Task 3323683
| Name | EightBitModified-1605455522-31061-6_1 |
| Workunit | 1510731 |
| Created | 18 Dec 2020, 3:29:20 UTC |
| Sent | 18 Dec 2020, 5:12:35 UTC |
| Report deadline | 25 Dec 2020, 5:12:35 UTC |
| Received | 18 Dec 2020, 19:31:19 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5259 |
| Run time | 24 min 46 sec |
| CPU time | 24 min 43 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>7.16.11</core_client_version> <![CDATA[ <stderr_txt> :581] : INFO : Epoch 510 | loss: 0.0198376 | val_loss: 0.0197588 | Time: 1401.61 ms [2020-12-18 14:18:43 main:581] : INFO : Epoch 511 | loss: 0.019721 | val_loss: 0.0206146 | Time: 1418.28 ms [2020-12-18 14:18:44 main:581] : INFO : Epoch 512 | loss: 0.0196068 | val_loss: 0.0193871 | Time: 1417.91 ms [2020-12-18 14:18:45 main:581] : INFO : Epoch 513 | loss: 0.019175 | val_loss: 0.0192032 | Time: 1443.54 ms [2020-12-18 14:18:47 main:581] : INFO : Epoch 514 | loss: 0.0188647 | val_loss: 0.01894 | Time: 1433.84 ms [2020-12-18 14:18:48 main:581] : INFO : Epoch 515 | loss: 0.0188407 | val_loss: 0.0188481 | Time: 1428.72 ms [2020-12-18 14:18:50 main:581] : INFO : Epoch 516 | loss: 0.0194053 | val_loss: 0.0219686 | Time: 1433.84 ms [2020-12-18 14:18:51 main:581] : INFO : Epoch 517 | loss: 0.0198659 | val_loss: 0.0191199 | Time: 1434.21 ms [2020-12-18 14:18:53 main:581] : INFO : Epoch 518 | loss: 0.0187495 | val_loss: 0.0186923 | Time: 1464.73 ms [2020-12-18 14:18:54 main:581] : INFO : Epoch 519 | loss: 0.0183425 | val_loss: 0.0184257 | Time: 1476.7 ms [2020-12-18 14:18:56 main:581] : INFO : Epoch 520 | loss: 0.0181495 | val_loss: 0.0183369 | Time: 1426.41 ms [2020-12-18 14:18:57 main:581] : INFO : Epoch 521 | loss: 0.0181251 | val_loss: 0.0182039 | Time: 1423.85 ms [2020-12-18 14:18:58 main:581] : INFO : Epoch 522 | loss: 0.017964 | val_loss: 0.0181025 | Time: 1476.19 ms [2020-12-18 14:19:00 main:581] : INFO : Epoch 523 | loss: 0.0178929 | val_loss: 0.0196089 | Time: 1449.55 ms [2020-12-18 14:19:01 main:581] : INFO : Epoch 524 | loss: 0.0192875 | val_loss: 0.0187807 | Time: 1452.57 ms [2020-12-18 14:19:03 main:581] : INFO : Epoch 525 | loss: 0.0190701 | val_loss: 0.0185226 | Time: 1473.26 ms [2020-12-18 14:19:04 main:581] : INFO : Epoch 526 | loss: 0.0180012 | val_loss: 0.0180058 | Time: 1453.87 ms [2020-12-18 14:19:06 main:581] : INFO : Epoch 527 | loss: 0.0176354 | val_loss: 0.0178086 | Time: 1453.3 ms [2020-12-18 14:19:07 main:581] : INFO : Epoch 528 | loss: 0.0175099 | val_loss: 0.017577 | Time: 1435 ms [2020-12-18 14:19:09 main:581] : INFO : Epoch 529 | loss: 0.0174839 | val_loss: 0.0179292 | Time: 1413.93 ms [2020-12-18 14:19:10 main:581] : INFO : Epoch 530 | loss: 0.0177063 | val_loss: 0.0176735 | Time: 1429.79 ms [2020-12-18 14:19:11 main:581] : INFO : Epoch 531 | loss: 0.0171958 | val_loss: 0.0171865 | Time: 1417.17 ms [2020-12-18 14:19:13 main:581] : INFO : Epoch 532 | loss: 0.0169232 | val_loss: 0.0171091 | Time: 1408.06 ms [2020-12-18 14:19:14 main:581] : INFO : Epoch 533 | loss: 0.0169104 | val_loss: 0.017284 | Time: 1486.6 ms [2020-12-18 14:19:16 main:581] : INFO : Epoch 534 | loss: 0.0168387 | val_loss: 0.016821 | Time: 1487.57 ms [2020-12-18 14:19:17 main:581] : INFO : Epoch 535 | loss: 0.0167723 | val_loss: 0.0167675 | Time: 1456.57 ms [2020-12-18 14:19:19 main:581] : INFO : Epoch 536 | loss: 0.0193161 | val_loss: 0.0189907 | Time: 1473.09 ms [2020-12-18 14:19:20 main:581] : INFO : Epoch 537 | loss: 0.0179255 | val_loss: 0.0172901 | Time: 1459 ms [2020-12-18 14:19:22 main:581] : INFO : Epoch 538 | loss: 0.016617 | val_loss: 0.0165464 | Time: 1443.88 ms [2020-12-18 14:19:23 main:581] : INFO : Epoch 539 | loss: 0.0161783 | val_loss: 0.0162601 | Time: 1424.96 ms [2020-12-18 14:19:25 main:581] : INFO : Epoch 540 | loss: 0.0160628 | val_loss: 0.0163643 | Time: 1437.68 ms [2020-12-18 14:19:26 main:581] : INFO : Epoch 541 | loss: 0.0159923 | val_loss: 0.016092 | Time: 1442.37 ms [2020-12-18 14:19:27 main:581] : INFO : Epoch 542 | loss: 0.0158352 | val_loss: 0.0159811 | Time: 1433.36 ms [2020-12-18 14:19:29 main:581] : INFO : Epoch 543 | loss: 0.015721 | val_loss: 0.0159211 | Time: 1430.87 ms [2020-12-18 14:19:30 main:581] : INFO : Epoch 544 | loss: 0.0157521 | val_loss: 0.0160418 | Time: 1414.79 ms [2020-12-18 14:19:32 main:581] : INFO : Epoch 545 | loss: 0.0158218 | val_loss: 0.0160152 | Time: 1433.56 ms [2020-12-18 14:19:33 main:581] : INFO : Epoch 546 | loss: 0.0156506 | val_loss: 0.0157639 | Time: 1428.04 ms [2020-12-18 14:19:35 main:581] : INFO : Epoch 547 | loss: 0.0154619 | val_loss: 0.0156375 | Time: 1431.33 ms [2020-12-18 14:19:36 main:581] : INFO : Epoch 548 | loss: 0.0208987 | val_loss: 0.0246324 | Time: 1432.91 ms [2020-12-18 14:19:37 main:581] : INFO : Epoch 549 | loss: 0.0196792 | val_loss: 0.0172698 | Time: 1453.86 ms [2020-12-18 14:19:39 main:581] : INFO : Epoch 550 | loss: 0.0163134 | val_loss: 0.0159548 | Time: 1436.88 ms [2020-12-18 14:19:40 main:581] : INFO : Epoch 551 | loss: 0.015487 | val_loss: 0.0154553 | Time: 1437.45 ms [2020-12-18 14:19:42 main:581] : INFO : Epoch 552 | loss: 0.0151206 | val_loss: 0.0152308 | Time: 1472.87 ms [2020-12-18 14:19:43 main:581] : INFO : Epoch 553 | loss: 0.0149251 | val_loss: 0.0150798 | Time: 1475.81 ms [2020-12-18 14:19:45 main:581] : INFO : Epoch 554 | loss: 0.0148116 | val_loss: 0.0150013 | Time: 1463.35 ms [2020-12-18 14:19:46 main:581] : INFO : Epoch 555 | loss: 0.0147401 | val_loss: 0.0149065 | Time: 1456.42 ms [2020-12-18 14:19:48 main:581] : INFO : Epoch 556 | loss: 0.0146826 | val_loss: 0.0148926 | Time: 1475.52 ms [2020-12-18 14:19:49 main:581] : INFO : Epoch 557 | loss: 0.0146347 | val_loss: 0.0148231 | Time: 1444.73 ms [2020-12-18 14:19:51 main:581] : INFO : Epoch 558 | loss: 0.0145474 | val_loss: 0.0147331 | Time: 1437.91 ms [2020-12-18 14:19:52 main:581] : INFO : Epoch 559 | loss: 0.0145095 | val_loss: 0.0146684 | Time: 1553.58 ms [2020-12-18 14:19:54 main:581] : INFO : Epoch 560 | loss: 0.0144505 | val_loss: 0.0148398 | Time: 1511.65 ms [2020-12-18 14:19:55 main:581] : INFO : Epoch 561 | loss: 0.0144771 | val_loss: 0.0146061 | Time: 1460.83 ms [2020-12-18 14:19:57 main:581] : INFO : Epoch 562 | loss: 0.0143898 | val_loss: 0.014629 | Time: 1463.12 ms [2020-12-18 14:19:58 main:581] : INFO : Epoch 563 | loss: 0.0143902 | val_loss: 0.0144627 | Time: 1428.03 ms [2020-12-18 14:19:59 main:581] : INFO : Epoch 564 | loss: 0.0142292 | val_loss: 0.0143687 | Time: 1458.54 ms [2020-12-18 14:20:01 main:581] : INFO : Epoch 565 | loss: 0.0141831 | val_loss: 0.0143578 | Time: 1425.68 ms [2020-12-18 14:20:02 main:581] : INFO : Epoch 566 | loss: 0.0141585 | val_loss: 0.0143256 | Time: 1418.28 ms [2020-12-18 14:20:04 main:581] : INFO : Epoch 567 | loss: 0.0141625 | val_loss: 0.0144024 | Time: 1401.34 ms [2020-12-18 14:20:05 main:581] : INFO : Epoch 568 | loss: 0.0141449 | val_loss: 0.0143018 | Time: 1432.08 ms [2020-12-18 14:20:07 main:581] : INFO : Epoch 569 | loss: 0.0140566 | val_loss: 0.0142013 | Time: 1419.27 ms [2020-12-18 14:20:08 main:581] : INFO : Epoch 570 | loss: 0.014023 | val_loss: 0.0142351 | Time: 1439.77 ms [2020-12-18 14:20:09 main:581] : INFO : Epoch 571 | loss: 0.0140596 | val_loss: 0.0141784 | Time: 1419.54 ms [2020-12-18 14:20:11 main:581] : INFO : Epoch 572 | loss: 0.0139258 | val_loss: 0.0140767 | Time: 1446.17 ms [2020-12-18 14:20:12 main:581] : INFO : Epoch 573 | loss: 0.0138984 | val_loss: 0.0141401 | Time: 1436.91 ms [2020-12-18 14:20:14 main:581] : INFO : Epoch 574 | loss: 0.0153365 | val_loss: 0.0154276 | Time: 1457.34 ms [2020-12-18 14:20:15 main:581] : INFO : Epoch 575 | loss: 0.0147738 | val_loss: 0.0145503 | Time: 1489.42 ms [2020-12-18 14:20:17 main:581] : INFO : Epoch 576 | loss: 0.0142365 | val_loss: 0.0142812 | Time: 1478.89 ms [2020-12-18 14:20:18 main:581] : INFO : Epoch 577 | loss: 0.0140407 | val_loss: 0.0141557 | Time: 1443.17 ms [2020-12-18 14:20:20 main:581] : INFO : Epoch 578 | loss: 0.0139468 | val_loss: 0.014115 | Time: 1466.18 ms [2020-12-18 14:20:21 main:581] : INFO : Epoch 579 | loss: 0.0138764 | val_loss: 0.0140439 | Time: 1476.54 ms [2020-12-18 14:20:23 main:581] : INFO : Epoch 580 | loss: 0.0138253 | val_loss: 0.0139888 | Time: 1460.29 ms [2020-12-18 14:20:24 main:581] : INFO : Epoch 581 | loss: 0.0137777 | val_loss: 0.0139573 | Time: 1445.98 ms [2020-12-18 14:20:25 main:581] : INFO : Epoch 582 | loss: 0.0137577 | val_loss: 0.0139636 | Time: 1445.5 ms [2020-12-18 14:20:27 main:581] : INFO : Epoch 583 | loss: 0.0137842 | val_loss: 0.0139383 | Time: 1471.09 ms [2020-12-18 14:20:28 main:581] : INFO : Epoch 584 | loss: 0.0155137 | val_loss: 0.0159172 | Time: 1450.44 ms [2020-12-18 14:20:30 main:581] : INFO : Epoch 585 | loss: 0.014922 | val_loss: 0.0147655 | Time: 1461.48 ms [2020-12-18 14:20:31 main:581] : INFO : Epoch 586 | loss: 0.0141938 | val_loss: 0.0141496 | Time: 1442.91 ms [2020-12-18 14:20:33 main:581] : INFO : Epoch 587 | loss: 0.0138215 | val_loss: 0.0138819 | Time: 1397.62 ms [2020-12-18 14:20:34 main:581] : INFO : Epoch 588 | loss: 0.0136556 | val_loss: 0.0138599 | Time: 1406.5 ms [2020-12-18 14:20:36 main:581] : INFO : Epoch 589 | loss: 0.0140355 | val_loss: 0.0139745 | Time: 1458.72 ms [2020-12-18 14:20:37 main:581] : INFO : Epoch 590 | loss: 0.0136818 | val_loss: 0.0137731 | Time: 1454.79 ms [2020-12-18 14:20:38 main:581] : INFO : Epoch 591 | loss: 0.0135305 | val_loss: 0.0136619 | Time: 1458.7 ms [2020-12-18 14:20:40 main:581] : INFO : Epoch 592 | loss: 0.0134587 | val_loss: 0.0136316 | Time: 1461.51 ms [2020-12-18 14:20:41 main:581] : INFO : Epoch 593 | loss: 0.0134526 | val_loss: 0.013606 | Time: 1448.53 ms [2020-12-18 14:20:43 main:581] : INFO : Epoch 594 | loss: 0.0134177 | val_loss: 0.0136118 | Time: 1460.97 ms [2020-12-18 14:20:44 main:581] : INFO : Epoch 595 | loss: 0.0136349 | val_loss: 0.0137471 | Time: 1445.63 ms [2020-12-18 14:20:46 main:581] : INFO : Epoch 596 | loss: 0.0134997 | val_loss: 0.0136001 | Time: 1466.79 ms [2020-12-18 14:20:47 main:581] : INFO : Epoch 597 | loss: 0.0133876 | val_loss: 0.0135564 | Time: 1484.89 ms [2020-12-18 14:20:49 main:581] : INFO : Epoch 598 | loss: 0.0133433 | val_loss: 0.0134896 | Time: 1467.24 ms [2020-12-18 14:20:50 main:581] : INFO : Epoch 599 | loss: 0.0132822 | val_loss: 0.0134766 | Time: 1444.52 ms [2020-12-18 14:20:52 main:581] : INFO : Epoch 600 | loss: 0.0132779 | val_loss: 0.0135654 | Time: 1476.36 ms [2020-12-18 14:20:53 main:581] : INFO : Epoch 601 | loss: 0.0132945 | val_loss: 0.0134132 | Time: 1463.53 ms [2020-12-18 14:20:54 main:581] : INFO : Epoch 602 | loss: 0.0131971 | val_loss: 0.0133553 | Time: 1436.5 ms [2020-12-18 14:20:56 main:581] : INFO : Epoch 603 | loss: 0.0131845 | val_loss: 0.0135238 | Time: 1460.92 ms [2020-12-18 14:20:57 main:581] : INFO : Epoch 604 | loss: 0.0133481 | val_loss: 0.0133921 | Time: 1452.86 ms [2020-12-18 14:20:59 main:581] : INFO : Epoch 605 | loss: 0.013192 | val_loss: 0.0133266 | Time: 1421.95 ms [2020-12-18 14:21:00 main:581] : INFO : Epoch 606 | loss: 0.0131233 | val_loss: 0.0132859 | Time: 1459.4 ms [2020-12-18 14:21:02 main:581] : INFO : Epoch 607 | loss: 0.0130553 | val_loss: 0.013244 | Time: 1431.52 ms [2020-12-18 14:21:03 main:581] : INFO : Epoch 608 | loss: 0.0130248 | val_loss: 0.0133518 | Time: 1431.18 ms [2020-12-18 14:21:05 main:581] : INFO : Epoch 609 | loss: 0.0131339 | val_loss: 0.0132938 | Time: 1420.39 ms [2020-12-18 14:21:06 main:581] : INFO : Epoch 610 | loss: 0.0130152 | val_loss: 0.0132007 | Time: 1436.42 ms [2020-12-18 14:21:07 main:581] : INFO : Epoch 611 | loss: 0.0131769 | val_loss: 0.0132761 | Time: 1461.8 ms [2020-12-18 14:21:09 main:581] : INFO : Epoch 612 | loss: 0.0130324 | val_loss: 0.0133672 | Time: 1408.16 ms [2020-12-18 14:21:10 main:581] : INFO : Epoch 613 | loss: 0.0129956 | val_loss: 0.0131282 | Time: 1420.3 ms [2020-12-18 14:21:12 main:581] : INFO : Epoch 614 | loss: 0.0129158 | val_loss: 0.0130763 | Time: 1436.21 ms [2020-12-18 14:21:13 main:581] : INFO : Epoch 615 | loss: 0.0128755 | val_loss: 0.0131468 | Time: 1463.75 ms [2020-12-18 14:21:15 main:581] : INFO : Epoch 616 | loss: 0.0128826 | val_loss: 0.013012 | Time: 1447.82 ms [2020-12-18 14:21:16 main:581] : INFO : Epoch 617 | loss: 0.0128107 | val_loss: 0.0129779 | Time: 1462.21 ms [2020-12-18 14:21:18 main:581] : INFO : Epoch 618 | loss: 0.0127849 | val_loss: 0.0129559 | Time: 1460.45 ms [2020-12-18 14:21:19 main:581] : INFO : Epoch 619 | loss: 0.0127809 | val_loss: 0.0131076 | Time: 1465.48 ms [2020-12-18 14:21:20 main:581] : INFO : Epoch 620 | loss: 0.0129794 | val_loss: 0.0130525 | Time: 1459.56 ms [2020-12-18 14:21:22 main:581] : INFO : Epoch 621 | loss: 0.0128705 | val_loss: 0.012961 | Time: 1466.08 ms [2020-12-18 14:21:23 main:581] : INFO : Epoch 622 | loss: 0.012801 | val_loss: 0.0128974 | Time: 1428.17 ms [2020-12-18 14:21:25 main:581] : INFO : Epoch 623 | loss: 0.0127381 | val_loss: 0.0128596 | Time: 1436.72 ms [2020-12-18 14:21:26 main:581] : INFO : Epoch 624 | loss: 0.0126999 | val_loss: 0.0129108 | Time: 1412.85 ms [2020-12-18 14:21:28 main:581] : INFO : Epoch 625 | loss: 0.012681 | val_loss: 0.0128185 | Time: 1401.78 ms [2020-12-18 14:21:29 main:581] : INFO : Epoch 626 | loss: 0.0126225 | val_loss: 0.012918 | Time: 1423.35 ms [2020-12-18 14:21:30 main:581] : INFO : Epoch 627 | loss: 0.0126978 | val_loss: 0.012854 | Time: 1431.94 ms [2020-12-18 14:21:32 main:581] : INFO : Epoch 628 | loss: 0.012637 | val_loss: 0.012759 | Time: 1410.48 ms [2020-12-18 14:21:33 main:581] : INFO : Epoch 629 | loss: 0.0125586 | val_loss: 0.0127066 | Time: 1402.77 ms [2020-12-18 14:21:35 main:581] : INFO : Epoch 630 | loss: 0.0125421 | val_loss: 0.0126989 | Time: 1406.37 ms [2020-12-18 14:21:36 main:581] : INFO : Epoch 631 | loss: 0.0125934 | val_loss: 0.0127985 | Time: 1400.57 ms [2020-12-18 14:21:38 main:581] : INFO : Epoch 632 | loss: 0.012643 | val_loss: 0.0130872 | Time: 1399.98 ms [2020-12-18 14:21:39 main:581] : INFO : Epoch 633 | loss: 0.0126836 | val_loss: 0.0127316 | Time: 1404.78 ms [2020-12-18 14:21:40 main:581] : INFO : Epoch 634 | loss: 0.0125794 | val_loss: 0.0126886 | Time: 1414.45 ms [2020-12-18 14:21:42 main:581] : INFO : Epoch 635 | loss: 0.0125013 | val_loss: 0.0126676 | Time: 1409.1 ms [2020-12-18 14:21:43 main:581] : INFO : Epoch 636 | loss: 0.0125145 | val_loss: 0.0126673 | Time: 1434.56 ms [2020-12-18 14:21:45 main:581] : INFO : Epoch 637 | loss: 0.0124933 | val_loss: 0.012601 | Time: 1445.52 ms [2020-12-18 14:21:46 main:581] : INFO : Epoch 638 | loss: 0.0124448 | val_loss: 0.0126216 | Time: 1463.87 ms [2020-12-18 14:21:48 main:581] : INFO : Epoch 639 | loss: 0.0124796 | val_loss: 0.0130928 | Time: 1449.6 ms [2020-12-18 14:21:49 main:581] : INFO : Epoch 640 | loss: 0.0126259 | val_loss: 0.0127294 | Time: 1446.81 ms [2020-12-18 14:21:50 main:581] : INFO : Epoch 641 | loss: 0.012645 | val_loss: 0.0129043 | Time: 1433.08 ms [2020-12-18 14:21:52 main:581] : INFO : Epoch 642 | loss: 0.0125538 | val_loss: 0.0126162 | Time: 1445.24 ms [2020-12-18 14:21:53 main:581] : INFO : Epoch 643 | loss: 0.0123968 | val_loss: 0.0125484 | Time: 1424.84 ms [2020-12-18 14:21:55 main:581] : INFO : Epoch 644 | loss: 0.012345 | val_loss: 0.0125229 | Time: 1423.67 ms [2020-12-18 14:21:56 main:581] : INFO : Epoch 645 | loss: 0.0123278 | val_loss: 0.0124808 | Time: 1471.86 ms [2020-12-18 14:21:58 main:581] : INFO : Epoch 646 | loss: 0.0123244 | val_loss: 0.0124922 | Time: 1431.52 ms [2020-12-18 14:21:59 main:581] : INFO : Epoch 647 | loss: 0.0123051 | val_loss: 0.0125283 | Time: 1450.55 ms [2020-12-18 14:22:01 main:581] : INFO : Epoch 648 | loss: 0.0122811 | val_loss: 0.0125135 | Time: 1456.6 ms [2020-12-18 14:22:02 main:581] : INFO : Epoch 649 | loss: 0.0122696 | val_loss: 0.0123798 | Time: 1488.11 ms [2020-12-18 14:22:03 main:581] : INFO : Epoch 650 | loss: 0.0122487 | val_loss: 0.0124255 | Time: 1456.84 ms [2020-12-18 14:22:05 main:581] : INFO : Epoch 651 | loss: 0.0123141 | val_loss: 0.0126729 | Time: 1468.03 ms [2020-12-18 14:22:06 main:581] : INFO : Epoch 652 | loss: 0.0123594 | val_loss: 0.0123807 | Time: 1438.64 ms [2020-12-18 14:22:08 main:581] : INFO : Epoch 653 | loss: 0.012214 | val_loss: 0.0123634 | Time: 1443.01 ms [2020-12-18 14:22:09 main:581] : INFO : Epoch 654 | loss: 0.0122163 | val_loss: 0.0124423 | Time: 1444.24 ms [2020-12-18 14:22:11 main:581] : INFO : Epoch 655 | loss: 0.0122271 | val_loss: 0.012331 | Time: 1491.01 ms [2020-12-18 14:22:12 main:581] : INFO : Epoch 656 | loss: 0.012201 | val_loss: 0.0123258 | Time: 1451.59 ms [2020-12-18 14:22:14 main:581] : INFO : Epoch 657 | loss: 0.0121482 | val_loss: 0.0123243 | Time: 1454.49 ms [2020-12-18 14:22:15 main:581] : INFO : Epoch 658 | loss: 0.0121912 | val_loss: 0.0123604 | Time: 1434.63 ms [2020-12-18 14:22:17 main:581] : INFO : Epoch 659 | loss: 0.0121849 | val_loss: 0.0123192 | Time: 1450.2 ms [2020-12-18 14:22:18 main:581] : INFO : Epoch 660 | loss: 0.0121117 | val_loss: 0.0122648 | Time: 1447.04 ms [2020-12-18 14:22:19 main:581] : INFO : Epoch 661 | loss: 0.0123871 | val_loss: 0.0127199 | Time: 1450.28 ms [2020-12-18 14:22:21 main:581] : INFO : Epoch 662 | loss: 0.01244 | val_loss: 0.0125101 | Time: 1440.07 ms [2020-12-18 14:22:22 main:581] : INFO : Epoch 663 | loss: 0.0123755 | val_loss: 0.0126134 | Time: 1469.17 ms [2020-12-18 14:22:24 main:581] : INFO : Epoch 664 | loss: 0.0123322 | val_loss: 0.0124031 | Time: 1442.87 ms [2020-12-18 14:22:25 main:581] : INFO : Epoch 665 | loss: 0.0121111 | val_loss: 0.0122069 | Time: 1461.88 ms [2020-12-18 14:22:27 main:581] : INFO : Epoch 666 | loss: 0.0120196 | val_loss: 0.0121551 | Time: 1453.68 ms [2020-12-18 14:22:28 main:581] : INFO : Epoch 667 | loss: 0.0120538 | val_loss: 0.012157 | Time: 1467.04 ms [2020-12-18 14:22:30 main:581] : INFO : Epoch 668 | loss: 0.0120287 | val_loss: 0.0121035 | Time: 1440.05 ms [2020-12-18 14:22:31 main:581] : INFO : Epoch 669 | loss: 0.0119725 | val_loss: 0.0120668 | Time: 1460.25 ms [2020-12-18 14:22:33 main:581] : INFO : Epoch 670 | loss: 0.0119772 | val_loss: 0.0122171 | Time: 1457.66 ms [2020-12-18 14:22:34 main:581] : INFO : Epoch 671 | loss: 0.012038 | val_loss: 0.01223 | Time: 1466.91 ms [2020-12-18 14:22:35 main:581] : INFO : Epoch 672 | loss: 0.0120522 | val_loss: 0.0120377 | Time: 1437.3 ms [2020-12-18 14:22:37 main:581] : INFO : Epoch 673 | loss: 0.0119422 | val_loss: 0.0120577 | Time: 1481.02 ms [2020-12-18 14:22:38 main:581] : INFO : Epoch 674 | loss: 0.0118853 | val_loss: 0.0120202 | Time: 1497.05 ms [2020-12-18 14:22:40 main:581] : INFO : Epoch 675 | loss: 0.0119836 | val_loss: 0.0121751 | Time: 1466.17 ms [2020-12-18 14:22:41 main:581] : INFO : Epoch 676 | loss: 0.0119129 | val_loss: 0.0119698 | Time: 1479.66 ms [2020-12-18 14:22:43 main:581] : INFO : Epoch 677 | loss: 0.0118211 | val_loss: 0.011943 | Time: 1467.04 ms [2020-12-18 14:22:44 main:581] : INFO : Epoch 678 | loss: 0.0117898 | val_loss: 0.0119245 | Time: 1458.71 ms [2020-12-18 14:22:46 main:581] : INFO : Epoch 679 | loss: 0.0121449 | val_loss: 0.0126748 | Time: 1431.72 ms [2020-12-18 14:22:47 main:581] : INFO : Epoch 680 | loss: 0.0124365 | val_loss: 0.0121924 | Time: 1430.99 ms [2020-12-18 14:22:49 main:581] : INFO : Epoch 681 | loss: 0.0119613 | val_loss: 0.0120119 | Time: 1443.17 ms [2020-12-18 14:22:50 main:581] : INFO : Epoch 682 | loss: 0.0117959 | val_loss: 0.0119214 | Time: 1449.75 ms [2020-12-18 14:22:51 main:581] : INFO : Epoch 683 | loss: 0.0117957 | val_loss: 0.0119398 | Time: 1417.99 ms [2020-12-18 14:22:53 main:581] : INFO : Epoch 684 | loss: 0.0117579 | val_loss: 0.0118832 | Time: 1410.81 ms [2020-12-18 14:22:54 main:581] : INFO : Epoch 685 | loss: 0.0117518 | val_loss: 0.0118648 | Time: 1413.52 ms [2020-12-18 14:22:56 main:581] : INFO : Epoch 686 | loss: 0.0117906 | val_loss: 0.0118726 | Time: 1447.96 ms [2020-12-18 14:22:57 main:581] : INFO : Epoch 687 | loss: 0.0116961 | val_loss: 0.0118092 | Time: 1462.74 ms [2020-12-18 14:22:59 main:581] : INFO : Epoch 688 | loss: 0.0117103 | val_loss: 0.0118482 | Time: 1455.97 ms [2020-12-18 14:23:00 main:581] : INFO : Epoch 689 | loss: 0.011717 | val_loss: 0.0117949 | Time: 1460.35 ms [2020-12-18 14:23:02 main:581] : INFO : Epoch 690 | loss: 0.0116512 | val_loss: 0.0117893 | Time: 1453.76 ms [2020-12-18 14:23:03 main:581] : INFO : Epoch 691 | loss: 0.0133669 | val_loss: 0.0140462 | Time: 1404.01 ms [2020-12-18 14:23:04 main:581] : INFO : Epoch 692 | loss: 0.0128941 | val_loss: 0.0125439 | Time: 1427.07 ms [2020-12-18 14:23:06 main:581] : INFO : Epoch 693 | loss: 0.0179458 | val_loss: 0.0343867 | Time: 1454.65 ms [2020-12-18 14:23:07 main:581] : INFO : Epoch 694 | loss: 0.023593 | val_loss: 0.0156639 | Time: 1460.72 ms [2020-12-18 14:23:09 main:581] : INFO : Epoch 695 | loss: 0.0143997 | val_loss: 0.0132483 | Time: 1433.15 ms [2020-12-18 14:23:10 main:581] : INFO : Epoch 696 | loss: 0.0126658 | val_loss: 0.0125035 | Time: 1403.03 ms [2020-12-18 14:23:12 main:581] : INFO : Epoch 697 | loss: 0.0121974 | val_loss: 0.0125138 | Time: 1444.53 ms [2020-12-18 14:23:13 main:581] : INFO : Epoch 698 | loss: 0.0122681 | val_loss: 0.0124248 | Time: 1404.8 ms [2020-12-18 14:23:14 main:581] : INFO : Epoch 699 | loss: 0.0120688 | val_loss: 0.0121064 | Time: 1456.16 ms [2020-12-18 14:23:16 main:581] : INFO : Epoch 700 | loss: 0.0119189 | val_loss: 0.0120163 | Time: 1458.77 ms [2020-12-18 14:23:17 main:581] : INFO : Epoch 701 | loss: 0.011833 | val_loss: 0.0119515 | Time: 1438.45 ms [2020-12-18 14:23:19 main:581] : INFO : Epoch 702 | loss: 0.0117825 | val_loss: 0.0119068 | Time: 1445.83 ms [2020-12-18 14:23:20 main:581] : INFO : Epoch 703 | loss: 0.0117497 | val_loss: 0.0118988 | Time: 1464.01 ms [2020-12-18 14:23:22 main:581] : INFO : Epoch 704 | loss: 0.0117501 | val_loss: 0.0118537 | Time: 1409.24 ms [2020-12-18 14:23:23 main:581] : INFO : Epoch 705 | loss: 0.0116973 | val_loss: 0.0118306 | Time: 1427.88 ms [2020-12-18 14:23:25 main:581] : INFO : Epoch 706 | loss: 0.0119429 | val_loss: 0.0119808 | Time: 1416.47 ms [2020-12-18 14:23:26 main:581] : INFO : Epoch 707 | loss: 0.0117701 | val_loss: 0.0118351 | Time: 1442.7 ms [2020-12-18 14:23:27 main:581] : INFO : Epoch 708 | loss: 0.011702 | val_loss: 0.0117923 | Time: 1463.73 ms [2020-12-18 14:23:29 main:581] : INFO : Epoch 709 | loss: 0.0116381 | val_loss: 0.0117554 | Time: 1428.14 ms [2020-12-18 14:23:30 main:581] : INFO : Epoch 710 | loss: 0.0116387 | val_loss: 0.0118984 | Time: 1457.09 ms [2020-12-18 14:23:32 main:581] : INFO : Epoch 711 | loss: 0.0117838 | val_loss: 0.0117474 | Time: 1440.35 ms [2020-12-18 14:23:33 main:581] : INFO : Epoch 712 | loss: 0.0116271 | val_loss: 0.0117212 | Time: 1438.49 ms [2020-12-18 14:23:35 main:581] : INFO : Epoch 713 | loss: 0.0115812 | val_loss: 0.0116905 | Time: 1455.76 ms [2020-12-18 14:23:36 main:581] : INFO : Epoch 714 | loss: 0.0116937 | val_loss: 0.011946 | Time: 1439.67 ms [2020-12-18 14:23:38 main:581] : INFO : Epoch 715 | loss: 0.0116342 | val_loss: 0.0117208 | Time: 1481.83 ms [2020-12-18 14:23:39 main:581] : INFO : Epoch 716 | loss: 0.011581 | val_loss: 0.01166 | Time: 1441.09 ms [2020-12-18 14:23:40 main:581] : INFO : Epoch 717 | loss: 0.0115726 | val_loss: 0.0118519 | Time: 1448.36 ms [2020-12-18 14:23:42 main:581] : INFO : Epoch 718 | loss: 0.0117517 | val_loss: 0.0116723 | Time: 1477.43 ms [2020-12-18 14:23:43 main:581] : INFO : Epoch 719 | loss: 0.0115378 | val_loss: 0.0116472 | Time: 1422.89 ms [2020-12-18 14:23:45 main:581] : INFO : Epoch 720 | loss: 0.0115341 | val_loss: 0.0116651 | Time: 1453.16 ms [2020-12-18 14:23:46 main:581] : INFO : Epoch 721 | loss: 0.0116793 | val_loss: 0.0119991 | Time: 1416.01 ms [2020-12-18 14:23:48 main:581] : INFO : Epoch 722 | loss: 0.0117237 | val_loss: 0.0117213 | Time: 1481.15 ms [2020-12-18 14:23:49 main:581] : INFO : Epoch 723 | loss: 0.0115947 | val_loss: 0.0116569 | Time: 1466.31 ms [2020-12-18 14:23:51 main:581] : INFO : Epoch 724 | loss: 0.0115436 | val_loss: 0.0116376 | Time: 1473.22 ms [2020-12-18 14:23:52 main:581] : INFO : Epoch 725 | loss: 0.0115058 | val_loss: 0.0117029 | Time: 1485.6 ms [2020-12-18 14:23:54 main:581] : INFO : Epoch 726 | loss: 0.0115808 | val_loss: 0.0118802 | Time: 1471.05 ms [2020-12-18 14:23:55 main:581] : INFO : Epoch 727 | loss: 0.011566 | val_loss: 0.0117096 | Time: 1476.71 ms [2020-12-18 14:23:57 main:581] : INFO : Epoch 728 | loss: 0.0115088 | val_loss: 0.0116012 | Time: 1457.14 ms [2020-12-18 14:23:58 main:581] : INFO : Epoch 729 | loss: 0.0114667 | val_loss: 0.0115677 | Time: 1463.1 ms [2020-12-18 14:23:59 main:581] : INFO : Epoch 730 | loss: 0.0115483 | val_loss: 0.011589 | Time: 1440.39 ms [2020-12-18 14:24:01 main:581] : INFO : Epoch 731 | loss: 0.0115621 | val_loss: 0.0115872 | Time: 1430 ms [2020-12-18 14:24:02 main:581] : INFO : Epoch 732 | loss: 0.0115134 | val_loss: 0.0115589 | Time: 1450.72 ms [2020-12-18 14:24:04 main:581] : INFO : Epoch 733 | loss: 0.0114834 | val_loss: 0.011618 | Time: 1457.64 ms [2020-12-18 14:24:05 main:581] : INFO : Epoch 734 | loss: 0.0115203 | val_loss: 0.0116762 | Time: 1507.48 ms [2020-12-18 14:24:07 main:581] : INFO : Epoch 735 | loss: 0.0114905 | val_loss: 0.0116184 | Time: 1449.56 ms [2020-12-18 14:24:08 main:581] : INFO : Epoch 736 | loss: 0.0114527 | val_loss: 0.0115428 | Time: 1468.92 ms [2020-12-18 14:24:10 main:581] : INFO : Epoch 737 | loss: 0.0114507 | val_loss: 0.0115703 | Time: 1447.88 ms [2020-12-18 14:24:11 main:581] : INFO : Epoch 738 | loss: 0.0114416 | val_loss: 0.0119266 | Time: 1442.29 ms [2020-12-18 14:24:13 main:581] : INFO : Epoch 739 | loss: 0.0116091 | val_loss: 0.0116234 | Time: 1477.02 ms [2020-12-18 14:24:14 main:581] : INFO : Epoch 740 | loss: 0.0115076 | val_loss: 0.0115885 | Time: 1484.56 ms [2020-12-18 14:24:16 main:581] : INFO : Epoch 741 | loss: 0.0114212 | val_loss: 0.0115191 | Time: 1469.91 ms [2020-12-18 14:24:17 main:581] : INFO : Epoch 742 | loss: 0.011409 | val_loss: 0.0117921 | Time: 1472.88 ms [2020-12-18 14:24:18 main:581] : INFO : Epoch 743 | loss: 0.0115719 | val_loss: 0.0116594 | Time: 1417.87 ms [2020-12-18 14:24:20 main:581] : INFO : Epoch 744 | loss: 0.0114356 | val_loss: 0.0114884 | Time: 1487.72 ms [2020-12-18 14:24:21 main:581] : INFO : Epoch 745 | loss: 0.0113733 | val_loss: 0.0114797 | Time: 1448.03 ms [2020-12-18 14:24:23 main:581] : INFO : Epoch 746 | loss: 0.0113697 | val_loss: 0.0114815 | Time: 1464.99 ms [2020-12-18 14:24:24 main:581] : INFO : Epoch 747 | loss: 0.0113862 | val_loss: 0.0115371 | Time: 1459.29 ms [2020-12-18 14:24:26 main:581] : INFO : Epoch 748 | loss: 0.0114082 | val_loss: 0.0115255 | Time: 1447.55 ms [2020-12-18 14:24:27 main:581] : INFO : Epoch 749 | loss: 0.0113767 | val_loss: 0.0115062 | Time: 1447.65 ms [2020-12-18 14:24:29 main:581] : INFO : Epoch 750 | loss: 0.0114631 | val_loss: 0.0115083 | Time: 1435.33 ms [2020-12-18 14:24:30 main:581] : INFO : Epoch 751 | loss: 0.0113923 | val_loss: 0.0115052 | Time: 1470.81 ms [2020-12-18 14:24:32 main:581] : INFO : Epoch 752 | loss: 0.0113507 | val_loss: 0.0114784 | Time: 1469.37 ms [2020-12-18 14:24:33 main:581] : INFO : Epoch 753 | loss: 0.0113716 | val_loss: 0.0115623 | Time: 1463.07 ms [2020-12-18 14:24:34 main:581] : INFO : Epoch 754 | loss: 0.0113841 | val_loss: 0.011995 | Time: 1450.9 ms [2020-12-18 14:24:36 main:581] : INFO : Epoch 755 | loss: 0.0115751 | val_loss: 0.0116251 | Time: 1472.02 ms [2020-12-18 14:24:37 main:581] : INFO : Epoch 756 | loss: 0.01183 | val_loss: 0.0121421 | Time: 1453.73 ms [2020-12-18 14:24:39 main:581] : INFO : Epoch 757 | loss: 0.0116358 | val_loss: 0.0115784 | Time: 1418.84 ms [2020-12-18 14:24:40 main:581] : INFO : Epoch 758 | loss: 0.0114085 | val_loss: 0.0114813 | Time: 1435.12 ms [2020-12-18 14:24:42 main:581] : INFO : Epoch 759 | loss: 0.0113268 | val_loss: 0.0114213 | Time: 1457.5 ms [2020-12-18 14:24:43 main:581] : INFO : Epoch 760 | loss: 0.0112935 | val_loss: 0.0114336 | Time: 1463.91 ms [2020-12-18 14:24:45 main:581] : INFO : Epoch 761 | loss: 0.0112915 | val_loss: 0.011402 | Time: 1469.05 ms [2020-12-18 14:24:46 main:581] : INFO : Epoch 762 | loss: 0.0112746 | val_loss: 0.01139 | Time: 1403.69 ms [2020-12-18 14:24:47 main:581] : INFO : Epoch 763 | loss: 0.0113829 | val_loss: 0.0116881 | Time: 1400.67 ms [2020-12-18 14:24:49 main:581] : INFO : Epoch 764 | loss: 0.0113674 | val_loss: 0.0115047 | Time: 1399.17 ms [2020-12-18 14:24:50 main:581] : INFO : Epoch 765 | loss: 0.0113164 | val_loss: 0.0114109 | Time: 1420.29 ms [2020-12-18 14:24:52 main:581] : INFO : Epoch 766 | loss: 0.0112774 | val_loss: 0.0113893 | Time: 1438.91 ms [2020-12-18 14:24:53 main:581] : INFO : Epoch 767 | loss: 0.0113032 | val_loss: 0.0115171 | Time: 1435.33 ms [2020-12-18 14:24:55 main:581] : INFO : Epoch 768 | loss: 0.0113234 | val_loss: 0.0114932 | Time: 1439.29 ms [2020-12-18 14:24:56 main:581] : INFO : Epoch 769 | loss: 0.0113279 | val_loss: 0.0114587 | Time: 1461.34 ms [2020-12-18 14:24:58 main:581] : INFO : Epoch 770 | loss: 0.011318 | val_loss: 0.0114741 | Time: 1467.3 ms [2020-12-18 14:24:59 main:581] : INFO : Epoch 771 | loss: 0.0112996 | val_loss: 0.011374 | Time: 1497.01 ms [2020-12-18 14:25:00 main:581] : INFO : Epoch 772 | loss: 0.0112964 | val_loss: 0.0114501 | Time: 1481.25 ms [2020-12-18 14:25:02 main:581] : INFO : Epoch 773 | loss: 0.011324 | val_loss: 0.011385 | Time: 1437.91 ms [2020-12-18 14:25:03 main:581] : INFO : Epoch 774 | loss: 0.0112323 | val_loss: 0.0113071 | Time: 1453.21 ms [2020-12-18 14:25:05 main:581] : INFO : Epoch 775 | loss: 0.0112042 | val_loss: 0.0112794 | Time: 1434.49 ms [2020-12-18 14:25:06 main:581] : INFO : Epoch 776 | loss: 0.0111602 | val_loss: 0.0112853 | Time: 1453.39 ms [2020-12-18 14:25:08 main:581] : INFO : Epoch 777 | loss: 0.0112933 | val_loss: 0.0114341 | Time: 1474.38 ms [2020-12-18 14:25:09 main:581] : INFO : Epoch 778 | loss: 0.0112658 | val_loss: 0.0113059 | Time: 1450.67 ms [2020-12-18 14:25:11 main:581] : INFO : Epoch 779 | loss: 0.0111838 | val_loss: 0.0113112 | Time: 1448.65 ms [2020-12-18 14:25:12 main:581] : INFO : Epoch 780 | loss: 0.0111788 | val_loss: 0.0113384 | Time: 1449.87 ms [2020-12-18 14:25:14 main:581] : INFO : Epoch 781 | loss: 0.0111708 | val_loss: 0.0112665 | Time: 1470.6 ms [2020-12-18 14:25:15 main:581] : INFO : Epoch 782 | loss: 0.0111859 | val_loss: 0.0113211 | Time: 1416.62 ms [2020-12-18 14:25:16 main:581] : INFO : Epoch 783 | loss: 0.0112013 | val_loss: 0.0112815 | Time: 1412.33 ms [2020-12-18 14:25:18 main:581] : INFO : Epoch 784 | loss: 0.0111543 | val_loss: 0.0112753 | Time: 1432.92 ms [2020-12-18 14:25:19 main:581] : INFO : Epoch 785 | loss: 0.0111803 | val_loss: 0.0112815 | Time: 1443.23 ms [2020-12-18 14:25:21 main:581] : INFO : Epoch 786 | loss: 0.0111956 | val_loss: 0.011359 | Time: 1434.08 ms [2020-12-18 14:25:22 main:581] : INFO : Epoch 787 | loss: 0.0111628 | val_loss: 0.0112431 | Time: 1427.66 ms [2020-12-18 14:25:24 main:581] : INFO : Epoch 788 | loss: 0.0111631 | val_loss: 0.0112482 | Time: 1433.11 ms [2020-12-18 14:25:25 main:581] : INFO : Epoch 789 | loss: 0.0111618 | val_loss: 0.0112626 | Time: 1427.7 ms [2020-12-18 14:25:26 main:581] : INFO : Epoch 790 | loss: 0.0111822 | val_loss: 0.011363 | Time: 1436.19 ms [2020-12-18 14:25:28 main:581] : INFO : Epoch 791 | loss: 0.0111758 | val_loss: 0.0113637 | Time: 1468.46 ms [2020-12-18 14:25:29 main:581] : INFO : Epoch 792 | loss: 0.0111847 | val_loss: 0.0112837 | Time: 1456.49 ms [2020-12-18 14:25:31 main:581] : INFO : Epoch 793 | loss: 0.0111439 | val_loss: 0.0112287 | Time: 1459.26 ms [2020-12-18 14:25:32 main:581] : INFO : Epoch 794 | loss: 0.0111441 | val_loss: 0.0116714 | Time: 1403.63 ms [2020-12-18 14:25:34 main:581] : INFO : Epoch 795 | loss: 0.0113174 | val_loss: 0.0113118 | Time: 1432.56 ms [2020-12-18 14:25:35 main:581] : INFO : Epoch 796 | loss: 0.0111661 | val_loss: 0.0112752 | Time: 1454.79 ms [2020-12-18 14:25:37 main:581] : INFO : Epoch 797 | loss: 0.0111285 | val_loss: 0.0112183 | Time: 1465.09 ms [2020-12-18 14:25:38 main:581] : INFO : Epoch 798 | loss: 0.0111076 | val_loss: 0.0112614 | Time: 1452.37 ms [2020-12-18 14:25:39 main:581] : INFO : Epoch 799 | loss: 0.0112106 | val_loss: 0.0113206 | Time: 1464.3 ms [2020-12-18 14:25:41 main:581] : INFO : Epoch 800 | loss: 0.0111423 | val_loss: 0.0112355 | Time: 1452.08 ms [2020-12-18 14:25:42 main:581] : INFO : Epoch 801 | loss: 0.0111803 | val_loss: 0.0112329 | Time: 1480.29 ms [2020-12-18 14:25:44 main:581] : INFO : Epoch 802 | loss: 0.0111254 | val_loss: 0.0112192 | Time: 1447.7 ms [2020-12-18 14:25:45 main:581] : INFO : Epoch 803 | loss: 0.0111018 | val_loss: 0.0112784 | Time: 1465.84 ms [2020-12-18 14:25:47 main:581] : INFO : Epoch 804 | loss: 0.0112753 | val_loss: 0.0113199 | Time: 1445.7 ms [2020-12-18 14:25:48 main:581] : INFO : Epoch 805 | loss: 0.0111252 | val_loss: 0.0112024 | Time: 1458.96 ms [2020-12-18 14:25:50 main:581] : INFO : Epoch 806 | loss: 0.0110946 | val_loss: 0.0112065 | Time: 1444.81 ms [2020-12-18 14:25:51 main:581] : INFO : Epoch 807 | loss: 0.0111046 | val_loss: 0.0111975 | Time: 1417.18 ms [2020-12-18 14:25:53 main:581] : INFO : Epoch 808 | loss: 0.0111594 | val_loss: 0.0112752 | Time: 1436.52 ms [2020-12-18 14:25:54 main:581] : INFO : Epoch 809 | loss: 0.0111761 | val_loss: 0.0112873 | Time: 1438.95 ms [2020-12-18 14:25:55 main:581] : INFO : Epoch 810 | loss: 0.0111101 | val_loss: 0.0111925 | Time: 1436.94 ms [2020-12-18 14:25:57 main:581] : INFO : Epoch 811 | loss: 0.0110981 | val_loss: 0.0112778 | Time: 1434.14 ms [2020-12-18 14:25:58 main:581] : INFO : Epoch 812 | loss: 0.0112157 | val_loss: 0.011581 | Time: 1429.18 ms [2020-12-18 14:26:00 main:581] : INFO : Epoch 813 | loss: 0.0113223 | val_loss: 0.0113024 | Time: 1423.89 ms [2020-12-18 14:26:01 main:581] : INFO : Epoch 814 | loss: 0.0111271 | val_loss: 0.0111604 | Time: 1463.05 ms [2020-12-18 14:26:03 main:581] : INFO : Epoch 815 | loss: 0.0110544 | val_loss: 0.0111391 | Time: 1429.08 ms [2020-12-18 14:26:04 main:581] : INFO : Epoch 816 | loss: 0.0110864 | val_loss: 0.0111651 | Time: 1462.09 ms [2020-12-18 14:26:06 main:581] : INFO : Epoch 817 | loss: 0.011083 | val_loss: 0.0111524 | Time: 1441.22 ms [2020-12-18 14:26:07 main:581] : INFO : Epoch 818 | loss: 0.0110433 | val_loss: 0.0111664 | Time: 1441.24 ms [2020-12-18 14:26:08 main:581] : INFO : Epoch 819 | loss: 0.011196 | val_loss: 0.0112323 | Time: 1458.02 ms [2020-12-18 14:26:10 main:581] : INFO : Epoch 820 | loss: 0.0112982 | val_loss: 0.011976 | Time: 1411.92 ms [2020-12-18 14:26:11 main:581] : INFO : Epoch 821 | loss: 0.0113965 | val_loss: 0.0112704 | Time: 1460.27 ms [2020-12-18 14:26:13 main:581] : INFO : Epoch 822 | loss: 0.0110954 | val_loss: 0.0111544 | Time: 1434.37 ms [2020-12-18 14:26:14 main:581] : INFO : Epoch 823 | loss: 0.0110185 | val_loss: 0.0111068 | Time: 1472.34 ms [2020-12-18 14:26:16 main:581] : INFO : Epoch 824 | loss: 0.0109865 | val_loss: 0.0110952 | Time: 1435.26 ms [2020-12-18 14:26:17 main:581] : INFO : Epoch 825 | loss: 0.010989 | val_loss: 0.0110968 | Time: 1445.33 ms [2020-12-18 14:26:18 main:581] : INFO : Epoch 826 | loss: 0.0110436 | val_loss: 0.0113301 | Time: 1414.82 ms [2020-12-18 14:26:20 main:581] : INFO : Epoch 827 | loss: 0.011038 | val_loss: 0.0111368 | Time: 1419.97 ms [2020-12-18 14:26:21 main:581] : INFO : Epoch 828 | loss: 0.0110213 | val_loss: 0.0110738 | Time: 1435.14 ms [2020-12-18 14:26:23 main:581] : INFO : Epoch 829 | loss: 0.0110006 | val_loss: 0.0110904 | Time: 1432.97 ms [2020-12-18 14:26:24 main:581] : INFO : Epoch 830 | loss: 0.0110758 | val_loss: 0.0111381 | Time: 1446.78 ms [2020-12-18 14:26:26 main:581] : INFO : Epoch 831 | loss: 0.0110506 | val_loss: 0.0111234 | Time: 1463.58 ms [2020-12-18 14:26:27 main:581] : INFO : Epoch 832 | loss: 0.0110015 | val_loss: 0.011119 | Time: 1462.93 ms [2020-12-18 14:26:29 main:581] : INFO : Epoch 833 | loss: 0.0109843 | val_loss: 0.0110845 | Time: 1427.93 ms [2020-12-18 14:26:30 main:581] : INFO : Epoch 834 | loss: 0.0110208 | val_loss: 0.0111476 | Time: 1439.63 ms [2020-12-18 14:26:31 main:581] : INFO : Epoch 835 | loss: 0.0110396 | val_loss: 0.0110901 | Time: 1423.6 ms [2020-12-18 14:26:33 main:581] : INFO : Epoch 836 | loss: 0.0109827 | val_loss: 0.0111018 | Time: 1415.37 ms [2020-12-18 14:26:34 main:581] : INFO : Epoch 837 | loss: 0.0109959 | val_loss: 0.0112437 | Time: 1423.57 ms [2020-12-18 14:26:36 main:581] : INFO : Epoch 838 | loss: 0.0110591 | val_loss: 0.0111356 | Time: 1437.6 ms [2020-12-18 14:26:37 main:581] : INFO : Epoch 839 | loss: 0.0109838 | val_loss: 0.0110942 | Time: 1451.9 ms [2020-12-18 14:26:39 main:581] : INFO : Epoch 840 | loss: 0.0109702 | val_loss: 0.0110872 | Time: 1447.49 ms [2020-12-18 14:26:40 main:581] : INFO : Epoch 841 | loss: 0.0110461 | val_loss: 0.0115503 | Time: 1452.13 ms [2020-12-18 14:26:41 main:581] : INFO : Epoch 842 | loss: 0.0115119 | val_loss: 0.0114263 | Time: 1434.72 ms [2020-12-18 14:26:43 main:581] : INFO : Epoch 843 | loss: 0.0113738 | val_loss: 0.0114059 | Time: 1446.41 ms [2020-12-18 14:26:44 main:581] : INFO : Epoch 844 | loss: 0.0112705 | val_loss: 0.011245 | Time: 1419.64 ms [2020-12-18 14:26:46 main:581] : INFO : Epoch 845 | loss: 0.0110548 | val_loss: 0.0111425 | Time: 1434.13 ms [2020-12-18 14:26:47 main:581] : INFO : Epoch 846 | loss: 0.0109455 | val_loss: 0.0110491 | Time: 1423.4 ms [2020-12-18 14:26:49 main:581] : INFO : Epoch 847 | loss: 0.0108907 | val_loss: 0.0109926 | Time: 1472.51 ms [2020-12-18 14:26:50 main:581] : INFO : Epoch 848 | loss: 0.0108512 | val_loss: 0.0109655 | Time: 1432.71 ms [2020-12-18 14:26:52 main:581] : INFO : Epoch 849 | loss: 0.0108323 | val_loss: 0.0109614 | Time: 1440.92 ms [2020-12-18 14:26:53 main:581] : INFO : Epoch 850 | loss: 0.0108915 | val_loss: 0.0113798 | Time: 1452.91 ms [2020-12-18 14:26:54 main:581] : INFO : Epoch 851 | loss: 0.010951 | val_loss: 0.0110553 | Time: 1457.75 ms [2020-12-18 14:26:56 main:581] : INFO : Epoch 852 | loss: 0.0108685 | val_loss: 0.0109779 | Time: 1489.48 ms [2020-12-18 14:26:57 main:581] : INFO : Epoch 853 | loss: 0.0108456 | val_loss: 0.0109592 | Time: 1459.82 ms [2020-12-18 14:26:59 main:581] : INFO : Epoch 854 | loss: 0.0108618 | val_loss: 0.0110695 | Time: 1436.06 ms [2020-12-18 14:27:00 main:581] : INFO : Epoch 855 | loss: 0.0220617 | val_loss: 0.0158136 | Time: 1424.91 ms [2020-12-18 14:27:02 main:581] : INFO : Epoch 856 | loss: 0.0145958 | val_loss: 0.0126793 | Time: 1433.92 ms [2020-12-18 14:27:03 main:581] : INFO : Epoch 857 | loss: 0.0121292 | val_loss: 0.0119092 | Time: 1454.77 ms [2020-12-18 14:27:05 main:581] : INFO : Epoch 858 | loss: 0.0116488 | val_loss: 0.0116069 | Time: 1428.69 ms [2020-12-18 14:27:06 main:581] : INFO : Epoch 859 | loss: 0.0114014 | val_loss: 0.0114338 | Time: 1450.99 ms [2020-12-18 14:27:08 main:581] : INFO : Epoch 860 | loss: 0.0112426 | val_loss: 0.0112894 | Time: 1450.45 ms [2020-12-18 14:27:09 main:581] : INFO : Epoch 861 | loss: 0.0111316 | val_loss: 0.0112059 | Time: 1446.48 ms [2020-12-18 14:27:10 main:581] : INFO : Epoch 862 | loss: 0.0110713 | val_loss: 0.0111583 | Time: 1417.7 ms [2020-12-18 14:27:12 main:581] : INFO : Epoch 863 | loss: 0.011028 | val_loss: 0.011124 | Time: 1403.44 ms [2020-12-18 14:27:13 main:581] : INFO : Epoch 864 | loss: 0.010996 | val_loss: 0.0111025 | Time: 1415.45 ms [2020-12-18 14:27:15 main:581] : INFO : Epoch 865 | loss: 0.0109805 | val_loss: 0.0110758 | Time: 1444.15 ms [2020-12-18 14:27:16 main:581] : INFO : Epoch 866 | loss: 0.0110903 | val_loss: 0.0131582 | Time: 1417.75 ms [2020-12-18 14:27:18 main:581] : INFO : Epoch 867 | loss: 0.0118502 | val_loss: 0.011521 | Time: 1472.19 ms [2020-12-18 14:27:19 main:581] : INFO : Epoch 868 | loss: 0.0112538 | val_loss: 0.0112436 | Time: 1446.07 ms [2020-12-18 14:27:20 main:581] : INFO : Epoch 869 | loss: 0.0111824 | val_loss: 0.0112391 | Time: 1402.1 ms [2020-12-18 14:27:22 main:581] : INFO : Epoch 870 | loss: 0.0110615 | val_loss: 0.0111351 | Time: 1463.78 ms [2020-12-18 14:27:23 main:581] : INFO : Epoch 871 | loss: 0.0109822 | val_loss: 0.0110776 | Time: 1451.01 ms [2020-12-18 14:27:25 main:581] : INFO : Epoch 872 | loss: 0.0110066 | val_loss: 0.0114251 | Time: 1469.98 ms [2020-12-18 14:27:26 main:581] : INFO : Epoch 873 | loss: 0.011009 | val_loss: 0.0112316 | Time: 1463.5 ms [2020-12-18 14:27:28 main:581] : INFO : Epoch 874 | loss: 0.0113092 | val_loss: 0.0113123 | Time: 1435.1 ms [2020-12-18 14:27:29 main:581] : INFO : Epoch 875 | loss: 0.0110885 | val_loss: 0.0111756 | Time: 1416.88 ms [2020-12-18 14:27:31 main:581] : INFO : Epoch 876 | loss: 0.0110232 | val_loss: 0.0114683 | Time: 1424.05 ms [2020-12-18 14:27:32 main:581] : INFO : Epoch 877 | loss: 0.0241268 | val_loss: 0.0219876 | Time: 1424.02 ms [2020-12-18 14:27:33 main:581] : INFO : Epoch 878 | loss: 0.0175625 | val_loss: 0.0141288 | Time: 1422.72 ms [2020-12-18 14:27:35 main:581] : INFO : Epoch 879 | loss: 0.0131963 | val_loss: 0.0127479 | Time: 1415.66 ms [2020-12-18 14:27:36 main:581] : INFO : Epoch 880 | loss: 0.0123709 | val_loss: 0.0122228 | Time: 1397.1 ms [2020-12-18 14:27:38 main:581] : INFO : Epoch 881 | loss: 0.0119913 | val_loss: 0.0119928 | Time: 1434.24 ms [2020-12-18 14:27:39 main:581] : INFO : Epoch 882 | loss: 0.011806 | val_loss: 0.011846 | Time: 1436.24 ms [2020-12-18 14:27:40 main:581] : INFO : Epoch 883 | loss: 0.011664 | val_loss: 0.0117085 | Time: 1450.8 ms [2020-12-18 14:27:42 main:581] : INFO : Epoch 884 | loss: 0.0115219 | val_loss: 0.0115728 | Time: 1462.89 ms [2020-12-18 14:27:43 main:581] : INFO : Epoch 885 | loss: 0.0113929 | val_loss: 0.0114622 | Time: 1449.84 ms [2020-12-18 14:27:45 main:581] : INFO : Epoch 886 | loss: 0.0112955 | val_loss: 0.0113777 | Time: 1482.43 ms [2020-12-18 14:27:46 main:581] : INFO : Epoch 887 | loss: 0.0112195 | val_loss: 0.011315 | Time: 1447.79 ms [2020-12-18 14:27:48 main:581] : INFO : Epoch 888 | loss: 0.0111663 | val_loss: 0.0112746 | Time: 1453.64 ms [2020-12-18 14:27:49 main:581] : INFO : Epoch 889 | loss: 0.0111266 | val_loss: 0.0112356 | Time: 1458.35 ms [2020-12-18 14:27:51 main:581] : INFO : Epoch 890 | loss: 0.011095 | val_loss: 0.0112132 | Time: 1442.89 ms [2020-12-18 14:27:52 main:581] : INFO : Epoch 891 | loss: 0.0110786 | val_loss: 0.0111991 | Time: 1470.71 ms [2020-12-18 14:27:54 main:581] : INFO : Epoch 892 | loss: 0.0110649 | val_loss: 0.0111926 | Time: 1439.47 ms [2020-12-18 14:27:55 main:581] : INFO : Epoch 893 | loss: 0.0110554 | val_loss: 0.0111803 | Time: 1459.3 ms [2020-12-18 14:27:56 main:581] : INFO : Epoch 894 | loss: 0.0110497 | val_loss: 0.0111816 | Time: 1436.05 ms [2020-12-18 14:27:58 main:581] : INFO : Epoch 895 | loss: 0.011046 | val_loss: 0.0111666 | Time: 1454.71 ms [2020-12-18 14:27:59 main:581] : INFO : Epoch 896 | loss: 0.0110399 | val_loss: 0.0111697 | Time: 1432.94 ms [2020-12-18 14:28:01 main:581] : INFO : Epoch 897 | loss: 0.0110328 | val_loss: 0.0111515 | Time: 1447.07 ms [2020-12-18 14:28:02 main:581] : INFO : Epoch 898 | loss: 0.0110294 | val_loss: 0.0111493 | Time: 1443.74 ms [2020-12-18 14:28:04 main:581] : INFO : Epoch 899 | loss: 0.0110303 | val_loss: 0.0111419 | Time: 1456.71 ms [2020-12-18 14:28:05 main:581] : INFO : Epoch 900 | loss: 0.0110174 | val_loss: 0.0111329 | Time: 1447.3 ms [2020-12-18 14:28:07 main:581] : INFO : Epoch 901 | loss: 0.0110201 | val_loss: 0.011153 | Time: 1447.53 ms [2020-12-18 14:28:08 main:581] : INFO : Epoch 902 | loss: 0.0110322 | val_loss: 0.0111486 | Time: 1443.01 ms [2020-12-18 14:28:10 main:581] : INFO : Epoch 903 | loss: 0.0110191 | val_loss: 0.0111264 | Time: 1456.27 ms [2020-12-18 14:28:11 main:581] : INFO : Epoch 904 | loss: 0.0110141 | val_loss: 0.0111347 | Time: 1430.83 ms [2020-12-18 14:28:12 main:581] : INFO : Epoch 905 | loss: 0.0110054 | val_loss: 0.0111238 | Time: 1460.87 ms [2020-12-18 14:28:14 main:581] : INFO : Epoch 906 | loss: 0.0110025 | val_loss: 0.0111172 | Time: 1463.69 ms [2020-12-18 14:28:15 main:581] : INFO : Epoch 907 | loss: 0.0110102 | val_loss: 0.0111598 | Time: 1448.32 ms [2020-12-18 14:28:17 main:581] : INFO : Epoch 908 | loss: 0.0110056 | val_loss: 0.0111105 | Time: 1462.13 ms [2020-12-18 14:28:18 main:581] : INFO : Epoch 909 | loss: 0.0109944 | val_loss: 0.011115 | Time: 1451.51 ms [2020-12-18 14:28:20 main:581] : INFO : Epoch 910 | loss: 0.0110089 | val_loss: 0.0111176 | Time: 1433.02 ms [2020-12-18 14:28:21 main:581] : INFO : Epoch 911 | loss: 0.0109981 | val_loss: 0.0111204 | Time: 1430.81 ms [2020-12-18 14:28:23 main:581] : INFO : Epoch 912 | loss: 0.0110047 | val_loss: 0.0111216 | Time: 1434.66 ms [2020-12-18 14:28:24 main:581] : INFO : Epoch 913 | loss: 0.011008 | val_loss: 0.0111185 | Time: 1437.12 ms [2020-12-18 14:28:25 main:581] : INFO : Epoch 914 | loss: 0.0110343 | val_loss: 0.0111632 | Time: 1448.97 ms [2020-12-18 14:28:27 main:581] : INFO : Epoch 915 | loss: 0.0110203 | val_loss: 0.011131 | Time: 1458.1 ms [2020-12-18 14:28:28 main:581] : INFO : Epoch 916 | loss: 0.0110141 | val_loss: 0.0111459 | Time: 1418.38 ms [2020-12-18 14:28:30 main:581] : INFO : Epoch 917 | loss: 0.0110024 | val_loss: 0.0111583 | Time: 1427.73 ms [2020-12-18 14:28:31 main:581] : INFO : Epoch 918 | loss: 0.0109963 | val_loss: 0.0111252 | Time: 1453.04 ms [2020-12-18 14:28:33 main:581] : INFO : Epoch 919 | loss: 0.0109925 | val_loss: 0.0111395 | Time: 1423.21 ms [2020-12-18 14:28:34 main:581] : INFO : Epoch 920 | loss: 0.0110214 | val_loss: 0.0111236 | Time: 1428.76 ms [2020-12-18 14:28:35 main:581] : INFO : Epoch 921 | loss: 0.0109849 | val_loss: 0.011115 | Time: 1449.6 ms [2020-12-18 14:28:37 main:581] : INFO : Epoch 922 | loss: 0.0109818 | val_loss: 0.0111124 | Time: 1450.99 ms [2020-12-18 14:28:38 main:581] : INFO : Epoch 923 | loss: 0.0109899 | val_loss: 0.0110959 | Time: 1465.73 ms [2020-12-18 14:28:40 main:581] : INFO : Epoch 924 | loss: 0.0109752 | val_loss: 0.0110935 | Time: 1419.79 ms [2020-12-18 14:28:41 main:581] : INFO : Epoch 925 | loss: 0.0109707 | val_loss: 0.0110836 | Time: 1441.28 ms [2020-12-18 14:28:43 main:581] : INFO : Epoch 926 | loss: 0.0109635 | val_loss: 0.0112915 | Time: 1452.33 ms [2020-12-18 14:28:44 main:581] : INFO : Epoch 927 | loss: 0.0110659 | val_loss: 0.0111115 | Time: 1457.34 ms [2020-12-18 14:28:46 main:581] : INFO : Epoch 928 | loss: 0.010946 | val_loss: 0.0110537 | Time: 1457.87 ms [2020-12-18 14:28:47 main:581] : INFO : Epoch 929 | loss: 0.0109637 | val_loss: 0.0112984 | Time: 1430.79 ms [2020-12-18 14:28:49 main:581] : INFO : Epoch 930 | loss: 0.0113497 | val_loss: 0.0116418 | Time: 1470.72 ms [2020-12-18 14:28:50 main:581] : INFO : Epoch 931 | loss: 0.0112306 | val_loss: 0.0111649 | Time: 1490.59 ms [2020-12-18 14:28:52 main:581] : INFO : Epoch 932 | loss: 0.0109822 | val_loss: 0.0110709 | Time: 1495.52 ms [2020-12-18 14:28:53 main:581] : INFO : Epoch 933 | loss: 0.0109161 | val_loss: 0.0110079 | Time: 1590.62 ms [2020-12-18 14:28:55 main:581] : INFO : Epoch 934 | loss: 0.0108744 | val_loss: 0.0109883 | Time: 1598.34 ms [2020-12-18 14:28:56 main:581] : INFO : Epoch 935 | loss: 0.0108619 | val_loss: 0.011039 | Time: 1480.8 ms [2020-12-18 14:28:58 main:581] : INFO : Epoch 936 | loss: 0.0109558 | val_loss: 0.0109731 | Time: 1450.85 ms [2020-12-18 14:28:59 main:581] : INFO : Epoch 937 | loss: 0.0109504 | val_loss: 0.0111235 | Time: 1468.26 ms [2020-12-18 14:29:01 main:581] : INFO : Epoch 938 | loss: 0.0109792 | val_loss: 0.0110031 | Time: 1420.42 ms [2020-12-18 14:29:02 main:581] : INFO : Epoch 939 | loss: 0.010854 | val_loss: 0.010946 | Time: 1448.68 ms [2020-12-18 14:29:03 main:581] : INFO : Epoch 940 | loss: 0.0108571 | val_loss: 0.0109895 | Time: 1491.41 ms [2020-12-18 14:29:05 main:581] : INFO : Epoch 941 | loss: 0.0109365 | val_loss: 0.0112867 | Time: 1456.59 ms [2020-12-18 14:29:06 main:581] : INFO : Epoch 942 | loss: 0.0112964 | val_loss: 0.0115371 | Time: 1470.7 ms [2020-12-18 14:29:08 main:581] : INFO : Epoch 943 | loss: 0.0112101 | val_loss: 0.0111466 | Time: 1459.9 ms [2020-12-18 14:29:09 main:581] : INFO : Epoch 944 | loss: 0.0109159 | val_loss: 0.0109995 | Time: 1478.5 ms [2020-12-18 14:29:11 main:581] : INFO : Epoch 945 | loss: 0.0108441 | val_loss: 0.0109486 | Time: 1476.83 ms [2020-12-18 14:29:12 main:581] : INFO : Epoch 946 | loss: 0.0108149 | val_loss: 0.0109256 | Time: 1466.81 ms [2020-12-18 14:29:14 main:581] : INFO : Epoch 947 | loss: 0.0108036 | val_loss: 0.0109414 | Time: 1468.52 ms [2020-12-18 14:29:15 main:581] : INFO : Epoch 948 | loss: 0.0108153 | val_loss: 0.0109191 | Time: 1466.45 ms [2020-12-18 14:29:17 main:581] : INFO : Epoch 949 | loss: 0.0109223 | val_loss: 0.0110939 | Time: 1429.54 ms [2020-12-18 14:29:18 main:581] : INFO : Epoch 950 | loss: 0.0108952 | val_loss: 0.0109403 | Time: 1470.96 ms [2020-12-18 14:29:20 main:581] : INFO : Epoch 951 | loss: 0.0108789 | val_loss: 0.0109787 | Time: 1440.28 ms [2020-12-18 14:29:21 main:581] : INFO : Epoch 952 | loss: 0.0108135 | val_loss: 0.0109107 | Time: 1433.39 ms [2020-12-18 14:29:22 main:581] : INFO : Epoch 953 | loss: 0.0108032 | val_loss: 0.0109574 | Time: 1434.98 ms [2020-12-18 14:29:24 main:581] : INFO : Epoch 954 | loss: 0.010859 | val_loss: 0.0109552 | Time: 1462.74 ms [2020-12-18 14:29:25 main:581] : INFO : Epoch 955 | loss: 0.0108344 | val_loss: 0.0109477 | Time: 1446.99 ms [2020-12-18 14:29:27 main:581] : INFO : Epoch 956 | loss: 0.0108489 | val_loss: 0.0112572 | Time: 1453.39 ms [2020-12-18 14:29:28 main:581] : INFO : Epoch 957 | loss: 0.0109481 | val_loss: 0.0109626 | Time: 1451.46 ms [2020-12-18 14:29:30 main:581] : INFO : Epoch 958 | loss: 0.0108395 | val_loss: 0.0109237 | Time: 1468.68 ms [2020-12-18 14:29:31 main:581] : INFO : Epoch 959 | loss: 0.0108062 | val_loss: 0.0109092 | Time: 1447.05 ms [2020-12-18 14:29:33 main:581] : INFO : Epoch 960 | loss: 0.0107895 | val_loss: 0.0109362 | Time: 1434.27 ms [2020-12-18 14:29:34 main:581] : INFO : Epoch 961 | loss: 0.0109703 | val_loss: 0.0109722 | Time: 1479.43 ms [2020-12-18 14:29:36 main:581] : INFO : Epoch 962 | loss: 0.0108205 | val_loss: 0.0109158 | Time: 1450.47 ms [2020-12-18 14:29:37 main:581] : INFO : Epoch 963 | loss: 0.0107795 | val_loss: 0.0109022 | Time: 1440.53 ms [2020-12-18 14:29:38 main:581] : INFO : Epoch 964 | loss: 0.0108455 | val_loss: 0.0109009 | Time: 1427.25 ms [2020-12-18 14:29:40 main:581] : INFO : Epoch 965 | loss: 0.0107925 | val_loss: 0.0108881 | Time: 1458.24 ms [2020-12-18 14:29:41 main:581] : INFO : Epoch 966 | loss: 0.0107712 | val_loss: 0.0109363 | Time: 1467.69 ms [2020-12-18 14:29:43 main:581] : INFO : Epoch 967 | loss: 0.0110142 | val_loss: 0.0111257 | Time: 1451 ms [2020-12-18 14:29:44 main:581] : INFO : Epoch 968 | loss: 0.0108802 | val_loss: 0.0109449 | Time: 1459.97 ms [2020-12-18 14:29:46 main:581] : INFO : Epoch 969 | loss: 0.0108142 | val_loss: 0.0109026 | Time: 1443.36 ms [2020-12-18 14:29:47 main:581] : INFO : Epoch 970 | loss: 0.010776 | val_loss: 0.0108949 | Time: 1432.86 ms [2020-12-18 14:29:49 main:581] : INFO : Epoch 971 | loss: 0.0107674 | val_loss: 0.0108903 | Time: 1434.75 ms [2020-12-18 14:29:50 main:581] : INFO : Epoch 972 | loss: 0.0107659 | val_loss: 0.0108993 | Time: 1465.24 ms [2020-12-18 14:29:51 main:581] : INFO : Epoch 973 | loss: 0.0108239 | val_loss: 0.0108926 | Time: 1462.74 ms [2020-12-18 14:29:53 main:581] : INFO : Epoch 974 | loss: 0.0108092 | val_loss: 0.0109006 | Time: 1469.4 ms [2020-12-18 14:29:54 main:581] : INFO : Epoch 975 | loss: 0.0107872 | val_loss: 0.0109455 | Time: 1453.89 ms [2020-12-18 14:29:56 main:581] : INFO : Epoch 976 | loss: 0.0108787 | val_loss: 0.0109804 | Time: 1462.61 ms [2020-12-18 14:29:57 main:581] : INFO : Epoch 977 | loss: 0.0108148 | val_loss: 0.0109066 | Time: 1470.75 ms [2020-12-18 14:29:59 main:581] : INFO : Epoch 978 | loss: 0.0107961 | val_loss: 0.0109628 | Time: 1480.33 ms [2020-12-18 14:30:00 main:581] : INFO : Epoch 979 | loss: 0.0107919 | val_loss: 0.0109368 | Time: 1449.82 ms [2020-12-18 14:30:02 main:581] : INFO : Epoch 980 | loss: 0.0107824 | val_loss: 0.010908 | Time: 1415.03 ms [2020-12-18 14:30:03 main:581] : INFO : Epoch 981 | loss: 0.0108798 | val_loss: 0.0109304 | Time: 1446.3 ms [2020-12-18 14:30:05 main:581] : INFO : Epoch 982 | loss: 0.0108256 | val_loss: 0.010922 | Time: 1478.84 ms [2020-12-18 14:30:06 main:581] : INFO : Epoch 983 | loss: 0.0107608 | val_loss: 0.0108714 | Time: 1487.4 ms [2020-12-18 14:30:08 main:581] : INFO : Epoch 984 | loss: 0.0107585 | val_loss: 0.0109879 | Time: 1475.24 ms [2020-12-18 14:30:09 main:581] : INFO : Epoch 985 | loss: 0.0108892 | val_loss: 0.0109885 | Time: 1470.53 ms [2020-12-18 14:30:10 main:581] : INFO : Epoch 986 | loss: 0.0108122 | val_loss: 0.0109323 | Time: 1442.57 ms [2020-12-18 14:30:12 main:581] : INFO : Epoch 987 | loss: 0.0107747 | val_loss: 0.0108565 | Time: 1484.81 ms [2020-12-18 14:30:13 main:581] : INFO : Epoch 988 | loss: 0.0107533 | val_loss: 0.0108578 | Time: 1469.17 ms [2020-12-18 14:30:15 main:581] : INFO : Epoch 989 | loss: 0.0108585 | val_loss: 0.0108765 | Time: 1439.44 ms [2020-12-18 14:30:16 main:581] : INFO : Epoch 990 | loss: 0.0107829 | val_loss: 0.0108688 | Time: 1466.76 ms [2020-12-18 14:30:18 main:581] : INFO : Epoch 991 | loss: 0.0107593 | val_loss: 0.0108546 | Time: 1420.26 ms [2020-12-18 14:30:19 main:581] : INFO : Epoch 992 | loss: 0.0107549 | val_loss: 0.010999 | Time: 1439.34 ms [2020-12-18 14:30:21 main:581] : INFO : Epoch 993 | loss: 0.0109629 | val_loss: 0.0109475 | Time: 1444.68 ms [2020-12-18 14:30:22 main:581] : INFO : Epoch 994 | loss: 0.0108266 | val_loss: 0.0109069 | Time: 1447.99 ms [2020-12-18 14:30:24 main:581] : INFO : Epoch 995 | loss: 0.0107843 | val_loss: 0.0109238 | Time: 1458.03 ms [2020-12-18 14:30:25 main:581] : INFO : Epoch 996 | loss: 0.0107691 | val_loss: 0.0108693 | Time: 1446.17 ms [2020-12-18 14:30:26 main:581] : INFO : Epoch 997 | loss: 0.0107948 | val_loss: 0.0108612 | Time: 1469.13 ms [2020-12-18 14:30:28 main:581] : INFO : Epoch 998 | loss: 0.0107382 | val_loss: 0.0107962 | Time: 1459.05 ms [2020-12-18 14:30:29 main:581] : INFO : Epoch 999 | loss: 0.0107872 | val_loss: 0.0109472 | Time: 1451.54 ms [2020-12-18 14:30:31 main:581] : INFO : Epoch 1000 | loss: 0.0108586 | val_loss: 0.0107805 | Time: 1438.5 ms [2020-12-18 14:30:32 main:581] : INFO : Epoch 1001 | loss: 0.0107161 | val_loss: 0.0107372 | Time: 1471.8 ms [2020-12-18 14:30:34 main:581] : INFO : Epoch 1002 | loss: 0.0105914 | val_loss: 0.0106704 | Time: 1452 ms [2020-12-18 14:30:35 main:581] : INFO : Epoch 1003 | loss: 0.0108316 | val_loss: 0.0108086 | Time: 1504.25 ms [2020-12-18 14:30:37 main:581] : INFO : Epoch 1004 | loss: 0.0107822 | val_loss: 0.0108695 | Time: 1455.02 ms [2020-12-18 14:30:38 main:581] : INFO : Epoch 1005 | loss: 0.0107003 | val_loss: 0.0106824 | Time: 1470.8 ms [2020-12-18 14:30:40 main:581] : INFO : Epoch 1006 | loss: 0.0106228 | val_loss: 0.0108364 | Time: 1493.93 ms [2020-12-18 14:30:41 main:581] : INFO : Epoch 1007 | loss: 0.01064 | val_loss: 0.0107877 | Time: 1495.84 ms [2020-12-18 14:30:43 main:581] : INFO : Epoch 1008 | loss: 0.0107805 | val_loss: 0.0107683 | Time: 1447.95 ms [2020-12-18 14:30:44 main:581] : INFO : Epoch 1009 | loss: 0.0106156 | val_loss: 0.0107255 | Time: 1445.77 ms [2020-12-18 14:30:45 main:581] : INFO : Epoch 1010 | loss: 0.0105347 | val_loss: 0.0105927 | Time: 1444.37 ms [2020-12-18 14:30:47 main:581] : INFO : Epoch 1011 | loss: 0.0104911 | val_loss: 0.0106431 | Time: 1462.97 ms [2020-12-18 14:30:48 main:581] : INFO : Epoch 1012 | loss: 0.0108199 | val_loss: 0.0109684 | Time: 1428.68 ms [2020-12-18 14:30:50 main:581] : INFO : Epoch 1013 | loss: 0.0108737 | val_loss: 0.010904 | Time: 1417.21 ms [2020-12-18 14:30:51 main:581] : INFO : Epoch 1014 | loss: 0.0106201 | val_loss: 0.0106417 | Time: 1431.11 ms [2020-12-18 14:30:53 main:581] : INFO : Epoch 1015 | loss: 0.0104669 | val_loss: 0.0105521 | Time: 1450.25 ms [2020-12-18 14:30:54 main:581] : INFO : Epoch 1016 | loss: 0.0104376 | val_loss: 0.0105241 | Time: 1462.58 ms [2020-12-18 14:30:56 main:581] : INFO : Epoch 1017 | loss: 0.0104751 | val_loss: 0.010766 | Time: 1456.02 ms [2020-12-18 14:30:57 main:581] : INFO : Epoch 1018 | loss: 0.0104743 | val_loss: 0.0105879 | Time: 1478.5 ms [2020-12-18 14:30:59 main:581] : INFO : Epoch 1019 | loss: 0.0105301 | val_loss: 0.0105476 | Time: 1466.42 ms [2020-12-18 14:31:00 main:581] : INFO : Epoch 1020 | loss: 0.0104172 | val_loss: 0.0105069 | Time: 1462.87 ms [2020-12-18 14:31:01 main:581] : INFO : Epoch 1021 | loss: 0.0104341 | val_loss: 0.0106299 | Time: 1486.68 ms [2020-12-18 14:31:03 main:581] : INFO : Epoch 1022 | loss: 0.0106407 | val_loss: 0.0114498 | Time: 1453.25 ms [2020-12-18 14:31:04 main:581] : INFO : Epoch 1023 | loss: 0.0110596 | val_loss: 0.0109757 | Time: 1458.19 ms [2020-12-18 14:31:06 main:581] : INFO : Epoch 1024 | loss: 0.0106947 | val_loss: 0.0106226 | Time: 1435.85 ms [2020-12-18 14:31:06 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.0106226 [2020-12-18 14:31:06 main:610] : INFO : Saving end state to config to file [2020-12-18 14:31:06 main:615] : INFO : Success, exiting.. 14:31:06 (306462): 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)