Task 3131042
| Name | EightBitModified-1605455709-4713-2_0 |
| Workunit | 1439932 |
| Created | 28 Nov 2020, 15:54:04 UTC |
| Sent | 1 Dec 2020, 14:54:36 UTC |
| Report deadline | 8 Dec 2020, 14:54:36 UTC |
| Received | 1 Dec 2020, 21:00:09 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4379 |
| Run time | 32 min 52 sec |
| CPU time | 32 min 49 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 4,498.73 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 2.33 GB |
| Peak swap size | 10.46 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> in:581] : INFO : Epoch 526 | loss: 0.000111491 | val_loss: 0.000126144 | Time: 1921.49 ms [2020-12-01 15:44:04 main:581] : INFO : Epoch 527 | loss: 0.000110409 | val_loss: 0.000126957 | Time: 1921.58 ms [2020-12-01 15:44:06 main:581] : INFO : Epoch 528 | loss: 0.000146521 | val_loss: 0.00019072 | Time: 1916.49 ms [2020-12-01 15:44:08 main:581] : INFO : Epoch 529 | loss: 0.000131325 | val_loss: 0.000138384 | Time: 1917.14 ms [2020-12-01 15:44:10 main:581] : INFO : Epoch 530 | loss: 0.00011403 | val_loss: 0.000126856 | Time: 1916.62 ms [2020-12-01 15:44:12 main:581] : INFO : Epoch 531 | loss: 0.000110389 | val_loss: 0.000125174 | Time: 1919.45 ms [2020-12-01 15:44:14 main:581] : INFO : Epoch 532 | loss: 0.000109556 | val_loss: 0.00012495 | Time: 1921.51 ms [2020-12-01 15:44:16 main:581] : INFO : Epoch 533 | loss: 0.000116385 | val_loss: 0.000136137 | Time: 1920.72 ms [2020-12-01 15:44:17 main:581] : INFO : Epoch 534 | loss: 0.000113386 | val_loss: 0.00012695 | Time: 1921.33 ms [2020-12-01 15:44:19 main:581] : INFO : Epoch 535 | loss: 0.000109977 | val_loss: 0.00012493 | Time: 1924.06 ms [2020-12-01 15:44:21 main:581] : INFO : Epoch 536 | loss: 0.000109534 | val_loss: 0.000126973 | Time: 1920.87 ms [2020-12-01 15:44:23 main:581] : INFO : Epoch 537 | loss: 0.000111324 | val_loss: 0.000127916 | Time: 1920.74 ms [2020-12-01 15:44:25 main:581] : INFO : Epoch 538 | loss: 0.000117093 | val_loss: 0.000144027 | Time: 1917.68 ms [2020-12-01 15:44:27 main:581] : INFO : Epoch 539 | loss: 0.000117254 | val_loss: 0.000129691 | Time: 1920.5 ms [2020-12-01 15:44:29 main:581] : INFO : Epoch 540 | loss: 0.000111067 | val_loss: 0.0001253 | Time: 1917.25 ms [2020-12-01 15:44:31 main:581] : INFO : Epoch 541 | loss: 0.000110296 | val_loss: 0.000125566 | Time: 1918.18 ms [2020-12-01 15:44:33 main:581] : INFO : Epoch 542 | loss: 0.000113276 | val_loss: 0.000132863 | Time: 1916.18 ms [2020-12-01 15:44:35 main:581] : INFO : Epoch 543 | loss: 0.000114972 | val_loss: 0.000126864 | Time: 1914.62 ms [2020-12-01 15:44:37 main:581] : INFO : Epoch 544 | loss: 0.000110115 | val_loss: 0.000124063 | Time: 1917.49 ms [2020-12-01 15:44:39 main:581] : INFO : Epoch 545 | loss: 0.000108872 | val_loss: 0.000126623 | Time: 1918.79 ms [2020-12-01 15:44:40 main:581] : INFO : Epoch 546 | loss: 0.000153204 | val_loss: 0.000146054 | Time: 1917.68 ms [2020-12-01 15:44:42 main:581] : INFO : Epoch 547 | loss: 0.0001277 | val_loss: 0.000133587 | Time: 1921.25 ms [2020-12-01 15:44:44 main:581] : INFO : Epoch 548 | loss: 0.000111952 | val_loss: 0.000123837 | Time: 1917.78 ms [2020-12-01 15:44:46 main:581] : INFO : Epoch 549 | loss: 0.000108913 | val_loss: 0.000123739 | Time: 1915.43 ms [2020-12-01 15:44:48 main:581] : INFO : Epoch 550 | loss: 0.000108653 | val_loss: 0.000124053 | Time: 1917.71 ms [2020-12-01 15:44:50 main:581] : INFO : Epoch 551 | loss: 0.000111814 | val_loss: 0.000124352 | Time: 1919.58 ms [2020-12-01 15:44:52 main:581] : INFO : Epoch 552 | loss: 0.000108072 | val_loss: 0.000123126 | Time: 1925.06 ms [2020-12-01 15:44:54 main:581] : INFO : Epoch 553 | loss: 0.000109201 | val_loss: 0.000129249 | Time: 1936.59 ms [2020-12-01 15:44:56 main:581] : INFO : Epoch 554 | loss: 0.000115495 | val_loss: 0.000127396 | Time: 1935.34 ms [2020-12-01 15:44:58 main:581] : INFO : Epoch 555 | loss: 0.000110549 | val_loss: 0.000123278 | Time: 1930.31 ms [2020-12-01 15:45:00 main:581] : INFO : Epoch 556 | loss: 0.000110007 | val_loss: 0.000126034 | Time: 1925.21 ms [2020-12-01 15:45:02 main:581] : INFO : Epoch 557 | loss: 0.000117073 | val_loss: 0.000132684 | Time: 1916.48 ms [2020-12-01 15:45:04 main:581] : INFO : Epoch 558 | loss: 0.000113449 | val_loss: 0.000131198 | Time: 1918.37 ms [2020-12-01 15:45:05 main:581] : INFO : Epoch 559 | loss: 0.000110924 | val_loss: 0.000127107 | Time: 1918.86 ms [2020-12-01 15:45:07 main:581] : INFO : Epoch 560 | loss: 0.000110498 | val_loss: 0.000124567 | Time: 1918.65 ms [2020-12-01 15:45:09 main:581] : INFO : Epoch 561 | loss: 0.000112641 | val_loss: 0.000136569 | Time: 1918.53 ms [2020-12-01 15:45:11 main:581] : INFO : Epoch 562 | loss: 0.000120247 | val_loss: 0.000136218 | Time: 1916.66 ms [2020-12-01 15:45:13 main:581] : INFO : Epoch 563 | loss: 0.000122604 | val_loss: 0.000152858 | Time: 1918.06 ms [2020-12-01 15:45:15 main:581] : INFO : Epoch 564 | loss: 0.000121741 | val_loss: 0.00012336 | Time: 1922.06 ms [2020-12-01 15:45:17 main:581] : INFO : Epoch 565 | loss: 0.000109276 | val_loss: 0.000122365 | Time: 1920.42 ms [2020-12-01 15:45:19 main:581] : INFO : Epoch 566 | loss: 0.000107375 | val_loss: 0.000122024 | Time: 1923.95 ms [2020-12-01 15:45:21 main:581] : INFO : Epoch 567 | loss: 0.000107154 | val_loss: 0.000122257 | Time: 1919.23 ms [2020-12-01 15:45:23 main:581] : INFO : Epoch 568 | loss: 0.000108601 | val_loss: 0.000127046 | Time: 1917.54 ms [2020-12-01 15:45:25 main:581] : INFO : Epoch 569 | loss: 0.000139475 | val_loss: 0.000217849 | Time: 1917.14 ms [2020-12-01 15:45:27 main:581] : INFO : Epoch 570 | loss: 0.000149771 | val_loss: 0.000134074 | Time: 1919.24 ms [2020-12-01 15:45:29 main:581] : INFO : Epoch 571 | loss: 0.000112482 | val_loss: 0.000124613 | Time: 1916.89 ms [2020-12-01 15:45:30 main:581] : INFO : Epoch 572 | loss: 0.000109047 | val_loss: 0.000122634 | Time: 1917.63 ms [2020-12-01 15:45:32 main:581] : INFO : Epoch 573 | loss: 0.000107746 | val_loss: 0.000121649 | Time: 1917.7 ms [2020-12-01 15:45:34 main:581] : INFO : Epoch 574 | loss: 0.000106705 | val_loss: 0.00012129 | Time: 1917.87 ms [2020-12-01 15:45:36 main:581] : INFO : Epoch 575 | loss: 0.000106466 | val_loss: 0.000121676 | Time: 1918.66 ms [2020-12-01 15:45:38 main:581] : INFO : Epoch 576 | loss: 0.000107402 | val_loss: 0.00012349 | Time: 1917.21 ms [2020-12-01 15:45:40 main:581] : INFO : Epoch 577 | loss: 0.000109212 | val_loss: 0.000132113 | Time: 1918.96 ms [2020-12-01 15:45:42 main:581] : INFO : Epoch 578 | loss: 0.000129249 | val_loss: 0.000140449 | Time: 1916.91 ms [2020-12-01 15:45:44 main:581] : INFO : Epoch 579 | loss: 0.000113335 | val_loss: 0.000123843 | Time: 1919.31 ms [2020-12-01 15:45:46 main:581] : INFO : Epoch 580 | loss: 0.000109383 | val_loss: 0.00012239 | Time: 1920.92 ms [2020-12-01 15:45:48 main:581] : INFO : Epoch 581 | loss: 0.000109156 | val_loss: 0.000124128 | Time: 1917.91 ms [2020-12-01 15:45:50 main:581] : INFO : Epoch 582 | loss: 0.000116405 | val_loss: 0.000141375 | Time: 1920.05 ms [2020-12-01 15:45:52 main:581] : INFO : Epoch 583 | loss: 0.000116013 | val_loss: 0.000127477 | Time: 1923.1 ms [2020-12-01 15:45:53 main:581] : INFO : Epoch 584 | loss: 0.000108664 | val_loss: 0.000123031 | Time: 1922.08 ms [2020-12-01 15:45:55 main:581] : INFO : Epoch 585 | loss: 0.00010963 | val_loss: 0.000127988 | Time: 1919.49 ms [2020-12-01 15:45:57 main:581] : INFO : Epoch 586 | loss: 0.000114669 | val_loss: 0.000142195 | Time: 1919.96 ms [2020-12-01 15:45:59 main:581] : INFO : Epoch 587 | loss: 0.0001275 | val_loss: 0.000134462 | Time: 1920.46 ms [2020-12-01 15:46:01 main:581] : INFO : Epoch 588 | loss: 0.000112174 | val_loss: 0.000124252 | Time: 1917.1 ms [2020-12-01 15:46:03 main:581] : INFO : Epoch 589 | loss: 0.000110709 | val_loss: 0.000133329 | Time: 1916.87 ms [2020-12-01 15:46:05 main:581] : INFO : Epoch 590 | loss: 0.000116627 | val_loss: 0.000138374 | Time: 1918.77 ms [2020-12-01 15:46:07 main:581] : INFO : Epoch 591 | loss: 0.000134009 | val_loss: 0.000175982 | Time: 1920.52 ms [2020-12-01 15:46:09 main:581] : INFO : Epoch 592 | loss: 0.000125633 | val_loss: 0.000126289 | Time: 1919.72 ms [2020-12-01 15:46:11 main:581] : INFO : Epoch 593 | loss: 0.000109355 | val_loss: 0.00012154 | Time: 1917.49 ms [2020-12-01 15:46:13 main:581] : INFO : Epoch 594 | loss: 0.000108164 | val_loss: 0.000122779 | Time: 1917.08 ms [2020-12-01 15:46:15 main:581] : INFO : Epoch 595 | loss: 0.000107508 | val_loss: 0.000120963 | Time: 1917.51 ms [2020-12-01 15:46:17 main:581] : INFO : Epoch 596 | loss: 0.000106975 | val_loss: 0.000121638 | Time: 1919.75 ms [2020-12-01 15:46:18 main:581] : INFO : Epoch 597 | loss: 0.00010812 | val_loss: 0.000127058 | Time: 1918.22 ms [2020-12-01 15:46:20 main:581] : INFO : Epoch 598 | loss: 0.000141033 | val_loss: 0.000136818 | Time: 1922.82 ms [2020-12-01 15:46:22 main:581] : INFO : Epoch 599 | loss: 0.000117965 | val_loss: 0.000125632 | Time: 1917.34 ms [2020-12-01 15:46:24 main:581] : INFO : Epoch 600 | loss: 0.00010974 | val_loss: 0.000121244 | Time: 1920.77 ms [2020-12-01 15:46:26 main:581] : INFO : Epoch 601 | loss: 0.000106691 | val_loss: 0.000123931 | Time: 1920.06 ms [2020-12-01 15:46:28 main:581] : INFO : Epoch 602 | loss: 0.000124106 | val_loss: 0.00013431 | Time: 1920.22 ms [2020-12-01 15:46:30 main:581] : INFO : Epoch 603 | loss: 0.000116614 | val_loss: 0.000128354 | Time: 1919.94 ms [2020-12-01 15:46:32 main:581] : INFO : Epoch 604 | loss: 0.000109442 | val_loss: 0.000121824 | Time: 1918.65 ms [2020-12-01 15:46:34 main:581] : INFO : Epoch 605 | loss: 0.000107461 | val_loss: 0.000121385 | Time: 1917.25 ms [2020-12-01 15:46:36 main:581] : INFO : Epoch 606 | loss: 0.000106554 | val_loss: 0.000123965 | Time: 1917.61 ms [2020-12-01 15:46:38 main:581] : INFO : Epoch 607 | loss: 0.000133614 | val_loss: 0.00013717 | Time: 1914.97 ms [2020-12-01 15:46:40 main:581] : INFO : Epoch 608 | loss: 0.000116572 | val_loss: 0.000124857 | Time: 1916.16 ms [2020-12-01 15:46:41 main:581] : INFO : Epoch 609 | loss: 0.000108532 | val_loss: 0.000124192 | Time: 1926.36 ms [2020-12-01 15:46:43 main:581] : INFO : Epoch 610 | loss: 0.000107879 | val_loss: 0.000120788 | Time: 1935.03 ms [2020-12-01 15:46:45 main:581] : INFO : Epoch 611 | loss: 0.000107145 | val_loss: 0.000124271 | Time: 1924.4 ms [2020-12-01 15:46:47 main:581] : INFO : Epoch 612 | loss: 0.000137905 | val_loss: 0.000145204 | Time: 1919.32 ms [2020-12-01 15:46:49 main:581] : INFO : Epoch 613 | loss: 0.000117814 | val_loss: 0.00013255 | Time: 1918.19 ms [2020-12-01 15:46:51 main:581] : INFO : Epoch 614 | loss: 0.00012362 | val_loss: 0.000134431 | Time: 1920.37 ms [2020-12-01 15:46:53 main:581] : INFO : Epoch 615 | loss: 0.000112262 | val_loss: 0.000124165 | Time: 1918.3 ms [2020-12-01 15:46:55 main:581] : INFO : Epoch 616 | loss: 0.000107234 | val_loss: 0.000120666 | Time: 1921.97 ms [2020-12-01 15:46:57 main:581] : INFO : Epoch 617 | loss: 0.000111603 | val_loss: 0.000133919 | Time: 1922.14 ms [2020-12-01 15:46:59 main:581] : INFO : Epoch 618 | loss: 0.000111963 | val_loss: 0.000122842 | Time: 1918.91 ms [2020-12-01 15:47:01 main:581] : INFO : Epoch 619 | loss: 0.000106889 | val_loss: 0.000123095 | Time: 1933.87 ms [2020-12-01 15:47:03 main:581] : INFO : Epoch 620 | loss: 0.000107327 | val_loss: 0.000122628 | Time: 1935.96 ms [2020-12-01 15:47:05 main:581] : INFO : Epoch 621 | loss: 0.000107224 | val_loss: 0.000131153 | Time: 1922.98 ms [2020-12-01 15:47:06 main:581] : INFO : Epoch 622 | loss: 0.000165678 | val_loss: 0.000143799 | Time: 1920.27 ms [2020-12-01 15:47:08 main:581] : INFO : Epoch 623 | loss: 0.000120239 | val_loss: 0.00012575 | Time: 1918.31 ms [2020-12-01 15:47:10 main:581] : INFO : Epoch 624 | loss: 0.00010987 | val_loss: 0.000121105 | Time: 1924.41 ms [2020-12-01 15:47:12 main:581] : INFO : Epoch 625 | loss: 0.000106097 | val_loss: 0.000121724 | Time: 1937.4 ms [2020-12-01 15:47:14 main:581] : INFO : Epoch 626 | loss: 0.000106292 | val_loss: 0.000120729 | Time: 1934.54 ms [2020-12-01 15:47:16 main:581] : INFO : Epoch 627 | loss: 0.000105918 | val_loss: 0.000121937 | Time: 1935.03 ms [2020-12-01 15:47:18 main:581] : INFO : Epoch 628 | loss: 0.00010956 | val_loss: 0.000133744 | Time: 1927.14 ms [2020-12-01 15:47:20 main:581] : INFO : Epoch 629 | loss: 0.000134458 | val_loss: 0.00013917 | Time: 1926.62 ms [2020-12-01 15:47:22 main:581] : INFO : Epoch 630 | loss: 0.000113535 | val_loss: 0.000124538 | Time: 1921.63 ms [2020-12-01 15:47:24 main:581] : INFO : Epoch 631 | loss: 0.000108146 | val_loss: 0.000120318 | Time: 1920.29 ms [2020-12-01 15:47:26 main:581] : INFO : Epoch 632 | loss: 0.000108222 | val_loss: 0.00012571 | Time: 1919.61 ms [2020-12-01 15:47:28 main:581] : INFO : Epoch 633 | loss: 0.000113541 | val_loss: 0.00012288 | Time: 1933.88 ms [2020-12-01 15:47:30 main:581] : INFO : Epoch 634 | loss: 0.000108548 | val_loss: 0.00012367 | Time: 1920.74 ms [2020-12-01 15:47:32 main:581] : INFO : Epoch 635 | loss: 0.000109489 | val_loss: 0.000123352 | Time: 1919.08 ms [2020-12-01 15:47:33 main:581] : INFO : Epoch 636 | loss: 0.000123744 | val_loss: 0.000129608 | Time: 1920.33 ms [2020-12-01 15:47:35 main:581] : INFO : Epoch 637 | loss: 0.000109443 | val_loss: 0.000124661 | Time: 1918.28 ms [2020-12-01 15:47:37 main:581] : INFO : Epoch 638 | loss: 0.000128629 | val_loss: 0.000146355 | Time: 1918.44 ms [2020-12-01 15:47:39 main:581] : INFO : Epoch 639 | loss: 0.00011668 | val_loss: 0.000125616 | Time: 1924.92 ms [2020-12-01 15:47:41 main:581] : INFO : Epoch 640 | loss: 0.000109177 | val_loss: 0.000121454 | Time: 1924.31 ms [2020-12-01 15:47:43 main:581] : INFO : Epoch 641 | loss: 0.000106315 | val_loss: 0.000119989 | Time: 1921.16 ms [2020-12-01 15:47:45 main:581] : INFO : Epoch 642 | loss: 0.000120967 | val_loss: 0.00017648 | Time: 1925.9 ms [2020-12-01 15:47:47 main:581] : INFO : Epoch 643 | loss: 0.000136413 | val_loss: 0.000132134 | Time: 1926.4 ms [2020-12-01 15:47:49 main:581] : INFO : Epoch 644 | loss: 0.000109911 | val_loss: 0.000122777 | Time: 1920.28 ms [2020-12-01 15:47:51 main:581] : INFO : Epoch 645 | loss: 0.000107858 | val_loss: 0.000124401 | Time: 1923.36 ms [2020-12-01 15:47:53 main:581] : INFO : Epoch 646 | loss: 0.000109345 | val_loss: 0.000123159 | Time: 1923.99 ms [2020-12-01 15:47:55 main:581] : INFO : Epoch 647 | loss: 0.000107628 | val_loss: 0.000127855 | Time: 1920.17 ms [2020-12-01 15:47:56 main:581] : INFO : Epoch 648 | loss: 0.000120206 | val_loss: 0.000129673 | Time: 1922.49 ms [2020-12-01 15:47:58 main:581] : INFO : Epoch 649 | loss: 0.000108158 | val_loss: 0.000121297 | Time: 1925.81 ms [2020-12-01 15:48:00 main:581] : INFO : Epoch 650 | loss: 0.000107624 | val_loss: 0.000128843 | Time: 1925.57 ms [2020-12-01 15:48:02 main:581] : INFO : Epoch 651 | loss: 0.000126563 | val_loss: 0.000136011 | Time: 1931.4 ms [2020-12-01 15:48:04 main:581] : INFO : Epoch 652 | loss: 0.000126589 | val_loss: 0.000129984 | Time: 1928.63 ms [2020-12-01 15:48:06 main:581] : INFO : Epoch 653 | loss: 0.000111399 | val_loss: 0.000124301 | Time: 1918.67 ms [2020-12-01 15:48:08 main:581] : INFO : Epoch 654 | loss: 0.000111609 | val_loss: 0.000133964 | Time: 1918.12 ms [2020-12-01 15:48:10 main:581] : INFO : Epoch 655 | loss: 0.000115279 | val_loss: 0.000127663 | Time: 1918.92 ms [2020-12-01 15:48:12 main:581] : INFO : Epoch 656 | loss: 0.000108244 | val_loss: 0.000120863 | Time: 1919.25 ms [2020-12-01 15:48:14 main:581] : INFO : Epoch 657 | loss: 0.000107041 | val_loss: 0.000120285 | Time: 1919.61 ms [2020-12-01 15:48:16 main:581] : INFO : Epoch 658 | loss: 0.000106243 | val_loss: 0.000125965 | Time: 1920.92 ms [2020-12-01 15:48:18 main:581] : INFO : Epoch 659 | loss: 0.000134291 | val_loss: 0.000141534 | Time: 1920.63 ms [2020-12-01 15:48:20 main:581] : INFO : Epoch 660 | loss: 0.000124055 | val_loss: 0.00012373 | Time: 1920.75 ms [2020-12-01 15:48:21 main:581] : INFO : Epoch 661 | loss: 0.000109081 | val_loss: 0.000121073 | Time: 1923.76 ms [2020-12-01 15:48:23 main:581] : INFO : Epoch 662 | loss: 0.000107888 | val_loss: 0.000121462 | Time: 1925.33 ms [2020-12-01 15:48:25 main:581] : INFO : Epoch 663 | loss: 0.000105949 | val_loss: 0.000121891 | Time: 1922.25 ms [2020-12-01 15:48:27 main:581] : INFO : Epoch 664 | loss: 0.000122953 | val_loss: 0.000199315 | Time: 1919.18 ms [2020-12-01 15:48:29 main:581] : INFO : Epoch 665 | loss: 0.00013839 | val_loss: 0.000133512 | Time: 1918.89 ms [2020-12-01 15:48:31 main:581] : INFO : Epoch 666 | loss: 0.000113574 | val_loss: 0.000135669 | Time: 1921.53 ms [2020-12-01 15:48:33 main:581] : INFO : Epoch 667 | loss: 0.000117344 | val_loss: 0.000122459 | Time: 1924.34 ms [2020-12-01 15:48:35 main:581] : INFO : Epoch 668 | loss: 0.000107086 | val_loss: 0.000121412 | Time: 1917.68 ms [2020-12-01 15:48:37 main:581] : INFO : Epoch 669 | loss: 0.000105932 | val_loss: 0.00011963 | Time: 1915.72 ms [2020-12-01 15:48:39 main:581] : INFO : Epoch 670 | loss: 0.000106545 | val_loss: 0.000123057 | Time: 1916.4 ms [2020-12-01 15:48:41 main:581] : INFO : Epoch 671 | loss: 0.000131815 | val_loss: 0.00020038 | Time: 1915.7 ms [2020-12-01 15:48:43 main:581] : INFO : Epoch 672 | loss: 0.00013392 | val_loss: 0.000127752 | Time: 1921.08 ms [2020-12-01 15:48:45 main:581] : INFO : Epoch 673 | loss: 0.000109937 | val_loss: 0.000121429 | Time: 1930.21 ms [2020-12-01 15:48:46 main:581] : INFO : Epoch 674 | loss: 0.000106128 | val_loss: 0.000120004 | Time: 1937.95 ms [2020-12-01 15:48:48 main:581] : INFO : Epoch 675 | loss: 0.000105468 | val_loss: 0.000124764 | Time: 1936.1 ms [2020-12-01 15:48:50 main:581] : INFO : Epoch 676 | loss: 0.000114048 | val_loss: 0.000120434 | Time: 1937.84 ms [2020-12-01 15:48:52 main:581] : INFO : Epoch 677 | loss: 0.000106368 | val_loss: 0.000121015 | Time: 1927.68 ms [2020-12-01 15:48:54 main:581] : INFO : Epoch 678 | loss: 0.000107636 | val_loss: 0.000126508 | Time: 1921.41 ms [2020-12-01 15:48:56 main:581] : INFO : Epoch 679 | loss: 0.000118692 | val_loss: 0.000165017 | Time: 1934.3 ms [2020-12-01 15:48:58 main:581] : INFO : Epoch 680 | loss: 0.000160243 | val_loss: 0.000148724 | Time: 1936.62 ms [2020-12-01 15:49:00 main:581] : INFO : Epoch 681 | loss: 0.000116724 | val_loss: 0.000125813 | Time: 1936.15 ms [2020-12-01 15:49:02 main:581] : INFO : Epoch 682 | loss: 0.000109313 | val_loss: 0.000122183 | Time: 1937.96 ms [2020-12-01 15:49:04 main:581] : INFO : Epoch 683 | loss: 0.000107801 | val_loss: 0.000121273 | Time: 1935.92 ms [2020-12-01 15:49:06 main:581] : INFO : Epoch 684 | loss: 0.000110293 | val_loss: 0.00012502 | Time: 1938.09 ms [2020-12-01 15:49:08 main:581] : INFO : Epoch 685 | loss: 0.000108126 | val_loss: 0.000120777 | Time: 1928.07 ms [2020-12-01 15:49:10 main:581] : INFO : Epoch 686 | loss: 0.000107612 | val_loss: 0.000124064 | Time: 1921.09 ms [2020-12-01 15:49:12 main:581] : INFO : Epoch 687 | loss: 0.000130623 | val_loss: 0.000134238 | Time: 1936.96 ms [2020-12-01 15:49:14 main:581] : INFO : Epoch 688 | loss: 0.000117073 | val_loss: 0.000129984 | Time: 1935.06 ms [2020-12-01 15:49:15 main:581] : INFO : Epoch 689 | loss: 0.000111686 | val_loss: 0.000124318 | Time: 1922.31 ms [2020-12-01 15:49:17 main:581] : INFO : Epoch 690 | loss: 0.000107342 | val_loss: 0.000123472 | Time: 1917.97 ms [2020-12-01 15:49:19 main:581] : INFO : Epoch 691 | loss: 0.000123261 | val_loss: 0.000132279 | Time: 1917.99 ms [2020-12-01 15:49:21 main:581] : INFO : Epoch 692 | loss: 0.000119061 | val_loss: 0.000129447 | Time: 1919.1 ms [2020-12-01 15:49:23 main:581] : INFO : Epoch 693 | loss: 0.000108857 | val_loss: 0.000122649 | Time: 1920.54 ms [2020-12-01 15:49:25 main:581] : INFO : Epoch 694 | loss: 0.000106416 | val_loss: 0.000121674 | Time: 1921.95 ms [2020-12-01 15:49:27 main:581] : INFO : Epoch 695 | loss: 0.000129987 | val_loss: 0.000132924 | Time: 1920.99 ms [2020-12-01 15:49:29 main:581] : INFO : Epoch 696 | loss: 0.000121935 | val_loss: 0.000130778 | Time: 1918.6 ms [2020-12-01 15:49:31 main:581] : INFO : Epoch 697 | loss: 0.000110522 | val_loss: 0.000125205 | Time: 1918.04 ms [2020-12-01 15:49:33 main:581] : INFO : Epoch 698 | loss: 0.000107417 | val_loss: 0.000120019 | Time: 1917.04 ms [2020-12-01 15:49:35 main:581] : INFO : Epoch 699 | loss: 0.000108199 | val_loss: 0.000130043 | Time: 1918.17 ms [2020-12-01 15:49:37 main:581] : INFO : Epoch 700 | loss: 0.000125108 | val_loss: 0.000137351 | Time: 1922.21 ms [2020-12-01 15:49:39 main:581] : INFO : Epoch 701 | loss: 0.000123579 | val_loss: 0.000127525 | Time: 1930.03 ms [2020-12-01 15:49:40 main:581] : INFO : Epoch 702 | loss: 0.000110496 | val_loss: 0.000123204 | Time: 1931.66 ms [2020-12-01 15:49:42 main:581] : INFO : Epoch 703 | loss: 0.000108532 | val_loss: 0.000124726 | Time: 1931.19 ms [2020-12-01 15:49:44 main:581] : INFO : Epoch 704 | loss: 0.000119118 | val_loss: 0.00013522 | Time: 1932.61 ms [2020-12-01 15:49:46 main:581] : INFO : Epoch 705 | loss: 0.0001244 | val_loss: 0.000149218 | Time: 1922.8 ms [2020-12-01 15:49:48 main:581] : INFO : Epoch 706 | loss: 0.000116012 | val_loss: 0.000122667 | Time: 1921.92 ms [2020-12-01 15:49:50 main:581] : INFO : Epoch 707 | loss: 0.000105728 | val_loss: 0.000119454 | Time: 1923.42 ms [2020-12-01 15:49:52 main:581] : INFO : Epoch 708 | loss: 0.000105337 | val_loss: 0.000122421 | Time: 1920.11 ms [2020-12-01 15:49:54 main:581] : INFO : Epoch 709 | loss: 0.000132718 | val_loss: 0.000163101 | Time: 1917.23 ms [2020-12-01 15:49:56 main:581] : INFO : Epoch 710 | loss: 0.000125974 | val_loss: 0.000128982 | Time: 1917.79 ms [2020-12-01 15:49:58 main:581] : INFO : Epoch 711 | loss: 0.000112016 | val_loss: 0.000125592 | Time: 1920.68 ms [2020-12-01 15:50:00 main:581] : INFO : Epoch 712 | loss: 0.000108811 | val_loss: 0.000122284 | Time: 1919.92 ms [2020-12-01 15:50:02 main:581] : INFO : Epoch 713 | loss: 0.000113211 | val_loss: 0.000125729 | Time: 1919.16 ms [2020-12-01 15:50:04 main:581] : INFO : Epoch 714 | loss: 0.000114961 | val_loss: 0.000161322 | Time: 1918.02 ms [2020-12-01 15:50:05 main:581] : INFO : Epoch 715 | loss: 0.000151692 | val_loss: 0.000133967 | Time: 1928.68 ms [2020-12-01 15:50:07 main:581] : INFO : Epoch 716 | loss: 0.000115147 | val_loss: 0.000123411 | Time: 1935.21 ms [2020-12-01 15:50:09 main:581] : INFO : Epoch 717 | loss: 0.000107503 | val_loss: 0.000122175 | Time: 1919.54 ms [2020-12-01 15:50:11 main:581] : INFO : Epoch 718 | loss: 0.000107137 | val_loss: 0.000121315 | Time: 1933.12 ms [2020-12-01 15:50:13 main:581] : INFO : Epoch 719 | loss: 0.00010612 | val_loss: 0.000124093 | Time: 1933.78 ms [2020-12-01 15:50:15 main:581] : INFO : Epoch 720 | loss: 0.000128311 | val_loss: 0.000194448 | Time: 1934.65 ms [2020-12-01 15:50:17 main:581] : INFO : Epoch 721 | loss: 0.000130524 | val_loss: 0.000136435 | Time: 1919.58 ms [2020-12-01 15:50:19 main:581] : INFO : Epoch 722 | loss: 0.000125674 | val_loss: 0.000126798 | Time: 1919.59 ms [2020-12-01 15:50:21 main:581] : INFO : Epoch 723 | loss: 0.000110799 | val_loss: 0.000123786 | Time: 1925.63 ms [2020-12-01 15:50:23 main:581] : INFO : Epoch 724 | loss: 0.000107934 | val_loss: 0.000121409 | Time: 1919.03 ms [2020-12-01 15:50:25 main:581] : INFO : Epoch 725 | loss: 0.000106597 | val_loss: 0.000119781 | Time: 1925.8 ms [2020-12-01 15:50:27 main:581] : INFO : Epoch 726 | loss: 0.000108868 | val_loss: 0.000127352 | Time: 1927.15 ms [2020-12-01 15:50:29 main:581] : INFO : Epoch 727 | loss: 0.000122319 | val_loss: 0.000128949 | Time: 1935.34 ms [2020-12-01 15:50:30 main:581] : INFO : Epoch 728 | loss: 0.000121344 | val_loss: 0.000137655 | Time: 1923.45 ms [2020-12-01 15:50:32 main:581] : INFO : Epoch 729 | loss: 0.00011265 | val_loss: 0.000121832 | Time: 1927.13 ms [2020-12-01 15:50:34 main:581] : INFO : Epoch 730 | loss: 0.00010998 | val_loss: 0.000133141 | Time: 1925.74 ms [2020-12-01 15:50:36 main:581] : INFO : Epoch 731 | loss: 0.000125 | val_loss: 0.000132982 | Time: 1921.88 ms [2020-12-01 15:50:38 main:581] : INFO : Epoch 732 | loss: 0.000110342 | val_loss: 0.000122716 | Time: 1920.39 ms [2020-12-01 15:50:40 main:581] : INFO : Epoch 733 | loss: 0.000113699 | val_loss: 0.000132783 | Time: 1923.48 ms [2020-12-01 15:50:42 main:581] : INFO : Epoch 734 | loss: 0.000114136 | val_loss: 0.000127005 | Time: 1922.91 ms [2020-12-01 15:50:44 main:581] : INFO : Epoch 735 | loss: 0.000113174 | val_loss: 0.000121323 | Time: 1926.53 ms [2020-12-01 15:50:46 main:581] : INFO : Epoch 736 | loss: 0.000110623 | val_loss: 0.000132785 | Time: 1931.49 ms [2020-12-01 15:50:48 main:581] : INFO : Epoch 737 | loss: 0.00014153 | val_loss: 0.000149038 | Time: 1931.19 ms [2020-12-01 15:50:50 main:581] : INFO : Epoch 738 | loss: 0.000129063 | val_loss: 0.000130406 | Time: 1935.38 ms [2020-12-01 15:50:52 main:581] : INFO : Epoch 739 | loss: 0.000110726 | val_loss: 0.000123671 | Time: 1939.88 ms [2020-12-01 15:50:54 main:581] : INFO : Epoch 740 | loss: 0.000106087 | val_loss: 0.000120257 | Time: 1918.81 ms [2020-12-01 15:50:56 main:581] : INFO : Epoch 741 | loss: 0.000106309 | val_loss: 0.000123569 | Time: 1920.19 ms [2020-12-01 15:50:57 main:581] : INFO : Epoch 742 | loss: 0.00011161 | val_loss: 0.000129179 | Time: 1919 ms [2020-12-01 15:50:59 main:581] : INFO : Epoch 743 | loss: 0.0001246 | val_loss: 0.00012861 | Time: 1916.86 ms [2020-12-01 15:51:01 main:581] : INFO : Epoch 744 | loss: 0.000115483 | val_loss: 0.000132868 | Time: 1917.31 ms [2020-12-01 15:51:03 main:581] : INFO : Epoch 745 | loss: 0.000112902 | val_loss: 0.00012444 | Time: 1921.74 ms [2020-12-01 15:51:05 main:581] : INFO : Epoch 746 | loss: 0.000111172 | val_loss: 0.000152795 | Time: 1915.95 ms [2020-12-01 15:51:07 main:581] : INFO : Epoch 747 | loss: 0.000154463 | val_loss: 0.000143296 | Time: 1919.99 ms [2020-12-01 15:51:09 main:581] : INFO : Epoch 748 | loss: 0.000122803 | val_loss: 0.000146156 | Time: 1920.62 ms [2020-12-01 15:51:11 main:581] : INFO : Epoch 749 | loss: 0.000114054 | val_loss: 0.000124156 | Time: 1923.28 ms [2020-12-01 15:51:13 main:581] : INFO : Epoch 750 | loss: 0.000108367 | val_loss: 0.00012173 | Time: 1915.93 ms [2020-12-01 15:51:15 main:581] : INFO : Epoch 751 | loss: 0.000111934 | val_loss: 0.000128455 | Time: 1919.88 ms [2020-12-01 15:51:17 main:581] : INFO : Epoch 752 | loss: 0.000108592 | val_loss: 0.000122533 | Time: 1917.36 ms [2020-12-01 15:51:19 main:581] : INFO : Epoch 753 | loss: 0.000109085 | val_loss: 0.000128218 | Time: 1921.05 ms [2020-12-01 15:51:20 main:581] : INFO : Epoch 754 | loss: 0.000121206 | val_loss: 0.000140065 | Time: 1926.7 ms [2020-12-01 15:51:22 main:581] : INFO : Epoch 755 | loss: 0.000120467 | val_loss: 0.000128641 | Time: 1918.92 ms [2020-12-01 15:51:24 main:581] : INFO : Epoch 756 | loss: 0.000110239 | val_loss: 0.00012824 | Time: 1923.12 ms [2020-12-01 15:51:26 main:581] : INFO : Epoch 757 | loss: 0.000119496 | val_loss: 0.000146128 | Time: 1918.83 ms [2020-12-01 15:51:28 main:581] : INFO : Epoch 758 | loss: 0.000125404 | val_loss: 0.000128276 | Time: 1919.22 ms [2020-12-01 15:51:30 main:581] : INFO : Epoch 759 | loss: 0.000111898 | val_loss: 0.000127538 | Time: 1922.09 ms [2020-12-01 15:51:32 main:581] : INFO : Epoch 760 | loss: 0.000109862 | val_loss: 0.000124955 | Time: 1932.49 ms [2020-12-01 15:51:34 main:581] : INFO : Epoch 761 | loss: 0.000121565 | val_loss: 0.000127601 | Time: 1923.13 ms [2020-12-01 15:51:36 main:581] : INFO : Epoch 762 | loss: 0.000111871 | val_loss: 0.000127559 | Time: 1930.18 ms [2020-12-01 15:51:38 main:581] : INFO : Epoch 763 | loss: 0.000110509 | val_loss: 0.0001253 | Time: 1930.89 ms [2020-12-01 15:51:40 main:581] : INFO : Epoch 764 | loss: 0.000117665 | val_loss: 0.000137283 | Time: 2016.48 ms [2020-12-01 15:51:42 main:581] : INFO : Epoch 765 | loss: 0.000114841 | val_loss: 0.000127652 | Time: 1951.19 ms [2020-12-01 15:51:44 main:581] : INFO : Epoch 766 | loss: 0.000122407 | val_loss: 0.000161517 | Time: 1920.63 ms [2020-12-01 15:51:46 main:581] : INFO : Epoch 767 | loss: 0.000129012 | val_loss: 0.00013818 | Time: 1923.26 ms [2020-12-01 15:51:48 main:581] : INFO : Epoch 768 | loss: 0.000116409 | val_loss: 0.000123122 | Time: 1918.6 ms [2020-12-01 15:51:49 main:581] : INFO : Epoch 769 | loss: 0.000108598 | val_loss: 0.000123766 | Time: 1919.99 ms [2020-12-01 15:51:51 main:581] : INFO : Epoch 770 | loss: 0.000109608 | val_loss: 0.000122518 | Time: 1920.26 ms [2020-12-01 15:51:53 main:581] : INFO : Epoch 771 | loss: 0.000109889 | val_loss: 0.000132387 | Time: 1918.9 ms [2020-12-01 15:51:55 main:581] : INFO : Epoch 772 | loss: 0.000134255 | val_loss: 0.000136992 | Time: 1918.92 ms [2020-12-01 15:51:57 main:581] : INFO : Epoch 773 | loss: 0.000116888 | val_loss: 0.000129955 | Time: 1917.1 ms [2020-12-01 15:51:59 main:581] : INFO : Epoch 774 | loss: 0.000115622 | val_loss: 0.000129439 | Time: 1928.73 ms [2020-12-01 15:52:01 main:581] : INFO : Epoch 775 | loss: 0.000111827 | val_loss: 0.000138397 | Time: 1940.72 ms [2020-12-01 15:52:03 main:581] : INFO : Epoch 776 | loss: 0.000162579 | val_loss: 0.000163533 | Time: 1936.3 ms [2020-12-01 15:52:05 main:581] : INFO : Epoch 777 | loss: 0.000130607 | val_loss: 0.000183195 | Time: 1935.96 ms [2020-12-01 15:52:07 main:581] : INFO : Epoch 778 | loss: 0.000144115 | val_loss: 0.000131096 | Time: 1930.46 ms [2020-12-01 15:52:09 main:581] : INFO : Epoch 779 | loss: 0.000110432 | val_loss: 0.0001212 | Time: 1917.9 ms [2020-12-01 15:52:11 main:581] : INFO : Epoch 780 | loss: 0.00010922 | val_loss: 0.000123138 | Time: 1927.27 ms [2020-12-01 15:52:13 main:581] : INFO : Epoch 781 | loss: 0.000106009 | val_loss: 0.00012085 | Time: 1921.13 ms [2020-12-01 15:52:15 main:581] : INFO : Epoch 782 | loss: 0.000104754 | val_loss: 0.000120092 | Time: 1922.52 ms [2020-12-01 15:52:16 main:581] : INFO : Epoch 783 | loss: 0.000117328 | val_loss: 0.000136618 | Time: 1935.49 ms [2020-12-01 15:52:18 main:581] : INFO : Epoch 784 | loss: 0.000114832 | val_loss: 0.000121918 | Time: 1921.68 ms [2020-12-01 15:52:20 main:581] : INFO : Epoch 785 | loss: 0.000109204 | val_loss: 0.000122939 | Time: 1922.03 ms [2020-12-01 15:52:22 main:581] : INFO : Epoch 786 | loss: 0.000108308 | val_loss: 0.000121597 | Time: 1927.47 ms [2020-12-01 15:52:24 main:581] : INFO : Epoch 787 | loss: 0.000114873 | val_loss: 0.000159216 | Time: 1916.7 ms [2020-12-01 15:52:26 main:581] : INFO : Epoch 788 | loss: 0.00012341 | val_loss: 0.000123624 | Time: 1916.19 ms [2020-12-01 15:52:28 main:581] : INFO : Epoch 789 | loss: 0.000108052 | val_loss: 0.000120348 | Time: 1921.04 ms [2020-12-01 15:52:30 main:581] : INFO : Epoch 790 | loss: 0.00010825 | val_loss: 0.000125277 | Time: 1918.35 ms [2020-12-01 15:52:32 main:581] : INFO : Epoch 791 | loss: 0.00010758 | val_loss: 0.000123433 | Time: 1922.37 ms [2020-12-01 15:52:34 main:581] : INFO : Epoch 792 | loss: 0.000118232 | val_loss: 0.000132503 | Time: 1926.36 ms [2020-12-01 15:52:36 main:581] : INFO : Epoch 793 | loss: 0.000117892 | val_loss: 0.000123466 | Time: 1922.8 ms [2020-12-01 15:52:38 main:581] : INFO : Epoch 794 | loss: 0.000108783 | val_loss: 0.000126377 | Time: 1919.63 ms [2020-12-01 15:52:39 main:581] : INFO : Epoch 795 | loss: 0.000122095 | val_loss: 0.000139787 | Time: 1919.89 ms [2020-12-01 15:52:41 main:581] : INFO : Epoch 796 | loss: 0.000135152 | val_loss: 0.000135829 | Time: 1920.62 ms [2020-12-01 15:52:43 main:581] : INFO : Epoch 797 | loss: 0.000112009 | val_loss: 0.000122593 | Time: 1922.18 ms [2020-12-01 15:52:45 main:581] : INFO : Epoch 798 | loss: 0.000107004 | val_loss: 0.000119226 | Time: 1922.53 ms [2020-12-01 15:52:47 main:581] : INFO : Epoch 799 | loss: 0.000107493 | val_loss: 0.000121727 | Time: 1921.82 ms [2020-12-01 15:52:49 main:581] : INFO : Epoch 800 | loss: 0.000108656 | val_loss: 0.000124372 | Time: 1921.19 ms [2020-12-01 15:52:51 main:581] : INFO : Epoch 801 | loss: 0.000131689 | val_loss: 0.000182764 | Time: 1917.46 ms [2020-12-01 15:52:53 main:581] : INFO : Epoch 802 | loss: 0.000132585 | val_loss: 0.000132168 | Time: 1915.87 ms [2020-12-01 15:52:55 main:581] : INFO : Epoch 803 | loss: 0.000118085 | val_loss: 0.000132566 | Time: 1919.69 ms [2020-12-01 15:52:57 main:581] : INFO : Epoch 804 | loss: 0.00011649 | val_loss: 0.000123978 | Time: 1920.84 ms [2020-12-01 15:52:59 main:581] : INFO : Epoch 805 | loss: 0.000108274 | val_loss: 0.000123909 | Time: 1923.55 ms [2020-12-01 15:53:01 main:581] : INFO : Epoch 806 | loss: 0.000126676 | val_loss: 0.000134644 | Time: 1921.47 ms [2020-12-01 15:53:03 main:581] : INFO : Epoch 807 | loss: 0.00011629 | val_loss: 0.000125702 | Time: 1921.14 ms [2020-12-01 15:53:04 main:581] : INFO : Epoch 808 | loss: 0.000108203 | val_loss: 0.000119368 | Time: 1938.99 ms [2020-12-01 15:53:06 main:581] : INFO : Epoch 809 | loss: 0.000105402 | val_loss: 0.000120721 | Time: 1935.38 ms [2020-12-01 15:53:08 main:581] : INFO : Epoch 810 | loss: 0.00010827 | val_loss: 0.000125771 | Time: 1936.35 ms [2020-12-01 15:53:10 main:581] : INFO : Epoch 811 | loss: 0.000121752 | val_loss: 0.000148865 | Time: 1922.64 ms [2020-12-01 15:53:12 main:581] : INFO : Epoch 812 | loss: 0.000121232 | val_loss: 0.000128511 | Time: 1928.66 ms [2020-12-01 15:53:14 main:581] : INFO : Epoch 813 | loss: 0.000110553 | val_loss: 0.000123024 | Time: 1932.22 ms [2020-12-01 15:53:16 main:581] : INFO : Epoch 814 | loss: 0.000110987 | val_loss: 0.000135485 | Time: 1935.21 ms [2020-12-01 15:53:18 main:581] : INFO : Epoch 815 | loss: 0.000126088 | val_loss: 0.000131068 | Time: 1919.51 ms [2020-12-01 15:53:20 main:581] : INFO : Epoch 816 | loss: 0.000114022 | val_loss: 0.000129119 | Time: 1924.37 ms [2020-12-01 15:53:22 main:581] : INFO : Epoch 817 | loss: 0.000126831 | val_loss: 0.000132658 | Time: 1931.53 ms [2020-12-01 15:53:24 main:581] : INFO : Epoch 818 | loss: 0.00011663 | val_loss: 0.000126719 | Time: 1925.9 ms [2020-12-01 15:53:26 main:581] : INFO : Epoch 819 | loss: 0.00010838 | val_loss: 0.000122066 | Time: 1919.47 ms [2020-12-01 15:53:28 main:581] : INFO : Epoch 820 | loss: 0.000115922 | val_loss: 0.000153736 | Time: 1919.71 ms [2020-12-01 15:53:30 main:581] : INFO : Epoch 821 | loss: 0.000124788 | val_loss: 0.000130313 | Time: 1917.34 ms [2020-12-01 15:53:31 main:581] : INFO : Epoch 822 | loss: 0.000112736 | val_loss: 0.000127864 | Time: 1918.46 ms [2020-12-01 15:53:33 main:581] : INFO : Epoch 823 | loss: 0.000110878 | val_loss: 0.000125018 | Time: 1918.44 ms [2020-12-01 15:53:35 main:581] : INFO : Epoch 824 | loss: 0.000108661 | val_loss: 0.000130283 | Time: 1919.41 ms [2020-12-01 15:53:37 main:581] : INFO : Epoch 825 | loss: 0.00011991 | val_loss: 0.000138298 | Time: 1919.87 ms [2020-12-01 15:53:39 main:581] : INFO : Epoch 826 | loss: 0.000122582 | val_loss: 0.000132855 | Time: 1917.43 ms [2020-12-01 15:53:41 main:581] : INFO : Epoch 827 | loss: 0.000115158 | val_loss: 0.000127223 | Time: 1917.87 ms [2020-12-01 15:53:43 main:581] : INFO : Epoch 828 | loss: 0.00011689 | val_loss: 0.000124536 | Time: 1920.56 ms [2020-12-01 15:53:45 main:581] : INFO : Epoch 829 | loss: 0.000116653 | val_loss: 0.000135429 | Time: 1916.81 ms [2020-12-01 15:53:47 main:581] : INFO : Epoch 830 | loss: 0.000115007 | val_loss: 0.000121106 | Time: 1924.48 ms [2020-12-01 15:53:49 main:581] : INFO : Epoch 831 | loss: 0.000108193 | val_loss: 0.000122615 | Time: 1918.07 ms [2020-12-01 15:53:51 main:581] : INFO : Epoch 832 | loss: 0.000110545 | val_loss: 0.000137096 | Time: 1919.07 ms [2020-12-01 15:53:53 main:581] : INFO : Epoch 833 | loss: 0.000124286 | val_loss: 0.000134341 | Time: 1925.74 ms [2020-12-01 15:53:54 main:581] : INFO : Epoch 834 | loss: 0.00012455 | val_loss: 0.000131386 | Time: 1921.63 ms [2020-12-01 15:53:56 main:581] : INFO : Epoch 835 | loss: 0.000114245 | val_loss: 0.000128037 | Time: 1935.35 ms [2020-12-01 15:53:58 main:581] : INFO : Epoch 836 | loss: 0.000114519 | val_loss: 0.000125133 | Time: 1935.6 ms [2020-12-01 15:54:00 main:581] : INFO : Epoch 837 | loss: 0.000107944 | val_loss: 0.000127014 | Time: 1936.09 ms [2020-12-01 15:54:02 main:581] : INFO : Epoch 838 | loss: 0.000123725 | val_loss: 0.000135942 | Time: 1930.74 ms [2020-12-01 15:54:04 main:581] : INFO : Epoch 839 | loss: 0.000125152 | val_loss: 0.000129004 | Time: 1918.52 ms [2020-12-01 15:54:06 main:581] : INFO : Epoch 840 | loss: 0.000111783 | val_loss: 0.000120992 | Time: 1921.99 ms [2020-12-01 15:54:08 main:581] : INFO : Epoch 841 | loss: 0.000107398 | val_loss: 0.00012493 | Time: 1925.49 ms [2020-12-01 15:54:10 main:581] : INFO : Epoch 842 | loss: 0.0001251 | val_loss: 0.000126045 | Time: 1922.32 ms [2020-12-01 15:54:12 main:581] : INFO : Epoch 843 | loss: 0.000112438 | val_loss: 0.000128105 | Time: 1921.94 ms [2020-12-01 15:54:14 main:581] : INFO : Epoch 844 | loss: 0.000115011 | val_loss: 0.000126409 | Time: 1919.84 ms [2020-12-01 15:54:16 main:581] : INFO : Epoch 845 | loss: 0.00011265 | val_loss: 0.000127248 | Time: 1918.87 ms [2020-12-01 15:54:18 main:581] : INFO : Epoch 846 | loss: 0.00011203 | val_loss: 0.000127667 | Time: 1924.71 ms [2020-12-01 15:54:20 main:581] : INFO : Epoch 847 | loss: 0.000121034 | val_loss: 0.000132495 | Time: 1936.04 ms [2020-12-01 15:54:21 main:581] : INFO : Epoch 848 | loss: 0.00012722 | val_loss: 0.000133769 | Time: 1939.79 ms [2020-12-01 15:54:23 main:581] : INFO : Epoch 849 | loss: 0.000113143 | val_loss: 0.000125266 | Time: 1935.54 ms [2020-12-01 15:54:25 main:581] : INFO : Epoch 850 | loss: 0.000110776 | val_loss: 0.000126814 | Time: 1924.63 ms [2020-12-01 15:54:27 main:581] : INFO : Epoch 851 | loss: 0.000111253 | val_loss: 0.00013745 | Time: 1918.14 ms [2020-12-01 15:54:29 main:581] : INFO : Epoch 852 | loss: 0.000118377 | val_loss: 0.000137247 | Time: 1936.37 ms [2020-12-01 15:54:31 main:581] : INFO : Epoch 853 | loss: 0.000121308 | val_loss: 0.000136591 | Time: 1923.49 ms [2020-12-01 15:54:33 main:581] : INFO : Epoch 854 | loss: 0.000112706 | val_loss: 0.000126815 | Time: 1930.71 ms [2020-12-01 15:54:35 main:581] : INFO : Epoch 855 | loss: 0.000112044 | val_loss: 0.00012703 | Time: 1939.54 ms [2020-12-01 15:54:37 main:581] : INFO : Epoch 856 | loss: 0.000113076 | val_loss: 0.000129714 | Time: 1935.44 ms [2020-12-01 15:54:39 main:581] : INFO : Epoch 857 | loss: 0.000121116 | val_loss: 0.000171485 | Time: 1936.43 ms [2020-12-01 15:54:41 main:581] : INFO : Epoch 858 | loss: 0.000144616 | val_loss: 0.000144445 | Time: 1931.68 ms [2020-12-01 15:54:43 main:581] : INFO : Epoch 859 | loss: 0.000122077 | val_loss: 0.00012549 | Time: 1924.4 ms [2020-12-01 15:54:45 main:581] : INFO : Epoch 860 | loss: 0.000108568 | val_loss: 0.000122181 | Time: 1916.16 ms [2020-12-01 15:54:47 main:581] : INFO : Epoch 861 | loss: 0.000105322 | val_loss: 0.000119515 | Time: 1922.69 ms [2020-12-01 15:54:48 main:581] : INFO : Epoch 862 | loss: 0.000109139 | val_loss: 0.000140624 | Time: 1919.57 ms [2020-12-01 15:54:50 main:581] : INFO : Epoch 863 | loss: 0.000135723 | val_loss: 0.000132223 | Time: 1919.16 ms [2020-12-01 15:54:52 main:581] : INFO : Epoch 864 | loss: 0.0001138 | val_loss: 0.000127279 | Time: 1914.57 ms [2020-12-01 15:54:54 main:581] : INFO : Epoch 865 | loss: 0.000107256 | val_loss: 0.000123613 | Time: 1910.71 ms [2020-12-01 15:54:56 main:581] : INFO : Epoch 866 | loss: 0.000108952 | val_loss: 0.000119713 | Time: 1934.52 ms [2020-12-01 15:54:58 main:581] : INFO : Epoch 867 | loss: 0.000113767 | val_loss: 0.00015109 | Time: 1919.88 ms [2020-12-01 15:55:00 main:581] : INFO : Epoch 868 | loss: 0.00012135 | val_loss: 0.000124535 | Time: 1918.11 ms [2020-12-01 15:55:02 main:581] : INFO : Epoch 869 | loss: 0.000110757 | val_loss: 0.000131026 | Time: 1922.32 ms [2020-12-01 15:55:04 main:581] : INFO : Epoch 870 | loss: 0.00011602 | val_loss: 0.000127203 | Time: 1925.49 ms [2020-12-01 15:55:06 main:581] : INFO : Epoch 871 | loss: 0.000121944 | val_loss: 0.000151263 | Time: 1927.31 ms [2020-12-01 15:55:08 main:581] : INFO : Epoch 872 | loss: 0.000123231 | val_loss: 0.000129917 | Time: 1920.48 ms [2020-12-01 15:55:10 main:581] : INFO : Epoch 873 | loss: 0.000110859 | val_loss: 0.000123159 | Time: 1916.98 ms [2020-12-01 15:55:12 main:581] : INFO : Epoch 874 | loss: 0.000106944 | val_loss: 0.000120762 | Time: 1918.42 ms [2020-12-01 15:55:13 main:581] : INFO : Epoch 875 | loss: 0.00011734 | val_loss: 0.000167198 | Time: 1917.33 ms [2020-12-01 15:55:15 main:581] : INFO : Epoch 876 | loss: 0.000128606 | val_loss: 0.000131904 | Time: 1917.24 ms [2020-12-01 15:55:17 main:581] : INFO : Epoch 877 | loss: 0.000112438 | val_loss: 0.000129657 | Time: 1919.75 ms [2020-12-01 15:55:19 main:581] : INFO : Epoch 878 | loss: 0.000112227 | val_loss: 0.00012229 | Time: 1918.14 ms [2020-12-01 15:55:21 main:581] : INFO : Epoch 879 | loss: 0.000107196 | val_loss: 0.000125052 | Time: 1922.4 ms [2020-12-01 15:55:23 main:581] : INFO : Epoch 880 | loss: 0.000133787 | val_loss: 0.000159318 | Time: 1919.16 ms [2020-12-01 15:55:25 main:581] : INFO : Epoch 881 | loss: 0.00012213 | val_loss: 0.000134981 | Time: 1916.57 ms [2020-12-01 15:55:27 main:581] : INFO : Epoch 882 | loss: 0.0001138 | val_loss: 0.000123863 | Time: 1918.76 ms [2020-12-01 15:55:29 main:581] : INFO : Epoch 883 | loss: 0.000112268 | val_loss: 0.000129149 | Time: 1925.61 ms [2020-12-01 15:55:31 main:581] : INFO : Epoch 884 | loss: 0.000109834 | val_loss: 0.000123881 | Time: 1923.45 ms [2020-12-01 15:55:33 main:581] : INFO : Epoch 885 | loss: 0.000109798 | val_loss: 0.000122716 | Time: 1920.01 ms [2020-12-01 15:55:35 main:581] : INFO : Epoch 886 | loss: 0.000109841 | val_loss: 0.000127241 | Time: 1923.44 ms [2020-12-01 15:55:37 main:581] : INFO : Epoch 887 | loss: 0.000112475 | val_loss: 0.000140284 | Time: 1924.12 ms [2020-12-01 15:55:38 main:581] : INFO : Epoch 888 | loss: 0.000133112 | val_loss: 0.000159555 | Time: 1921.51 ms [2020-12-01 15:55:40 main:581] : INFO : Epoch 889 | loss: 0.000121698 | val_loss: 0.000132096 | Time: 1918.91 ms [2020-12-01 15:55:42 main:581] : INFO : Epoch 890 | loss: 0.000121786 | val_loss: 0.000127393 | Time: 1917.11 ms [2020-12-01 15:55:44 main:581] : INFO : Epoch 891 | loss: 0.000110407 | val_loss: 0.000123014 | Time: 1917.09 ms [2020-12-01 15:55:46 main:581] : INFO : Epoch 892 | loss: 0.000111042 | val_loss: 0.000127239 | Time: 1921.63 ms [2020-12-01 15:55:48 main:581] : INFO : Epoch 893 | loss: 0.000110881 | val_loss: 0.000125934 | Time: 1924.34 ms [2020-12-01 15:55:50 main:581] : INFO : Epoch 894 | loss: 0.000113995 | val_loss: 0.000121628 | Time: 1926.71 ms [2020-12-01 15:55:52 main:581] : INFO : Epoch 895 | loss: 0.000106646 | val_loss: 0.000121748 | Time: 1936.51 ms [2020-12-01 15:55:54 main:581] : INFO : Epoch 896 | loss: 0.000118397 | val_loss: 0.000147507 | Time: 1922.25 ms [2020-12-01 15:55:56 main:581] : INFO : Epoch 897 | loss: 0.000134981 | val_loss: 0.000134176 | Time: 1918.33 ms [2020-12-01 15:55:58 main:581] : INFO : Epoch 898 | loss: 0.000117338 | val_loss: 0.000134162 | Time: 1919.45 ms [2020-12-01 15:56:00 main:581] : INFO : Epoch 899 | loss: 0.000116376 | val_loss: 0.000122003 | Time: 1926.48 ms [2020-12-01 15:56:01 main:581] : INFO : Epoch 900 | loss: 0.000106477 | val_loss: 0.000121642 | Time: 1921.16 ms [2020-12-01 15:56:03 main:581] : INFO : Epoch 901 | loss: 0.000111133 | val_loss: 0.000135292 | Time: 1919.14 ms [2020-12-01 15:56:05 main:581] : INFO : Epoch 902 | loss: 0.000120011 | val_loss: 0.000133317 | Time: 1924.97 ms [2020-12-01 15:56:07 main:581] : INFO : Epoch 903 | loss: 0.000116199 | val_loss: 0.000132304 | Time: 1927.43 ms [2020-12-01 15:56:09 main:581] : INFO : Epoch 904 | loss: 0.000112536 | val_loss: 0.000128869 | Time: 1920.7 ms [2020-12-01 15:56:11 main:581] : INFO : Epoch 905 | loss: 0.000109505 | val_loss: 0.00012427 | Time: 1925.25 ms [2020-12-01 15:56:13 main:581] : INFO : Epoch 906 | loss: 0.000136915 | val_loss: 0.000143383 | Time: 1923.2 ms [2020-12-01 15:56:15 main:581] : INFO : Epoch 907 | loss: 0.000144312 | val_loss: 0.000148313 | Time: 1920.19 ms [2020-12-01 15:56:17 main:581] : INFO : Epoch 908 | loss: 0.000117883 | val_loss: 0.000127208 | Time: 1920.73 ms [2020-12-01 15:56:19 main:581] : INFO : Epoch 909 | loss: 0.000117691 | val_loss: 0.000122451 | Time: 1917.68 ms [2020-12-01 15:56:21 main:581] : INFO : Epoch 910 | loss: 0.000109168 | val_loss: 0.000120781 | Time: 1922.46 ms [2020-12-01 15:56:23 main:581] : INFO : Epoch 911 | loss: 0.000104857 | val_loss: 0.000117676 | Time: 1921.6 ms [2020-12-01 15:56:25 main:581] : INFO : Epoch 912 | loss: 0.000105477 | val_loss: 0.000120841 | Time: 1921.63 ms [2020-12-01 15:56:26 main:581] : INFO : Epoch 913 | loss: 0.000109784 | val_loss: 0.000127327 | Time: 1918.97 ms [2020-12-01 15:56:28 main:581] : INFO : Epoch 914 | loss: 0.000111286 | val_loss: 0.000122139 | Time: 1919.08 ms [2020-12-01 15:56:30 main:581] : INFO : Epoch 915 | loss: 0.000108026 | val_loss: 0.000125906 | Time: 1923.17 ms [2020-12-01 15:56:32 main:581] : INFO : Epoch 916 | loss: 0.000128207 | val_loss: 0.000153674 | Time: 1930.26 ms [2020-12-01 15:56:34 main:581] : INFO : Epoch 917 | loss: 0.000127461 | val_loss: 0.000145798 | Time: 1932.92 ms [2020-12-01 15:56:36 main:581] : INFO : Epoch 918 | loss: 0.000121869 | val_loss: 0.00012728 | Time: 1931.61 ms [2020-12-01 15:56:38 main:581] : INFO : Epoch 919 | loss: 0.000110759 | val_loss: 0.000127454 | Time: 1924 ms [2020-12-01 15:56:40 main:581] : INFO : Epoch 920 | loss: 0.000121779 | val_loss: 0.000142574 | Time: 1922.9 ms [2020-12-01 15:56:42 main:581] : INFO : Epoch 921 | loss: 0.000119204 | val_loss: 0.000126128 | Time: 1922.77 ms [2020-12-01 15:56:44 main:581] : INFO : Epoch 922 | loss: 0.000108711 | val_loss: 0.0001261 | Time: 1921.63 ms [2020-12-01 15:56:46 main:581] : INFO : Epoch 923 | loss: 0.000107913 | val_loss: 0.000120109 | Time: 1919.89 ms [2020-12-01 15:56:48 main:581] : INFO : Epoch 924 | loss: 0.000105376 | val_loss: 0.000123167 | Time: 1919.8 ms [2020-12-01 15:56:50 main:581] : INFO : Epoch 925 | loss: 0.000111669 | val_loss: 0.000132339 | Time: 1920.12 ms [2020-12-01 15:56:51 main:581] : INFO : Epoch 926 | loss: 0.000117795 | val_loss: 0.000129453 | Time: 1920.9 ms [2020-12-01 15:56:53 main:581] : INFO : Epoch 927 | loss: 0.000111594 | val_loss: 0.000123651 | Time: 1918.14 ms [2020-12-01 15:56:55 main:581] : INFO : Epoch 928 | loss: 0.00011395 | val_loss: 0.000137423 | Time: 1919.92 ms [2020-12-01 15:56:57 main:581] : INFO : Epoch 929 | loss: 0.000120279 | val_loss: 0.000131061 | Time: 1921.42 ms [2020-12-01 15:56:59 main:581] : INFO : Epoch 930 | loss: 0.000113599 | val_loss: 0.000128071 | Time: 1917.12 ms [2020-12-01 15:57:01 main:581] : INFO : Epoch 931 | loss: 0.000112695 | val_loss: 0.000128667 | Time: 1925.84 ms [2020-12-01 15:57:03 main:581] : INFO : Epoch 932 | loss: 0.000117382 | val_loss: 0.00013153 | Time: 1921.56 ms [2020-12-01 15:57:05 main:581] : INFO : Epoch 933 | loss: 0.000113434 | val_loss: 0.000129418 | Time: 1918.52 ms [2020-12-01 15:57:07 main:581] : INFO : Epoch 934 | loss: 0.000114773 | val_loss: 0.000124347 | Time: 1914.94 ms [2020-12-01 15:57:09 main:581] : INFO : Epoch 935 | loss: 0.000122825 | val_loss: 0.000149381 | Time: 1915.82 ms [2020-12-01 15:57:11 main:581] : INFO : Epoch 936 | loss: 0.000121905 | val_loss: 0.000132022 | Time: 1916.25 ms [2020-12-01 15:57:13 main:581] : INFO : Epoch 937 | loss: 0.00011753 | val_loss: 0.000121899 | Time: 1927.46 ms [2020-12-01 15:57:15 main:581] : INFO : Epoch 938 | loss: 0.000106821 | val_loss: 0.00012157 | Time: 1920.03 ms [2020-12-01 15:57:16 main:581] : INFO : Epoch 939 | loss: 0.000110605 | val_loss: 0.00012355 | Time: 1920.49 ms [2020-12-01 15:57:18 main:581] : INFO : Epoch 940 | loss: 0.000120797 | val_loss: 0.000141278 | Time: 1922.13 ms [2020-12-01 15:57:20 main:581] : INFO : Epoch 941 | loss: 0.000114605 | val_loss: 0.000125184 | Time: 1919.17 ms [2020-12-01 15:57:22 main:581] : INFO : Epoch 942 | loss: 0.000110584 | val_loss: 0.000128087 | Time: 1919.88 ms [2020-12-01 15:57:24 main:581] : INFO : Epoch 943 | loss: 0.000114729 | val_loss: 0.000126565 | Time: 1921.47 ms [2020-12-01 15:57:26 main:581] : INFO : Epoch 944 | loss: 0.000118992 | val_loss: 0.000135686 | Time: 1919.18 ms [2020-12-01 15:57:28 main:581] : INFO : Epoch 945 | loss: 0.000117925 | val_loss: 0.000134504 | Time: 1915.85 ms [2020-12-01 15:57:30 main:581] : INFO : Epoch 946 | loss: 0.000128237 | val_loss: 0.000132222 | Time: 1918.37 ms [2020-12-01 15:57:32 main:581] : INFO : Epoch 947 | loss: 0.000114407 | val_loss: 0.000140627 | Time: 1918.7 ms [2020-12-01 15:57:34 main:581] : INFO : Epoch 948 | loss: 0.000125002 | val_loss: 0.000139951 | Time: 1917.17 ms [2020-12-01 15:57:36 main:581] : INFO : Epoch 949 | loss: 0.000117742 | val_loss: 0.000126338 | Time: 1916.9 ms [2020-12-01 15:57:38 main:581] : INFO : Epoch 950 | loss: 0.000109248 | val_loss: 0.000126434 | Time: 1915.39 ms [2020-12-01 15:57:39 main:581] : INFO : Epoch 951 | loss: 0.000114525 | val_loss: 0.000125144 | Time: 1917.85 ms [2020-12-01 15:57:41 main:581] : INFO : Epoch 952 | loss: 0.00010737 | val_loss: 0.000121644 | Time: 1920.43 ms [2020-12-01 15:57:43 main:581] : INFO : Epoch 953 | loss: 0.000108871 | val_loss: 0.000122721 | Time: 1918.97 ms [2020-12-01 15:57:45 main:581] : INFO : Epoch 954 | loss: 0.000111559 | val_loss: 0.000134586 | Time: 1920.57 ms [2020-12-01 15:57:47 main:581] : INFO : Epoch 955 | loss: 0.000120623 | val_loss: 0.000128617 | Time: 1917.82 ms [2020-12-01 15:57:49 main:581] : INFO : Epoch 956 | loss: 0.000117117 | val_loss: 0.000129577 | Time: 1920.91 ms [2020-12-01 15:57:51 main:581] : INFO : Epoch 957 | loss: 0.000112256 | val_loss: 0.000129301 | Time: 1917.94 ms [2020-12-01 15:57:53 main:581] : INFO : Epoch 958 | loss: 0.000113893 | val_loss: 0.000122218 | Time: 1920.18 ms [2020-12-01 15:57:55 main:581] : INFO : Epoch 959 | loss: 0.000111745 | val_loss: 0.000133411 | Time: 1916.95 ms [2020-12-01 15:57:57 main:581] : INFO : Epoch 960 | loss: 0.000129416 | val_loss: 0.000129836 | Time: 1922.82 ms [2020-12-01 15:57:59 main:581] : INFO : Epoch 961 | loss: 0.000120165 | val_loss: 0.000131078 | Time: 1928.48 ms [2020-12-01 15:58:01 main:581] : INFO : Epoch 962 | loss: 0.000110716 | val_loss: 0.000124791 | Time: 1927.23 ms [2020-12-01 15:58:03 main:581] : INFO : Epoch 963 | loss: 0.000112316 | val_loss: 0.00013671 | Time: 1926.74 ms [2020-12-01 15:58:04 main:581] : INFO : Epoch 964 | loss: 0.000116261 | val_loss: 0.000121743 | Time: 1927.88 ms [2020-12-01 15:58:06 main:581] : INFO : Epoch 965 | loss: 0.000107941 | val_loss: 0.000131308 | Time: 1923.35 ms [2020-12-01 15:58:08 main:581] : INFO : Epoch 966 | loss: 0.000116462 | val_loss: 0.000126211 | Time: 1920.69 ms [2020-12-01 15:58:10 main:581] : INFO : Epoch 967 | loss: 0.000113367 | val_loss: 0.000127865 | Time: 1921.5 ms [2020-12-01 15:58:12 main:581] : INFO : Epoch 968 | loss: 0.000115494 | val_loss: 0.000136454 | Time: 1929.16 ms [2020-12-01 15:58:14 main:581] : INFO : Epoch 969 | loss: 0.000115457 | val_loss: 0.000124071 | Time: 1918.32 ms [2020-12-01 15:58:16 main:581] : INFO : Epoch 970 | loss: 0.000114035 | val_loss: 0.000139114 | Time: 1930.32 ms [2020-12-01 15:58:18 main:581] : INFO : Epoch 971 | loss: 0.000126652 | val_loss: 0.000142749 | Time: 1929.27 ms [2020-12-01 15:58:20 main:581] : INFO : Epoch 972 | loss: 0.00011732 | val_loss: 0.000125806 | Time: 1925.44 ms [2020-12-01 15:58:22 main:581] : INFO : Epoch 973 | loss: 0.000110965 | val_loss: 0.000125412 | Time: 1925.51 ms [2020-12-01 15:58:24 main:581] : INFO : Epoch 974 | loss: 0.000107314 | val_loss: 0.000121846 | Time: 1929.28 ms [2020-12-01 15:58:26 main:581] : INFO : Epoch 975 | loss: 0.000114849 | val_loss: 0.000153715 | Time: 1928.85 ms [2020-12-01 15:58:28 main:581] : INFO : Epoch 976 | loss: 0.000124938 | val_loss: 0.000134582 | Time: 1922.36 ms [2020-12-01 15:58:29 main:581] : INFO : Epoch 977 | loss: 0.000117495 | val_loss: 0.000136149 | Time: 1921.62 ms [2020-12-01 15:58:31 main:581] : INFO : Epoch 978 | loss: 0.000115792 | val_loss: 0.00013192 | Time: 1920.33 ms [2020-12-01 15:58:33 main:581] : INFO : Epoch 979 | loss: 0.000123195 | val_loss: 0.000127149 | Time: 1921.24 ms [2020-12-01 15:58:35 main:581] : INFO : Epoch 980 | loss: 0.000110618 | val_loss: 0.000123383 | Time: 1915.59 ms [2020-12-01 15:58:37 main:581] : INFO : Epoch 981 | loss: 0.000110371 | val_loss: 0.000125721 | Time: 1916.78 ms [2020-12-01 15:58:39 main:581] : INFO : Epoch 982 | loss: 0.000111998 | val_loss: 0.000124641 | Time: 1916.31 ms [2020-12-01 15:58:41 main:581] : INFO : Epoch 983 | loss: 0.000110569 | val_loss: 0.000122436 | Time: 1923.31 ms [2020-12-01 15:58:43 main:581] : INFO : Epoch 984 | loss: 0.00010788 | val_loss: 0.00012489 | Time: 1918.62 ms [2020-12-01 15:58:45 main:581] : INFO : Epoch 985 | loss: 0.000129531 | val_loss: 0.000145314 | Time: 1918 ms [2020-12-01 15:58:47 main:581] : INFO : Epoch 986 | loss: 0.000128219 | val_loss: 0.000134274 | Time: 1917.22 ms [2020-12-01 15:58:49 main:581] : INFO : Epoch 987 | loss: 0.000114919 | val_loss: 0.00012414 | Time: 1917.95 ms [2020-12-01 15:58:51 main:581] : INFO : Epoch 988 | loss: 0.000107695 | val_loss: 0.000123537 | Time: 1917.2 ms [2020-12-01 15:58:53 main:581] : INFO : Epoch 989 | loss: 0.000109241 | val_loss: 0.000121031 | Time: 1916.36 ms [2020-12-01 15:58:54 main:581] : INFO : Epoch 990 | loss: 0.00011494 | val_loss: 0.000149515 | Time: 1917.64 ms [2020-12-01 15:58:56 main:581] : INFO : Epoch 991 | loss: 0.000117662 | val_loss: 0.000128949 | Time: 1921.67 ms [2020-12-01 15:58:58 main:581] : INFO : Epoch 992 | loss: 0.000117208 | val_loss: 0.000128634 | Time: 1918.5 ms [2020-12-01 15:59:00 main:581] : INFO : Epoch 993 | loss: 0.00011043 | val_loss: 0.000130736 | Time: 1931.88 ms [2020-12-01 15:59:02 main:581] : INFO : Epoch 994 | loss: 0.000117374 | val_loss: 0.000128914 | Time: 1934.91 ms [2020-12-01 15:59:04 main:581] : INFO : Epoch 995 | loss: 0.000111545 | val_loss: 0.000126453 | Time: 1933.71 ms [2020-12-01 15:59:06 main:581] : INFO : Epoch 996 | loss: 0.000109421 | val_loss: 0.00012734 | Time: 1923.2 ms [2020-12-01 15:59:08 main:581] : INFO : Epoch 997 | loss: 0.000126032 | val_loss: 0.000130177 | Time: 1917 ms [2020-12-01 15:59:10 main:581] : INFO : Epoch 998 | loss: 0.00011873 | val_loss: 0.000131523 | Time: 1918.26 ms [2020-12-01 15:59:12 main:581] : INFO : Epoch 999 | loss: 0.000128564 | val_loss: 0.000134867 | Time: 1917.64 ms [2020-12-01 15:59:14 main:581] : INFO : Epoch 1000 | loss: 0.000116114 | val_loss: 0.000129206 | Time: 1919.67 ms [2020-12-01 15:59:16 main:581] : INFO : Epoch 1001 | loss: 0.000115829 | val_loss: 0.000130587 | Time: 1925.46 ms [2020-12-01 15:59:18 main:581] : INFO : Epoch 1002 | loss: 0.000115531 | val_loss: 0.000123642 | Time: 1920.21 ms [2020-12-01 15:59:19 main:581] : INFO : Epoch 1003 | loss: 0.000106782 | val_loss: 0.000121618 | Time: 1919.12 ms [2020-12-01 15:59:21 main:581] : INFO : Epoch 1004 | loss: 0.000106796 | val_loss: 0.000125805 | Time: 1918.76 ms [2020-12-01 15:59:23 main:581] : INFO : Epoch 1005 | loss: 0.000118197 | val_loss: 0.00013511 | Time: 1920.37 ms [2020-12-01 15:59:25 main:581] : INFO : Epoch 1006 | loss: 0.000113173 | val_loss: 0.000122111 | Time: 1921.31 ms [2020-12-01 15:59:27 main:581] : INFO : Epoch 1007 | loss: 0.000105978 | val_loss: 0.000122394 | Time: 1919.41 ms [2020-12-01 15:59:29 main:581] : INFO : Epoch 1008 | loss: 0.00011301 | val_loss: 0.000134334 | Time: 1920.25 ms [2020-12-01 15:59:31 main:581] : INFO : Epoch 1009 | loss: 0.000116436 | val_loss: 0.000134907 | Time: 1921.58 ms [2020-12-01 15:59:33 main:581] : INFO : Epoch 1010 | loss: 0.000138503 | val_loss: 0.000142014 | Time: 1922.05 ms [2020-12-01 15:59:35 main:581] : INFO : Epoch 1011 | loss: 0.000118906 | val_loss: 0.000124507 | Time: 1915.04 ms [2020-12-01 15:59:37 main:581] : INFO : Epoch 1012 | loss: 0.00010983 | val_loss: 0.000122309 | Time: 1920.27 ms [2020-12-01 15:59:39 main:581] : INFO : Epoch 1013 | loss: 0.00010647 | val_loss: 0.000120547 | Time: 1919.15 ms [2020-12-01 15:59:41 main:581] : INFO : Epoch 1014 | loss: 0.000106598 | val_loss: 0.000126125 | Time: 1921.98 ms [2020-12-01 15:59:42 main:581] : INFO : Epoch 1015 | loss: 0.000111266 | val_loss: 0.000128383 | Time: 1923.34 ms [2020-12-01 15:59:44 main:581] : INFO : Epoch 1016 | loss: 0.000127371 | val_loss: 0.000143363 | Time: 1921.49 ms [2020-12-01 15:59:46 main:581] : INFO : Epoch 1017 | loss: 0.000121665 | val_loss: 0.000134152 | Time: 1918.29 ms [2020-12-01 15:59:48 main:581] : INFO : Epoch 1018 | loss: 0.000113215 | val_loss: 0.000122762 | Time: 1921.86 ms [2020-12-01 15:59:50 main:581] : INFO : Epoch 1019 | loss: 0.000106854 | val_loss: 0.000124806 | Time: 1916.32 ms [2020-12-01 15:59:52 main:581] : INFO : Epoch 1020 | loss: 0.000123649 | val_loss: 0.000151648 | Time: 1922.52 ms [2020-12-01 15:59:54 main:581] : INFO : Epoch 1021 | loss: 0.000121956 | val_loss: 0.000127935 | Time: 1930.53 ms [2020-12-01 15:59:56 main:581] : INFO : Epoch 1022 | loss: 0.000109284 | val_loss: 0.000122134 | Time: 1936.14 ms [2020-12-01 15:59:58 main:581] : INFO : Epoch 1023 | loss: 0.00010967 | val_loss: 0.000123881 | Time: 1932.28 ms [2020-12-01 16:00:00 main:581] : INFO : Epoch 1024 | loss: 0.000108468 | val_loss: 0.000122263 | Time: 1926.44 ms [2020-12-01 16:00:00 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000122263 [2020-12-01 16:00:00 main:610] : INFO : Saving end state to config to file [2020-12-01 16:00:00 main:615] : INFO : Success, exiting.. 16:00:00 (4139868): 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)