| Name | EightBitModified-1605931779-28617-2_0 |
| Workunit | 1459152 |
| Created | 2 Dec 2020, 5:01:59 UTC |
| Sent | 3 Dec 2020, 14:46:40 UTC |
| Report deadline | 10 Dec 2020, 14:46:40 UTC |
| Received | 6 Dec 2020, 22:54:43 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4186 |
| Run time | 40 min 11 sec |
| CPU time | 38 min 17 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 7,469.70 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.09 GB |
| Peak swap size | 4.36 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 06 14:35:18 main:574] : INFO : Epoch 530 | loss: 0.000191421 | val_loss: 0.000206049 | Time: 2294.54 ms [2020-12-06 14:35:20 main:574] : INFO : Epoch 531 | loss: 0.00104723 | val_loss: 0.00507182 | Time: 2296.07 ms [2020-12-06 14:35:23 main:574] : INFO : Epoch 532 | loss: 0.0129076 | val_loss: 0.00686983 | Time: 2308.17 ms [2020-12-06 14:35:25 main:574] : INFO : Epoch 533 | loss: 0.00358448 | val_loss: 0.00171443 | Time: 2304.88 ms [2020-12-06 14:35:27 main:574] : INFO : Epoch 534 | loss: 0.00104206 | val_loss: 0.000682044 | Time: 2298.36 ms [2020-12-06 14:35:30 main:574] : INFO : Epoch 535 | loss: 0.000517081 | val_loss: 0.000461193 | Time: 2310.66 ms [2020-12-06 14:35:32 main:574] : INFO : Epoch 536 | loss: 0.000406435 | val_loss: 0.000412555 | Time: 2307.05 ms [2020-12-06 14:35:34 main:574] : INFO : Epoch 537 | loss: 0.000380183 | val_loss: 0.000399114 | Time: 2291.86 ms [2020-12-06 14:35:37 main:574] : INFO : Epoch 538 | loss: 0.000371171 | val_loss: 0.000393214 | Time: 2299.16 ms [2020-12-06 14:35:39 main:574] : INFO : Epoch 539 | loss: 0.000366044 | val_loss: 0.000388801 | Time: 2301.22 ms [2020-12-06 14:35:41 main:574] : INFO : Epoch 540 | loss: 0.000361439 | val_loss: 0.000383834 | Time: 2307.18 ms [2020-12-06 14:35:44 main:574] : INFO : Epoch 541 | loss: 0.000352918 | val_loss: 0.00036724 | Time: 2310.18 ms [2020-12-06 14:35:46 main:574] : INFO : Epoch 542 | loss: 0.000330017 | val_loss: 0.000343951 | Time: 2307.22 ms [2020-12-06 14:35:48 main:574] : INFO : Epoch 543 | loss: 0.000311165 | val_loss: 0.000330714 | Time: 2283.17 ms [2020-12-06 14:35:50 main:574] : INFO : Epoch 544 | loss: 0.000301909 | val_loss: 0.000325228 | Time: 2291.73 ms [2020-12-06 14:35:53 main:574] : INFO : Epoch 545 | loss: 0.000297204 | val_loss: 0.000320133 | Time: 2297.46 ms [2020-12-06 14:35:55 main:574] : INFO : Epoch 546 | loss: 0.000291197 | val_loss: 0.000313305 | Time: 2299.32 ms [2020-12-06 14:35:57 main:574] : INFO : Epoch 547 | loss: 0.00028317 | val_loss: 0.000299231 | Time: 2301.54 ms [2020-12-06 14:36:00 main:574] : INFO : Epoch 548 | loss: 0.000265655 | val_loss: 0.000289268 | Time: 2286.29 ms [2020-12-06 14:36:02 main:574] : INFO : Epoch 549 | loss: 0.000261639 | val_loss: 0.00026898 | Time: 2299.99 ms [2020-12-06 14:36:04 main:574] : INFO : Epoch 550 | loss: 0.000242562 | val_loss: 0.000262034 | Time: 2296.24 ms [2020-12-06 14:36:07 main:574] : INFO : Epoch 551 | loss: 0.000239279 | val_loss: 0.000258723 | Time: 2291.82 ms [2020-12-06 14:36:09 main:574] : INFO : Epoch 552 | loss: 0.000235801 | val_loss: 0.000256027 | Time: 2303.03 ms [2020-12-06 14:36:11 main:574] : INFO : Epoch 553 | loss: 0.00023348 | val_loss: 0.00025411 | Time: 2300.79 ms [2020-12-06 14:36:13 main:574] : INFO : Epoch 554 | loss: 0.000232247 | val_loss: 0.000254315 | Time: 2292.18 ms [2020-12-06 14:36:16 main:574] : INFO : Epoch 555 | loss: 0.000231901 | val_loss: 0.000251878 | Time: 2289.31 ms [2020-12-06 14:36:18 main:574] : INFO : Epoch 556 | loss: 0.000229986 | val_loss: 0.000252783 | Time: 2291.99 ms [2020-12-06 14:36:20 main:574] : INFO : Epoch 557 | loss: 0.000236004 | val_loss: 0.000259388 | Time: 2291.79 ms [2020-12-06 14:36:23 main:574] : INFO : Epoch 558 | loss: 0.000231016 | val_loss: 0.000248745 | Time: 2286.41 ms [2020-12-06 14:36:25 main:574] : INFO : Epoch 559 | loss: 0.000227206 | val_loss: 0.000246646 | Time: 2293.66 ms [2020-12-06 14:36:27 main:574] : INFO : Epoch 560 | loss: 0.000225438 | val_loss: 0.000245955 | Time: 2300.93 ms [2020-12-06 14:36:30 main:574] : INFO : Epoch 561 | loss: 0.000226383 | val_loss: 0.00024953 | Time: 2304.92 ms [2020-12-06 14:36:32 main:574] : INFO : Epoch 562 | loss: 0.000231617 | val_loss: 0.000244662 | Time: 2299.94 ms [2020-12-06 14:36:34 main:574] : INFO : Epoch 563 | loss: 0.000226478 | val_loss: 0.000243748 | Time: 2307.26 ms [2020-12-06 14:36:37 main:574] : INFO : Epoch 564 | loss: 0.000224012 | val_loss: 0.0002434 | Time: 2296.07 ms [2020-12-06 14:36:39 main:574] : INFO : Epoch 565 | loss: 0.000222624 | val_loss: 0.000242414 | Time: 2307.51 ms [2020-12-06 14:36:41 main:574] : INFO : Epoch 566 | loss: 0.000226519 | val_loss: 0.000254854 | Time: 2315.01 ms [2020-12-06 14:36:43 main:574] : INFO : Epoch 567 | loss: 0.000228503 | val_loss: 0.0002472 | Time: 2305.82 ms [2020-12-06 14:36:46 main:574] : INFO : Epoch 568 | loss: 0.000222429 | val_loss: 0.000242007 | Time: 2310.3 ms [2020-12-06 14:36:48 main:574] : INFO : Epoch 569 | loss: 0.000224751 | val_loss: 0.00026306 | Time: 2303.97 ms [2020-12-06 14:36:50 main:574] : INFO : Epoch 570 | loss: 0.000261929 | val_loss: 0.000249363 | Time: 2309.42 ms [2020-12-06 14:36:53 main:574] : INFO : Epoch 571 | loss: 0.00022483 | val_loss: 0.000243338 | Time: 2302.79 ms [2020-12-06 14:36:55 main:574] : INFO : Epoch 572 | loss: 0.000220127 | val_loss: 0.000239232 | Time: 2297.6 ms [2020-12-06 14:36:57 main:574] : INFO : Epoch 573 | loss: 0.000218729 | val_loss: 0.000238611 | Time: 2287.64 ms [2020-12-06 14:37:00 main:574] : INFO : Epoch 574 | loss: 0.000218814 | val_loss: 0.000246223 | Time: 2295.13 ms [2020-12-06 14:37:02 main:574] : INFO : Epoch 575 | loss: 0.000250451 | val_loss: 0.00025362 | Time: 2300.81 ms [2020-12-06 14:37:04 main:574] : INFO : Epoch 576 | loss: 0.00022338 | val_loss: 0.000237743 | Time: 2303.79 ms [2020-12-06 14:37:07 main:574] : INFO : Epoch 577 | loss: 0.000216938 | val_loss: 0.000236035 | Time: 2291.88 ms [2020-12-06 14:37:09 main:574] : INFO : Epoch 578 | loss: 0.000237841 | val_loss: 0.000376802 | Time: 2301.07 ms [2020-12-06 14:37:11 main:574] : INFO : Epoch 579 | loss: 0.00025847 | val_loss: 0.000241336 | Time: 2295.66 ms [2020-12-06 14:37:14 main:574] : INFO : Epoch 580 | loss: 0.000220642 | val_loss: 0.000237921 | Time: 2290.74 ms [2020-12-06 14:37:16 main:574] : INFO : Epoch 581 | loss: 0.000215551 | val_loss: 0.000234114 | Time: 2302.56 ms [2020-12-06 14:37:18 main:574] : INFO : Epoch 582 | loss: 0.00021424 | val_loss: 0.000233684 | Time: 2293.63 ms [2020-12-06 14:37:20 main:574] : INFO : Epoch 583 | loss: 0.000213662 | val_loss: 0.000233152 | Time: 2308.75 ms [2020-12-06 14:37:23 main:574] : INFO : Epoch 584 | loss: 0.000213126 | val_loss: 0.000232704 | Time: 2303.66 ms [2020-12-06 14:37:25 main:574] : INFO : Epoch 585 | loss: 0.00021297 | val_loss: 0.000232321 | Time: 2297.65 ms [2020-12-06 14:37:27 main:574] : INFO : Epoch 586 | loss: 0.000212542 | val_loss: 0.000232896 | Time: 2293.65 ms [2020-12-06 14:37:30 main:574] : INFO : Epoch 587 | loss: 0.00021266 | val_loss: 0.000233873 | Time: 2286.39 ms [2020-12-06 14:37:32 main:574] : INFO : Epoch 588 | loss: 0.000216808 | val_loss: 0.000258759 | Time: 2285.04 ms [2020-12-06 14:37:34 main:574] : INFO : Epoch 589 | loss: 0.000247558 | val_loss: 0.000241078 | Time: 2293.95 ms [2020-12-06 14:37:37 main:574] : INFO : Epoch 590 | loss: 0.000216726 | val_loss: 0.000234143 | Time: 2300.48 ms [2020-12-06 14:37:39 main:574] : INFO : Epoch 591 | loss: 0.000212907 | val_loss: 0.000232695 | Time: 2290.97 ms [2020-12-06 14:37:41 main:574] : INFO : Epoch 592 | loss: 0.000211017 | val_loss: 0.000230702 | Time: 2287.07 ms [2020-12-06 14:37:43 main:574] : INFO : Epoch 593 | loss: 0.000210629 | val_loss: 0.000231214 | Time: 2296.05 ms [2020-12-06 14:37:46 main:574] : INFO : Epoch 594 | loss: 0.000212269 | val_loss: 0.000233393 | Time: 2291.61 ms [2020-12-06 14:37:48 main:574] : INFO : Epoch 595 | loss: 0.000214299 | val_loss: 0.000240653 | Time: 2300.14 ms [2020-12-06 14:37:50 main:574] : INFO : Epoch 596 | loss: 0.000230134 | val_loss: 0.00025188 | Time: 2300.12 ms [2020-12-06 14:37:53 main:574] : INFO : Epoch 597 | loss: 0.000216584 | val_loss: 0.00023146 | Time: 2305.35 ms [2020-12-06 14:37:55 main:574] : INFO : Epoch 598 | loss: 0.000209611 | val_loss: 0.000231822 | Time: 2306.14 ms [2020-12-06 14:37:57 main:574] : INFO : Epoch 599 | loss: 0.00022152 | val_loss: 0.000247905 | Time: 2304.61 ms [2020-12-06 14:38:00 main:574] : INFO : Epoch 600 | loss: 0.000214166 | val_loss: 0.000230293 | Time: 2299.39 ms [2020-12-06 14:38:02 main:574] : INFO : Epoch 601 | loss: 0.000209295 | val_loss: 0.000228546 | Time: 2299.44 ms [2020-12-06 14:38:04 main:574] : INFO : Epoch 602 | loss: 0.000208638 | val_loss: 0.000229839 | Time: 2292.45 ms [2020-12-06 14:38:07 main:574] : INFO : Epoch 603 | loss: 0.000234209 | val_loss: 0.000246592 | Time: 2299.18 ms [2020-12-06 14:38:09 main:574] : INFO : Epoch 604 | loss: 0.000223785 | val_loss: 0.000230391 | Time: 2309.05 ms [2020-12-06 14:38:11 main:574] : INFO : Epoch 605 | loss: 0.000210209 | val_loss: 0.000228356 | Time: 2305.83 ms [2020-12-06 14:38:13 main:574] : INFO : Epoch 606 | loss: 0.000208484 | val_loss: 0.000226376 | Time: 2303.87 ms [2020-12-06 14:38:16 main:574] : INFO : Epoch 607 | loss: 0.00020756 | val_loss: 0.000225708 | Time: 2295.15 ms [2020-12-06 14:38:18 main:574] : INFO : Epoch 608 | loss: 0.000208005 | val_loss: 0.000224804 | Time: 2293.74 ms [2020-12-06 14:38:20 main:574] : INFO : Epoch 609 | loss: 0.000211516 | val_loss: 0.000237705 | Time: 2295.35 ms [2020-12-06 14:38:23 main:574] : INFO : Epoch 610 | loss: 0.00023321 | val_loss: 0.000380889 | Time: 2295.17 ms [2020-12-06 14:38:25 main:574] : INFO : Epoch 611 | loss: 0.000277158 | val_loss: 0.000251239 | Time: 2302.91 ms [2020-12-06 14:38:27 main:574] : INFO : Epoch 612 | loss: 0.000213504 | val_loss: 0.000224339 | Time: 2300.64 ms [2020-12-06 14:38:30 main:574] : INFO : Epoch 613 | loss: 0.000206071 | val_loss: 0.000222864 | Time: 2304.56 ms [2020-12-06 14:38:32 main:574] : INFO : Epoch 614 | loss: 0.000206496 | val_loss: 0.000221247 | Time: 2294.94 ms [2020-12-06 14:38:34 main:574] : INFO : Epoch 615 | loss: 0.000205971 | val_loss: 0.000222585 | Time: 2297.48 ms [2020-12-06 14:38:37 main:574] : INFO : Epoch 616 | loss: 0.00022122 | val_loss: 0.000239207 | Time: 2307.93 ms [2020-12-06 14:38:39 main:574] : INFO : Epoch 617 | loss: 0.000212432 | val_loss: 0.000227476 | Time: 2294.75 ms [2020-12-06 14:38:41 main:574] : INFO : Epoch 618 | loss: 0.000206119 | val_loss: 0.000222785 | Time: 2296.44 ms [2020-12-06 14:38:43 main:574] : INFO : Epoch 619 | loss: 0.000205757 | val_loss: 0.000219853 | Time: 2299.54 ms [2020-12-06 14:38:46 main:574] : INFO : Epoch 620 | loss: 0.000204535 | val_loss: 0.000221754 | Time: 2303.4 ms [2020-12-06 14:38:48 main:574] : INFO : Epoch 621 | loss: 0.00020646 | val_loss: 0.000229363 | Time: 2295.59 ms [2020-12-06 14:38:50 main:574] : INFO : Epoch 622 | loss: 0.000229489 | val_loss: 0.000302163 | Time: 2299.54 ms [2020-12-06 14:38:53 main:574] : INFO : Epoch 623 | loss: 0.000226129 | val_loss: 0.000226021 | Time: 2301.74 ms [2020-12-06 14:38:55 main:574] : INFO : Epoch 624 | loss: 0.00020664 | val_loss: 0.000221161 | Time: 2306.73 ms [2020-12-06 14:38:57 main:574] : INFO : Epoch 625 | loss: 0.000203054 | val_loss: 0.000219117 | Time: 2305.24 ms [2020-12-06 14:39:00 main:574] : INFO : Epoch 626 | loss: 0.00022805 | val_loss: 0.00029427 | Time: 2305.6 ms [2020-12-06 14:39:02 main:574] : INFO : Epoch 627 | loss: 0.000223997 | val_loss: 0.0002258 | Time: 2299.52 ms [2020-12-06 14:39:04 main:574] : INFO : Epoch 628 | loss: 0.000206397 | val_loss: 0.000220065 | Time: 2301.62 ms [2020-12-06 14:39:07 main:574] : INFO : Epoch 629 | loss: 0.000204648 | val_loss: 0.000226462 | Time: 2298.83 ms [2020-12-06 14:39:09 main:574] : INFO : Epoch 630 | loss: 0.000211882 | val_loss: 0.000221868 | Time: 2297.12 ms [2020-12-06 14:39:11 main:574] : INFO : Epoch 631 | loss: 0.000205559 | val_loss: 0.000227185 | Time: 2298.48 ms [2020-12-06 14:39:14 main:574] : INFO : Epoch 632 | loss: 0.000223392 | val_loss: 0.0002368 | Time: 2310.02 ms [2020-12-06 14:39:16 main:574] : INFO : Epoch 633 | loss: 0.000208271 | val_loss: 0.000221235 | Time: 2310.45 ms [2020-12-06 14:39:18 main:574] : INFO : Epoch 634 | loss: 0.000211157 | val_loss: 0.000248777 | Time: 2300.03 ms [2020-12-06 14:39:20 main:574] : INFO : Epoch 635 | loss: 0.000222997 | val_loss: 0.000227805 | Time: 2308.66 ms [2020-12-06 14:39:23 main:574] : INFO : Epoch 636 | loss: 0.000205936 | val_loss: 0.000218603 | Time: 2310.51 ms [2020-12-06 14:39:25 main:574] : INFO : Epoch 637 | loss: 0.00020329 | val_loss: 0.000218516 | Time: 2303.13 ms [2020-12-06 14:39:27 main:574] : INFO : Epoch 638 | loss: 0.000212125 | val_loss: 0.00026625 | Time: 2314.21 ms [2020-12-06 14:39:30 main:574] : INFO : Epoch 639 | loss: 0.000238103 | val_loss: 0.000235678 | Time: 2297.17 ms [2020-12-06 14:39:32 main:574] : INFO : Epoch 640 | loss: 0.000210338 | val_loss: 0.000221387 | Time: 2313.74 ms [2020-12-06 14:39:34 main:574] : INFO : Epoch 641 | loss: 0.000203825 | val_loss: 0.000220392 | Time: 2315.71 ms [2020-12-06 14:39:37 main:574] : INFO : Epoch 642 | loss: 0.000203329 | val_loss: 0.00021853 | Time: 2306.04 ms [2020-12-06 14:39:39 main:574] : INFO : Epoch 643 | loss: 0.000200719 | val_loss: 0.000218592 | Time: 2303.08 ms [2020-12-06 14:39:41 main:574] : INFO : Epoch 644 | loss: 0.000232134 | val_loss: 0.000394801 | Time: 2298.12 ms [2020-12-06 14:39:44 main:574] : INFO : Epoch 645 | loss: 0.000277993 | val_loss: 0.000248149 | Time: 2296.45 ms [2020-12-06 14:39:46 main:574] : INFO : Epoch 646 | loss: 0.00021544 | val_loss: 0.000220831 | Time: 2301.77 ms [2020-12-06 14:39:48 main:574] : INFO : Epoch 647 | loss: 0.000203595 | val_loss: 0.000217521 | Time: 2304.67 ms [2020-12-06 14:39:51 main:574] : INFO : Epoch 648 | loss: 0.000200912 | val_loss: 0.000219492 | Time: 2292.52 ms [2020-12-06 14:39:53 main:574] : INFO : Epoch 649 | loss: 0.000204788 | val_loss: 0.000218293 | Time: 2293.14 ms [2020-12-06 14:39:55 main:574] : INFO : Epoch 650 | loss: 0.00020866 | val_loss: 0.000310186 | Time: 2295.83 ms [2020-12-06 14:39:57 main:574] : INFO : Epoch 651 | loss: 0.000249392 | val_loss: 0.000224361 | Time: 2299.08 ms [2020-12-06 14:40:00 main:574] : INFO : Epoch 652 | loss: 0.000207785 | val_loss: 0.000223133 | Time: 2293.97 ms [2020-12-06 14:40:02 main:574] : INFO : Epoch 653 | loss: 0.000205145 | val_loss: 0.000217422 | Time: 2301.84 ms [2020-12-06 14:40:04 main:574] : INFO : Epoch 654 | loss: 0.000200377 | val_loss: 0.000216309 | Time: 2301.51 ms [2020-12-06 14:40:07 main:574] : INFO : Epoch 655 | loss: 0.000199474 | val_loss: 0.000215627 | Time: 2298.27 ms [2020-12-06 14:40:09 main:574] : INFO : Epoch 656 | loss: 0.000202554 | val_loss: 0.000240026 | Time: 2302.34 ms [2020-12-06 14:40:11 main:574] : INFO : Epoch 657 | loss: 0.000214123 | val_loss: 0.000218328 | Time: 2291.56 ms [2020-12-06 14:40:14 main:574] : INFO : Epoch 658 | loss: 0.000201395 | val_loss: 0.000217844 | Time: 2295.94 ms [2020-12-06 14:40:16 main:574] : INFO : Epoch 659 | loss: 0.000218714 | val_loss: 0.000233989 | Time: 2294.05 ms [2020-12-06 14:40:18 main:574] : INFO : Epoch 660 | loss: 0.000205575 | val_loss: 0.000221902 | Time: 2300.15 ms [2020-12-06 14:40:21 main:574] : INFO : Epoch 661 | loss: 0.000202459 | val_loss: 0.000220855 | Time: 2297 ms [2020-12-06 14:40:23 main:574] : INFO : Epoch 662 | loss: 0.000205058 | val_loss: 0.000257568 | Time: 2288.48 ms [2020-12-06 14:40:25 main:574] : INFO : Epoch 663 | loss: 0.000253838 | val_loss: 0.000233702 | Time: 2292.71 ms [2020-12-06 14:40:27 main:574] : INFO : Epoch 664 | loss: 0.000206762 | val_loss: 0.000217321 | Time: 2298.53 ms [2020-12-06 14:40:30 main:574] : INFO : Epoch 665 | loss: 0.00020002 | val_loss: 0.000216712 | Time: 2290.5 ms [2020-12-06 14:40:32 main:574] : INFO : Epoch 666 | loss: 0.000202452 | val_loss: 0.000222577 | Time: 2299.08 ms [2020-12-06 14:40:34 main:574] : INFO : Epoch 667 | loss: 0.000241307 | val_loss: 0.000248725 | Time: 2294.3 ms [2020-12-06 14:40:37 main:574] : INFO : Epoch 668 | loss: 0.000205969 | val_loss: 0.000215307 | Time: 2296.98 ms [2020-12-06 14:40:39 main:574] : INFO : Epoch 669 | loss: 0.00019792 | val_loss: 0.000213829 | Time: 2295.99 ms [2020-12-06 14:40:41 main:574] : INFO : Epoch 670 | loss: 0.000198172 | val_loss: 0.00021777 | Time: 2289.31 ms [2020-12-06 14:40:44 main:574] : INFO : Epoch 671 | loss: 0.000208058 | val_loss: 0.000227621 | Time: 2296 ms [2020-12-06 14:40:46 main:574] : INFO : Epoch 672 | loss: 0.000202917 | val_loss: 0.000217642 | Time: 2285.57 ms [2020-12-06 14:40:48 main:574] : INFO : Epoch 673 | loss: 0.000230781 | val_loss: 0.000240183 | Time: 2297.54 ms [2020-12-06 14:40:50 main:574] : INFO : Epoch 674 | loss: 0.00021204 | val_loss: 0.000220169 | Time: 2295.17 ms [2020-12-06 14:40:53 main:574] : INFO : Epoch 675 | loss: 0.000200023 | val_loss: 0.00021537 | Time: 2291.54 ms [2020-12-06 14:40:55 main:574] : INFO : Epoch 676 | loss: 0.000198927 | val_loss: 0.000219992 | Time: 2290.36 ms [2020-12-06 14:40:57 main:574] : INFO : Epoch 677 | loss: 0.000222079 | val_loss: 0.000223593 | Time: 2290.26 ms [2020-12-06 14:41:00 main:574] : INFO : Epoch 678 | loss: 0.000203535 | val_loss: 0.000214098 | Time: 2299.74 ms [2020-12-06 14:41:02 main:574] : INFO : Epoch 679 | loss: 0.000198729 | val_loss: 0.000216313 | Time: 2304.67 ms [2020-12-06 14:41:04 main:574] : INFO : Epoch 680 | loss: 0.000200677 | val_loss: 0.00021683 | Time: 2295.77 ms [2020-12-06 14:41:07 main:574] : INFO : Epoch 681 | loss: 0.000214298 | val_loss: 0.000283755 | Time: 2304.95 ms [2020-12-06 14:41:09 main:574] : INFO : Epoch 682 | loss: 0.000227597 | val_loss: 0.000224906 | Time: 2301.23 ms [2020-12-06 14:41:11 main:574] : INFO : Epoch 683 | loss: 0.000203437 | val_loss: 0.000215636 | Time: 2298.38 ms [2020-12-06 14:41:14 main:574] : INFO : Epoch 684 | loss: 0.000225549 | val_loss: 0.000283163 | Time: 2305.27 ms [2020-12-06 14:41:16 main:574] : INFO : Epoch 685 | loss: 0.000217523 | val_loss: 0.000220633 | Time: 2308.23 ms [2020-12-06 14:41:18 main:574] : INFO : Epoch 686 | loss: 0.000200738 | val_loss: 0.000214707 | Time: 2301.9 ms [2020-12-06 14:41:21 main:574] : INFO : Epoch 687 | loss: 0.000197781 | val_loss: 0.000212442 | Time: 2308.61 ms [2020-12-06 14:41:23 main:574] : INFO : Epoch 688 | loss: 0.00019855 | val_loss: 0.000221653 | Time: 2316.7 ms [2020-12-06 14:41:25 main:574] : INFO : Epoch 689 | loss: 0.000209033 | val_loss: 0.000215489 | Time: 2318.19 ms [2020-12-06 14:41:27 main:574] : INFO : Epoch 690 | loss: 0.000201772 | val_loss: 0.000217215 | Time: 2304.23 ms [2020-12-06 14:41:30 main:574] : INFO : Epoch 691 | loss: 0.000226435 | val_loss: 0.00022563 | Time: 2303.08 ms [2020-12-06 14:41:32 main:574] : INFO : Epoch 692 | loss: 0.000210006 | val_loss: 0.000232673 | Time: 2298.2 ms [2020-12-06 14:41:34 main:574] : INFO : Epoch 693 | loss: 0.000213459 | val_loss: 0.000215681 | Time: 2310.64 ms [2020-12-06 14:41:37 main:574] : INFO : Epoch 694 | loss: 0.000199706 | val_loss: 0.000213284 | Time: 2307.18 ms [2020-12-06 14:41:39 main:574] : INFO : Epoch 695 | loss: 0.000196227 | val_loss: 0.000212974 | Time: 2311.39 ms [2020-12-06 14:41:41 main:574] : INFO : Epoch 696 | loss: 0.000196431 | val_loss: 0.000215482 | Time: 2312.9 ms [2020-12-06 14:41:44 main:574] : INFO : Epoch 697 | loss: 0.000217315 | val_loss: 0.000254465 | Time: 2301.65 ms [2020-12-06 14:41:46 main:574] : INFO : Epoch 698 | loss: 0.000230305 | val_loss: 0.000243614 | Time: 2312.84 ms [2020-12-06 14:41:48 main:574] : INFO : Epoch 699 | loss: 0.000205419 | val_loss: 0.000215609 | Time: 2324.03 ms [2020-12-06 14:41:51 main:574] : INFO : Epoch 700 | loss: 0.00019734 | val_loss: 0.000218912 | Time: 2316.28 ms [2020-12-06 14:41:53 main:574] : INFO : Epoch 701 | loss: 0.000196723 | val_loss: 0.000215608 | Time: 2306.61 ms [2020-12-06 14:41:55 main:574] : INFO : Epoch 702 | loss: 0.000260064 | val_loss: 0.000250448 | Time: 2306.01 ms [2020-12-06 14:41:58 main:574] : INFO : Epoch 703 | loss: 0.000213762 | val_loss: 0.000218236 | Time: 2303.99 ms [2020-12-06 14:42:00 main:574] : INFO : Epoch 704 | loss: 0.000200523 | val_loss: 0.000216838 | Time: 2305.47 ms [2020-12-06 14:42:02 main:574] : INFO : Epoch 705 | loss: 0.000207707 | val_loss: 0.00025372 | Time: 2299.77 ms [2020-12-06 14:42:05 main:574] : INFO : Epoch 706 | loss: 0.000227743 | val_loss: 0.000221493 | Time: 2301.35 ms [2020-12-06 14:42:07 main:574] : INFO : Epoch 707 | loss: 0.000200625 | val_loss: 0.000213406 | Time: 2303.07 ms [2020-12-06 14:42:09 main:574] : INFO : Epoch 708 | loss: 0.000195634 | val_loss: 0.000212608 | Time: 2307.13 ms [2020-12-06 14:42:12 main:574] : INFO : Epoch 709 | loss: 0.000195714 | val_loss: 0.000211927 | Time: 2312.1 ms [2020-12-06 14:42:14 main:574] : INFO : Epoch 710 | loss: 0.000195217 | val_loss: 0.000211233 | Time: 2310.72 ms [2020-12-06 14:42:16 main:574] : INFO : Epoch 711 | loss: 0.000195939 | val_loss: 0.0002162 | Time: 2307.76 ms [2020-12-06 14:42:18 main:574] : INFO : Epoch 712 | loss: 0.00019843 | val_loss: 0.000218545 | Time: 2307.09 ms [2020-12-06 14:42:21 main:574] : INFO : Epoch 713 | loss: 0.000252442 | val_loss: 0.000284804 | Time: 2310.23 ms [2020-12-06 14:42:23 main:574] : INFO : Epoch 714 | loss: 0.00023267 | val_loss: 0.000224511 | Time: 2306.73 ms [2020-12-06 14:42:25 main:574] : INFO : Epoch 715 | loss: 0.000203072 | val_loss: 0.000211677 | Time: 2309.3 ms [2020-12-06 14:42:28 main:574] : INFO : Epoch 716 | loss: 0.000199977 | val_loss: 0.000219173 | Time: 2324.23 ms [2020-12-06 14:42:30 main:574] : INFO : Epoch 717 | loss: 0.000198565 | val_loss: 0.000214988 | Time: 2323.08 ms [2020-12-06 14:42:32 main:574] : INFO : Epoch 718 | loss: 0.000205064 | val_loss: 0.0002204 | Time: 2301.02 ms [2020-12-06 14:42:35 main:574] : INFO : Epoch 719 | loss: 0.000197999 | val_loss: 0.00021378 | Time: 2315.53 ms [2020-12-06 14:42:37 main:574] : INFO : Epoch 720 | loss: 0.000197577 | val_loss: 0.000211851 | Time: 2307.15 ms [2020-12-06 14:42:39 main:574] : INFO : Epoch 721 | loss: 0.000209603 | val_loss: 0.00025175 | Time: 2306.39 ms [2020-12-06 14:42:42 main:574] : INFO : Epoch 722 | loss: 0.000209425 | val_loss: 0.000218586 | Time: 2315.75 ms [2020-12-06 14:42:44 main:574] : INFO : Epoch 723 | loss: 0.000197747 | val_loss: 0.000213344 | Time: 2308.78 ms [2020-12-06 14:42:46 main:574] : INFO : Epoch 724 | loss: 0.000197545 | val_loss: 0.000223661 | Time: 2318.13 ms [2020-12-06 14:42:49 main:574] : INFO : Epoch 725 | loss: 0.000240026 | val_loss: 0.000232318 | Time: 2303.49 ms [2020-12-06 14:42:51 main:574] : INFO : Epoch 726 | loss: 0.00020954 | val_loss: 0.00021494 | Time: 2304.47 ms [2020-12-06 14:42:53 main:574] : INFO : Epoch 727 | loss: 0.000196519 | val_loss: 0.000211211 | Time: 2317.06 ms [2020-12-06 14:42:56 main:574] : INFO : Epoch 728 | loss: 0.000194755 | val_loss: 0.000213868 | Time: 2310.81 ms [2020-12-06 14:42:58 main:574] : INFO : Epoch 729 | loss: 0.000203992 | val_loss: 0.000238701 | Time: 2301.92 ms [2020-12-06 14:43:00 main:574] : INFO : Epoch 730 | loss: 0.000223224 | val_loss: 0.000226006 | Time: 2308.52 ms [2020-12-06 14:43:03 main:574] : INFO : Epoch 731 | loss: 0.000207477 | val_loss: 0.000217531 | Time: 2316.57 ms [2020-12-06 14:43:05 main:574] : INFO : Epoch 732 | loss: 0.000199037 | val_loss: 0.000215458 | Time: 2302.61 ms [2020-12-06 14:43:07 main:574] : INFO : Epoch 733 | loss: 0.000199473 | val_loss: 0.000226316 | Time: 2302.24 ms [2020-12-06 14:43:09 main:574] : INFO : Epoch 734 | loss: 0.000233197 | val_loss: 0.000233537 | Time: 2300.35 ms [2020-12-06 14:43:12 main:574] : INFO : Epoch 735 | loss: 0.000206975 | val_loss: 0.000213994 | Time: 2303.52 ms [2020-12-06 14:43:14 main:574] : INFO : Epoch 736 | loss: 0.000208963 | val_loss: 0.000216431 | Time: 2306.05 ms [2020-12-06 14:43:16 main:574] : INFO : Epoch 737 | loss: 0.000197942 | val_loss: 0.000212018 | Time: 2303.24 ms [2020-12-06 14:43:19 main:574] : INFO : Epoch 738 | loss: 0.000194776 | val_loss: 0.000211701 | Time: 2304.18 ms [2020-12-06 14:43:21 main:574] : INFO : Epoch 739 | loss: 0.000243032 | val_loss: 0.000238725 | Time: 2302.8 ms [2020-12-06 14:43:23 main:574] : INFO : Epoch 740 | loss: 0.000210266 | val_loss: 0.000237245 | Time: 2303.12 ms [2020-12-06 14:43:26 main:574] : INFO : Epoch 741 | loss: 0.000228014 | val_loss: 0.000221788 | Time: 2301.3 ms [2020-12-06 14:43:28 main:574] : INFO : Epoch 742 | loss: 0.000199605 | val_loss: 0.000210685 | Time: 2303.72 ms [2020-12-06 14:43:30 main:574] : INFO : Epoch 743 | loss: 0.000196271 | val_loss: 0.000217113 | Time: 2311.96 ms [2020-12-06 14:43:33 main:574] : INFO : Epoch 744 | loss: 0.000239021 | val_loss: 0.000248132 | Time: 2304.75 ms [2020-12-06 14:43:35 main:574] : INFO : Epoch 745 | loss: 0.000208274 | val_loss: 0.000215068 | Time: 2308.16 ms [2020-12-06 14:43:37 main:574] : INFO : Epoch 746 | loss: 0.000197212 | val_loss: 0.000214124 | Time: 2307.73 ms [2020-12-06 14:43:40 main:574] : INFO : Epoch 747 | loss: 0.000196308 | val_loss: 0.00021178 | Time: 2309.81 ms [2020-12-06 14:43:42 main:574] : INFO : Epoch 748 | loss: 0.000195033 | val_loss: 0.000216686 | Time: 2311.47 ms [2020-12-06 14:43:44 main:574] : INFO : Epoch 749 | loss: 0.000255917 | val_loss: 0.000253023 | Time: 2319 ms [2020-12-06 14:43:47 main:574] : INFO : Epoch 750 | loss: 0.000208822 | val_loss: 0.000217845 | Time: 2304.94 ms [2020-12-06 14:43:49 main:574] : INFO : Epoch 751 | loss: 0.000198419 | val_loss: 0.00021602 | Time: 2307.26 ms [2020-12-06 14:43:51 main:574] : INFO : Epoch 752 | loss: 0.000197097 | val_loss: 0.000211236 | Time: 2319.11 ms [2020-12-06 14:43:53 main:574] : INFO : Epoch 753 | loss: 0.000194136 | val_loss: 0.00020978 | Time: 2313.85 ms [2020-12-06 14:43:56 main:574] : INFO : Epoch 754 | loss: 0.000193972 | val_loss: 0.000211312 | Time: 2309.68 ms [2020-12-06 14:43:58 main:574] : INFO : Epoch 755 | loss: 0.000256822 | val_loss: 0.000257408 | Time: 2317.86 ms [2020-12-06 14:44:00 main:574] : INFO : Epoch 756 | loss: 0.000227702 | val_loss: 0.000221423 | Time: 2315.14 ms [2020-12-06 14:44:03 main:574] : INFO : Epoch 757 | loss: 0.000202297 | val_loss: 0.000214391 | Time: 2304.4 ms [2020-12-06 14:44:05 main:574] : INFO : Epoch 758 | loss: 0.000195827 | val_loss: 0.000213719 | Time: 2317.89 ms [2020-12-06 14:44:07 main:574] : INFO : Epoch 759 | loss: 0.000211383 | val_loss: 0.000221409 | Time: 2315.87 ms [2020-12-06 14:44:10 main:574] : INFO : Epoch 760 | loss: 0.000200858 | val_loss: 0.000212635 | Time: 2303.54 ms [2020-12-06 14:44:12 main:574] : INFO : Epoch 761 | loss: 0.000195174 | val_loss: 0.000210058 | Time: 2310.75 ms [2020-12-06 14:44:14 main:574] : INFO : Epoch 762 | loss: 0.000194442 | val_loss: 0.000212312 | Time: 2307 ms [2020-12-06 14:44:17 main:574] : INFO : Epoch 763 | loss: 0.000194561 | val_loss: 0.000219284 | Time: 2306.79 ms [2020-12-06 14:44:19 main:574] : INFO : Epoch 764 | loss: 0.000218969 | val_loss: 0.000221461 | Time: 2320.87 ms [2020-12-06 14:44:21 main:574] : INFO : Epoch 765 | loss: 0.00020372 | val_loss: 0.000213794 | Time: 2311.51 ms [2020-12-06 14:44:24 main:574] : INFO : Epoch 766 | loss: 0.000197457 | val_loss: 0.000211401 | Time: 2307.32 ms [2020-12-06 14:44:26 main:574] : INFO : Epoch 767 | loss: 0.000198436 | val_loss: 0.000214152 | Time: 2314.84 ms [2020-12-06 14:44:28 main:574] : INFO : Epoch 768 | loss: 0.000205879 | val_loss: 0.000284307 | Time: 2306.89 ms [2020-12-06 14:44:31 main:574] : INFO : Epoch 769 | loss: 0.000248285 | val_loss: 0.000224668 | Time: 2316.89 ms [2020-12-06 14:44:33 main:574] : INFO : Epoch 770 | loss: 0.000203656 | val_loss: 0.000217155 | Time: 2315.18 ms [2020-12-06 14:44:35 main:574] : INFO : Epoch 771 | loss: 0.000205474 | val_loss: 0.000217025 | Time: 2314.6 ms [2020-12-06 14:44:38 main:574] : INFO : Epoch 772 | loss: 0.000196139 | val_loss: 0.000216512 | Time: 2314.91 ms [2020-12-06 14:44:40 main:574] : INFO : Epoch 773 | loss: 0.000230272 | val_loss: 0.000233002 | Time: 2314.11 ms [2020-12-06 14:44:42 main:574] : INFO : Epoch 774 | loss: 0.000202253 | val_loss: 0.000212335 | Time: 2306.71 ms [2020-12-06 14:44:45 main:574] : INFO : Epoch 775 | loss: 0.000194742 | val_loss: 0.000211626 | Time: 2308.72 ms [2020-12-06 14:44:47 main:574] : INFO : Epoch 776 | loss: 0.00019726 | val_loss: 0.000221427 | Time: 2301.26 ms [2020-12-06 14:44:49 main:574] : INFO : Epoch 777 | loss: 0.000198879 | val_loss: 0.000214593 | Time: 2309.13 ms [2020-12-06 14:44:51 main:574] : INFO : Epoch 778 | loss: 0.000199532 | val_loss: 0.000219975 | Time: 2301.93 ms [2020-12-06 14:44:54 main:574] : INFO : Epoch 779 | loss: 0.000214927 | val_loss: 0.00025083 | Time: 2310.94 ms [2020-12-06 14:44:56 main:574] : INFO : Epoch 780 | loss: 0.000219835 | val_loss: 0.000213849 | Time: 2322.84 ms [2020-12-06 14:44:58 main:574] : INFO : Epoch 781 | loss: 0.000200436 | val_loss: 0.000213065 | Time: 2307.7 ms [2020-12-06 14:45:01 main:574] : INFO : Epoch 782 | loss: 0.000194956 | val_loss: 0.00020877 | Time: 2321.93 ms [2020-12-06 14:45:03 main:574] : INFO : Epoch 783 | loss: 0.000215032 | val_loss: 0.0002453 | Time: 2313.11 ms [2020-12-06 14:45:05 main:574] : INFO : Epoch 784 | loss: 0.000212575 | val_loss: 0.000229725 | Time: 2313.79 ms [2020-12-06 14:45:08 main:574] : INFO : Epoch 785 | loss: 0.000214553 | val_loss: 0.000228046 | Time: 2318.12 ms [2020-12-06 14:45:10 main:574] : INFO : Epoch 786 | loss: 0.000200785 | val_loss: 0.000211457 | Time: 2312.78 ms [2020-12-06 14:45:12 main:574] : INFO : Epoch 787 | loss: 0.000194452 | val_loss: 0.000210011 | Time: 2310.77 ms [2020-12-06 14:45:15 main:574] : INFO : Epoch 788 | loss: 0.000196104 | val_loss: 0.000216561 | Time: 2317.44 ms [2020-12-06 14:45:17 main:574] : INFO : Epoch 789 | loss: 0.0002353 | val_loss: 0.000245803 | Time: 2305.41 ms [2020-12-06 14:45:19 main:574] : INFO : Epoch 790 | loss: 0.000235716 | val_loss: 0.000298042 | Time: 2303 ms [2020-12-06 14:45:22 main:574] : INFO : Epoch 791 | loss: 0.000247334 | val_loss: 0.000227855 | Time: 2315.19 ms [2020-12-06 14:45:24 main:574] : INFO : Epoch 792 | loss: 0.000202534 | val_loss: 0.000211302 | Time: 2314.94 ms [2020-12-06 14:45:26 main:574] : INFO : Epoch 793 | loss: 0.000193736 | val_loss: 0.000212796 | Time: 2319.41 ms [2020-12-06 14:45:29 main:574] : INFO : Epoch 794 | loss: 0.000249432 | val_loss: 0.000275823 | Time: 2310.99 ms [2020-12-06 14:45:31 main:574] : INFO : Epoch 795 | loss: 0.000214436 | val_loss: 0.000221206 | Time: 2312.89 ms [2020-12-06 14:45:33 main:574] : INFO : Epoch 796 | loss: 0.000202192 | val_loss: 0.000219584 | Time: 2304.68 ms [2020-12-06 14:45:36 main:574] : INFO : Epoch 797 | loss: 0.000197017 | val_loss: 0.000217336 | Time: 2316.88 ms [2020-12-06 14:45:38 main:574] : INFO : Epoch 798 | loss: 0.000199199 | val_loss: 0.000212926 | Time: 2316.58 ms [2020-12-06 14:45:40 main:574] : INFO : Epoch 799 | loss: 0.000193586 | val_loss: 0.000210205 | Time: 2313.66 ms [2020-12-06 14:45:43 main:574] : INFO : Epoch 800 | loss: 0.000194242 | val_loss: 0.000228157 | Time: 2313.91 ms [2020-12-06 14:45:45 main:574] : INFO : Epoch 801 | loss: 0.000247352 | val_loss: 0.00021909 | Time: 2310.91 ms [2020-12-06 14:45:47 main:574] : INFO : Epoch 802 | loss: 0.00020215 | val_loss: 0.000213936 | Time: 2326.58 ms [2020-12-06 14:45:50 main:574] : INFO : Epoch 803 | loss: 0.000195158 | val_loss: 0.00021395 | Time: 2317.36 ms [2020-12-06 14:45:52 main:574] : INFO : Epoch 804 | loss: 0.000195124 | val_loss: 0.000209649 | Time: 2308.4 ms [2020-12-06 14:45:54 main:574] : INFO : Epoch 805 | loss: 0.000192534 | val_loss: 0.000210848 | Time: 2308.25 ms [2020-12-06 14:45:57 main:574] : INFO : Epoch 806 | loss: 0.000218952 | val_loss: 0.000222868 | Time: 2305.51 ms [2020-12-06 14:45:59 main:574] : INFO : Epoch 807 | loss: 0.0002048 | val_loss: 0.000212397 | Time: 2315.17 ms [2020-12-06 14:46:01 main:574] : INFO : Epoch 808 | loss: 0.00019554 | val_loss: 0.000210579 | Time: 2323.84 ms [2020-12-06 14:46:04 main:574] : INFO : Epoch 809 | loss: 0.000193887 | val_loss: 0.000210862 | Time: 2303.61 ms [2020-12-06 14:46:06 main:574] : INFO : Epoch 810 | loss: 0.000199579 | val_loss: 0.000234194 | Time: 2308.74 ms [2020-12-06 14:46:08 main:574] : INFO : Epoch 811 | loss: 0.00022071 | val_loss: 0.000222162 | Time: 2308.65 ms [2020-12-06 14:46:10 main:574] : INFO : Epoch 812 | loss: 0.000202637 | val_loss: 0.000215395 | Time: 2310.16 ms [2020-12-06 14:46:13 main:574] : INFO : Epoch 813 | loss: 0.000199742 | val_loss: 0.000235057 | Time: 2305.36 ms [2020-12-06 14:46:15 main:574] : INFO : Epoch 814 | loss: 0.000245973 | val_loss: 0.000226562 | Time: 2313.39 ms [2020-12-06 14:46:17 main:574] : INFO : Epoch 815 | loss: 0.000205498 | val_loss: 0.0002151 | Time: 2313.97 ms [2020-12-06 14:46:20 main:574] : INFO : Epoch 816 | loss: 0.000194761 | val_loss: 0.000209617 | Time: 2315.15 ms [2020-12-06 14:46:22 main:574] : INFO : Epoch 817 | loss: 0.000196057 | val_loss: 0.000246211 | Time: 2308.68 ms [2020-12-06 14:46:24 main:574] : INFO : Epoch 818 | loss: 0.000234636 | val_loss: 0.000225059 | Time: 2305.5 ms [2020-12-06 14:46:27 main:574] : INFO : Epoch 819 | loss: 0.000199025 | val_loss: 0.00021285 | Time: 2311.69 ms [2020-12-06 14:46:29 main:574] : INFO : Epoch 820 | loss: 0.000196409 | val_loss: 0.000216674 | Time: 2310.43 ms [2020-12-06 14:46:31 main:574] : INFO : Epoch 821 | loss: 0.000200094 | val_loss: 0.000218993 | Time: 2322.05 ms [2020-12-06 14:46:34 main:574] : INFO : Epoch 822 | loss: 0.000205542 | val_loss: 0.000216662 | Time: 2316.9 ms [2020-12-06 14:46:36 main:574] : INFO : Epoch 823 | loss: 0.000199755 | val_loss: 0.000213958 | Time: 2315.2 ms [2020-12-06 14:46:38 main:574] : INFO : Epoch 824 | loss: 0.000199338 | val_loss: 0.000219528 | Time: 2307.24 ms [2020-12-06 14:46:41 main:574] : INFO : Epoch 825 | loss: 0.000199241 | val_loss: 0.000215189 | Time: 2314.3 ms [2020-12-06 14:46:43 main:574] : INFO : Epoch 826 | loss: 0.000221498 | val_loss: 0.000226295 | Time: 2301.01 ms [2020-12-06 14:46:45 main:574] : INFO : Epoch 827 | loss: 0.000211342 | val_loss: 0.000249076 | Time: 2314.9 ms [2020-12-06 14:46:48 main:574] : INFO : Epoch 828 | loss: 0.000212539 | val_loss: 0.00021667 | Time: 2322.64 ms [2020-12-06 14:46:50 main:574] : INFO : Epoch 829 | loss: 0.000197868 | val_loss: 0.000212199 | Time: 2306.6 ms [2020-12-06 14:46:52 main:574] : INFO : Epoch 830 | loss: 0.000195745 | val_loss: 0.000209085 | Time: 2321.74 ms [2020-12-06 14:46:55 main:574] : INFO : Epoch 831 | loss: 0.000195352 | val_loss: 0.000219641 | Time: 2325.36 ms [2020-12-06 14:46:57 main:574] : INFO : Epoch 832 | loss: 0.000221687 | val_loss: 0.000297563 | Time: 2322.79 ms [2020-12-06 14:46:59 main:574] : INFO : Epoch 833 | loss: 0.000235447 | val_loss: 0.000219371 | Time: 2328.2 ms [2020-12-06 14:47:02 main:574] : INFO : Epoch 834 | loss: 0.00021073 | val_loss: 0.000214676 | Time: 2307.72 ms [2020-12-06 14:47:04 main:574] : INFO : Epoch 835 | loss: 0.000199177 | val_loss: 0.000228978 | Time: 2308.63 ms [2020-12-06 14:47:06 main:574] : INFO : Epoch 836 | loss: 0.000219734 | val_loss: 0.000220108 | Time: 2323.83 ms [2020-12-06 14:47:09 main:574] : INFO : Epoch 837 | loss: 0.000197016 | val_loss: 0.000211254 | Time: 2318.8 ms [2020-12-06 14:47:11 main:574] : INFO : Epoch 838 | loss: 0.000193664 | val_loss: 0.000208506 | Time: 2303.96 ms [2020-12-06 14:47:13 main:574] : INFO : Epoch 839 | loss: 0.000192123 | val_loss: 0.000210843 | Time: 2321.67 ms [2020-12-06 14:47:16 main:574] : INFO : Epoch 840 | loss: 0.000199017 | val_loss: 0.00022416 | Time: 2316 ms [2020-12-06 14:47:18 main:574] : INFO : Epoch 841 | loss: 0.000202179 | val_loss: 0.000212602 | Time: 2326.69 ms [2020-12-06 14:47:20 main:574] : INFO : Epoch 842 | loss: 0.000259541 | val_loss: 0.000276648 | Time: 2309.84 ms [2020-12-06 14:47:22 main:574] : INFO : Epoch 843 | loss: 0.000263839 | val_loss: 0.000272066 | Time: 2313.28 ms [2020-12-06 14:47:25 main:574] : INFO : Epoch 844 | loss: 0.000220977 | val_loss: 0.000219265 | Time: 2316.45 ms [2020-12-06 14:47:27 main:574] : INFO : Epoch 845 | loss: 0.000200267 | val_loss: 0.000214902 | Time: 2307.9 ms [2020-12-06 14:47:29 main:574] : INFO : Epoch 846 | loss: 0.000193816 | val_loss: 0.00020977 | Time: 2305.21 ms [2020-12-06 14:47:32 main:574] : INFO : Epoch 847 | loss: 0.000201078 | val_loss: 0.000222175 | Time: 2307.9 ms [2020-12-06 14:47:34 main:574] : INFO : Epoch 848 | loss: 0.00019528 | val_loss: 0.000209832 | Time: 2318.83 ms [2020-12-06 14:47:36 main:574] : INFO : Epoch 849 | loss: 0.000192075 | val_loss: 0.000212484 | Time: 2309.24 ms [2020-12-06 14:47:39 main:574] : INFO : Epoch 850 | loss: 0.000200519 | val_loss: 0.000215508 | Time: 2310.42 ms [2020-12-06 14:47:41 main:574] : INFO : Epoch 851 | loss: 0.000195602 | val_loss: 0.000212214 | Time: 2305.69 ms [2020-12-06 14:47:43 main:574] : INFO : Epoch 852 | loss: 0.000194667 | val_loss: 0.000219071 | Time: 2308.5 ms [2020-12-06 14:47:46 main:574] : INFO : Epoch 853 | loss: 0.000238197 | val_loss: 0.000253088 | Time: 2308.68 ms [2020-12-06 14:47:48 main:574] : INFO : Epoch 854 | loss: 0.000210342 | val_loss: 0.000213092 | Time: 2305.92 ms [2020-12-06 14:47:50 main:574] : INFO : Epoch 855 | loss: 0.000194974 | val_loss: 0.000209586 | Time: 2309.89 ms [2020-12-06 14:47:53 main:574] : INFO : Epoch 856 | loss: 0.000194478 | val_loss: 0.000211592 | Time: 2307.99 ms [2020-12-06 14:47:55 main:574] : INFO : Epoch 857 | loss: 0.000195299 | val_loss: 0.000207165 | Time: 2308.49 ms [2020-12-06 14:47:57 main:574] : INFO : Epoch 858 | loss: 0.000191831 | val_loss: 0.000208758 | Time: 2312.12 ms [2020-12-06 14:48:00 main:574] : INFO : Epoch 859 | loss: 0.000211346 | val_loss: 0.000266852 | Time: 2311.99 ms [2020-12-06 14:48:02 main:574] : INFO : Epoch 860 | loss: 0.000238396 | val_loss: 0.000240179 | Time: 2308.72 ms [2020-12-06 14:48:04 main:574] : INFO : Epoch 861 | loss: 0.000208394 | val_loss: 0.000213147 | Time: 2311.93 ms [2020-12-06 14:48:07 main:574] : INFO : Epoch 862 | loss: 0.000193634 | val_loss: 0.000208662 | Time: 2313.95 ms [2020-12-06 14:48:09 main:574] : INFO : Epoch 863 | loss: 0.000191866 | val_loss: 0.000209989 | Time: 2313.87 ms [2020-12-06 14:48:11 main:574] : INFO : Epoch 864 | loss: 0.000191726 | val_loss: 0.000207834 | Time: 2317.52 ms [2020-12-06 14:48:14 main:574] : INFO : Epoch 865 | loss: 0.000194277 | val_loss: 0.000217934 | Time: 2314.96 ms [2020-12-06 14:48:16 main:574] : INFO : Epoch 866 | loss: 0.000211597 | val_loss: 0.000228339 | Time: 2297.4 ms [2020-12-06 14:48:18 main:574] : INFO : Epoch 867 | loss: 0.00020071 | val_loss: 0.000217088 | Time: 2302.53 ms [2020-12-06 14:48:20 main:574] : INFO : Epoch 868 | loss: 0.000221892 | val_loss: 0.000235096 | Time: 2308.29 ms [2020-12-06 14:48:23 main:574] : INFO : Epoch 869 | loss: 0.000202388 | val_loss: 0.000211771 | Time: 2304.11 ms [2020-12-06 14:48:25 main:574] : INFO : Epoch 870 | loss: 0.000198527 | val_loss: 0.000214667 | Time: 2303.58 ms [2020-12-06 14:48:27 main:574] : INFO : Epoch 871 | loss: 0.000195212 | val_loss: 0.000217273 | Time: 2315.04 ms [2020-12-06 14:48:30 main:574] : INFO : Epoch 872 | loss: 0.000271965 | val_loss: 0.000254988 | Time: 2292.98 ms [2020-12-06 14:48:32 main:574] : INFO : Epoch 873 | loss: 0.000221979 | val_loss: 0.000219331 | Time: 2306.09 ms [2020-12-06 14:48:34 main:574] : INFO : Epoch 874 | loss: 0.000198483 | val_loss: 0.000215484 | Time: 2311.22 ms [2020-12-06 14:48:37 main:574] : INFO : Epoch 875 | loss: 0.000206505 | val_loss: 0.000215678 | Time: 2304.97 ms [2020-12-06 14:48:39 main:574] : INFO : Epoch 876 | loss: 0.000195286 | val_loss: 0.000209124 | Time: 2327.86 ms [2020-12-06 14:48:41 main:574] : INFO : Epoch 877 | loss: 0.000191674 | val_loss: 0.000207538 | Time: 2309.66 ms [2020-12-06 14:48:44 main:574] : INFO : Epoch 878 | loss: 0.000190667 | val_loss: 0.000212092 | Time: 2301.73 ms [2020-12-06 14:48:46 main:574] : INFO : Epoch 879 | loss: 0.000202277 | val_loss: 0.000211903 | Time: 2300.82 ms [2020-12-06 14:48:48 main:574] : INFO : Epoch 880 | loss: 0.00019699 | val_loss: 0.000213977 | Time: 2309.19 ms [2020-12-06 14:48:51 main:574] : INFO : Epoch 881 | loss: 0.000196005 | val_loss: 0.000211803 | Time: 2306.08 ms [2020-12-06 14:48:53 main:574] : INFO : Epoch 882 | loss: 0.000195591 | val_loss: 0.00022632 | Time: 2302.63 ms [2020-12-06 14:48:57 main:574] : INFO : Epoch 883 | loss: 0.00021745 | val_loss: 0.000228264 | Time: 2316.48 ms [2020-12-06 14:48:59 main:574] : INFO : Epoch 884 | loss: 0.000225511 | val_loss: 0.000229442 | Time: 2306.64 ms [2020-12-06 14:49:02 main:574] : INFO : Epoch 885 | loss: 0.000206082 | val_loss: 0.000214622 | Time: 2312.27 ms [2020-12-06 14:49:04 main:574] : INFO : Epoch 886 | loss: 0.00019494 | val_loss: 0.000209104 | Time: 2312.35 ms [2020-12-06 14:49:06 main:574] : INFO : Epoch 887 | loss: 0.000214136 | val_loss: 0.000231843 | Time: 2315.19 ms [2020-12-06 14:49:09 main:574] : INFO : Epoch 888 | loss: 0.000215321 | val_loss: 0.000228962 | Time: 2300.84 ms [2020-12-06 14:49:11 main:574] : INFO : Epoch 889 | loss: 0.000200768 | val_loss: 0.000212095 | Time: 2308.42 ms [2020-12-06 14:49:13 main:574] : INFO : Epoch 890 | loss: 0.000194972 | val_loss: 0.000209862 | Time: 2315.89 ms [2020-12-06 14:49:16 main:574] : INFO : Epoch 891 | loss: 0.000193431 | val_loss: 0.000211139 | Time: 2304.85 ms [2020-12-06 14:49:18 main:574] : INFO : Epoch 892 | loss: 0.000228576 | val_loss: 0.000256255 | Time: 2303.92 ms [2020-12-06 14:49:20 main:574] : INFO : Epoch 893 | loss: 0.000215836 | val_loss: 0.00026506 | Time: 2303.69 ms [2020-12-06 14:49:23 main:574] : INFO : Epoch 894 | loss: 0.000220389 | val_loss: 0.000221803 | Time: 2306.11 ms [2020-12-06 14:49:25 main:574] : INFO : Epoch 895 | loss: 0.000197924 | val_loss: 0.000210373 | Time: 2307.3 ms [2020-12-06 14:49:27 main:574] : INFO : Epoch 896 | loss: 0.000197492 | val_loss: 0.000248033 | Time: 2306.23 ms [2020-12-06 14:49:29 main:574] : INFO : Epoch 897 | loss: 0.000224294 | val_loss: 0.000214342 | Time: 2310.64 ms [2020-12-06 14:49:32 main:574] : INFO : Epoch 898 | loss: 0.000195705 | val_loss: 0.000209429 | Time: 2307.63 ms [2020-12-06 14:49:34 main:574] : INFO : Epoch 899 | loss: 0.000194383 | val_loss: 0.000211884 | Time: 2313.62 ms [2020-12-06 14:49:36 main:574] : INFO : Epoch 900 | loss: 0.000196584 | val_loss: 0.000216396 | Time: 2299.66 ms [2020-12-06 14:49:39 main:574] : INFO : Epoch 901 | loss: 0.000197787 | val_loss: 0.000212618 | Time: 2303.85 ms [2020-12-06 14:49:41 main:574] : INFO : Epoch 902 | loss: 0.000199138 | val_loss: 0.000223922 | Time: 2316.39 ms [2020-12-06 14:49:43 main:574] : INFO : Epoch 903 | loss: 0.000201091 | val_loss: 0.000232197 | Time: 2310.64 ms [2020-12-06 14:49:46 main:574] : INFO : Epoch 904 | loss: 0.000229261 | val_loss: 0.000234858 | Time: 2318.12 ms [2020-12-06 14:49:48 main:574] : INFO : Epoch 905 | loss: 0.000208906 | val_loss: 0.000214991 | Time: 2318.47 ms [2020-12-06 14:49:50 main:574] : INFO : Epoch 906 | loss: 0.000194588 | val_loss: 0.000207561 | Time: 2307.32 ms [2020-12-06 14:49:53 main:574] : INFO : Epoch 907 | loss: 0.000191957 | val_loss: 0.000209259 | Time: 2303.89 ms [2020-12-06 14:49:55 main:574] : INFO : Epoch 908 | loss: 0.000193728 | val_loss: 0.000206722 | Time: 2312.41 ms [2020-12-06 14:49:57 main:574] : INFO : Epoch 909 | loss: 0.000204334 | val_loss: 0.000227156 | Time: 2310.26 ms [2020-12-06 14:50:00 main:574] : INFO : Epoch 910 | loss: 0.00022669 | val_loss: 0.000225727 | Time: 2308.81 ms [2020-12-06 14:50:02 main:574] : INFO : Epoch 911 | loss: 0.000200535 | val_loss: 0.000210123 | Time: 2308.57 ms [2020-12-06 14:50:04 main:574] : INFO : Epoch 912 | loss: 0.00019536 | val_loss: 0.000207732 | Time: 2315.55 ms [2020-12-06 14:50:07 main:574] : INFO : Epoch 913 | loss: 0.000194681 | val_loss: 0.000207063 | Time: 2301.43 ms [2020-12-06 14:50:09 main:574] : INFO : Epoch 914 | loss: 0.000207358 | val_loss: 0.000225765 | Time: 2305.8 ms [2020-12-06 14:50:11 main:574] : INFO : Epoch 915 | loss: 0.00019713 | val_loss: 0.000216879 | Time: 2305.14 ms [2020-12-06 14:50:14 main:574] : INFO : Epoch 916 | loss: 0.000222417 | val_loss: 0.000225012 | Time: 2313.64 ms [2020-12-06 14:50:16 main:574] : INFO : Epoch 917 | loss: 0.000200788 | val_loss: 0.000211458 | Time: 2306.59 ms [2020-12-06 14:50:18 main:574] : INFO : Epoch 918 | loss: 0.000191709 | val_loss: 0.000205998 | Time: 2319.1 ms [2020-12-06 14:50:21 main:574] : INFO : Epoch 919 | loss: 0.000225154 | val_loss: 0.000215856 | Time: 2311.87 ms [2020-12-06 14:50:23 main:574] : INFO : Epoch 920 | loss: 0.000204034 | val_loss: 0.000212696 | Time: 2301.11 ms [2020-12-06 14:50:25 main:574] : INFO : Epoch 921 | loss: 0.000229565 | val_loss: 0.000246025 | Time: 2291.27 ms [2020-12-06 14:50:27 main:574] : INFO : Epoch 922 | loss: 0.000206948 | val_loss: 0.000213938 | Time: 2295.51 ms [2020-12-06 14:50:30 main:574] : INFO : Epoch 923 | loss: 0.000197814 | val_loss: 0.000207684 | Time: 2295.37 ms [2020-12-06 14:50:32 main:574] : INFO : Epoch 924 | loss: 0.000194027 | val_loss: 0.00021598 | Time: 2300.22 ms [2020-12-06 14:50:34 main:574] : INFO : Epoch 925 | loss: 0.000224926 | val_loss: 0.00025375 | Time: 2297.39 ms [2020-12-06 14:50:37 main:574] : INFO : Epoch 926 | loss: 0.00020477 | val_loss: 0.000208835 | Time: 2311.46 ms [2020-12-06 14:50:39 main:574] : INFO : Epoch 927 | loss: 0.000188874 | val_loss: 0.000202026 | Time: 2306.71 ms [2020-12-06 14:50:41 main:574] : INFO : Epoch 928 | loss: 0.000187019 | val_loss: 0.000202227 | Time: 2301.82 ms [2020-12-06 14:50:44 main:574] : INFO : Epoch 929 | loss: 0.000187949 | val_loss: 0.000207363 | Time: 2309.36 ms [2020-12-06 14:50:46 main:574] : INFO : Epoch 930 | loss: 0.000229974 | val_loss: 0.000232209 | Time: 2301.17 ms [2020-12-06 14:50:48 main:574] : INFO : Epoch 931 | loss: 0.000201418 | val_loss: 0.000207577 | Time: 2307.85 ms [2020-12-06 14:50:51 main:574] : INFO : Epoch 932 | loss: 0.000190975 | val_loss: 0.000210765 | Time: 2305.01 ms [2020-12-06 14:50:53 main:574] : INFO : Epoch 933 | loss: 0.000193444 | val_loss: 0.000215456 | Time: 2300.24 ms [2020-12-06 14:50:55 main:574] : INFO : Epoch 934 | loss: 0.00022138 | val_loss: 0.000214347 | Time: 2289.62 ms [2020-12-06 14:50:57 main:574] : INFO : Epoch 935 | loss: 0.000197179 | val_loss: 0.000207103 | Time: 2299.99 ms [2020-12-06 14:51:00 main:574] : INFO : Epoch 936 | loss: 0.000189875 | val_loss: 0.000204521 | Time: 2304.72 ms [2020-12-06 14:51:02 main:574] : INFO : Epoch 937 | loss: 0.000187573 | val_loss: 0.000201286 | Time: 2312.49 ms [2020-12-06 14:51:04 main:574] : INFO : Epoch 938 | loss: 0.000185802 | val_loss: 0.000202539 | Time: 2306.22 ms [2020-12-06 14:51:07 main:574] : INFO : Epoch 939 | loss: 0.000208784 | val_loss: 0.000284732 | Time: 2305.71 ms [2020-12-06 14:51:09 main:574] : INFO : Epoch 940 | loss: 0.000221855 | val_loss: 0.000214179 | Time: 2309.34 ms [2020-12-06 14:51:11 main:574] : INFO : Epoch 941 | loss: 0.000191498 | val_loss: 0.000203049 | Time: 2322.46 ms [2020-12-06 14:51:14 main:574] : INFO : Epoch 942 | loss: 0.000284462 | val_loss: 0.00211936 | Time: 2306.7 ms [2020-12-06 14:51:16 main:574] : INFO : Epoch 943 | loss: 0.00221824 | val_loss: 0.00154193 | Time: 2314.74 ms [2020-12-06 14:51:18 main:574] : INFO : Epoch 944 | loss: 0.00095799 | val_loss: 0.000654089 | Time: 2324.69 ms [2020-12-06 14:51:21 main:574] : INFO : Epoch 945 | loss: 0.00055384 | val_loss: 0.000499581 | Time: 2329.66 ms [2020-12-06 14:51:23 main:574] : INFO : Epoch 946 | loss: 0.000423603 | val_loss: 0.000406964 | Time: 2328.13 ms [2020-12-06 14:51:25 main:574] : INFO : Epoch 947 | loss: 0.000367772 | val_loss: 0.000383637 | Time: 2321.09 ms [2020-12-06 14:51:28 main:574] : INFO : Epoch 948 | loss: 0.000352628 | val_loss: 0.000376931 | Time: 2325.41 ms [2020-12-06 14:51:30 main:574] : INFO : Epoch 949 | loss: 0.000347228 | val_loss: 0.000373012 | Time: 2315.28 ms [2020-12-06 14:51:32 main:574] : INFO : Epoch 950 | loss: 0.00034443 | val_loss: 0.000370821 | Time: 2314.31 ms [2020-12-06 14:51:35 main:574] : INFO : Epoch 951 | loss: 0.000342301 | val_loss: 0.000369732 | Time: 2304.36 ms [2020-12-06 14:51:37 main:574] : INFO : Epoch 952 | loss: 0.000342516 | val_loss: 0.000369711 | Time: 2300.45 ms [2020-12-06 14:51:39 main:574] : INFO : Epoch 953 | loss: 0.000342811 | val_loss: 0.000369593 | Time: 2314.02 ms [2020-12-06 14:51:42 main:574] : INFO : Epoch 954 | loss: 0.000340039 | val_loss: 0.000367171 | Time: 2292.43 ms [2020-12-06 14:51:44 main:574] : INFO : Epoch 955 | loss: 0.000342444 | val_loss: 0.000370629 | Time: 2285.99 ms [2020-12-06 14:51:46 main:574] : INFO : Epoch 956 | loss: 0.00033983 | val_loss: 0.000365647 | Time: 2314.16 ms [2020-12-06 14:51:49 main:574] : INFO : Epoch 957 | loss: 0.000338061 | val_loss: 0.000364631 | Time: 2320.57 ms [2020-12-06 14:51:51 main:574] : INFO : Epoch 958 | loss: 0.000336733 | val_loss: 0.000363491 | Time: 2301.52 ms [2020-12-06 14:51:53 main:574] : INFO : Epoch 959 | loss: 0.000335905 | val_loss: 0.000363346 | Time: 2306.29 ms [2020-12-06 14:51:56 main:574] : INFO : Epoch 960 | loss: 0.000336165 | val_loss: 0.000365894 | Time: 2298.38 ms [2020-12-06 14:51:58 main:574] : INFO : Epoch 961 | loss: 0.000342837 | val_loss: 0.000374419 | Time: 2313.33 ms [2020-12-06 14:52:00 main:574] : INFO : Epoch 962 | loss: 0.000338519 | val_loss: 0.000363395 | Time: 2301.65 ms [2020-12-06 14:52:02 main:574] : INFO : Epoch 963 | loss: 0.000335324 | val_loss: 0.000363536 | Time: 2333.41 ms [2020-12-06 14:52:05 main:574] : INFO : Epoch 964 | loss: 0.000335559 | val_loss: 0.000365053 | Time: 2327.81 ms [2020-12-06 14:52:07 main:574] : INFO : Epoch 965 | loss: 0.000357291 | val_loss: 0.000368175 | Time: 2323.44 ms [2020-12-06 14:52:10 main:574] : INFO : Epoch 966 | loss: 0.000341337 | val_loss: 0.000366366 | Time: 2331.92 ms [2020-12-06 14:52:12 main:574] : INFO : Epoch 967 | loss: 0.00033535 | val_loss: 0.000361875 | Time: 2323.19 ms [2020-12-06 14:52:14 main:574] : INFO : Epoch 968 | loss: 0.000333919 | val_loss: 0.000362127 | Time: 2313.1 ms [2020-12-06 14:52:16 main:574] : INFO : Epoch 969 | loss: 0.000333647 | val_loss: 0.000361055 | Time: 2323.22 ms [2020-12-06 14:52:19 main:574] : INFO : Epoch 970 | loss: 0.000333429 | val_loss: 0.000363505 | Time: 2314.55 ms [2020-12-06 14:52:21 main:574] : INFO : Epoch 971 | loss: 0.000335735 | val_loss: 0.000363358 | Time: 2317.31 ms [2020-12-06 14:52:23 main:574] : INFO : Epoch 972 | loss: 0.000341375 | val_loss: 0.000402852 | Time: 2318.71 ms [2020-12-06 14:52:26 main:574] : INFO : Epoch 973 | loss: 0.000367596 | val_loss: 0.000377097 | Time: 2318.81 ms [2020-12-06 14:52:28 main:574] : INFO : Epoch 974 | loss: 0.000339951 | val_loss: 0.000363738 | Time: 2326 ms [2020-12-06 14:52:30 main:574] : INFO : Epoch 975 | loss: 0.00033427 | val_loss: 0.000361365 | Time: 2312.72 ms [2020-12-06 14:52:33 main:574] : INFO : Epoch 976 | loss: 0.000333545 | val_loss: 0.000363037 | Time: 2327.24 ms [2020-12-06 14:52:35 main:574] : INFO : Epoch 977 | loss: 0.000334363 | val_loss: 0.000361425 | Time: 2315.08 ms [2020-12-06 14:52:37 main:574] : INFO : Epoch 978 | loss: 0.000334307 | val_loss: 0.000365257 | Time: 2321.72 ms [2020-12-06 14:52:40 main:574] : INFO : Epoch 979 | loss: 0.000337525 | val_loss: 0.000361667 | Time: 2314.97 ms [2020-12-06 14:52:42 main:574] : INFO : Epoch 980 | loss: 0.000334876 | val_loss: 0.000365797 | Time: 2298.64 ms [2020-12-06 14:52:44 main:574] : INFO : Epoch 981 | loss: 0.000354719 | val_loss: 0.000364197 | Time: 2310.07 ms [2020-12-06 14:52:47 main:574] : INFO : Epoch 982 | loss: 0.000339149 | val_loss: 0.000365511 | Time: 2298.26 ms [2020-12-06 14:52:49 main:574] : INFO : Epoch 983 | loss: 0.000334117 | val_loss: 0.000361436 | Time: 2304.41 ms [2020-12-06 14:52:51 main:574] : INFO : Epoch 984 | loss: 0.000333575 | val_loss: 0.000361874 | Time: 2301.32 ms [2020-12-06 14:52:54 main:574] : INFO : Epoch 985 | loss: 0.00033989 | val_loss: 0.00037714 | Time: 2303.85 ms [2020-12-06 14:52:56 main:574] : INFO : Epoch 986 | loss: 0.0003398 | val_loss: 0.000365537 | Time: 2304.68 ms [2020-12-06 14:52:58 main:574] : INFO : Epoch 987 | loss: 0.000347419 | val_loss: 0.000398135 | Time: 2311.19 ms [2020-12-06 14:53:01 main:574] : INFO : Epoch 988 | loss: 0.000347719 | val_loss: 0.00036333 | Time: 2321.08 ms [2020-12-06 14:53:03 main:574] : INFO : Epoch 989 | loss: 0.000335527 | val_loss: 0.000363155 | Time: 2319.53 ms [2020-12-06 14:53:05 main:574] : INFO : Epoch 990 | loss: 0.000334431 | val_loss: 0.000362427 | Time: 2311.62 ms [2020-12-06 14:53:08 main:574] : INFO : Epoch 991 | loss: 0.000333473 | val_loss: 0.000360658 | Time: 2299.15 ms [2020-12-06 14:53:10 main:574] : INFO : Epoch 992 | loss: 0.000333305 | val_loss: 0.000369473 | Time: 2287.49 ms [2020-12-06 14:53:12 main:574] : INFO : Epoch 993 | loss: 0.000377975 | val_loss: 0.000389097 | Time: 2282.43 ms [2020-12-06 14:53:14 main:574] : INFO : Epoch 994 | loss: 0.000345534 | val_loss: 0.000363984 | Time: 2300.93 ms [2020-12-06 14:53:17 main:574] : INFO : Epoch 995 | loss: 0.000335637 | val_loss: 0.00036134 | Time: 2293.48 ms [2020-12-06 14:53:19 main:574] : INFO : Epoch 996 | loss: 0.000333697 | val_loss: 0.000359127 | Time: 2293.98 ms [2020-12-06 14:53:21 main:574] : INFO : Epoch 997 | loss: 0.000332564 | val_loss: 0.000359951 | Time: 2313.72 ms [2020-12-06 14:53:24 main:574] : INFO : Epoch 998 | loss: 0.000328303 | val_loss: 0.000332874 | Time: 2290.42 ms [2020-12-06 14:53:26 main:574] : INFO : Epoch 999 | loss: 0.000300462 | val_loss: 0.000313535 | Time: 2305.96 ms [2020-12-06 14:53:28 main:574] : INFO : Epoch 1000 | loss: 0.000263263 | val_loss: 0.00025913 | Time: 2300.72 ms [2020-12-06 14:53:31 main:574] : INFO : Epoch 1001 | loss: 0.000225936 | val_loss: 0.000252193 | Time: 2309.23 ms [2020-12-06 14:53:33 main:574] : INFO : Epoch 1002 | loss: 0.000267344 | val_loss: 0.000277493 | Time: 2306.03 ms [2020-12-06 14:53:35 main:574] : INFO : Epoch 1003 | loss: 0.000234817 | val_loss: 0.000249864 | Time: 2303.98 ms [2020-12-06 14:53:38 main:574] : INFO : Epoch 1004 | loss: 0.000216552 | val_loss: 0.000242729 | Time: 2305.78 ms [2020-12-06 14:53:40 main:574] : INFO : Epoch 1005 | loss: 0.000213369 | val_loss: 0.000242617 | Time: 2294.59 ms [2020-12-06 14:53:42 main:574] : INFO : Epoch 1006 | loss: 0.000214109 | val_loss: 0.000242629 | Time: 2310.26 ms [2020-12-06 14:53:45 main:574] : INFO : Epoch 1007 | loss: 0.000212118 | val_loss: 0.000239841 | Time: 2313.17 ms [2020-12-06 14:53:47 main:574] : INFO : Epoch 1008 | loss: 0.000210606 | val_loss: 0.000241359 | Time: 2316.55 ms [2020-12-06 14:53:49 main:574] : INFO : Epoch 1009 | loss: 0.000210696 | val_loss: 0.000239769 | Time: 2316.8 ms [2020-12-06 14:53:52 main:574] : INFO : Epoch 1010 | loss: 0.000210717 | val_loss: 0.000238961 | Time: 2318.73 ms [2020-12-06 14:53:54 main:574] : INFO : Epoch 1011 | loss: 0.000212455 | val_loss: 0.000245108 | Time: 2305.53 ms [2020-12-06 14:53:56 main:574] : INFO : Epoch 1012 | loss: 0.000248136 | val_loss: 0.000284974 | Time: 2293.82 ms [2020-12-06 14:53:58 main:574] : INFO : Epoch 1013 | loss: 0.000235042 | val_loss: 0.000250901 | Time: 2289.96 ms [2020-12-06 14:54:01 main:574] : INFO : Epoch 1014 | loss: 0.000212624 | val_loss: 0.000237773 | Time: 2297.29 ms [2020-12-06 14:54:03 main:574] : INFO : Epoch 1015 | loss: 0.000208165 | val_loss: 0.000235989 | Time: 2298.8 ms [2020-12-06 14:54:05 main:574] : INFO : Epoch 1016 | loss: 0.000207299 | val_loss: 0.000234419 | Time: 2300 ms [2020-12-06 14:54:08 main:574] : INFO : Epoch 1017 | loss: 0.000207169 | val_loss: 0.000234557 | Time: 2304.28 ms [2020-12-06 14:54:10 main:574] : INFO : Epoch 1018 | loss: 0.000210474 | val_loss: 0.000261461 | Time: 2299.76 ms [2020-12-06 14:54:12 main:574] : INFO : Epoch 1019 | loss: 0.000243131 | val_loss: 0.000243431 | Time: 2303.35 ms [2020-12-06 14:54:15 main:574] : INFO : Epoch 1020 | loss: 0.000216284 | val_loss: 0.000239248 | Time: 2299.57 ms [2020-12-06 14:54:17 main:574] : INFO : Epoch 1021 | loss: 0.000207468 | val_loss: 0.000240253 | Time: 2299.17 ms [2020-12-06 14:54:19 main:574] : INFO : Epoch 1022 | loss: 0.000222606 | val_loss: 0.000243235 | Time: 2308.31 ms [2020-12-06 14:54:22 main:574] : INFO : Epoch 1023 | loss: 0.000209258 | val_loss: 0.00023438 | Time: 2304.32 ms [2020-12-06 14:54:24 main:574] : INFO : Epoch 1024 | loss: 0.000204688 | val_loss: 0.000232575 | Time: 2293.47 ms [2020-12-06 14:54:24 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000232575 [2020-12-06 14:54:24 main:603] : INFO : Saving end state to config to file [2020-12-06 14:54:24 main:608] : INFO : Success, exiting.. 14:54:24 (27980): 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)