Task 3162759

Name EightBitModified-1605930738-27319-2_0
Workunit 1461959
Created 2 Dec 2020, 20:16:59 UTC
Sent 3 Dec 2020, 22:33:53 UTC
Report deadline 10 Dec 2020, 22:33:53 UTC
Received 4 Dec 2020, 4:54:05 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 32 min 51 sec
CPU time 32 min 47 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>
              main:581]	:	INFO	:	Epoch 526 | loss: 0.000137475 | val_loss: 0.000155354 | Time: 1918.71 ms
[2020-12-03 22:37:21	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000143214 | val_loss: 0.000162932 | Time: 1918 ms
[2020-12-03 22:37:23	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000153988 | val_loss: 0.000159531 | Time: 1924.89 ms
[2020-12-03 22:37:25	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000145822 | val_loss: 0.000188516 | Time: 1926.9 ms
[2020-12-03 22:37:27	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000155022 | val_loss: 0.000163309 | Time: 1924.49 ms
[2020-12-03 22:37:29	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000139744 | val_loss: 0.000158143 | Time: 1928.01 ms
[2020-12-03 22:37:31	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000186562 | val_loss: 0.000177868 | Time: 1924.01 ms
[2020-12-03 22:37:33	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000159807 | val_loss: 0.000162901 | Time: 1922 ms
[2020-12-03 22:37:34	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000142481 | val_loss: 0.000157368 | Time: 1922.12 ms
[2020-12-03 22:37:36	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000138677 | val_loss: 0.000154371 | Time: 1921.2 ms
[2020-12-03 22:37:38	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000162058 | val_loss: 0.000208443 | Time: 1921.38 ms
[2020-12-03 22:37:40	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000151748 | val_loss: 0.000160501 | Time: 1920.06 ms
[2020-12-03 22:37:42	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000139638 | val_loss: 0.000156578 | Time: 1917.54 ms
[2020-12-03 22:37:44	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000143198 | val_loss: 0.000163178 | Time: 1918.5 ms
[2020-12-03 22:37:46	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000185134 | val_loss: 0.000190006 | Time: 1918.44 ms
[2020-12-03 22:37:48	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000148337 | val_loss: 0.000157875 | Time: 1915.39 ms
[2020-12-03 22:37:50	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000138336 | val_loss: 0.000156448 | Time: 1912.76 ms
[2020-12-03 22:37:52	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000149933 | val_loss: 0.000209203 | Time: 1911.43 ms
[2020-12-03 22:37:54	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000166993 | val_loss: 0.000161711 | Time: 1916.4 ms
[2020-12-03 22:37:56	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000141124 | val_loss: 0.000156451 | Time: 1917.96 ms
[2020-12-03 22:37:57	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000138365 | val_loss: 0.000155931 | Time: 1919.04 ms
[2020-12-03 22:37:59	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000157559 | val_loss: 0.00028013 | Time: 1924.34 ms
[2020-12-03 22:38:01	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000192525 | val_loss: 0.00017086 | Time: 1921.57 ms
[2020-12-03 22:38:03	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000168049 | val_loss: 0.000181781 | Time: 1916.62 ms
[2020-12-03 22:38:05	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000149284 | val_loss: 0.000155882 | Time: 1916.13 ms
[2020-12-03 22:38:07	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000136285 | val_loss: 0.0001541 | Time: 1918.28 ms
[2020-12-03 22:38:09	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000185061 | val_loss: 0.000180698 | Time: 1918.6 ms
[2020-12-03 22:38:11	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000155055 | val_loss: 0.000161658 | Time: 1919.51 ms
[2020-12-03 22:38:13	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000141168 | val_loss: 0.00015424 | Time: 1926.27 ms
[2020-12-03 22:38:15	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000135376 | val_loss: 0.000151521 | Time: 1922.55 ms
[2020-12-03 22:38:17	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000135304 | val_loss: 0.000157782 | Time: 1923.71 ms
[2020-12-03 22:38:19	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000196794 | val_loss: 0.000223014 | Time: 1916.3 ms
[2020-12-03 22:38:20	                main:581]	:	INFO	:	Epoch 558 | loss: 0.00015967 | val_loss: 0.000157176 | Time: 1916.66 ms
[2020-12-03 22:38:22	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000137468 | val_loss: 0.000151791 | Time: 1917.37 ms
[2020-12-03 22:38:24	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000134796 | val_loss: 0.000152044 | Time: 1917.16 ms
[2020-12-03 22:38:26	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000135384 | val_loss: 0.000152309 | Time: 1916.69 ms
[2020-12-03 22:38:28	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000134633 | val_loss: 0.000159487 | Time: 1919.51 ms
[2020-12-03 22:38:30	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000214841 | val_loss: 0.000164957 | Time: 1924.39 ms
[2020-12-03 22:38:32	                main:581]	:	INFO	:	Epoch 564 | loss: 0.00015168 | val_loss: 0.000159589 | Time: 1917.16 ms
[2020-12-03 22:38:34	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000151909 | val_loss: 0.000156001 | Time: 1915 ms
[2020-12-03 22:38:36	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000136332 | val_loss: 0.000150422 | Time: 1915.86 ms
[2020-12-03 22:38:38	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000132454 | val_loss: 0.000153303 | Time: 1917.26 ms
[2020-12-03 22:38:40	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000206746 | val_loss: 0.000193703 | Time: 1920.17 ms
[2020-12-03 22:38:42	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000153626 | val_loss: 0.000156891 | Time: 1917.27 ms
[2020-12-03 22:38:44	                main:581]	:	INFO	:	Epoch 570 | loss: 0.00013663 | val_loss: 0.000151902 | Time: 1918.08 ms
[2020-12-03 22:38:45	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000133168 | val_loss: 0.000148558 | Time: 1916.96 ms
[2020-12-03 22:38:47	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000131392 | val_loss: 0.000147515 | Time: 1916.48 ms
[2020-12-03 22:38:49	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000130852 | val_loss: 0.000147156 | Time: 1915.64 ms
[2020-12-03 22:38:51	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000134094 | val_loss: 0.000201931 | Time: 1921.16 ms
[2020-12-03 22:38:53	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000234522 | val_loss: 0.000198959 | Time: 1913.77 ms
[2020-12-03 22:38:55	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000157822 | val_loss: 0.000159248 | Time: 1916.81 ms
[2020-12-03 22:38:57	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000135717 | val_loss: 0.000148428 | Time: 1919.14 ms
[2020-12-03 22:38:59	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000130475 | val_loss: 0.00014605 | Time: 1920.34 ms
[2020-12-03 22:39:01	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000131595 | val_loss: 0.00016969 | Time: 1931.42 ms
[2020-12-03 22:39:03	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000204752 | val_loss: 0.000190251 | Time: 1931.74 ms
[2020-12-03 22:39:05	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000157396 | val_loss: 0.000164153 | Time: 1933.59 ms
[2020-12-03 22:39:07	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000136613 | val_loss: 0.000148123 | Time: 1931.57 ms
[2020-12-03 22:39:09	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000130195 | val_loss: 0.000146358 | Time: 1931.87 ms
[2020-12-03 22:39:10	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000130475 | val_loss: 0.000146575 | Time: 1922.34 ms
[2020-12-03 22:39:12	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000135153 | val_loss: 0.000174053 | Time: 1919.63 ms
[2020-12-03 22:39:14	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00017526 | val_loss: 0.000180822 | Time: 1921.48 ms
[2020-12-03 22:39:16	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000146506 | val_loss: 0.000152052 | Time: 1919.37 ms
[2020-12-03 22:39:18	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00013173 | val_loss: 0.000146774 | Time: 1931.32 ms
[2020-12-03 22:39:20	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0001295 | val_loss: 0.000153529 | Time: 1928.08 ms
[2020-12-03 22:39:22	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000212566 | val_loss: 0.000169193 | Time: 1915.98 ms
[2020-12-03 22:39:24	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000156993 | val_loss: 0.000167532 | Time: 1916.49 ms
[2020-12-03 22:39:26	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000142416 | val_loss: 0.000152098 | Time: 1918.66 ms
[2020-12-03 22:39:28	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000130718 | val_loss: 0.000145932 | Time: 1916.43 ms
[2020-12-03 22:39:30	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000128714 | val_loss: 0.000145936 | Time: 1918.05 ms
[2020-12-03 22:39:32	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000129441 | val_loss: 0.000153141 | Time: 1917.91 ms
[2020-12-03 22:39:33	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000179074 | val_loss: 0.000181646 | Time: 1918.39 ms
[2020-12-03 22:39:35	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000142797 | val_loss: 0.000152949 | Time: 1917.02 ms
[2020-12-03 22:39:37	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000134466 | val_loss: 0.000148111 | Time: 1917.16 ms
[2020-12-03 22:39:39	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000128572 | val_loss: 0.000146234 | Time: 1918.86 ms
[2020-12-03 22:39:41	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000169531 | val_loss: 0.000236436 | Time: 1927.91 ms
[2020-12-03 22:39:43	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000156443 | val_loss: 0.000157037 | Time: 1919.48 ms
[2020-12-03 22:39:45	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00013291 | val_loss: 0.000148707 | Time: 1918.54 ms
[2020-12-03 22:39:47	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000129968 | val_loss: 0.000144629 | Time: 1923.85 ms
[2020-12-03 22:39:49	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000133593 | val_loss: 0.000182576 | Time: 1920.9 ms
[2020-12-03 22:39:51	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000186449 | val_loss: 0.000161961 | Time: 1922.06 ms
[2020-12-03 22:39:53	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000147801 | val_loss: 0.000154032 | Time: 1919.07 ms
[2020-12-03 22:39:55	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000132874 | val_loss: 0.000146045 | Time: 1917.01 ms
[2020-12-03 22:39:57	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000129974 | val_loss: 0.000154641 | Time: 1920.17 ms
[2020-12-03 22:39:58	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000194542 | val_loss: 0.00020074 | Time: 1915.49 ms
[2020-12-03 22:40:00	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000148648 | val_loss: 0.000153226 | Time: 1925.14 ms
[2020-12-03 22:40:02	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000133012 | val_loss: 0.000144578 | Time: 1920.69 ms
[2020-12-03 22:40:04	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000126598 | val_loss: 0.00014357 | Time: 1925.38 ms
[2020-12-03 22:40:06	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000127189 | val_loss: 0.000155994 | Time: 1921.9 ms
[2020-12-03 22:40:08	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000220573 | val_loss: 0.000181606 | Time: 1924.19 ms
[2020-12-03 22:40:10	                main:581]	:	INFO	:	Epoch 615 | loss: 0.00016128 | val_loss: 0.00016755 | Time: 1925.45 ms
[2020-12-03 22:40:12	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000145187 | val_loss: 0.000147715 | Time: 1926.63 ms
[2020-12-03 22:40:14	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000129353 | val_loss: 0.000143102 | Time: 1920.91 ms
[2020-12-03 22:40:16	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000125834 | val_loss: 0.000142061 | Time: 1909.57 ms
[2020-12-03 22:40:18	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000125996 | val_loss: 0.000156148 | Time: 1910.44 ms
[2020-12-03 22:40:20	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000279287 | val_loss: 0.000206681 | Time: 1911.69 ms
[2020-12-03 22:40:21	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000244269 | val_loss: 0.000214383 | Time: 1908.69 ms
[2020-12-03 22:40:23	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000166547 | val_loss: 0.000160489 | Time: 1921.27 ms
[2020-12-03 22:40:25	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000139342 | val_loss: 0.000148111 | Time: 1922.62 ms
[2020-12-03 22:40:27	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000130858 | val_loss: 0.000146031 | Time: 1916.66 ms
[2020-12-03 22:40:29	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000131294 | val_loss: 0.00014348 | Time: 1916.31 ms
[2020-12-03 22:40:31	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000125332 | val_loss: 0.000140011 | Time: 1915.99 ms
[2020-12-03 22:40:33	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000123478 | val_loss: 0.000141503 | Time: 1914.15 ms
[2020-12-03 22:40:35	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000183067 | val_loss: 0.000210159 | Time: 1914.49 ms
[2020-12-03 22:40:37	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000147415 | val_loss: 0.000148364 | Time: 1912.2 ms
[2020-12-03 22:40:39	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000128637 | val_loss: 0.000140433 | Time: 1909.72 ms
[2020-12-03 22:40:41	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000123551 | val_loss: 0.000138647 | Time: 1913.48 ms
[2020-12-03 22:40:43	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000122549 | val_loss: 0.000138715 | Time: 1916.06 ms
[2020-12-03 22:40:44	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000126008 | val_loss: 0.000164659 | Time: 1915.36 ms
[2020-12-03 22:40:46	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000183316 | val_loss: 0.000156092 | Time: 1920.26 ms
[2020-12-03 22:40:48	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000141497 | val_loss: 0.00015391 | Time: 1920.39 ms
[2020-12-03 22:40:50	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000129829 | val_loss: 0.000141025 | Time: 1921.51 ms
[2020-12-03 22:40:52	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000123232 | val_loss: 0.000139407 | Time: 1912.07 ms
[2020-12-03 22:40:54	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000140497 | val_loss: 0.000218775 | Time: 1909.18 ms
[2020-12-03 22:40:56	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000153638 | val_loss: 0.000149521 | Time: 1908.15 ms
[2020-12-03 22:40:58	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000126411 | val_loss: 0.000139533 | Time: 1920.31 ms
[2020-12-03 22:41:00	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0001227 | val_loss: 0.000136426 | Time: 1908.74 ms
[2020-12-03 22:41:02	                main:581]	:	INFO	:	Epoch 642 | loss: 0.00012232 | val_loss: 0.000142385 | Time: 1916.33 ms
[2020-12-03 22:41:04	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000188597 | val_loss: 0.000176847 | Time: 1920.75 ms
[2020-12-03 22:41:06	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000144044 | val_loss: 0.000144916 | Time: 1914.54 ms
[2020-12-03 22:41:07	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000124656 | val_loss: 0.00013822 | Time: 1918.37 ms
[2020-12-03 22:41:09	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000121965 | val_loss: 0.000138146 | Time: 1915.91 ms
[2020-12-03 22:41:11	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000126574 | val_loss: 0.000151927 | Time: 1917.98 ms
[2020-12-03 22:41:13	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000174187 | val_loss: 0.000359116 | Time: 1914.12 ms
[2020-12-03 22:41:15	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000180696 | val_loss: 0.000146268 | Time: 1921.65 ms
[2020-12-03 22:41:17	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000129903 | val_loss: 0.000141181 | Time: 1922.02 ms
[2020-12-03 22:41:19	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00012705 | val_loss: 0.000148621 | Time: 1922.47 ms
[2020-12-03 22:41:21	                main:581]	:	INFO	:	Epoch 652 | loss: 0.00012395 | val_loss: 0.000136909 | Time: 1914.64 ms
[2020-12-03 22:41:23	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000120698 | val_loss: 0.000135506 | Time: 1915.02 ms
[2020-12-03 22:41:25	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00012566 | val_loss: 0.000162758 | Time: 1915.08 ms
[2020-12-03 22:41:27	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000179999 | val_loss: 0.000155571 | Time: 1916.64 ms
[2020-12-03 22:41:29	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000134127 | val_loss: 0.000142907 | Time: 1917.21 ms
[2020-12-03 22:41:30	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000124383 | val_loss: 0.000137881 | Time: 1917.96 ms
[2020-12-03 22:41:32	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000121056 | val_loss: 0.000135143 | Time: 1914.99 ms
[2020-12-03 22:41:34	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000122251 | val_loss: 0.000160408 | Time: 1911.74 ms
[2020-12-03 22:41:36	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000219724 | val_loss: 0.000192277 | Time: 1913.17 ms
[2020-12-03 22:41:38	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000140909 | val_loss: 0.000145948 | Time: 1911.07 ms
[2020-12-03 22:41:40	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000127112 | val_loss: 0.00014113 | Time: 1917.46 ms
[2020-12-03 22:41:42	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000128553 | val_loss: 0.000141321 | Time: 1916.55 ms
[2020-12-03 22:41:44	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000123855 | val_loss: 0.000138818 | Time: 1915.47 ms
[2020-12-03 22:41:46	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000120966 | val_loss: 0.00013901 | Time: 1914.91 ms
[2020-12-03 22:41:48	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000192855 | val_loss: 0.000183589 | Time: 1917.31 ms
[2020-12-03 22:41:50	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000140965 | val_loss: 0.000144434 | Time: 1915.94 ms
[2020-12-03 22:41:52	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000128052 | val_loss: 0.000144655 | Time: 1918.59 ms
[2020-12-03 22:41:53	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000124131 | val_loss: 0.000135702 | Time: 1919.91 ms
[2020-12-03 22:41:55	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000119649 | val_loss: 0.000134145 | Time: 1918.55 ms
[2020-12-03 22:41:57	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000181321 | val_loss: 0.000166777 | Time: 1918.02 ms
[2020-12-03 22:41:59	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000150321 | val_loss: 0.000153519 | Time: 1916.72 ms
[2020-12-03 22:42:01	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000127559 | val_loss: 0.000137561 | Time: 1916.71 ms
[2020-12-03 22:42:03	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000119945 | val_loss: 0.00013405 | Time: 1920.6 ms
[2020-12-03 22:42:05	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000118458 | val_loss: 0.000132361 | Time: 1924.13 ms
[2020-12-03 22:42:07	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000119047 | val_loss: 0.000150082 | Time: 1924.4 ms
[2020-12-03 22:42:09	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000198185 | val_loss: 0.000164421 | Time: 1921.72 ms
[2020-12-03 22:42:11	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000148246 | val_loss: 0.00017283 | Time: 1914.43 ms
[2020-12-03 22:42:13	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000130509 | val_loss: 0.000138002 | Time: 1916.05 ms
[2020-12-03 22:42:15	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000120576 | val_loss: 0.000136767 | Time: 1917.5 ms
[2020-12-03 22:42:16	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000135597 | val_loss: 0.000241531 | Time: 1915.74 ms
[2020-12-03 22:42:18	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000170494 | val_loss: 0.000140171 | Time: 1918.44 ms
[2020-12-03 22:42:20	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00012468 | val_loss: 0.000137192 | Time: 1919.59 ms
[2020-12-03 22:42:22	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000118485 | val_loss: 0.000132625 | Time: 1920.63 ms
[2020-12-03 22:42:24	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000117752 | val_loss: 0.00013528 | Time: 1920.55 ms
[2020-12-03 22:42:26	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000148428 | val_loss: 0.000264158 | Time: 1920.33 ms
[2020-12-03 22:42:28	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000180859 | val_loss: 0.000144642 | Time: 1911.01 ms
[2020-12-03 22:42:30	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000131125 | val_loss: 0.000145843 | Time: 1911.88 ms
[2020-12-03 22:42:32	                main:581]	:	INFO	:	Epoch 689 | loss: 0.00012239 | val_loss: 0.000134309 | Time: 1924.5 ms
[2020-12-03 22:42:34	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000118239 | val_loss: 0.000133154 | Time: 1910.84 ms
[2020-12-03 22:42:36	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000119309 | val_loss: 0.00014831 | Time: 1910.45 ms
[2020-12-03 22:42:38	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000202204 | val_loss: 0.000165586 | Time: 1913.05 ms
[2020-12-03 22:42:39	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000140972 | val_loss: 0.000156734 | Time: 1922.97 ms
[2020-12-03 22:42:41	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000135615 | val_loss: 0.000141988 | Time: 1922.39 ms
[2020-12-03 22:42:43	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000120292 | val_loss: 0.000132979 | Time: 1922.29 ms
[2020-12-03 22:42:45	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000116977 | val_loss: 0.00013342 | Time: 1921.93 ms
[2020-12-03 22:42:47	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000155985 | val_loss: 0.000256559 | Time: 1922.15 ms
[2020-12-03 22:42:49	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000150829 | val_loss: 0.0001475 | Time: 1926.31 ms
[2020-12-03 22:42:51	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000124193 | val_loss: 0.000136845 | Time: 1926.05 ms
[2020-12-03 22:42:53	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000122176 | val_loss: 0.000137153 | Time: 1935.53 ms
[2020-12-03 22:42:55	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000119729 | val_loss: 0.000138351 | Time: 1923.26 ms
[2020-12-03 22:42:57	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000155896 | val_loss: 0.000229649 | Time: 1922.97 ms
[2020-12-03 22:42:59	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000149346 | val_loss: 0.000142555 | Time: 1926.25 ms
[2020-12-03 22:43:01	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000122771 | val_loss: 0.000133135 | Time: 1913.04 ms
[2020-12-03 22:43:03	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000118572 | val_loss: 0.000135532 | Time: 1916.92 ms
[2020-12-03 22:43:04	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000118233 | val_loss: 0.000136134 | Time: 1909.66 ms
[2020-12-03 22:43:06	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000136908 | val_loss: 0.000197295 | Time: 1918.35 ms
[2020-12-03 22:43:08	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000201065 | val_loss: 0.000157492 | Time: 1924.01 ms
[2020-12-03 22:43:10	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000147316 | val_loss: 0.000153469 | Time: 1917.74 ms
[2020-12-03 22:43:12	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000127631 | val_loss: 0.000137292 | Time: 1916.44 ms
[2020-12-03 22:43:14	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000120286 | val_loss: 0.000132533 | Time: 1917.62 ms
[2020-12-03 22:43:16	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000116731 | val_loss: 0.000132368 | Time: 1920.04 ms
[2020-12-03 22:43:18	                main:581]	:	INFO	:	Epoch 713 | loss: 0.00020939 | val_loss: 0.000231199 | Time: 1925.29 ms
[2020-12-03 22:43:20	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000163371 | val_loss: 0.000163205 | Time: 1909.44 ms
[2020-12-03 22:43:22	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000161519 | val_loss: 0.00015375 | Time: 1914.2 ms
[2020-12-03 22:43:24	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000126143 | val_loss: 0.000135118 | Time: 1920.16 ms
[2020-12-03 22:43:26	                main:581]	:	INFO	:	Epoch 717 | loss: 0.00011771 | val_loss: 0.000131469 | Time: 1919.91 ms
[2020-12-03 22:43:28	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000116013 | val_loss: 0.000130875 | Time: 1924.46 ms
[2020-12-03 22:43:29	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000118286 | val_loss: 0.000136631 | Time: 1921.34 ms
[2020-12-03 22:43:31	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000169243 | val_loss: 0.000150472 | Time: 1921.33 ms
[2020-12-03 22:43:33	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000136424 | val_loss: 0.000143377 | Time: 1922.34 ms
[2020-12-03 22:43:35	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000120779 | val_loss: 0.000133218 | Time: 1922.53 ms
[2020-12-03 22:43:37	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000129055 | val_loss: 0.000148705 | Time: 1922.1 ms
[2020-12-03 22:43:39	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000132881 | val_loss: 0.000146152 | Time: 1925.42 ms
[2020-12-03 22:43:41	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000131282 | val_loss: 0.000156984 | Time: 1924.36 ms
[2020-12-03 22:43:43	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000138796 | val_loss: 0.000139893 | Time: 1926.9 ms
[2020-12-03 22:43:45	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000123878 | val_loss: 0.000140946 | Time: 1925.73 ms
[2020-12-03 22:43:47	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00012894 | val_loss: 0.000171478 | Time: 1921.45 ms
[2020-12-03 22:43:49	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000148279 | val_loss: 0.000152013 | Time: 1932.17 ms
[2020-12-03 22:43:51	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000121699 | val_loss: 0.000133797 | Time: 1935.37 ms
[2020-12-03 22:43:53	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000122597 | val_loss: 0.000158698 | Time: 1924.94 ms
[2020-12-03 22:43:54	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000145091 | val_loss: 0.000144352 | Time: 1926.47 ms
[2020-12-03 22:43:56	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000124217 | val_loss: 0.000135435 | Time: 1925.16 ms
[2020-12-03 22:43:58	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00012358 | val_loss: 0.000140516 | Time: 1926.71 ms
[2020-12-03 22:44:00	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000156756 | val_loss: 0.000172548 | Time: 1915.69 ms
[2020-12-03 22:44:02	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000134403 | val_loss: 0.000136269 | Time: 1926.7 ms
[2020-12-03 22:44:04	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000119187 | val_loss: 0.000134227 | Time: 1910.81 ms
[2020-12-03 22:44:06	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000132353 | val_loss: 0.000199759 | Time: 1920.18 ms
[2020-12-03 22:44:08	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000193518 | val_loss: 0.00015406 | Time: 1921.68 ms
[2020-12-03 22:44:10	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000132554 | val_loss: 0.000146248 | Time: 1925.88 ms
[2020-12-03 22:44:12	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000120419 | val_loss: 0.000131586 | Time: 1925.58 ms
[2020-12-03 22:44:14	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000115617 | val_loss: 0.000130204 | Time: 1924.87 ms
[2020-12-03 22:44:16	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000116341 | val_loss: 0.000149542 | Time: 1925.62 ms
[2020-12-03 22:44:18	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000221608 | val_loss: 0.000184103 | Time: 1922.88 ms
[2020-12-03 22:44:19	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000151417 | val_loss: 0.000197955 | Time: 1915.97 ms
[2020-12-03 22:44:21	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00015307 | val_loss: 0.000141038 | Time: 1921.4 ms
[2020-12-03 22:44:23	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000120817 | val_loss: 0.000131936 | Time: 1916.23 ms
[2020-12-03 22:44:25	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000116708 | val_loss: 0.000133359 | Time: 1918.36 ms
[2020-12-03 22:44:27	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000145328 | val_loss: 0.000259529 | Time: 1920.02 ms
[2020-12-03 22:44:29	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000160865 | val_loss: 0.000145626 | Time: 1916.48 ms
[2020-12-03 22:44:31	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000121612 | val_loss: 0.000131694 | Time: 1922.54 ms
[2020-12-03 22:44:33	                main:581]	:	INFO	:	Epoch 752 | loss: 0.00011575 | val_loss: 0.000130775 | Time: 1917.16 ms
[2020-12-03 22:44:35	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000114536 | val_loss: 0.000129934 | Time: 1921.51 ms
[2020-12-03 22:44:37	                main:581]	:	INFO	:	Epoch 754 | loss: 0.00011628 | val_loss: 0.0001399 | Time: 1916.91 ms
[2020-12-03 22:44:39	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000156657 | val_loss: 0.000184771 | Time: 1919.61 ms
[2020-12-03 22:44:41	                main:581]	:	INFO	:	Epoch 756 | loss: 0.00013145 | val_loss: 0.000134686 | Time: 1922.47 ms
[2020-12-03 22:44:42	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000116444 | val_loss: 0.000130847 | Time: 1920.45 ms
[2020-12-03 22:44:44	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000115061 | val_loss: 0.000132348 | Time: 1922.21 ms
[2020-12-03 22:44:46	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000161536 | val_loss: 0.000188263 | Time: 1922.4 ms
[2020-12-03 22:44:48	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000134914 | val_loss: 0.000140584 | Time: 1922.4 ms
[2020-12-03 22:44:50	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000118976 | val_loss: 0.000132365 | Time: 1921.51 ms
[2020-12-03 22:44:52	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000116533 | val_loss: 0.000132344 | Time: 1923.9 ms
[2020-12-03 22:44:54	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000177042 | val_loss: 0.000144843 | Time: 1922.72 ms
[2020-12-03 22:44:56	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000140738 | val_loss: 0.000151579 | Time: 1923.63 ms
[2020-12-03 22:44:58	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0001414 | val_loss: 0.00014059 | Time: 1919.66 ms
[2020-12-03 22:45:00	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000120376 | val_loss: 0.000131793 | Time: 1923.04 ms
[2020-12-03 22:45:02	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000117061 | val_loss: 0.000138307 | Time: 1920.34 ms
[2020-12-03 22:45:04	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000150397 | val_loss: 0.000174807 | Time: 1920.2 ms
[2020-12-03 22:45:06	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000133572 | val_loss: 0.000133862 | Time: 1921.09 ms
[2020-12-03 22:45:07	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000117562 | val_loss: 0.000132013 | Time: 1920.46 ms
[2020-12-03 22:45:09	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000116129 | val_loss: 0.000151329 | Time: 1919.47 ms
[2020-12-03 22:45:11	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000207785 | val_loss: 0.000184427 | Time: 1916.53 ms
[2020-12-03 22:45:13	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000143487 | val_loss: 0.000144378 | Time: 1921.31 ms
[2020-12-03 22:45:15	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000122724 | val_loss: 0.000132017 | Time: 1923.09 ms
[2020-12-03 22:45:17	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000115552 | val_loss: 0.000129294 | Time: 1917.8 ms
[2020-12-03 22:45:19	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000114763 | val_loss: 0.000139016 | Time: 1913.2 ms
[2020-12-03 22:45:21	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000139734 | val_loss: 0.000136727 | Time: 1925.65 ms
[2020-12-03 22:45:23	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000119468 | val_loss: 0.000137345 | Time: 1918.67 ms
[2020-12-03 22:45:25	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000126529 | val_loss: 0.000142113 | Time: 1923.51 ms
[2020-12-03 22:45:27	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000141281 | val_loss: 0.00013542 | Time: 1922.94 ms
[2020-12-03 22:45:29	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000118205 | val_loss: 0.00013345 | Time: 1922.67 ms
[2020-12-03 22:45:31	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000118534 | val_loss: 0.000152597 | Time: 1912.28 ms
[2020-12-03 22:45:32	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000167209 | val_loss: 0.000157888 | Time: 1918.41 ms
[2020-12-03 22:45:34	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000130106 | val_loss: 0.000138901 | Time: 1912.35 ms
[2020-12-03 22:45:36	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000120953 | val_loss: 0.000133422 | Time: 1911.89 ms
[2020-12-03 22:45:38	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000115894 | val_loss: 0.000128649 | Time: 1917.63 ms
[2020-12-03 22:45:40	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000114878 | val_loss: 0.000139659 | Time: 1925.14 ms
[2020-12-03 22:45:42	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000242043 | val_loss: 0.000212233 | Time: 1920.74 ms
[2020-12-03 22:45:44	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000193948 | val_loss: 0.000318199 | Time: 1913.5 ms
[2020-12-03 22:45:46	                main:581]	:	INFO	:	Epoch 790 | loss: 0.00519779 | val_loss: 0.00540768 | Time: 1919.17 ms
[2020-12-03 22:45:48	                main:581]	:	INFO	:	Epoch 791 | loss: 0.00353223 | val_loss: 0.00121573 | Time: 1917.98 ms
[2020-12-03 22:45:50	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000745635 | val_loss: 0.000414083 | Time: 1918.33 ms
[2020-12-03 22:45:52	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000301191 | val_loss: 0.000249922 | Time: 1920.23 ms
[2020-12-03 22:45:54	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000205809 | val_loss: 0.000207096 | Time: 1924.77 ms
[2020-12-03 22:45:55	                main:581]	:	INFO	:	Epoch 795 | loss: 0.00017812 | val_loss: 0.000190239 | Time: 1924.74 ms
[2020-12-03 22:45:57	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000166373 | val_loss: 0.00018277 | Time: 1925.15 ms
[2020-12-03 22:45:59	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000160208 | val_loss: 0.000178266 | Time: 1927.64 ms
[2020-12-03 22:46:01	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000156012 | val_loss: 0.000173881 | Time: 1926.95 ms
[2020-12-03 22:46:03	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000152373 | val_loss: 0.00017062 | Time: 1925.69 ms
[2020-12-03 22:46:05	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000150034 | val_loss: 0.000168607 | Time: 1921.68 ms
[2020-12-03 22:46:07	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000148625 | val_loss: 0.000166696 | Time: 1921.22 ms
[2020-12-03 22:46:09	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000146935 | val_loss: 0.000165963 | Time: 1922.83 ms
[2020-12-03 22:46:11	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000146213 | val_loss: 0.000164609 | Time: 1915.74 ms
[2020-12-03 22:46:13	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000144979 | val_loss: 0.000163786 | Time: 1916.49 ms
[2020-12-03 22:46:15	                main:581]	:	INFO	:	Epoch 805 | loss: 0.00014405 | val_loss: 0.000162413 | Time: 1921.12 ms
[2020-12-03 22:46:17	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000143328 | val_loss: 0.000161899 | Time: 1911.9 ms
[2020-12-03 22:46:19	                main:581]	:	INFO	:	Epoch 807 | loss: 0.00014261 | val_loss: 0.000161434 | Time: 1916.73 ms
[2020-12-03 22:46:20	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000141954 | val_loss: 0.000159995 | Time: 1920.52 ms
[2020-12-03 22:46:22	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000141091 | val_loss: 0.000158997 | Time: 1921.86 ms
[2020-12-03 22:46:24	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000140338 | val_loss: 0.000158198 | Time: 1916.32 ms
[2020-12-03 22:46:26	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000139802 | val_loss: 0.000157093 | Time: 1911.88 ms
[2020-12-03 22:46:28	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000138933 | val_loss: 0.000156354 | Time: 1918 ms
[2020-12-03 22:46:30	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000138575 | val_loss: 0.000157423 | Time: 1914.46 ms
[2020-12-03 22:46:32	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000138856 | val_loss: 0.000155698 | Time: 1920.05 ms
[2020-12-03 22:46:34	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000137165 | val_loss: 0.000154762 | Time: 1919.51 ms
[2020-12-03 22:46:36	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000136811 | val_loss: 0.000153892 | Time: 1920.83 ms
[2020-12-03 22:46:38	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000138269 | val_loss: 0.00015895 | Time: 1924.08 ms
[2020-12-03 22:46:40	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000138027 | val_loss: 0.000162706 | Time: 1924.97 ms
[2020-12-03 22:46:42	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000138426 | val_loss: 0.000155533 | Time: 1923.86 ms
[2020-12-03 22:46:43	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000136996 | val_loss: 0.000152169 | Time: 1924.63 ms
[2020-12-03 22:46:45	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000135346 | val_loss: 0.000153646 | Time: 1921.71 ms
[2020-12-03 22:46:47	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000134678 | val_loss: 0.000151628 | Time: 1924.37 ms
[2020-12-03 22:46:49	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000140619 | val_loss: 0.000168724 | Time: 1917.46 ms
[2020-12-03 22:46:51	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000139683 | val_loss: 0.000155293 | Time: 1918.49 ms
[2020-12-03 22:46:53	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000135884 | val_loss: 0.000151 | Time: 1918.91 ms
[2020-12-03 22:46:55	                main:581]	:	INFO	:	Epoch 826 | loss: 0.00013385 | val_loss: 0.000149769 | Time: 1922.93 ms
[2020-12-03 22:46:57	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000132559 | val_loss: 0.000148779 | Time: 1913.69 ms
[2020-12-03 22:46:59	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000134866 | val_loss: 0.000152756 | Time: 1916.28 ms
[2020-12-03 22:47:01	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000140667 | val_loss: 0.00016826 | Time: 1917.34 ms
[2020-12-03 22:47:03	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000141102 | val_loss: 0.000156274 | Time: 1912.91 ms
[2020-12-03 22:47:05	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000134063 | val_loss: 0.000149469 | Time: 1912.07 ms
[2020-12-03 22:47:06	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000132199 | val_loss: 0.000149645 | Time: 1920.11 ms
[2020-12-03 22:47:08	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000138071 | val_loss: 0.000203577 | Time: 1916.27 ms
[2020-12-03 22:47:10	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000194139 | val_loss: 0.000175511 | Time: 1917.07 ms
[2020-12-03 22:47:12	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000138846 | val_loss: 0.000147212 | Time: 1917.09 ms
[2020-12-03 22:47:14	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000130995 | val_loss: 0.000146179 | Time: 1915.48 ms
[2020-12-03 22:47:16	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000129257 | val_loss: 0.000145542 | Time: 1917.07 ms
[2020-12-03 22:47:18	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000129227 | val_loss: 0.000145326 | Time: 1918.24 ms
[2020-12-03 22:47:20	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000129314 | val_loss: 0.000146227 | Time: 1915.76 ms
[2020-12-03 22:47:22	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000129034 | val_loss: 0.000148131 | Time: 1926.7 ms
[2020-12-03 22:47:24	                main:581]	:	INFO	:	Epoch 841 | loss: 0.00015935 | val_loss: 0.000365593 | Time: 1925.45 ms
[2020-12-03 22:47:26	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000215368 | val_loss: 0.000171172 | Time: 1925.65 ms
[2020-12-03 22:47:28	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000137996 | val_loss: 0.000148856 | Time: 1915.66 ms
[2020-12-03 22:47:30	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000130083 | val_loss: 0.0001455 | Time: 1919.11 ms
[2020-12-03 22:47:31	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000128395 | val_loss: 0.000145248 | Time: 1933.35 ms
[2020-12-03 22:47:33	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000128092 | val_loss: 0.000145031 | Time: 1931.69 ms
[2020-12-03 22:47:35	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000127492 | val_loss: 0.00014385 | Time: 1922.83 ms
[2020-12-03 22:47:37	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000127104 | val_loss: 0.000144001 | Time: 1927.26 ms
[2020-12-03 22:47:39	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000126406 | val_loss: 0.000143114 | Time: 1923.18 ms
[2020-12-03 22:47:41	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0001629 | val_loss: 0.000268789 | Time: 1925.45 ms
[2020-12-03 22:47:43	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000156175 | val_loss: 0.000154823 | Time: 1922.66 ms
[2020-12-03 22:47:45	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000130693 | val_loss: 0.000145203 | Time: 1921.81 ms
[2020-12-03 22:47:47	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000128141 | val_loss: 0.000145942 | Time: 1921.54 ms
[2020-12-03 22:47:49	                main:581]	:	INFO	:	Epoch 854 | loss: 0.00013051 | val_loss: 0.000156614 | Time: 1921.21 ms
[2020-12-03 22:47:51	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000169937 | val_loss: 0.000168 | Time: 1921.04 ms
[2020-12-03 22:47:53	                main:581]	:	INFO	:	Epoch 856 | loss: 0.00013452 | val_loss: 0.000143641 | Time: 1920.65 ms
[2020-12-03 22:47:55	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000127238 | val_loss: 0.000143437 | Time: 1921.21 ms
[2020-12-03 22:47:56	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000125498 | val_loss: 0.00014186 | Time: 1918.84 ms
[2020-12-03 22:47:58	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000127955 | val_loss: 0.000156682 | Time: 1921.7 ms
[2020-12-03 22:48:00	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000183488 | val_loss: 0.00015927 | Time: 1919.31 ms
[2020-12-03 22:48:02	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000136259 | val_loss: 0.000145257 | Time: 1920.97 ms
[2020-12-03 22:48:04	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000127097 | val_loss: 0.000142237 | Time: 1923.16 ms
[2020-12-03 22:48:06	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000125153 | val_loss: 0.000141283 | Time: 1922.56 ms
[2020-12-03 22:48:08	                main:581]	:	INFO	:	Epoch 864 | loss: 0.00012509 | val_loss: 0.000143524 | Time: 1918.64 ms
[2020-12-03 22:48:10	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000197374 | val_loss: 0.000228826 | Time: 1920.42 ms
[2020-12-03 22:48:12	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000153848 | val_loss: 0.000157276 | Time: 1923.28 ms
[2020-12-03 22:48:14	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000132172 | val_loss: 0.00014514 | Time: 1917.81 ms
[2020-12-03 22:48:16	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000126425 | val_loss: 0.000142657 | Time: 1923.22 ms
[2020-12-03 22:48:18	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000125278 | val_loss: 0.000141317 | Time: 1920.34 ms
[2020-12-03 22:48:20	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000125307 | val_loss: 0.000141141 | Time: 1921.69 ms
[2020-12-03 22:48:21	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000126561 | val_loss: 0.000165665 | Time: 1923.04 ms
[2020-12-03 22:48:23	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000224637 | val_loss: 0.000210478 | Time: 1921.6 ms
[2020-12-03 22:48:25	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000150476 | val_loss: 0.000152034 | Time: 1920.21 ms
[2020-12-03 22:48:27	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000129746 | val_loss: 0.000141634 | Time: 1920.53 ms
[2020-12-03 22:48:29	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000124666 | val_loss: 0.000139443 | Time: 1920.27 ms
[2020-12-03 22:48:31	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000122633 | val_loss: 0.000135734 | Time: 1916.1 ms
[2020-12-03 22:48:33	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000120091 | val_loss: 0.000134326 | Time: 1917.66 ms
[2020-12-03 22:48:35	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000118837 | val_loss: 0.000133211 | Time: 1919.58 ms
[2020-12-03 22:48:37	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000118357 | val_loss: 0.000132991 | Time: 1920.02 ms
[2020-12-03 22:48:39	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000118163 | val_loss: 0.000133522 | Time: 1918.48 ms
[2020-12-03 22:48:41	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000176816 | val_loss: 0.000161533 | Time: 1919.88 ms
[2020-12-03 22:48:43	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000142495 | val_loss: 0.00014118 | Time: 1919.03 ms
[2020-12-03 22:48:44	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000122492 | val_loss: 0.000133686 | Time: 1919.38 ms
[2020-12-03 22:48:46	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000118341 | val_loss: 0.000133173 | Time: 1921.83 ms
[2020-12-03 22:48:48	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000117837 | val_loss: 0.00013228 | Time: 1923.32 ms
[2020-12-03 22:48:50	                main:581]	:	INFO	:	Epoch 886 | loss: 0.00013369 | val_loss: 0.000359421 | Time: 1920.12 ms
[2020-12-03 22:48:52	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000278438 | val_loss: 0.000173389 | Time: 1920.01 ms
[2020-12-03 22:48:54	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000149662 | val_loss: 0.000179968 | Time: 1918.65 ms
[2020-12-03 22:48:56	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000134133 | val_loss: 0.000136731 | Time: 1921.17 ms
[2020-12-03 22:48:58	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000120001 | val_loss: 0.000133503 | Time: 1919.89 ms
[2020-12-03 22:49:00	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000118282 | val_loss: 0.000132975 | Time: 1919.66 ms
[2020-12-03 22:49:02	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000117805 | val_loss: 0.000132213 | Time: 1932.17 ms
[2020-12-03 22:49:04	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000117307 | val_loss: 0.000131955 | Time: 1935.07 ms
[2020-12-03 22:49:06	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000117184 | val_loss: 0.000132856 | Time: 1929.06 ms
[2020-12-03 22:49:08	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000116887 | val_loss: 0.000131465 | Time: 1929.1 ms
[2020-12-03 22:49:09	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000121122 | val_loss: 0.000166763 | Time: 1924.13 ms
[2020-12-03 22:49:11	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000170408 | val_loss: 0.000158393 | Time: 1917.55 ms
[2020-12-03 22:49:13	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000127986 | val_loss: 0.000135502 | Time: 1919.79 ms
[2020-12-03 22:49:15	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000119843 | val_loss: 0.000132431 | Time: 1921.5 ms
[2020-12-03 22:49:17	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000118356 | val_loss: 0.000131565 | Time: 1919.73 ms
[2020-12-03 22:49:19	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000116231 | val_loss: 0.000132015 | Time: 1920.94 ms
[2020-12-03 22:49:21	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000131138 | val_loss: 0.000211059 | Time: 1923.82 ms
[2020-12-03 22:49:23	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000154289 | val_loss: 0.00013976 | Time: 1921.17 ms
[2020-12-03 22:49:25	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000121198 | val_loss: 0.000131989 | Time: 1919.03 ms
[2020-12-03 22:49:27	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000117785 | val_loss: 0.000130796 | Time: 1920.29 ms
[2020-12-03 22:49:29	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000117208 | val_loss: 0.000144967 | Time: 1919.92 ms
[2020-12-03 22:49:31	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000203797 | val_loss: 0.000153949 | Time: 1920.29 ms
[2020-12-03 22:49:33	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000136735 | val_loss: 0.000138719 | Time: 1896.89 ms
[2020-12-03 22:49:34	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000121021 | val_loss: 0.000132385 | Time: 1849.26 ms
[2020-12-03 22:49:36	                main:581]	:	INFO	:	Epoch 910 | loss: 0.00011686 | val_loss: 0.000130928 | Time: 1890.32 ms
[2020-12-03 22:49:38	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000116076 | val_loss: 0.000130571 | Time: 1898.88 ms
[2020-12-03 22:49:40	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000115587 | val_loss: 0.000131775 | Time: 1889.31 ms
[2020-12-03 22:49:42	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000132679 | val_loss: 0.000270425 | Time: 1905.68 ms
[2020-12-03 22:49:44	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000180101 | val_loss: 0.000144044 | Time: 1890.57 ms
[2020-12-03 22:49:46	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000124535 | val_loss: 0.00013394 | Time: 1919.92 ms
[2020-12-03 22:49:48	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000117637 | val_loss: 0.000131952 | Time: 1925.39 ms
[2020-12-03 22:49:50	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00011582 | val_loss: 0.000130414 | Time: 1929.06 ms
[2020-12-03 22:49:52	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000115218 | val_loss: 0.000130082 | Time: 1924.99 ms
[2020-12-03 22:49:53	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000137941 | val_loss: 0.000312207 | Time: 1914.98 ms
[2020-12-03 22:49:55	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000186439 | val_loss: 0.000158232 | Time: 1867.74 ms
[2020-12-03 22:49:57	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000128903 | val_loss: 0.000143844 | Time: 1886.53 ms
[2020-12-03 22:49:59	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000121371 | val_loss: 0.000131667 | Time: 1851.03 ms
[2020-12-03 22:50:01	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000116054 | val_loss: 0.000129873 | Time: 1873.04 ms
[2020-12-03 22:50:03	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000114819 | val_loss: 0.000128955 | Time: 1836.54 ms
[2020-12-03 22:50:05	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000117089 | val_loss: 0.000146215 | Time: 1858.86 ms
[2020-12-03 22:50:06	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000149512 | val_loss: 0.000144735 | Time: 1866.69 ms
[2020-12-03 22:50:08	                main:581]	:	INFO	:	Epoch 927 | loss: 0.00012105 | val_loss: 0.000130881 | Time: 1843.79 ms
[2020-12-03 22:50:10	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000118426 | val_loss: 0.000131368 | Time: 1912.29 ms
[2020-12-03 22:50:12	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000123294 | val_loss: 0.000163222 | Time: 1914.4 ms
[2020-12-03 22:50:14	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000156525 | val_loss: 0.000154996 | Time: 1913.63 ms
[2020-12-03 22:50:16	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000126427 | val_loss: 0.000135485 | Time: 1912.74 ms
[2020-12-03 22:50:18	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000117352 | val_loss: 0.000129388 | Time: 1912.38 ms
[2020-12-03 22:50:20	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000117275 | val_loss: 0.000134187 | Time: 1922.34 ms
[2020-12-03 22:50:22	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000150279 | val_loss: 0.000166031 | Time: 1921.64 ms
[2020-12-03 22:50:24	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000139044 | val_loss: 0.000136475 | Time: 1921.32 ms
[2020-12-03 22:50:26	                main:581]	:	INFO	:	Epoch 936 | loss: 0.00011899 | val_loss: 0.000131075 | Time: 1924.28 ms
[2020-12-03 22:50:28	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000115643 | val_loss: 0.000127884 | Time: 1922.56 ms
[2020-12-03 22:50:29	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000124346 | val_loss: 0.000268672 | Time: 1918.23 ms
[2020-12-03 22:50:31	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000230806 | val_loss: 0.000156019 | Time: 1919.79 ms
[2020-12-03 22:50:33	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000153631 | val_loss: 0.00014382 | Time: 1919.2 ms
[2020-12-03 22:50:35	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000123643 | val_loss: 0.000132855 | Time: 1919.36 ms
[2020-12-03 22:50:37	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000114789 | val_loss: 0.000127835 | Time: 1917.15 ms
[2020-12-03 22:50:39	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000113154 | val_loss: 0.000128929 | Time: 1922.27 ms
[2020-12-03 22:50:41	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000112898 | val_loss: 0.00012756 | Time: 1923.32 ms
[2020-12-03 22:50:43	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000112975 | val_loss: 0.000129165 | Time: 1919.93 ms
[2020-12-03 22:50:45	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000193649 | val_loss: 0.000164305 | Time: 1923.88 ms
[2020-12-03 22:50:47	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000141916 | val_loss: 0.000140119 | Time: 1922.06 ms
[2020-12-03 22:50:49	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000121447 | val_loss: 0.0001335 | Time: 1915.4 ms
[2020-12-03 22:50:51	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000115071 | val_loss: 0.000128824 | Time: 1916.92 ms
[2020-12-03 22:50:52	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000113472 | val_loss: 0.000127774 | Time: 1913.13 ms
[2020-12-03 22:50:54	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000113615 | val_loss: 0.000128797 | Time: 1921.71 ms
[2020-12-03 22:50:56	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000117388 | val_loss: 0.000135656 | Time: 1920.88 ms
[2020-12-03 22:50:58	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000125198 | val_loss: 0.00013045 | Time: 1919.57 ms
[2020-12-03 22:51:00	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000124485 | val_loss: 0.000154743 | Time: 1918.62 ms
[2020-12-03 22:51:02	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000163623 | val_loss: 0.0001634 | Time: 1921.06 ms
[2020-12-03 22:51:04	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000126303 | val_loss: 0.000133553 | Time: 1921.52 ms
[2020-12-03 22:51:06	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000116486 | val_loss: 0.000128649 | Time: 1920.81 ms
[2020-12-03 22:51:08	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000113883 | val_loss: 0.000130266 | Time: 1922.2 ms
[2020-12-03 22:51:10	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000148428 | val_loss: 0.000276003 | Time: 1920.67 ms
[2020-12-03 22:51:12	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000152063 | val_loss: 0.0001422 | Time: 1927.13 ms
[2020-12-03 22:51:14	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000120037 | val_loss: 0.000130802 | Time: 1921.72 ms
[2020-12-03 22:51:16	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000114126 | val_loss: 0.000127675 | Time: 1924.91 ms
[2020-12-03 22:51:17	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000112644 | val_loss: 0.000126865 | Time: 1921.61 ms
[2020-12-03 22:51:19	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000134013 | val_loss: 0.000219268 | Time: 1920.9 ms
[2020-12-03 22:51:21	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00014434 | val_loss: 0.000146728 | Time: 1924.65 ms
[2020-12-03 22:51:23	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000120757 | val_loss: 0.000132141 | Time: 1919.77 ms
[2020-12-03 22:51:25	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000116896 | val_loss: 0.000130991 | Time: 1919.73 ms
[2020-12-03 22:51:27	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000126085 | val_loss: 0.000200191 | Time: 1927.22 ms
[2020-12-03 22:51:29	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000175373 | val_loss: 0.000150616 | Time: 1930.2 ms
[2020-12-03 22:51:31	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000131146 | val_loss: 0.000138378 | Time: 1926.46 ms
[2020-12-03 22:51:33	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000120226 | val_loss: 0.000129062 | Time: 1923.85 ms
[2020-12-03 22:51:35	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000114205 | val_loss: 0.000127638 | Time: 1918.26 ms
[2020-12-03 22:51:37	                main:581]	:	INFO	:	Epoch 973 | loss: 0.00011448 | val_loss: 0.000137241 | Time: 1928.32 ms
[2020-12-03 22:51:39	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000173838 | val_loss: 0.000170345 | Time: 1934.21 ms
[2020-12-03 22:51:41	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000141778 | val_loss: 0.00013816 | Time: 1920.98 ms
[2020-12-03 22:51:42	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000118421 | val_loss: 0.000129396 | Time: 1924.56 ms
[2020-12-03 22:51:44	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000113346 | val_loss: 0.000127356 | Time: 1923.79 ms
[2020-12-03 22:51:46	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000117879 | val_loss: 0.000134311 | Time: 1922.75 ms
[2020-12-03 22:51:48	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000126941 | val_loss: 0.000265935 | Time: 1921.27 ms
[2020-12-03 22:51:50	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000215181 | val_loss: 0.000174304 | Time: 1921.08 ms
[2020-12-03 22:51:52	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00015446 | val_loss: 0.000150807 | Time: 1919.05 ms
[2020-12-03 22:51:54	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000124098 | val_loss: 0.000130979 | Time: 1929.15 ms
[2020-12-03 22:51:56	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000115645 | val_loss: 0.000129435 | Time: 1919.48 ms
[2020-12-03 22:51:58	                main:581]	:	INFO	:	Epoch 984 | loss: 0.00011402 | val_loss: 0.000126855 | Time: 1925.41 ms
[2020-12-03 22:52:00	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000112486 | val_loss: 0.000127119 | Time: 1926.6 ms
[2020-12-03 22:52:02	                main:581]	:	INFO	:	Epoch 986 | loss: 0.00011535 | val_loss: 0.000147136 | Time: 1922.02 ms
[2020-12-03 22:52:04	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000182384 | val_loss: 0.000168185 | Time: 1925.94 ms
[2020-12-03 22:52:06	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000131942 | val_loss: 0.000134162 | Time: 1923.44 ms
[2020-12-03 22:52:07	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000116252 | val_loss: 0.000127861 | Time: 1927.77 ms
[2020-12-03 22:52:09	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00011246 | val_loss: 0.00012672 | Time: 1921.8 ms
[2020-12-03 22:52:11	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000112201 | val_loss: 0.00012701 | Time: 1923.53 ms
[2020-12-03 22:52:13	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00012275 | val_loss: 0.000203298 | Time: 1930.28 ms
[2020-12-03 22:52:15	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000179767 | val_loss: 0.000157079 | Time: 1929.5 ms
[2020-12-03 22:52:17	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000124603 | val_loss: 0.000131854 | Time: 1924.28 ms
[2020-12-03 22:52:19	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000115117 | val_loss: 0.000127457 | Time: 1918.68 ms
[2020-12-03 22:52:21	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000112806 | val_loss: 0.000127481 | Time: 1924.71 ms
[2020-12-03 22:52:23	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000113103 | val_loss: 0.000127786 | Time: 1922.14 ms
[2020-12-03 22:52:25	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000113421 | val_loss: 0.00013369 | Time: 1922.95 ms
[2020-12-03 22:52:27	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000219087 | val_loss: 0.000171989 | Time: 1927.25 ms
[2020-12-03 22:52:29	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000173077 | val_loss: 0.000196374 | Time: 1928.25 ms
[2020-12-03 22:52:31	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000141251 | val_loss: 0.000135982 | Time: 1929.14 ms
[2020-12-03 22:52:33	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.00011756 | val_loss: 0.000128063 | Time: 1919.41 ms
[2020-12-03 22:52:34	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000112871 | val_loss: 0.000126391 | Time: 1927.53 ms
[2020-12-03 22:52:36	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000111561 | val_loss: 0.000127301 | Time: 1933.11 ms
[2020-12-03 22:52:38	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000218028 | val_loss: 0.00024344 | Time: 1929.98 ms
[2020-12-03 22:52:40	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000182756 | val_loss: 0.00016795 | Time: 1927.7 ms
[2020-12-03 22:52:42	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000128247 | val_loss: 0.00013464 | Time: 1919.16 ms
[2020-12-03 22:52:44	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000117252 | val_loss: 0.000128741 | Time: 1920.17 ms
[2020-12-03 22:52:46	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000113736 | val_loss: 0.000127213 | Time: 1913.19 ms
[2020-12-03 22:52:48	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000112344 | val_loss: 0.000126819 | Time: 1910.13 ms
[2020-12-03 22:52:50	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000112065 | val_loss: 0.000126774 | Time: 1919.45 ms
[2020-12-03 22:52:52	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00011194 | val_loss: 0.000126339 | Time: 1918.4 ms
[2020-12-03 22:52:54	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000112571 | val_loss: 0.000127256 | Time: 1912.2 ms
[2020-12-03 22:52:56	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000112383 | val_loss: 0.000126926 | Time: 1914.1 ms
[2020-12-03 22:52:57	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000112724 | val_loss: 0.000129944 | Time: 1914.64 ms
[2020-12-03 22:52:59	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000127721 | val_loss: 0.000142783 | Time: 1920.17 ms
[2020-12-03 22:53:01	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000122648 | val_loss: 0.00012822 | Time: 1923.36 ms
[2020-12-03 22:53:03	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000119064 | val_loss: 0.000163686 | Time: 1935.8 ms
[2020-12-03 22:53:05	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000156013 | val_loss: 0.000138822 | Time: 1928.93 ms
[2020-12-03 22:53:07	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00011698 | val_loss: 0.000129474 | Time: 1919.34 ms
[2020-12-03 22:53:09	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000116287 | val_loss: 0.000131012 | Time: 1917.26 ms
[2020-12-03 22:53:11	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000123813 | val_loss: 0.000183492 | Time: 1919.58 ms
[2020-12-03 22:53:13	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000161678 | val_loss: 0.00013931 | Time: 1917.9 ms
[2020-12-03 22:53:15	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.00012106 | val_loss: 0.00013112 | Time: 1916.6 ms
[2020-12-03 22:53:15	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00013112
[2020-12-03 22:53:15	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-03 22:53:15	                main:615]	:	INFO	:	Success, exiting..
22:53:15 (517872): 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)