1473.29 ms [2020-12-21 05:06:24 main:581] : INFO : Epoch 810 | loss: 0.000449961 | val_loss: 0.000470147 | Time: 1464.45 ms [2020-12-21 05:06:25 main:581] : INFO : Epoch 811 | loss: 0.000445965 | val_loss: 0.000455356 | Time: 1458.01 ms [2020-12-21 05:06:27 main:581] : INFO : Epoch 812 | loss: 0.000437787 | val_loss: 0.000446989 | Time: 1453.68 ms [2020-12-21 05:06:28 main:581] : INFO : Epoch 813 | loss: 0.000434433 | val_loss: 0.00045339 | Time: 1500.65 ms [2020-12-21 05:06:30 main:581] : INFO : Epoch 814 | loss: 0.000453926 | val_loss: 0.000505265 | Time: 1469.52 ms [2020-12-21 05:06:31 main:581] : INFO : Epoch 815 | loss: 0.00045242 | val_loss: 0.0004605 | Time: 1472.7 ms [2020-12-21 05:06:33 main:581] : INFO : Epoch 816 | loss: 0.000437728 | val_loss: 0.000453016 | Time: 1459.81 ms [2020-12-21 05:06:34 main:581] : INFO : Epoch 817 | loss: 0.000433742 | val_loss: 0.000447342 | Time: 1463.28 ms [2020-12-21 05:06:35 main:581] : INFO : Epoch 818 | loss: 0.000433901 | val_loss: 0.000448825 | Time: 1477.49 ms [2020-12-21 05:06:37 main:581] : INFO : Epoch 819 | loss: 0.000444254 | val_loss: 0.000470111 | Time: 1472.56 ms [2020-12-21 05:06:38 main:581] : INFO : Epoch 820 | loss: 0.000447271 | val_loss: 0.000454272 | Time: 1539.6 ms [2020-12-21 05:06:40 main:581] : INFO : Epoch 821 | loss: 0.000436257 | val_loss: 0.000449195 | Time: 1480.44 ms [2020-12-21 05:06:41 main:581] : INFO : Epoch 822 | loss: 0.000436114 | val_loss: 0.000451168 | Time: 1429.01 ms [2020-12-21 05:06:43 main:581] : INFO : Epoch 823 | loss: 0.000438233 | val_loss: 0.000472587 | Time: 1471.91 ms [2020-12-21 05:06:44 main:581] : INFO : Epoch 824 | loss: 0.00046036 | val_loss: 0.000456387 | Time: 1480.09 ms [2020-12-21 05:06:46 main:581] : INFO : Epoch 825 | loss: 0.000436055 | val_loss: 0.000447699 | Time: 1447.63 ms [2020-12-21 05:06:47 main:581] : INFO : Epoch 826 | loss: 0.000432779 | val_loss: 0.000447647 | Time: 1492.44 ms [2020-12-21 05:06:49 main:581] : INFO : Epoch 827 | loss: 0.000442201 | val_loss: 0.000482907 | Time: 1506.31 ms [2020-12-21 05:06:50 main:581] : INFO : Epoch 828 | loss: 0.000444192 | val_loss: 0.000454763 | Time: 1493.15 ms [2020-12-21 05:06:52 main:581] : INFO : Epoch 829 | loss: 0.000433808 | val_loss: 0.000447741 | Time: 1491.85 ms [2020-12-21 05:06:53 main:581] : INFO : Epoch 830 | loss: 0.000435587 | val_loss: 0.000460974 | Time: 1487.11 ms [2020-12-21 05:06:55 main:581] : INFO : Epoch 831 | loss: 0.000446705 | val_loss: 0.000459616 | Time: 1427.99 ms [2020-12-21 05:06:56 main:581] : INFO : Epoch 832 | loss: 0.000449307 | val_loss: 0.000457349 | Time: 1467.58 ms [2020-12-21 05:06:58 main:581] : INFO : Epoch 833 | loss: 0.000438142 | val_loss: 0.000450225 | Time: 1456.61 ms [2020-12-21 05:06:59 main:581] : INFO : Epoch 834 | loss: 0.000436294 | val_loss: 0.000450211 | Time: 1486.11 ms [2020-12-21 05:07:01 main:581] : INFO : Epoch 835 | loss: 0.000436614 | val_loss: 0.000455558 | Time: 1502.04 ms [2020-12-21 05:07:02 main:581] : INFO : Epoch 836 | loss: 0.000442437 | val_loss: 0.0004595 | Time: 1528.36 ms [2020-12-21 05:07:04 main:581] : INFO : Epoch 837 | loss: 0.000440117 | val_loss: 0.000450872 | Time: 1474.92 ms [2020-12-21 05:07:05 main:581] : INFO : Epoch 838 | loss: 0.000435281 | val_loss: 0.000451956 | Time: 1463.47 ms [2020-12-21 05:07:07 main:581] : INFO : Epoch 839 | loss: 0.000436952 | val_loss: 0.000450318 | Time: 1463.38 ms [2020-12-21 05:07:08 main:581] : INFO : Epoch 840 | loss: 0.000450144 | val_loss: 0.000457789 | Time: 1446.46 ms [2020-12-21 05:07:09 main:581] : INFO : Epoch 841 | loss: 0.000442438 | val_loss: 0.000457834 | Time: 1466.28 ms [2020-12-21 05:07:11 main:581] : INFO : Epoch 842 | loss: 0.000441971 | val_loss: 0.000476952 | Time: 1474.92 ms [2020-12-21 05:07:12 main:581] : INFO : Epoch 843 | loss: 0.000446911 | val_loss: 0.000451463 | Time: 1444.37 ms [2020-12-21 05:07:14 main:581] : INFO : Epoch 844 | loss: 0.00043837 | val_loss: 0.000451718 | Time: 1473.15 ms [2020-12-21 05:07:15 main:581] : INFO : Epoch 845 | loss: 0.000437647 | val_loss: 0.0004505 | Time: 1456.49 ms [2020-12-21 05:07:17 main:581] : INFO : Epoch 846 | loss: 0.000436107 | val_loss: 0.000456127 | Time: 1475.39 ms [2020-12-21 05:07:18 main:581] : INFO : Epoch 847 | loss: 0.000443096 | val_loss: 0.000452015 | Time: 1453.68 ms [2020-12-21 05:07:20 main:581] : INFO : Epoch 848 | loss: 0.000435894 | val_loss: 0.000452032 | Time: 1462.32 ms [2020-12-21 05:07:21 main:581] : INFO : Epoch 849 | loss: 0.000452266 | val_loss: 0.00046922 | Time: 1475.64 ms [2020-12-21 05:07:23 main:581] : INFO : Epoch 850 | loss: 0.00044818 | val_loss: 0.000451491 | Time: 1458.99 ms [2020-12-21 05:07:24 main:581] : INFO : Epoch 851 | loss: 0.000434964 | val_loss: 0.000449549 | Time: 1480.81 ms [2020-12-21 05:07:26 main:581] : INFO : Epoch 852 | loss: 0.000434265 | val_loss: 0.000451359 | Time: 1489.03 ms [2020-12-21 05:07:27 main:581] : INFO : Epoch 853 | loss: 0.000438072 | val_loss: 0.000454297 | Time: 1493.67 ms [2020-12-21 05:07:29 main:581] : INFO : Epoch 854 | loss: 0.000439805 | val_loss: 0.000468326 | Time: 1500.56 ms [2020-12-21 05:07:30 main:581] : INFO : Epoch 855 | loss: 0.000446711 | val_loss: 0.00045582 | Time: 1501.2 ms [2020-12-21 05:07:32 main:581] : INFO : Epoch 856 | loss: 0.000434357 | val_loss: 0.000448493 | Time: 1506.18 ms [2020-12-21 05:07:33 main:581] : INFO : Epoch 857 | loss: 0.000436918 | val_loss: 0.000463957 | Time: 1500.7 ms [2020-12-21 05:07:35 main:581] : INFO : Epoch 858 | loss: 0.000462816 | val_loss: 0.000467608 | Time: 1509.38 ms [2020-12-21 05:07:36 main:581] : INFO : Epoch 859 | loss: 0.000443308 | val_loss: 0.00045162 | Time: 1504.65 ms [2020-12-21 05:07:38 main:581] : INFO : Epoch 860 | loss: 0.000436782 | val_loss: 0.000446502 | Time: 1545.33 ms [2020-12-21 05:07:39 main:581] : INFO : Epoch 861 | loss: 0.000430832 | val_loss: 0.000446197 | Time: 1519.77 ms [2020-12-21 05:07:41 main:581] : INFO : Epoch 862 | loss: 0.000434508 | val_loss: 0.000457822 | Time: 1492.48 ms [2020-12-21 05:07:42 main:581] : INFO : Epoch 863 | loss: 0.000445233 | val_loss: 0.000450993 | Time: 1522.14 ms [2020-12-21 05:07:44 main:581] : INFO : Epoch 864 | loss: 0.000438392 | val_loss: 0.000453379 | Time: 1480.3 ms [2020-12-21 05:07:45 main:581] : INFO : Epoch 865 | loss: 0.000438828 | val_loss: 0.000450852 | Time: 1463.28 ms [2020-12-21 05:07:47 main:581] : INFO : Epoch 866 | loss: 0.000433385 | val_loss: 0.000451683 | Time: 1455.74 ms [2020-12-21 05:07:48 main:581] : INFO : Epoch 867 | loss: 0.000439007 | val_loss: 0.000452544 | Time: 1470.51 ms [2020-12-21 05:07:50 main:581] : INFO : Epoch 868 | loss: 0.000455599 | val_loss: 0.000474356 | Time: 1456.07 ms [2020-12-21 05:07:51 main:581] : INFO : Epoch 869 | loss: 0.00044533 | val_loss: 0.000453314 | Time: 1498.63 ms [2020-12-21 05:07:53 main:581] : INFO : Epoch 870 | loss: 0.000434268 | val_loss: 0.000451026 | Time: 1514.79 ms [2020-12-21 05:07:54 main:581] : INFO : Epoch 871 | loss: 0.000448014 | val_loss: 0.000457613 | Time: 1570.51 ms [2020-12-21 05:07:56 main:581] : INFO : Epoch 872 | loss: 0.000447274 | val_loss: 0.00046163 | Time: 1473.39 ms [2020-12-21 05:07:57 main:581] : INFO : Epoch 873 | loss: 0.000438289 | val_loss: 0.000450831 | Time: 1484.23 ms [2020-12-21 05:07:59 main:581] : INFO : Epoch 874 | loss: 0.000433787 | val_loss: 0.000452631 | Time: 1507.46 ms [2020-12-21 05:08:00 main:581] : INFO : Epoch 875 | loss: 0.000443084 | val_loss: 0.000454598 | Time: 1505.73 ms [2020-12-21 05:08:02 main:581] : INFO : Epoch 876 | loss: 0.000436034 | val_loss: 0.000447963 | Time: 1507.48 ms [2020-12-21 05:08:03 main:581] : INFO : Epoch 877 | loss: 0.000436873 | val_loss: 0.000455137 | Time: 1522.05 ms [2020-12-21 05:08:05 main:581] : INFO : Epoch 878 | loss: 0.00043828 | val_loss: 0.000450973 | Time: 1484.85 ms [2020-12-21 05:08:06 main:581] : INFO : Epoch 879 | loss: 0.000444614 | val_loss: 0.000470509 | Time: 1492.3 ms [2020-12-21 05:08:08 main:581] : INFO : Epoch 880 | loss: 0.000439613 | val_loss: 0.000450365 | Time: 1496.44 ms [2020-12-21 05:08:09 main:581] : INFO : Epoch 881 | loss: 0.000434727 | val_loss: 0.00045382 | Time: 1445.34 ms [2020-12-21 05:08:11 main:581] : INFO : Epoch 882 | loss: 0.000445091 | val_loss: 0.000468568 | Time: 1483.24 ms [2020-12-21 05:08:12 main:581] : INFO : Epoch 883 | loss: 0.000449198 | val_loss: 0.000463897 | Time: 1455.23 ms [2020-12-21 05:08:13 main:581] : INFO : Epoch 884 | loss: 0.000438464 | val_loss: 0.00045061 | Time: 1477.82 ms [2020-12-21 05:08:15 main:581] : INFO : Epoch 885 | loss: 0.000440765 | val_loss: 0.000467019 | Time: 1458.53 ms [2020-12-21 05:08:16 main:581] : INFO : Epoch 886 | loss: 0.000438243 | val_loss: 0.000450943 | Time: 1484.43 ms [2020-12-21 05:08:18 main:581] : INFO : Epoch 887 | loss: 0.000437666 | val_loss: 0.000450159 | Time: 1490.45 ms [2020-12-21 05:08:19 main:581] : INFO : Epoch 888 | loss: 0.000437822 | val_loss: 0.000468667 | Time: 1481.01 ms [2020-12-21 05:08:21 main:581] : INFO : Epoch 889 | loss: 0.000455828 | val_loss: 0.000460592 | Time: 1455.06 ms [2020-12-21 05:08:22 main:581] : INFO : Epoch 890 | loss: 0.00043804 | val_loss: 0.000448981 | Time: 1473.86 ms [2020-12-21 05:08:24 main:581] : INFO : Epoch 891 | loss: 0.000434845 | val_loss: 0.000454551 | Time: 1458.23 ms [2020-12-21 05:08:25 main:581] : INFO : Epoch 892 | loss: 0.000439744 | val_loss: 0.000457248 | Time: 1484.03 ms [2020-12-21 05:08:27 main:581] : INFO : Epoch 893 | loss: 0.000436984 | val_loss: 0.000449606 | Time: 1504.88 ms [2020-12-21 05:08:28 main:581] : INFO : Epoch 894 | loss: 0.000436425 | val_loss: 0.000454917 | Time: 1527.36 ms [2020-12-21 05:08:30 main:581] : INFO : Epoch 895 | loss: 0.000437232 | val_loss: 0.000450376 | Time: 1524.16 ms [2020-12-21 05:08:31 main:581] : INFO : Epoch 896 | loss: 0.000439305 | val_loss: 0.000463898 | Time: 1506 ms [2020-12-21 05:08:33 main:581] : INFO : Epoch 897 | loss: 0.000448975 | val_loss: 0.000453954 | Time: 1509.04 ms [2020-12-21 05:08:34 main:581] : INFO : Epoch 898 | loss: 0.000433326 | val_loss: 0.000447945 | Time: 1543.24 ms [2020-12-21 05:08:36 main:581] : INFO : Epoch 899 | loss: 0.000433994 | val_loss: 0.000468786 | Time: 1521.06 ms [2020-12-21 05:08:37 main:581] : INFO : Epoch 900 | loss: 0.00045471 | val_loss: 0.000466828 | Time: 1516.02 ms [2020-12-21 05:08:39 main:581] : INFO : Epoch 901 | loss: 0.000445039 | val_loss: 0.000450754 | Time: 1495.86 ms [2020-12-21 05:08:40 main:581] : INFO : Epoch 902 | loss: 0.000434502 | val_loss: 0.000447894 | Time: 1497.42 ms [2020-12-21 05:08:42 main:581] : INFO : Epoch 903 | loss: 0.000437352 | val_loss: 0.000454126 | Time: 1507.4 ms [2020-12-21 05:08:43 main:581] : INFO : Epoch 904 | loss: 0.000437465 | val_loss: 0.000451152 | Time: 1496.62 ms [2020-12-21 05:08:45 main:581] : INFO : Epoch 905 | loss: 0.000435057 | val_loss: 0.000456478 | Time: 1515.86 ms [2020-12-21 05:08:46 main:581] : INFO : Epoch 906 | loss: 0.000470602 | val_loss: 0.000499032 | Time: 1487.27 ms [2020-12-21 05:08:48 main:581] : INFO : Epoch 907 | loss: 0.000456659 | val_loss: 0.000457876 | Time: 1478.54 ms [2020-12-21 05:08:49 main:581] : INFO : Epoch 908 | loss: 0.000437669 | val_loss: 0.000450334 | Time: 1514.07 ms [2020-12-21 05:08:51 main:581] : INFO : Epoch 909 | loss: 0.000435135 | val_loss: 0.000450859 | Time: 1516.09 ms [2020-12-21 05:08:52 main:581] : INFO : Epoch 910 | loss: 0.000443759 | val_loss: 0.000457813 | Time: 1557.07 ms [2020-12-21 05:08:54 main:581] : INFO : Epoch 911 | loss: 0.000442185 | val_loss: 0.000450989 | Time: 1506.73 ms [2020-12-21 05:08:55 main:581] : INFO : Epoch 912 | loss: 0.000435532 | val_loss: 0.000449007 | Time: 1469.81 ms [2020-12-21 05:08:57 main:581] : INFO : Epoch 913 | loss: 0.000436095 | val_loss: 0.000455043 | Time: 1465.76 ms [2020-12-21 05:08:58 main:581] : INFO : Epoch 914 | loss: 0.000437148 | val_loss: 0.000450746 | Time: 1477.01 ms [2020-12-21 05:09:00 main:581] : INFO : Epoch 915 | loss: 0.00043794 | val_loss: 0.000451144 | Time: 1521.1 ms [2020-12-21 05:09:01 main:581] : INFO : Epoch 916 | loss: 0.000441085 | val_loss: 0.000463521 | Time: 1501.68 ms [2020-12-21 05:09:03 main:581] : INFO : Epoch 917 | loss: 0.000455548 | val_loss: 0.000464606 | Time: 1464.89 ms [2020-12-21 05:09:04 main:581] : INFO : Epoch 918 | loss: 0.000446827 | val_loss: 0.000451805 | Time: 1478.78 ms [2020-12-21 05:09:06 main:581] : INFO : Epoch 919 | loss: 0.000435512 | val_loss: 0.000448212 | Time: 1469.93 ms [2020-12-21 05:09:07 main:581] : INFO : Epoch 920 | loss: 0.000432797 | val_loss: 0.000449356 | Time: 1477.75 ms [2020-12-21 05:09:09 main:581] : INFO : Epoch 921 | loss: 0.000433706 | val_loss: 0.000451155 | Time: 1498.17 ms [2020-12-21 05:09:10 main:581] : INFO : Epoch 922 | loss: 0.000449953 | val_loss: 0.000467916 | Time: 1482.96 ms [2020-12-21 05:09:12 main:581] : INFO : Epoch 923 | loss: 0.000441116 | val_loss: 0.000459003 | Time: 1483.41 ms [2020-12-21 05:09:13 main:581] : INFO : Epoch 924 | loss: 0.00044337 | val_loss: 0.000456083 | Time: 1489.61 ms [2020-12-21 05:09:15 main:581] : INFO : Epoch 925 | loss: 0.000444067 | val_loss: 0.000453623 | Time: 1516.23 ms [2020-12-21 05:09:16 main:581] : INFO : Epoch 926 | loss: 0.000436729 | val_loss: 0.000452229 | Time: 1494.83 ms [2020-12-21 05:09:18 main:581] : INFO : Epoch 927 | loss: 0.000434858 | val_loss: 0.000447638 | Time: 1505.99 ms [2020-12-21 05:09:19 main:581] : INFO : Epoch 928 | loss: 0.000433821 | val_loss: 0.000455079 | Time: 1500.74 ms [2020-12-21 05:09:21 main:581] : INFO : Epoch 929 | loss: 0.000458323 | val_loss: 0.00046371 | Time: 1512.46 ms [2020-12-21 05:09:22 main:581] : INFO : Epoch 930 | loss: 0.000440747 | val_loss: 0.000451439 | Time: 1499.9 ms [2020-12-21 05:09:24 main:581] : INFO : Epoch 931 | loss: 0.000433741 | val_loss: 0.000450062 | Time: 1480.91 ms [2020-12-21 05:09:25 main:581] : INFO : Epoch 932 | loss: 0.000444427 | val_loss: 0.000457095 | Time: 1445.28 ms [2020-12-21 05:09:27 main:581] : INFO : Epoch 933 | loss: 0.000436266 | val_loss: 0.000451968 | Time: 1450.14 ms [2020-12-21 05:09:28 main:581] : INFO : Epoch 934 | loss: 0.000435354 | val_loss: 0.000456114 | Time: 1441.92 ms [2020-12-21 05:09:30 main:581] : INFO : Epoch 935 | loss: 0.000439841 | val_loss: 0.000450944 | Time: 1478.86 ms [2020-12-21 05:09:31 main:581] : INFO : Epoch 936 | loss: 0.000448497 | val_loss: 0.000464016 | Time: 1506.07 ms [2020-12-21 05:09:33 main:581] : INFO : Epoch 937 | loss: 0.00044123 | val_loss: 0.000454528 | Time: 1519.13 ms [2020-12-21 05:09:34 main:581] : INFO : Epoch 938 | loss: 0.000437065 | val_loss: 0.000452278 | Time: 1481.21 ms [2020-12-21 05:09:36 main:581] : INFO : Epoch 939 | loss: 0.000433976 | val_loss: 0.000454023 | Time: 1463.22 ms [2020-12-21 05:09:37 main:581] : INFO : Epoch 940 | loss: 0.000448712 | val_loss: 0.000489784 | Time: 1483.8 ms [2020-12-21 05:09:38 main:581] : INFO : Epoch 941 | loss: 0.000456373 | val_loss: 0.000452922 | Time: 1476.09 ms [2020-12-21 05:09:40 main:581] : INFO : Epoch 942 | loss: 0.00043546 | val_loss: 0.000453102 | Time: 1502.43 ms [2020-12-21 05:09:41 main:581] : INFO : Epoch 943 | loss: 0.000439739 | val_loss: 0.00045618 | Time: 1500.91 ms [2020-12-21 05:09:43 main:581] : INFO : Epoch 944 | loss: 0.000439678 | val_loss: 0.000453682 | Time: 1486.84 ms [2020-12-21 05:09:44 main:581] : INFO : Epoch 945 | loss: 0.000436825 | val_loss: 0.000454186 | Time: 1506.15 ms [2020-12-21 05:09:46 main:581] : INFO : Epoch 946 | loss: 0.000438602 | val_loss: 0.000456221 | Time: 1494.92 ms [2020-12-21 05:09:47 main:581] : INFO : Epoch 947 | loss: 0.000435515 | val_loss: 0.000457866 | Time: 1478.15 ms [2020-12-21 05:09:49 main:581] : INFO : Epoch 948 | loss: 0.000442835 | val_loss: 0.000465449 | Time: 1461.55 ms [2020-12-21 05:09:50 main:581] : INFO : Epoch 949 | loss: 0.00044317 | val_loss: 0.000453898 | Time: 1472.44 ms [2020-12-21 05:09:52 main:581] : INFO : Epoch 950 | loss: 0.00043846 | val_loss: 0.00044937 | Time: 1507.41 ms [2020-12-21 05:09:53 main:581] : INFO : Epoch 951 | loss: 0.000433606 | val_loss: 0.000450221 | Time: 1474.48 ms [2020-12-21 05:09:55 main:581] : INFO : Epoch 952 | loss: 0.000444048 | val_loss: 0.000459834 | Time: 1451.15 ms [2020-12-21 05:09:56 main:581] : INFO : Epoch 953 | loss: 0.000438153 | val_loss: 0.000450828 | Time: 1490.27 ms [2020-12-21 05:09:58 main:581] : INFO : Epoch 954 | loss: 0.000434903 | val_loss: 0.000450675 | Time: 1516.32 ms [2020-12-21 05:09:59 main:581] : INFO : Epoch 955 | loss: 0.000435737 | val_loss: 0.000464661 | Time: 1463.98 ms [2020-12-21 05:10:01 main:581] : INFO : Epoch 956 | loss: 0.000456974 | val_loss: 0.000466799 | Time: 1488.1 ms [2020-12-21 05:10:02 main:581] : INFO : Epoch 957 | loss: 0.000446462 | val_loss: 0.000453379 | Time: 1497.28 ms [2020-12-21 05:10:04 main:581] : INFO : Epoch 958 | loss: 0.000435992 | val_loss: 0.000450415 | Time: 1546.36 ms [2020-12-21 05:10:05 main:581] : INFO : Epoch 959 | loss: 0.000433786 | val_loss: 0.000448135 | Time: 1437.9 ms [2020-12-21 05:10:07 main:581] : INFO : Epoch 960 | loss: 0.000432549 | val_loss: 0.00044697 | Time: 1451.73 ms [2020-12-21 05:10:08 main:581] : INFO : Epoch 961 | loss: 0.000441249 | val_loss: 0.000478703 | Time: 1487.87 ms [2020-12-21 05:10:10 main:581] : INFO : Epoch 962 | loss: 0.000449757 | val_loss: 0.0004576 | Time: 1465.71 ms [2020-12-21 05:10:11 main:581] : INFO : Epoch 963 | loss: 0.000444558 | val_loss: 0.000458325 | Time: 1492.5 ms [2020-12-21 05:10:13 main:581] : INFO : Epoch 964 | loss: 0.000450043 | val_loss: 0.000461774 | Time: 1456.71 ms [2020-12-21 05:10:14 main:581] : INFO : Epoch 965 | loss: 0.000442978 | val_loss: 0.000457838 | Time: 1476.6 ms [2020-12-21 05:10:16 main:581] : INFO : Epoch 966 | loss: 0.000438242 | val_loss: 0.00045492 | Time: 1457.49 ms [2020-12-21 05:10:17 main:581] : INFO : Epoch 967 | loss: 0.000447184 | val_loss: 0.000455968 | Time: 1480.24 ms [2020-12-21 05:10:19 main:581] : INFO : Epoch 968 | loss: 0.000444442 | val_loss: 0.000452572 | Time: 1470.02 ms [2020-12-21 05:10:20 main:581] : INFO : Epoch 969 | loss: 0.000446314 | val_loss: 0.000487362 | Time: 1501.24 ms [2020-12-21 05:10:22 main:581] : INFO : Epoch 970 | loss: 0.000461984 | val_loss: 0.000459141 | Time: 1527.55 ms [2020-12-21 05:10:23 main:581] : INFO : Epoch 971 | loss: 0.000444333 | val_loss: 0.000464566 | Time: 1531.79 ms [2020-12-21 05:10:25 main:581] : INFO : Epoch 972 | loss: 0.00044409 | val_loss: 0.000460593 | Time: 1522.47 ms [2020-12-21 05:10:26 main:581] : INFO : Epoch 973 | loss: 0.000440491 | val_loss: 0.000452677 | Time: 1489.24 ms [2020-12-21 05:10:28 main:581] : INFO : Epoch 974 | loss: 0.000437003 | val_loss: 0.000448332 | Time: 1465.3 ms [2020-12-21 05:10:29 main:581] : INFO : Epoch 975 | loss: 0.000434218 | val_loss: 0.000454604 | Time: 1521.81 ms [2020-12-21 05:10:31 main:581] : INFO : Epoch 976 | loss: 0.000436131 | val_loss: 0.000446921 | Time: 1526.03 ms [2020-12-21 05:10:32 main:581] : INFO : Epoch 977 | loss: 0.000431269 | val_loss: 0.000450431 | Time: 1474.69 ms [2020-12-21 05:10:34 main:581] : INFO : Epoch 978 | loss: 0.000498272 | val_loss: 0.000527505 | Time: 1527.98 ms [2020-12-21 05:10:35 main:581] : INFO : Epoch 979 | loss: 0.000573569 | val_loss: 0.00084252 | Time: 1531.07 ms [2020-12-21 05:10:37 main:581] : INFO : Epoch 980 | loss: 0.00180091 | val_loss: 0.00307735 | Time: 1490.58 ms [2020-12-21 05:10:38 main:581] : INFO : Epoch 981 | loss: 0.00194902 | val_loss: 0.000980902 | Time: 1479.95 ms [2020-12-21 05:10:40 main:581] : INFO : Epoch 982 | loss: 0.000787512 | val_loss: 0.000660387 | Time: 1466.48 ms [2020-12-21 05:10:41 main:581] : INFO : Epoch 983 | loss: 0.000597587 | val_loss: 0.000552857 | Time: 1523.71 ms [2020-12-21 05:10:43 main:581] : INFO : Epoch 984 | loss: 0.000537214 | val_loss: 0.000538008 | Time: 1519.32 ms [2020-12-21 05:10:44 main:581] : INFO : Epoch 985 | loss: 0.00052617 | val_loss: 0.000531054 | Time: 1503.16 ms [2020-12-21 05:10:46 main:581] : INFO : Epoch 986 | loss: 0.000518747 | val_loss: 0.000524828 | Time: 1454.39 ms [2020-12-21 05:10:47 main:581] : INFO : Epoch 987 | loss: 0.00051458 | val_loss: 0.000523935 | Time: 1433 ms [2020-12-21 05:10:48 main:581] : INFO : Epoch 988 | loss: 0.000513409 | val_loss: 0.000525919 | Time: 1472.4 ms [2020-12-21 05:10:50 main:581] : INFO : Epoch 989 | loss: 0.000519086 | val_loss: 0.000524798 | Time: 1499.92 ms [2020-12-21 05:10:51 main:581] : INFO : Epoch 990 | loss: 0.000513047 | val_loss: 0.000521951 | Time: 1470.86 ms [2020-12-21 05:10:53 main:581] : INFO : Epoch 991 | loss: 0.000508752 | val_loss: 0.000512777 | Time: 1497.54 ms [2020-12-21 05:10:54 main:581] : INFO : Epoch 992 | loss: 0.000504825 | val_loss: 0.000512373 | Time: 1486.37 ms [2020-12-21 05:10:56 main:581] : INFO : Epoch 993 | loss: 0.000503299 | val_loss: 0.000513249 | Time: 1512.1 ms [2020-12-21 05:10:57 main:581] : INFO : Epoch 994 | loss: 0.000507085 | val_loss: 0.000516134 | Time: 1523.93 ms [2020-12-21 05:10:59 main:581] : INFO : Epoch 995 | loss: 0.000507819 | val_loss: 0.000513369 | Time: 1512.15 ms [2020-12-21 05:11:00 main:581] : INFO : Epoch 996 | loss: 0.000502839 | val_loss: 0.000511857 | Time: 1500.08 ms [2020-12-21 05:11:02 main:581] : INFO : Epoch 997 | loss: 0.000502001 | val_loss: 0.000511795 | Time: 1494.34 ms [2020-12-21 05:11:03 main:581] : INFO : Epoch 998 | loss: 0.000504818 | val_loss: 0.000511196 | Time: 1510.93 ms [2020-12-21 05:11:05 main:581] : INFO : Epoch 999 | loss: 0.000502742 | val_loss: 0.000513443 | Time: 1486.97 ms [2020-12-21 05:11:06 main:581] : INFO : Epoch 1000 | loss: 0.000502371 | val_loss: 0.000508558 | Time: 1491.82 ms [2020-12-21 05:11:08 main:581] : INFO : Epoch 1001 | loss: 0.000500487 | val_loss: 0.000508807 | Time: 1447.39 ms [2020-12-21 05:11:09 main:581] : INFO : Epoch 1002 | loss: 0.000505981 | val_loss: 0.000542794 | Time: 1438.39 ms [2020-12-21 05:11:11 main:581] : INFO : Epoch 1003 | loss: 0.00053257 | val_loss: 0.000526434 | Time: 1423.1 ms [2020-12-21 05:11:12 main:581] : INFO : Epoch 1004 | loss: 0.000507905 | val_loss: 0.000511671 | Time: 1501.63 ms [2020-12-21 05:11:14 main:581] : INFO : Epoch 1005 | loss: 0.000502453 | val_loss: 0.000509331 | Time: 1474.24 ms [2020-12-21 05:11:15 main:581] : INFO : Epoch 1006 | loss: 0.000500498 | val_loss: 0.00051039 | Time: 1520.78 ms [2020-12-21 05:11:17 main:581] : INFO : Epoch 1007 | loss: 0.000500622 | val_loss: 0.00050922 | Time: 1474.3 ms [2020-12-21 05:11:18 main:581] : INFO : Epoch 1008 | loss: 0.000500273 | val_loss: 0.000509083 | Time: 1489.2 ms [2020-12-21 05:11:20 main:581] : INFO : Epoch 1009 | loss: 0.000502666 | val_loss: 0.000515641 | Time: 1481.97 ms [2020-12-21 05:11:21 main:581] : INFO : Epoch 1010 | loss: 0.00050347 | val_loss: 0.000508769 | Time: 1431.51 ms [2020-12-21 05:11:23 main:581] : INFO : Epoch 1011 | loss: 0.00050136 | val_loss: 0.000507895 | Time: 1459.86 ms [2020-12-21 05:11:24 main:581] : INFO : Epoch 1012 | loss: 0.000505327 | val_loss: 0.000521949 | Time: 1458.39 ms [2020-12-21 05:11:26 main:581] : INFO : Epoch 1013 | loss: 0.000512796 | val_loss: 0.000511656 | Time: 1482.99 ms [2020-12-21 05:11:27 main:581] : INFO : Epoch 1014 | loss: 0.000502715 | val_loss: 0.00050917 | Time: 1487.11 ms [2020-12-21 05:11:29 main:581] : INFO : Epoch 1015 | loss: 0.00049991 | val_loss: 0.000509584 | Time: 1463.08 ms [2020-12-21 05:11:30 main:581] : INFO : Epoch 1016 | loss: 0.000510324 | val_loss: 0.000506458 | Time: 1487.82 ms [2020-12-21 05:11:31 main:581] : INFO : Epoch 1017 | loss: 0.000504139 | val_loss: 0.000509654 | Time: 1496.98 ms [2020-12-21 05:11:33 main:581] : INFO : Epoch 1018 | loss: 0.000509669 | val_loss: 0.000561742 | Time: 1491.29 ms [2020-12-21 05:11:34 main:581] : INFO : Epoch 1019 | loss: 0.000537148 | val_loss: 0.000520814 | Time: 1501.91 ms [2020-12-21 05:11:36 main:581] : INFO : Epoch 1020 | loss: 0.000506702 | val_loss: 0.000507557 | Time: 1462.98 ms [2020-12-21 05:11:37 main:581] : INFO : Epoch 1021 | loss: 0.000501116 | val_loss: 0.000506528 | Time: 1493.35 ms [2020-12-21 05:11:39 main:581] : INFO : Epoch 1022 | loss: 0.000499843 | val_loss: 0.000507586 | Time: 1531.96 ms [2020-12-21 05:11:40 main:581] : INFO : Epoch 1023 | loss: 0.000503609 | val_loss: 0.000509883 | Time: 1510.62 ms [2020-12-21 05:11:42 main:581] : INFO : Epoch 1024 | loss: 0.000501669 | val_loss: 0.000509841 | Time: 1461.19 ms [2020-12-21 05:11:42 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000509841 [2020-12-21 05:11:42 main:610] : INFO : Saving end state to config to file [2020-12-21 05:11:42 main:615] : INFO : Success, exiting.. 05:11:42 (926862): 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)