Task 3161727

Name EightBitModified-1605455857-9203-3_0
Workunit 1461150
Created 2 Dec 2020, 16:22:52 UTC
Sent 3 Dec 2020, 22:33:53 UTC
Report deadline 10 Dec 2020, 22:33:53 UTC
Received 4 Dec 2020, 2:43:24 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 32 min 37 sec
CPU time 32 min 35 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>
	INFO	:	Epoch 526 | loss: 0.000142815 | val_loss: 0.000152462 | Time: 1919.85 ms
[2020-12-03 20:27:23	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000132886 | val_loss: 0.000142927 | Time: 1914.69 ms
[2020-12-03 20:27:25	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000127783 | val_loss: 0.000146697 | Time: 1909.92 ms
[2020-12-03 20:27:27	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000130083 | val_loss: 0.000145857 | Time: 1910.71 ms
[2020-12-03 20:27:29	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000131525 | val_loss: 0.000149701 | Time: 1910.99 ms
[2020-12-03 20:27:31	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000144176 | val_loss: 0.00017135 | Time: 1909.56 ms
[2020-12-03 20:27:33	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000147758 | val_loss: 0.000156108 | Time: 1908.69 ms
[2020-12-03 20:27:35	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000135018 | val_loss: 0.000144972 | Time: 1914.57 ms
[2020-12-03 20:27:37	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000129074 | val_loss: 0.000144669 | Time: 1915.43 ms
[2020-12-03 20:27:39	                main:581]	:	INFO	:	Epoch 535 | loss: 0.00013153 | val_loss: 0.000149345 | Time: 1915.28 ms
[2020-12-03 20:27:41	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000141068 | val_loss: 0.000170388 | Time: 1914.61 ms
[2020-12-03 20:27:42	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000141942 | val_loss: 0.000149389 | Time: 1916.71 ms
[2020-12-03 20:27:44	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000130136 | val_loss: 0.000144239 | Time: 1911.89 ms
[2020-12-03 20:27:46	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000128735 | val_loss: 0.000146286 | Time: 1912.4 ms
[2020-12-03 20:27:48	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000141708 | val_loss: 0.000191876 | Time: 1911.13 ms
[2020-12-03 20:27:50	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000156569 | val_loss: 0.000155103 | Time: 1914.99 ms
[2020-12-03 20:27:52	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000142068 | val_loss: 0.000176492 | Time: 1910.84 ms
[2020-12-03 20:27:54	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000143857 | val_loss: 0.000151303 | Time: 1908.55 ms
[2020-12-03 20:27:56	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000129953 | val_loss: 0.000144584 | Time: 1914.04 ms
[2020-12-03 20:27:58	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000127161 | val_loss: 0.000143329 | Time: 1907.23 ms
[2020-12-03 20:28:00	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000126839 | val_loss: 0.000146797 | Time: 1914.13 ms
[2020-12-03 20:28:02	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000145063 | val_loss: 0.000156993 | Time: 1914.85 ms
[2020-12-03 20:28:03	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000137062 | val_loss: 0.000145734 | Time: 1907.74 ms
[2020-12-03 20:28:05	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000142196 | val_loss: 0.000165447 | Time: 1907.74 ms
[2020-12-03 20:28:07	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000139715 | val_loss: 0.000149307 | Time: 1905.92 ms
[2020-12-03 20:28:09	                main:581]	:	INFO	:	Epoch 551 | loss: 0.00013244 | val_loss: 0.000149322 | Time: 1905.67 ms
[2020-12-03 20:28:11	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000134547 | val_loss: 0.000150693 | Time: 1907.75 ms
[2020-12-03 20:28:13	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000132356 | val_loss: 0.000148929 | Time: 1910.08 ms
[2020-12-03 20:28:15	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000133837 | val_loss: 0.000163516 | Time: 1908.98 ms
[2020-12-03 20:28:17	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000156508 | val_loss: 0.000157787 | Time: 1906.25 ms
[2020-12-03 20:28:19	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000136235 | val_loss: 0.000149882 | Time: 1906.85 ms
[2020-12-03 20:28:21	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000138146 | val_loss: 0.000152554 | Time: 1903.55 ms
[2020-12-03 20:28:23	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000134589 | val_loss: 0.000156192 | Time: 1906.06 ms
[2020-12-03 20:28:24	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000137456 | val_loss: 0.00014958 | Time: 1907.69 ms
[2020-12-03 20:28:26	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000138371 | val_loss: 0.000149976 | Time: 1905.22 ms
[2020-12-03 20:28:28	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000134762 | val_loss: 0.0001556 | Time: 1909.03 ms
[2020-12-03 20:28:30	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000135904 | val_loss: 0.000149907 | Time: 1917.82 ms
[2020-12-03 20:28:32	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000138025 | val_loss: 0.000156134 | Time: 1919.73 ms
[2020-12-03 20:28:34	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000135766 | val_loss: 0.000144545 | Time: 1915.64 ms
[2020-12-03 20:28:36	                main:581]	:	INFO	:	Epoch 565 | loss: 0.00012962 | val_loss: 0.00014242 | Time: 1921.77 ms
[2020-12-03 20:28:38	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000141252 | val_loss: 0.00020887 | Time: 1914.64 ms
[2020-12-03 20:28:40	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00016725 | val_loss: 0.000174394 | Time: 1913.18 ms
[2020-12-03 20:28:42	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000143018 | val_loss: 0.000149576 | Time: 1909.74 ms
[2020-12-03 20:28:44	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000131506 | val_loss: 0.000145528 | Time: 1906.4 ms
[2020-12-03 20:28:45	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000128372 | val_loss: 0.00014376 | Time: 1908.81 ms
[2020-12-03 20:28:47	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000128238 | val_loss: 0.000147444 | Time: 1917.14 ms
[2020-12-03 20:28:49	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000137518 | val_loss: 0.000151336 | Time: 1914.32 ms
[2020-12-03 20:28:51	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000138559 | val_loss: 0.000156258 | Time: 1911.96 ms
[2020-12-03 20:28:53	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000137091 | val_loss: 0.00015518 | Time: 1905.78 ms
[2020-12-03 20:28:55	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000137162 | val_loss: 0.000148788 | Time: 1922.72 ms
[2020-12-03 20:28:57	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000130137 | val_loss: 0.000145545 | Time: 1920.6 ms
[2020-12-03 20:28:59	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000142211 | val_loss: 0.000216773 | Time: 1905.38 ms
[2020-12-03 20:29:01	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000162009 | val_loss: 0.00015589 | Time: 1893.86 ms
[2020-12-03 20:29:03	                main:581]	:	INFO	:	Epoch 579 | loss: 0.00013498 | val_loss: 0.000146994 | Time: 1896.13 ms
[2020-12-03 20:29:05	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000131429 | val_loss: 0.000153392 | Time: 1891.97 ms
[2020-12-03 20:29:06	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000135396 | val_loss: 0.000147513 | Time: 1894.71 ms
[2020-12-03 20:29:08	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000130664 | val_loss: 0.000152889 | Time: 1895.21 ms
[2020-12-03 20:29:10	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000140665 | val_loss: 0.000157288 | Time: 1894.32 ms
[2020-12-03 20:29:12	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000138398 | val_loss: 0.000152134 | Time: 1894.56 ms
[2020-12-03 20:29:14	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000131473 | val_loss: 0.000145 | Time: 1904.21 ms
[2020-12-03 20:29:16	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00012815 | val_loss: 0.000149804 | Time: 1907.34 ms
[2020-12-03 20:29:18	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000135778 | val_loss: 0.000150016 | Time: 1910.01 ms
[2020-12-03 20:29:20	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000139764 | val_loss: 0.0001848 | Time: 1910.03 ms
[2020-12-03 20:29:22	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000169002 | val_loss: 0.000159914 | Time: 1908.23 ms
[2020-12-03 20:29:24	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000134301 | val_loss: 0.000146111 | Time: 1903.18 ms
[2020-12-03 20:29:25	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000128963 | val_loss: 0.000150058 | Time: 1902.33 ms
[2020-12-03 20:29:27	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000137714 | val_loss: 0.000151333 | Time: 1913.9 ms
[2020-12-03 20:29:29	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000131033 | val_loss: 0.000145607 | Time: 1904.18 ms
[2020-12-03 20:29:31	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000130383 | val_loss: 0.000146529 | Time: 1902.83 ms
[2020-12-03 20:29:33	                main:581]	:	INFO	:	Epoch 595 | loss: 0.00014261 | val_loss: 0.000186205 | Time: 1902.77 ms
[2020-12-03 20:29:35	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000144804 | val_loss: 0.000156868 | Time: 1902.02 ms
[2020-12-03 20:29:37	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000143573 | val_loss: 0.000147742 | Time: 1911.4 ms
[2020-12-03 20:29:39	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000130655 | val_loss: 0.000144317 | Time: 1922.31 ms
[2020-12-03 20:29:41	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000130591 | val_loss: 0.000154125 | Time: 1919.08 ms
[2020-12-03 20:29:43	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000138271 | val_loss: 0.000146953 | Time: 1916.64 ms
[2020-12-03 20:29:45	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000128408 | val_loss: 0.000144657 | Time: 1917.16 ms
[2020-12-03 20:29:47	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000135627 | val_loss: 0.000158563 | Time: 1918.68 ms
[2020-12-03 20:29:48	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000137016 | val_loss: 0.000150991 | Time: 1912.77 ms
[2020-12-03 20:29:50	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000142743 | val_loss: 0.000156679 | Time: 1903.1 ms
[2020-12-03 20:29:52	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000137202 | val_loss: 0.000145982 | Time: 1905.17 ms
[2020-12-03 20:29:54	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000129419 | val_loss: 0.000152077 | Time: 1896.93 ms
[2020-12-03 20:29:56	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000143222 | val_loss: 0.00016828 | Time: 1893.82 ms
[2020-12-03 20:29:58	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000153814 | val_loss: 0.000161869 | Time: 1899.84 ms
[2020-12-03 20:30:00	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000134507 | val_loss: 0.000147632 | Time: 1905.09 ms
[2020-12-03 20:30:02	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000127203 | val_loss: 0.00014456 | Time: 1906.17 ms
[2020-12-03 20:30:04	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000133292 | val_loss: 0.000155943 | Time: 1860.54 ms
[2020-12-03 20:30:05	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000136659 | val_loss: 0.0001578 | Time: 1846.34 ms
[2020-12-03 20:30:07	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000201446 | val_loss: 0.000204219 | Time: 1903.77 ms
[2020-12-03 20:30:09	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000204908 | val_loss: 0.000245325 | Time: 1896.85 ms
[2020-12-03 20:30:11	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000186245 | val_loss: 0.000158187 | Time: 1886.7 ms
[2020-12-03 20:30:13	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000134469 | val_loss: 0.000145059 | Time: 1882.38 ms
[2020-12-03 20:30:15	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000126284 | val_loss: 0.000140794 | Time: 1890.46 ms
[2020-12-03 20:30:17	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000124539 | val_loss: 0.000141843 | Time: 1910 ms
[2020-12-03 20:30:19	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000137364 | val_loss: 0.000144579 | Time: 1912.76 ms
[2020-12-03 20:30:21	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000136094 | val_loss: 0.000142849 | Time: 1917.27 ms
[2020-12-03 20:30:23	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000127642 | val_loss: 0.000142282 | Time: 1915.8 ms
[2020-12-03 20:30:24	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000123892 | val_loss: 0.000140135 | Time: 1915.81 ms
[2020-12-03 20:30:26	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000124018 | val_loss: 0.000143831 | Time: 1897.39 ms
[2020-12-03 20:30:28	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000153121 | val_loss: 0.000156411 | Time: 1907.71 ms
[2020-12-03 20:30:30	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000132136 | val_loss: 0.000142996 | Time: 1909.75 ms
[2020-12-03 20:30:32	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000126066 | val_loss: 0.000141537 | Time: 1907.61 ms
[2020-12-03 20:30:34	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000125777 | val_loss: 0.000143387 | Time: 1905.63 ms
[2020-12-03 20:30:36	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000146802 | val_loss: 0.000185347 | Time: 1906.04 ms
[2020-12-03 20:30:38	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000138995 | val_loss: 0.000147262 | Time: 1904.35 ms
[2020-12-03 20:30:40	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000128007 | val_loss: 0.000142804 | Time: 1885.19 ms
[2020-12-03 20:30:42	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000125542 | val_loss: 0.000143982 | Time: 1908.11 ms
[2020-12-03 20:30:44	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000137697 | val_loss: 0.000160173 | Time: 1918.58 ms
[2020-12-03 20:30:45	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000132115 | val_loss: 0.000141503 | Time: 1918.8 ms
[2020-12-03 20:30:47	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000126305 | val_loss: 0.000143765 | Time: 1919.83 ms
[2020-12-03 20:30:49	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000129729 | val_loss: 0.000146409 | Time: 1921 ms
[2020-12-03 20:30:51	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000132318 | val_loss: 0.000158997 | Time: 1921.95 ms
[2020-12-03 20:30:53	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000148115 | val_loss: 0.000158284 | Time: 1921.01 ms
[2020-12-03 20:30:55	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000133925 | val_loss: 0.000151483 | Time: 1907.5 ms
[2020-12-03 20:30:57	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000137084 | val_loss: 0.00014707 | Time: 1921.29 ms
[2020-12-03 20:30:59	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000131411 | val_loss: 0.000153107 | Time: 1906.79 ms
[2020-12-03 20:31:01	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000144731 | val_loss: 0.000152296 | Time: 1918.95 ms
[2020-12-03 20:31:03	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000132581 | val_loss: 0.000144861 | Time: 1915.07 ms
[2020-12-03 20:31:05	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000129643 | val_loss: 0.000146244 | Time: 1914.52 ms
[2020-12-03 20:31:07	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000128178 | val_loss: 0.000142515 | Time: 1916.02 ms
[2020-12-03 20:31:08	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000132066 | val_loss: 0.000166724 | Time: 1906.07 ms
[2020-12-03 20:31:10	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000158278 | val_loss: 0.000158884 | Time: 1914.65 ms
[2020-12-03 20:31:12	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000134275 | val_loss: 0.000147345 | Time: 1905.55 ms
[2020-12-03 20:31:14	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000129057 | val_loss: 0.00014325 | Time: 1904.82 ms
[2020-12-03 20:31:16	                main:581]	:	INFO	:	Epoch 649 | loss: 0.00012605 | val_loss: 0.000147204 | Time: 1903.88 ms
[2020-12-03 20:31:18	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000145009 | val_loss: 0.000158902 | Time: 1905.7 ms
[2020-12-03 20:31:20	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000142485 | val_loss: 0.000152931 | Time: 1909.98 ms
[2020-12-03 20:31:22	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000131821 | val_loss: 0.000143552 | Time: 1918.78 ms
[2020-12-03 20:31:24	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000126549 | val_loss: 0.000144191 | Time: 1920.72 ms
[2020-12-03 20:31:26	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000132085 | val_loss: 0.00015985 | Time: 1920.14 ms
[2020-12-03 20:31:28	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000153303 | val_loss: 0.000163516 | Time: 1911.63 ms
[2020-12-03 20:31:29	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000136467 | val_loss: 0.000150622 | Time: 1919.75 ms
[2020-12-03 20:31:31	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000129977 | val_loss: 0.00014354 | Time: 1920.63 ms
[2020-12-03 20:31:33	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000126917 | val_loss: 0.000147259 | Time: 1921.01 ms
[2020-12-03 20:31:35	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000147357 | val_loss: 0.000161271 | Time: 1919.61 ms
[2020-12-03 20:31:37	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000139973 | val_loss: 0.000156461 | Time: 1919.54 ms
[2020-12-03 20:31:39	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000134028 | val_loss: 0.000147201 | Time: 1914.27 ms
[2020-12-03 20:31:41	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000139555 | val_loss: 0.000170897 | Time: 1911.23 ms
[2020-12-03 20:31:43	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000137904 | val_loss: 0.000149273 | Time: 1907.12 ms
[2020-12-03 20:31:45	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000129918 | val_loss: 0.000147162 | Time: 1905.98 ms
[2020-12-03 20:31:47	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000131259 | val_loss: 0.000146772 | Time: 1907.27 ms
[2020-12-03 20:31:49	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000133378 | val_loss: 0.000154849 | Time: 1903.56 ms
[2020-12-03 20:31:51	                main:581]	:	INFO	:	Epoch 667 | loss: 0.00013729 | val_loss: 0.000162593 | Time: 1905.56 ms
[2020-12-03 20:31:52	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000161661 | val_loss: 0.000177719 | Time: 1904.83 ms
[2020-12-03 20:31:54	                main:581]	:	INFO	:	Epoch 669 | loss: 0.00020908 | val_loss: 0.000173997 | Time: 1902.87 ms
[2020-12-03 20:31:56	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000148594 | val_loss: 0.000160546 | Time: 1902.54 ms
[2020-12-03 20:31:58	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000134007 | val_loss: 0.000144554 | Time: 1904.56 ms
[2020-12-03 20:32:00	                main:581]	:	INFO	:	Epoch 672 | loss: 0.00012608 | val_loss: 0.000140507 | Time: 1893.78 ms
[2020-12-03 20:32:02	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000124824 | val_loss: 0.000139948 | Time: 1897.26 ms
[2020-12-03 20:32:04	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000125364 | val_loss: 0.000143003 | Time: 1902.03 ms
[2020-12-03 20:32:06	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000126483 | val_loss: 0.000146554 | Time: 1903.32 ms
[2020-12-03 20:32:08	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000149774 | val_loss: 0.000156408 | Time: 1899.58 ms
[2020-12-03 20:32:10	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000143866 | val_loss: 0.000155465 | Time: 1902.95 ms
[2020-12-03 20:32:11	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000130822 | val_loss: 0.000143215 | Time: 1915.2 ms
[2020-12-03 20:32:13	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000127257 | val_loss: 0.000143006 | Time: 1913.93 ms
[2020-12-03 20:32:15	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000130998 | val_loss: 0.000151386 | Time: 1915.31 ms
[2020-12-03 20:32:17	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000133906 | val_loss: 0.000146854 | Time: 1912.05 ms
[2020-12-03 20:32:19	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000128875 | val_loss: 0.000151966 | Time: 1914.55 ms
[2020-12-03 20:32:21	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000141809 | val_loss: 0.000149084 | Time: 1912.4 ms
[2020-12-03 20:32:23	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000130149 | val_loss: 0.000146193 | Time: 1915.66 ms
[2020-12-03 20:32:25	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000128988 | val_loss: 0.000144387 | Time: 1913.54 ms
[2020-12-03 20:32:27	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000128431 | val_loss: 0.00015129 | Time: 1905.65 ms
[2020-12-03 20:32:29	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000155941 | val_loss: 0.000190717 | Time: 1900.91 ms
[2020-12-03 20:32:31	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000156613 | val_loss: 0.000150298 | Time: 1901.05 ms
[2020-12-03 20:32:32	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000136725 | val_loss: 0.000171179 | Time: 1902.64 ms
[2020-12-03 20:32:34	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000138339 | val_loss: 0.000145646 | Time: 1902.76 ms
[2020-12-03 20:32:36	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000127773 | val_loss: 0.000143158 | Time: 1909.17 ms
[2020-12-03 20:32:38	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000133254 | val_loss: 0.000185499 | Time: 1915.87 ms
[2020-12-03 20:32:40	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000160352 | val_loss: 0.000150263 | Time: 1909.93 ms
[2020-12-03 20:32:42	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000132911 | val_loss: 0.000149167 | Time: 1910.04 ms
[2020-12-03 20:32:44	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000128352 | val_loss: 0.000143365 | Time: 1910.9 ms
[2020-12-03 20:32:46	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000127877 | val_loss: 0.000147093 | Time: 1907.8 ms
[2020-12-03 20:32:48	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000137166 | val_loss: 0.000147116 | Time: 1901.85 ms
[2020-12-03 20:32:50	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000131391 | val_loss: 0.000157526 | Time: 1904.74 ms
[2020-12-03 20:32:52	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000140445 | val_loss: 0.00014821 | Time: 1909.31 ms
[2020-12-03 20:32:53	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000130546 | val_loss: 0.000144622 | Time: 1907.29 ms
[2020-12-03 20:32:55	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000133808 | val_loss: 0.000149274 | Time: 1909.11 ms
[2020-12-03 20:32:57	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000139011 | val_loss: 0.000153679 | Time: 1909.22 ms
[2020-12-03 20:32:59	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000133682 | val_loss: 0.000148109 | Time: 1904.41 ms
[2020-12-03 20:33:01	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000136973 | val_loss: 0.000154792 | Time: 1895.58 ms
[2020-12-03 20:33:03	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000136194 | val_loss: 0.000152335 | Time: 1893.25 ms
[2020-12-03 20:33:05	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000133007 | val_loss: 0.000144142 | Time: 1893.09 ms
[2020-12-03 20:33:07	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000131611 | val_loss: 0.000165796 | Time: 1898.92 ms
[2020-12-03 20:33:09	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000161569 | val_loss: 0.000169302 | Time: 1897.3 ms
[2020-12-03 20:33:11	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000138569 | val_loss: 0.000150105 | Time: 1900.45 ms
[2020-12-03 20:33:12	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000131182 | val_loss: 0.000143956 | Time: 1898.21 ms
[2020-12-03 20:33:14	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000132988 | val_loss: 0.000152259 | Time: 1894.63 ms
[2020-12-03 20:33:16	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000129623 | val_loss: 0.000144933 | Time: 1906.18 ms
[2020-12-03 20:33:18	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000153468 | val_loss: 0.00018696 | Time: 1903.16 ms
[2020-12-03 20:33:20	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000150395 | val_loss: 0.00014975 | Time: 1904.81 ms
[2020-12-03 20:33:22	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000132213 | val_loss: 0.00014866 | Time: 1908.29 ms
[2020-12-03 20:33:24	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000128602 | val_loss: 0.000143197 | Time: 1907.76 ms
[2020-12-03 20:33:26	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000126319 | val_loss: 0.000145357 | Time: 1906.37 ms
[2020-12-03 20:33:28	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000138031 | val_loss: 0.000174866 | Time: 1910.57 ms
[2020-12-03 20:33:30	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0001433 | val_loss: 0.000163538 | Time: 1908.11 ms
[2020-12-03 20:33:32	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000151704 | val_loss: 0.000157416 | Time: 1908.08 ms
[2020-12-03 20:33:33	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000132376 | val_loss: 0.000145433 | Time: 1903.93 ms
[2020-12-03 20:33:35	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000128338 | val_loss: 0.00014497 | Time: 1906.42 ms
[2020-12-03 20:33:37	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000134413 | val_loss: 0.000150405 | Time: 1905.82 ms
[2020-12-03 20:33:39	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000131297 | val_loss: 0.000153696 | Time: 1896.54 ms
[2020-12-03 20:33:41	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000134148 | val_loss: 0.000157546 | Time: 1907.78 ms
[2020-12-03 20:33:43	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000142043 | val_loss: 0.000153168 | Time: 1906.89 ms
[2020-12-03 20:33:45	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000134119 | val_loss: 0.000148728 | Time: 1912.57 ms
[2020-12-03 20:33:47	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000127495 | val_loss: 0.000143664 | Time: 1914.07 ms
[2020-12-03 20:33:49	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000143987 | val_loss: 0.000206953 | Time: 1910.49 ms
[2020-12-03 20:33:51	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000163472 | val_loss: 0.000161315 | Time: 1903.91 ms
[2020-12-03 20:33:52	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000136723 | val_loss: 0.000146712 | Time: 1913.37 ms
[2020-12-03 20:33:54	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000130905 | val_loss: 0.000149065 | Time: 1907.39 ms
[2020-12-03 20:33:56	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000130355 | val_loss: 0.00014973 | Time: 1900.45 ms
[2020-12-03 20:33:58	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000130266 | val_loss: 0.000146117 | Time: 1903.84 ms
[2020-12-03 20:34:00	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000136095 | val_loss: 0.000164433 | Time: 1907.77 ms
[2020-12-03 20:34:02	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000137949 | val_loss: 0.000153936 | Time: 1908.98 ms
[2020-12-03 20:34:04	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000134505 | val_loss: 0.000151434 | Time: 1909.35 ms
[2020-12-03 20:34:06	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000132984 | val_loss: 0.000153268 | Time: 1911.69 ms
[2020-12-03 20:34:08	                main:581]	:	INFO	:	Epoch 739 | loss: 0.00013374 | val_loss: 0.000144311 | Time: 1903.94 ms
[2020-12-03 20:34:10	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000138068 | val_loss: 0.000166979 | Time: 1909.86 ms
[2020-12-03 20:34:12	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000139903 | val_loss: 0.000158173 | Time: 1903.86 ms
[2020-12-03 20:34:13	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000144174 | val_loss: 0.000155497 | Time: 1904.04 ms
[2020-12-03 20:34:15	                main:581]	:	INFO	:	Epoch 743 | loss: 0.00013245 | val_loss: 0.000148507 | Time: 1904.8 ms
[2020-12-03 20:34:17	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000142591 | val_loss: 0.0001612 | Time: 1903.67 ms
[2020-12-03 20:34:19	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000136327 | val_loss: 0.000154173 | Time: 1907.77 ms
[2020-12-03 20:34:21	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000131716 | val_loss: 0.000145478 | Time: 1907.79 ms
[2020-12-03 20:34:23	                main:581]	:	INFO	:	Epoch 747 | loss: 0.00012821 | val_loss: 0.000144957 | Time: 1911.06 ms
[2020-12-03 20:34:25	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000140218 | val_loss: 0.000158409 | Time: 1906.99 ms
[2020-12-03 20:34:27	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000133646 | val_loss: 0.000149054 | Time: 1909.42 ms
[2020-12-03 20:34:29	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000144061 | val_loss: 0.000174657 | Time: 1910.26 ms
[2020-12-03 20:34:31	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000149197 | val_loss: 0.000154539 | Time: 1906.67 ms
[2020-12-03 20:34:33	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000131171 | val_loss: 0.000142383 | Time: 1907.77 ms
[2020-12-03 20:34:34	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000126716 | val_loss: 0.000144406 | Time: 1909.17 ms
[2020-12-03 20:34:36	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000133261 | val_loss: 0.000164025 | Time: 1906.73 ms
[2020-12-03 20:34:38	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000152022 | val_loss: 0.000156469 | Time: 1907.67 ms
[2020-12-03 20:34:40	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000134063 | val_loss: 0.000148616 | Time: 1912.87 ms
[2020-12-03 20:34:42	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000127583 | val_loss: 0.000149602 | Time: 1903.11 ms
[2020-12-03 20:34:44	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000147711 | val_loss: 0.000167703 | Time: 1910.51 ms
[2020-12-03 20:34:46	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000135226 | val_loss: 0.000144637 | Time: 1916.18 ms
[2020-12-03 20:34:48	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000126515 | val_loss: 0.00014307 | Time: 1912.16 ms
[2020-12-03 20:34:50	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000124778 | val_loss: 0.000143615 | Time: 1922.3 ms
[2020-12-03 20:34:52	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000140644 | val_loss: 0.000157403 | Time: 1910.86 ms
[2020-12-03 20:34:54	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000139037 | val_loss: 0.000157522 | Time: 1909.65 ms
[2020-12-03 20:34:55	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000159361 | val_loss: 0.000151964 | Time: 1908.66 ms
[2020-12-03 20:34:57	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000132986 | val_loss: 0.000150348 | Time: 1907.22 ms
[2020-12-03 20:34:59	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000129381 | val_loss: 0.000146816 | Time: 1893.64 ms
[2020-12-03 20:35:01	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000126731 | val_loss: 0.000145162 | Time: 1924.14 ms
[2020-12-03 20:35:03	                main:581]	:	INFO	:	Epoch 768 | loss: 0.00014744 | val_loss: 0.000160896 | Time: 1916.75 ms
[2020-12-03 20:35:05	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000147301 | val_loss: 0.000152497 | Time: 1922.48 ms
[2020-12-03 20:35:07	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000131278 | val_loss: 0.000149247 | Time: 1910.84 ms
[2020-12-03 20:35:09	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000127613 | val_loss: 0.000149615 | Time: 1910.03 ms
[2020-12-03 20:35:11	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000127574 | val_loss: 0.000143771 | Time: 1918.26 ms
[2020-12-03 20:35:13	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000150038 | val_loss: 0.000249221 | Time: 1916.44 ms
[2020-12-03 20:35:15	                main:581]	:	INFO	:	Epoch 774 | loss: 0.00234946 | val_loss: 0.00297936 | Time: 1916.82 ms
[2020-12-03 20:35:17	                main:581]	:	INFO	:	Epoch 775 | loss: 0.00188785 | val_loss: 0.000746763 | Time: 1912.5 ms
[2020-12-03 20:35:18	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000486975 | val_loss: 0.000292712 | Time: 1909.39 ms
[2020-12-03 20:35:20	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000211773 | val_loss: 0.000186109 | Time: 1911.73 ms
[2020-12-03 20:35:22	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000158728 | val_loss: 0.000164533 | Time: 1906.08 ms
[2020-12-03 20:35:24	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000145016 | val_loss: 0.000156873 | Time: 1905.51 ms
[2020-12-03 20:35:26	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000140174 | val_loss: 0.000153833 | Time: 1893.49 ms
[2020-12-03 20:35:28	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000137706 | val_loss: 0.00015296 | Time: 1895.17 ms
[2020-12-03 20:35:30	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000136502 | val_loss: 0.00015121 | Time: 1893.19 ms
[2020-12-03 20:35:32	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000135514 | val_loss: 0.000150757 | Time: 1899.24 ms
[2020-12-03 20:35:34	                main:581]	:	INFO	:	Epoch 784 | loss: 0.00013464 | val_loss: 0.000150216 | Time: 1907.84 ms
[2020-12-03 20:35:36	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000151819 | val_loss: 0.000149787 | Time: 1910.91 ms
[2020-12-03 20:35:37	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000138639 | val_loss: 0.000150474 | Time: 1911.54 ms
[2020-12-03 20:35:39	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000133146 | val_loss: 0.000147849 | Time: 1908.43 ms
[2020-12-03 20:35:41	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000131955 | val_loss: 0.000147368 | Time: 1908.32 ms
[2020-12-03 20:35:43	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000131438 | val_loss: 0.000146953 | Time: 1910.34 ms
[2020-12-03 20:35:45	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000131103 | val_loss: 0.000146551 | Time: 1909.38 ms
[2020-12-03 20:35:47	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000130829 | val_loss: 0.000146415 | Time: 1907.6 ms
[2020-12-03 20:35:49	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000131013 | val_loss: 0.000147461 | Time: 1915.56 ms
[2020-12-03 20:35:51	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000130748 | val_loss: 0.000145737 | Time: 1920.65 ms
[2020-12-03 20:35:53	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000131084 | val_loss: 0.000149166 | Time: 1923.27 ms
[2020-12-03 20:35:55	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000146778 | val_loss: 0.000153751 | Time: 1908.93 ms
[2020-12-03 20:35:57	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000134575 | val_loss: 0.000150225 | Time: 1907.14 ms
[2020-12-03 20:35:58	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000131508 | val_loss: 0.000147037 | Time: 1907.3 ms
[2020-12-03 20:36:00	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000129831 | val_loss: 0.000145242 | Time: 1911.56 ms
[2020-12-03 20:36:02	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00013121 | val_loss: 0.000147903 | Time: 1912.59 ms
[2020-12-03 20:36:04	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000139077 | val_loss: 0.000158868 | Time: 1906.34 ms
[2020-12-03 20:36:06	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000133946 | val_loss: 0.000145512 | Time: 1913.35 ms
[2020-12-03 20:36:08	                main:581]	:	INFO	:	Epoch 802 | loss: 0.00012974 | val_loss: 0.000144417 | Time: 1916.62 ms
[2020-12-03 20:36:10	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000128804 | val_loss: 0.000144005 | Time: 1917.02 ms
[2020-12-03 20:36:12	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000130639 | val_loss: 0.000157401 | Time: 1915.7 ms
[2020-12-03 20:36:14	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000168058 | val_loss: 0.000155151 | Time: 1916.1 ms
[2020-12-03 20:36:16	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000135424 | val_loss: 0.000150746 | Time: 1920.84 ms
[2020-12-03 20:36:18	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000130968 | val_loss: 0.000147791 | Time: 1919.59 ms
[2020-12-03 20:36:20	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000129695 | val_loss: 0.000145551 | Time: 1908.18 ms
[2020-12-03 20:36:21	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000128318 | val_loss: 0.000143722 | Time: 1909.06 ms
[2020-12-03 20:36:23	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000128591 | val_loss: 0.000144916 | Time: 1911.41 ms
[2020-12-03 20:36:25	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000133172 | val_loss: 0.00015565 | Time: 1903.06 ms
[2020-12-03 20:36:27	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000132351 | val_loss: 0.000148018 | Time: 1898.76 ms
[2020-12-03 20:36:29	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000130183 | val_loss: 0.000143665 | Time: 1901.79 ms
[2020-12-03 20:36:31	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000132221 | val_loss: 0.000149993 | Time: 1897.17 ms
[2020-12-03 20:36:33	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000148044 | val_loss: 0.000146391 | Time: 1901.75 ms
[2020-12-03 20:36:35	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000132949 | val_loss: 0.000145439 | Time: 1901.65 ms
[2020-12-03 20:36:37	                main:581]	:	INFO	:	Epoch 817 | loss: 0.00013015 | val_loss: 0.00015104 | Time: 1901.43 ms
[2020-12-03 20:36:39	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000136993 | val_loss: 0.000173388 | Time: 1905.16 ms
[2020-12-03 20:36:40	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000138656 | val_loss: 0.0001447 | Time: 1903.14 ms
[2020-12-03 20:36:42	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000129844 | val_loss: 0.000143637 | Time: 1895.34 ms
[2020-12-03 20:36:44	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000127711 | val_loss: 0.000142461 | Time: 1894.94 ms
[2020-12-03 20:36:46	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000127739 | val_loss: 0.00014297 | Time: 1894.44 ms
[2020-12-03 20:36:48	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000128666 | val_loss: 0.000147717 | Time: 1894.97 ms
[2020-12-03 20:36:50	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000139239 | val_loss: 0.000148336 | Time: 1902.6 ms
[2020-12-03 20:36:52	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000130779 | val_loss: 0.000149938 | Time: 1902.56 ms
[2020-12-03 20:36:54	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000142859 | val_loss: 0.000151899 | Time: 1903.47 ms
[2020-12-03 20:36:56	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000132596 | val_loss: 0.000144147 | Time: 1901.54 ms
[2020-12-03 20:36:58	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000129065 | val_loss: 0.000143177 | Time: 1902.6 ms
[2020-12-03 20:37:00	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000128343 | val_loss: 0.000144142 | Time: 1920.35 ms
[2020-12-03 20:37:01	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000131977 | val_loss: 0.000164214 | Time: 1918.56 ms
[2020-12-03 20:37:03	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000145867 | val_loss: 0.000150095 | Time: 1923.14 ms
[2020-12-03 20:37:05	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000131577 | val_loss: 0.000143059 | Time: 1919.55 ms
[2020-12-03 20:37:07	                main:581]	:	INFO	:	Epoch 833 | loss: 0.00012799 | val_loss: 0.000143661 | Time: 1919.2 ms
[2020-12-03 20:37:09	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000137439 | val_loss: 0.000170715 | Time: 1921.64 ms
[2020-12-03 20:37:11	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000145608 | val_loss: 0.000145563 | Time: 1918.71 ms
[2020-12-03 20:37:13	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000128752 | val_loss: 0.000142785 | Time: 1921.68 ms
[2020-12-03 20:37:15	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000128062 | val_loss: 0.000147104 | Time: 1921.87 ms
[2020-12-03 20:37:17	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000136531 | val_loss: 0.00014451 | Time: 1921.97 ms
[2020-12-03 20:37:19	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000128712 | val_loss: 0.000142719 | Time: 1916.51 ms
[2020-12-03 20:37:21	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000127102 | val_loss: 0.00014365 | Time: 1908.71 ms
[2020-12-03 20:37:23	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000141637 | val_loss: 0.000181419 | Time: 1908.91 ms
[2020-12-03 20:37:24	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000146101 | val_loss: 0.000149397 | Time: 1909.26 ms
[2020-12-03 20:37:26	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000130714 | val_loss: 0.000142601 | Time: 1902.18 ms
[2020-12-03 20:37:28	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000129629 | val_loss: 0.000152324 | Time: 1894.74 ms
[2020-12-03 20:37:30	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000147315 | val_loss: 0.000157199 | Time: 1903.63 ms
[2020-12-03 20:37:32	                main:581]	:	INFO	:	Epoch 846 | loss: 0.00013214 | val_loss: 0.0001461 | Time: 1905.73 ms
[2020-12-03 20:37:34	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000128066 | val_loss: 0.000142789 | Time: 1902.97 ms
[2020-12-03 20:37:36	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000127167 | val_loss: 0.000141762 | Time: 1893.88 ms
[2020-12-03 20:37:38	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000129905 | val_loss: 0.000158692 | Time: 1894.64 ms
[2020-12-03 20:37:40	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000144038 | val_loss: 0.000149161 | Time: 1896.9 ms
[2020-12-03 20:37:42	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000131867 | val_loss: 0.000152335 | Time: 1911.19 ms
[2020-12-03 20:37:43	                main:581]	:	INFO	:	Epoch 852 | loss: 0.00014639 | val_loss: 0.000148312 | Time: 1913.81 ms
[2020-12-03 20:37:45	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000132124 | val_loss: 0.000145601 | Time: 1913.86 ms
[2020-12-03 20:37:47	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000129777 | val_loss: 0.000143667 | Time: 1912.7 ms
[2020-12-03 20:37:49	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000128042 | val_loss: 0.000144309 | Time: 1915.88 ms
[2020-12-03 20:37:51	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000147233 | val_loss: 0.000155428 | Time: 1913.58 ms
[2020-12-03 20:37:53	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000139667 | val_loss: 0.000150433 | Time: 1914.74 ms
[2020-12-03 20:37:55	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000130794 | val_loss: 0.000142357 | Time: 1913.01 ms
[2020-12-03 20:37:57	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000127112 | val_loss: 0.000142124 | Time: 1915.65 ms
[2020-12-03 20:37:59	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000128092 | val_loss: 0.00015402 | Time: 1913.67 ms
[2020-12-03 20:38:01	                main:581]	:	INFO	:	Epoch 861 | loss: 0.00016069 | val_loss: 0.000154569 | Time: 1911.49 ms
[2020-12-03 20:38:03	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000132897 | val_loss: 0.000145159 | Time: 1908.28 ms
[2020-12-03 20:38:05	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000128827 | val_loss: 0.000143145 | Time: 1912.84 ms
[2020-12-03 20:38:06	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000128921 | val_loss: 0.000152114 | Time: 1917.76 ms
[2020-12-03 20:38:08	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000149396 | val_loss: 0.000156229 | Time: 1907.72 ms
[2020-12-03 20:38:10	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000131792 | val_loss: 0.000146539 | Time: 1907.88 ms
[2020-12-03 20:38:12	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000129329 | val_loss: 0.000144613 | Time: 1904.39 ms
[2020-12-03 20:38:14	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000129201 | val_loss: 0.000144872 | Time: 1922.9 ms
[2020-12-03 20:38:16	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000128688 | val_loss: 0.000146167 | Time: 1916.44 ms
[2020-12-03 20:38:18	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000132849 | val_loss: 0.000174037 | Time: 1910.91 ms
[2020-12-03 20:38:20	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000161184 | val_loss: 0.000151729 | Time: 1915.77 ms
[2020-12-03 20:38:22	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000132945 | val_loss: 0.000142771 | Time: 1911.04 ms
[2020-12-03 20:38:24	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000130456 | val_loss: 0.000144402 | Time: 1905.35 ms
[2020-12-03 20:38:26	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000130045 | val_loss: 0.000153295 | Time: 1904.24 ms
[2020-12-03 20:38:27	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000139666 | val_loss: 0.000150059 | Time: 1903.9 ms
[2020-12-03 20:38:29	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000130256 | val_loss: 0.00014273 | Time: 1906.53 ms
[2020-12-03 20:38:31	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000130213 | val_loss: 0.000155111 | Time: 1905.11 ms
[2020-12-03 20:38:33	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000158452 | val_loss: 0.00015971 | Time: 1907.89 ms
[2020-12-03 20:38:35	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000133902 | val_loss: 0.000145302 | Time: 1919.93 ms
[2020-12-03 20:38:37	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000128811 | val_loss: 0.000143507 | Time: 1902.5 ms
[2020-12-03 20:38:39	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000126869 | val_loss: 0.000142291 | Time: 1916.04 ms
[2020-12-03 20:38:41	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000128125 | val_loss: 0.000150215 | Time: 1908.46 ms
[2020-12-03 20:38:43	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000154129 | val_loss: 0.000168489 | Time: 1903.98 ms
[2020-12-03 20:38:45	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000138314 | val_loss: 0.000147994 | Time: 1915.58 ms
[2020-12-03 20:38:47	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000131158 | val_loss: 0.000144449 | Time: 1907.23 ms
[2020-12-03 20:38:48	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000139081 | val_loss: 0.000164146 | Time: 1902.04 ms
[2020-12-03 20:38:50	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000137673 | val_loss: 0.000144484 | Time: 1901.9 ms
[2020-12-03 20:38:52	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000128783 | val_loss: 0.000142449 | Time: 1901.88 ms
[2020-12-03 20:38:54	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000127703 | val_loss: 0.000146129 | Time: 1905.93 ms
[2020-12-03 20:38:56	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000132095 | val_loss: 0.000143854 | Time: 1921.46 ms
[2020-12-03 20:38:58	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000132264 | val_loss: 0.000149007 | Time: 1919.6 ms
[2020-12-03 20:39:00	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000140521 | val_loss: 0.000160517 | Time: 1907.5 ms
[2020-12-03 20:39:02	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000160075 | val_loss: 0.000158068 | Time: 1918.05 ms
[2020-12-03 20:39:04	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000135631 | val_loss: 0.000144805 | Time: 1904.49 ms
[2020-12-03 20:39:06	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000127918 | val_loss: 0.000142448 | Time: 1911.89 ms
[2020-12-03 20:39:08	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00012691 | val_loss: 0.000142835 | Time: 1916.66 ms
[2020-12-03 20:39:09	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000128281 | val_loss: 0.000145956 | Time: 1916.83 ms
[2020-12-03 20:39:11	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000146996 | val_loss: 0.000189519 | Time: 1920.61 ms
[2020-12-03 20:39:13	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000152164 | val_loss: 0.000151759 | Time: 1919.3 ms
[2020-12-03 20:39:15	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000131259 | val_loss: 0.000142093 | Time: 1913.31 ms
[2020-12-03 20:39:17	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000127159 | val_loss: 0.000142586 | Time: 1917.57 ms
[2020-12-03 20:39:19	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000133669 | val_loss: 0.000167088 | Time: 1921.01 ms
[2020-12-03 20:39:21	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000144157 | val_loss: 0.000153553 | Time: 1922.8 ms
[2020-12-03 20:39:23	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000135256 | val_loss: 0.00014465 | Time: 1918.47 ms
[2020-12-03 20:39:25	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000129477 | val_loss: 0.00014504 | Time: 1921.97 ms
[2020-12-03 20:39:27	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000143744 | val_loss: 0.000175679 | Time: 1922.69 ms
[2020-12-03 20:39:29	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000139207 | val_loss: 0.000149905 | Time: 1919.03 ms
[2020-12-03 20:39:31	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000130355 | val_loss: 0.000145839 | Time: 1921.46 ms
[2020-12-03 20:39:33	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000146357 | val_loss: 0.000161646 | Time: 1923.53 ms
[2020-12-03 20:39:34	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000133711 | val_loss: 0.000145037 | Time: 1912.63 ms
[2020-12-03 20:39:36	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000128291 | val_loss: 0.000143198 | Time: 1903.55 ms
[2020-12-03 20:39:38	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000128155 | val_loss: 0.000144378 | Time: 1901.52 ms
[2020-12-03 20:39:40	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000137718 | val_loss: 0.000187973 | Time: 1903.66 ms
[2020-12-03 20:39:42	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000158736 | val_loss: 0.000146938 | Time: 1907.69 ms
[2020-12-03 20:39:44	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000133527 | val_loss: 0.00015544 | Time: 1905.15 ms
[2020-12-03 20:39:46	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000138579 | val_loss: 0.000145074 | Time: 1908.74 ms
[2020-12-03 20:39:48	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000130293 | val_loss: 0.000155975 | Time: 1909.73 ms
[2020-12-03 20:39:50	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000149176 | val_loss: 0.000149983 | Time: 1907.79 ms
[2020-12-03 20:39:52	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000131329 | val_loss: 0.00014407 | Time: 1910.08 ms
[2020-12-03 20:39:53	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000127619 | val_loss: 0.000140758 | Time: 1907.06 ms
[2020-12-03 20:39:55	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000126353 | val_loss: 0.000143706 | Time: 1910.95 ms
[2020-12-03 20:39:57	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000153591 | val_loss: 0.000178713 | Time: 1908.97 ms
[2020-12-03 20:39:59	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000143843 | val_loss: 0.000152369 | Time: 1906.34 ms
[2020-12-03 20:40:01	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00013388 | val_loss: 0.000144612 | Time: 1915.08 ms
[2020-12-03 20:40:03	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000127109 | val_loss: 0.000141179 | Time: 1917.44 ms
[2020-12-03 20:40:05	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000128506 | val_loss: 0.000149596 | Time: 1909.91 ms
[2020-12-03 20:40:07	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000156052 | val_loss: 0.000159117 | Time: 1911.73 ms
[2020-12-03 20:40:09	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0001429 | val_loss: 0.000156405 | Time: 1908.44 ms
[2020-12-03 20:40:11	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000131422 | val_loss: 0.000141336 | Time: 1909.31 ms
[2020-12-03 20:40:13	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000134793 | val_loss: 0.000171508 | Time: 1905.04 ms
[2020-12-03 20:40:14	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000134459 | val_loss: 0.000145059 | Time: 1905.96 ms
[2020-12-03 20:40:16	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000148957 | val_loss: 0.000163507 | Time: 1902.35 ms
[2020-12-03 20:40:18	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0001381 | val_loss: 0.000151211 | Time: 1905.06 ms
[2020-12-03 20:40:20	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000130485 | val_loss: 0.000147248 | Time: 1910.85 ms
[2020-12-03 20:40:22	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000129292 | val_loss: 0.000143337 | Time: 1904.53 ms
[2020-12-03 20:40:24	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000132355 | val_loss: 0.000161731 | Time: 1901.7 ms
[2020-12-03 20:40:26	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000142564 | val_loss: 0.000154425 | Time: 1902.44 ms
[2020-12-03 20:40:28	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00013188 | val_loss: 0.000145562 | Time: 1899.47 ms
[2020-12-03 20:40:30	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000131846 | val_loss: 0.000152668 | Time: 1904.31 ms
[2020-12-03 20:40:32	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000149811 | val_loss: 0.000152306 | Time: 1909.9 ms
[2020-12-03 20:40:34	                main:581]	:	INFO	:	Epoch 941 | loss: 0.00013549 | val_loss: 0.000149511 | Time: 1906.48 ms
[2020-12-03 20:40:35	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000136256 | val_loss: 0.000147792 | Time: 1904.89 ms
[2020-12-03 20:40:37	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000130103 | val_loss: 0.000150064 | Time: 1905.67 ms
[2020-12-03 20:40:39	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000132085 | val_loss: 0.000148933 | Time: 1904.5 ms
[2020-12-03 20:40:41	                main:581]	:	INFO	:	Epoch 945 | loss: 0.00013948 | val_loss: 0.000155131 | Time: 1904.7 ms
[2020-12-03 20:40:43	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000138786 | val_loss: 0.000153096 | Time: 1904.85 ms
[2020-12-03 20:40:45	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00014998 | val_loss: 0.000164756 | Time: 1911.68 ms
[2020-12-03 20:40:47	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000139726 | val_loss: 0.000147752 | Time: 1921.65 ms
[2020-12-03 20:40:49	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000132557 | val_loss: 0.000145655 | Time: 1916.44 ms
[2020-12-03 20:40:51	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000130529 | val_loss: 0.000160676 | Time: 1913.5 ms
[2020-12-03 20:40:53	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000152289 | val_loss: 0.000154523 | Time: 1916.89 ms
[2020-12-03 20:40:55	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000132558 | val_loss: 0.000143592 | Time: 1923.23 ms
[2020-12-03 20:40:56	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000131862 | val_loss: 0.000150245 | Time: 1921.01 ms
[2020-12-03 20:40:58	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000135104 | val_loss: 0.000146882 | Time: 1916.26 ms
[2020-12-03 20:41:00	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000133957 | val_loss: 0.000155703 | Time: 1901.4 ms
[2020-12-03 20:41:02	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000133405 | val_loss: 0.000152232 | Time: 1907.47 ms
[2020-12-03 20:41:04	                main:581]	:	INFO	:	Epoch 957 | loss: 0.00014437 | val_loss: 0.000168192 | Time: 1903.99 ms
[2020-12-03 20:41:06	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000142659 | val_loss: 0.00015162 | Time: 1916.14 ms
[2020-12-03 20:41:08	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000135178 | val_loss: 0.000145591 | Time: 1920.22 ms
[2020-12-03 20:41:10	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000131285 | val_loss: 0.000145003 | Time: 1918.54 ms
[2020-12-03 20:41:12	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000138037 | val_loss: 0.000160819 | Time: 1912.06 ms
[2020-12-03 20:41:14	                main:581]	:	INFO	:	Epoch 962 | loss: 0.00013463 | val_loss: 0.000146277 | Time: 1903.76 ms
[2020-12-03 20:41:16	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000130037 | val_loss: 0.000148936 | Time: 1908.12 ms
[2020-12-03 20:41:18	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000145807 | val_loss: 0.000165154 | Time: 1917.93 ms
[2020-12-03 20:41:19	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000134872 | val_loss: 0.000143981 | Time: 1918.02 ms
[2020-12-03 20:41:21	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000129792 | val_loss: 0.000147952 | Time: 1922.69 ms
[2020-12-03 20:41:23	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000146274 | val_loss: 0.000158319 | Time: 1922.25 ms
[2020-12-03 20:41:25	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00015893 | val_loss: 0.0001706 | Time: 1921.94 ms
[2020-12-03 20:41:27	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000139486 | val_loss: 0.000145879 | Time: 1904.44 ms
[2020-12-03 20:41:29	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000128723 | val_loss: 0.00014363 | Time: 1903.99 ms
[2020-12-03 20:41:31	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000128218 | val_loss: 0.000145733 | Time: 1901.96 ms
[2020-12-03 20:41:33	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000139927 | val_loss: 0.000152401 | Time: 1902.59 ms
[2020-12-03 20:41:35	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000132446 | val_loss: 0.000144627 | Time: 1904.8 ms
[2020-12-03 20:41:37	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000143994 | val_loss: 0.000185899 | Time: 1902.9 ms
[2020-12-03 20:41:39	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000143251 | val_loss: 0.000146886 | Time: 1901.87 ms
[2020-12-03 20:41:40	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000129612 | val_loss: 0.000143172 | Time: 1904.73 ms
[2020-12-03 20:41:42	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000126919 | val_loss: 0.000143034 | Time: 1904.98 ms
[2020-12-03 20:41:44	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000129481 | val_loss: 0.000152227 | Time: 1923.5 ms
[2020-12-03 20:41:46	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000179934 | val_loss: 0.000188008 | Time: 1923.16 ms
[2020-12-03 20:41:48	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000143993 | val_loss: 0.000149257 | Time: 1896.04 ms
[2020-12-03 20:41:50	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000129322 | val_loss: 0.000142781 | Time: 1902.19 ms
[2020-12-03 20:41:52	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000131345 | val_loss: 0.000151148 | Time: 1893.47 ms
[2020-12-03 20:41:54	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00013081 | val_loss: 0.000144314 | Time: 1903.11 ms
[2020-12-03 20:41:56	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000133117 | val_loss: 0.000153582 | Time: 1904.44 ms
[2020-12-03 20:41:58	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000130733 | val_loss: 0.000144419 | Time: 1903.54 ms
[2020-12-03 20:41:59	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000139988 | val_loss: 0.000181024 | Time: 1902.63 ms
[2020-12-03 20:42:01	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000144972 | val_loss: 0.000145661 | Time: 1902.04 ms
[2020-12-03 20:42:03	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000130243 | val_loss: 0.000143987 | Time: 1901.46 ms
[2020-12-03 20:42:05	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000127759 | val_loss: 0.000143444 | Time: 1902.75 ms
[2020-12-03 20:42:07	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00013171 | val_loss: 0.000154291 | Time: 1901.27 ms
[2020-12-03 20:42:09	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000138837 | val_loss: 0.000151335 | Time: 1899.63 ms
[2020-12-03 20:42:11	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00013731 | val_loss: 0.000152392 | Time: 1898.28 ms
[2020-12-03 20:42:13	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000135582 | val_loss: 0.000151726 | Time: 1895.18 ms
[2020-12-03 20:42:15	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000140476 | val_loss: 0.000155891 | Time: 1893.95 ms
[2020-12-03 20:42:17	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000138803 | val_loss: 0.000147803 | Time: 1896.81 ms
[2020-12-03 20:42:18	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000133211 | val_loss: 0.000155276 | Time: 1905.5 ms
[2020-12-03 20:42:20	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000148268 | val_loss: 0.000151912 | Time: 1903.08 ms
[2020-12-03 20:42:22	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000135104 | val_loss: 0.00014701 | Time: 1899.46 ms
[2020-12-03 20:42:24	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000131369 | val_loss: 0.000147513 | Time: 1887.2 ms
[2020-12-03 20:42:26	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000144347 | val_loss: 0.000165436 | Time: 1892.6 ms
[2020-12-03 20:42:28	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000135967 | val_loss: 0.000149306 | Time: 1901.6 ms
[2020-12-03 20:42:30	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000131474 | val_loss: 0.000144133 | Time: 1901.08 ms
[2020-12-03 20:42:32	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000129847 | val_loss: 0.000150789 | Time: 1902.42 ms
[2020-12-03 20:42:34	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000146447 | val_loss: 0.000158882 | Time: 1901.79 ms
[2020-12-03 20:42:36	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000136853 | val_loss: 0.000147067 | Time: 1903.45 ms
[2020-12-03 20:42:37	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000132436 | val_loss: 0.000144732 | Time: 1902.26 ms
[2020-12-03 20:42:39	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000134937 | val_loss: 0.000178336 | Time: 1902.03 ms
[2020-12-03 20:42:41	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000142955 | val_loss: 0.000149674 | Time: 1905.1 ms
[2020-12-03 20:42:43	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000156299 | val_loss: 0.00016909 | Time: 1902.83 ms
[2020-12-03 20:42:45	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000138409 | val_loss: 0.000147949 | Time: 1912.79 ms
[2020-12-03 20:42:47	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000144936 | val_loss: 0.000185148 | Time: 1914.46 ms
[2020-12-03 20:42:49	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00014794 | val_loss: 0.000151647 | Time: 1913.79 ms
[2020-12-03 20:42:51	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000131393 | val_loss: 0.00014413 | Time: 1913.77 ms
[2020-12-03 20:42:53	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000126969 | val_loss: 0.000142618 | Time: 1914.67 ms
[2020-12-03 20:42:55	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.00013047 | val_loss: 0.000145396 | Time: 1915.05 ms
[2020-12-03 20:42:57	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000130694 | val_loss: 0.000142634 | Time: 1916.69 ms
[2020-12-03 20:42:59	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000126587 | val_loss: 0.000149478 | Time: 1905.18 ms
[2020-12-03 20:43:00	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000144466 | val_loss: 0.000156123 | Time: 1903.96 ms
[2020-12-03 20:43:02	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000136535 | val_loss: 0.000148779 | Time: 1914.01 ms
[2020-12-03 20:43:04	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000131806 | val_loss: 0.000147141 | Time: 1912.86 ms
[2020-12-03 20:43:06	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000135366 | val_loss: 0.00016088 | Time: 1904.13 ms
[2020-12-03 20:43:08	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000138911 | val_loss: 0.00014501 | Time: 1893.51 ms
[2020-12-03 20:43:10	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000129123 | val_loss: 0.000148295 | Time: 1891.36 ms
[2020-12-03 20:43:12	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000156056 | val_loss: 0.000161915 | Time: 1884.84 ms
[2020-12-03 20:43:12	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000161915
[2020-12-03 20:43:12	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-03 20:43:12	                main:615]	:	INFO	:	Success, exiting..
20:43:12 (170290): 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)