Task 3126935

Name EightBitModified-1605930909-32596-1_0
Workunit 1436739
Created 28 Nov 2020, 8:18:42 UTC
Sent 1 Dec 2020, 13:49:01 UTC
Report deadline 8 Dec 2020, 13:49:01 UTC
Received 1 Dec 2020, 19:21:58 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 32 min 51 sec
CPU time 32 min 49 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.73 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.33 GB
Peak swap size 10.47 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
	:	Epoch 526 | loss: 0.000139691 | val_loss: 0.0001531 | Time: 1921.45 ms
[2020-12-01 14:05:51	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000139228 | val_loss: 0.000157114 | Time: 1928.19 ms
[2020-12-01 14:05:53	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000178797 | val_loss: 0.000183439 | Time: 1934.1 ms
[2020-12-01 14:05:55	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000151482 | val_loss: 0.000155811 | Time: 1931.02 ms
[2020-12-01 14:05:57	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000139113 | val_loss: 0.000149802 | Time: 1922.98 ms
[2020-12-01 14:05:59	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000136126 | val_loss: 0.000149196 | Time: 1915.73 ms
[2020-12-01 14:06:01	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000139354 | val_loss: 0.000170482 | Time: 1917.29 ms
[2020-12-01 14:06:02	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000195516 | val_loss: 0.000167945 | Time: 1913.54 ms
[2020-12-01 14:06:04	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000149985 | val_loss: 0.000155129 | Time: 1910.89 ms
[2020-12-01 14:06:06	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000139147 | val_loss: 0.000151798 | Time: 1913.62 ms
[2020-12-01 14:06:08	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000143616 | val_loss: 0.00015539 | Time: 1913.92 ms
[2020-12-01 14:06:10	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000139387 | val_loss: 0.00015167 | Time: 1908.96 ms
[2020-12-01 14:06:12	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00014357 | val_loss: 0.00018032 | Time: 1912.81 ms
[2020-12-01 14:06:14	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000164577 | val_loss: 0.000165147 | Time: 1913.69 ms
[2020-12-01 14:06:16	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000142098 | val_loss: 0.000157117 | Time: 1917.48 ms
[2020-12-01 14:06:18	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000141492 | val_loss: 0.000155105 | Time: 1922.95 ms
[2020-12-01 14:06:20	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00014783 | val_loss: 0.000167444 | Time: 1924.13 ms
[2020-12-01 14:06:22	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00014261 | val_loss: 0.000154447 | Time: 1920.65 ms
[2020-12-01 14:06:24	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000140576 | val_loss: 0.000157406 | Time: 1922.82 ms
[2020-12-01 14:06:25	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000145602 | val_loss: 0.000182503 | Time: 1923.02 ms
[2020-12-01 14:06:27	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000206107 | val_loss: 0.000181763 | Time: 1920.99 ms
[2020-12-01 14:06:29	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00014957 | val_loss: 0.000154514 | Time: 1920.78 ms
[2020-12-01 14:06:31	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000137498 | val_loss: 0.00015081 | Time: 1909.03 ms
[2020-12-01 14:06:33	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000135222 | val_loss: 0.000148704 | Time: 1908.52 ms
[2020-12-01 14:06:35	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000153099 | val_loss: 0.000231901 | Time: 1917.91 ms
[2020-12-01 14:06:37	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000169553 | val_loss: 0.00016228 | Time: 1922.22 ms
[2020-12-01 14:06:39	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000140888 | val_loss: 0.000153713 | Time: 1923.71 ms
[2020-12-01 14:06:41	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000136356 | val_loss: 0.00014892 | Time: 1924.99 ms
[2020-12-01 14:06:43	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000142266 | val_loss: 0.000186107 | Time: 1917.66 ms
[2020-12-01 14:06:45	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000170307 | val_loss: 0.000155074 | Time: 1916.99 ms
[2020-12-01 14:06:47	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000139636 | val_loss: 0.000150852 | Time: 1925.42 ms
[2020-12-01 14:06:48	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000136265 | val_loss: 0.000155562 | Time: 1925.58 ms
[2020-12-01 14:06:50	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000156263 | val_loss: 0.000162605 | Time: 1926.79 ms
[2020-12-01 14:06:52	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000142374 | val_loss: 0.00015061 | Time: 1913.04 ms
[2020-12-01 14:06:54	                main:581]	:	INFO	:	Epoch 560 | loss: 0.00013605 | val_loss: 0.000152219 | Time: 1909.06 ms
[2020-12-01 14:06:56	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000174432 | val_loss: 0.000169798 | Time: 1910.16 ms
[2020-12-01 14:06:58	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000157585 | val_loss: 0.000158438 | Time: 1909.24 ms
[2020-12-01 14:07:00	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000138368 | val_loss: 0.000147399 | Time: 1910.3 ms
[2020-12-01 14:07:02	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000134381 | val_loss: 0.0001522 | Time: 1910.29 ms
[2020-12-01 14:07:04	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000172427 | val_loss: 0.000189256 | Time: 1910.34 ms
[2020-12-01 14:07:06	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000150795 | val_loss: 0.000150233 | Time: 1924.46 ms
[2020-12-01 14:07:08	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000136429 | val_loss: 0.000150505 | Time: 1927.07 ms
[2020-12-01 14:07:10	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000135281 | val_loss: 0.000149773 | Time: 1924.35 ms
[2020-12-01 14:07:11	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000144017 | val_loss: 0.000156636 | Time: 1926.88 ms
[2020-12-01 14:07:13	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000139517 | val_loss: 0.000171403 | Time: 1924.46 ms
[2020-12-01 14:07:15	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000168764 | val_loss: 0.000167822 | Time: 1924.54 ms
[2020-12-01 14:07:17	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000144846 | val_loss: 0.000150812 | Time: 1927.89 ms
[2020-12-01 14:07:19	                main:581]	:	INFO	:	Epoch 573 | loss: 0.00013522 | val_loss: 0.000146168 | Time: 1924.67 ms
[2020-12-01 14:07:21	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000136495 | val_loss: 0.000157497 | Time: 1921.85 ms
[2020-12-01 14:07:23	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000150442 | val_loss: 0.000162649 | Time: 1922.35 ms
[2020-12-01 14:07:25	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000146082 | val_loss: 0.000166633 | Time: 1923.09 ms
[2020-12-01 14:07:27	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000164996 | val_loss: 0.000165087 | Time: 1924.39 ms
[2020-12-01 14:07:29	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000140351 | val_loss: 0.000147376 | Time: 1928.01 ms
[2020-12-01 14:07:31	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000136928 | val_loss: 0.000146504 | Time: 1924.43 ms
[2020-12-01 14:07:33	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000147707 | val_loss: 0.000195407 | Time: 1923.66 ms
[2020-12-01 14:07:35	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000174725 | val_loss: 0.000165007 | Time: 1925.42 ms
[2020-12-01 14:07:36	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000139594 | val_loss: 0.000148451 | Time: 1931.06 ms
[2020-12-01 14:07:38	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000144191 | val_loss: 0.000178262 | Time: 1930.35 ms
[2020-12-01 14:07:40	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000145504 | val_loss: 0.000149711 | Time: 1930.41 ms
[2020-12-01 14:07:42	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000132556 | val_loss: 0.000144305 | Time: 1921.98 ms
[2020-12-01 14:07:44	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000133667 | val_loss: 0.000149905 | Time: 1923.82 ms
[2020-12-01 14:07:46	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000146556 | val_loss: 0.00016338 | Time: 1914.47 ms
[2020-12-01 14:07:48	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000158319 | val_loss: 0.000153968 | Time: 1927.27 ms
[2020-12-01 14:07:50	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000156541 | val_loss: 0.000215837 | Time: 1934.45 ms
[2020-12-01 14:07:52	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000154507 | val_loss: 0.000152776 | Time: 1925.16 ms
[2020-12-01 14:07:54	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000150673 | val_loss: 0.000157858 | Time: 1922.39 ms
[2020-12-01 14:07:56	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000139159 | val_loss: 0.000145193 | Time: 1913.08 ms
[2020-12-01 14:07:58	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000132431 | val_loss: 0.000145782 | Time: 1909.41 ms
[2020-12-01 14:08:00	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0001364 | val_loss: 0.000170717 | Time: 1908.89 ms
[2020-12-01 14:08:01	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000160789 | val_loss: 0.000156748 | Time: 1920.31 ms
[2020-12-01 14:08:03	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000139089 | val_loss: 0.000151563 | Time: 1911.45 ms
[2020-12-01 14:08:05	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000134895 | val_loss: 0.000147219 | Time: 1912.48 ms
[2020-12-01 14:08:07	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000134972 | val_loss: 0.000142985 | Time: 1915.56 ms
[2020-12-01 14:08:09	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000160439 | val_loss: 0.000248737 | Time: 1910.21 ms
[2020-12-01 14:08:11	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000216571 | val_loss: 0.000178119 | Time: 1910.27 ms
[2020-12-01 14:08:13	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000145777 | val_loss: 0.000149131 | Time: 1914.93 ms
[2020-12-01 14:08:15	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000131517 | val_loss: 0.00014302 | Time: 1911.84 ms
[2020-12-01 14:08:17	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00012906 | val_loss: 0.000144372 | Time: 1922.47 ms
[2020-12-01 14:08:19	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000142438 | val_loss: 0.000156159 | Time: 1923.92 ms
[2020-12-01 14:08:21	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000137215 | val_loss: 0.000163237 | Time: 1921.27 ms
[2020-12-01 14:08:23	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000145762 | val_loss: 0.000157268 | Time: 1923.41 ms
[2020-12-01 14:08:24	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000134798 | val_loss: 0.000146187 | Time: 1920.86 ms
[2020-12-01 14:08:26	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000131991 | val_loss: 0.000145196 | Time: 1926.39 ms
[2020-12-01 14:08:28	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000130724 | val_loss: 0.000154782 | Time: 1919.39 ms
[2020-12-01 14:08:30	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000176597 | val_loss: 0.000187495 | Time: 1920.43 ms
[2020-12-01 14:08:32	                main:581]	:	INFO	:	Epoch 611 | loss: 0.00014574 | val_loss: 0.000148225 | Time: 1929.13 ms
[2020-12-01 14:08:34	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000131767 | val_loss: 0.000142824 | Time: 1919.63 ms
[2020-12-01 14:08:36	                main:581]	:	INFO	:	Epoch 613 | loss: 0.00012823 | val_loss: 0.000142011 | Time: 1929.65 ms
[2020-12-01 14:08:38	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000185559 | val_loss: 0.000179284 | Time: 1918.52 ms
[2020-12-01 14:08:40	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000173177 | val_loss: 0.000162544 | Time: 1915.46 ms
[2020-12-01 14:08:42	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000142167 | val_loss: 0.000145145 | Time: 1915.21 ms
[2020-12-01 14:08:44	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000130175 | val_loss: 0.000142967 | Time: 1929.67 ms
[2020-12-01 14:08:46	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000127567 | val_loss: 0.000140177 | Time: 1913.36 ms
[2020-12-01 14:08:48	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000130209 | val_loss: 0.000180737 | Time: 1909.58 ms
[2020-12-01 14:08:49	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000187119 | val_loss: 0.000166623 | Time: 1908.93 ms
[2020-12-01 14:08:51	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000140079 | val_loss: 0.000144282 | Time: 1927.37 ms
[2020-12-01 14:08:53	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000130421 | val_loss: 0.00014551 | Time: 1934.37 ms
[2020-12-01 14:08:55	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000136063 | val_loss: 0.000156543 | Time: 1930.18 ms
[2020-12-01 14:08:57	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000133005 | val_loss: 0.000141375 | Time: 1933.69 ms
[2020-12-01 14:08:59	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000127132 | val_loss: 0.000143021 | Time: 1930.76 ms
[2020-12-01 14:09:01	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000144607 | val_loss: 0.000166485 | Time: 1930.24 ms
[2020-12-01 14:09:03	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000171775 | val_loss: 0.000161736 | Time: 1925.99 ms
[2020-12-01 14:09:05	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000134835 | val_loss: 0.000143104 | Time: 1923.23 ms
[2020-12-01 14:09:07	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000128394 | val_loss: 0.00014196 | Time: 1923.64 ms
[2020-12-01 14:09:09	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000135508 | val_loss: 0.000150806 | Time: 1924.68 ms
[2020-12-01 14:09:11	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000139928 | val_loss: 0.00016007 | Time: 1926.86 ms
[2020-12-01 14:09:13	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000142976 | val_loss: 0.000157539 | Time: 1927.51 ms
[2020-12-01 14:09:15	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000141267 | val_loss: 0.000146499 | Time: 1921.57 ms
[2020-12-01 14:09:16	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000134161 | val_loss: 0.000159856 | Time: 1923.33 ms
[2020-12-01 14:09:18	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000174078 | val_loss: 0.00017041 | Time: 1920.65 ms
[2020-12-01 14:09:20	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000142111 | val_loss: 0.00014514 | Time: 1919.54 ms
[2020-12-01 14:09:22	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000130686 | val_loss: 0.000142082 | Time: 1923.52 ms
[2020-12-01 14:09:24	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000147098 | val_loss: 0.000203675 | Time: 1923.65 ms
[2020-12-01 14:09:26	                main:581]	:	INFO	:	Epoch 639 | loss: 0.00016078 | val_loss: 0.000159904 | Time: 1923.1 ms
[2020-12-01 14:09:28	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000133159 | val_loss: 0.000143023 | Time: 1917.82 ms
[2020-12-01 14:09:30	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000130441 | val_loss: 0.000158358 | Time: 1920.15 ms
[2020-12-01 14:09:32	                main:581]	:	INFO	:	Epoch 642 | loss: 0.00015416 | val_loss: 0.000147646 | Time: 1916.72 ms
[2020-12-01 14:09:34	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000132534 | val_loss: 0.000144228 | Time: 1916.06 ms
[2020-12-01 14:09:36	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000128327 | val_loss: 0.000141397 | Time: 1930.69 ms
[2020-12-01 14:09:38	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000141598 | val_loss: 0.000187621 | Time: 1932.05 ms
[2020-12-01 14:09:40	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000152116 | val_loss: 0.000152598 | Time: 1930.74 ms
[2020-12-01 14:09:41	                main:581]	:	INFO	:	Epoch 647 | loss: 0.00013076 | val_loss: 0.000139587 | Time: 1935.01 ms
[2020-12-01 14:09:43	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000126803 | val_loss: 0.000146005 | Time: 1934.92 ms
[2020-12-01 14:09:45	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000162426 | val_loss: 0.000171915 | Time: 1924.3 ms
[2020-12-01 14:09:47	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000156872 | val_loss: 0.000156493 | Time: 1917.4 ms
[2020-12-01 14:09:49	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000135443 | val_loss: 0.00014327 | Time: 1925.33 ms
[2020-12-01 14:09:51	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000126923 | val_loss: 0.000143504 | Time: 1933.96 ms
[2020-12-01 14:09:53	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000140427 | val_loss: 0.00019229 | Time: 1930.7 ms
[2020-12-01 14:09:55	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000154058 | val_loss: 0.00014404 | Time: 1922.33 ms
[2020-12-01 14:09:57	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000131108 | val_loss: 0.000148472 | Time: 1928.03 ms
[2020-12-01 14:09:59	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000153119 | val_loss: 0.000146955 | Time: 1929.47 ms
[2020-12-01 14:10:01	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000133144 | val_loss: 0.00014321 | Time: 1933.96 ms
[2020-12-01 14:10:03	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000129123 | val_loss: 0.000144676 | Time: 1933.82 ms
[2020-12-01 14:10:05	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000152293 | val_loss: 0.000179688 | Time: 1915.95 ms
[2020-12-01 14:10:06	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000135251 | val_loss: 0.000142424 | Time: 1911 ms
[2020-12-01 14:10:08	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000133334 | val_loss: 0.000162476 | Time: 1909.07 ms
[2020-12-01 14:10:10	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000141564 | val_loss: 0.000150089 | Time: 1911.63 ms
[2020-12-01 14:10:12	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000139767 | val_loss: 0.000164298 | Time: 1911 ms
[2020-12-01 14:10:14	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000144565 | val_loss: 0.000150689 | Time: 1911.12 ms
[2020-12-01 14:10:16	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000135626 | val_loss: 0.000161245 | Time: 1908.43 ms
[2020-12-01 14:10:18	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000150828 | val_loss: 0.000148965 | Time: 1906.24 ms
[2020-12-01 14:10:20	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000131848 | val_loss: 0.00014397 | Time: 1909.51 ms
[2020-12-01 14:10:22	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000127885 | val_loss: 0.000143248 | Time: 1921.93 ms
[2020-12-01 14:10:24	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000127751 | val_loss: 0.000146723 | Time: 1917.56 ms
[2020-12-01 14:10:26	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000208571 | val_loss: 0.000233088 | Time: 1907.31 ms
[2020-12-01 14:10:28	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000160334 | val_loss: 0.000153347 | Time: 1909.04 ms
[2020-12-01 14:10:29	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000130609 | val_loss: 0.000138891 | Time: 1909.42 ms
[2020-12-01 14:10:31	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000124833 | val_loss: 0.00013811 | Time: 1910.78 ms
[2020-12-01 14:10:33	                main:581]	:	INFO	:	Epoch 674 | loss: 0.00014399 | val_loss: 0.000149692 | Time: 1907.92 ms
[2020-12-01 14:10:35	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000133461 | val_loss: 0.000142695 | Time: 1917.56 ms
[2020-12-01 14:10:37	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000128862 | val_loss: 0.000140287 | Time: 1913.47 ms
[2020-12-01 14:10:39	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000128151 | val_loss: 0.000162803 | Time: 1909.66 ms
[2020-12-01 14:10:41	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000170964 | val_loss: 0.000158386 | Time: 1910.5 ms
[2020-12-01 14:10:43	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000135739 | val_loss: 0.00014418 | Time: 1926.68 ms
[2020-12-01 14:10:45	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000128434 | val_loss: 0.000144836 | Time: 1923.48 ms
[2020-12-01 14:10:47	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000131487 | val_loss: 0.000147205 | Time: 1910.93 ms
[2020-12-01 14:10:49	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000146431 | val_loss: 0.000151185 | Time: 1922.91 ms
[2020-12-01 14:10:50	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000129127 | val_loss: 0.000137729 | Time: 1928.23 ms
[2020-12-01 14:10:52	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000124411 | val_loss: 0.00013825 | Time: 1925.58 ms
[2020-12-01 14:10:54	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000143558 | val_loss: 0.00021555 | Time: 1924.37 ms
[2020-12-01 14:10:56	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0001669 | val_loss: 0.000158465 | Time: 1918.39 ms
[2020-12-01 14:10:58	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000132341 | val_loss: 0.00013967 | Time: 1913.67 ms
[2020-12-01 14:11:00	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000124832 | val_loss: 0.000138587 | Time: 1913.18 ms
[2020-12-01 14:11:02	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000147466 | val_loss: 0.000184048 | Time: 1911.38 ms
[2020-12-01 14:11:04	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000162781 | val_loss: 0.00015897 | Time: 1910.72 ms
[2020-12-01 14:11:06	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000135563 | val_loss: 0.000141283 | Time: 1910.1 ms
[2020-12-01 14:11:08	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000124423 | val_loss: 0.00013649 | Time: 1920.32 ms
[2020-12-01 14:11:10	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000122119 | val_loss: 0.000135211 | Time: 1923.06 ms
[2020-12-01 14:11:12	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000134292 | val_loss: 0.000236959 | Time: 1924.28 ms
[2020-12-01 14:11:14	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000187629 | val_loss: 0.000152196 | Time: 1912.8 ms
[2020-12-01 14:11:15	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000131498 | val_loss: 0.00013873 | Time: 1917.51 ms
[2020-12-01 14:11:17	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000124004 | val_loss: 0.000137296 | Time: 1914.73 ms
[2020-12-01 14:11:19	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000129589 | val_loss: 0.000158299 | Time: 1910.06 ms
[2020-12-01 14:11:21	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000137681 | val_loss: 0.00014632 | Time: 1909.58 ms
[2020-12-01 14:11:23	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000127673 | val_loss: 0.000139313 | Time: 1912.94 ms
[2020-12-01 14:11:25	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000139929 | val_loss: 0.000156362 | Time: 1910.86 ms
[2020-12-01 14:11:27	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000142384 | val_loss: 0.000148612 | Time: 1908.81 ms
[2020-12-01 14:11:29	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000135562 | val_loss: 0.000146232 | Time: 1908.55 ms
[2020-12-01 14:11:31	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000129107 | val_loss: 0.000144105 | Time: 1907.77 ms
[2020-12-01 14:11:33	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000134473 | val_loss: 0.000146374 | Time: 1914.68 ms
[2020-12-01 14:11:35	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000169184 | val_loss: 0.000195001 | Time: 1921.47 ms
[2020-12-01 14:11:36	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000158444 | val_loss: 0.000188934 | Time: 1920.89 ms
[2020-12-01 14:11:38	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000162893 | val_loss: 0.000147666 | Time: 1920.17 ms
[2020-12-01 14:11:40	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000128794 | val_loss: 0.000140286 | Time: 1918.47 ms
[2020-12-01 14:11:42	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000125608 | val_loss: 0.000145714 | Time: 1907.46 ms
[2020-12-01 14:11:44	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000133395 | val_loss: 0.000169641 | Time: 1918.38 ms
[2020-12-01 14:11:46	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000157827 | val_loss: 0.000144279 | Time: 1912.95 ms
[2020-12-01 14:11:48	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000129205 | val_loss: 0.000143209 | Time: 1922.8 ms
[2020-12-01 14:11:50	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000128697 | val_loss: 0.000141527 | Time: 1923.66 ms
[2020-12-01 14:11:52	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0001237 | val_loss: 0.000138892 | Time: 1922.55 ms
[2020-12-01 14:11:54	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000136587 | val_loss: 0.000182146 | Time: 1920.68 ms
[2020-12-01 14:11:56	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000149407 | val_loss: 0.000145514 | Time: 1920.83 ms
[2020-12-01 14:11:58	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000124882 | val_loss: 0.000136691 | Time: 1921.89 ms
[2020-12-01 14:11:59	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000129705 | val_loss: 0.000152746 | Time: 1921.68 ms
[2020-12-01 14:12:01	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000132206 | val_loss: 0.000142944 | Time: 1922.84 ms
[2020-12-01 14:12:03	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000163668 | val_loss: 0.00019519 | Time: 1922.84 ms
[2020-12-01 14:12:05	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000151844 | val_loss: 0.000149817 | Time: 1923.07 ms
[2020-12-01 14:12:07	                main:581]	:	INFO	:	Epoch 723 | loss: 0.00012611 | val_loss: 0.000136457 | Time: 1921.43 ms
[2020-12-01 14:12:09	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000120941 | val_loss: 0.000135469 | Time: 1919.5 ms
[2020-12-01 14:12:11	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000127232 | val_loss: 0.000175145 | Time: 1923.13 ms
[2020-12-01 14:12:13	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000154545 | val_loss: 0.000142761 | Time: 1924.94 ms
[2020-12-01 14:12:15	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000126314 | val_loss: 0.000138073 | Time: 1922.42 ms
[2020-12-01 14:12:17	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000124393 | val_loss: 0.000140906 | Time: 1924.27 ms
[2020-12-01 14:12:19	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000141147 | val_loss: 0.000157027 | Time: 1909.29 ms
[2020-12-01 14:12:21	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000138033 | val_loss: 0.000171407 | Time: 1907.1 ms
[2020-12-01 14:12:23	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000143226 | val_loss: 0.000145924 | Time: 1908.44 ms
[2020-12-01 14:12:24	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000125845 | val_loss: 0.000134075 | Time: 1912.54 ms
[2020-12-01 14:12:26	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000122062 | val_loss: 0.000145206 | Time: 1914.22 ms
[2020-12-01 14:12:28	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000150956 | val_loss: 0.000143026 | Time: 1920.18 ms
[2020-12-01 14:12:30	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000137351 | val_loss: 0.000171077 | Time: 1921.75 ms
[2020-12-01 14:12:32	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000142668 | val_loss: 0.000155893 | Time: 1924.62 ms
[2020-12-01 14:12:34	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000137286 | val_loss: 0.000144567 | Time: 1923.76 ms
[2020-12-01 14:12:36	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000132838 | val_loss: 0.000154634 | Time: 1924.92 ms
[2020-12-01 14:12:38	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000129886 | val_loss: 0.000136943 | Time: 1924.3 ms
[2020-12-01 14:12:40	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000120959 | val_loss: 0.000133611 | Time: 1920.78 ms
[2020-12-01 14:12:42	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000142346 | val_loss: 0.000230904 | Time: 1924.99 ms
[2020-12-01 14:12:44	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000161685 | val_loss: 0.000145992 | Time: 1924.72 ms
[2020-12-01 14:12:46	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000128248 | val_loss: 0.000140374 | Time: 1919.5 ms
[2020-12-01 14:12:47	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000125062 | val_loss: 0.000144144 | Time: 1909.39 ms
[2020-12-01 14:12:49	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000127908 | val_loss: 0.000143952 | Time: 1922.74 ms
[2020-12-01 14:12:51	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000149934 | val_loss: 0.000154864 | Time: 1923.91 ms
[2020-12-01 14:12:53	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000127394 | val_loss: 0.000134623 | Time: 1921.68 ms
[2020-12-01 14:12:55	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000121329 | val_loss: 0.000137818 | Time: 1921.1 ms
[2020-12-01 14:12:57	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000148981 | val_loss: 0.000214188 | Time: 1927.85 ms
[2020-12-01 14:12:59	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000175084 | val_loss: 0.00016567 | Time: 1925.25 ms
[2020-12-01 14:13:01	                main:581]	:	INFO	:	Epoch 751 | loss: 0.00013133 | val_loss: 0.000138911 | Time: 1949.97 ms
[2020-12-01 14:13:03	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000121152 | val_loss: 0.000134278 | Time: 1949.96 ms
[2020-12-01 14:13:05	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00012123 | val_loss: 0.000136109 | Time: 1949.98 ms
[2020-12-01 14:13:07	                main:581]	:	INFO	:	Epoch 754 | loss: 0.00012518 | val_loss: 0.000160808 | Time: 1917.75 ms
[2020-12-01 14:13:09	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000148688 | val_loss: 0.000150085 | Time: 1911.4 ms
[2020-12-01 14:13:11	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000126128 | val_loss: 0.000135982 | Time: 1913.86 ms
[2020-12-01 14:13:13	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000122712 | val_loss: 0.000135594 | Time: 1923.86 ms
[2020-12-01 14:13:14	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000124466 | val_loss: 0.000151728 | Time: 1910.59 ms
[2020-12-01 14:13:16	                main:581]	:	INFO	:	Epoch 759 | loss: 0.00020845 | val_loss: 0.000171788 | Time: 1912.04 ms
[2020-12-01 14:13:18	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000146361 | val_loss: 0.00014394 | Time: 1911.73 ms
[2020-12-01 14:13:20	                main:581]	:	INFO	:	Epoch 761 | loss: 0.00012399 | val_loss: 0.000135251 | Time: 1908.41 ms
[2020-12-01 14:13:22	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000119964 | val_loss: 0.00014192 | Time: 1918.19 ms
[2020-12-01 14:13:24	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000157913 | val_loss: 0.000153295 | Time: 1927.78 ms
[2020-12-01 14:13:26	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000128997 | val_loss: 0.000140325 | Time: 1927.78 ms
[2020-12-01 14:13:28	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000121132 | val_loss: 0.000133328 | Time: 1927.87 ms
[2020-12-01 14:13:30	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000120615 | val_loss: 0.000141563 | Time: 1926.8 ms
[2020-12-01 14:13:32	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000130273 | val_loss: 0.000143015 | Time: 1920.83 ms
[2020-12-01 14:13:34	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000124123 | val_loss: 0.000132778 | Time: 1910.67 ms
[2020-12-01 14:13:36	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000122499 | val_loss: 0.000151451 | Time: 1908.56 ms
[2020-12-01 14:13:37	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000152007 | val_loss: 0.000159032 | Time: 1909.08 ms
[2020-12-01 14:13:39	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000146504 | val_loss: 0.000147521 | Time: 1910.32 ms
[2020-12-01 14:13:41	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000126003 | val_loss: 0.000139327 | Time: 1911.8 ms
[2020-12-01 14:13:43	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000123649 | val_loss: 0.000142883 | Time: 1911.48 ms
[2020-12-01 14:13:45	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000141423 | val_loss: 0.000153276 | Time: 1920.29 ms
[2020-12-01 14:13:47	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000130006 | val_loss: 0.000138964 | Time: 1921.3 ms
[2020-12-01 14:13:49	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000133305 | val_loss: 0.000165238 | Time: 1916.43 ms
[2020-12-01 14:13:51	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000140626 | val_loss: 0.000147345 | Time: 1911.07 ms
[2020-12-01 14:13:53	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000123603 | val_loss: 0.000139077 | Time: 1905.92 ms
[2020-12-01 14:13:55	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000123844 | val_loss: 0.000139753 | Time: 1908.24 ms
[2020-12-01 14:13:57	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000140786 | val_loss: 0.000146033 | Time: 1909.65 ms
[2020-12-01 14:13:59	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000140626 | val_loss: 0.000141947 | Time: 1909.83 ms
[2020-12-01 14:14:00	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000139862 | val_loss: 0.0001654 | Time: 1917.45 ms
[2020-12-01 14:14:02	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000280791 | val_loss: 0.0147093 | Time: 1915.62 ms
[2020-12-01 14:14:04	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0177366 | val_loss: 0.00506647 | Time: 1911.55 ms
[2020-12-01 14:14:06	                main:581]	:	INFO	:	Epoch 785 | loss: 0.00425325 | val_loss: 0.00166429 | Time: 1911.18 ms
[2020-12-01 14:14:08	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000949438 | val_loss: 0.000496208 | Time: 1918.59 ms
[2020-12-01 14:14:10	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000336285 | val_loss: 0.000252292 | Time: 1929.7 ms
[2020-12-01 14:14:12	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000210726 | val_loss: 0.000200997 | Time: 1930.7 ms
[2020-12-01 14:14:14	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000177923 | val_loss: 0.000185705 | Time: 1928.94 ms
[2020-12-01 14:14:16	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000166696 | val_loss: 0.00017813 | Time: 1928.41 ms
[2020-12-01 14:14:18	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000160694 | val_loss: 0.000173149 | Time: 1927.67 ms
[2020-12-01 14:14:20	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000156396 | val_loss: 0.000169481 | Time: 1925.67 ms
[2020-12-01 14:14:22	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000153129 | val_loss: 0.000166599 | Time: 1924.14 ms
[2020-12-01 14:14:24	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000150494 | val_loss: 0.00016413 | Time: 1923.55 ms
[2020-12-01 14:14:25	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000148211 | val_loss: 0.000162037 | Time: 1927.19 ms
[2020-12-01 14:14:27	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000146295 | val_loss: 0.000160239 | Time: 1926.72 ms
[2020-12-01 14:14:29	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000144694 | val_loss: 0.000158891 | Time: 1923.87 ms
[2020-12-01 14:14:31	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000143322 | val_loss: 0.000157502 | Time: 1926.23 ms
[2020-12-01 14:14:33	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000142087 | val_loss: 0.000156407 | Time: 1924.8 ms
[2020-12-01 14:14:35	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000140978 | val_loss: 0.000155301 | Time: 1925.34 ms
[2020-12-01 14:14:37	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000139983 | val_loss: 0.000154443 | Time: 1923.37 ms
[2020-12-01 14:14:39	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000139165 | val_loss: 0.00015369 | Time: 1922.62 ms
[2020-12-01 14:14:41	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000138485 | val_loss: 0.000152955 | Time: 1921.69 ms
[2020-12-01 14:14:43	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000137564 | val_loss: 0.000152069 | Time: 1923.23 ms
[2020-12-01 14:14:45	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000136824 | val_loss: 0.000151421 | Time: 1923.33 ms
[2020-12-01 14:14:47	                main:581]	:	INFO	:	Epoch 806 | loss: 0.00013621 | val_loss: 0.000150823 | Time: 1920.26 ms
[2020-12-01 14:14:49	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000135647 | val_loss: 0.000150351 | Time: 1916.66 ms
[2020-12-01 14:14:50	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000135122 | val_loss: 0.000149733 | Time: 1919.72 ms
[2020-12-01 14:14:52	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000134631 | val_loss: 0.000149294 | Time: 1919.39 ms
[2020-12-01 14:14:54	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000134025 | val_loss: 0.0001487 | Time: 1916.37 ms
[2020-12-01 14:14:56	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000133493 | val_loss: 0.000148159 | Time: 1946.21 ms
[2020-12-01 14:14:58	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000132987 | val_loss: 0.000147705 | Time: 1949.74 ms
[2020-12-01 14:15:00	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000132411 | val_loss: 0.000147119 | Time: 1949.47 ms
[2020-12-01 14:15:02	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000131915 | val_loss: 0.000146588 | Time: 1942.33 ms
[2020-12-01 14:15:04	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000131423 | val_loss: 0.000146186 | Time: 1915.53 ms
[2020-12-01 14:15:06	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0001309 | val_loss: 0.000145702 | Time: 1914.25 ms
[2020-12-01 14:15:08	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000130444 | val_loss: 0.00014511 | Time: 1916.33 ms
[2020-12-01 14:15:10	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000129972 | val_loss: 0.000144836 | Time: 1916.39 ms
[2020-12-01 14:15:12	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000129526 | val_loss: 0.000144201 | Time: 1919.84 ms
[2020-12-01 14:15:14	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0001289 | val_loss: 0.000143658 | Time: 1919.67 ms
[2020-12-01 14:15:15	                main:581]	:	INFO	:	Epoch 821 | loss: 0.00012833 | val_loss: 0.000143267 | Time: 1922.34 ms
[2020-12-01 14:15:17	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000127854 | val_loss: 0.000142783 | Time: 1923.35 ms
[2020-12-01 14:15:19	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000127291 | val_loss: 0.000142166 | Time: 1924.89 ms
[2020-12-01 14:15:21	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000126692 | val_loss: 0.000141605 | Time: 1920.6 ms
[2020-12-01 14:15:23	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000126193 | val_loss: 0.000141244 | Time: 1922.55 ms
[2020-12-01 14:15:25	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000125684 | val_loss: 0.000140756 | Time: 1911.86 ms
[2020-12-01 14:15:27	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000125182 | val_loss: 0.000140339 | Time: 1913.4 ms
[2020-12-01 14:15:29	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000124667 | val_loss: 0.000139879 | Time: 1918.99 ms
[2020-12-01 14:15:31	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000124161 | val_loss: 0.000139427 | Time: 1923.48 ms
[2020-12-01 14:15:33	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000123767 | val_loss: 0.000139054 | Time: 1921.82 ms
[2020-12-01 14:15:35	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000123414 | val_loss: 0.000138824 | Time: 1919.28 ms
[2020-12-01 14:15:37	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000122982 | val_loss: 0.000138244 | Time: 1922.83 ms
[2020-12-01 14:15:39	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000122551 | val_loss: 0.000137994 | Time: 1922 ms
[2020-12-01 14:15:40	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000122232 | val_loss: 0.000137594 | Time: 1921.76 ms
[2020-12-01 14:15:42	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000121973 | val_loss: 0.000137965 | Time: 1923.72 ms
[2020-12-01 14:15:44	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000122864 | val_loss: 0.000138843 | Time: 1921.91 ms
[2020-12-01 14:15:46	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000131253 | val_loss: 0.000163416 | Time: 1922.73 ms
[2020-12-01 14:15:48	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000130801 | val_loss: 0.000139063 | Time: 1926.88 ms
[2020-12-01 14:15:50	                main:581]	:	INFO	:	Epoch 839 | loss: 0.00012234 | val_loss: 0.000139168 | Time: 1920.83 ms
[2020-12-01 14:15:52	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000121283 | val_loss: 0.00013538 | Time: 1918.43 ms
[2020-12-01 14:15:54	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000119671 | val_loss: 0.000134976 | Time: 1921.75 ms
[2020-12-01 14:15:56	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000119254 | val_loss: 0.000134908 | Time: 1922.75 ms
[2020-12-01 14:15:58	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000120648 | val_loss: 0.000141155 | Time: 1922.41 ms
[2020-12-01 14:16:00	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000144485 | val_loss: 0.000136423 | Time: 1922.04 ms
[2020-12-01 14:16:02	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000124178 | val_loss: 0.000134188 | Time: 1922.49 ms
[2020-12-01 14:16:04	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000119265 | val_loss: 0.000133622 | Time: 1915.08 ms
[2020-12-01 14:16:05	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000118257 | val_loss: 0.000133309 | Time: 1915.53 ms
[2020-12-01 14:16:07	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000117707 | val_loss: 0.000133452 | Time: 1913.37 ms
[2020-12-01 14:16:09	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000121566 | val_loss: 0.000148651 | Time: 1913.55 ms
[2020-12-01 14:16:11	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000129933 | val_loss: 0.000140805 | Time: 1914.62 ms
[2020-12-01 14:16:13	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000119128 | val_loss: 0.000134009 | Time: 1912.52 ms
[2020-12-01 14:16:15	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000120961 | val_loss: 0.000139497 | Time: 1913.7 ms
[2020-12-01 14:16:17	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000128985 | val_loss: 0.000161607 | Time: 1918.87 ms
[2020-12-01 14:16:19	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000129934 | val_loss: 0.000135732 | Time: 1924.62 ms
[2020-12-01 14:16:21	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000117955 | val_loss: 0.000133649 | Time: 1950.65 ms
[2020-12-01 14:16:23	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000118706 | val_loss: 0.000139811 | Time: 1941.12 ms
[2020-12-01 14:16:25	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000134152 | val_loss: 0.000133922 | Time: 1925.73 ms
[2020-12-01 14:16:27	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000120496 | val_loss: 0.000136243 | Time: 1926.53 ms
[2020-12-01 14:16:29	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000118163 | val_loss: 0.000131533 | Time: 1936.87 ms
[2020-12-01 14:16:30	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000116564 | val_loss: 0.000133322 | Time: 1949.9 ms
[2020-12-01 14:16:32	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000135246 | val_loss: 0.000176732 | Time: 1952.49 ms
[2020-12-01 14:16:34	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000126242 | val_loss: 0.000133703 | Time: 1937.54 ms
[2020-12-01 14:16:36	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000117433 | val_loss: 0.000131023 | Time: 1923.93 ms
[2020-12-01 14:16:38	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000115575 | val_loss: 0.000133363 | Time: 1914.49 ms
[2020-12-01 14:16:40	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000145758 | val_loss: 0.000133495 | Time: 1922.98 ms
[2020-12-01 14:16:42	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000121991 | val_loss: 0.000133423 | Time: 1916.51 ms
[2020-12-01 14:16:44	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000116043 | val_loss: 0.000131151 | Time: 1925.7 ms
[2020-12-01 14:16:46	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000114878 | val_loss: 0.000130014 | Time: 1917.06 ms
[2020-12-01 14:16:48	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000115333 | val_loss: 0.000132956 | Time: 1924.47 ms
[2020-12-01 14:16:50	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000177077 | val_loss: 0.000241648 | Time: 1918.17 ms
[2020-12-01 14:16:52	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000149519 | val_loss: 0.00013731 | Time: 1916.05 ms
[2020-12-01 14:16:54	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000118915 | val_loss: 0.000131095 | Time: 1916.14 ms
[2020-12-01 14:16:55	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000114665 | val_loss: 0.000129068 | Time: 1923.56 ms
[2020-12-01 14:16:57	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000113446 | val_loss: 0.000128565 | Time: 1926.91 ms
[2020-12-01 14:16:59	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000113096 | val_loss: 0.00012841 | Time: 1921.75 ms
[2020-12-01 14:17:01	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000113264 | val_loss: 0.000129003 | Time: 1924.11 ms
[2020-12-01 14:17:03	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000128087 | val_loss: 0.000212198 | Time: 1922.55 ms
[2020-12-01 14:17:05	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000146671 | val_loss: 0.000140148 | Time: 1925.73 ms
[2020-12-01 14:17:07	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000118266 | val_loss: 0.000130553 | Time: 1930.46 ms
[2020-12-01 14:17:09	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000114267 | val_loss: 0.000134475 | Time: 1931.97 ms
[2020-12-01 14:17:11	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000128834 | val_loss: 0.000129861 | Time: 1928.14 ms
[2020-12-01 14:17:13	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000115478 | val_loss: 0.000129563 | Time: 1932.02 ms
[2020-12-01 14:17:15	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000113407 | val_loss: 0.000127993 | Time: 1920.72 ms
[2020-12-01 14:17:17	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000112229 | val_loss: 0.000127587 | Time: 1923.35 ms
[2020-12-01 14:17:19	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000119823 | val_loss: 0.000171657 | Time: 1922.69 ms
[2020-12-01 14:17:21	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000159734 | val_loss: 0.000159383 | Time: 1930.29 ms
[2020-12-01 14:17:22	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000123477 | val_loss: 0.000130039 | Time: 1929.27 ms
[2020-12-01 14:17:24	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000114222 | val_loss: 0.000128945 | Time: 1929.21 ms
[2020-12-01 14:17:26	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000113451 | val_loss: 0.000127819 | Time: 1926.74 ms
[2020-12-01 14:17:28	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000123048 | val_loss: 0.000184764 | Time: 1922.13 ms
[2020-12-01 14:17:30	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000148707 | val_loss: 0.000138663 | Time: 1919.55 ms
[2020-12-01 14:17:32	                main:581]	:	INFO	:	Epoch 892 | loss: 0.00012019 | val_loss: 0.000127683 | Time: 1925.02 ms
[2020-12-01 14:17:34	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000113998 | val_loss: 0.000127899 | Time: 1923.03 ms
[2020-12-01 14:17:36	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000112682 | val_loss: 0.000128429 | Time: 1919.86 ms
[2020-12-01 14:17:38	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000118408 | val_loss: 0.000175727 | Time: 1913.74 ms
[2020-12-01 14:17:40	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00017421 | val_loss: 0.000137548 | Time: 1915 ms
[2020-12-01 14:17:42	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000120505 | val_loss: 0.000129493 | Time: 1920.05 ms
[2020-12-01 14:17:44	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000113176 | val_loss: 0.00012753 | Time: 1913.99 ms
[2020-12-01 14:17:46	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000112048 | val_loss: 0.000127268 | Time: 1921.24 ms
[2020-12-01 14:17:47	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000111579 | val_loss: 0.000126943 | Time: 1939.04 ms
[2020-12-01 14:17:49	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000117659 | val_loss: 0.000170051 | Time: 1947.67 ms
[2020-12-01 14:17:51	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000151532 | val_loss: 0.000142238 | Time: 1943.18 ms
[2020-12-01 14:17:53	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000118586 | val_loss: 0.000128695 | Time: 1925.32 ms
[2020-12-01 14:17:55	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000112303 | val_loss: 0.000128076 | Time: 1921.99 ms
[2020-12-01 14:17:57	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000126383 | val_loss: 0.000178359 | Time: 1921.51 ms
[2020-12-01 14:17:59	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000133512 | val_loss: 0.000128387 | Time: 1910.81 ms
[2020-12-01 14:18:01	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000114491 | val_loss: 0.000127827 | Time: 1916.29 ms
[2020-12-01 14:18:03	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000113121 | val_loss: 0.000128061 | Time: 1934.01 ms
[2020-12-01 14:18:05	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000116907 | val_loss: 0.000160277 | Time: 1938.83 ms
[2020-12-01 14:18:07	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000166404 | val_loss: 0.000137041 | Time: 1933.35 ms
[2020-12-01 14:18:09	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000121676 | val_loss: 0.000131311 | Time: 1910.47 ms
[2020-12-01 14:18:11	                main:581]	:	INFO	:	Epoch 912 | loss: 0.00011272 | val_loss: 0.000125893 | Time: 1907.51 ms
[2020-12-01 14:18:12	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000110846 | val_loss: 0.000126715 | Time: 1914.13 ms
[2020-12-01 14:18:14	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000122009 | val_loss: 0.000179909 | Time: 1915.23 ms
[2020-12-01 14:18:16	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000147897 | val_loss: 0.000143577 | Time: 1914.81 ms
[2020-12-01 14:18:18	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000120473 | val_loss: 0.000131425 | Time: 1914.48 ms
[2020-12-01 14:18:20	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000112678 | val_loss: 0.000128194 | Time: 1921.11 ms
[2020-12-01 14:18:22	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000115127 | val_loss: 0.000141374 | Time: 1915.68 ms
[2020-12-01 14:18:24	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000137177 | val_loss: 0.000147272 | Time: 1913.35 ms
[2020-12-01 14:18:26	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000119352 | val_loss: 0.000130084 | Time: 1916.16 ms
[2020-12-01 14:18:28	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000112172 | val_loss: 0.000126831 | Time: 1916.7 ms
[2020-12-01 14:18:30	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000113425 | val_loss: 0.000139718 | Time: 1914.59 ms
[2020-12-01 14:18:32	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000141707 | val_loss: 0.000132029 | Time: 1915.45 ms
[2020-12-01 14:18:34	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000120214 | val_loss: 0.000130908 | Time: 1915.85 ms
[2020-12-01 14:18:35	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000112922 | val_loss: 0.000130208 | Time: 1914.45 ms
[2020-12-01 14:18:37	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000136824 | val_loss: 0.000143368 | Time: 1924.46 ms
[2020-12-01 14:18:39	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000121873 | val_loss: 0.000134438 | Time: 1915.22 ms
[2020-12-01 14:18:41	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000119725 | val_loss: 0.000161884 | Time: 1925.01 ms
[2020-12-01 14:18:43	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000139709 | val_loss: 0.000127587 | Time: 1931.98 ms
[2020-12-01 14:18:45	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000114993 | val_loss: 0.00012851 | Time: 1919.67 ms
[2020-12-01 14:18:47	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000112725 | val_loss: 0.000129668 | Time: 1917.73 ms
[2020-12-01 14:18:49	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000151303 | val_loss: 0.000159305 | Time: 1927.28 ms
[2020-12-01 14:18:51	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000132843 | val_loss: 0.000136563 | Time: 1925.35 ms
[2020-12-01 14:18:53	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000114759 | val_loss: 0.000126397 | Time: 1913.17 ms
[2020-12-01 14:18:55	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000110789 | val_loss: 0.000127512 | Time: 1909.12 ms
[2020-12-01 14:18:57	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000139062 | val_loss: 0.000133143 | Time: 1905.77 ms
[2020-12-01 14:18:58	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000120413 | val_loss: 0.000129999 | Time: 1909.18 ms
[2020-12-01 14:19:00	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000112888 | val_loss: 0.000126154 | Time: 1908.76 ms
[2020-12-01 14:19:02	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000110149 | val_loss: 0.00012573 | Time: 1907.53 ms
[2020-12-01 14:19:04	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000163977 | val_loss: 0.000197594 | Time: 1908.84 ms
[2020-12-01 14:19:06	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000144117 | val_loss: 0.000141354 | Time: 1908.77 ms
[2020-12-01 14:19:08	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000116191 | val_loss: 0.000127819 | Time: 1915.34 ms
[2020-12-01 14:19:10	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000111239 | val_loss: 0.00012579 | Time: 1915.12 ms
[2020-12-01 14:19:12	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000110881 | val_loss: 0.000125209 | Time: 1921.82 ms
[2020-12-01 14:19:14	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000109766 | val_loss: 0.00012406 | Time: 1907.14 ms
[2020-12-01 14:19:16	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000110657 | val_loss: 0.000134079 | Time: 1908.08 ms
[2020-12-01 14:19:18	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000145999 | val_loss: 0.000186394 | Time: 1909.61 ms
[2020-12-01 14:19:20	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000140554 | val_loss: 0.000135731 | Time: 1907.84 ms
[2020-12-01 14:19:21	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000118712 | val_loss: 0.000127795 | Time: 1913.35 ms
[2020-12-01 14:19:23	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000111173 | val_loss: 0.000125503 | Time: 1915.03 ms
[2020-12-01 14:19:25	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000110317 | val_loss: 0.000126198 | Time: 1915.07 ms
[2020-12-01 14:19:27	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000137191 | val_loss: 0.000182836 | Time: 1911.06 ms
[2020-12-01 14:19:29	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000127784 | val_loss: 0.000136772 | Time: 1913.81 ms
[2020-12-01 14:19:31	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000136869 | val_loss: 0.000185553 | Time: 1914.64 ms
[2020-12-01 14:19:33	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00013804 | val_loss: 0.000136668 | Time: 1920.37 ms
[2020-12-01 14:19:35	                main:581]	:	INFO	:	Epoch 956 | loss: 0.00011611 | val_loss: 0.000126913 | Time: 1927.94 ms
[2020-12-01 14:19:37	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000110848 | val_loss: 0.000125342 | Time: 1915.87 ms
[2020-12-01 14:19:39	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000111014 | val_loss: 0.000127807 | Time: 1926.3 ms
[2020-12-01 14:19:41	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000112772 | val_loss: 0.000136113 | Time: 1926.15 ms
[2020-12-01 14:19:43	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000133166 | val_loss: 0.000128925 | Time: 1925.67 ms
[2020-12-01 14:19:44	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000117923 | val_loss: 0.000125893 | Time: 1925.06 ms
[2020-12-01 14:19:46	                main:581]	:	INFO	:	Epoch 962 | loss: 0.00011217 | val_loss: 0.000128181 | Time: 1924.75 ms
[2020-12-01 14:19:48	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000139861 | val_loss: 0.000154122 | Time: 1925.39 ms
[2020-12-01 14:19:50	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000127471 | val_loss: 0.000138295 | Time: 1927.18 ms
[2020-12-01 14:19:52	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000117464 | val_loss: 0.00013187 | Time: 1925.29 ms
[2020-12-01 14:19:54	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000112624 | val_loss: 0.000128206 | Time: 1925.57 ms
[2020-12-01 14:19:56	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000113854 | val_loss: 0.000138729 | Time: 1921.82 ms
[2020-12-01 14:19:58	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000152269 | val_loss: 0.000157139 | Time: 1920.63 ms
[2020-12-01 14:20:00	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000121615 | val_loss: 0.000130607 | Time: 1922.16 ms
[2020-12-01 14:20:02	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000114754 | val_loss: 0.00013847 | Time: 1921.04 ms
[2020-12-01 14:20:04	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000124372 | val_loss: 0.000129737 | Time: 1923.98 ms
[2020-12-01 14:20:06	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000110952 | val_loss: 0.000124657 | Time: 1923.25 ms
[2020-12-01 14:20:08	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000119181 | val_loss: 0.000174942 | Time: 1920.59 ms
[2020-12-01 14:20:09	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000181646 | val_loss: 0.000153655 | Time: 1921.96 ms
[2020-12-01 14:20:11	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000121666 | val_loss: 0.000131582 | Time: 1924 ms
[2020-12-01 14:20:13	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000112004 | val_loss: 0.000127319 | Time: 1918.31 ms
[2020-12-01 14:20:15	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000111166 | val_loss: 0.000124846 | Time: 1920.13 ms
[2020-12-01 14:20:17	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000113118 | val_loss: 0.000144964 | Time: 1924.8 ms
[2020-12-01 14:20:19	                main:581]	:	INFO	:	Epoch 979 | loss: 0.00012313 | val_loss: 0.000133558 | Time: 1924.59 ms
[2020-12-01 14:20:21	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000116705 | val_loss: 0.000129663 | Time: 1924.87 ms
[2020-12-01 14:20:23	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000116448 | val_loss: 0.000138654 | Time: 1924.46 ms
[2020-12-01 14:20:25	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000137988 | val_loss: 0.000141213 | Time: 1919.31 ms
[2020-12-01 14:20:27	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000118964 | val_loss: 0.000126893 | Time: 1920.47 ms
[2020-12-01 14:20:29	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000111009 | val_loss: 0.000124302 | Time: 1920.42 ms
[2020-12-01 14:20:31	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000115326 | val_loss: 0.000134453 | Time: 1921.09 ms
[2020-12-01 14:20:33	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000141717 | val_loss: 0.000137735 | Time: 1915.94 ms
[2020-12-01 14:20:34	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000120022 | val_loss: 0.000130525 | Time: 1921.25 ms
[2020-12-01 14:20:36	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000112195 | val_loss: 0.000126165 | Time: 1921.2 ms
[2020-12-01 14:20:38	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000114081 | val_loss: 0.000144329 | Time: 1920.89 ms
[2020-12-01 14:20:40	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000169401 | val_loss: 0.00015493 | Time: 1916.01 ms
[2020-12-01 14:20:42	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000123222 | val_loss: 0.000130978 | Time: 1910.14 ms
[2020-12-01 14:20:44	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00011058 | val_loss: 0.000123809 | Time: 1909.99 ms
[2020-12-01 14:20:46	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000108176 | val_loss: 0.000123097 | Time: 1918.49 ms
[2020-12-01 14:20:48	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000109394 | val_loss: 0.000126345 | Time: 1924.14 ms
[2020-12-01 14:20:50	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000146368 | val_loss: 0.000154781 | Time: 1923.42 ms
[2020-12-01 14:20:52	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000124585 | val_loss: 0.00013313 | Time: 1922.09 ms
[2020-12-01 14:20:54	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000117765 | val_loss: 0.000138137 | Time: 1923.61 ms
[2020-12-01 14:20:56	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000119788 | val_loss: 0.000132356 | Time: 1920.82 ms
[2020-12-01 14:20:57	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000123812 | val_loss: 0.000139483 | Time: 1920.84 ms
[2020-12-01 14:20:59	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000115308 | val_loss: 0.000124593 | Time: 1919.23 ms
[2020-12-01 14:21:01	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000117435 | val_loss: 0.000136089 | Time: 1923.07 ms
[2020-12-01 14:21:03	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000127716 | val_loss: 0.000132487 | Time: 1924.99 ms
[2020-12-01 14:21:05	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000125207 | val_loss: 0.000202579 | Time: 1920.28 ms
[2020-12-01 14:21:07	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000152511 | val_loss: 0.000148126 | Time: 1923.31 ms
[2020-12-01 14:21:09	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000118383 | val_loss: 0.000126269 | Time: 1916.33 ms
[2020-12-01 14:21:11	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000110336 | val_loss: 0.0001239 | Time: 1915.73 ms
[2020-12-01 14:21:13	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000115853 | val_loss: 0.000157446 | Time: 1914.55 ms
[2020-12-01 14:21:15	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000141843 | val_loss: 0.000159643 | Time: 1921.98 ms
[2020-12-01 14:21:17	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000131075 | val_loss: 0.000130053 | Time: 1920.16 ms
[2020-12-01 14:21:19	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000111633 | val_loss: 0.000124538 | Time: 1923.59 ms
[2020-12-01 14:21:21	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000109757 | val_loss: 0.000126445 | Time: 1923.36 ms
[2020-12-01 14:21:22	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000110589 | val_loss: 0.000130802 | Time: 1923.29 ms
[2020-12-01 14:21:24	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000143009 | val_loss: 0.000169674 | Time: 1921.72 ms
[2020-12-01 14:21:26	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000137449 | val_loss: 0.000130216 | Time: 1917.74 ms
[2020-12-01 14:21:28	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000113456 | val_loss: 0.000125923 | Time: 1914.3 ms
[2020-12-01 14:21:30	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000109651 | val_loss: 0.000123763 | Time: 1922.32 ms
[2020-12-01 14:21:32	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000108534 | val_loss: 0.000127609 | Time: 1923.72 ms
[2020-12-01 14:21:34	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000139584 | val_loss: 0.000131052 | Time: 1926 ms
[2020-12-01 14:21:36	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000128509 | val_loss: 0.000132328 | Time: 1921.88 ms
[2020-12-01 14:21:38	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00011337 | val_loss: 0.000126503 | Time: 1923.73 ms
[2020-12-01 14:21:40	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000108755 | val_loss: 0.00012409 | Time: 1922.63 ms
[2020-12-01 14:21:42	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000141344 | val_loss: 0.000201995 | Time: 1923.48 ms
[2020-12-01 14:21:44	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000138091 | val_loss: 0.000131504 | Time: 1921.89 ms
[2020-12-01 14:21:46	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000115336 | val_loss: 0.000131774 | Time: 1922.66 ms
[2020-12-01 14:21:46	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000131774
[2020-12-01 14:21:46	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-01 14:21:46	                main:615]	:	INFO	:	Success, exiting..
14:21:46 (3877218): 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)