Task 3359086

Name EightBitModified-1605932551-20835-6_1
Workunit 1516761
Created 19 Dec 2020, 10:41:04 UTC
Sent 19 Dec 2020, 10:49:09 UTC
Report deadline 26 Dec 2020, 10:49:09 UTC
Received 19 Dec 2020, 23:08:14 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3774
Run time 34 min 25 sec
CPU time 33 min 13 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 11,344.36 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.64 GB
Peak swap size 3.71 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
	:	INFO	:	Epoch 514 | loss: 0.0262787 | val_loss: 0.0265971 | Time: 1868.39 ms
[2020-12-19 17:50:48	                main:574]	:	INFO	:	Epoch 515 | loss: 0.0262706 | val_loss: 0.0265718 | Time: 1941.59 ms
[2020-12-19 17:50:50	                main:574]	:	INFO	:	Epoch 516 | loss: 0.0262963 | val_loss: 0.0269917 | Time: 2060.33 ms
[2020-12-19 17:50:52	                main:574]	:	INFO	:	Epoch 517 | loss: 0.0266026 | val_loss: 0.0267913 | Time: 2043.81 ms
[2020-12-19 17:50:54	                main:574]	:	INFO	:	Epoch 518 | loss: 0.0263629 | val_loss: 0.0266163 | Time: 1988.73 ms
[2020-12-19 17:50:56	                main:574]	:	INFO	:	Epoch 519 | loss: 0.0262238 | val_loss: 0.0264563 | Time: 1825.61 ms
[2020-12-19 17:50:58	                main:574]	:	INFO	:	Epoch 520 | loss: 0.0261406 | val_loss: 0.0264667 | Time: 1906.51 ms
[2020-12-19 17:51:00	                main:574]	:	INFO	:	Epoch 521 | loss: 0.0260363 | val_loss: 0.0262767 | Time: 1987.84 ms
[2020-12-19 17:51:02	                main:574]	:	INFO	:	Epoch 522 | loss: 0.0259489 | val_loss: 0.0262515 | Time: 2011.1 ms
[2020-12-19 17:51:04	                main:574]	:	INFO	:	Epoch 523 | loss: 0.0259303 | val_loss: 0.0262608 | Time: 1955.54 ms
[2020-12-19 17:51:06	                main:574]	:	INFO	:	Epoch 524 | loss: 0.0259198 | val_loss: 0.0262415 | Time: 1794.94 ms
[2020-12-19 17:51:07	                main:574]	:	INFO	:	Epoch 525 | loss: 0.0259138 | val_loss: 0.0262174 | Time: 1860.11 ms
[2020-12-19 17:51:09	                main:574]	:	INFO	:	Epoch 526 | loss: 0.0258885 | val_loss: 0.0262025 | Time: 1957.16 ms
[2020-12-19 17:51:12	                main:574]	:	INFO	:	Epoch 527 | loss: 0.0258867 | val_loss: 0.0261911 | Time: 1974.85 ms
[2020-12-19 17:51:14	                main:574]	:	INFO	:	Epoch 528 | loss: 0.0258775 | val_loss: 0.0261939 | Time: 2023.6 ms
[2020-12-19 17:51:16	                main:574]	:	INFO	:	Epoch 529 | loss: 0.0258772 | val_loss: 0.0261854 | Time: 1875.47 ms
[2020-12-19 17:51:17	                main:574]	:	INFO	:	Epoch 530 | loss: 0.0258673 | val_loss: 0.0261793 | Time: 1902.43 ms
[2020-12-19 17:51:19	                main:574]	:	INFO	:	Epoch 531 | loss: 0.0258704 | val_loss: 0.0261872 | Time: 1962.35 ms
[2020-12-19 17:51:22	                main:574]	:	INFO	:	Epoch 532 | loss: 0.0258779 | val_loss: 0.0262198 | Time: 2004.88 ms
[2020-12-19 17:51:24	                main:574]	:	INFO	:	Epoch 533 | loss: 0.0258889 | val_loss: 0.0261809 | Time: 2030.02 ms
[2020-12-19 17:51:26	                main:574]	:	INFO	:	Epoch 534 | loss: 0.0258658 | val_loss: 0.0261899 | Time: 1867.4 ms
[2020-12-19 17:51:28	                main:574]	:	INFO	:	Epoch 535 | loss: 0.0258583 | val_loss: 0.026183 | Time: 1937.02 ms
[2020-12-19 17:51:30	                main:574]	:	INFO	:	Epoch 536 | loss: 0.0258646 | val_loss: 0.0261655 | Time: 2015.97 ms
[2020-12-19 17:51:32	                main:574]	:	INFO	:	Epoch 537 | loss: 0.0258579 | val_loss: 0.0261654 | Time: 1979.85 ms
[2020-12-19 17:51:34	                main:574]	:	INFO	:	Epoch 538 | loss: 0.0258512 | val_loss: 0.0261566 | Time: 1950.27 ms
[2020-12-19 17:51:36	                main:574]	:	INFO	:	Epoch 539 | loss: 0.025846 | val_loss: 0.026161 | Time: 1802.89 ms
[2020-12-19 17:51:38	                main:574]	:	INFO	:	Epoch 540 | loss: 0.0258424 | val_loss: 0.026141 | Time: 1882.07 ms
[2020-12-19 17:51:40	                main:574]	:	INFO	:	Epoch 541 | loss: 0.0258391 | val_loss: 0.0261594 | Time: 2038.97 ms
[2020-12-19 17:51:42	                main:574]	:	INFO	:	Epoch 542 | loss: 0.0258387 | val_loss: 0.0261468 | Time: 1884.47 ms
[2020-12-19 17:51:44	                main:574]	:	INFO	:	Epoch 543 | loss: 0.0258242 | val_loss: 0.0261237 | Time: 1925.48 ms
[2020-12-19 17:51:45	                main:574]	:	INFO	:	Epoch 544 | loss: 0.0258161 | val_loss: 0.0261425 | Time: 1829.23 ms
[2020-12-19 17:51:47	                main:574]	:	INFO	:	Epoch 545 | loss: 0.0258101 | val_loss: 0.0261345 | Time: 1784.95 ms
[2020-12-19 17:51:49	                main:574]	:	INFO	:	Epoch 546 | loss: 0.0257692 | val_loss: 0.026039 | Time: 1969.75 ms
[2020-12-19 17:51:51	                main:574]	:	INFO	:	Epoch 547 | loss: 0.026139 | val_loss: 0.0261071 | Time: 2022.86 ms
[2020-12-19 17:51:53	                main:574]	:	INFO	:	Epoch 548 | loss: 0.0257632 | val_loss: 0.0263453 | Time: 1981.62 ms
[2020-12-19 17:51:55	                main:574]	:	INFO	:	Epoch 549 | loss: 0.026114 | val_loss: 0.0260671 | Time: 1909.84 ms
[2020-12-19 17:51:57	                main:574]	:	INFO	:	Epoch 550 | loss: 0.0256897 | val_loss: 0.0259041 | Time: 1814.24 ms
[2020-12-19 17:51:59	                main:574]	:	INFO	:	Epoch 551 | loss: 0.025565 | val_loss: 0.0266462 | Time: 2019.89 ms
[2020-12-19 17:52:01	                main:574]	:	INFO	:	Epoch 552 | loss: 0.0258738 | val_loss: 0.0259262 | Time: 2000.64 ms
[2020-12-19 17:52:03	                main:574]	:	INFO	:	Epoch 553 | loss: 0.0255585 | val_loss: 0.0256452 | Time: 2061.42 ms
[2020-12-19 17:52:05	                main:574]	:	INFO	:	Epoch 554 | loss: 0.0253192 | val_loss: 0.0255785 | Time: 1893.97 ms
[2020-12-19 17:52:07	                main:574]	:	INFO	:	Epoch 555 | loss: 0.0252749 | val_loss: 0.0255609 | Time: 1836.52 ms
[2020-12-19 17:52:09	                main:574]	:	INFO	:	Epoch 556 | loss: 0.0252581 | val_loss: 0.0255174 | Time: 2008.76 ms
[2020-12-19 17:52:11	                main:574]	:	INFO	:	Epoch 557 | loss: 0.0252462 | val_loss: 0.0255615 | Time: 1920.5 ms
[2020-12-19 17:52:13	                main:574]	:	INFO	:	Epoch 558 | loss: 0.0252726 | val_loss: 0.0255435 | Time: 1947.04 ms
[2020-12-19 17:52:15	                main:574]	:	INFO	:	Epoch 559 | loss: 0.0252485 | val_loss: 0.0255416 | Time: 1899.35 ms
[2020-12-19 17:52:17	                main:574]	:	INFO	:	Epoch 560 | loss: 0.0252787 | val_loss: 0.0255297 | Time: 1758.73 ms
[2020-12-19 17:52:19	                main:574]	:	INFO	:	Epoch 561 | loss: 0.0252312 | val_loss: 0.0255294 | Time: 1899.8 ms
[2020-12-19 17:52:21	                main:574]	:	INFO	:	Epoch 562 | loss: 0.0252866 | val_loss: 0.0255244 | Time: 1972.43 ms
[2020-12-19 17:52:23	                main:574]	:	INFO	:	Epoch 563 | loss: 0.0252258 | val_loss: 0.0255018 | Time: 1939.79 ms
[2020-12-19 17:52:25	                main:574]	:	INFO	:	Epoch 564 | loss: 0.0252091 | val_loss: 0.025475 | Time: 1957.05 ms
[2020-12-19 17:52:27	                main:574]	:	INFO	:	Epoch 565 | loss: 0.0252015 | val_loss: 0.0254862 | Time: 1770.67 ms
[2020-12-19 17:52:29	                main:574]	:	INFO	:	Epoch 566 | loss: 0.0252003 | val_loss: 0.0254565 | Time: 2051.83 ms
[2020-12-19 17:52:31	                main:574]	:	INFO	:	Epoch 567 | loss: 0.0251932 | val_loss: 0.0254768 | Time: 1998.9 ms
[2020-12-19 17:52:33	                main:574]	:	INFO	:	Epoch 568 | loss: 0.0251911 | val_loss: 0.0254684 | Time: 2026.5 ms
[2020-12-19 17:52:35	                main:574]	:	INFO	:	Epoch 569 | loss: 0.0251917 | val_loss: 0.0254827 | Time: 1993.54 ms
[2020-12-19 17:52:37	                main:574]	:	INFO	:	Epoch 570 | loss: 0.0252027 | val_loss: 0.0254614 | Time: 1764.34 ms
[2020-12-19 17:52:39	                main:574]	:	INFO	:	Epoch 571 | loss: 0.0251864 | val_loss: 0.0254629 | Time: 2072.57 ms
[2020-12-19 17:52:41	                main:574]	:	INFO	:	Epoch 572 | loss: 0.0251948 | val_loss: 0.0254883 | Time: 2060.16 ms
[2020-12-19 17:52:43	                main:574]	:	INFO	:	Epoch 573 | loss: 0.0252004 | val_loss: 0.0254567 | Time: 2027.81 ms
[2020-12-19 17:52:45	                main:574]	:	INFO	:	Epoch 574 | loss: 0.0251729 | val_loss: 0.0254435 | Time: 1968.34 ms
[2020-12-19 17:52:47	                main:574]	:	INFO	:	Epoch 575 | loss: 0.0251831 | val_loss: 0.0254566 | Time: 1753.7 ms
[2020-12-19 17:52:49	                main:574]	:	INFO	:	Epoch 576 | loss: 0.0251639 | val_loss: 0.02544 | Time: 1965.06 ms
[2020-12-19 17:52:51	                main:574]	:	INFO	:	Epoch 577 | loss: 0.0251659 | val_loss: 0.0254442 | Time: 2024.59 ms
[2020-12-19 17:52:53	                main:574]	:	INFO	:	Epoch 578 | loss: 0.0251657 | val_loss: 0.0254348 | Time: 1937.06 ms
[2020-12-19 17:52:55	                main:574]	:	INFO	:	Epoch 579 | loss: 0.0251916 | val_loss: 0.0254748 | Time: 1900.71 ms
[2020-12-19 17:52:57	                main:574]	:	INFO	:	Epoch 580 | loss: 0.0251811 | val_loss: 0.0254546 | Time: 1694.36 ms
[2020-12-19 17:52:59	                main:574]	:	INFO	:	Epoch 581 | loss: 0.0251691 | val_loss: 0.0254449 | Time: 1941.2 ms
[2020-12-19 17:53:01	                main:574]	:	INFO	:	Epoch 582 | loss: 0.0251621 | val_loss: 0.0254316 | Time: 1948.63 ms
[2020-12-19 17:53:03	                main:574]	:	INFO	:	Epoch 583 | loss: 0.0251657 | val_loss: 0.0254611 | Time: 1999.04 ms
[2020-12-19 17:53:05	                main:574]	:	INFO	:	Epoch 584 | loss: 0.0251914 | val_loss: 0.0254707 | Time: 2034.96 ms
[2020-12-19 17:53:07	                main:574]	:	INFO	:	Epoch 585 | loss: 0.0251583 | val_loss: 0.0254362 | Time: 1758.82 ms
[2020-12-19 17:53:09	                main:574]	:	INFO	:	Epoch 586 | loss: 0.0251899 | val_loss: 0.0255196 | Time: 2014.57 ms
[2020-12-19 17:53:11	                main:574]	:	INFO	:	Epoch 587 | loss: 0.0251789 | val_loss: 0.025457 | Time: 2020.71 ms
[2020-12-19 17:53:13	                main:574]	:	INFO	:	Epoch 588 | loss: 0.025182 | val_loss: 0.0254516 | Time: 2043.06 ms
[2020-12-19 17:53:15	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0251537 | val_loss: 0.0254461 | Time: 2009.86 ms
[2020-12-19 17:53:17	                main:574]	:	INFO	:	Epoch 590 | loss: 0.0251302 | val_loss: 0.0254127 | Time: 1739.96 ms
[2020-12-19 17:53:19	                main:574]	:	INFO	:	Epoch 591 | loss: 0.0253305 | val_loss: 0.0259303 | Time: 2051.24 ms
[2020-12-19 17:53:21	                main:574]	:	INFO	:	Epoch 592 | loss: 0.0254336 | val_loss: 0.0256254 | Time: 1990.19 ms
[2020-12-19 17:53:23	                main:574]	:	INFO	:	Epoch 593 | loss: 0.0252855 | val_loss: 0.0256088 | Time: 1937.73 ms
[2020-12-19 17:53:25	                main:574]	:	INFO	:	Epoch 594 | loss: 0.0252784 | val_loss: 0.0255358 | Time: 1951.06 ms
[2020-12-19 17:53:27	                main:574]	:	INFO	:	Epoch 595 | loss: 0.0252135 | val_loss: 0.0254936 | Time: 1732.92 ms
[2020-12-19 17:53:29	                main:574]	:	INFO	:	Epoch 596 | loss: 0.0251994 | val_loss: 0.0254712 | Time: 1940.66 ms
[2020-12-19 17:53:31	                main:574]	:	INFO	:	Epoch 597 | loss: 0.0251834 | val_loss: 0.0254809 | Time: 1917.11 ms
[2020-12-19 17:53:33	                main:574]	:	INFO	:	Epoch 598 | loss: 0.0251833 | val_loss: 0.0254537 | Time: 1884.94 ms
[2020-12-19 17:53:35	                main:574]	:	INFO	:	Epoch 599 | loss: 0.0251638 | val_loss: 0.0254961 | Time: 1915.16 ms
[2020-12-19 17:53:36	                main:574]	:	INFO	:	Epoch 600 | loss: 0.0252028 | val_loss: 0.0254558 | Time: 1710.45 ms
[2020-12-19 17:53:38	                main:574]	:	INFO	:	Epoch 601 | loss: 0.0251686 | val_loss: 0.0254397 | Time: 1880.74 ms
[2020-12-19 17:53:40	                main:574]	:	INFO	:	Epoch 602 | loss: 0.0251701 | val_loss: 0.0254699 | Time: 1957.83 ms
[2020-12-19 17:53:42	                main:574]	:	INFO	:	Epoch 603 | loss: 0.0251566 | val_loss: 0.025435 | Time: 1991.52 ms
[2020-12-19 17:53:45	                main:574]	:	INFO	:	Epoch 604 | loss: 0.0251592 | val_loss: 0.0254315 | Time: 2011.11 ms
[2020-12-19 17:53:46	                main:574]	:	INFO	:	Epoch 605 | loss: 0.0251469 | val_loss: 0.0254178 | Time: 1710.02 ms
[2020-12-19 17:53:48	                main:574]	:	INFO	:	Epoch 606 | loss: 0.0251451 | val_loss: 0.02542 | Time: 2018.85 ms
[2020-12-19 17:53:50	                main:574]	:	INFO	:	Epoch 607 | loss: 0.0251413 | val_loss: 0.025423 | Time: 2000 ms
[2020-12-19 17:53:52	                main:574]	:	INFO	:	Epoch 608 | loss: 0.0251365 | val_loss: 0.0254081 | Time: 2038.6 ms
[2020-12-19 17:53:55	                main:574]	:	INFO	:	Epoch 609 | loss: 0.0251274 | val_loss: 0.0254173 | Time: 1974.62 ms
[2020-12-19 17:53:56	                main:574]	:	INFO	:	Epoch 610 | loss: 0.0251345 | val_loss: 0.0254137 | Time: 1730.14 ms
[2020-12-19 17:53:58	                main:574]	:	INFO	:	Epoch 611 | loss: 0.025133 | val_loss: 0.0253998 | Time: 1992.98 ms
[2020-12-19 17:54:00	                main:574]	:	INFO	:	Epoch 612 | loss: 0.0251243 | val_loss: 0.0254053 | Time: 1952.33 ms
[2020-12-19 17:54:02	                main:574]	:	INFO	:	Epoch 613 | loss: 0.0251189 | val_loss: 0.0253907 | Time: 1942.59 ms
[2020-12-19 17:54:04	                main:574]	:	INFO	:	Epoch 614 | loss: 0.0251371 | val_loss: 0.0254452 | Time: 1969.72 ms
[2020-12-19 17:54:06	                main:574]	:	INFO	:	Epoch 615 | loss: 0.0251426 | val_loss: 0.0254053 | Time: 1719.02 ms
[2020-12-19 17:54:08	                main:574]	:	INFO	:	Epoch 616 | loss: 0.025087 | val_loss: 0.0253573 | Time: 1907.96 ms
[2020-12-19 17:54:10	                main:574]	:	INFO	:	Epoch 617 | loss: 0.0251056 | val_loss: 0.025409 | Time: 1904.97 ms
[2020-12-19 17:54:12	                main:574]	:	INFO	:	Epoch 618 | loss: 0.0251359 | val_loss: 0.0254122 | Time: 1883.77 ms
[2020-12-19 17:54:14	                main:574]	:	INFO	:	Epoch 619 | loss: 0.0251322 | val_loss: 0.0254102 | Time: 1891.41 ms
[2020-12-19 17:54:16	                main:574]	:	INFO	:	Epoch 620 | loss: 0.0251286 | val_loss: 0.0254088 | Time: 1769.63 ms
[2020-12-19 17:54:18	                main:574]	:	INFO	:	Epoch 621 | loss: 0.0251074 | val_loss: 0.0254007 | Time: 1837.03 ms
[2020-12-19 17:54:20	                main:574]	:	INFO	:	Epoch 622 | loss: 0.0251254 | val_loss: 0.0253986 | Time: 1978.6 ms
[2020-12-19 17:54:22	                main:574]	:	INFO	:	Epoch 623 | loss: 0.0251085 | val_loss: 0.0253822 | Time: 2004.15 ms
[2020-12-19 17:54:24	                main:574]	:	INFO	:	Epoch 624 | loss: 0.0251103 | val_loss: 0.0253988 | Time: 1999.6 ms
[2020-12-19 17:54:26	                main:574]	:	INFO	:	Epoch 625 | loss: 0.0251405 | val_loss: 0.0254279 | Time: 1866.28 ms
[2020-12-19 17:54:28	                main:574]	:	INFO	:	Epoch 626 | loss: 0.0252498 | val_loss: 0.0255119 | Time: 1907.63 ms
[2020-12-19 17:54:30	                main:574]	:	INFO	:	Epoch 627 | loss: 0.0251803 | val_loss: 0.0254363 | Time: 2003.71 ms
[2020-12-19 17:54:32	                main:574]	:	INFO	:	Epoch 628 | loss: 0.0251472 | val_loss: 0.0254515 | Time: 2009.64 ms
[2020-12-19 17:54:34	                main:574]	:	INFO	:	Epoch 629 | loss: 0.0251372 | val_loss: 0.025386 | Time: 1970.68 ms
[2020-12-19 17:54:36	                main:574]	:	INFO	:	Epoch 630 | loss: 0.0256468 | val_loss: 0.0259786 | Time: 1826.15 ms
[2020-12-19 17:54:38	                main:574]	:	INFO	:	Epoch 631 | loss: 0.0255279 | val_loss: 0.0256255 | Time: 1821.57 ms
[2020-12-19 17:54:40	                main:574]	:	INFO	:	Epoch 632 | loss: 0.0252649 | val_loss: 0.0254914 | Time: 1965.47 ms
[2020-12-19 17:54:42	                main:574]	:	INFO	:	Epoch 633 | loss: 0.0251667 | val_loss: 0.0254381 | Time: 1973.26 ms
[2020-12-19 17:54:44	                main:574]	:	INFO	:	Epoch 634 | loss: 0.025156 | val_loss: 0.0254151 | Time: 1987.76 ms
[2020-12-19 17:54:45	                main:574]	:	INFO	:	Epoch 635 | loss: 0.0251902 | val_loss: 0.025499 | Time: 1833.16 ms
[2020-12-19 17:54:47	                main:574]	:	INFO	:	Epoch 636 | loss: 0.0251938 | val_loss: 0.0254425 | Time: 1811.82 ms
[2020-12-19 17:54:49	                main:574]	:	INFO	:	Epoch 637 | loss: 0.025156 | val_loss: 0.0254205 | Time: 1921.62 ms
[2020-12-19 17:54:51	                main:574]	:	INFO	:	Epoch 638 | loss: 0.0251382 | val_loss: 0.025388 | Time: 1931.41 ms
[2020-12-19 17:54:53	                main:574]	:	INFO	:	Epoch 639 | loss: 0.0251176 | val_loss: 0.0254053 | Time: 1987.66 ms
[2020-12-19 17:54:55	                main:574]	:	INFO	:	Epoch 640 | loss: 0.0250985 | val_loss: 0.0253861 | Time: 1990.07 ms
[2020-12-19 17:54:57	                main:574]	:	INFO	:	Epoch 641 | loss: 0.025102 | val_loss: 0.0253878 | Time: 1778.73 ms
[2020-12-19 17:54:59	                main:574]	:	INFO	:	Epoch 642 | loss: 0.0251012 | val_loss: 0.025372 | Time: 2068.96 ms
[2020-12-19 17:55:02	                main:574]	:	INFO	:	Epoch 643 | loss: 0.0257094 | val_loss: 0.0264843 | Time: 2161.15 ms
[2020-12-19 17:55:04	                main:574]	:	INFO	:	Epoch 644 | loss: 0.0259255 | val_loss: 0.0260076 | Time: 2223.22 ms
[2020-12-19 17:55:06	                main:574]	:	INFO	:	Epoch 645 | loss: 0.0255067 | val_loss: 0.0257648 | Time: 1953.15 ms
[2020-12-19 17:55:08	                main:574]	:	INFO	:	Epoch 646 | loss: 0.0253928 | val_loss: 0.0256564 | Time: 1903.65 ms
[2020-12-19 17:55:10	                main:574]	:	INFO	:	Epoch 647 | loss: 0.0252679 | val_loss: 0.0254927 | Time: 2018.88 ms
[2020-12-19 17:55:12	                main:574]	:	INFO	:	Epoch 648 | loss: 0.0251822 | val_loss: 0.0254692 | Time: 2013.6 ms
[2020-12-19 17:55:14	                main:574]	:	INFO	:	Epoch 649 | loss: 0.025146 | val_loss: 0.0254131 | Time: 2003 ms
[2020-12-19 17:55:16	                main:574]	:	INFO	:	Epoch 650 | loss: 0.025127 | val_loss: 0.0253946 | Time: 1797.23 ms
[2020-12-19 17:55:18	                main:574]	:	INFO	:	Epoch 651 | loss: 0.0251138 | val_loss: 0.0253844 | Time: 1874.45 ms
[2020-12-19 17:55:20	                main:574]	:	INFO	:	Epoch 652 | loss: 0.0251102 | val_loss: 0.0254092 | Time: 1955.35 ms
[2020-12-19 17:55:22	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0255495 | val_loss: 0.0258183 | Time: 1911.5 ms
[2020-12-19 17:55:24	                main:574]	:	INFO	:	Epoch 654 | loss: 0.0254032 | val_loss: 0.0256107 | Time: 1922.14 ms
[2020-12-19 17:55:26	                main:574]	:	INFO	:	Epoch 655 | loss: 0.0252619 | val_loss: 0.0254971 | Time: 1806.54 ms
[2020-12-19 17:55:27	                main:574]	:	INFO	:	Epoch 656 | loss: 0.0251651 | val_loss: 0.0254287 | Time: 1748.91 ms
[2020-12-19 17:55:29	                main:574]	:	INFO	:	Epoch 657 | loss: 0.0251309 | val_loss: 0.0254155 | Time: 1963.73 ms
[2020-12-19 17:55:31	                main:574]	:	INFO	:	Epoch 658 | loss: 0.02512 | val_loss: 0.0253902 | Time: 1962.6 ms
[2020-12-19 17:55:33	                main:574]	:	INFO	:	Epoch 659 | loss: 0.0251065 | val_loss: 0.0253971 | Time: 2002.16 ms
[2020-12-19 17:55:35	                main:574]	:	INFO	:	Epoch 660 | loss: 0.0251011 | val_loss: 0.0253727 | Time: 1997.87 ms
[2020-12-19 17:55:37	                main:574]	:	INFO	:	Epoch 661 | loss: 0.0257865 | val_loss: 0.0260975 | Time: 1798.2 ms
[2020-12-19 17:55:39	                main:574]	:	INFO	:	Epoch 662 | loss: 0.0256025 | val_loss: 0.0257903 | Time: 2073.98 ms
[2020-12-19 17:55:42	                main:574]	:	INFO	:	Epoch 663 | loss: 0.0253524 | val_loss: 0.0254862 | Time: 2083.63 ms
[2020-12-19 17:55:44	                main:574]	:	INFO	:	Epoch 664 | loss: 0.0251144 | val_loss: 0.0253727 | Time: 2119.51 ms
[2020-12-19 17:55:46	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0250543 | val_loss: 0.025295 | Time: 1904.36 ms
[2020-12-19 17:55:48	                main:574]	:	INFO	:	Epoch 666 | loss: 0.0250242 | val_loss: 0.0252915 | Time: 1874.65 ms
[2020-12-19 17:55:50	                main:574]	:	INFO	:	Epoch 667 | loss: 0.0249999 | val_loss: 0.0252745 | Time: 2054.81 ms
[2020-12-19 17:55:52	                main:574]	:	INFO	:	Epoch 668 | loss: 0.0250079 | val_loss: 0.0252942 | Time: 2020.58 ms
[2020-12-19 17:55:54	                main:574]	:	INFO	:	Epoch 669 | loss: 0.0250175 | val_loss: 0.0252907 | Time: 2009.37 ms
[2020-12-19 17:55:56	                main:574]	:	INFO	:	Epoch 670 | loss: 0.0250347 | val_loss: 0.0252895 | Time: 1844.07 ms
[2020-12-19 17:55:58	                main:574]	:	INFO	:	Epoch 671 | loss: 0.0250034 | val_loss: 0.0252819 | Time: 1859.79 ms
[2020-12-19 17:56:00	                main:574]	:	INFO	:	Epoch 672 | loss: 0.0250073 | val_loss: 0.0252733 | Time: 2016.66 ms
[2020-12-19 17:56:02	                main:574]	:	INFO	:	Epoch 673 | loss: 0.0249983 | val_loss: 0.0252676 | Time: 1951.47 ms
[2020-12-19 17:56:04	                main:574]	:	INFO	:	Epoch 674 | loss: 0.0249839 | val_loss: 0.0252683 | Time: 1886.09 ms
[2020-12-19 17:56:06	                main:574]	:	INFO	:	Epoch 675 | loss: 0.0249801 | val_loss: 0.0252455 | Time: 1818.07 ms
[2020-12-19 17:56:07	                main:574]	:	INFO	:	Epoch 676 | loss: 0.0250948 | val_loss: 0.0252823 | Time: 1805.47 ms
[2020-12-19 17:56:09	                main:574]	:	INFO	:	Epoch 677 | loss: 0.025002 | val_loss: 0.0252668 | Time: 2016.45 ms
[2020-12-19 17:56:12	                main:574]	:	INFO	:	Epoch 678 | loss: 0.0252346 | val_loss: 0.0261282 | Time: 2089.69 ms
[2020-12-19 17:56:14	                main:574]	:	INFO	:	Epoch 679 | loss: 0.0261043 | val_loss: 0.0258521 | Time: 2129.5 ms
[2020-12-19 17:56:16	                main:574]	:	INFO	:	Epoch 680 | loss: 0.0254018 | val_loss: 0.0255346 | Time: 1951.53 ms
[2020-12-19 17:56:18	                main:574]	:	INFO	:	Epoch 681 | loss: 0.0252951 | val_loss: 0.0254799 | Time: 1884.64 ms
[2020-12-19 17:56:20	                main:574]	:	INFO	:	Epoch 682 | loss: 0.025184 | val_loss: 0.0253564 | Time: 2063.64 ms
[2020-12-19 17:56:22	                main:574]	:	INFO	:	Epoch 683 | loss: 0.025136 | val_loss: 0.0253678 | Time: 2043.57 ms
[2020-12-19 17:56:24	                main:574]	:	INFO	:	Epoch 684 | loss: 0.025089 | val_loss: 0.0253946 | Time: 2061.98 ms
[2020-12-19 17:56:26	                main:574]	:	INFO	:	Epoch 685 | loss: 0.0250661 | val_loss: 0.0253217 | Time: 1945.4 ms
[2020-12-19 17:56:28	                main:574]	:	INFO	:	Epoch 686 | loss: 0.02508 | val_loss: 0.0254529 | Time: 2063.61 ms
[2020-12-19 17:56:30	                main:574]	:	INFO	:	Epoch 687 | loss: 0.0251438 | val_loss: 0.0253706 | Time: 2013.45 ms
[2020-12-19 17:56:32	                main:574]	:	INFO	:	Epoch 688 | loss: 0.025056 | val_loss: 0.0253147 | Time: 2070.66 ms
[2020-12-19 17:56:34	                main:574]	:	INFO	:	Epoch 689 | loss: 0.0250241 | val_loss: 0.0252796 | Time: 1974.13 ms
[2020-12-19 17:56:36	                main:574]	:	INFO	:	Epoch 690 | loss: 0.0250039 | val_loss: 0.0252784 | Time: 1766.87 ms
[2020-12-19 17:56:38	                main:574]	:	INFO	:	Epoch 691 | loss: 0.0251486 | val_loss: 0.0254168 | Time: 1936.07 ms
[2020-12-19 17:56:40	                main:574]	:	INFO	:	Epoch 692 | loss: 0.0250859 | val_loss: 0.0253132 | Time: 1902.52 ms
[2020-12-19 17:56:42	                main:574]	:	INFO	:	Epoch 693 | loss: 0.025023 | val_loss: 0.0252765 | Time: 1918.35 ms
[2020-12-19 17:56:44	                main:574]	:	INFO	:	Epoch 694 | loss: 0.0250256 | val_loss: 0.0254212 | Time: 1967.11 ms
[2020-12-19 17:56:46	                main:574]	:	INFO	:	Epoch 695 | loss: 0.0250719 | val_loss: 0.0252796 | Time: 1848.15 ms
[2020-12-19 17:56:48	                main:574]	:	INFO	:	Epoch 696 | loss: 0.0249997 | val_loss: 0.0252656 | Time: 1871.15 ms
[2020-12-19 17:56:50	                main:574]	:	INFO	:	Epoch 697 | loss: 0.0249903 | val_loss: 0.0252512 | Time: 2124.44 ms
[2020-12-19 17:56:52	                main:574]	:	INFO	:	Epoch 698 | loss: 0.0249788 | val_loss: 0.0252476 | Time: 2075.7 ms
[2020-12-19 17:56:54	                main:574]	:	INFO	:	Epoch 699 | loss: 0.0249751 | val_loss: 0.0252593 | Time: 2092.83 ms
[2020-12-19 17:56:56	                main:574]	:	INFO	:	Epoch 700 | loss: 0.0249741 | val_loss: 0.0252498 | Time: 1790.05 ms
[2020-12-19 17:56:58	                main:574]	:	INFO	:	Epoch 701 | loss: 0.0249703 | val_loss: 0.0252419 | Time: 1912.95 ms
[2020-12-19 17:57:00	                main:574]	:	INFO	:	Epoch 702 | loss: 0.0250124 | val_loss: 0.0252618 | Time: 1987.53 ms
[2020-12-19 17:57:02	                main:574]	:	INFO	:	Epoch 703 | loss: 0.0249859 | val_loss: 0.0252464 | Time: 2005.88 ms
[2020-12-19 17:57:04	                main:574]	:	INFO	:	Epoch 704 | loss: 0.0249904 | val_loss: 0.0252549 | Time: 1988.09 ms
[2020-12-19 17:57:06	                main:574]	:	INFO	:	Epoch 705 | loss: 0.0249829 | val_loss: 0.0252377 | Time: 1799.89 ms
[2020-12-19 17:57:08	                main:574]	:	INFO	:	Epoch 706 | loss: 0.0249698 | val_loss: 0.0252208 | Time: 1928.89 ms
[2020-12-19 17:57:10	                main:574]	:	INFO	:	Epoch 707 | loss: 0.0249544 | val_loss: 0.0252173 | Time: 2037.52 ms
[2020-12-19 17:57:12	                main:574]	:	INFO	:	Epoch 708 | loss: 0.0249576 | val_loss: 0.0252309 | Time: 1971.84 ms
[2020-12-19 17:57:14	                main:574]	:	INFO	:	Epoch 709 | loss: 0.0249648 | val_loss: 0.0252266 | Time: 1982.21 ms
[2020-12-19 17:57:16	                main:574]	:	INFO	:	Epoch 710 | loss: 0.0249621 | val_loss: 0.0252174 | Time: 1758.18 ms
[2020-12-19 17:57:18	                main:574]	:	INFO	:	Epoch 711 | loss: 0.0249621 | val_loss: 0.0252404 | Time: 1864.74 ms
[2020-12-19 17:57:20	                main:574]	:	INFO	:	Epoch 712 | loss: 0.0249543 | val_loss: 0.0252244 | Time: 1917.04 ms
[2020-12-19 17:57:22	                main:574]	:	INFO	:	Epoch 713 | loss: 0.0249607 | val_loss: 0.0252135 | Time: 1982.6 ms
[2020-12-19 17:57:24	                main:574]	:	INFO	:	Epoch 714 | loss: 0.0249523 | val_loss: 0.0252251 | Time: 2038.55 ms
[2020-12-19 17:57:26	                main:574]	:	INFO	:	Epoch 715 | loss: 0.0250629 | val_loss: 0.0252766 | Time: 1855.63 ms
[2020-12-19 17:57:28	                main:574]	:	INFO	:	Epoch 716 | loss: 0.0250008 | val_loss: 0.0252602 | Time: 1938.27 ms
[2020-12-19 17:57:30	                main:574]	:	INFO	:	Epoch 717 | loss: 0.0249783 | val_loss: 0.0252318 | Time: 2114.85 ms
[2020-12-19 17:57:32	                main:574]	:	INFO	:	Epoch 718 | loss: 0.024967 | val_loss: 0.0252305 | Time: 2032.22 ms
[2020-12-19 17:57:34	                main:574]	:	INFO	:	Epoch 719 | loss: 0.024959 | val_loss: 0.0252322 | Time: 1974.8 ms
[2020-12-19 17:57:36	                main:574]	:	INFO	:	Epoch 720 | loss: 0.0249525 | val_loss: 0.025209 | Time: 1798.68 ms
[2020-12-19 17:57:38	                main:574]	:	INFO	:	Epoch 721 | loss: 0.0249494 | val_loss: 0.0252192 | Time: 1943.54 ms
[2020-12-19 17:57:40	                main:574]	:	INFO	:	Epoch 722 | loss: 0.024981 | val_loss: 0.025352 | Time: 1927.41 ms
[2020-12-19 17:57:42	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0250136 | val_loss: 0.025254 | Time: 2010.95 ms
[2020-12-19 17:57:44	                main:574]	:	INFO	:	Epoch 724 | loss: 0.0249715 | val_loss: 0.0252427 | Time: 1973.05 ms
[2020-12-19 17:57:46	                main:574]	:	INFO	:	Epoch 725 | loss: 0.0253213 | val_loss: 0.0269729 | Time: 1807.89 ms
[2020-12-19 17:57:48	                main:574]	:	INFO	:	Epoch 726 | loss: 0.0261404 | val_loss: 0.0258214 | Time: 1800.41 ms
[2020-12-19 17:57:50	                main:574]	:	INFO	:	Epoch 727 | loss: 0.0252618 | val_loss: 0.0256928 | Time: 1937.7 ms
[2020-12-19 17:57:52	                main:574]	:	INFO	:	Epoch 728 | loss: 0.025929 | val_loss: 0.0260701 | Time: 1929.77 ms
[2020-12-19 17:57:54	                main:574]	:	INFO	:	Epoch 729 | loss: 0.0255874 | val_loss: 0.0256535 | Time: 1899.83 ms
[2020-12-19 17:57:56	                main:574]	:	INFO	:	Epoch 730 | loss: 0.0253097 | val_loss: 0.0254919 | Time: 1841.64 ms
[2020-12-19 17:57:57	                main:574]	:	INFO	:	Epoch 731 | loss: 0.0251817 | val_loss: 0.0254197 | Time: 1748.52 ms
[2020-12-19 17:57:59	                main:574]	:	INFO	:	Epoch 732 | loss: 0.0251382 | val_loss: 0.0253893 | Time: 1866.34 ms
[2020-12-19 17:58:01	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0251097 | val_loss: 0.0253751 | Time: 2003.67 ms
[2020-12-19 17:58:03	                main:574]	:	INFO	:	Epoch 734 | loss: 0.0251113 | val_loss: 0.0254007 | Time: 1929.04 ms
[2020-12-19 17:58:05	                main:574]	:	INFO	:	Epoch 735 | loss: 0.0251055 | val_loss: 0.0253736 | Time: 1990.24 ms
[2020-12-19 17:58:07	                main:574]	:	INFO	:	Epoch 736 | loss: 0.0250836 | val_loss: 0.0253481 | Time: 1730.92 ms
[2020-12-19 17:58:09	                main:574]	:	INFO	:	Epoch 737 | loss: 0.0250756 | val_loss: 0.0253402 | Time: 1960.98 ms
[2020-12-19 17:58:11	                main:574]	:	INFO	:	Epoch 738 | loss: 0.025057 | val_loss: 0.0253267 | Time: 1978.96 ms
[2020-12-19 17:58:13	                main:574]	:	INFO	:	Epoch 739 | loss: 0.025054 | val_loss: 0.0253273 | Time: 2004.29 ms
[2020-12-19 17:58:15	                main:574]	:	INFO	:	Epoch 740 | loss: 0.0250747 | val_loss: 0.0253996 | Time: 1973.65 ms
[2020-12-19 17:58:17	                main:574]	:	INFO	:	Epoch 741 | loss: 0.0250801 | val_loss: 0.0253353 | Time: 1750.92 ms
[2020-12-19 17:58:19	                main:574]	:	INFO	:	Epoch 742 | loss: 0.0250536 | val_loss: 0.0253044 | Time: 2013.38 ms
[2020-12-19 17:58:21	                main:574]	:	INFO	:	Epoch 743 | loss: 0.0250354 | val_loss: 0.0253101 | Time: 1974.18 ms
[2020-12-19 17:58:23	                main:574]	:	INFO	:	Epoch 744 | loss: 0.0250333 | val_loss: 0.0252991 | Time: 1973.61 ms
[2020-12-19 17:58:25	                main:574]	:	INFO	:	Epoch 745 | loss: 0.025036 | val_loss: 0.0252866 | Time: 1946.92 ms
[2020-12-19 17:58:27	                main:574]	:	INFO	:	Epoch 746 | loss: 0.0250369 | val_loss: 0.0253386 | Time: 1714.8 ms
[2020-12-19 17:58:29	                main:574]	:	INFO	:	Epoch 747 | loss: 0.0250614 | val_loss: 0.025324 | Time: 1900.41 ms
[2020-12-19 17:58:31	                main:574]	:	INFO	:	Epoch 748 | loss: 0.025048 | val_loss: 0.0253025 | Time: 1897.29 ms
[2020-12-19 17:58:33	                main:574]	:	INFO	:	Epoch 749 | loss: 0.02506 | val_loss: 0.0254276 | Time: 1922.99 ms
[2020-12-19 17:58:35	                main:574]	:	INFO	:	Epoch 750 | loss: 0.0251129 | val_loss: 0.0253402 | Time: 1896.4 ms
[2020-12-19 17:58:36	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0250424 | val_loss: 0.025285 | Time: 1704.01 ms
[2020-12-19 17:58:39	                main:574]	:	INFO	:	Epoch 752 | loss: 0.0250174 | val_loss: 0.0252861 | Time: 2042.16 ms
[2020-12-19 17:58:41	                main:574]	:	INFO	:	Epoch 753 | loss: 0.0249995 | val_loss: 0.0252653 | Time: 2010.4 ms
[2020-12-19 17:58:43	                main:574]	:	INFO	:	Epoch 754 | loss: 0.0250037 | val_loss: 0.0252985 | Time: 1980.87 ms
[2020-12-19 17:58:45	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0250288 | val_loss: 0.0253034 | Time: 1985.73 ms
[2020-12-19 17:58:46	                main:574]	:	INFO	:	Epoch 756 | loss: 0.0250363 | val_loss: 0.0252861 | Time: 1709.79 ms
[2020-12-19 17:58:48	                main:574]	:	INFO	:	Epoch 757 | loss: 0.0250162 | val_loss: 0.025284 | Time: 1976.74 ms
[2020-12-19 17:58:50	                main:574]	:	INFO	:	Epoch 758 | loss: 0.025051 | val_loss: 0.0253773 | Time: 1961.12 ms
[2020-12-19 17:58:53	                main:574]	:	INFO	:	Epoch 759 | loss: 0.0250538 | val_loss: 0.0253237 | Time: 1982.67 ms
[2020-12-19 17:58:55	                main:574]	:	INFO	:	Epoch 760 | loss: 0.0250123 | val_loss: 0.0253093 | Time: 1973.94 ms
[2020-12-19 17:58:56	                main:574]	:	INFO	:	Epoch 761 | loss: 0.0250036 | val_loss: 0.0252737 | Time: 1729.01 ms
[2020-12-19 17:58:58	                main:574]	:	INFO	:	Epoch 762 | loss: 0.0249888 | val_loss: 0.0252824 | Time: 1891.36 ms
[2020-12-19 17:59:00	                main:574]	:	INFO	:	Epoch 763 | loss: 0.0250101 | val_loss: 0.0253047 | Time: 1961.98 ms
[2020-12-19 17:59:02	                main:574]	:	INFO	:	Epoch 764 | loss: 0.025016 | val_loss: 0.025281 | Time: 1908.73 ms
[2020-12-19 17:59:04	                main:574]	:	INFO	:	Epoch 765 | loss: 0.0249987 | val_loss: 0.0252824 | Time: 1903.07 ms
[2020-12-19 17:59:06	                main:574]	:	INFO	:	Epoch 766 | loss: 0.0249993 | val_loss: 0.0252893 | Time: 1769.62 ms
[2020-12-19 17:59:08	                main:574]	:	INFO	:	Epoch 767 | loss: 0.0250049 | val_loss: 0.0252813 | Time: 1798.11 ms
[2020-12-19 17:59:10	                main:574]	:	INFO	:	Epoch 768 | loss: 0.0249978 | val_loss: 0.0252655 | Time: 1917.24 ms
[2020-12-19 17:59:12	                main:574]	:	INFO	:	Epoch 769 | loss: 0.025011 | val_loss: 0.0252709 | Time: 1912.22 ms
[2020-12-19 17:59:14	                main:574]	:	INFO	:	Epoch 770 | loss: 0.0250041 | val_loss: 0.0252951 | Time: 1971.35 ms
[2020-12-19 17:59:16	                main:574]	:	INFO	:	Epoch 771 | loss: 0.0250334 | val_loss: 0.0252966 | Time: 1935.99 ms
[2020-12-19 17:59:18	                main:574]	:	INFO	:	Epoch 772 | loss: 0.0249737 | val_loss: 0.0252626 | Time: 1851.88 ms
[2020-12-19 17:59:20	                main:574]	:	INFO	:	Epoch 773 | loss: 0.0249377 | val_loss: 0.0252007 | Time: 2012.14 ms
[2020-12-19 17:59:22	                main:574]	:	INFO	:	Epoch 774 | loss: 0.0249045 | val_loss: 0.0251724 | Time: 2015.91 ms
[2020-12-19 17:59:24	                main:574]	:	INFO	:	Epoch 775 | loss: 0.0248983 | val_loss: 0.0253048 | Time: 2016.55 ms
[2020-12-19 17:59:26	                main:574]	:	INFO	:	Epoch 776 | loss: 0.0249821 | val_loss: 0.0252396 | Time: 1893.97 ms
[2020-12-19 17:59:28	                main:574]	:	INFO	:	Epoch 777 | loss: 0.0249133 | val_loss: 0.0251842 | Time: 1813.43 ms
[2020-12-19 17:59:30	                main:574]	:	INFO	:	Epoch 778 | loss: 0.0248938 | val_loss: 0.0251778 | Time: 2053.46 ms
[2020-12-19 17:59:32	                main:574]	:	INFO	:	Epoch 779 | loss: 0.0248734 | val_loss: 0.025163 | Time: 2015.86 ms
[2020-12-19 17:59:34	                main:574]	:	INFO	:	Epoch 780 | loss: 0.0248632 | val_loss: 0.0251484 | Time: 2043.85 ms
[2020-12-19 17:59:36	                main:574]	:	INFO	:	Epoch 781 | loss: 0.0248459 | val_loss: 0.0251224 | Time: 1901.97 ms
[2020-12-19 17:59:38	                main:574]	:	INFO	:	Epoch 782 | loss: 0.0248447 | val_loss: 0.0251344 | Time: 1889.86 ms
[2020-12-19 17:59:40	                main:574]	:	INFO	:	Epoch 783 | loss: 0.0248769 | val_loss: 0.0251353 | Time: 1978.19 ms
[2020-12-19 17:59:42	                main:574]	:	INFO	:	Epoch 784 | loss: 0.024859 | val_loss: 0.0251273 | Time: 1990.75 ms
[2020-12-19 17:59:44	                main:574]	:	INFO	:	Epoch 785 | loss: 0.0248835 | val_loss: 0.025254 | Time: 1956.98 ms
[2020-12-19 17:59:46	                main:574]	:	INFO	:	Epoch 786 | loss: 0.024975 | val_loss: 0.0252382 | Time: 1852.99 ms
[2020-12-19 17:59:48	                main:574]	:	INFO	:	Epoch 787 | loss: 0.0249465 | val_loss: 0.0252018 | Time: 1805.28 ms
[2020-12-19 17:59:50	                main:574]	:	INFO	:	Epoch 788 | loss: 0.0249328 | val_loss: 0.0252005 | Time: 1973.98 ms
[2020-12-19 17:59:52	                main:574]	:	INFO	:	Epoch 789 | loss: 0.0249227 | val_loss: 0.0252436 | Time: 2011.68 ms
[2020-12-19 17:59:54	                main:574]	:	INFO	:	Epoch 790 | loss: 0.0253757 | val_loss: 0.0265248 | Time: 2072.81 ms
[2020-12-19 17:59:56	                main:574]	:	INFO	:	Epoch 791 | loss: 0.0256969 | val_loss: 0.0257249 | Time: 1919.6 ms
[2020-12-19 17:59:58	                main:574]	:	INFO	:	Epoch 792 | loss: 0.0257974 | val_loss: 0.0260092 | Time: 1834.41 ms
[2020-12-19 18:00:00	                main:574]	:	INFO	:	Epoch 793 | loss: 0.0255619 | val_loss: 0.0256803 | Time: 2066.13 ms
[2020-12-19 18:00:02	                main:574]	:	INFO	:	Epoch 794 | loss: 0.0252886 | val_loss: 0.0255336 | Time: 2016.73 ms
[2020-12-19 18:00:04	                main:574]	:	INFO	:	Epoch 795 | loss: 0.0252103 | val_loss: 0.0254751 | Time: 2051.58 ms
[2020-12-19 18:00:06	                main:574]	:	INFO	:	Epoch 796 | loss: 0.0252085 | val_loss: 0.0254904 | Time: 1912.46 ms
[2020-12-19 18:00:08	                main:574]	:	INFO	:	Epoch 797 | loss: 0.0251852 | val_loss: 0.0254493 | Time: 1850.86 ms
[2020-12-19 18:00:10	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0251588 | val_loss: 0.0254697 | Time: 2044.97 ms
[2020-12-19 18:00:12	                main:574]	:	INFO	:	Epoch 799 | loss: 0.0251387 | val_loss: 0.0254268 | Time: 2046.18 ms
[2020-12-19 18:00:14	                main:574]	:	INFO	:	Epoch 800 | loss: 0.0251261 | val_loss: 0.0254054 | Time: 2068.07 ms
[2020-12-19 18:00:16	                main:574]	:	INFO	:	Epoch 801 | loss: 0.0251213 | val_loss: 0.0254151 | Time: 1919.91 ms
[2020-12-19 18:00:18	                main:574]	:	INFO	:	Epoch 802 | loss: 0.0252946 | val_loss: 0.0255952 | Time: 2017.97 ms
[2020-12-19 18:00:20	                main:574]	:	INFO	:	Epoch 803 | loss: 0.0252012 | val_loss: 0.0254328 | Time: 1963.06 ms
[2020-12-19 18:00:22	                main:574]	:	INFO	:	Epoch 804 | loss: 0.0251256 | val_loss: 0.0253928 | Time: 1903.99 ms
[2020-12-19 18:00:24	                main:574]	:	INFO	:	Epoch 805 | loss: 0.0251139 | val_loss: 0.0254058 | Time: 1948.99 ms
[2020-12-19 18:00:26	                main:574]	:	INFO	:	Epoch 806 | loss: 0.0250767 | val_loss: 0.0253675 | Time: 1877.64 ms
[2020-12-19 18:00:28	                main:574]	:	INFO	:	Epoch 807 | loss: 0.0250647 | val_loss: 0.0253331 | Time: 1890.93 ms
[2020-12-19 18:00:30	                main:574]	:	INFO	:	Epoch 808 | loss: 0.026737 | val_loss: 0.0316186 | Time: 2090.3 ms
[2020-12-19 18:00:32	                main:574]	:	INFO	:	Epoch 809 | loss: 0.0295438 | val_loss: 0.0275676 | Time: 2037.57 ms
[2020-12-19 18:00:34	                main:574]	:	INFO	:	Epoch 810 | loss: 0.026632 | val_loss: 0.0263052 | Time: 2033.99 ms
[2020-12-19 18:00:36	                main:574]	:	INFO	:	Epoch 811 | loss: 0.0256709 | val_loss: 0.0258126 | Time: 1863.08 ms
[2020-12-19 18:00:38	                main:574]	:	INFO	:	Epoch 812 | loss: 0.0253091 | val_loss: 0.0255237 | Time: 1915.58 ms
[2020-12-19 18:00:40	                main:574]	:	INFO	:	Epoch 813 | loss: 0.0251953 | val_loss: 0.0254355 | Time: 2080.42 ms
[2020-12-19 18:00:42	                main:574]	:	INFO	:	Epoch 814 | loss: 0.0306565 | val_loss: 0.0331889 | Time: 1973.56 ms
[2020-12-19 18:00:44	                main:574]	:	INFO	:	Epoch 815 | loss: 0.0324313 | val_loss: 0.033016 | Time: 1981.89 ms
[2020-12-19 18:00:46	                main:574]	:	INFO	:	Epoch 816 | loss: 0.0344392 | val_loss: 0.0336296 | Time: 1838.56 ms
[2020-12-19 18:00:48	                main:574]	:	INFO	:	Epoch 817 | loss: 0.0330398 | val_loss: 0.0326949 | Time: 1879.74 ms
[2020-12-19 18:00:50	                main:574]	:	INFO	:	Epoch 818 | loss: 0.0321451 | val_loss: 0.0319035 | Time: 2046.09 ms
[2020-12-19 18:00:52	                main:574]	:	INFO	:	Epoch 819 | loss: 0.0315379 | val_loss: 0.0314447 | Time: 2030.86 ms
[2020-12-19 18:00:54	                main:574]	:	INFO	:	Epoch 820 | loss: 0.0310747 | val_loss: 0.0309785 | Time: 1961.2 ms
[2020-12-19 18:00:56	                main:574]	:	INFO	:	Epoch 821 | loss: 0.0307237 | val_loss: 0.0307255 | Time: 1795.75 ms
[2020-12-19 18:00:58	                main:574]	:	INFO	:	Epoch 822 | loss: 0.0304893 | val_loss: 0.030465 | Time: 1834.23 ms
[2020-12-19 18:01:00	                main:574]	:	INFO	:	Epoch 823 | loss: 0.0302578 | val_loss: 0.0302477 | Time: 1973.91 ms
[2020-12-19 18:01:02	                main:574]	:	INFO	:	Epoch 824 | loss: 0.0300675 | val_loss: 0.0301544 | Time: 1996.86 ms
[2020-12-19 18:01:04	                main:574]	:	INFO	:	Epoch 825 | loss: 0.0299494 | val_loss: 0.0299962 | Time: 2039.32 ms
[2020-12-19 18:01:06	                main:574]	:	INFO	:	Epoch 826 | loss: 0.0298245 | val_loss: 0.0298537 | Time: 1875.07 ms
[2020-12-19 18:01:08	                main:574]	:	INFO	:	Epoch 827 | loss: 0.02974 | val_loss: 0.0297793 | Time: 1886.69 ms
[2020-12-19 18:01:10	                main:574]	:	INFO	:	Epoch 828 | loss: 0.0296758 | val_loss: 0.0297856 | Time: 2035.19 ms
[2020-12-19 18:01:12	                main:574]	:	INFO	:	Epoch 829 | loss: 0.0296932 | val_loss: 0.0297528 | Time: 1998.76 ms
[2020-12-19 18:01:14	                main:574]	:	INFO	:	Epoch 830 | loss: 0.029631 | val_loss: 0.0296877 | Time: 1975.69 ms
[2020-12-19 18:01:16	                main:574]	:	INFO	:	Epoch 831 | loss: 0.0297918 | val_loss: 0.0300607 | Time: 1896.67 ms
[2020-12-19 18:01:18	                main:574]	:	INFO	:	Epoch 832 | loss: 0.0299461 | val_loss: 0.0299534 | Time: 1856.09 ms
[2020-12-19 18:01:20	                main:574]	:	INFO	:	Epoch 833 | loss: 0.0299393 | val_loss: 0.0301316 | Time: 2025.52 ms
[2020-12-19 18:01:22	                main:574]	:	INFO	:	Epoch 834 | loss: 0.0298471 | val_loss: 0.029865 | Time: 2005.2 ms
[2020-12-19 18:01:24	                main:574]	:	INFO	:	Epoch 835 | loss: 0.0297033 | val_loss: 0.0296137 | Time: 1993.18 ms
[2020-12-19 18:01:26	                main:574]	:	INFO	:	Epoch 836 | loss: 0.0301219 | val_loss: 0.0302472 | Time: 1841.16 ms
[2020-12-19 18:01:28	                main:574]	:	INFO	:	Epoch 837 | loss: 0.0301468 | val_loss: 0.0300855 | Time: 1888.31 ms
[2020-12-19 18:01:30	                main:574]	:	INFO	:	Epoch 838 | loss: 0.0298565 | val_loss: 0.0298068 | Time: 2032.55 ms
[2020-12-19 18:01:32	                main:574]	:	INFO	:	Epoch 839 | loss: 0.0296676 | val_loss: 0.0296594 | Time: 1934.82 ms
[2020-12-19 18:01:34	                main:574]	:	INFO	:	Epoch 840 | loss: 0.0294954 | val_loss: 0.0294931 | Time: 1941.5 ms
[2020-12-19 18:01:36	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0294114 | val_loss: 0.0295369 | Time: 1843.21 ms
[2020-12-19 18:01:38	                main:574]	:	INFO	:	Epoch 842 | loss: 0.0293988 | val_loss: 0.0294973 | Time: 1768.99 ms
[2020-12-19 18:01:40	                main:574]	:	INFO	:	Epoch 843 | loss: 0.0293391 | val_loss: 0.029365 | Time: 1997.22 ms
[2020-12-19 18:01:42	                main:574]	:	INFO	:	Epoch 844 | loss: 0.0292986 | val_loss: 0.0294992 | Time: 1968.47 ms
[2020-12-19 18:01:44	                main:574]	:	INFO	:	Epoch 845 | loss: 0.0292736 | val_loss: 0.0294241 | Time: 1983.58 ms
[2020-12-19 18:01:46	                main:574]	:	INFO	:	Epoch 846 | loss: 0.029289 | val_loss: 0.0293674 | Time: 1948 ms
[2020-12-19 18:01:48	                main:574]	:	INFO	:	Epoch 847 | loss: 0.0293942 | val_loss: 0.0295275 | Time: 1836.33 ms
[2020-12-19 18:01:50	                main:574]	:	INFO	:	Epoch 848 | loss: 0.0294022 | val_loss: 0.029486 | Time: 1973.69 ms
[2020-12-19 18:01:52	                main:574]	:	INFO	:	Epoch 849 | loss: 0.0293187 | val_loss: 0.0294647 | Time: 1984.62 ms
[2020-12-19 18:01:54	                main:574]	:	INFO	:	Epoch 850 | loss: 0.0293175 | val_loss: 0.0295165 | Time: 1953.66 ms
[2020-12-19 18:01:56	                main:574]	:	INFO	:	Epoch 851 | loss: 0.029359 | val_loss: 0.029467 | Time: 1923.73 ms
[2020-12-19 18:01:58	                main:574]	:	INFO	:	Epoch 852 | loss: 0.0293623 | val_loss: 0.029524 | Time: 1754.03 ms
[2020-12-19 18:02:00	                main:574]	:	INFO	:	Epoch 853 | loss: 0.029274 | val_loss: 0.0292963 | Time: 2009.95 ms
[2020-12-19 18:02:02	                main:574]	:	INFO	:	Epoch 854 | loss: 0.0287635 | val_loss: 0.0287962 | Time: 1975.59 ms
[2020-12-19 18:02:04	                main:574]	:	INFO	:	Epoch 855 | loss: 0.0284 | val_loss: 0.0284012 | Time: 2039.18 ms
[2020-12-19 18:02:06	                main:574]	:	INFO	:	Epoch 856 | loss: 0.0282254 | val_loss: 0.0283005 | Time: 2022.18 ms
[2020-12-19 18:02:08	                main:574]	:	INFO	:	Epoch 857 | loss: 0.0280835 | val_loss: 0.0280634 | Time: 1759.13 ms
[2020-12-19 18:02:10	                main:574]	:	INFO	:	Epoch 858 | loss: 0.0273706 | val_loss: 0.0273328 | Time: 2013.98 ms
[2020-12-19 18:02:12	                main:574]	:	INFO	:	Epoch 859 | loss: 0.0270776 | val_loss: 0.0273272 | Time: 1940.62 ms
[2020-12-19 18:02:14	                main:574]	:	INFO	:	Epoch 860 | loss: 0.0271384 | val_loss: 0.0274557 | Time: 1928.44 ms
[2020-12-19 18:02:16	                main:574]	:	INFO	:	Epoch 861 | loss: 0.0270923 | val_loss: 0.0272306 | Time: 1943.48 ms
[2020-12-19 18:02:17	                main:574]	:	INFO	:	Epoch 862 | loss: 0.0269935 | val_loss: 0.0271649 | Time: 1694.39 ms
[2020-12-19 18:02:19	                main:574]	:	INFO	:	Epoch 863 | loss: 0.0269581 | val_loss: 0.0271711 | Time: 1947.21 ms
[2020-12-19 18:02:21	                main:574]	:	INFO	:	Epoch 864 | loss: 0.0269324 | val_loss: 0.0271812 | Time: 2025.63 ms
[2020-12-19 18:02:23	                main:574]	:	INFO	:	Epoch 865 | loss: 0.0269606 | val_loss: 0.0271879 | Time: 1965.98 ms
[2020-12-19 18:02:25	                main:574]	:	INFO	:	Epoch 866 | loss: 0.0269146 | val_loss: 0.0271266 | Time: 1940.75 ms
[2020-12-19 18:02:27	                main:574]	:	INFO	:	Epoch 867 | loss: 0.0268728 | val_loss: 0.0271062 | Time: 1721.05 ms
[2020-12-19 18:02:29	                main:574]	:	INFO	:	Epoch 868 | loss: 0.026887 | val_loss: 0.0272046 | Time: 1962.58 ms
[2020-12-19 18:02:31	                main:574]	:	INFO	:	Epoch 869 | loss: 0.0264418 | val_loss: 0.0265283 | Time: 1976.91 ms
[2020-12-19 18:02:33	                main:574]	:	INFO	:	Epoch 870 | loss: 0.0262605 | val_loss: 0.0265093 | Time: 1991.7 ms
[2020-12-19 18:02:35	                main:574]	:	INFO	:	Epoch 871 | loss: 0.026244 | val_loss: 0.0264977 | Time: 1969.88 ms
[2020-12-19 18:02:37	                main:574]	:	INFO	:	Epoch 872 | loss: 0.0261426 | val_loss: 0.0262689 | Time: 1732.41 ms
[2020-12-19 18:02:39	                main:574]	:	INFO	:	Epoch 873 | loss: 0.0260006 | val_loss: 0.026249 | Time: 2087.45 ms
[2020-12-19 18:02:41	                main:574]	:	INFO	:	Epoch 874 | loss: 0.026031 | val_loss: 0.0264897 | Time: 2080.07 ms
[2020-12-19 18:02:44	                main:574]	:	INFO	:	Epoch 875 | loss: 0.0261319 | val_loss: 0.0263658 | Time: 2055.66 ms
[2020-12-19 18:02:46	                main:574]	:	INFO	:	Epoch 876 | loss: 0.0260882 | val_loss: 0.0263222 | Time: 2011.06 ms
[2020-12-19 18:02:47	                main:574]	:	INFO	:	Epoch 877 | loss: 0.0260336 | val_loss: 0.0262873 | Time: 1743.83 ms
[2020-12-19 18:02:50	                main:574]	:	INFO	:	Epoch 878 | loss: 0.0260103 | val_loss: 0.0262604 | Time: 1970.13 ms
[2020-12-19 18:02:52	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0259899 | val_loss: 0.0262654 | Time: 1922.91 ms
[2020-12-19 18:02:54	                main:574]	:	INFO	:	Epoch 880 | loss: 0.0259917 | val_loss: 0.0262405 | Time: 1989.42 ms
[2020-12-19 18:02:56	                main:574]	:	INFO	:	Epoch 881 | loss: 0.0259834 | val_loss: 0.026234 | Time: 2041.09 ms
[2020-12-19 18:02:58	                main:574]	:	INFO	:	Epoch 882 | loss: 0.025973 | val_loss: 0.0262573 | Time: 1750.65 ms
[2020-12-19 18:03:00	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0259893 | val_loss: 0.0262372 | Time: 2021.03 ms
[2020-12-19 18:03:02	                main:574]	:	INFO	:	Epoch 884 | loss: 0.0259697 | val_loss: 0.0262238 | Time: 1969.45 ms
[2020-12-19 18:03:04	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0261661 | val_loss: 0.0263491 | Time: 2014.23 ms
[2020-12-19 18:03:06	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0260591 | val_loss: 0.0262685 | Time: 1986.23 ms
[2020-12-19 18:03:08	                main:574]	:	INFO	:	Epoch 887 | loss: 0.025981 | val_loss: 0.0262282 | Time: 1730.63 ms
[2020-12-19 18:03:10	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0259605 | val_loss: 0.0262171 | Time: 1944.57 ms
[2020-12-19 18:03:12	                main:574]	:	INFO	:	Epoch 889 | loss: 0.0260087 | val_loss: 0.0262384 | Time: 1998.51 ms
[2020-12-19 18:03:14	                main:574]	:	INFO	:	Epoch 890 | loss: 0.0259494 | val_loss: 0.0262068 | Time: 2012.11 ms
[2020-12-19 18:03:16	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0259385 | val_loss: 0.0261939 | Time: 2050.41 ms
[2020-12-19 18:03:18	                main:574]	:	INFO	:	Epoch 892 | loss: 0.0259343 | val_loss: 0.026189 | Time: 1793.09 ms
[2020-12-19 18:03:20	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0259344 | val_loss: 0.0261655 | Time: 2072.1 ms
[2020-12-19 18:03:22	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0259253 | val_loss: 0.026183 | Time: 2012.43 ms
[2020-12-19 18:03:24	                main:574]	:	INFO	:	Epoch 895 | loss: 0.0259298 | val_loss: 0.0262236 | Time: 1977.88 ms
[2020-12-19 18:03:26	                main:574]	:	INFO	:	Epoch 896 | loss: 0.0259729 | val_loss: 0.0262148 | Time: 1962.4 ms
[2020-12-19 18:03:28	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0259625 | val_loss: 0.026227 | Time: 1743.04 ms
[2020-12-19 18:03:30	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0259618 | val_loss: 0.0262157 | Time: 1933.44 ms
[2020-12-19 18:03:32	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0259537 | val_loss: 0.026217 | Time: 1963.33 ms
[2020-12-19 18:03:34	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0259503 | val_loss: 0.0261907 | Time: 1997.46 ms
[2020-12-19 18:03:36	                main:574]	:	INFO	:	Epoch 901 | loss: 0.0259263 | val_loss: 0.0261828 | Time: 2049.26 ms
[2020-12-19 18:03:38	                main:574]	:	INFO	:	Epoch 902 | loss: 0.0259363 | val_loss: 0.0261762 | Time: 1756.96 ms
[2020-12-19 18:03:40	                main:574]	:	INFO	:	Epoch 903 | loss: 0.0259379 | val_loss: 0.0261643 | Time: 1978.89 ms
[2020-12-19 18:03:42	                main:574]	:	INFO	:	Epoch 904 | loss: 0.0259512 | val_loss: 0.0261884 | Time: 1990.39 ms
[2020-12-19 18:03:44	                main:574]	:	INFO	:	Epoch 905 | loss: 0.025936 | val_loss: 0.0262226 | Time: 2027.37 ms
[2020-12-19 18:03:46	                main:574]	:	INFO	:	Epoch 906 | loss: 0.0259245 | val_loss: 0.0261548 | Time: 2010.56 ms
[2020-12-19 18:03:48	                main:574]	:	INFO	:	Epoch 907 | loss: 0.0258527 | val_loss: 0.0260531 | Time: 1775.73 ms
[2020-12-19 18:03:50	                main:574]	:	INFO	:	Epoch 908 | loss: 0.0257934 | val_loss: 0.0260032 | Time: 2001.12 ms
[2020-12-19 18:03:52	                main:574]	:	INFO	:	Epoch 909 | loss: 0.0257251 | val_loss: 0.0259611 | Time: 2035.95 ms
[2020-12-19 18:03:54	                main:574]	:	INFO	:	Epoch 910 | loss: 0.0256983 | val_loss: 0.0260111 | Time: 2159.6 ms
[2020-12-19 18:03:56	                main:574]	:	INFO	:	Epoch 911 | loss: 0.0256939 | val_loss: 0.0259075 | Time: 2035.15 ms
[2020-12-19 18:03:58	                main:574]	:	INFO	:	Epoch 912 | loss: 0.0258695 | val_loss: 0.026183 | Time: 1784.56 ms
[2020-12-19 18:04:00	                main:574]	:	INFO	:	Epoch 913 | loss: 0.0264391 | val_loss: 0.0276841 | Time: 2047.58 ms
[2020-12-19 18:04:02	                main:574]	:	INFO	:	Epoch 914 | loss: 0.02701 | val_loss: 0.0270233 | Time: 1959.35 ms
[2020-12-19 18:04:04	                main:574]	:	INFO	:	Epoch 915 | loss: 0.0265773 | val_loss: 0.0267014 | Time: 1967.72 ms
[2020-12-19 18:04:06	                main:574]	:	INFO	:	Epoch 916 | loss: 0.0262913 | val_loss: 0.0264018 | Time: 1912.78 ms
[2020-12-19 18:04:08	                main:574]	:	INFO	:	Epoch 917 | loss: 0.026158 | val_loss: 0.0263988 | Time: 1757.61 ms
[2020-12-19 18:04:10	                main:574]	:	INFO	:	Epoch 918 | loss: 0.0261037 | val_loss: 0.0263247 | Time: 2028.42 ms
[2020-12-19 18:04:12	                main:574]	:	INFO	:	Epoch 919 | loss: 0.0260565 | val_loss: 0.0263031 | Time: 2007.68 ms
[2020-12-19 18:04:14	                main:574]	:	INFO	:	Epoch 920 | loss: 0.0260345 | val_loss: 0.0262761 | Time: 2082.49 ms
[2020-12-19 18:04:16	                main:574]	:	INFO	:	Epoch 921 | loss: 0.0260431 | val_loss: 0.0262982 | Time: 1959.51 ms
[2020-12-19 18:04:18	                main:574]	:	INFO	:	Epoch 922 | loss: 0.0260242 | val_loss: 0.0262817 | Time: 1779.94 ms
[2020-12-19 18:04:20	                main:574]	:	INFO	:	Epoch 923 | loss: 0.0259937 | val_loss: 0.026229 | Time: 2052.24 ms
[2020-12-19 18:04:22	                main:574]	:	INFO	:	Epoch 924 | loss: 0.0259484 | val_loss: 0.026194 | Time: 1966.61 ms
[2020-12-19 18:04:24	                main:574]	:	INFO	:	Epoch 925 | loss: 0.025941 | val_loss: 0.026199 | Time: 2007.8 ms
[2020-12-19 18:04:26	                main:574]	:	INFO	:	Epoch 926 | loss: 0.0259752 | val_loss: 0.0262179 | Time: 1958.81 ms
[2020-12-19 18:04:28	                main:574]	:	INFO	:	Epoch 927 | loss: 0.0259398 | val_loss: 0.0261939 | Time: 1776.67 ms
[2020-12-19 18:04:30	                main:574]	:	INFO	:	Epoch 928 | loss: 0.0259284 | val_loss: 0.0261798 | Time: 2110.39 ms
[2020-12-19 18:04:32	                main:574]	:	INFO	:	Epoch 929 | loss: 0.0259283 | val_loss: 0.0261982 | Time: 2092.35 ms
[2020-12-19 18:04:34	                main:574]	:	INFO	:	Epoch 930 | loss: 0.0259245 | val_loss: 0.0261781 | Time: 2101.96 ms
[2020-12-19 18:04:36	                main:574]	:	INFO	:	Epoch 931 | loss: 0.0259153 | val_loss: 0.02616 | Time: 1918.42 ms
[2020-12-19 18:04:38	                main:574]	:	INFO	:	Epoch 932 | loss: 0.0258982 | val_loss: 0.0261478 | Time: 1833.02 ms
[2020-12-19 18:04:40	                main:574]	:	INFO	:	Epoch 933 | loss: 0.027898 | val_loss: 0.0281738 | Time: 1979.63 ms
[2020-12-19 18:04:42	                main:574]	:	INFO	:	Epoch 934 | loss: 0.0278204 | val_loss: 0.0286018 | Time: 1964.74 ms
[2020-12-19 18:04:44	                main:574]	:	INFO	:	Epoch 935 | loss: 0.0276633 | val_loss: 0.0274134 | Time: 1981.17 ms
[2020-12-19 18:04:46	                main:574]	:	INFO	:	Epoch 936 | loss: 0.0268456 | val_loss: 0.0268582 | Time: 1898.44 ms
[2020-12-19 18:04:48	                main:574]	:	INFO	:	Epoch 937 | loss: 0.0264682 | val_loss: 0.026607 | Time: 2010.04 ms
[2020-12-19 18:04:50	                main:574]	:	INFO	:	Epoch 938 | loss: 0.0608486 | val_loss: 0.059835 | Time: 1985.34 ms
[2020-12-19 18:04:52	                main:574]	:	INFO	:	Epoch 939 | loss: 0.0585412 | val_loss: 0.0579935 | Time: 1956.22 ms
[2020-12-19 18:04:54	                main:574]	:	INFO	:	Epoch 940 | loss: 0.0575653 | val_loss: 0.0575798 | Time: 1977.75 ms
[2020-12-19 18:04:56	                main:574]	:	INFO	:	Epoch 941 | loss: 0.0572279 | val_loss: 0.0572189 | Time: 1872.9 ms
[2020-12-19 18:04:58	                main:574]	:	INFO	:	Epoch 942 | loss: 0.0572904 | val_loss: 0.0576261 | Time: 1799.67 ms
[2020-12-19 18:05:00	                main:574]	:	INFO	:	Epoch 943 | loss: 0.0572157 | val_loss: 0.057531 | Time: 1959.91 ms
[2020-12-19 18:05:02	                main:574]	:	INFO	:	Epoch 944 | loss: 0.0572997 | val_loss: 0.0574999 | Time: 1961.43 ms
[2020-12-19 18:05:04	                main:574]	:	INFO	:	Epoch 945 | loss: 0.0571798 | val_loss: 0.0573201 | Time: 2000.21 ms
[2020-12-19 18:05:06	                main:574]	:	INFO	:	Epoch 946 | loss: 0.0569889 | val_loss: 0.0571593 | Time: 1980.41 ms
[2020-12-19 18:05:08	                main:574]	:	INFO	:	Epoch 947 | loss: 0.0566844 | val_loss: 0.0567093 | Time: 1959.91 ms
[2020-12-19 18:05:10	                main:574]	:	INFO	:	Epoch 948 | loss: 0.0564824 | val_loss: 0.0565052 | Time: 2159.1 ms
[2020-12-19 18:05:13	                main:574]	:	INFO	:	Epoch 949 | loss: 0.056682 | val_loss: 0.0571422 | Time: 2018.47 ms
[2020-12-19 18:05:15	                main:574]	:	INFO	:	Epoch 950 | loss: 0.0567466 | val_loss: 0.0570685 | Time: 1937.95 ms
[2020-12-19 18:05:16	                main:574]	:	INFO	:	Epoch 951 | loss: 0.0566957 | val_loss: 0.056623 | Time: 1806.42 ms
[2020-12-19 18:05:18	                main:574]	:	INFO	:	Epoch 952 | loss: 0.0562685 | val_loss: 0.0563965 | Time: 1832.06 ms
[2020-12-19 18:05:20	                main:574]	:	INFO	:	Epoch 953 | loss: 0.0560525 | val_loss: 0.0564796 | Time: 2021.21 ms
[2020-12-19 18:05:22	                main:574]	:	INFO	:	Epoch 954 | loss: 0.0560677 | val_loss: 0.056243 | Time: 1967.54 ms
[2020-12-19 18:05:24	                main:574]	:	INFO	:	Epoch 955 | loss: 0.0557803 | val_loss: 0.0560179 | Time: 1996.89 ms
[2020-12-19 18:05:26	                main:574]	:	INFO	:	Epoch 956 | loss: 0.0556826 | val_loss: 0.0559788 | Time: 1891.99 ms
[2020-12-19 18:05:28	                main:574]	:	INFO	:	Epoch 957 | loss: 0.0557566 | val_loss: 0.0560838 | Time: 1845.32 ms
[2020-12-19 18:05:30	                main:574]	:	INFO	:	Epoch 958 | loss: 0.0557538 | val_loss: 0.056088 | Time: 1955.18 ms
[2020-12-19 18:05:32	                main:574]	:	INFO	:	Epoch 959 | loss: 0.0557915 | val_loss: 0.0560751 | Time: 1992.34 ms
[2020-12-19 18:05:34	                main:574]	:	INFO	:	Epoch 960 | loss: 0.0557956 | val_loss: 0.0560337 | Time: 1995.95 ms
[2020-12-19 18:05:36	                main:574]	:	INFO	:	Epoch 961 | loss: 0.055668 | val_loss: 0.0559433 | Time: 1898.4 ms
[2020-12-19 18:05:38	                main:574]	:	INFO	:	Epoch 962 | loss: 0.0556171 | val_loss: 0.0559774 | Time: 1834.05 ms
[2020-12-19 18:05:40	                main:574]	:	INFO	:	Epoch 963 | loss: 0.0556041 | val_loss: 0.0559671 | Time: 1961.36 ms
[2020-12-19 18:05:42	                main:574]	:	INFO	:	Epoch 964 | loss: 0.0556505 | val_loss: 0.0559911 | Time: 2044.53 ms
[2020-12-19 18:05:44	                main:574]	:	INFO	:	Epoch 965 | loss: 0.0556372 | val_loss: 0.0559174 | Time: 2043.63 ms
[2020-12-19 18:05:46	                main:574]	:	INFO	:	Epoch 966 | loss: 0.055631 | val_loss: 0.0559126 | Time: 1955.6 ms
[2020-12-19 18:05:48	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0556768 | val_loss: 0.0559193 | Time: 1848.99 ms
[2020-12-19 18:05:50	                main:574]	:	INFO	:	Epoch 968 | loss: 0.0556609 | val_loss: 0.0559536 | Time: 1984.5 ms
[2020-12-19 18:05:52	                main:574]	:	INFO	:	Epoch 969 | loss: 0.0556194 | val_loss: 0.0558879 | Time: 1969.68 ms
[2020-12-19 18:05:54	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0556272 | val_loss: 0.0560336 | Time: 1945.1 ms
[2020-12-19 18:05:56	                main:574]	:	INFO	:	Epoch 971 | loss: 0.0557001 | val_loss: 0.0559886 | Time: 1908.99 ms
[2020-12-19 18:05:58	                main:574]	:	INFO	:	Epoch 972 | loss: 0.0558306 | val_loss: 0.0564348 | Time: 1848.13 ms
[2020-12-19 18:06:00	                main:574]	:	INFO	:	Epoch 973 | loss: 0.0559451 | val_loss: 0.0561106 | Time: 2019.98 ms
[2020-12-19 18:06:02	                main:574]	:	INFO	:	Epoch 974 | loss: 0.0557062 | val_loss: 0.0559488 | Time: 1999.78 ms
[2020-12-19 18:06:04	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0556421 | val_loss: 0.0559156 | Time: 1989.05 ms
[2020-12-19 18:06:06	                main:574]	:	INFO	:	Epoch 976 | loss: 0.0556101 | val_loss: 0.0558776 | Time: 1949.47 ms
[2020-12-19 18:06:08	                main:574]	:	INFO	:	Epoch 977 | loss: 0.0555924 | val_loss: 0.0558768 | Time: 1841.92 ms
[2020-12-19 18:06:10	                main:574]	:	INFO	:	Epoch 978 | loss: 0.055626 | val_loss: 0.0558544 | Time: 2025.31 ms
[2020-12-19 18:06:12	                main:574]	:	INFO	:	Epoch 979 | loss: 0.0556425 | val_loss: 0.0560384 | Time: 1969.84 ms
[2020-12-19 18:06:14	                main:574]	:	INFO	:	Epoch 980 | loss: 0.0556726 | val_loss: 0.0558967 | Time: 1978.45 ms
[2020-12-19 18:06:16	                main:574]	:	INFO	:	Epoch 981 | loss: 0.0556033 | val_loss: 0.055904 | Time: 1872.98 ms
[2020-12-19 18:06:18	                main:574]	:	INFO	:	Epoch 982 | loss: 0.0557481 | val_loss: 0.0564747 | Time: 1816.16 ms
[2020-12-19 18:06:20	                main:574]	:	INFO	:	Epoch 983 | loss: 0.0560915 | val_loss: 0.0561479 | Time: 2143.49 ms
[2020-12-19 18:06:22	                main:574]	:	INFO	:	Epoch 984 | loss: 0.0557745 | val_loss: 0.0559889 | Time: 2127.63 ms
[2020-12-19 18:06:25	                main:574]	:	INFO	:	Epoch 985 | loss: 0.0555976 | val_loss: 0.0558379 | Time: 2075.15 ms
[2020-12-19 18:06:27	                main:574]	:	INFO	:	Epoch 986 | loss: 0.0555952 | val_loss: 0.0558753 | Time: 1852.97 ms
[2020-12-19 18:06:29	                main:574]	:	INFO	:	Epoch 987 | loss: 0.0557109 | val_loss: 0.0564932 | Time: 1876.21 ms
[2020-12-19 18:06:31	                main:574]	:	INFO	:	Epoch 988 | loss: 0.0559633 | val_loss: 0.0560543 | Time: 1981.58 ms
[2020-12-19 18:06:33	                main:574]	:	INFO	:	Epoch 989 | loss: 0.0558215 | val_loss: 0.056346 | Time: 1994.98 ms
[2020-12-19 18:06:35	                main:574]	:	INFO	:	Epoch 990 | loss: 0.0559922 | val_loss: 0.0562635 | Time: 2039.05 ms
[2020-12-19 18:06:37	                main:574]	:	INFO	:	Epoch 991 | loss: 0.0557983 | val_loss: 0.0559814 | Time: 1840.06 ms
[2020-12-19 18:06:39	                main:574]	:	INFO	:	Epoch 992 | loss: 0.0556122 | val_loss: 0.0558907 | Time: 1919.08 ms
[2020-12-19 18:06:41	                main:574]	:	INFO	:	Epoch 993 | loss: 0.0555687 | val_loss: 0.0558587 | Time: 1999.18 ms
[2020-12-19 18:06:43	                main:574]	:	INFO	:	Epoch 994 | loss: 0.0555523 | val_loss: 0.0558835 | Time: 2029.67 ms
[2020-12-19 18:06:45	                main:574]	:	INFO	:	Epoch 995 | loss: 0.055555 | val_loss: 0.0558734 | Time: 2070.3 ms
[2020-12-19 18:06:47	                main:574]	:	INFO	:	Epoch 996 | loss: 0.0558933 | val_loss: 0.0561389 | Time: 1795.23 ms
[2020-12-19 18:06:49	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0557236 | val_loss: 0.0559522 | Time: 1882.18 ms
[2020-12-19 18:06:51	                main:574]	:	INFO	:	Epoch 998 | loss: 0.055616 | val_loss: 0.0558507 | Time: 1940.5 ms
[2020-12-19 18:06:53	                main:574]	:	INFO	:	Epoch 999 | loss: 0.0555418 | val_loss: 0.0558633 | Time: 2010.34 ms
[2020-12-19 18:06:55	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.0555323 | val_loss: 0.0558256 | Time: 2067.57 ms
[2020-12-19 18:06:57	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0555264 | val_loss: 0.0558314 | Time: 1888.7 ms
[2020-12-19 18:06:59	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.0555265 | val_loss: 0.0558163 | Time: 2010.96 ms
[2020-12-19 18:07:01	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.0559277 | val_loss: 0.0564233 | Time: 2120.6 ms
[2020-12-19 18:07:03	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.0559431 | val_loss: 0.0559729 | Time: 2041.01 ms
[2020-12-19 18:07:05	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.0556567 | val_loss: 0.0558883 | Time: 2021.19 ms
[2020-12-19 18:07:07	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.0555638 | val_loss: 0.0558593 | Time: 1732.16 ms
[2020-12-19 18:07:09	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.0555186 | val_loss: 0.0557979 | Time: 1899.62 ms
[2020-12-19 18:07:11	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.0554881 | val_loss: 0.0558267 | Time: 2010.52 ms
[2020-12-19 18:07:13	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.0556503 | val_loss: 0.0566219 | Time: 1998.49 ms
[2020-12-19 18:07:15	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.0563503 | val_loss: 0.0564639 | Time: 2040.46 ms
[2020-12-19 18:07:17	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.0558189 | val_loss: 0.0560498 | Time: 1779.99 ms
[2020-12-19 18:07:19	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0556607 | val_loss: 0.055966 | Time: 1890.62 ms
[2020-12-19 18:07:21	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.0555771 | val_loss: 0.0558555 | Time: 2054.38 ms
[2020-12-19 18:07:23	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.0556355 | val_loss: 0.0560783 | Time: 1982.96 ms
[2020-12-19 18:07:25	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.055587 | val_loss: 0.0558193 | Time: 2025.81 ms
[2020-12-19 18:07:27	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.0555042 | val_loss: 0.0557925 | Time: 1802.62 ms
[2020-12-19 18:07:29	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.0554858 | val_loss: 0.0557523 | Time: 1991.04 ms
[2020-12-19 18:07:31	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.0554567 | val_loss: 0.0557386 | Time: 2013.6 ms
[2020-12-19 18:07:33	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.0554875 | val_loss: 0.0558419 | Time: 2067.44 ms
[2020-12-19 18:07:35	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.0556182 | val_loss: 0.0559354 | Time: 2097.06 ms
[2020-12-19 18:07:37	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.0576876 | val_loss: 0.0575539 | Time: 1774.09 ms
[2020-12-19 18:07:39	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.059054 | val_loss: 0.0623109 | Time: 2065.05 ms
[2020-12-19 18:07:41	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.0594801 | val_loss: 0.0577526 | Time: 1985.09 ms
[2020-12-19 18:07:43	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.057164 | val_loss: 0.0571155 | Time: 1986.42 ms
[2020-12-19 18:07:43	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0571155
[2020-12-19 18:07:43	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-19 18:07:43	                main:608]	:	INFO	:	Success, exiting..
18:07:43 (7432): 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)