Task 3129508
| Name | ParityMachine-1605454726-10791-2_0 |
| Workunit | 1438543 |
| Created | 28 Nov 2020, 12:29:06 UTC |
| Sent | 3 Dec 2020, 16:55:01 UTC |
| Report deadline | 10 Dec 2020, 16:55:01 UTC |
| Received | 7 Dec 2020, 0:54:49 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4186 |
| Run time | 40 min 2 sec |
| CPU time | 38 min 40 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 | 1.63 GB |
| Peak swap size | 3.64 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> INFO : Epoch 514 | loss: 0.0310854 | val_loss: 0.0311289 | Time: 2333.59 ms [2020-12-06 16:34:48 main:574] : INFO : Epoch 515 | loss: 0.0310822 | val_loss: 0.0311327 | Time: 2339.9 ms [2020-12-06 16:34:50 main:574] : INFO : Epoch 516 | loss: 0.0310827 | val_loss: 0.0311332 | Time: 2313.48 ms [2020-12-06 16:34:53 main:574] : INFO : Epoch 517 | loss: 0.0310805 | val_loss: 0.0311331 | Time: 2333.83 ms [2020-12-06 16:34:55 main:574] : INFO : Epoch 518 | loss: 0.0310785 | val_loss: 0.0311328 | Time: 2324.38 ms [2020-12-06 16:34:57 main:574] : INFO : Epoch 519 | loss: 0.031076 | val_loss: 0.031134 | Time: 2339.18 ms [2020-12-06 16:35:00 main:574] : INFO : Epoch 520 | loss: 0.0310766 | val_loss: 0.0311331 | Time: 2332.82 ms [2020-12-06 16:35:02 main:574] : INFO : Epoch 521 | loss: 0.031075 | val_loss: 0.0311288 | Time: 2334.36 ms [2020-12-06 16:35:04 main:574] : INFO : Epoch 522 | loss: 0.0310757 | val_loss: 0.0311328 | Time: 2333.65 ms [2020-12-06 16:35:07 main:574] : INFO : Epoch 523 | loss: 0.0310747 | val_loss: 0.0311319 | Time: 2315.47 ms [2020-12-06 16:35:09 main:574] : INFO : Epoch 524 | loss: 0.0310766 | val_loss: 0.0311382 | Time: 2323.71 ms [2020-12-06 16:35:11 main:574] : INFO : Epoch 525 | loss: 0.0310744 | val_loss: 0.0311365 | Time: 2334.03 ms [2020-12-06 16:35:14 main:574] : INFO : Epoch 526 | loss: 0.0310732 | val_loss: 0.0311319 | Time: 2329.32 ms [2020-12-06 16:35:16 main:574] : INFO : Epoch 527 | loss: 0.0310733 | val_loss: 0.0311345 | Time: 2322.99 ms [2020-12-06 16:35:18 main:574] : INFO : Epoch 528 | loss: 0.0310722 | val_loss: 0.0311368 | Time: 2323.16 ms [2020-12-06 16:35:21 main:574] : INFO : Epoch 529 | loss: 0.0310731 | val_loss: 0.0311337 | Time: 2328.66 ms [2020-12-06 16:35:23 main:574] : INFO : Epoch 530 | loss: 0.0310718 | val_loss: 0.0311334 | Time: 2333.19 ms [2020-12-06 16:35:25 main:574] : INFO : Epoch 531 | loss: 0.0310704 | val_loss: 0.0311364 | Time: 2330.35 ms [2020-12-06 16:35:28 main:574] : INFO : Epoch 532 | loss: 0.0310728 | val_loss: 0.0311385 | Time: 2328.68 ms [2020-12-06 16:35:30 main:574] : INFO : Epoch 533 | loss: 0.0310741 | val_loss: 0.0311387 | Time: 2313.19 ms [2020-12-06 16:35:32 main:574] : INFO : Epoch 534 | loss: 0.0310745 | val_loss: 0.031135 | Time: 2313.05 ms [2020-12-06 16:35:35 main:574] : INFO : Epoch 535 | loss: 0.0310734 | val_loss: 0.0311285 | Time: 2320.44 ms [2020-12-06 16:35:37 main:574] : INFO : Epoch 536 | loss: 0.0310803 | val_loss: 0.0311369 | Time: 2322.78 ms [2020-12-06 16:35:39 main:574] : INFO : Epoch 537 | loss: 0.0310841 | val_loss: 0.0311372 | Time: 2323.98 ms [2020-12-06 16:35:42 main:574] : INFO : Epoch 538 | loss: 0.0310958 | val_loss: 0.0311369 | Time: 2333.45 ms [2020-12-06 16:35:44 main:574] : INFO : Epoch 539 | loss: 0.0310892 | val_loss: 0.0311339 | Time: 2323.62 ms [2020-12-06 16:35:46 main:574] : INFO : Epoch 540 | loss: 0.031083 | val_loss: 0.0311327 | Time: 2328.41 ms [2020-12-06 16:35:49 main:574] : INFO : Epoch 541 | loss: 0.0310827 | val_loss: 0.0311295 | Time: 2324.55 ms [2020-12-06 16:35:51 main:574] : INFO : Epoch 542 | loss: 0.0310779 | val_loss: 0.0311312 | Time: 2319.11 ms [2020-12-06 16:35:53 main:574] : INFO : Epoch 543 | loss: 0.0310763 | val_loss: 0.0311368 | Time: 2317.11 ms [2020-12-06 16:35:56 main:574] : INFO : Epoch 544 | loss: 0.0310769 | val_loss: 0.0311365 | Time: 2332.16 ms [2020-12-06 16:35:58 main:574] : INFO : Epoch 545 | loss: 0.0310755 | val_loss: 0.0311361 | Time: 2324.1 ms [2020-12-06 16:36:00 main:574] : INFO : Epoch 546 | loss: 0.0310847 | val_loss: 0.0311377 | Time: 2323 ms [2020-12-06 16:36:03 main:574] : INFO : Epoch 547 | loss: 0.0311143 | val_loss: 0.0311378 | Time: 2326.55 ms [2020-12-06 16:36:05 main:574] : INFO : Epoch 548 | loss: 0.031108 | val_loss: 0.0311329 | Time: 2323.34 ms [2020-12-06 16:36:07 main:574] : INFO : Epoch 549 | loss: 0.0310948 | val_loss: 0.0311302 | Time: 2316.34 ms [2020-12-06 16:36:10 main:574] : INFO : Epoch 550 | loss: 0.0310907 | val_loss: 0.0311299 | Time: 2330.19 ms [2020-12-06 16:36:12 main:574] : INFO : Epoch 551 | loss: 0.0310888 | val_loss: 0.0311305 | Time: 2333.12 ms [2020-12-06 16:36:14 main:574] : INFO : Epoch 552 | loss: 0.0310824 | val_loss: 0.031134 | Time: 2334.37 ms [2020-12-06 16:36:17 main:574] : INFO : Epoch 553 | loss: 0.0310785 | val_loss: 0.031134 | Time: 2338.78 ms [2020-12-06 16:36:19 main:574] : INFO : Epoch 554 | loss: 0.0310783 | val_loss: 0.0311337 | Time: 2325.65 ms [2020-12-06 16:36:21 main:574] : INFO : Epoch 555 | loss: 0.0310789 | val_loss: 0.0311318 | Time: 2316.74 ms [2020-12-06 16:36:24 main:574] : INFO : Epoch 556 | loss: 0.0310788 | val_loss: 0.0311381 | Time: 2309.14 ms [2020-12-06 16:36:26 main:574] : INFO : Epoch 557 | loss: 0.0310733 | val_loss: 0.0311379 | Time: 2328.73 ms [2020-12-06 16:36:28 main:574] : INFO : Epoch 558 | loss: 0.0310742 | val_loss: 0.0311387 | Time: 2330.21 ms [2020-12-06 16:36:31 main:574] : INFO : Epoch 559 | loss: 0.0310782 | val_loss: 0.0311356 | Time: 2323.2 ms [2020-12-06 16:36:33 main:574] : INFO : Epoch 560 | loss: 0.0310783 | val_loss: 0.0311411 | Time: 2322.96 ms [2020-12-06 16:36:35 main:574] : INFO : Epoch 561 | loss: 0.0310756 | val_loss: 0.0311328 | Time: 2321.9 ms [2020-12-06 16:36:38 main:574] : INFO : Epoch 562 | loss: 0.0310806 | val_loss: 0.0311327 | Time: 2318.33 ms [2020-12-06 16:36:40 main:574] : INFO : Epoch 563 | loss: 0.0310784 | val_loss: 0.0311293 | Time: 2315.33 ms [2020-12-06 16:36:42 main:574] : INFO : Epoch 564 | loss: 0.0310754 | val_loss: 0.0311314 | Time: 2328.09 ms [2020-12-06 16:36:45 main:574] : INFO : Epoch 565 | loss: 0.0310754 | val_loss: 0.0311358 | Time: 2332.5 ms [2020-12-06 16:36:47 main:574] : INFO : Epoch 566 | loss: 0.0310787 | val_loss: 0.0311354 | Time: 2340.22 ms [2020-12-06 16:36:49 main:574] : INFO : Epoch 567 | loss: 0.031075 | val_loss: 0.0311353 | Time: 2330.65 ms [2020-12-06 16:36:52 main:574] : INFO : Epoch 568 | loss: 0.0310705 | val_loss: 0.0311321 | Time: 2332.46 ms [2020-12-06 16:36:54 main:574] : INFO : Epoch 569 | loss: 0.0310705 | val_loss: 0.0311369 | Time: 2324.23 ms [2020-12-06 16:36:56 main:574] : INFO : Epoch 570 | loss: 0.03107 | val_loss: 0.0311407 | Time: 2313.62 ms [2020-12-06 16:36:59 main:574] : INFO : Epoch 571 | loss: 0.0310684 | val_loss: 0.0311361 | Time: 2322.12 ms [2020-12-06 16:37:01 main:574] : INFO : Epoch 572 | loss: 0.0310693 | val_loss: 0.0311378 | Time: 2318.53 ms [2020-12-06 16:37:03 main:574] : INFO : Epoch 573 | loss: 0.0310693 | val_loss: 0.0311397 | Time: 2329.79 ms [2020-12-06 16:37:06 main:574] : INFO : Epoch 574 | loss: 0.0310703 | val_loss: 0.0311391 | Time: 2328.56 ms [2020-12-06 16:37:08 main:574] : INFO : Epoch 575 | loss: 0.031071 | val_loss: 0.0311376 | Time: 2331.32 ms [2020-12-06 16:37:10 main:574] : INFO : Epoch 576 | loss: 0.0310744 | val_loss: 0.0311366 | Time: 2325.79 ms [2020-12-06 16:37:13 main:574] : INFO : Epoch 577 | loss: 0.0310772 | val_loss: 0.0311379 | Time: 2327.54 ms [2020-12-06 16:37:15 main:574] : INFO : Epoch 578 | loss: 0.0310788 | val_loss: 0.0311382 | Time: 2318.55 ms [2020-12-06 16:37:17 main:574] : INFO : Epoch 579 | loss: 0.0310739 | val_loss: 0.0311332 | Time: 2330.48 ms [2020-12-06 16:37:20 main:574] : INFO : Epoch 580 | loss: 0.0310734 | val_loss: 0.0311406 | Time: 2323.8 ms [2020-12-06 16:37:22 main:574] : INFO : Epoch 581 | loss: 0.0310727 | val_loss: 0.0311365 | Time: 2332.03 ms [2020-12-06 16:37:24 main:574] : INFO : Epoch 582 | loss: 0.0310734 | val_loss: 0.0311385 | Time: 2332.28 ms [2020-12-06 16:37:27 main:574] : INFO : Epoch 583 | loss: 0.0310714 | val_loss: 0.0311351 | Time: 2332.6 ms [2020-12-06 16:37:29 main:574] : INFO : Epoch 584 | loss: 0.0310702 | val_loss: 0.0311409 | Time: 2335.85 ms [2020-12-06 16:37:31 main:574] : INFO : Epoch 585 | loss: 0.0310676 | val_loss: 0.0311366 | Time: 2327.72 ms [2020-12-06 16:37:34 main:574] : INFO : Epoch 586 | loss: 0.0310658 | val_loss: 0.0311394 | Time: 2322.16 ms [2020-12-06 16:37:36 main:574] : INFO : Epoch 587 | loss: 0.0310644 | val_loss: 0.0311434 | Time: 2320.7 ms [2020-12-06 16:37:38 main:574] : INFO : Epoch 588 | loss: 0.0310696 | val_loss: 0.0311383 | Time: 2320.75 ms [2020-12-06 16:37:41 main:574] : INFO : Epoch 589 | loss: 0.0310711 | val_loss: 0.0311387 | Time: 2329.48 ms [2020-12-06 16:37:43 main:574] : INFO : Epoch 590 | loss: 0.0310686 | val_loss: 0.0311383 | Time: 2340.52 ms [2020-12-06 16:37:45 main:574] : INFO : Epoch 591 | loss: 0.0310676 | val_loss: 0.0311364 | Time: 2332.53 ms [2020-12-06 16:37:48 main:574] : INFO : Epoch 592 | loss: 0.0310671 | val_loss: 0.0311391 | Time: 2326.14 ms [2020-12-06 16:37:50 main:574] : INFO : Epoch 593 | loss: 0.0310677 | val_loss: 0.0311405 | Time: 2330.8 ms [2020-12-06 16:37:53 main:574] : INFO : Epoch 594 | loss: 0.0310672 | val_loss: 0.0311393 | Time: 2326.7 ms [2020-12-06 16:37:55 main:574] : INFO : Epoch 595 | loss: 0.0310649 | val_loss: 0.0311416 | Time: 2342.65 ms [2020-12-06 16:37:57 main:574] : INFO : Epoch 596 | loss: 0.0310684 | val_loss: 0.031138 | Time: 2343.37 ms [2020-12-06 16:38:00 main:574] : INFO : Epoch 597 | loss: 0.0310695 | val_loss: 0.0311412 | Time: 2341.99 ms [2020-12-06 16:38:02 main:574] : INFO : Epoch 598 | loss: 0.0310716 | val_loss: 0.03115 | Time: 2332.3 ms [2020-12-06 16:38:04 main:574] : INFO : Epoch 599 | loss: 0.0310899 | val_loss: 0.0311382 | Time: 2342.67 ms [2020-12-06 16:38:07 main:574] : INFO : Epoch 600 | loss: 0.0310823 | val_loss: 0.0311322 | Time: 2325.39 ms [2020-12-06 16:38:09 main:574] : INFO : Epoch 601 | loss: 0.0310767 | val_loss: 0.0311361 | Time: 2325.23 ms [2020-12-06 16:38:11 main:574] : INFO : Epoch 602 | loss: 0.0310762 | val_loss: 0.031138 | Time: 2321.13 ms [2020-12-06 16:38:14 main:574] : INFO : Epoch 603 | loss: 0.0310752 | val_loss: 0.0311438 | Time: 2331.79 ms [2020-12-06 16:38:16 main:574] : INFO : Epoch 604 | loss: 0.0310747 | val_loss: 0.031138 | Time: 2329.77 ms [2020-12-06 16:38:18 main:574] : INFO : Epoch 605 | loss: 0.0310717 | val_loss: 0.0311412 | Time: 2329.4 ms [2020-12-06 16:38:21 main:574] : INFO : Epoch 606 | loss: 0.0310694 | val_loss: 0.0311387 | Time: 2327.3 ms [2020-12-06 16:38:23 main:574] : INFO : Epoch 607 | loss: 0.0310692 | val_loss: 0.0311367 | Time: 2342.85 ms [2020-12-06 16:38:25 main:574] : INFO : Epoch 608 | loss: 0.0310679 | val_loss: 0.0311338 | Time: 2329.14 ms [2020-12-06 16:38:28 main:574] : INFO : Epoch 609 | loss: 0.0310682 | val_loss: 0.0311376 | Time: 2326.52 ms [2020-12-06 16:38:30 main:574] : INFO : Epoch 610 | loss: 0.0310692 | val_loss: 0.0311412 | Time: 2318.09 ms [2020-12-06 16:38:32 main:574] : INFO : Epoch 611 | loss: 0.0311114 | val_loss: 0.0311573 | Time: 2319.88 ms [2020-12-06 16:38:35 main:574] : INFO : Epoch 612 | loss: 0.0311479 | val_loss: 0.0311483 | Time: 2312.2 ms [2020-12-06 16:38:37 main:574] : INFO : Epoch 613 | loss: 0.0311373 | val_loss: 0.0311401 | Time: 2334.51 ms [2020-12-06 16:38:39 main:574] : INFO : Epoch 614 | loss: 0.0311284 | val_loss: 0.0311375 | Time: 2333.16 ms [2020-12-06 16:38:42 main:574] : INFO : Epoch 615 | loss: 0.0311218 | val_loss: 0.0311344 | Time: 2324.25 ms [2020-12-06 16:38:44 main:574] : INFO : Epoch 616 | loss: 0.0311261 | val_loss: 0.0311373 | Time: 2330.16 ms [2020-12-06 16:38:46 main:574] : INFO : Epoch 617 | loss: 0.0311263 | val_loss: 0.0311349 | Time: 2325.49 ms [2020-12-06 16:38:49 main:574] : INFO : Epoch 618 | loss: 0.0311108 | val_loss: 0.0311357 | Time: 2325.97 ms [2020-12-06 16:38:51 main:574] : INFO : Epoch 619 | loss: 0.031106 | val_loss: 0.0311312 | Time: 2327.74 ms [2020-12-06 16:38:53 main:574] : INFO : Epoch 620 | loss: 0.0311042 | val_loss: 0.0311319 | Time: 2329.8 ms [2020-12-06 16:38:56 main:574] : INFO : Epoch 621 | loss: 0.0311011 | val_loss: 0.0311349 | Time: 2318.77 ms [2020-12-06 16:38:58 main:574] : INFO : Epoch 622 | loss: 0.0310987 | val_loss: 0.0311298 | Time: 2336.62 ms [2020-12-06 16:39:00 main:574] : INFO : Epoch 623 | loss: 0.0310966 | val_loss: 0.0311301 | Time: 2335.74 ms [2020-12-06 16:39:03 main:574] : INFO : Epoch 624 | loss: 0.0310982 | val_loss: 0.031134 | Time: 2336.78 ms [2020-12-06 16:39:05 main:574] : INFO : Epoch 625 | loss: 0.0310992 | val_loss: 0.0311314 | Time: 2344.06 ms [2020-12-06 16:39:07 main:574] : INFO : Epoch 626 | loss: 0.0310978 | val_loss: 0.0311271 | Time: 2331.42 ms [2020-12-06 16:39:10 main:574] : INFO : Epoch 627 | loss: 0.0310968 | val_loss: 0.0311284 | Time: 2321.55 ms [2020-12-06 16:39:12 main:574] : INFO : Epoch 628 | loss: 0.0310945 | val_loss: 0.031127 | Time: 2318.88 ms [2020-12-06 16:39:14 main:574] : INFO : Epoch 629 | loss: 0.0310924 | val_loss: 0.0311271 | Time: 2330.89 ms [2020-12-06 16:39:17 main:574] : INFO : Epoch 630 | loss: 0.0310925 | val_loss: 0.0311328 | Time: 2327.9 ms [2020-12-06 16:39:19 main:574] : INFO : Epoch 631 | loss: 0.031097 | val_loss: 0.0311307 | Time: 2327 ms [2020-12-06 16:39:21 main:574] : INFO : Epoch 632 | loss: 0.0310946 | val_loss: 0.0311289 | Time: 2323.06 ms [2020-12-06 16:39:24 main:574] : INFO : Epoch 633 | loss: 0.0310909 | val_loss: 0.0311324 | Time: 2329.05 ms [2020-12-06 16:39:26 main:574] : INFO : Epoch 634 | loss: 0.0310903 | val_loss: 0.0311279 | Time: 2320.19 ms [2020-12-06 16:39:28 main:574] : INFO : Epoch 635 | loss: 0.0310885 | val_loss: 0.0311335 | Time: 2325.24 ms [2020-12-06 16:39:31 main:574] : INFO : Epoch 636 | loss: 0.0310878 | val_loss: 0.0311303 | Time: 2334.71 ms [2020-12-06 16:39:33 main:574] : INFO : Epoch 637 | loss: 0.03109 | val_loss: 0.0311332 | Time: 2332.74 ms [2020-12-06 16:39:35 main:574] : INFO : Epoch 638 | loss: 0.0310879 | val_loss: 0.0311303 | Time: 2341.7 ms [2020-12-06 16:39:38 main:574] : INFO : Epoch 639 | loss: 0.0310853 | val_loss: 0.0311274 | Time: 2335.49 ms [2020-12-06 16:39:40 main:574] : INFO : Epoch 640 | loss: 0.0310842 | val_loss: 0.0311292 | Time: 2342.18 ms [2020-12-06 16:39:42 main:574] : INFO : Epoch 641 | loss: 0.0310842 | val_loss: 0.0311346 | Time: 2324.74 ms [2020-12-06 16:39:45 main:574] : INFO : Epoch 642 | loss: 0.0310859 | val_loss: 0.0311294 | Time: 2315.32 ms [2020-12-06 16:39:47 main:574] : INFO : Epoch 643 | loss: 0.0310907 | val_loss: 0.0311291 | Time: 2319.43 ms [2020-12-06 16:39:49 main:574] : INFO : Epoch 644 | loss: 0.0310863 | val_loss: 0.0311355 | Time: 2327.11 ms [2020-12-06 16:39:52 main:574] : INFO : Epoch 645 | loss: 0.0310898 | val_loss: 0.031126 | Time: 2330.72 ms [2020-12-06 16:39:54 main:574] : INFO : Epoch 646 | loss: 0.031088 | val_loss: 0.0311286 | Time: 2322.36 ms [2020-12-06 16:39:56 main:574] : INFO : Epoch 647 | loss: 0.0310843 | val_loss: 0.0311304 | Time: 2334.7 ms [2020-12-06 16:39:59 main:574] : INFO : Epoch 648 | loss: 0.0310841 | val_loss: 0.0311312 | Time: 2323.23 ms [2020-12-06 16:40:01 main:574] : INFO : Epoch 649 | loss: 0.0310828 | val_loss: 0.0311304 | Time: 2325.04 ms [2020-12-06 16:40:04 main:574] : INFO : Epoch 650 | loss: 0.0310831 | val_loss: 0.0311333 | Time: 2330.45 ms [2020-12-06 16:40:06 main:574] : INFO : Epoch 651 | loss: 0.0310826 | val_loss: 0.031131 | Time: 2328.89 ms [2020-12-06 16:40:08 main:574] : INFO : Epoch 652 | loss: 0.0310847 | val_loss: 0.0311269 | Time: 2325.72 ms [2020-12-06 16:40:11 main:574] : INFO : Epoch 653 | loss: 0.0310822 | val_loss: 0.0311272 | Time: 2331.08 ms [2020-12-06 16:40:13 main:574] : INFO : Epoch 654 | loss: 0.0310849 | val_loss: 0.0311322 | Time: 2326.23 ms [2020-12-06 16:40:15 main:574] : INFO : Epoch 655 | loss: 0.0310815 | val_loss: 0.0311367 | Time: 2322.75 ms [2020-12-06 16:40:18 main:574] : INFO : Epoch 656 | loss: 0.0310831 | val_loss: 0.0311306 | Time: 2326.35 ms [2020-12-06 16:40:20 main:574] : INFO : Epoch 657 | loss: 0.0310807 | val_loss: 0.0311337 | Time: 2328.51 ms [2020-12-06 16:40:22 main:574] : INFO : Epoch 658 | loss: 0.0310847 | val_loss: 0.031142 | Time: 2318.24 ms [2020-12-06 16:40:25 main:574] : INFO : Epoch 659 | loss: 0.0311526 | val_loss: 0.031225 | Time: 2330.65 ms [2020-12-06 16:40:27 main:574] : INFO : Epoch 660 | loss: 0.0312378 | val_loss: 0.0312349 | Time: 2327.73 ms [2020-12-06 16:40:29 main:574] : INFO : Epoch 661 | loss: 0.0312253 | val_loss: 0.0312095 | Time: 2316.33 ms [2020-12-06 16:40:32 main:574] : INFO : Epoch 662 | loss: 0.0312016 | val_loss: 0.0311913 | Time: 2335.16 ms [2020-12-06 16:40:34 main:574] : INFO : Epoch 663 | loss: 0.0311899 | val_loss: 0.0311859 | Time: 2323.79 ms [2020-12-06 16:40:36 main:574] : INFO : Epoch 664 | loss: 0.0311815 | val_loss: 0.0311789 | Time: 2323.78 ms [2020-12-06 16:40:39 main:574] : INFO : Epoch 665 | loss: 0.0311783 | val_loss: 0.0311764 | Time: 2329.47 ms [2020-12-06 16:40:41 main:574] : INFO : Epoch 666 | loss: 0.0311728 | val_loss: 0.031173 | Time: 2333.76 ms [2020-12-06 16:40:43 main:574] : INFO : Epoch 667 | loss: 0.0311692 | val_loss: 0.0311669 | Time: 2324.2 ms [2020-12-06 16:40:46 main:574] : INFO : Epoch 668 | loss: 0.0311644 | val_loss: 0.0311664 | Time: 2333.53 ms [2020-12-06 16:40:48 main:574] : INFO : Epoch 669 | loss: 0.0311629 | val_loss: 0.0311646 | Time: 2314.52 ms [2020-12-06 16:40:50 main:574] : INFO : Epoch 670 | loss: 0.0311598 | val_loss: 0.0311622 | Time: 2324.72 ms [2020-12-06 16:40:53 main:574] : INFO : Epoch 671 | loss: 0.0311576 | val_loss: 0.0311592 | Time: 2324.4 ms [2020-12-06 16:40:55 main:574] : INFO : Epoch 672 | loss: 0.0311555 | val_loss: 0.0311577 | Time: 2327.67 ms [2020-12-06 16:40:57 main:574] : INFO : Epoch 673 | loss: 0.031154 | val_loss: 0.0311579 | Time: 2321.49 ms [2020-12-06 16:41:00 main:574] : INFO : Epoch 674 | loss: 0.0311526 | val_loss: 0.0311564 | Time: 2324.47 ms [2020-12-06 16:41:02 main:574] : INFO : Epoch 675 | loss: 0.0311524 | val_loss: 0.0311558 | Time: 2330.03 ms [2020-12-06 16:41:04 main:574] : INFO : Epoch 676 | loss: 0.0311507 | val_loss: 0.0311557 | Time: 2323.53 ms [2020-12-06 16:41:07 main:574] : INFO : Epoch 677 | loss: 0.0311512 | val_loss: 0.0311568 | Time: 2329.14 ms [2020-12-06 16:41:09 main:574] : INFO : Epoch 678 | loss: 0.0311504 | val_loss: 0.0311569 | Time: 2329.33 ms [2020-12-06 16:41:11 main:574] : INFO : Epoch 679 | loss: 0.0311491 | val_loss: 0.0311559 | Time: 2326.41 ms [2020-12-06 16:41:14 main:574] : INFO : Epoch 680 | loss: 0.0311485 | val_loss: 0.0311545 | Time: 2322.81 ms [2020-12-06 16:41:16 main:574] : INFO : Epoch 681 | loss: 0.0311482 | val_loss: 0.0311548 | Time: 2331.93 ms [2020-12-06 16:41:18 main:574] : INFO : Epoch 682 | loss: 0.0311472 | val_loss: 0.0311539 | Time: 2332.3 ms [2020-12-06 16:41:21 main:574] : INFO : Epoch 683 | loss: 0.0311462 | val_loss: 0.0311547 | Time: 2343.31 ms [2020-12-06 16:41:23 main:574] : INFO : Epoch 684 | loss: 0.0311459 | val_loss: 0.0311532 | Time: 2330.98 ms [2020-12-06 16:41:25 main:574] : INFO : Epoch 685 | loss: 0.0311455 | val_loss: 0.0311535 | Time: 2328.14 ms [2020-12-06 16:41:28 main:574] : INFO : Epoch 686 | loss: 0.0311447 | val_loss: 0.0311525 | Time: 2337.16 ms [2020-12-06 16:41:30 main:574] : INFO : Epoch 687 | loss: 0.0311451 | val_loss: 0.0311528 | Time: 2332.95 ms [2020-12-06 16:41:32 main:574] : INFO : Epoch 688 | loss: 0.0311444 | val_loss: 0.031151 | Time: 2337.65 ms [2020-12-06 16:41:35 main:574] : INFO : Epoch 689 | loss: 0.0311431 | val_loss: 0.0311508 | Time: 2323.05 ms [2020-12-06 16:41:37 main:574] : INFO : Epoch 690 | loss: 0.0311429 | val_loss: 0.0311531 | Time: 2328.95 ms [2020-12-06 16:41:39 main:574] : INFO : Epoch 691 | loss: 0.0311442 | val_loss: 0.0311509 | Time: 2322.57 ms [2020-12-06 16:41:42 main:574] : INFO : Epoch 692 | loss: 0.0311419 | val_loss: 0.0311499 | Time: 2315.17 ms [2020-12-06 16:41:44 main:574] : INFO : Epoch 693 | loss: 0.0311412 | val_loss: 0.0311498 | Time: 2319.88 ms [2020-12-06 16:41:46 main:574] : INFO : Epoch 694 | loss: 0.0311408 | val_loss: 0.0311491 | Time: 2326.38 ms [2020-12-06 16:41:49 main:574] : INFO : Epoch 695 | loss: 0.0311412 | val_loss: 0.0311475 | Time: 2333.24 ms [2020-12-06 16:41:51 main:574] : INFO : Epoch 696 | loss: 0.031139 | val_loss: 0.0311487 | Time: 2328.79 ms [2020-12-06 16:41:53 main:574] : INFO : Epoch 697 | loss: 0.03114 | val_loss: 0.031156 | Time: 2322.6 ms [2020-12-06 16:41:56 main:574] : INFO : Epoch 698 | loss: 0.0311427 | val_loss: 0.0311534 | Time: 2326.7 ms [2020-12-06 16:41:58 main:574] : INFO : Epoch 699 | loss: 0.0311406 | val_loss: 0.0311478 | Time: 2319.69 ms [2020-12-06 16:42:00 main:574] : INFO : Epoch 700 | loss: 0.0311378 | val_loss: 0.0311505 | Time: 2332.83 ms [2020-12-06 16:42:03 main:574] : INFO : Epoch 701 | loss: 0.0311369 | val_loss: 0.0311501 | Time: 2309.66 ms [2020-12-06 16:42:05 main:574] : INFO : Epoch 702 | loss: 0.0311362 | val_loss: 0.0311473 | Time: 2323.75 ms [2020-12-06 16:42:07 main:574] : INFO : Epoch 703 | loss: 0.0311355 | val_loss: 0.0311472 | Time: 2310.57 ms [2020-12-06 16:42:10 main:574] : INFO : Epoch 704 | loss: 0.0311343 | val_loss: 0.0311487 | Time: 2301.21 ms [2020-12-06 16:42:12 main:574] : INFO : Epoch 705 | loss: 0.0311336 | val_loss: 0.0311452 | Time: 2317.41 ms [2020-12-06 16:42:14 main:574] : INFO : Epoch 706 | loss: 0.0311326 | val_loss: 0.0311449 | Time: 2336.98 ms [2020-12-06 16:42:17 main:574] : INFO : Epoch 707 | loss: 0.0311316 | val_loss: 0.0311469 | Time: 2329.5 ms [2020-12-06 16:42:19 main:574] : INFO : Epoch 708 | loss: 0.031131 | val_loss: 0.0311457 | Time: 2328.72 ms [2020-12-06 16:42:21 main:574] : INFO : Epoch 709 | loss: 0.031131 | val_loss: 0.0311453 | Time: 2322.35 ms [2020-12-06 16:42:24 main:574] : INFO : Epoch 710 | loss: 0.031131 | val_loss: 0.0311466 | Time: 2328.91 ms [2020-12-06 16:42:26 main:574] : INFO : Epoch 711 | loss: 0.031131 | val_loss: 0.0311456 | Time: 2336.64 ms [2020-12-06 16:42:28 main:574] : INFO : Epoch 712 | loss: 0.0311292 | val_loss: 0.0311453 | Time: 2333.18 ms [2020-12-06 16:42:31 main:574] : INFO : Epoch 713 | loss: 0.0311287 | val_loss: 0.0311453 | Time: 2339.21 ms [2020-12-06 16:42:33 main:574] : INFO : Epoch 714 | loss: 0.0311267 | val_loss: 0.0311438 | Time: 2329.31 ms [2020-12-06 16:42:35 main:574] : INFO : Epoch 715 | loss: 0.0311252 | val_loss: 0.0311426 | Time: 2335.95 ms [2020-12-06 16:42:38 main:574] : INFO : Epoch 716 | loss: 0.0311259 | val_loss: 0.0311429 | Time: 2315.67 ms [2020-12-06 16:42:40 main:574] : INFO : Epoch 717 | loss: 0.0311244 | val_loss: 0.031142 | Time: 2313.08 ms [2020-12-06 16:42:42 main:574] : INFO : Epoch 718 | loss: 0.0311233 | val_loss: 0.0311428 | Time: 2315.67 ms [2020-12-06 16:42:45 main:574] : INFO : Epoch 719 | loss: 0.0311241 | val_loss: 0.0311423 | Time: 2328.09 ms [2020-12-06 16:42:47 main:574] : INFO : Epoch 720 | loss: 0.0311239 | val_loss: 0.0311418 | Time: 2318.15 ms [2020-12-06 16:42:49 main:574] : INFO : Epoch 721 | loss: 0.0311237 | val_loss: 0.0311439 | Time: 2332.89 ms [2020-12-06 16:42:52 main:574] : INFO : Epoch 722 | loss: 0.0311223 | val_loss: 0.0311425 | Time: 2328.4 ms [2020-12-06 16:42:54 main:574] : INFO : Epoch 723 | loss: 0.0311223 | val_loss: 0.0311427 | Time: 2319.41 ms [2020-12-06 16:42:56 main:574] : INFO : Epoch 724 | loss: 0.0311218 | val_loss: 0.0311427 | Time: 2312.09 ms [2020-12-06 16:42:59 main:574] : INFO : Epoch 725 | loss: 0.031121 | val_loss: 0.0311432 | Time: 2319.44 ms [2020-12-06 16:43:01 main:574] : INFO : Epoch 726 | loss: 0.0311209 | val_loss: 0.0311419 | Time: 2323.34 ms [2020-12-06 16:43:03 main:574] : INFO : Epoch 727 | loss: 0.0311211 | val_loss: 0.0311488 | Time: 2338.01 ms [2020-12-06 16:43:06 main:574] : INFO : Epoch 728 | loss: 0.0311232 | val_loss: 0.0311449 | Time: 2321.24 ms [2020-12-06 16:43:08 main:574] : INFO : Epoch 729 | loss: 0.0311197 | val_loss: 0.0311436 | Time: 2324.35 ms [2020-12-06 16:43:10 main:574] : INFO : Epoch 730 | loss: 0.0311184 | val_loss: 0.0311428 | Time: 2319.17 ms [2020-12-06 16:43:13 main:574] : INFO : Epoch 731 | loss: 0.0311177 | val_loss: 0.0311441 | Time: 2334.09 ms [2020-12-06 16:43:15 main:574] : INFO : Epoch 732 | loss: 0.0311177 | val_loss: 0.0311451 | Time: 2335.2 ms [2020-12-06 16:43:17 main:574] : INFO : Epoch 733 | loss: 0.0311184 | val_loss: 0.0311449 | Time: 2330.47 ms [2020-12-06 16:43:20 main:574] : INFO : Epoch 734 | loss: 0.0311174 | val_loss: 0.0311459 | Time: 2328.65 ms [2020-12-06 16:43:22 main:574] : INFO : Epoch 735 | loss: 0.0311179 | val_loss: 0.0311435 | Time: 2315.52 ms [2020-12-06 16:43:24 main:574] : INFO : Epoch 736 | loss: 0.031117 | val_loss: 0.0311416 | Time: 2317.93 ms [2020-12-06 16:43:27 main:574] : INFO : Epoch 737 | loss: 0.0311166 | val_loss: 0.0311435 | Time: 2324.38 ms [2020-12-06 16:43:29 main:574] : INFO : Epoch 738 | loss: 0.0311154 | val_loss: 0.0311416 | Time: 2325.72 ms [2020-12-06 16:43:32 main:574] : INFO : Epoch 739 | loss: 0.0311147 | val_loss: 0.0311414 | Time: 2330.75 ms [2020-12-06 16:43:34 main:574] : INFO : Epoch 740 | loss: 0.0311157 | val_loss: 0.0311437 | Time: 2323.19 ms [2020-12-06 16:43:36 main:574] : INFO : Epoch 741 | loss: 0.0311159 | val_loss: 0.0311421 | Time: 2331.16 ms [2020-12-06 16:43:39 main:574] : INFO : Epoch 742 | loss: 0.0311164 | val_loss: 0.031141 | Time: 2319.36 ms [2020-12-06 16:43:41 main:574] : INFO : Epoch 743 | loss: 0.031117 | val_loss: 0.0311438 | Time: 2325.62 ms [2020-12-06 16:43:43 main:574] : INFO : Epoch 744 | loss: 0.0311232 | val_loss: 0.0311444 | Time: 2326.53 ms [2020-12-06 16:43:46 main:574] : INFO : Epoch 745 | loss: 0.0311196 | val_loss: 0.0311439 | Time: 2339.14 ms [2020-12-06 16:43:48 main:574] : INFO : Epoch 746 | loss: 0.0311166 | val_loss: 0.0311418 | Time: 2323.33 ms [2020-12-06 16:43:50 main:574] : INFO : Epoch 747 | loss: 0.0311157 | val_loss: 0.0311436 | Time: 2318.99 ms [2020-12-06 16:43:53 main:574] : INFO : Epoch 748 | loss: 0.031116 | val_loss: 0.0311456 | Time: 2314.12 ms [2020-12-06 16:43:55 main:574] : INFO : Epoch 749 | loss: 0.0311149 | val_loss: 0.0311411 | Time: 2338.04 ms [2020-12-06 16:43:57 main:574] : INFO : Epoch 750 | loss: 0.0311137 | val_loss: 0.031141 | Time: 2320.16 ms [2020-12-06 16:44:00 main:574] : INFO : Epoch 751 | loss: 0.0311126 | val_loss: 0.0311437 | Time: 2322.47 ms [2020-12-06 16:44:02 main:574] : INFO : Epoch 752 | loss: 0.0311136 | val_loss: 0.0311434 | Time: 2320.36 ms [2020-12-06 16:44:04 main:574] : INFO : Epoch 753 | loss: 0.0311133 | val_loss: 0.0311401 | Time: 2318.39 ms [2020-12-06 16:44:07 main:574] : INFO : Epoch 754 | loss: 0.0311106 | val_loss: 0.0311416 | Time: 2323.08 ms [2020-12-06 16:44:09 main:574] : INFO : Epoch 755 | loss: 0.0311105 | val_loss: 0.0311426 | Time: 2331.12 ms [2020-12-06 16:44:11 main:574] : INFO : Epoch 756 | loss: 0.031113 | val_loss: 0.031142 | Time: 2317.5 ms [2020-12-06 16:44:14 main:574] : INFO : Epoch 757 | loss: 0.0311113 | val_loss: 0.0311399 | Time: 2319.88 ms [2020-12-06 16:44:16 main:574] : INFO : Epoch 758 | loss: 0.0311106 | val_loss: 0.0311379 | Time: 2318.54 ms [2020-12-06 16:44:18 main:574] : INFO : Epoch 759 | loss: 0.03111 | val_loss: 0.031139 | Time: 2339.79 ms [2020-12-06 16:44:21 main:574] : INFO : Epoch 760 | loss: 0.031111 | val_loss: 0.0311398 | Time: 2325.35 ms [2020-12-06 16:44:23 main:574] : INFO : Epoch 761 | loss: 0.0311118 | val_loss: 0.0311379 | Time: 2329.45 ms [2020-12-06 16:44:26 main:574] : INFO : Epoch 762 | loss: 0.0311117 | val_loss: 0.0311378 | Time: 2329.82 ms [2020-12-06 16:44:28 main:574] : INFO : Epoch 763 | loss: 0.0311108 | val_loss: 0.0311379 | Time: 2332 ms [2020-12-06 16:44:30 main:574] : INFO : Epoch 764 | loss: 0.0311099 | val_loss: 0.0311374 | Time: 2322.8 ms [2020-12-06 16:44:33 main:574] : INFO : Epoch 765 | loss: 0.0311136 | val_loss: 0.0311425 | Time: 2314.11 ms [2020-12-06 16:44:35 main:574] : INFO : Epoch 766 | loss: 0.0311203 | val_loss: 0.0311387 | Time: 2319.61 ms [2020-12-06 16:44:37 main:574] : INFO : Epoch 767 | loss: 0.0311213 | val_loss: 0.0311395 | Time: 2328.69 ms [2020-12-06 16:44:40 main:574] : INFO : Epoch 768 | loss: 0.0311171 | val_loss: 0.0311354 | Time: 2319.94 ms [2020-12-06 16:44:42 main:574] : INFO : Epoch 769 | loss: 0.0311129 | val_loss: 0.0311376 | Time: 2333.58 ms [2020-12-06 16:44:44 main:574] : INFO : Epoch 770 | loss: 0.0311107 | val_loss: 0.0311372 | Time: 2347.9 ms [2020-12-06 16:44:47 main:574] : INFO : Epoch 771 | loss: 0.0311129 | val_loss: 0.0311381 | Time: 2338.52 ms [2020-12-06 16:44:49 main:574] : INFO : Epoch 772 | loss: 0.0311137 | val_loss: 0.0311375 | Time: 2340.51 ms [2020-12-06 16:44:51 main:574] : INFO : Epoch 773 | loss: 0.0311098 | val_loss: 0.0311364 | Time: 2329.39 ms [2020-12-06 16:44:54 main:574] : INFO : Epoch 774 | loss: 0.0311091 | val_loss: 0.0311345 | Time: 2332.76 ms [2020-12-06 16:44:56 main:574] : INFO : Epoch 775 | loss: 0.0311083 | val_loss: 0.0311349 | Time: 2326.87 ms [2020-12-06 16:44:58 main:574] : INFO : Epoch 776 | loss: 0.0311079 | val_loss: 0.0311347 | Time: 2329.95 ms [2020-12-06 16:45:01 main:574] : INFO : Epoch 777 | loss: 0.0311089 | val_loss: 0.031137 | Time: 2327.26 ms [2020-12-06 16:45:03 main:574] : INFO : Epoch 778 | loss: 0.0311074 | val_loss: 0.0311352 | Time: 2331.35 ms [2020-12-06 16:45:05 main:574] : INFO : Epoch 779 | loss: 0.0311059 | val_loss: 0.0311347 | Time: 2335.09 ms [2020-12-06 16:45:08 main:574] : INFO : Epoch 780 | loss: 0.0311052 | val_loss: 0.031133 | Time: 2329.32 ms [2020-12-06 16:45:10 main:574] : INFO : Epoch 781 | loss: 0.0311098 | val_loss: 0.0311366 | Time: 2320.99 ms [2020-12-06 16:45:12 main:574] : INFO : Epoch 782 | loss: 0.0311071 | val_loss: 0.031139 | Time: 2321.28 ms [2020-12-06 16:45:15 main:574] : INFO : Epoch 783 | loss: 0.0311087 | val_loss: 0.0311416 | Time: 2331.96 ms [2020-12-06 16:45:17 main:574] : INFO : Epoch 784 | loss: 0.0311075 | val_loss: 0.0311379 | Time: 2352.84 ms [2020-12-06 16:45:19 main:574] : INFO : Epoch 785 | loss: 0.0311075 | val_loss: 0.0311354 | Time: 2338.83 ms [2020-12-06 16:45:22 main:574] : INFO : Epoch 786 | loss: 0.0311056 | val_loss: 0.0311352 | Time: 2324.39 ms [2020-12-06 16:45:24 main:574] : INFO : Epoch 787 | loss: 0.0311049 | val_loss: 0.0311344 | Time: 2329.99 ms [2020-12-06 16:45:26 main:574] : INFO : Epoch 788 | loss: 0.0311046 | val_loss: 0.0311337 | Time: 2315.4 ms [2020-12-06 16:45:29 main:574] : INFO : Epoch 789 | loss: 0.031105 | val_loss: 0.0311324 | Time: 2326.23 ms [2020-12-06 16:45:31 main:574] : INFO : Epoch 790 | loss: 0.0311053 | val_loss: 0.0311341 | Time: 2321.22 ms [2020-12-06 16:45:33 main:574] : INFO : Epoch 791 | loss: 0.0311039 | val_loss: 0.0311367 | Time: 2330.59 ms [2020-12-06 16:45:36 main:574] : INFO : Epoch 792 | loss: 0.0311026 | val_loss: 0.0311337 | Time: 2332.6 ms [2020-12-06 16:45:38 main:574] : INFO : Epoch 793 | loss: 0.0311013 | val_loss: 0.031133 | Time: 2317.62 ms [2020-12-06 16:45:41 main:574] : INFO : Epoch 794 | loss: 0.0311016 | val_loss: 0.0311333 | Time: 2337.59 ms [2020-12-06 16:45:43 main:574] : INFO : Epoch 795 | loss: 0.0311051 | val_loss: 0.0311342 | Time: 2328.76 ms [2020-12-06 16:45:45 main:574] : INFO : Epoch 796 | loss: 0.0311048 | val_loss: 0.0311366 | Time: 2319.41 ms [2020-12-06 16:45:48 main:574] : INFO : Epoch 797 | loss: 0.0311093 | val_loss: 0.0311365 | Time: 2327.28 ms [2020-12-06 16:45:50 main:574] : INFO : Epoch 798 | loss: 0.0311068 | val_loss: 0.031132 | Time: 2337.13 ms [2020-12-06 16:45:52 main:574] : INFO : Epoch 799 | loss: 0.0311055 | val_loss: 0.0311365 | Time: 2337.16 ms [2020-12-06 16:45:55 main:574] : INFO : Epoch 800 | loss: 0.0311068 | val_loss: 0.0311334 | Time: 2327.83 ms [2020-12-06 16:45:57 main:574] : INFO : Epoch 801 | loss: 0.0311042 | val_loss: 0.0311367 | Time: 2313.8 ms [2020-12-06 16:45:59 main:574] : INFO : Epoch 802 | loss: 0.0311054 | val_loss: 0.0311324 | Time: 2316.56 ms [2020-12-06 16:46:02 main:574] : INFO : Epoch 803 | loss: 0.0311049 | val_loss: 0.0311326 | Time: 2321.06 ms [2020-12-06 16:46:04 main:574] : INFO : Epoch 804 | loss: 0.0311025 | val_loss: 0.0311319 | Time: 2326.45 ms [2020-12-06 16:46:06 main:574] : INFO : Epoch 805 | loss: 0.0311013 | val_loss: 0.0311311 | Time: 2322 ms [2020-12-06 16:46:09 main:574] : INFO : Epoch 806 | loss: 0.0311013 | val_loss: 0.0311341 | Time: 2326.89 ms [2020-12-06 16:46:11 main:574] : INFO : Epoch 807 | loss: 0.0311008 | val_loss: 0.0311334 | Time: 2334.28 ms [2020-12-06 16:46:13 main:574] : INFO : Epoch 808 | loss: 0.0311044 | val_loss: 0.0311332 | Time: 2316.72 ms [2020-12-06 16:46:16 main:574] : INFO : Epoch 809 | loss: 0.0311041 | val_loss: 0.0311332 | Time: 2326.06 ms [2020-12-06 16:46:18 main:574] : INFO : Epoch 810 | loss: 0.0311019 | val_loss: 0.0311303 | Time: 2326.62 ms [2020-12-06 16:46:21 main:574] : INFO : Epoch 811 | loss: 0.0310999 | val_loss: 0.0311336 | Time: 2324.83 ms [2020-12-06 16:46:23 main:574] : INFO : Epoch 812 | loss: 0.031102 | val_loss: 0.0311321 | Time: 2329.37 ms [2020-12-06 16:46:25 main:574] : INFO : Epoch 813 | loss: 0.0311001 | val_loss: 0.0311317 | Time: 2325.94 ms [2020-12-06 16:46:28 main:574] : INFO : Epoch 814 | loss: 0.0310994 | val_loss: 0.0311322 | Time: 2321.11 ms [2020-12-06 16:46:30 main:574] : INFO : Epoch 815 | loss: 0.0310989 | val_loss: 0.031133 | Time: 2340.29 ms [2020-12-06 16:46:32 main:574] : INFO : Epoch 816 | loss: 0.0310992 | val_loss: 0.0311322 | Time: 2323.91 ms [2020-12-06 16:46:35 main:574] : INFO : Epoch 817 | loss: 0.031099 | val_loss: 0.0311307 | Time: 2329.06 ms [2020-12-06 16:46:37 main:574] : INFO : Epoch 818 | loss: 0.0310999 | val_loss: 0.0311315 | Time: 2330.63 ms [2020-12-06 16:46:39 main:574] : INFO : Epoch 819 | loss: 0.0310997 | val_loss: 0.03113 | Time: 2307.52 ms [2020-12-06 16:46:42 main:574] : INFO : Epoch 820 | loss: 0.0310983 | val_loss: 0.0311307 | Time: 2320.61 ms [2020-12-06 16:46:44 main:574] : INFO : Epoch 821 | loss: 0.031101 | val_loss: 0.0311376 | Time: 2328.88 ms [2020-12-06 16:46:46 main:574] : INFO : Epoch 822 | loss: 0.031102 | val_loss: 0.0311355 | Time: 2332.92 ms [2020-12-06 16:46:49 main:574] : INFO : Epoch 823 | loss: 0.0310986 | val_loss: 0.0311333 | Time: 2326.2 ms [2020-12-06 16:46:51 main:574] : INFO : Epoch 824 | loss: 0.0310976 | val_loss: 0.031131 | Time: 2329.82 ms [2020-12-06 16:46:53 main:574] : INFO : Epoch 825 | loss: 0.0310989 | val_loss: 0.0311344 | Time: 2323.36 ms [2020-12-06 16:46:56 main:574] : INFO : Epoch 826 | loss: 0.0310971 | val_loss: 0.0311356 | Time: 2330.16 ms [2020-12-06 16:46:58 main:574] : INFO : Epoch 827 | loss: 0.0310955 | val_loss: 0.0311346 | Time: 2336.07 ms [2020-12-06 16:47:01 main:574] : INFO : Epoch 828 | loss: 0.0310952 | val_loss: 0.0311354 | Time: 2340.65 ms [2020-12-06 16:47:03 main:574] : INFO : Epoch 829 | loss: 0.0310966 | val_loss: 0.0311315 | Time: 2313.82 ms [2020-12-06 16:47:05 main:574] : INFO : Epoch 830 | loss: 0.031096 | val_loss: 0.0311348 | Time: 2324.91 ms [2020-12-06 16:47:08 main:574] : INFO : Epoch 831 | loss: 0.0310979 | val_loss: 0.0311345 | Time: 2308.3 ms [2020-12-06 16:47:10 main:574] : INFO : Epoch 832 | loss: 0.0310996 | val_loss: 0.0311326 | Time: 2314.24 ms [2020-12-06 16:47:12 main:574] : INFO : Epoch 833 | loss: 0.0311057 | val_loss: 0.0311353 | Time: 2331.72 ms [2020-12-06 16:47:15 main:574] : INFO : Epoch 834 | loss: 0.0311019 | val_loss: 0.0311285 | Time: 2342.24 ms [2020-12-06 16:47:17 main:574] : INFO : Epoch 835 | loss: 0.0310982 | val_loss: 0.0311319 | Time: 2328.36 ms [2020-12-06 16:47:19 main:574] : INFO : Epoch 836 | loss: 0.0310973 | val_loss: 0.0311323 | Time: 2341.02 ms [2020-12-06 16:47:22 main:574] : INFO : Epoch 837 | loss: 0.0310969 | val_loss: 0.0311276 | Time: 2327.56 ms [2020-12-06 16:47:24 main:574] : INFO : Epoch 838 | loss: 0.0310955 | val_loss: 0.0311291 | Time: 2318 ms [2020-12-06 16:47:26 main:574] : INFO : Epoch 839 | loss: 0.0310956 | val_loss: 0.0311322 | Time: 2318.91 ms [2020-12-06 16:47:29 main:574] : INFO : Epoch 840 | loss: 0.0311052 | val_loss: 0.0311304 | Time: 2336.35 ms [2020-12-06 16:47:31 main:574] : INFO : Epoch 841 | loss: 0.0311024 | val_loss: 0.0311297 | Time: 2335.47 ms [2020-12-06 16:47:33 main:574] : INFO : Epoch 842 | loss: 0.031099 | val_loss: 0.0311298 | Time: 2336.51 ms [2020-12-06 16:47:36 main:574] : INFO : Epoch 843 | loss: 0.0310972 | val_loss: 0.0311278 | Time: 2327.51 ms [2020-12-06 16:47:38 main:574] : INFO : Epoch 844 | loss: 0.0311008 | val_loss: 0.0311301 | Time: 2326.12 ms [2020-12-06 16:47:40 main:574] : INFO : Epoch 845 | loss: 0.0311009 | val_loss: 0.0311302 | Time: 2333.01 ms [2020-12-06 16:47:43 main:574] : INFO : Epoch 846 | loss: 0.0310986 | val_loss: 0.0311296 | Time: 2328.67 ms [2020-12-06 16:47:45 main:574] : INFO : Epoch 847 | loss: 0.0310963 | val_loss: 0.0311318 | Time: 2337.63 ms [2020-12-06 16:47:47 main:574] : INFO : Epoch 848 | loss: 0.031096 | val_loss: 0.031132 | Time: 2336.28 ms [2020-12-06 16:47:50 main:574] : INFO : Epoch 849 | loss: 0.0310947 | val_loss: 0.0311292 | Time: 2345.99 ms [2020-12-06 16:47:52 main:574] : INFO : Epoch 850 | loss: 0.031094 | val_loss: 0.0311338 | Time: 2341.26 ms [2020-12-06 16:47:54 main:574] : INFO : Epoch 851 | loss: 0.0310934 | val_loss: 0.0311313 | Time: 2338.9 ms [2020-12-06 16:47:57 main:574] : INFO : Epoch 852 | loss: 0.0310954 | val_loss: 0.0311349 | Time: 2340.52 ms [2020-12-06 16:47:59 main:574] : INFO : Epoch 853 | loss: 0.0310948 | val_loss: 0.0311334 | Time: 2336.93 ms [2020-12-06 16:48:01 main:574] : INFO : Epoch 854 | loss: 0.0310982 | val_loss: 0.0311324 | Time: 2346.36 ms [2020-12-06 16:48:04 main:574] : INFO : Epoch 855 | loss: 0.0310969 | val_loss: 0.0311334 | Time: 2351.55 ms [2020-12-06 16:48:06 main:574] : INFO : Epoch 856 | loss: 0.0310953 | val_loss: 0.0311326 | Time: 2336.2 ms [2020-12-06 16:48:08 main:574] : INFO : Epoch 857 | loss: 0.0310968 | val_loss: 0.0311303 | Time: 2336.98 ms [2020-12-06 16:48:11 main:574] : INFO : Epoch 858 | loss: 0.0310957 | val_loss: 0.0311345 | Time: 2333.75 ms [2020-12-06 16:48:13 main:574] : INFO : Epoch 859 | loss: 0.031102 | val_loss: 0.0311342 | Time: 2333 ms [2020-12-06 16:48:15 main:574] : INFO : Epoch 860 | loss: 0.0311004 | val_loss: 0.0311352 | Time: 2327.09 ms [2020-12-06 16:48:18 main:574] : INFO : Epoch 861 | loss: 0.0311 | val_loss: 0.0311302 | Time: 2319.45 ms [2020-12-06 16:48:20 main:574] : INFO : Epoch 862 | loss: 0.0310976 | val_loss: 0.0311309 | Time: 2321.69 ms [2020-12-06 16:48:22 main:574] : INFO : Epoch 863 | loss: 0.0310964 | val_loss: 0.0311324 | Time: 2324.75 ms [2020-12-06 16:48:25 main:574] : INFO : Epoch 864 | loss: 0.0310955 | val_loss: 0.0311344 | Time: 2340.4 ms [2020-12-06 16:48:27 main:574] : INFO : Epoch 865 | loss: 0.0310949 | val_loss: 0.0311293 | Time: 2322.01 ms [2020-12-06 16:48:29 main:574] : INFO : Epoch 866 | loss: 0.0310947 | val_loss: 0.0311338 | Time: 2329.37 ms [2020-12-06 16:48:32 main:574] : INFO : Epoch 867 | loss: 0.0310943 | val_loss: 0.0311347 | Time: 2341.89 ms [2020-12-06 16:48:34 main:574] : INFO : Epoch 868 | loss: 0.031097 | val_loss: 0.0311313 | Time: 2342.79 ms [2020-12-06 16:48:37 main:574] : INFO : Epoch 869 | loss: 0.0310951 | val_loss: 0.0311345 | Time: 2343.48 ms [2020-12-06 16:48:39 main:574] : INFO : Epoch 870 | loss: 0.0310966 | val_loss: 0.0311305 | Time: 2336.75 ms [2020-12-06 16:48:41 main:574] : INFO : Epoch 871 | loss: 0.0310958 | val_loss: 0.0311315 | Time: 2335 ms [2020-12-06 16:48:44 main:574] : INFO : Epoch 872 | loss: 0.0310952 | val_loss: 0.0311306 | Time: 2331.21 ms [2020-12-06 16:48:46 main:574] : INFO : Epoch 873 | loss: 0.0310966 | val_loss: 0.0311345 | Time: 2329.09 ms [2020-12-06 16:48:48 main:574] : INFO : Epoch 874 | loss: 0.0311068 | val_loss: 0.0311345 | Time: 2322.69 ms [2020-12-06 16:48:51 main:574] : INFO : Epoch 875 | loss: 0.0311045 | val_loss: 0.0311274 | Time: 2327.19 ms [2020-12-06 16:48:53 main:574] : INFO : Epoch 876 | loss: 0.0311038 | val_loss: 0.0311291 | Time: 2323.67 ms [2020-12-06 16:48:55 main:574] : INFO : Epoch 877 | loss: 0.0311007 | val_loss: 0.0311359 | Time: 2324.33 ms [2020-12-06 16:48:58 main:574] : INFO : Epoch 878 | loss: 0.0310986 | val_loss: 0.031133 | Time: 2333.76 ms [2020-12-06 16:49:00 main:574] : INFO : Epoch 879 | loss: 0.0310967 | val_loss: 0.0311357 | Time: 2326.07 ms [2020-12-06 16:49:02 main:574] : INFO : Epoch 880 | loss: 0.0311003 | val_loss: 0.0311313 | Time: 2325.06 ms [2020-12-06 16:49:05 main:574] : INFO : Epoch 881 | loss: 0.0310974 | val_loss: 0.0311305 | Time: 2334.51 ms [2020-12-06 16:49:07 main:574] : INFO : Epoch 882 | loss: 0.0310949 | val_loss: 0.0311332 | Time: 2330.58 ms [2020-12-06 16:49:09 main:574] : INFO : Epoch 883 | loss: 0.0310927 | val_loss: 0.0311339 | Time: 2343.35 ms [2020-12-06 16:49:12 main:574] : INFO : Epoch 884 | loss: 0.0310954 | val_loss: 0.0311315 | Time: 2342.83 ms [2020-12-06 16:49:14 main:574] : INFO : Epoch 885 | loss: 0.0310946 | val_loss: 0.0311359 | Time: 2328.29 ms [2020-12-06 16:49:16 main:574] : INFO : Epoch 886 | loss: 0.0310929 | val_loss: 0.0311315 | Time: 2331.45 ms [2020-12-06 16:49:19 main:574] : INFO : Epoch 887 | loss: 0.0310916 | val_loss: 0.0311343 | Time: 2334.36 ms [2020-12-06 16:49:21 main:574] : INFO : Epoch 888 | loss: 0.0310929 | val_loss: 0.0311355 | Time: 2330.56 ms [2020-12-06 16:49:23 main:574] : INFO : Epoch 889 | loss: 0.0310935 | val_loss: 0.0311311 | Time: 2306.94 ms [2020-12-06 16:49:26 main:574] : INFO : Epoch 890 | loss: 0.0310912 | val_loss: 0.0311326 | Time: 2314.89 ms [2020-12-06 16:49:28 main:574] : INFO : Epoch 891 | loss: 0.0310909 | val_loss: 0.0311323 | Time: 2332.65 ms [2020-12-06 16:49:30 main:574] : INFO : Epoch 892 | loss: 0.0310919 | val_loss: 0.0311316 | Time: 2332.74 ms [2020-12-06 16:49:33 main:574] : INFO : Epoch 893 | loss: 0.0310922 | val_loss: 0.031133 | Time: 2314.68 ms [2020-12-06 16:49:35 main:574] : INFO : Epoch 894 | loss: 0.031092 | val_loss: 0.0311302 | Time: 2323.85 ms [2020-12-06 16:49:37 main:574] : INFO : Epoch 895 | loss: 0.0310894 | val_loss: 0.0311328 | Time: 2335.63 ms [2020-12-06 16:49:40 main:574] : INFO : Epoch 896 | loss: 0.0310888 | val_loss: 0.0311347 | Time: 2332.4 ms [2020-12-06 16:49:42 main:574] : INFO : Epoch 897 | loss: 0.0310932 | val_loss: 0.03113 | Time: 2335.43 ms [2020-12-06 16:49:44 main:574] : INFO : Epoch 898 | loss: 0.0310915 | val_loss: 0.0311313 | Time: 2331.58 ms [2020-12-06 16:49:47 main:574] : INFO : Epoch 899 | loss: 0.0310913 | val_loss: 0.031133 | Time: 2340.02 ms [2020-12-06 16:49:49 main:574] : INFO : Epoch 900 | loss: 0.0310908 | val_loss: 0.0311329 | Time: 2323.72 ms [2020-12-06 16:49:51 main:574] : INFO : Epoch 901 | loss: 0.0310921 | val_loss: 0.031132 | Time: 2344.98 ms [2020-12-06 16:49:54 main:574] : INFO : Epoch 902 | loss: 0.0310914 | val_loss: 0.0311322 | Time: 2335.36 ms [2020-12-06 16:49:56 main:574] : INFO : Epoch 903 | loss: 0.0310899 | val_loss: 0.0311339 | Time: 2328.14 ms [2020-12-06 16:49:58 main:574] : INFO : Epoch 904 | loss: 0.0310925 | val_loss: 0.0311358 | Time: 2320.28 ms [2020-12-06 16:50:01 main:574] : INFO : Epoch 905 | loss: 0.0310992 | val_loss: 0.0311323 | Time: 2307.2 ms [2020-12-06 16:50:03 main:574] : INFO : Epoch 906 | loss: 0.0310951 | val_loss: 0.0311299 | Time: 2307.97 ms [2020-12-06 16:50:05 main:574] : INFO : Epoch 907 | loss: 0.0310925 | val_loss: 0.0311292 | Time: 2323.55 ms [2020-12-06 16:50:08 main:574] : INFO : Epoch 908 | loss: 0.0310917 | val_loss: 0.0311285 | Time: 2319.39 ms [2020-12-06 16:50:10 main:574] : INFO : Epoch 909 | loss: 0.0310905 | val_loss: 0.0311322 | Time: 2317.21 ms [2020-12-06 16:50:12 main:574] : INFO : Epoch 910 | loss: 0.0310972 | val_loss: 0.0311354 | Time: 2322.31 ms [2020-12-06 16:50:15 main:574] : INFO : Epoch 911 | loss: 0.0310965 | val_loss: 0.0311306 | Time: 2335.57 ms [2020-12-06 16:50:17 main:574] : INFO : Epoch 912 | loss: 0.031094 | val_loss: 0.03113 | Time: 2323.13 ms [2020-12-06 16:50:19 main:574] : INFO : Epoch 913 | loss: 0.0310943 | val_loss: 0.0311291 | Time: 2337.83 ms [2020-12-06 16:50:22 main:574] : INFO : Epoch 914 | loss: 0.0310927 | val_loss: 0.0311294 | Time: 2322.46 ms [2020-12-06 16:50:24 main:574] : INFO : Epoch 915 | loss: 0.0310923 | val_loss: 0.031131 | Time: 2336.27 ms [2020-12-06 16:50:26 main:574] : INFO : Epoch 916 | loss: 0.0310941 | val_loss: 0.0311325 | Time: 2340.1 ms [2020-12-06 16:50:29 main:574] : INFO : Epoch 917 | loss: 0.0310957 | val_loss: 0.0311355 | Time: 2325.8 ms [2020-12-06 16:50:31 main:574] : INFO : Epoch 918 | loss: 0.031096 | val_loss: 0.031134 | Time: 2340.86 ms [2020-12-06 16:50:33 main:574] : INFO : Epoch 919 | loss: 0.0310906 | val_loss: 0.0311324 | Time: 2325.05 ms [2020-12-06 16:50:36 main:574] : INFO : Epoch 920 | loss: 0.0310932 | val_loss: 0.0311286 | Time: 2336.65 ms [2020-12-06 16:50:38 main:574] : INFO : Epoch 921 | loss: 0.0310944 | val_loss: 0.0311284 | Time: 2332.16 ms [2020-12-06 16:50:40 main:574] : INFO : Epoch 922 | loss: 0.0310944 | val_loss: 0.0311328 | Time: 2336.12 ms [2020-12-06 16:50:43 main:574] : INFO : Epoch 923 | loss: 0.0310973 | val_loss: 0.0311318 | Time: 2345.7 ms [2020-12-06 16:50:45 main:574] : INFO : Epoch 924 | loss: 0.0310915 | val_loss: 0.0311285 | Time: 2335.73 ms [2020-12-06 16:50:48 main:574] : INFO : Epoch 925 | loss: 0.0310901 | val_loss: 0.0311268 | Time: 2337.28 ms [2020-12-06 16:50:50 main:574] : INFO : Epoch 926 | loss: 0.0310932 | val_loss: 0.0311303 | Time: 2322.52 ms [2020-12-06 16:50:52 main:574] : INFO : Epoch 927 | loss: 0.0310912 | val_loss: 0.0311287 | Time: 2336.37 ms [2020-12-06 16:50:55 main:574] : INFO : Epoch 928 | loss: 0.0310895 | val_loss: 0.0311328 | Time: 2331.76 ms [2020-12-06 16:50:57 main:574] : INFO : Epoch 929 | loss: 0.0310892 | val_loss: 0.031131 | Time: 2327.29 ms [2020-12-06 16:50:59 main:574] : INFO : Epoch 930 | loss: 0.0310928 | val_loss: 0.0311292 | Time: 2336.88 ms [2020-12-06 16:51:02 main:574] : INFO : Epoch 931 | loss: 0.0310891 | val_loss: 0.0311317 | Time: 2323.05 ms [2020-12-06 16:51:04 main:574] : INFO : Epoch 932 | loss: 0.0310912 | val_loss: 0.0311292 | Time: 2343.85 ms [2020-12-06 16:51:06 main:574] : INFO : Epoch 933 | loss: 0.0310884 | val_loss: 0.0311279 | Time: 2332.46 ms [2020-12-06 16:51:09 main:574] : INFO : Epoch 934 | loss: 0.0310866 | val_loss: 0.0311337 | Time: 2330.3 ms [2020-12-06 16:51:11 main:574] : INFO : Epoch 935 | loss: 0.0310875 | val_loss: 0.0311318 | Time: 2338.19 ms [2020-12-06 16:51:13 main:574] : INFO : Epoch 936 | loss: 0.0310878 | val_loss: 0.0311306 | Time: 2333.91 ms [2020-12-06 16:51:16 main:574] : INFO : Epoch 937 | loss: 0.0310876 | val_loss: 0.0311308 | Time: 2340.26 ms [2020-12-06 16:51:18 main:574] : INFO : Epoch 938 | loss: 0.0310867 | val_loss: 0.0311313 | Time: 2330.01 ms [2020-12-06 16:51:20 main:574] : INFO : Epoch 939 | loss: 0.0310857 | val_loss: 0.0311285 | Time: 2336.71 ms [2020-12-06 16:51:23 main:574] : INFO : Epoch 940 | loss: 0.0310831 | val_loss: 0.0311305 | Time: 2331.12 ms [2020-12-06 16:51:25 main:574] : INFO : Epoch 941 | loss: 0.0310858 | val_loss: 0.0311295 | Time: 2334.54 ms [2020-12-06 16:51:27 main:574] : INFO : Epoch 942 | loss: 0.0310857 | val_loss: 0.0311288 | Time: 2338.65 ms [2020-12-06 16:51:30 main:574] : INFO : Epoch 943 | loss: 0.0310884 | val_loss: 0.0311347 | Time: 2329.92 ms [2020-12-06 16:51:32 main:574] : INFO : Epoch 944 | loss: 0.0310872 | val_loss: 0.0311283 | Time: 2325.61 ms [2020-12-06 16:51:34 main:574] : INFO : Epoch 945 | loss: 0.031085 | val_loss: 0.0311329 | Time: 2333.72 ms [2020-12-06 16:51:37 main:574] : INFO : Epoch 946 | loss: 0.0310834 | val_loss: 0.0311331 | Time: 2328.08 ms [2020-12-06 16:51:39 main:574] : INFO : Epoch 947 | loss: 0.031085 | val_loss: 0.0311295 | Time: 2320.1 ms [2020-12-06 16:51:41 main:574] : INFO : Epoch 948 | loss: 0.0310839 | val_loss: 0.0311307 | Time: 2339.45 ms [2020-12-06 16:51:44 main:574] : INFO : Epoch 949 | loss: 0.0310847 | val_loss: 0.0311285 | Time: 2334.09 ms [2020-12-06 16:51:46 main:574] : INFO : Epoch 950 | loss: 0.0310882 | val_loss: 0.031132 | Time: 2323.68 ms [2020-12-06 16:51:48 main:574] : INFO : Epoch 951 | loss: 0.0310914 | val_loss: 0.031132 | Time: 2331.09 ms [2020-12-06 16:51:51 main:574] : INFO : Epoch 952 | loss: 0.0310879 | val_loss: 0.031127 | Time: 2337.24 ms [2020-12-06 16:51:53 main:574] : INFO : Epoch 953 | loss: 0.0310855 | val_loss: 0.0311311 | Time: 2333.86 ms [2020-12-06 16:51:55 main:574] : INFO : Epoch 954 | loss: 0.0310868 | val_loss: 0.0311304 | Time: 2346.8 ms [2020-12-06 16:51:58 main:574] : INFO : Epoch 955 | loss: 0.0310842 | val_loss: 0.031128 | Time: 2336.59 ms [2020-12-06 16:52:00 main:574] : INFO : Epoch 956 | loss: 0.0310853 | val_loss: 0.0311314 | Time: 2331.41 ms [2020-12-06 16:52:02 main:574] : INFO : Epoch 957 | loss: 0.0310899 | val_loss: 0.0311301 | Time: 2328.1 ms [2020-12-06 16:52:05 main:574] : INFO : Epoch 958 | loss: 0.031092 | val_loss: 0.0311289 | Time: 2330.06 ms [2020-12-06 16:52:07 main:574] : INFO : Epoch 959 | loss: 0.0310899 | val_loss: 0.0311287 | Time: 2320.61 ms [2020-12-06 16:52:09 main:574] : INFO : Epoch 960 | loss: 0.0310873 | val_loss: 0.0311317 | Time: 2310.03 ms [2020-12-06 16:52:12 main:574] : INFO : Epoch 961 | loss: 0.0310865 | val_loss: 0.0311284 | Time: 2320.54 ms [2020-12-06 16:52:14 main:574] : INFO : Epoch 962 | loss: 0.0310879 | val_loss: 0.0311312 | Time: 2328.51 ms [2020-12-06 16:52:16 main:574] : INFO : Epoch 963 | loss: 0.0310848 | val_loss: 0.0311274 | Time: 2329.43 ms [2020-12-06 16:52:19 main:574] : INFO : Epoch 964 | loss: 0.0310843 | val_loss: 0.0311253 | Time: 2333.55 ms [2020-12-06 16:52:21 main:574] : INFO : Epoch 965 | loss: 0.0310833 | val_loss: 0.0311305 | Time: 2345.34 ms [2020-12-06 16:52:24 main:574] : INFO : Epoch 966 | loss: 0.0310839 | val_loss: 0.0311292 | Time: 2334.55 ms [2020-12-06 16:52:26 main:574] : INFO : Epoch 967 | loss: 0.0310828 | val_loss: 0.0311253 | Time: 2335.18 ms [2020-12-06 16:52:28 main:574] : INFO : Epoch 968 | loss: 0.0310853 | val_loss: 0.0311265 | Time: 2344.99 ms [2020-12-06 16:52:31 main:574] : INFO : Epoch 969 | loss: 0.0310855 | val_loss: 0.0311312 | Time: 2324.41 ms [2020-12-06 16:52:33 main:574] : INFO : Epoch 970 | loss: 0.0310842 | val_loss: 0.0311288 | Time: 2327.89 ms [2020-12-06 16:52:35 main:574] : INFO : Epoch 971 | loss: 0.0310839 | val_loss: 0.0311299 | Time: 2327.59 ms [2020-12-06 16:52:38 main:574] : INFO : Epoch 972 | loss: 0.0310819 | val_loss: 0.0311289 | Time: 2320.5 ms [2020-12-06 16:52:40 main:574] : INFO : Epoch 973 | loss: 0.0310833 | val_loss: 0.0311329 | Time: 2318.54 ms [2020-12-06 16:52:42 main:574] : INFO : Epoch 974 | loss: 0.0310815 | val_loss: 0.0311333 | Time: 2313.7 ms [2020-12-06 16:52:45 main:574] : INFO : Epoch 975 | loss: 0.0310834 | val_loss: 0.0311315 | Time: 2312.62 ms [2020-12-06 16:52:47 main:574] : INFO : Epoch 976 | loss: 0.0310843 | val_loss: 0.0311277 | Time: 2326.84 ms [2020-12-06 16:52:49 main:574] : INFO : Epoch 977 | loss: 0.0310844 | val_loss: 0.0311298 | Time: 2318.26 ms [2020-12-06 16:52:52 main:574] : INFO : Epoch 978 | loss: 0.0310813 | val_loss: 0.0311293 | Time: 2323.26 ms [2020-12-06 16:52:54 main:574] : INFO : Epoch 979 | loss: 0.0310801 | val_loss: 0.0311329 | Time: 2335.63 ms [2020-12-06 16:52:56 main:574] : INFO : Epoch 980 | loss: 0.0310802 | val_loss: 0.0311296 | Time: 2315.96 ms [2020-12-06 16:52:59 main:574] : INFO : Epoch 981 | loss: 0.0310819 | val_loss: 0.0311301 | Time: 2319.43 ms [2020-12-06 16:53:01 main:574] : INFO : Epoch 982 | loss: 0.0310801 | val_loss: 0.0311261 | Time: 2321.73 ms [2020-12-06 16:53:03 main:574] : INFO : Epoch 983 | loss: 0.0310828 | val_loss: 0.0311289 | Time: 2316.06 ms [2020-12-06 16:53:06 main:574] : INFO : Epoch 984 | loss: 0.0310942 | val_loss: 0.0311845 | Time: 2329.71 ms [2020-12-06 16:53:08 main:574] : INFO : Epoch 985 | loss: 0.0312777 | val_loss: 0.0322952 | Time: 2343.71 ms [2020-12-06 16:53:10 main:574] : INFO : Epoch 986 | loss: 0.0336119 | val_loss: 0.0326956 | Time: 2329.32 ms [2020-12-06 16:53:13 main:574] : INFO : Epoch 987 | loss: 0.0325577 | val_loss: 0.0313726 | Time: 2324.29 ms [2020-12-06 16:53:15 main:574] : INFO : Epoch 988 | loss: 0.0313582 | val_loss: 0.0312652 | Time: 2315.79 ms [2020-12-06 16:53:17 main:574] : INFO : Epoch 989 | loss: 0.031231 | val_loss: 0.0312026 | Time: 2327.93 ms [2020-12-06 16:53:20 main:574] : INFO : Epoch 990 | loss: 0.0311937 | val_loss: 0.0311811 | Time: 2329.15 ms [2020-12-06 16:53:22 main:574] : INFO : Epoch 991 | loss: 0.0311797 | val_loss: 0.031175 | Time: 2335.11 ms [2020-12-06 16:53:24 main:574] : INFO : Epoch 992 | loss: 0.0311736 | val_loss: 0.031171 | Time: 2315.36 ms [2020-12-06 16:53:27 main:574] : INFO : Epoch 993 | loss: 0.0311699 | val_loss: 0.0311693 | Time: 2315.17 ms [2020-12-06 16:53:29 main:574] : INFO : Epoch 994 | loss: 0.0311663 | val_loss: 0.0311655 | Time: 2322.71 ms [2020-12-06 16:53:31 main:574] : INFO : Epoch 995 | loss: 0.0311644 | val_loss: 0.0311678 | Time: 2312.21 ms [2020-12-06 16:53:34 main:574] : INFO : Epoch 996 | loss: 0.0311637 | val_loss: 0.0311658 | Time: 2335.59 ms [2020-12-06 16:53:36 main:574] : INFO : Epoch 997 | loss: 0.0311621 | val_loss: 0.0311646 | Time: 2319.17 ms [2020-12-06 16:53:38 main:574] : INFO : Epoch 998 | loss: 0.0311619 | val_loss: 0.0311634 | Time: 2328.05 ms [2020-12-06 16:53:41 main:574] : INFO : Epoch 999 | loss: 0.031161 | val_loss: 0.031161 | Time: 2320.58 ms [2020-12-06 16:53:43 main:574] : INFO : Epoch 1000 | loss: 0.0311577 | val_loss: 0.0311657 | Time: 2324.94 ms [2020-12-06 16:53:45 main:574] : INFO : Epoch 1001 | loss: 0.0311565 | val_loss: 0.0311586 | Time: 2320.29 ms [2020-12-06 16:53:48 main:574] : INFO : Epoch 1002 | loss: 0.0311551 | val_loss: 0.0311584 | Time: 2326.87 ms [2020-12-06 16:53:50 main:574] : INFO : Epoch 1003 | loss: 0.031155 | val_loss: 0.0311574 | Time: 2337.67 ms [2020-12-06 16:53:52 main:574] : INFO : Epoch 1004 | loss: 0.0311554 | val_loss: 0.0311594 | Time: 2333.16 ms [2020-12-06 16:53:55 main:574] : INFO : Epoch 1005 | loss: 0.0311548 | val_loss: 0.0311574 | Time: 2326.69 ms [2020-12-06 16:53:57 main:574] : INFO : Epoch 1006 | loss: 0.0311535 | val_loss: 0.0311556 | Time: 2315.48 ms [2020-12-06 16:53:59 main:574] : INFO : Epoch 1007 | loss: 0.0311543 | val_loss: 0.0311553 | Time: 2320.88 ms [2020-12-06 16:54:02 main:574] : INFO : Epoch 1008 | loss: 0.0311533 | val_loss: 0.0311563 | Time: 2308.7 ms [2020-12-06 16:54:04 main:574] : INFO : Epoch 1009 | loss: 0.031151 | val_loss: 0.0311512 | Time: 2324.33 ms [2020-12-06 16:54:06 main:574] : INFO : Epoch 1010 | loss: 0.0311497 | val_loss: 0.0311511 | Time: 2328.92 ms [2020-12-06 16:54:09 main:574] : INFO : Epoch 1011 | loss: 0.0311501 | val_loss: 0.031152 | Time: 2324.56 ms [2020-12-06 16:54:11 main:574] : INFO : Epoch 1012 | loss: 0.0311477 | val_loss: 0.0311508 | Time: 2327.52 ms [2020-12-06 16:54:13 main:574] : INFO : Epoch 1013 | loss: 0.0311467 | val_loss: 0.0311478 | Time: 2337.19 ms [2020-12-06 16:54:16 main:574] : INFO : Epoch 1014 | loss: 0.0311449 | val_loss: 0.0311483 | Time: 2330.89 ms [2020-12-06 16:54:18 main:574] : INFO : Epoch 1015 | loss: 0.0311446 | val_loss: 0.0311472 | Time: 2329.28 ms [2020-12-06 16:54:20 main:574] : INFO : Epoch 1016 | loss: 0.0311426 | val_loss: 0.0311468 | Time: 2338.9 ms [2020-12-06 16:54:23 main:574] : INFO : Epoch 1017 | loss: 0.0311408 | val_loss: 0.0311455 | Time: 2332.74 ms [2020-12-06 16:54:25 main:574] : INFO : Epoch 1018 | loss: 0.0311397 | val_loss: 0.0311462 | Time: 2317.18 ms [2020-12-06 16:54:27 main:574] : INFO : Epoch 1019 | loss: 0.0311387 | val_loss: 0.0311461 | Time: 2319.33 ms [2020-12-06 16:54:30 main:574] : INFO : Epoch 1020 | loss: 0.0311381 | val_loss: 0.0311444 | Time: 2324.22 ms [2020-12-06 16:54:32 main:574] : INFO : Epoch 1021 | loss: 0.0311376 | val_loss: 0.0311481 | Time: 2327.81 ms [2020-12-06 16:54:34 main:574] : INFO : Epoch 1022 | loss: 0.0311373 | val_loss: 0.0311472 | Time: 2332.89 ms [2020-12-06 16:54:37 main:574] : INFO : Epoch 1023 | loss: 0.0311382 | val_loss: 0.0311444 | Time: 2321.98 ms [2020-12-06 16:54:39 main:574] : INFO : Epoch 1024 | loss: 0.0311368 | val_loss: 0.0311473 | Time: 2325.73 ms [2020-12-06 16:54:39 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311473 [2020-12-06 16:54:39 main:603] : INFO : Saving end state to config to file [2020-12-06 16:54:39 main:608] : INFO : Success, exiting.. 16:54:39 (21704): called boinc_finish(0) </stderr_txt> 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©2022 MLC@Home Team
A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)