Task 3237458
| Name | EightBitModified-1605455496-30303-6_0 |
| Workunit | 1516440 |
| Created | 11 Dec 2020, 12:36:22 UTC |
| Sent | 15 Dec 2020, 6:06:34 UTC |
| Report deadline | 22 Dec 2020, 6:06:34 UTC |
| Received | 15 Dec 2020, 21:22:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5147 |
| Run time | 27 min 59 sec |
| CPU time | 27 min 56 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 4,116.93 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 1.83 GB |
| Peak swap size | 13.39 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> : INFO : Epoch 526 | loss: 0.000232564 | val_loss: 0.000274215 | Time: 1649.61 ms [2020-12-15 15:36:29 main:581] : INFO : Epoch 527 | loss: 0.000242202 | val_loss: 0.000259749 | Time: 1652.83 ms [2020-12-15 15:36:30 main:581] : INFO : Epoch 528 | loss: 0.000231777 | val_loss: 0.000259667 | Time: 1636.25 ms [2020-12-15 15:36:32 main:581] : INFO : Epoch 529 | loss: 0.00023371 | val_loss: 0.000259113 | Time: 1621.9 ms [2020-12-15 15:36:34 main:581] : INFO : Epoch 530 | loss: 0.000232374 | val_loss: 0.000261705 | Time: 1624.33 ms [2020-12-15 15:36:35 main:581] : INFO : Epoch 531 | loss: 0.000234183 | val_loss: 0.000262213 | Time: 1627.59 ms [2020-12-15 15:36:37 main:581] : INFO : Epoch 532 | loss: 0.000236601 | val_loss: 0.000261372 | Time: 1633.9 ms [2020-12-15 15:36:39 main:581] : INFO : Epoch 533 | loss: 0.000233829 | val_loss: 0.000261762 | Time: 1631.47 ms [2020-12-15 15:36:40 main:581] : INFO : Epoch 534 | loss: 0.00023738 | val_loss: 0.000278964 | Time: 1625.47 ms [2020-12-15 15:36:42 main:581] : INFO : Epoch 535 | loss: 0.000250997 | val_loss: 0.000265822 | Time: 1624.53 ms [2020-12-15 15:36:43 main:581] : INFO : Epoch 536 | loss: 0.000235917 | val_loss: 0.00026347 | Time: 1622.62 ms [2020-12-15 15:36:45 main:581] : INFO : Epoch 537 | loss: 0.000241024 | val_loss: 0.000266259 | Time: 1623.39 ms [2020-12-15 15:36:47 main:581] : INFO : Epoch 538 | loss: 0.000240348 | val_loss: 0.000262881 | Time: 1626.18 ms [2020-12-15 15:36:48 main:581] : INFO : Epoch 539 | loss: 0.000233381 | val_loss: 0.000256687 | Time: 1631.21 ms [2020-12-15 15:36:50 main:581] : INFO : Epoch 540 | loss: 0.000230118 | val_loss: 0.000257582 | Time: 1632.05 ms [2020-12-15 15:36:52 main:581] : INFO : Epoch 541 | loss: 0.000230453 | val_loss: 0.000256117 | Time: 1636.09 ms [2020-12-15 15:36:53 main:581] : INFO : Epoch 542 | loss: 0.000227936 | val_loss: 0.000255309 | Time: 1633.49 ms [2020-12-15 15:36:55 main:581] : INFO : Epoch 543 | loss: 0.000233148 | val_loss: 0.000276389 | Time: 1627.55 ms [2020-12-15 15:36:56 main:581] : INFO : Epoch 544 | loss: 0.000241156 | val_loss: 0.000265511 | Time: 1627.82 ms [2020-12-15 15:36:58 main:581] : INFO : Epoch 545 | loss: 0.000242669 | val_loss: 0.000264887 | Time: 1632.44 ms [2020-12-15 15:37:00 main:581] : INFO : Epoch 546 | loss: 0.000233971 | val_loss: 0.000258532 | Time: 1625.41 ms [2020-12-15 15:37:01 main:581] : INFO : Epoch 547 | loss: 0.000231445 | val_loss: 0.000256873 | Time: 1647.04 ms [2020-12-15 15:37:03 main:581] : INFO : Epoch 548 | loss: 0.000228694 | val_loss: 0.000257763 | Time: 1639.83 ms [2020-12-15 15:37:05 main:581] : INFO : Epoch 549 | loss: 0.000231854 | val_loss: 0.000277131 | Time: 1649.11 ms [2020-12-15 15:37:06 main:581] : INFO : Epoch 550 | loss: 0.000247308 | val_loss: 0.000262576 | Time: 1641.85 ms [2020-12-15 15:37:08 main:581] : INFO : Epoch 551 | loss: 0.000234471 | val_loss: 0.000260231 | Time: 1643.54 ms [2020-12-15 15:37:10 main:581] : INFO : Epoch 552 | loss: 0.000236073 | val_loss: 0.000267294 | Time: 1651.62 ms [2020-12-15 15:37:11 main:581] : INFO : Epoch 553 | loss: 0.000236345 | val_loss: 0.000266826 | Time: 1643.76 ms [2020-12-15 15:37:13 main:581] : INFO : Epoch 554 | loss: 0.000253805 | val_loss: 0.000292501 | Time: 1651.09 ms [2020-12-15 15:37:15 main:581] : INFO : Epoch 555 | loss: 0.000247302 | val_loss: 0.000267697 | Time: 1639.74 ms [2020-12-15 15:37:16 main:581] : INFO : Epoch 556 | loss: 0.000234174 | val_loss: 0.000265636 | Time: 1630.85 ms [2020-12-15 15:37:18 main:581] : INFO : Epoch 557 | loss: 0.000233574 | val_loss: 0.000266702 | Time: 1621.08 ms [2020-12-15 15:37:19 main:581] : INFO : Epoch 558 | loss: 0.000236691 | val_loss: 0.000259841 | Time: 1618.32 ms [2020-12-15 15:37:21 main:581] : INFO : Epoch 559 | loss: 0.000232579 | val_loss: 0.000258898 | Time: 1623.08 ms [2020-12-15 15:37:23 main:581] : INFO : Epoch 560 | loss: 0.000233935 | val_loss: 0.000271002 | Time: 1637.38 ms [2020-12-15 15:37:24 main:581] : INFO : Epoch 561 | loss: 0.000241331 | val_loss: 0.000265304 | Time: 1636.38 ms [2020-12-15 15:37:26 main:581] : INFO : Epoch 562 | loss: 0.000233636 | val_loss: 0.000262298 | Time: 1633.51 ms [2020-12-15 15:37:28 main:581] : INFO : Epoch 563 | loss: 0.000239208 | val_loss: 0.000259638 | Time: 1646.44 ms [2020-12-15 15:37:29 main:581] : INFO : Epoch 564 | loss: 0.000231231 | val_loss: 0.000256855 | Time: 1641.1 ms [2020-12-15 15:37:31 main:581] : INFO : Epoch 565 | loss: 0.000229371 | val_loss: 0.000258523 | Time: 1654.35 ms [2020-12-15 15:37:33 main:581] : INFO : Epoch 566 | loss: 0.000242994 | val_loss: 0.000278628 | Time: 1633.43 ms [2020-12-15 15:37:34 main:581] : INFO : Epoch 567 | loss: 0.000240003 | val_loss: 0.000260836 | Time: 1622.17 ms [2020-12-15 15:37:36 main:581] : INFO : Epoch 568 | loss: 0.000231521 | val_loss: 0.000261243 | Time: 1622.07 ms [2020-12-15 15:37:37 main:581] : INFO : Epoch 569 | loss: 0.000234071 | val_loss: 0.00026996 | Time: 1629.96 ms [2020-12-15 15:37:39 main:581] : INFO : Epoch 570 | loss: 0.000239358 | val_loss: 0.000271768 | Time: 1645.4 ms [2020-12-15 15:37:41 main:581] : INFO : Epoch 571 | loss: 0.000235297 | val_loss: 0.000259585 | Time: 1648.91 ms [2020-12-15 15:37:42 main:581] : INFO : Epoch 572 | loss: 0.000231873 | val_loss: 0.000257152 | Time: 1628.91 ms [2020-12-15 15:37:44 main:581] : INFO : Epoch 573 | loss: 0.000231176 | val_loss: 0.000260172 | Time: 1632.67 ms [2020-12-15 15:37:46 main:581] : INFO : Epoch 574 | loss: 0.000236115 | val_loss: 0.00026398 | Time: 1630.31 ms [2020-12-15 15:37:47 main:581] : INFO : Epoch 575 | loss: 0.000231496 | val_loss: 0.000258906 | Time: 1627.32 ms [2020-12-15 15:37:49 main:581] : INFO : Epoch 576 | loss: 0.000231064 | val_loss: 0.000264095 | Time: 1625.75 ms [2020-12-15 15:37:50 main:581] : INFO : Epoch 577 | loss: 0.000245076 | val_loss: 0.000266702 | Time: 1630.73 ms [2020-12-15 15:37:52 main:581] : INFO : Epoch 578 | loss: 0.000250271 | val_loss: 0.000274276 | Time: 1623.27 ms [2020-12-15 15:37:54 main:581] : INFO : Epoch 579 | loss: 0.000234569 | val_loss: 0.000258709 | Time: 1622.57 ms [2020-12-15 15:37:55 main:581] : INFO : Epoch 580 | loss: 0.000229121 | val_loss: 0.000258332 | Time: 1643.33 ms [2020-12-15 15:37:57 main:581] : INFO : Epoch 581 | loss: 0.000229485 | val_loss: 0.000257141 | Time: 1646.06 ms [2020-12-15 15:37:59 main:581] : INFO : Epoch 582 | loss: 0.000228164 | val_loss: 0.000256568 | Time: 1625.57 ms [2020-12-15 15:38:00 main:581] : INFO : Epoch 583 | loss: 0.000230276 | val_loss: 0.000266494 | Time: 1630.09 ms [2020-12-15 15:38:02 main:581] : INFO : Epoch 584 | loss: 0.000253709 | val_loss: 0.000274078 | Time: 1633.8 ms [2020-12-15 15:38:04 main:581] : INFO : Epoch 585 | loss: 0.000237211 | val_loss: 0.000259194 | Time: 1626.22 ms [2020-12-15 15:38:05 main:581] : INFO : Epoch 586 | loss: 0.0002336 | val_loss: 0.000261459 | Time: 1621.23 ms [2020-12-15 15:38:07 main:581] : INFO : Epoch 587 | loss: 0.000233092 | val_loss: 0.000263644 | Time: 1633.93 ms [2020-12-15 15:38:08 main:581] : INFO : Epoch 588 | loss: 0.000232927 | val_loss: 0.000261242 | Time: 1630.05 ms [2020-12-15 15:38:10 main:581] : INFO : Epoch 589 | loss: 0.000230254 | val_loss: 0.00026316 | Time: 1630.78 ms [2020-12-15 15:38:12 main:581] : INFO : Epoch 590 | loss: 0.000251262 | val_loss: 0.000274047 | Time: 1637.09 ms [2020-12-15 15:38:13 main:581] : INFO : Epoch 591 | loss: 0.000240578 | val_loss: 0.000261219 | Time: 1627.67 ms [2020-12-15 15:38:15 main:581] : INFO : Epoch 592 | loss: 0.000230042 | val_loss: 0.000255776 | Time: 1656.65 ms [2020-12-15 15:38:17 main:581] : INFO : Epoch 593 | loss: 0.000228015 | val_loss: 0.00025544 | Time: 1654.23 ms [2020-12-15 15:38:18 main:581] : INFO : Epoch 594 | loss: 0.000227872 | val_loss: 0.000257118 | Time: 1656.46 ms [2020-12-15 15:38:20 main:581] : INFO : Epoch 595 | loss: 0.000237105 | val_loss: 0.000289177 | Time: 1656.18 ms [2020-12-15 15:38:22 main:581] : INFO : Epoch 596 | loss: 0.00024174 | val_loss: 0.000261946 | Time: 1644.59 ms [2020-12-15 15:38:23 main:581] : INFO : Epoch 597 | loss: 0.000233678 | val_loss: 0.000258893 | Time: 1646.25 ms [2020-12-15 15:38:25 main:581] : INFO : Epoch 598 | loss: 0.000232725 | val_loss: 0.000266499 | Time: 1646.43 ms [2020-12-15 15:38:27 main:581] : INFO : Epoch 599 | loss: 0.000235772 | val_loss: 0.000263935 | Time: 1644.21 ms [2020-12-15 15:38:28 main:581] : INFO : Epoch 600 | loss: 0.000234855 | val_loss: 0.000266822 | Time: 1650.57 ms [2020-12-15 15:38:30 main:581] : INFO : Epoch 601 | loss: 0.000238406 | val_loss: 0.000264259 | Time: 1645.44 ms [2020-12-15 15:38:31 main:581] : INFO : Epoch 602 | loss: 0.000231966 | val_loss: 0.000259312 | Time: 1625.7 ms [2020-12-15 15:38:33 main:581] : INFO : Epoch 603 | loss: 0.000231614 | val_loss: 0.000258107 | Time: 1625.89 ms [2020-12-15 15:38:35 main:581] : INFO : Epoch 604 | loss: 0.000231262 | val_loss: 0.000266677 | Time: 1629.72 ms [2020-12-15 15:38:36 main:581] : INFO : Epoch 605 | loss: 0.000247073 | val_loss: 0.000267341 | Time: 1641.66 ms [2020-12-15 15:38:38 main:581] : INFO : Epoch 606 | loss: 0.000234723 | val_loss: 0.000263546 | Time: 1627.21 ms [2020-12-15 15:38:40 main:581] : INFO : Epoch 607 | loss: 0.000240841 | val_loss: 0.000263843 | Time: 1630.56 ms [2020-12-15 15:38:41 main:581] : INFO : Epoch 608 | loss: 0.000232525 | val_loss: 0.000258478 | Time: 1628.78 ms [2020-12-15 15:38:43 main:581] : INFO : Epoch 609 | loss: 0.000233138 | val_loss: 0.000264331 | Time: 1631.66 ms [2020-12-15 15:38:44 main:581] : INFO : Epoch 610 | loss: 0.000233217 | val_loss: 0.000257211 | Time: 1633.53 ms [2020-12-15 15:38:46 main:581] : INFO : Epoch 611 | loss: 0.000232344 | val_loss: 0.000258692 | Time: 1644.66 ms [2020-12-15 15:38:48 main:581] : INFO : Epoch 612 | loss: 0.000243552 | val_loss: 0.000270065 | Time: 1640.9 ms [2020-12-15 15:38:49 main:581] : INFO : Epoch 613 | loss: 0.000237491 | val_loss: 0.000259235 | Time: 1637.31 ms [2020-12-15 15:38:51 main:581] : INFO : Epoch 614 | loss: 0.000230469 | val_loss: 0.000262069 | Time: 1642.19 ms [2020-12-15 15:38:53 main:581] : INFO : Epoch 615 | loss: 0.000237963 | val_loss: 0.000266246 | Time: 1638.67 ms [2020-12-15 15:38:54 main:581] : INFO : Epoch 616 | loss: 0.00023796 | val_loss: 0.000261595 | Time: 1634.78 ms [2020-12-15 15:38:56 main:581] : INFO : Epoch 617 | loss: 0.000233957 | val_loss: 0.000261266 | Time: 1637.7 ms [2020-12-15 15:38:58 main:581] : INFO : Epoch 618 | loss: 0.000231261 | val_loss: 0.00025981 | Time: 1638.09 ms [2020-12-15 15:38:59 main:581] : INFO : Epoch 619 | loss: 0.000234293 | val_loss: 0.000263877 | Time: 1638.85 ms [2020-12-15 15:39:01 main:581] : INFO : Epoch 620 | loss: 0.000232096 | val_loss: 0.00025803 | Time: 1625.97 ms [2020-12-15 15:39:02 main:581] : INFO : Epoch 621 | loss: 0.000229386 | val_loss: 0.000260174 | Time: 1625.99 ms [2020-12-15 15:39:04 main:581] : INFO : Epoch 622 | loss: 0.000236466 | val_loss: 0.000265009 | Time: 1633.88 ms [2020-12-15 15:39:06 main:581] : INFO : Epoch 623 | loss: 0.000250353 | val_loss: 0.000281788 | Time: 1649.02 ms [2020-12-15 15:39:07 main:581] : INFO : Epoch 624 | loss: 0.000250133 | val_loss: 0.000267169 | Time: 1638.92 ms [2020-12-15 15:39:09 main:581] : INFO : Epoch 625 | loss: 0.000235371 | val_loss: 0.00025995 | Time: 1637.76 ms [2020-12-15 15:39:11 main:581] : INFO : Epoch 626 | loss: 0.000228679 | val_loss: 0.000255546 | Time: 1638.06 ms [2020-12-15 15:39:12 main:581] : INFO : Epoch 627 | loss: 0.00022953 | val_loss: 0.000267016 | Time: 1630.26 ms [2020-12-15 15:39:14 main:581] : INFO : Epoch 628 | loss: 0.000243481 | val_loss: 0.000263973 | Time: 1622.6 ms [2020-12-15 15:39:16 main:581] : INFO : Epoch 629 | loss: 0.000231799 | val_loss: 0.000257787 | Time: 1624.5 ms [2020-12-15 15:39:17 main:581] : INFO : Epoch 630 | loss: 0.000228134 | val_loss: 0.000254968 | Time: 1638.27 ms [2020-12-15 15:39:19 main:581] : INFO : Epoch 631 | loss: 0.000227963 | val_loss: 0.000262806 | Time: 1642.91 ms [2020-12-15 15:39:20 main:581] : INFO : Epoch 632 | loss: 0.000247389 | val_loss: 0.000267982 | Time: 1628.13 ms [2020-12-15 15:39:22 main:581] : INFO : Epoch 633 | loss: 0.000233697 | val_loss: 0.000265508 | Time: 1621.37 ms [2020-12-15 15:39:24 main:581] : INFO : Epoch 634 | loss: 0.000240826 | val_loss: 0.000262762 | Time: 1619.91 ms [2020-12-15 15:39:25 main:581] : INFO : Epoch 635 | loss: 0.000229155 | val_loss: 0.000257644 | Time: 1623.44 ms [2020-12-15 15:39:27 main:581] : INFO : Epoch 636 | loss: 0.000232793 | val_loss: 0.00026852 | Time: 1627.32 ms [2020-12-15 15:39:29 main:581] : INFO : Epoch 637 | loss: 0.000234561 | val_loss: 0.000257985 | Time: 1624.12 ms [2020-12-15 15:39:30 main:581] : INFO : Epoch 638 | loss: 0.000231372 | val_loss: 0.000261069 | Time: 1630.95 ms [2020-12-15 15:39:32 main:581] : INFO : Epoch 639 | loss: 0.000229919 | val_loss: 0.000255934 | Time: 1635.92 ms [2020-12-15 15:39:33 main:581] : INFO : Epoch 640 | loss: 0.000229815 | val_loss: 0.000260348 | Time: 1615.91 ms [2020-12-15 15:39:35 main:581] : INFO : Epoch 641 | loss: 0.000237707 | val_loss: 0.000263576 | Time: 1618.61 ms [2020-12-15 15:39:37 main:581] : INFO : Epoch 642 | loss: 0.000240937 | val_loss: 0.000261928 | Time: 1630.59 ms [2020-12-15 15:39:38 main:581] : INFO : Epoch 643 | loss: 0.000233067 | val_loss: 0.000264802 | Time: 1635.01 ms [2020-12-15 15:39:40 main:581] : INFO : Epoch 644 | loss: 0.000248587 | val_loss: 0.000269126 | Time: 1643.76 ms [2020-12-15 15:39:42 main:581] : INFO : Epoch 645 | loss: 0.000235815 | val_loss: 0.000261222 | Time: 1638.16 ms [2020-12-15 15:39:43 main:581] : INFO : Epoch 646 | loss: 0.000229283 | val_loss: 0.000257162 | Time: 1647.17 ms [2020-12-15 15:39:45 main:581] : INFO : Epoch 647 | loss: 0.000235169 | val_loss: 0.000285818 | Time: 1627.23 ms [2020-12-15 15:39:47 main:581] : INFO : Epoch 648 | loss: 0.000236644 | val_loss: 0.000258091 | Time: 1640.86 ms [2020-12-15 15:39:48 main:581] : INFO : Epoch 649 | loss: 0.000230606 | val_loss: 0.00026156 | Time: 1628.64 ms [2020-12-15 15:39:50 main:581] : INFO : Epoch 650 | loss: 0.000231522 | val_loss: 0.000257874 | Time: 1626.28 ms [2020-12-15 15:39:51 main:581] : INFO : Epoch 651 | loss: 0.000233546 | val_loss: 0.000263923 | Time: 1627.21 ms [2020-12-15 15:39:53 main:581] : INFO : Epoch 652 | loss: 0.000235365 | val_loss: 0.000263946 | Time: 1622.72 ms [2020-12-15 15:39:55 main:581] : INFO : Epoch 653 | loss: 0.000237282 | val_loss: 0.000265846 | Time: 1622.55 ms [2020-12-15 15:39:56 main:581] : INFO : Epoch 654 | loss: 0.000236379 | val_loss: 0.000267599 | Time: 1624.02 ms [2020-12-15 15:39:58 main:581] : INFO : Epoch 655 | loss: 0.000240576 | val_loss: 0.00027075 | Time: 1631.88 ms [2020-12-15 15:40:00 main:581] : INFO : Epoch 656 | loss: 0.000234414 | val_loss: 0.000258887 | Time: 1623.96 ms [2020-12-15 15:40:01 main:581] : INFO : Epoch 657 | loss: 0.000228538 | val_loss: 0.000256566 | Time: 1637.22 ms [2020-12-15 15:40:03 main:581] : INFO : Epoch 658 | loss: 0.000229915 | val_loss: 0.000263136 | Time: 1645.35 ms [2020-12-15 15:40:04 main:581] : INFO : Epoch 659 | loss: 0.000236101 | val_loss: 0.000259479 | Time: 1634.81 ms [2020-12-15 15:40:06 main:581] : INFO : Epoch 660 | loss: 0.00023404 | val_loss: 0.000260941 | Time: 1640.02 ms [2020-12-15 15:40:08 main:581] : INFO : Epoch 661 | loss: 0.000232188 | val_loss: 0.000259681 | Time: 1635.78 ms [2020-12-15 15:40:09 main:581] : INFO : Epoch 662 | loss: 0.000234614 | val_loss: 0.00026785 | Time: 1630.34 ms [2020-12-15 15:40:11 main:581] : INFO : Epoch 663 | loss: 0.000239254 | val_loss: 0.00027337 | Time: 1629.36 ms [2020-12-15 15:40:13 main:581] : INFO : Epoch 664 | loss: 0.000235417 | val_loss: 0.000261231 | Time: 1625.58 ms [2020-12-15 15:40:14 main:581] : INFO : Epoch 665 | loss: 0.000234941 | val_loss: 0.00026059 | Time: 1627.71 ms [2020-12-15 15:40:16 main:581] : INFO : Epoch 666 | loss: 0.000240131 | val_loss: 0.000261375 | Time: 1631.79 ms [2020-12-15 15:40:18 main:581] : INFO : Epoch 667 | loss: 0.000231918 | val_loss: 0.00025811 | Time: 1632.7 ms [2020-12-15 15:40:19 main:581] : INFO : Epoch 668 | loss: 0.000230268 | val_loss: 0.00026229 | Time: 1617.64 ms [2020-12-15 15:40:21 main:581] : INFO : Epoch 669 | loss: 0.000233644 | val_loss: 0.000257688 | Time: 1617.34 ms [2020-12-15 15:40:22 main:581] : INFO : Epoch 670 | loss: 0.000230218 | val_loss: 0.00026672 | Time: 1623.75 ms [2020-12-15 15:40:24 main:581] : INFO : Epoch 671 | loss: 0.000247649 | val_loss: 0.000277446 | Time: 1623.12 ms [2020-12-15 15:40:26 main:581] : INFO : Epoch 672 | loss: 0.000456112 | val_loss: 0.00976096 | Time: 1620.87 ms [2020-12-15 15:40:27 main:581] : INFO : Epoch 673 | loss: 0.00563225 | val_loss: 0.00205222 | Time: 1630.03 ms [2020-12-15 15:40:29 main:581] : INFO : Epoch 674 | loss: 0.0012973 | val_loss: 0.000635223 | Time: 1619.86 ms [2020-12-15 15:40:31 main:581] : INFO : Epoch 675 | loss: 0.000424445 | val_loss: 0.000335378 | Time: 1648.97 ms [2020-12-15 15:40:32 main:581] : INFO : Epoch 676 | loss: 0.000269198 | val_loss: 0.000272203 | Time: 1648.75 ms [2020-12-15 15:40:34 main:581] : INFO : Epoch 677 | loss: 0.000239706 | val_loss: 0.000261398 | Time: 1648.39 ms [2020-12-15 15:40:35 main:581] : INFO : Epoch 678 | loss: 0.00023283 | val_loss: 0.000258017 | Time: 1648.63 ms [2020-12-15 15:40:37 main:581] : INFO : Epoch 679 | loss: 0.000230563 | val_loss: 0.000256683 | Time: 1650.22 ms [2020-12-15 15:40:39 main:581] : INFO : Epoch 680 | loss: 0.000229405 | val_loss: 0.000256306 | Time: 1649.11 ms [2020-12-15 15:40:40 main:581] : INFO : Epoch 681 | loss: 0.0002287 | val_loss: 0.000255533 | Time: 1648.85 ms [2020-12-15 15:40:42 main:581] : INFO : Epoch 682 | loss: 0.000228184 | val_loss: 0.000255137 | Time: 1646.28 ms [2020-12-15 15:40:44 main:581] : INFO : Epoch 683 | loss: 0.0002276 | val_loss: 0.000254836 | Time: 1652.25 ms [2020-12-15 15:40:45 main:581] : INFO : Epoch 684 | loss: 0.000227698 | val_loss: 0.000255934 | Time: 1633.22 ms [2020-12-15 15:40:47 main:581] : INFO : Epoch 685 | loss: 0.000227382 | val_loss: 0.000255132 | Time: 1628.04 ms [2020-12-15 15:40:49 main:581] : INFO : Epoch 686 | loss: 0.000226923 | val_loss: 0.000254257 | Time: 1628.31 ms [2020-12-15 15:40:50 main:581] : INFO : Epoch 687 | loss: 0.000226719 | val_loss: 0.000254232 | Time: 1636.92 ms [2020-12-15 15:40:52 main:581] : INFO : Epoch 688 | loss: 0.000226517 | val_loss: 0.000254538 | Time: 1627.92 ms [2020-12-15 15:40:54 main:581] : INFO : Epoch 689 | loss: 0.000226676 | val_loss: 0.000254113 | Time: 1627.74 ms [2020-12-15 15:40:55 main:581] : INFO : Epoch 690 | loss: 0.0002264 | val_loss: 0.000253912 | Time: 1628.19 ms [2020-12-15 15:40:57 main:581] : INFO : Epoch 691 | loss: 0.000225919 | val_loss: 0.00025372 | Time: 1628.99 ms [2020-12-15 15:40:58 main:581] : INFO : Epoch 692 | loss: 0.000226097 | val_loss: 0.000254063 | Time: 1634.68 ms [2020-12-15 15:41:00 main:581] : INFO : Epoch 693 | loss: 0.000225734 | val_loss: 0.000253658 | Time: 1626.27 ms [2020-12-15 15:41:02 main:581] : INFO : Epoch 694 | loss: 0.000225679 | val_loss: 0.000253576 | Time: 1624.27 ms [2020-12-15 15:41:03 main:581] : INFO : Epoch 695 | loss: 0.000225631 | val_loss: 0.00025375 | Time: 1626.29 ms [2020-12-15 15:41:05 main:581] : INFO : Epoch 696 | loss: 0.000225401 | val_loss: 0.000253294 | Time: 1625.57 ms [2020-12-15 15:41:07 main:581] : INFO : Epoch 697 | loss: 0.000225585 | val_loss: 0.000253978 | Time: 1624.37 ms [2020-12-15 15:41:08 main:581] : INFO : Epoch 698 | loss: 0.000225376 | val_loss: 0.000253641 | Time: 1626.85 ms [2020-12-15 15:41:10 main:581] : INFO : Epoch 699 | loss: 0.00022576 | val_loss: 0.000253354 | Time: 1630.07 ms [2020-12-15 15:41:11 main:581] : INFO : Epoch 700 | loss: 0.000225819 | val_loss: 0.000253577 | Time: 1629.23 ms [2020-12-15 15:41:13 main:581] : INFO : Epoch 701 | loss: 0.00022565 | val_loss: 0.000253462 | Time: 1626.95 ms [2020-12-15 15:41:15 main:581] : INFO : Epoch 702 | loss: 0.000225368 | val_loss: 0.000253725 | Time: 1630.52 ms [2020-12-15 15:41:16 main:581] : INFO : Epoch 703 | loss: 0.000225458 | val_loss: 0.000254057 | Time: 1625.99 ms [2020-12-15 15:41:18 main:581] : INFO : Epoch 704 | loss: 0.000225497 | val_loss: 0.000253033 | Time: 1627.5 ms [2020-12-15 15:41:20 main:581] : INFO : Epoch 705 | loss: 0.000225106 | val_loss: 0.000253757 | Time: 1632.67 ms [2020-12-15 15:41:21 main:581] : INFO : Epoch 706 | loss: 0.000225101 | val_loss: 0.00025321 | Time: 1644.69 ms [2020-12-15 15:41:23 main:581] : INFO : Epoch 707 | loss: 0.000225852 | val_loss: 0.000252913 | Time: 1651.42 ms [2020-12-15 15:41:25 main:581] : INFO : Epoch 708 | loss: 0.000230329 | val_loss: 0.000267191 | Time: 1644.18 ms [2020-12-15 15:41:26 main:581] : INFO : Epoch 709 | loss: 0.000230802 | val_loss: 0.000255278 | Time: 1652.2 ms [2020-12-15 15:41:28 main:581] : INFO : Epoch 710 | loss: 0.000225568 | val_loss: 0.000252873 | Time: 1650.5 ms [2020-12-15 15:41:29 main:581] : INFO : Epoch 711 | loss: 0.000224708 | val_loss: 0.0002532 | Time: 1643.01 ms [2020-12-15 15:41:31 main:581] : INFO : Epoch 712 | loss: 0.000224886 | val_loss: 0.000253482 | Time: 1642.1 ms [2020-12-15 15:41:33 main:581] : INFO : Epoch 713 | loss: 0.000225357 | val_loss: 0.000253167 | Time: 1650.94 ms [2020-12-15 15:41:34 main:581] : INFO : Epoch 714 | loss: 0.000225232 | val_loss: 0.000252906 | Time: 1651.72 ms [2020-12-15 15:41:36 main:581] : INFO : Epoch 715 | loss: 0.000225268 | val_loss: 0.000253995 | Time: 1647.83 ms [2020-12-15 15:41:38 main:581] : INFO : Epoch 716 | loss: 0.000235253 | val_loss: 0.000259568 | Time: 1646.8 ms [2020-12-15 15:41:39 main:581] : INFO : Epoch 717 | loss: 0.000227698 | val_loss: 0.000254503 | Time: 1645.33 ms [2020-12-15 15:41:41 main:581] : INFO : Epoch 718 | loss: 0.000225211 | val_loss: 0.000253953 | Time: 1647.35 ms [2020-12-15 15:41:43 main:581] : INFO : Epoch 719 | loss: 0.000226451 | val_loss: 0.000257034 | Time: 1643.99 ms [2020-12-15 15:41:44 main:581] : INFO : Epoch 720 | loss: 0.00022774 | val_loss: 0.000253257 | Time: 1639.08 ms [2020-12-15 15:41:46 main:581] : INFO : Epoch 721 | loss: 0.000226889 | val_loss: 0.000254488 | Time: 1640.04 ms [2020-12-15 15:41:48 main:581] : INFO : Epoch 722 | loss: 0.000226065 | val_loss: 0.000253844 | Time: 1638.36 ms [2020-12-15 15:41:49 main:581] : INFO : Epoch 723 | loss: 0.000225202 | val_loss: 0.000255165 | Time: 1643.94 ms [2020-12-15 15:41:51 main:581] : INFO : Epoch 724 | loss: 0.000237713 | val_loss: 0.00025443 | Time: 1653.11 ms [2020-12-15 15:41:53 main:581] : INFO : Epoch 725 | loss: 0.000229026 | val_loss: 0.000253104 | Time: 1655.69 ms [2020-12-15 15:41:54 main:581] : INFO : Epoch 726 | loss: 0.000226051 | val_loss: 0.000254852 | Time: 1626.61 ms [2020-12-15 15:41:56 main:581] : INFO : Epoch 727 | loss: 0.000224956 | val_loss: 0.000253237 | Time: 1635.85 ms [2020-12-15 15:41:57 main:581] : INFO : Epoch 728 | loss: 0.000225036 | val_loss: 0.000252858 | Time: 1623.12 ms [2020-12-15 15:41:59 main:581] : INFO : Epoch 729 | loss: 0.00022477 | val_loss: 0.000254691 | Time: 1638.04 ms [2020-12-15 15:42:01 main:581] : INFO : Epoch 730 | loss: 0.000226384 | val_loss: 0.000253164 | Time: 1626.11 ms [2020-12-15 15:42:02 main:581] : INFO : Epoch 731 | loss: 0.000225979 | val_loss: 0.000258654 | Time: 1631.99 ms [2020-12-15 15:42:04 main:581] : INFO : Epoch 732 | loss: 0.000228592 | val_loss: 0.000255227 | Time: 1628.71 ms [2020-12-15 15:42:06 main:581] : INFO : Epoch 733 | loss: 0.000226277 | val_loss: 0.000256669 | Time: 1634.83 ms [2020-12-15 15:42:07 main:581] : INFO : Epoch 734 | loss: 0.000226419 | val_loss: 0.000252879 | Time: 1635.62 ms [2020-12-15 15:42:09 main:581] : INFO : Epoch 735 | loss: 0.00022518 | val_loss: 0.000256428 | Time: 1633 ms [2020-12-15 15:42:10 main:581] : INFO : Epoch 736 | loss: 0.000245613 | val_loss: 0.000271363 | Time: 1624.44 ms [2020-12-15 15:42:12 main:581] : INFO : Epoch 737 | loss: 0.000230839 | val_loss: 0.000255095 | Time: 1627.7 ms [2020-12-15 15:42:14 main:581] : INFO : Epoch 738 | loss: 0.000225526 | val_loss: 0.000253663 | Time: 1634.67 ms [2020-12-15 15:42:15 main:581] : INFO : Epoch 739 | loss: 0.000225 | val_loss: 0.000254624 | Time: 1631.95 ms [2020-12-15 15:42:17 main:581] : INFO : Epoch 740 | loss: 0.000224729 | val_loss: 0.000253158 | Time: 1638.28 ms [2020-12-15 15:42:19 main:581] : INFO : Epoch 741 | loss: 0.000225549 | val_loss: 0.000254101 | Time: 1640.7 ms [2020-12-15 15:42:20 main:581] : INFO : Epoch 742 | loss: 0.000224692 | val_loss: 0.000252511 | Time: 1638.35 ms [2020-12-15 15:42:22 main:581] : INFO : Epoch 743 | loss: 0.000224828 | val_loss: 0.000253646 | Time: 1652.53 ms [2020-12-15 15:42:24 main:581] : INFO : Epoch 744 | loss: 0.000224929 | val_loss: 0.000254103 | Time: 1639.41 ms [2020-12-15 15:42:25 main:581] : INFO : Epoch 745 | loss: 0.000229216 | val_loss: 0.000264188 | Time: 1637.17 ms [2020-12-15 15:42:27 main:581] : INFO : Epoch 746 | loss: 0.000233773 | val_loss: 0.000256719 | Time: 1626.67 ms [2020-12-15 15:42:28 main:581] : INFO : Epoch 747 | loss: 0.000227828 | val_loss: 0.000253452 | Time: 1627.46 ms [2020-12-15 15:42:30 main:581] : INFO : Epoch 748 | loss: 0.000224968 | val_loss: 0.000253421 | Time: 1625.4 ms [2020-12-15 15:42:32 main:581] : INFO : Epoch 749 | loss: 0.000225532 | val_loss: 0.000252797 | Time: 1631.45 ms [2020-12-15 15:42:33 main:581] : INFO : Epoch 750 | loss: 0.000229386 | val_loss: 0.000290044 | Time: 1631.96 ms [2020-12-15 15:42:35 main:581] : INFO : Epoch 751 | loss: 0.000250909 | val_loss: 0.000269265 | Time: 1641.56 ms [2020-12-15 15:42:37 main:581] : INFO : Epoch 752 | loss: 0.000229977 | val_loss: 0.00025644 | Time: 1642.1 ms [2020-12-15 15:42:38 main:581] : INFO : Epoch 753 | loss: 0.000228041 | val_loss: 0.000253558 | Time: 1639.56 ms [2020-12-15 15:42:40 main:581] : INFO : Epoch 754 | loss: 0.000228012 | val_loss: 0.000255032 | Time: 1631.48 ms [2020-12-15 15:42:42 main:581] : INFO : Epoch 755 | loss: 0.000225739 | val_loss: 0.000254971 | Time: 1634.58 ms [2020-12-15 15:42:43 main:581] : INFO : Epoch 756 | loss: 0.000225576 | val_loss: 0.000253452 | Time: 1639.33 ms [2020-12-15 15:42:45 main:581] : INFO : Epoch 757 | loss: 0.000230413 | val_loss: 0.000276446 | Time: 1657.47 ms [2020-12-15 15:42:46 main:581] : INFO : Epoch 758 | loss: 0.000233084 | val_loss: 0.000258359 | Time: 1648.16 ms [2020-12-15 15:42:48 main:581] : INFO : Epoch 759 | loss: 0.000226917 | val_loss: 0.000253301 | Time: 1632.47 ms [2020-12-15 15:42:50 main:581] : INFO : Epoch 760 | loss: 0.000224927 | val_loss: 0.000253505 | Time: 1632.2 ms [2020-12-15 15:42:51 main:581] : INFO : Epoch 761 | loss: 0.000225188 | val_loss: 0.000253552 | Time: 1629.83 ms [2020-12-15 15:42:53 main:581] : INFO : Epoch 762 | loss: 0.000225215 | val_loss: 0.000255674 | Time: 1632.5 ms [2020-12-15 15:42:55 main:581] : INFO : Epoch 763 | loss: 0.000227957 | val_loss: 0.000262846 | Time: 1633.35 ms [2020-12-15 15:42:56 main:581] : INFO : Epoch 764 | loss: 0.000231578 | val_loss: 0.000259941 | Time: 1627.48 ms [2020-12-15 15:42:58 main:581] : INFO : Epoch 765 | loss: 0.00022723 | val_loss: 0.000254352 | Time: 1639.6 ms [2020-12-15 15:43:00 main:581] : INFO : Epoch 766 | loss: 0.000225001 | val_loss: 0.000253029 | Time: 1638.01 ms [2020-12-15 15:43:01 main:581] : INFO : Epoch 767 | loss: 0.000224746 | val_loss: 0.000253554 | Time: 1638.7 ms [2020-12-15 15:43:03 main:581] : INFO : Epoch 768 | loss: 0.000231881 | val_loss: 0.000273703 | Time: 1640.19 ms [2020-12-15 15:43:04 main:581] : INFO : Epoch 769 | loss: 0.000236055 | val_loss: 0.000268626 | Time: 1621.66 ms [2020-12-15 15:43:06 main:581] : INFO : Epoch 770 | loss: 0.000236527 | val_loss: 0.000256117 | Time: 1629.3 ms [2020-12-15 15:43:08 main:581] : INFO : Epoch 771 | loss: 0.000227653 | val_loss: 0.000256078 | Time: 1635.44 ms [2020-12-15 15:43:09 main:581] : INFO : Epoch 772 | loss: 0.000225178 | val_loss: 0.000253076 | Time: 1650.04 ms [2020-12-15 15:43:11 main:581] : INFO : Epoch 773 | loss: 0.000225281 | val_loss: 0.00025458 | Time: 1637.56 ms [2020-12-15 15:43:13 main:581] : INFO : Epoch 774 | loss: 0.000225865 | val_loss: 0.000256622 | Time: 1638.73 ms [2020-12-15 15:43:14 main:581] : INFO : Epoch 775 | loss: 0.000231446 | val_loss: 0.000265575 | Time: 1626.09 ms [2020-12-15 15:43:16 main:581] : INFO : Epoch 776 | loss: 0.000248515 | val_loss: 0.00026824 | Time: 1631.77 ms [2020-12-15 15:43:18 main:581] : INFO : Epoch 777 | loss: 0.000229217 | val_loss: 0.000257409 | Time: 1632.8 ms [2020-12-15 15:43:19 main:581] : INFO : Epoch 778 | loss: 0.000228098 | val_loss: 0.000254612 | Time: 1646.53 ms [2020-12-15 15:43:21 main:581] : INFO : Epoch 779 | loss: 0.000228011 | val_loss: 0.000256971 | Time: 1636.34 ms [2020-12-15 15:43:22 main:581] : INFO : Epoch 780 | loss: 0.000226091 | val_loss: 0.000254811 | Time: 1639.16 ms [2020-12-15 15:43:24 main:581] : INFO : Epoch 781 | loss: 0.000227528 | val_loss: 0.000264337 | Time: 1638.31 ms [2020-12-15 15:43:26 main:581] : INFO : Epoch 782 | loss: 0.000247507 | val_loss: 0.000272605 | Time: 1638.94 ms [2020-12-15 15:43:27 main:581] : INFO : Epoch 783 | loss: 0.000233437 | val_loss: 0.000257458 | Time: 1635.89 ms [2020-12-15 15:43:29 main:581] : INFO : Epoch 784 | loss: 0.000226314 | val_loss: 0.000254668 | Time: 1637.65 ms [2020-12-15 15:43:31 main:581] : INFO : Epoch 785 | loss: 0.000225924 | val_loss: 0.000253884 | Time: 1629.2 ms [2020-12-15 15:43:32 main:581] : INFO : Epoch 786 | loss: 0.000225956 | val_loss: 0.000255828 | Time: 1636.97 ms [2020-12-15 15:43:34 main:581] : INFO : Epoch 787 | loss: 0.00022666 | val_loss: 0.000255003 | Time: 1644.59 ms [2020-12-15 15:43:36 main:581] : INFO : Epoch 788 | loss: 0.000227954 | val_loss: 0.000259526 | Time: 1627.75 ms [2020-12-15 15:43:37 main:581] : INFO : Epoch 789 | loss: 0.000234632 | val_loss: 0.000268671 | Time: 1627.23 ms [2020-12-15 15:43:39 main:581] : INFO : Epoch 790 | loss: 0.000231881 | val_loss: 0.000256737 | Time: 1635.9 ms [2020-12-15 15:43:40 main:581] : INFO : Epoch 791 | loss: 0.00022636 | val_loss: 0.000254729 | Time: 1649.91 ms [2020-12-15 15:43:42 main:581] : INFO : Epoch 792 | loss: 0.000241382 | val_loss: 0.000267374 | Time: 1647.88 ms [2020-12-15 15:43:44 main:581] : INFO : Epoch 793 | loss: 0.000232617 | val_loss: 0.000254904 | Time: 1650.7 ms [2020-12-15 15:43:45 main:581] : INFO : Epoch 794 | loss: 0.000228895 | val_loss: 0.000256653 | Time: 1649.49 ms [2020-12-15 15:43:47 main:581] : INFO : Epoch 795 | loss: 0.000226281 | val_loss: 0.000255712 | Time: 1661.34 ms [2020-12-15 15:43:49 main:581] : INFO : Epoch 796 | loss: 0.00022983 | val_loss: 0.000259901 | Time: 1652.4 ms [2020-12-15 15:43:50 main:581] : INFO : Epoch 797 | loss: 0.000233709 | val_loss: 0.000254909 | Time: 1658.44 ms [2020-12-15 15:43:52 main:581] : INFO : Epoch 798 | loss: 0.000227518 | val_loss: 0.000256044 | Time: 1647.27 ms [2020-12-15 15:43:54 main:581] : INFO : Epoch 799 | loss: 0.000226262 | val_loss: 0.000254838 | Time: 1651.61 ms [2020-12-15 15:43:55 main:581] : INFO : Epoch 800 | loss: 0.00023551 | val_loss: 0.000273465 | Time: 1658.28 ms [2020-12-15 15:43:57 main:581] : INFO : Epoch 801 | loss: 0.000235621 | val_loss: 0.000259949 | Time: 1646.36 ms [2020-12-15 15:43:59 main:581] : INFO : Epoch 802 | loss: 0.000227295 | val_loss: 0.00025607 | Time: 1656.97 ms [2020-12-15 15:44:00 main:581] : INFO : Epoch 803 | loss: 0.000228161 | val_loss: 0.000257357 | Time: 1656.9 ms [2020-12-15 15:44:02 main:581] : INFO : Epoch 804 | loss: 0.00023571 | val_loss: 0.000257054 | Time: 1649.08 ms [2020-12-15 15:44:04 main:581] : INFO : Epoch 805 | loss: 0.000231567 | val_loss: 0.000267286 | Time: 1655.48 ms [2020-12-15 15:44:05 main:581] : INFO : Epoch 806 | loss: 0.000234538 | val_loss: 0.000255362 | Time: 1633.5 ms [2020-12-15 15:44:07 main:581] : INFO : Epoch 807 | loss: 0.000228005 | val_loss: 0.000254618 | Time: 1634.43 ms [2020-12-15 15:44:09 main:581] : INFO : Epoch 808 | loss: 0.000227491 | val_loss: 0.000257444 | Time: 1641.02 ms [2020-12-15 15:44:10 main:581] : INFO : Epoch 809 | loss: 0.000231012 | val_loss: 0.000266373 | Time: 1640.14 ms [2020-12-15 15:44:12 main:581] : INFO : Epoch 810 | loss: 0.000246879 | val_loss: 0.000266331 | Time: 1629.14 ms [2020-12-15 15:44:13 main:581] : INFO : Epoch 811 | loss: 0.000231849 | val_loss: 0.000257194 | Time: 1634.45 ms [2020-12-15 15:44:15 main:581] : INFO : Epoch 812 | loss: 0.000226815 | val_loss: 0.000255562 | Time: 1633.05 ms [2020-12-15 15:44:17 main:581] : INFO : Epoch 813 | loss: 0.000228027 | val_loss: 0.000260802 | Time: 1630.27 ms [2020-12-15 15:44:18 main:581] : INFO : Epoch 814 | loss: 0.000243056 | val_loss: 0.000260889 | Time: 1644.33 ms [2020-12-15 15:44:20 main:581] : INFO : Epoch 815 | loss: 0.000230411 | val_loss: 0.000255575 | Time: 1657.74 ms [2020-12-15 15:44:22 main:581] : INFO : Epoch 816 | loss: 0.000228035 | val_loss: 0.000254356 | Time: 1651.35 ms [2020-12-15 15:44:23 main:581] : INFO : Epoch 817 | loss: 0.000226942 | val_loss: 0.000258247 | Time: 1650.82 ms [2020-12-15 15:44:25 main:581] : INFO : Epoch 818 | loss: 0.000235604 | val_loss: 0.000263142 | Time: 1638.64 ms [2020-12-15 15:44:27 main:581] : INFO : Epoch 819 | loss: 0.000229073 | val_loss: 0.000255852 | Time: 1649.46 ms [2020-12-15 15:44:28 main:581] : INFO : Epoch 820 | loss: 0.000228059 | val_loss: 0.000257252 | Time: 1650.07 ms [2020-12-15 15:44:30 main:581] : INFO : Epoch 821 | loss: 0.000242085 | val_loss: 0.000263161 | Time: 1651.13 ms [2020-12-15 15:44:32 main:581] : INFO : Epoch 822 | loss: 0.000233942 | val_loss: 0.000256615 | Time: 1657.97 ms [2020-12-15 15:44:33 main:581] : INFO : Epoch 823 | loss: 0.000229018 | val_loss: 0.000258667 | Time: 1651.13 ms [2020-12-15 15:44:35 main:581] : INFO : Epoch 824 | loss: 0.00023385 | val_loss: 0.00026375 | Time: 1642.68 ms [2020-12-15 15:44:36 main:581] : INFO : Epoch 825 | loss: 0.000234365 | val_loss: 0.000258337 | Time: 1641.97 ms [2020-12-15 15:44:38 main:581] : INFO : Epoch 826 | loss: 0.000230412 | val_loss: 0.000256441 | Time: 1633.45 ms [2020-12-15 15:44:40 main:581] : INFO : Epoch 827 | loss: 0.000228657 | val_loss: 0.000255824 | Time: 1633.82 ms [2020-12-15 15:44:41 main:581] : INFO : Epoch 828 | loss: 0.000227698 | val_loss: 0.000261563 | Time: 1646.63 ms [2020-12-15 15:44:43 main:581] : INFO : Epoch 829 | loss: 0.000238021 | val_loss: 0.000261469 | Time: 1644.86 ms [2020-12-15 15:44:45 main:581] : INFO : Epoch 830 | loss: 0.000232813 | val_loss: 0.000269764 | Time: 1639.88 ms [2020-12-15 15:44:46 main:581] : INFO : Epoch 831 | loss: 0.000240936 | val_loss: 0.000262192 | Time: 1657.73 ms [2020-12-15 15:44:48 main:581] : INFO : Epoch 832 | loss: 0.000228592 | val_loss: 0.000258887 | Time: 1635.53 ms [2020-12-15 15:44:50 main:581] : INFO : Epoch 833 | loss: 0.000227796 | val_loss: 0.000254886 | Time: 1631.53 ms [2020-12-15 15:44:51 main:581] : INFO : Epoch 834 | loss: 0.000229542 | val_loss: 0.000264955 | Time: 1644.71 ms [2020-12-15 15:44:53 main:581] : INFO : Epoch 835 | loss: 0.000231913 | val_loss: 0.000283291 | Time: 1641.02 ms [2020-12-15 15:44:55 main:581] : INFO : Epoch 836 | loss: 0.000252279 | val_loss: 0.000264354 | Time: 1647.09 ms [2020-12-15 15:44:56 main:581] : INFO : Epoch 837 | loss: 0.00023973 | val_loss: 0.000268751 | Time: 1641.2 ms [2020-12-15 15:44:58 main:581] : INFO : Epoch 838 | loss: 0.000230549 | val_loss: 0.00025595 | Time: 1647.74 ms [2020-12-15 15:44:59 main:581] : INFO : Epoch 839 | loss: 0.000227077 | val_loss: 0.000258475 | Time: 1643.56 ms [2020-12-15 15:45:01 main:581] : INFO : Epoch 840 | loss: 0.000236329 | val_loss: 0.000273693 | Time: 1628.41 ms [2020-12-15 15:45:03 main:581] : INFO : Epoch 841 | loss: 0.00023193 | val_loss: 0.000255373 | Time: 1628.11 ms [2020-12-15 15:45:04 main:581] : INFO : Epoch 842 | loss: 0.000227163 | val_loss: 0.000257455 | Time: 1626.91 ms [2020-12-15 15:45:06 main:581] : INFO : Epoch 843 | loss: 0.000231625 | val_loss: 0.000257524 | Time: 1625 ms [2020-12-15 15:45:08 main:581] : INFO : Epoch 844 | loss: 0.000226081 | val_loss: 0.000253968 | Time: 1629.28 ms [2020-12-15 15:45:09 main:581] : INFO : Epoch 845 | loss: 0.000229675 | val_loss: 0.000269367 | Time: 1630.82 ms [2020-12-15 15:45:11 main:581] : INFO : Epoch 846 | loss: 0.000245336 | val_loss: 0.000265778 | Time: 1636.19 ms [2020-12-15 15:45:13 main:581] : INFO : Epoch 847 | loss: 0.000230153 | val_loss: 0.000256153 | Time: 1654.52 ms [2020-12-15 15:45:14 main:581] : INFO : Epoch 848 | loss: 0.000227256 | val_loss: 0.000255507 | Time: 1642.45 ms [2020-12-15 15:45:16 main:581] : INFO : Epoch 849 | loss: 0.000226687 | val_loss: 0.000256491 | Time: 1638.05 ms [2020-12-15 15:45:17 main:581] : INFO : Epoch 850 | loss: 0.000245 | val_loss: 0.000272753 | Time: 1639.73 ms [2020-12-15 15:45:19 main:581] : INFO : Epoch 851 | loss: 0.000235982 | val_loss: 0.000265304 | Time: 1632.6 ms [2020-12-15 15:45:21 main:581] : INFO : Epoch 852 | loss: 0.000240273 | val_loss: 0.000260294 | Time: 1638.24 ms [2020-12-15 15:45:22 main:581] : INFO : Epoch 853 | loss: 0.000228721 | val_loss: 0.000256472 | Time: 1652.41 ms [2020-12-15 15:45:24 main:581] : INFO : Epoch 854 | loss: 0.000228213 | val_loss: 0.000258882 | Time: 1638.72 ms [2020-12-15 15:45:26 main:581] : INFO : Epoch 855 | loss: 0.000237508 | val_loss: 0.000261863 | Time: 1652.18 ms [2020-12-15 15:45:27 main:581] : INFO : Epoch 856 | loss: 0.000232635 | val_loss: 0.000259269 | Time: 1643.08 ms [2020-12-15 15:45:29 main:581] : INFO : Epoch 857 | loss: 0.000230389 | val_loss: 0.000258939 | Time: 1653.39 ms [2020-12-15 15:45:31 main:581] : INFO : Epoch 858 | loss: 0.000228347 | val_loss: 0.000255286 | Time: 1641.82 ms [2020-12-15 15:45:32 main:581] : INFO : Epoch 859 | loss: 0.000228728 | val_loss: 0.000264046 | Time: 1643.29 ms [2020-12-15 15:45:34 main:581] : INFO : Epoch 860 | loss: 0.000234535 | val_loss: 0.000263347 | Time: 1631.04 ms [2020-12-15 15:45:35 main:581] : INFO : Epoch 861 | loss: 0.000239225 | val_loss: 0.000261954 | Time: 1623.29 ms [2020-12-15 15:45:37 main:581] : INFO : Epoch 862 | loss: 0.000232535 | val_loss: 0.000260213 | Time: 1623.91 ms [2020-12-15 15:45:39 main:581] : INFO : Epoch 863 | loss: 0.000232749 | val_loss: 0.000264412 | Time: 1622.89 ms [2020-12-15 15:45:40 main:581] : INFO : Epoch 864 | loss: 0.000240255 | val_loss: 0.000272373 | Time: 1630.96 ms [2020-12-15 15:45:42 main:581] : INFO : Epoch 865 | loss: 0.000231028 | val_loss: 0.000256544 | Time: 1655.24 ms [2020-12-15 15:45:44 main:581] : INFO : Epoch 866 | loss: 0.000227296 | val_loss: 0.00025731 | Time: 1648.88 ms [2020-12-15 15:45:45 main:581] : INFO : Epoch 867 | loss: 0.000233205 | val_loss: 0.000273193 | Time: 1643.76 ms [2020-12-15 15:45:47 main:581] : INFO : Epoch 868 | loss: 0.000243959 | val_loss: 0.000263428 | Time: 1636.68 ms [2020-12-15 15:45:49 main:581] : INFO : Epoch 869 | loss: 0.000231459 | val_loss: 0.00025804 | Time: 1634.13 ms [2020-12-15 15:45:50 main:581] : INFO : Epoch 870 | loss: 0.000230977 | val_loss: 0.000260831 | Time: 1630.11 ms [2020-12-15 15:45:52 main:581] : INFO : Epoch 871 | loss: 0.000229226 | val_loss: 0.000256487 | Time: 1634.51 ms [2020-12-15 15:45:53 main:581] : INFO : Epoch 872 | loss: 0.000228472 | val_loss: 0.000258362 | Time: 1632.38 ms [2020-12-15 15:45:55 main:581] : INFO : Epoch 873 | loss: 0.000245394 | val_loss: 0.000279031 | Time: 1635.75 ms [2020-12-15 15:45:57 main:581] : INFO : Epoch 874 | loss: 0.000234903 | val_loss: 0.000259201 | Time: 1644 ms [2020-12-15 15:45:58 main:581] : INFO : Epoch 875 | loss: 0.00023417 | val_loss: 0.000271731 | Time: 1645.83 ms [2020-12-15 15:46:00 main:581] : INFO : Epoch 876 | loss: 0.000234159 | val_loss: 0.000258979 | Time: 1653.38 ms [2020-12-15 15:46:02 main:581] : INFO : Epoch 877 | loss: 0.000229907 | val_loss: 0.000259266 | Time: 1646.39 ms [2020-12-15 15:46:03 main:581] : INFO : Epoch 878 | loss: 0.000233631 | val_loss: 0.000276227 | Time: 1654.45 ms [2020-12-15 15:46:05 main:581] : INFO : Epoch 879 | loss: 0.000237946 | val_loss: 0.000257317 | Time: 1614.94 ms [2020-12-15 15:46:07 main:581] : INFO : Epoch 880 | loss: 0.000229318 | val_loss: 0.000260107 | Time: 1616.58 ms [2020-12-15 15:46:08 main:581] : INFO : Epoch 881 | loss: 0.000230327 | val_loss: 0.000262113 | Time: 1619.46 ms [2020-12-15 15:46:10 main:581] : INFO : Epoch 882 | loss: 0.000236211 | val_loss: 0.000261427 | Time: 1616.41 ms [2020-12-15 15:46:11 main:581] : INFO : Epoch 883 | loss: 0.000238433 | val_loss: 0.000286865 | Time: 1624.78 ms [2020-12-15 15:46:13 main:581] : INFO : Epoch 884 | loss: 0.000240319 | val_loss: 0.000259007 | Time: 1616.89 ms [2020-12-15 15:46:15 main:581] : INFO : Epoch 885 | loss: 0.000234006 | val_loss: 0.000262384 | Time: 1620.3 ms [2020-12-15 15:46:16 main:581] : INFO : Epoch 886 | loss: 0.000230653 | val_loss: 0.000256848 | Time: 1623.37 ms [2020-12-15 15:46:18 main:581] : INFO : Epoch 887 | loss: 0.00022885 | val_loss: 0.00025709 | Time: 1619.58 ms [2020-12-15 15:46:20 main:581] : INFO : Epoch 888 | loss: 0.000229192 | val_loss: 0.000257984 | Time: 1620.65 ms [2020-12-15 15:46:21 main:581] : INFO : Epoch 889 | loss: 0.0002352 | val_loss: 0.000262977 | Time: 1623.72 ms [2020-12-15 15:46:23 main:581] : INFO : Epoch 890 | loss: 0.00024407 | val_loss: 0.000267631 | Time: 1631.4 ms [2020-12-15 15:46:24 main:581] : INFO : Epoch 891 | loss: 0.00023318 | val_loss: 0.000258041 | Time: 1627.27 ms [2020-12-15 15:46:26 main:581] : INFO : Epoch 892 | loss: 0.000232473 | val_loss: 0.000264093 | Time: 1632.51 ms [2020-12-15 15:46:28 main:581] : INFO : Epoch 893 | loss: 0.000231784 | val_loss: 0.000257567 | Time: 1618.5 ms [2020-12-15 15:46:29 main:581] : INFO : Epoch 894 | loss: 0.00023039 | val_loss: 0.000269171 | Time: 1622.33 ms [2020-12-15 15:46:31 main:581] : INFO : Epoch 895 | loss: 0.000258809 | val_loss: 0.000261714 | Time: 1640.39 ms [2020-12-15 15:46:33 main:581] : INFO : Epoch 896 | loss: 0.000235392 | val_loss: 0.000260922 | Time: 1647.06 ms [2020-12-15 15:46:34 main:581] : INFO : Epoch 897 | loss: 0.000229461 | val_loss: 0.00025835 | Time: 1644.76 ms [2020-12-15 15:46:36 main:581] : INFO : Epoch 898 | loss: 0.000235713 | val_loss: 0.000258176 | Time: 1633.44 ms [2020-12-15 15:46:38 main:581] : INFO : Epoch 899 | loss: 0.000228484 | val_loss: 0.000255392 | Time: 1635.64 ms [2020-12-15 15:46:39 main:581] : INFO : Epoch 900 | loss: 0.00022618 | val_loss: 0.000255612 | Time: 1628.34 ms [2020-12-15 15:46:41 main:581] : INFO : Epoch 901 | loss: 0.000232948 | val_loss: 0.000268807 | Time: 1631.93 ms [2020-12-15 15:46:42 main:581] : INFO : Epoch 902 | loss: 0.000235628 | val_loss: 0.000261447 | Time: 1631.34 ms [2020-12-15 15:46:44 main:581] : INFO : Epoch 903 | loss: 0.000231495 | val_loss: 0.000259296 | Time: 1632.45 ms [2020-12-15 15:46:46 main:581] : INFO : Epoch 904 | loss: 0.000233965 | val_loss: 0.000259074 | Time: 1631.74 ms [2020-12-15 15:46:47 main:581] : INFO : Epoch 905 | loss: 0.000229415 | val_loss: 0.000263691 | Time: 1628.03 ms [2020-12-15 15:46:49 main:581] : INFO : Epoch 906 | loss: 0.000241157 | val_loss: 0.000263263 | Time: 1626.17 ms [2020-12-15 15:46:51 main:581] : INFO : Epoch 907 | loss: 0.000232566 | val_loss: 0.000264132 | Time: 1640.15 ms [2020-12-15 15:46:52 main:581] : INFO : Epoch 908 | loss: 0.000234973 | val_loss: 0.000256472 | Time: 1652.45 ms [2020-12-15 15:46:54 main:581] : INFO : Epoch 909 | loss: 0.000229345 | val_loss: 0.000259571 | Time: 1646.62 ms [2020-12-15 15:46:56 main:581] : INFO : Epoch 910 | loss: 0.000237823 | val_loss: 0.000270489 | Time: 1657.04 ms [2020-12-15 15:46:57 main:581] : INFO : Epoch 911 | loss: 0.000239699 | val_loss: 0.000262458 | Time: 1644.39 ms [2020-12-15 15:46:59 main:581] : INFO : Epoch 912 | loss: 0.000233282 | val_loss: 0.000258822 | Time: 1655.77 ms [2020-12-15 15:47:00 main:581] : INFO : Epoch 913 | loss: 0.000229057 | val_loss: 0.000263441 | Time: 1652.43 ms [2020-12-15 15:47:02 main:581] : INFO : Epoch 914 | loss: 0.000241461 | val_loss: 0.00025783 | Time: 1647.56 ms [2020-12-15 15:47:04 main:581] : INFO : Epoch 915 | loss: 0.000229169 | val_loss: 0.000257954 | Time: 1647.88 ms [2020-12-15 15:47:05 main:581] : INFO : Epoch 916 | loss: 0.0002294 | val_loss: 0.000260369 | Time: 1641.46 ms [2020-12-15 15:47:07 main:581] : INFO : Epoch 917 | loss: 0.000235946 | val_loss: 0.000275757 | Time: 1638.95 ms [2020-12-15 15:47:09 main:581] : INFO : Epoch 918 | loss: 0.00024948 | val_loss: 0.000271052 | Time: 1645.27 ms [2020-12-15 15:47:10 main:581] : INFO : Epoch 919 | loss: 0.00023396 | val_loss: 0.000258804 | Time: 1650.99 ms [2020-12-15 15:47:12 main:581] : INFO : Epoch 920 | loss: 0.000228118 | val_loss: 0.000257441 | Time: 1647.44 ms [2020-12-15 15:47:14 main:581] : INFO : Epoch 921 | loss: 0.000228215 | val_loss: 0.000260604 | Time: 1649.95 ms [2020-12-15 15:47:15 main:581] : INFO : Epoch 922 | loss: 0.00024801 | val_loss: 0.000273063 | Time: 1649.73 ms [2020-12-15 15:47:17 main:581] : INFO : Epoch 923 | loss: 0.000235832 | val_loss: 0.00025627 | Time: 1651.93 ms [2020-12-15 15:47:19 main:581] : INFO : Epoch 924 | loss: 0.000228381 | val_loss: 0.000255677 | Time: 1636.62 ms [2020-12-15 15:47:20 main:581] : INFO : Epoch 925 | loss: 0.000228141 | val_loss: 0.000257688 | Time: 1633.06 ms [2020-12-15 15:47:22 main:581] : INFO : Epoch 926 | loss: 0.000229222 | val_loss: 0.000265468 | Time: 1635.6 ms [2020-12-15 15:47:23 main:581] : INFO : Epoch 927 | loss: 0.000241795 | val_loss: 0.000264924 | Time: 1636.13 ms [2020-12-15 15:47:25 main:581] : INFO : Epoch 928 | loss: 0.000239039 | val_loss: 0.000257342 | Time: 1640.57 ms [2020-12-15 15:47:27 main:581] : INFO : Epoch 929 | loss: 0.000229623 | val_loss: 0.000260232 | Time: 1633.94 ms [2020-12-15 15:47:28 main:581] : INFO : Epoch 930 | loss: 0.000245184 | val_loss: 0.000261507 | Time: 1645.15 ms [2020-12-15 15:47:30 main:581] : INFO : Epoch 931 | loss: 0.000238028 | val_loss: 0.000264682 | Time: 1644.19 ms [2020-12-15 15:47:32 main:581] : INFO : Epoch 932 | loss: 0.000232304 | val_loss: 0.000260048 | Time: 1652.55 ms [2020-12-15 15:47:33 main:581] : INFO : Epoch 933 | loss: 0.000231856 | val_loss: 0.000257696 | Time: 1646.36 ms [2020-12-15 15:47:35 main:581] : INFO : Epoch 934 | loss: 0.000229763 | val_loss: 0.000260471 | Time: 1654.05 ms [2020-12-15 15:47:37 main:581] : INFO : Epoch 935 | loss: 0.000241701 | val_loss: 0.000273834 | Time: 1646.73 ms [2020-12-15 15:47:38 main:581] : INFO : Epoch 936 | loss: 0.000239586 | val_loss: 0.000271261 | Time: 1631.54 ms [2020-12-15 15:47:40 main:581] : INFO : Epoch 937 | loss: 0.000233758 | val_loss: 0.00025758 | Time: 1636.5 ms [2020-12-15 15:47:42 main:581] : INFO : Epoch 938 | loss: 0.000228655 | val_loss: 0.000258182 | Time: 1630.12 ms [2020-12-15 15:47:43 main:581] : INFO : Epoch 939 | loss: 0.000241222 | val_loss: 0.000264914 | Time: 1625.44 ms [2020-12-15 15:47:45 main:581] : INFO : Epoch 940 | loss: 0.00023398 | val_loss: 0.000259621 | Time: 1634.57 ms [2020-12-15 15:47:46 main:581] : INFO : Epoch 941 | loss: 0.000229115 | val_loss: 0.000257842 | Time: 1631.98 ms [2020-12-15 15:47:48 main:581] : INFO : Epoch 942 | loss: 0.000228635 | val_loss: 0.000256966 | Time: 1636.3 ms [2020-12-15 15:47:50 main:581] : INFO : Epoch 943 | loss: 0.000229537 | val_loss: 0.000261909 | Time: 1635.16 ms [2020-12-15 15:47:51 main:581] : INFO : Epoch 944 | loss: 0.00023713 | val_loss: 0.000269777 | Time: 1631.06 ms [2020-12-15 15:47:53 main:581] : INFO : Epoch 945 | loss: 0.000241828 | val_loss: 0.000262109 | Time: 1628.31 ms [2020-12-15 15:47:55 main:581] : INFO : Epoch 946 | loss: 0.000239155 | val_loss: 0.000280669 | Time: 1629.44 ms [2020-12-15 15:47:56 main:581] : INFO : Epoch 947 | loss: 0.000238447 | val_loss: 0.000259232 | Time: 1628.32 ms [2020-12-15 15:47:58 main:581] : INFO : Epoch 948 | loss: 0.000229355 | val_loss: 0.000258411 | Time: 1627.11 ms [2020-12-15 15:48:00 main:581] : INFO : Epoch 949 | loss: 0.000231247 | val_loss: 0.000273534 | Time: 1632.54 ms [2020-12-15 15:48:01 main:581] : INFO : Epoch 950 | loss: 0.000239653 | val_loss: 0.000264668 | Time: 1651.38 ms [2020-12-15 15:48:03 main:581] : INFO : Epoch 951 | loss: 0.000236577 | val_loss: 0.000265633 | Time: 1652.67 ms [2020-12-15 15:48:04 main:581] : INFO : Epoch 952 | loss: 0.000236372 | val_loss: 0.000260358 | Time: 1651.26 ms [2020-12-15 15:48:06 main:581] : INFO : Epoch 953 | loss: 0.00023086 | val_loss: 0.000256751 | Time: 1648.29 ms [2020-12-15 15:48:08 main:581] : INFO : Epoch 954 | loss: 0.00022765 | val_loss: 0.000255329 | Time: 1650.26 ms [2020-12-15 15:48:09 main:581] : INFO : Epoch 955 | loss: 0.000230166 | val_loss: 0.000272128 | Time: 1621.67 ms [2020-12-15 15:48:11 main:581] : INFO : Epoch 956 | loss: 0.000253538 | val_loss: 0.000269241 | Time: 1633.13 ms [2020-12-15 15:48:13 main:581] : INFO : Epoch 957 | loss: 0.000236005 | val_loss: 0.000261306 | Time: 1620.49 ms [2020-12-15 15:48:14 main:581] : INFO : Epoch 958 | loss: 0.000231916 | val_loss: 0.000259902 | Time: 1623.44 ms [2020-12-15 15:48:16 main:581] : INFO : Epoch 959 | loss: 0.000230572 | val_loss: 0.00025909 | Time: 1625.46 ms [2020-12-15 15:48:18 main:581] : INFO : Epoch 960 | loss: 0.000230454 | val_loss: 0.000266263 | Time: 1620.46 ms [2020-12-15 15:48:19 main:581] : INFO : Epoch 961 | loss: 0.000236169 | val_loss: 0.000262069 | Time: 1622.42 ms [2020-12-15 15:48:21 main:581] : INFO : Epoch 962 | loss: 0.00023212 | val_loss: 0.000260781 | Time: 1623.78 ms [2020-12-15 15:48:22 main:581] : INFO : Epoch 963 | loss: 0.000239046 | val_loss: 0.000285988 | Time: 1635.3 ms [2020-12-15 15:48:24 main:581] : INFO : Epoch 964 | loss: 0.000242044 | val_loss: 0.000259955 | Time: 1621.35 ms [2020-12-15 15:48:26 main:581] : INFO : Epoch 965 | loss: 0.000230812 | val_loss: 0.000258414 | Time: 1621.47 ms [2020-12-15 15:48:27 main:581] : INFO : Epoch 966 | loss: 0.000231551 | val_loss: 0.000259658 | Time: 1626.04 ms [2020-12-15 15:48:29 main:581] : INFO : Epoch 967 | loss: 0.000235412 | val_loss: 0.000261608 | Time: 1620.8 ms [2020-12-15 15:48:31 main:581] : INFO : Epoch 968 | loss: 0.000230459 | val_loss: 0.000258026 | Time: 1623.53 ms [2020-12-15 15:48:32 main:581] : INFO : Epoch 969 | loss: 0.00023564 | val_loss: 0.000263098 | Time: 1629.62 ms [2020-12-15 15:48:34 main:581] : INFO : Epoch 970 | loss: 0.000235123 | val_loss: 0.000266433 | Time: 1629.3 ms [2020-12-15 15:48:35 main:581] : INFO : Epoch 971 | loss: 0.000232739 | val_loss: 0.000262236 | Time: 1628.23 ms [2020-12-15 15:48:37 main:581] : INFO : Epoch 972 | loss: 0.000230232 | val_loss: 0.000260888 | Time: 1616.85 ms [2020-12-15 15:48:39 main:581] : INFO : Epoch 973 | loss: 0.000231969 | val_loss: 0.000262461 | Time: 1616.07 ms [2020-12-15 15:48:40 main:581] : INFO : Epoch 974 | loss: 0.000237149 | val_loss: 0.000268516 | Time: 1635.75 ms [2020-12-15 15:48:42 main:581] : INFO : Epoch 975 | loss: 0.000247179 | val_loss: 0.000265673 | Time: 1621.24 ms [2020-12-15 15:48:44 main:581] : INFO : Epoch 976 | loss: 0.000232987 | val_loss: 0.000260938 | Time: 1643.16 ms [2020-12-15 15:48:45 main:581] : INFO : Epoch 977 | loss: 0.000231021 | val_loss: 0.000261556 | Time: 1640.59 ms [2020-12-15 15:48:47 main:581] : INFO : Epoch 978 | loss: 0.000234969 | val_loss: 0.000264336 | Time: 1629.4 ms [2020-12-15 15:48:48 main:581] : INFO : Epoch 979 | loss: 0.00023331 | val_loss: 0.000257093 | Time: 1670.85 ms [2020-12-15 15:48:50 main:581] : INFO : Epoch 980 | loss: 0.000228468 | val_loss: 0.000260585 | Time: 1642.57 ms [2020-12-15 15:48:52 main:581] : INFO : Epoch 981 | loss: 0.000245975 | val_loss: 0.000266035 | Time: 1634.21 ms [2020-12-15 15:48:53 main:581] : INFO : Epoch 982 | loss: 0.000234099 | val_loss: 0.000260387 | Time: 1635.13 ms [2020-12-15 15:48:55 main:581] : INFO : Epoch 983 | loss: 0.000229542 | val_loss: 0.00025702 | Time: 1623.13 ms [2020-12-15 15:48:57 main:581] : INFO : Epoch 984 | loss: 0.000231526 | val_loss: 0.000259198 | Time: 1629.75 ms [2020-12-15 15:48:58 main:581] : INFO : Epoch 985 | loss: 0.000229455 | val_loss: 0.000263411 | Time: 1637.6 ms [2020-12-15 15:49:00 main:581] : INFO : Epoch 986 | loss: 0.000245986 | val_loss: 0.000274011 | Time: 1644.1 ms [2020-12-15 15:49:02 main:581] : INFO : Epoch 987 | loss: 0.000235909 | val_loss: 0.000259688 | Time: 1641.8 ms [2020-12-15 15:49:03 main:581] : INFO : Epoch 988 | loss: 0.000229955 | val_loss: 0.000256619 | Time: 1639.48 ms [2020-12-15 15:49:05 main:581] : INFO : Epoch 989 | loss: 0.00022939 | val_loss: 0.000257791 | Time: 1637.68 ms [2020-12-15 15:49:06 main:581] : INFO : Epoch 990 | loss: 0.000232873 | val_loss: 0.00026032 | Time: 1637.34 ms [2020-12-15 15:49:08 main:581] : INFO : Epoch 991 | loss: 0.000229836 | val_loss: 0.000258673 | Time: 1635.11 ms [2020-12-15 15:49:10 main:581] : INFO : Epoch 992 | loss: 0.00023525 | val_loss: 0.000269942 | Time: 1634.04 ms [2020-12-15 15:49:11 main:581] : INFO : Epoch 993 | loss: 0.000240379 | val_loss: 0.000273324 | Time: 1620.62 ms [2020-12-15 15:49:13 main:581] : INFO : Epoch 994 | loss: 0.000240765 | val_loss: 0.000260401 | Time: 1628.86 ms [2020-12-15 15:49:15 main:581] : INFO : Epoch 995 | loss: 0.000230578 | val_loss: 0.000256903 | Time: 1647.99 ms [2020-12-15 15:49:16 main:581] : INFO : Epoch 996 | loss: 0.000230649 | val_loss: 0.00027073 | Time: 1625.18 ms [2020-12-15 15:49:18 main:581] : INFO : Epoch 997 | loss: 0.000239344 | val_loss: 0.000261764 | Time: 1635.51 ms [2020-12-15 15:49:20 main:581] : INFO : Epoch 998 | loss: 0.000232383 | val_loss: 0.000262293 | Time: 1632.79 ms [2020-12-15 15:49:21 main:581] : INFO : Epoch 999 | loss: 0.000231625 | val_loss: 0.000261159 | Time: 1639.24 ms [2020-12-15 15:49:23 main:581] : INFO : Epoch 1000 | loss: 0.000232414 | val_loss: 0.000268232 | Time: 1642.72 ms [2020-12-15 15:49:24 main:581] : INFO : Epoch 1001 | loss: 0.000237945 | val_loss: 0.00026696 | Time: 1620.13 ms [2020-12-15 15:49:26 main:581] : INFO : Epoch 1002 | loss: 0.000235149 | val_loss: 0.000266773 | Time: 1642.47 ms [2020-12-15 15:49:28 main:581] : INFO : Epoch 1003 | loss: 0.000231837 | val_loss: 0.000260775 | Time: 1633.05 ms [2020-12-15 15:49:29 main:581] : INFO : Epoch 1004 | loss: 0.000231904 | val_loss: 0.000268353 | Time: 1618.63 ms [2020-12-15 15:49:31 main:581] : INFO : Epoch 1005 | loss: 0.000245038 | val_loss: 0.000267748 | Time: 1622.12 ms [2020-12-15 15:49:33 main:581] : INFO : Epoch 1006 | loss: 0.000235239 | val_loss: 0.000260353 | Time: 1626.38 ms [2020-12-15 15:49:34 main:581] : INFO : Epoch 1007 | loss: 0.000228941 | val_loss: 0.000256182 | Time: 1632.52 ms [2020-12-15 15:49:36 main:581] : INFO : Epoch 1008 | loss: 0.000227805 | val_loss: 0.00025903 | Time: 1641.57 ms [2020-12-15 15:49:37 main:581] : INFO : Epoch 1009 | loss: 0.000243505 | val_loss: 0.000305835 | Time: 1631.95 ms [2020-12-15 15:49:39 main:581] : INFO : Epoch 1010 | loss: 0.000248689 | val_loss: 0.000272665 | Time: 1629.73 ms [2020-12-15 15:49:41 main:581] : INFO : Epoch 1011 | loss: 0.000235997 | val_loss: 0.000260918 | Time: 1631.22 ms [2020-12-15 15:49:42 main:581] : INFO : Epoch 1012 | loss: 0.00023126 | val_loss: 0.000257889 | Time: 1628.24 ms [2020-12-15 15:49:44 main:581] : INFO : Epoch 1013 | loss: 0.000228246 | val_loss: 0.000255279 | Time: 1638.33 ms [2020-12-15 15:49:46 main:581] : INFO : Epoch 1014 | loss: 0.000227442 | val_loss: 0.000258306 | Time: 1627.22 ms [2020-12-15 15:49:47 main:581] : INFO : Epoch 1015 | loss: 0.000231889 | val_loss: 0.000260065 | Time: 1627.51 ms [2020-12-15 15:49:49 main:581] : INFO : Epoch 1016 | loss: 0.000231333 | val_loss: 0.000261021 | Time: 1641.04 ms [2020-12-15 15:49:51 main:581] : INFO : Epoch 1017 | loss: 0.000240728 | val_loss: 0.000266379 | Time: 1630.96 ms [2020-12-15 15:49:52 main:581] : INFO : Epoch 1018 | loss: 0.000239084 | val_loss: 0.000260773 | Time: 1618.63 ms [2020-12-15 15:49:54 main:581] : INFO : Epoch 1019 | loss: 0.000229961 | val_loss: 0.000257431 | Time: 1625.23 ms [2020-12-15 15:49:55 main:581] : INFO : Epoch 1020 | loss: 0.000234964 | val_loss: 0.000260851 | Time: 1627.3 ms [2020-12-15 15:49:57 main:581] : INFO : Epoch 1021 | loss: 0.000231691 | val_loss: 0.000264838 | Time: 1642.02 ms [2020-12-15 15:49:59 main:581] : INFO : Epoch 1022 | loss: 0.000239276 | val_loss: 0.000272734 | Time: 1639.1 ms [2020-12-15 15:50:00 main:581] : INFO : Epoch 1023 | loss: 0.000240751 | val_loss: 0.000264542 | Time: 1637.86 ms [2020-12-15 15:50:02 main:581] : INFO : Epoch 1024 | loss: 0.00023224 | val_loss: 0.000259186 | Time: 1646.48 ms [2020-12-15 15:50:02 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000259186 [2020-12-15 15:50:02 main:610] : INFO : Saving end state to config to file [2020-12-15 15:50:02 main:615] : INFO : Success, exiting.. 15:50:02 (1504049): 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)