Task 3315643

Name EightBitModified-1605932379-15497-3_0
Workunit 1582995
Created 16 Dec 2020, 21:29:01 UTC
Sent 18 Dec 2020, 2:26:20 UTC
Report deadline 25 Dec 2020, 2:26:20 UTC
Received 18 Dec 2020, 5:12:35 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 24 min 49 sec
CPU time 24 min 45 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 6,566.84 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.42 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
7 23:25:04	                main:581]	:	INFO	:	Epoch 526 | loss: 0.000324802 | val_loss: 0.000350236 | Time: 1442.83 ms
[2020-12-17 23:25:06	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000324735 | val_loss: 0.000346762 | Time: 1453.26 ms
[2020-12-17 23:25:07	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000323858 | val_loss: 0.000347194 | Time: 1432.49 ms
[2020-12-17 23:25:09	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000328862 | val_loss: 0.000347427 | Time: 1464.62 ms
[2020-12-17 23:25:10	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000324954 | val_loss: 0.000354382 | Time: 1463.92 ms
[2020-12-17 23:25:11	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000331338 | val_loss: 0.00035107 | Time: 1448.49 ms
[2020-12-17 23:25:13	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000323959 | val_loss: 0.000346073 | Time: 1439.89 ms
[2020-12-17 23:25:14	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000323147 | val_loss: 0.000348697 | Time: 1434.14 ms
[2020-12-17 23:25:16	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000328218 | val_loss: 0.000349981 | Time: 1438.66 ms
[2020-12-17 23:25:17	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000325651 | val_loss: 0.000347632 | Time: 1441.88 ms
[2020-12-17 23:25:19	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000326337 | val_loss: 0.000345921 | Time: 1435.89 ms
[2020-12-17 23:25:20	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000323649 | val_loss: 0.000345997 | Time: 1427.96 ms
[2020-12-17 23:25:22	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000324313 | val_loss: 0.000346816 | Time: 1453.51 ms
[2020-12-17 23:25:23	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000323762 | val_loss: 0.000345742 | Time: 1444.09 ms
[2020-12-17 23:25:24	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000321806 | val_loss: 0.000343019 | Time: 1449.87 ms
[2020-12-17 23:25:26	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0003249 | val_loss: 0.000349616 | Time: 1463.34 ms
[2020-12-17 23:25:27	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000325254 | val_loss: 0.000344357 | Time: 1455.29 ms
[2020-12-17 23:25:29	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000332426 | val_loss: 0.000354565 | Time: 1437.09 ms
[2020-12-17 23:25:30	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000327391 | val_loss: 0.000347783 | Time: 1467.86 ms
[2020-12-17 23:25:32	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000324125 | val_loss: 0.000348906 | Time: 1442.74 ms
[2020-12-17 23:25:33	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00032683 | val_loss: 0.000346271 | Time: 1443.11 ms
[2020-12-17 23:25:35	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00032707 | val_loss: 0.000342836 | Time: 1442.71 ms
[2020-12-17 23:25:36	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000324442 | val_loss: 0.000343361 | Time: 1442.85 ms
[2020-12-17 23:25:37	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000322426 | val_loss: 0.00034313 | Time: 1447.8 ms
[2020-12-17 23:25:39	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000322461 | val_loss: 0.000340929 | Time: 1411.27 ms
[2020-12-17 23:25:40	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000322876 | val_loss: 0.000346709 | Time: 1428.99 ms
[2020-12-17 23:25:42	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000327627 | val_loss: 0.000354446 | Time: 1428.57 ms
[2020-12-17 23:25:43	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000329946 | val_loss: 0.00034773 | Time: 1418.1 ms
[2020-12-17 23:25:45	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000322661 | val_loss: 0.000345545 | Time: 1445.23 ms
[2020-12-17 23:25:46	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000320633 | val_loss: 0.000342156 | Time: 1434.15 ms
[2020-12-17 23:25:48	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000321397 | val_loss: 0.000350664 | Time: 1443.68 ms
[2020-12-17 23:25:49	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000341422 | val_loss: 0.000353364 | Time: 1455.74 ms
[2020-12-17 23:25:50	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000331766 | val_loss: 0.000348924 | Time: 1439.43 ms
[2020-12-17 23:25:52	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000324722 | val_loss: 0.000345372 | Time: 1435.32 ms
[2020-12-17 23:25:53	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000322054 | val_loss: 0.000347465 | Time: 1455.28 ms
[2020-12-17 23:25:55	                main:581]	:	INFO	:	Epoch 561 | loss: 0.00032383 | val_loss: 0.000343328 | Time: 1461.65 ms
[2020-12-17 23:25:56	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000321223 | val_loss: 0.000342761 | Time: 1438.2 ms
[2020-12-17 23:25:58	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000320229 | val_loss: 0.000339937 | Time: 1454.17 ms
[2020-12-17 23:25:59	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000320707 | val_loss: 0.000348765 | Time: 1447.43 ms
[2020-12-17 23:26:01	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000329432 | val_loss: 0.000352923 | Time: 1471.91 ms
[2020-12-17 23:26:02	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000328908 | val_loss: 0.000345997 | Time: 1470.61 ms
[2020-12-17 23:26:04	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000321633 | val_loss: 0.000342061 | Time: 1468.39 ms
[2020-12-17 23:26:05	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000322293 | val_loss: 0.000347696 | Time: 1463.02 ms
[2020-12-17 23:26:06	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000327449 | val_loss: 0.000351008 | Time: 1457.97 ms
[2020-12-17 23:26:08	                main:581]	:	INFO	:	Epoch 570 | loss: 0.00034274 | val_loss: 0.000355764 | Time: 1472.77 ms
[2020-12-17 23:26:09	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00033168 | val_loss: 0.000347956 | Time: 1507.45 ms
[2020-12-17 23:26:11	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000325627 | val_loss: 0.000347769 | Time: 1439.65 ms
[2020-12-17 23:26:12	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000323795 | val_loss: 0.000341773 | Time: 1449.95 ms
[2020-12-17 23:26:14	                main:581]	:	INFO	:	Epoch 574 | loss: 0.00032183 | val_loss: 0.000341417 | Time: 1471.64 ms
[2020-12-17 23:26:15	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000322051 | val_loss: 0.000340936 | Time: 1474.67 ms
[2020-12-17 23:26:17	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000320006 | val_loss: 0.000342197 | Time: 1470.62 ms
[2020-12-17 23:26:18	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000320931 | val_loss: 0.000344352 | Time: 1455.73 ms
[2020-12-17 23:26:20	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000324884 | val_loss: 0.00035263 | Time: 1451.44 ms
[2020-12-17 23:26:21	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000338013 | val_loss: 0.000347773 | Time: 1457.95 ms
[2020-12-17 23:26:23	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000326485 | val_loss: 0.00034215 | Time: 1443.89 ms
[2020-12-17 23:26:24	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000327741 | val_loss: 0.000347441 | Time: 1452.3 ms
[2020-12-17 23:26:25	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000326535 | val_loss: 0.000345019 | Time: 1457 ms
[2020-12-17 23:26:27	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000322857 | val_loss: 0.000344007 | Time: 1448.44 ms
[2020-12-17 23:26:28	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000320598 | val_loss: 0.000340527 | Time: 1430.44 ms
[2020-12-17 23:26:30	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000321135 | val_loss: 0.00034221 | Time: 1445.68 ms
[2020-12-17 23:26:31	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00032688 | val_loss: 0.000346466 | Time: 1443.28 ms
[2020-12-17 23:26:33	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000322862 | val_loss: 0.000343921 | Time: 1432.76 ms
[2020-12-17 23:26:34	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000320971 | val_loss: 0.000344038 | Time: 1421.79 ms
[2020-12-17 23:26:36	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000326751 | val_loss: 0.000347758 | Time: 1443.89 ms
[2020-12-17 23:26:37	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000324966 | val_loss: 0.000347604 | Time: 1406.17 ms
[2020-12-17 23:26:38	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000324856 | val_loss: 0.000350651 | Time: 1446.85 ms
[2020-12-17 23:26:40	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000332387 | val_loss: 0.000348242 | Time: 1457.56 ms
[2020-12-17 23:26:41	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000324599 | val_loss: 0.000347174 | Time: 1446.83 ms
[2020-12-17 23:26:43	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00032652 | val_loss: 0.00034239 | Time: 1455.7 ms
[2020-12-17 23:26:44	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000324244 | val_loss: 0.000346467 | Time: 1457.43 ms
[2020-12-17 23:26:46	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000321409 | val_loss: 0.000345766 | Time: 1429.76 ms
[2020-12-17 23:26:47	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000322604 | val_loss: 0.000342766 | Time: 1443.15 ms
[2020-12-17 23:26:48	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000321231 | val_loss: 0.00034445 | Time: 1427.6 ms
[2020-12-17 23:26:50	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000326239 | val_loss: 0.000342599 | Time: 1450.62 ms
[2020-12-17 23:26:51	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000325608 | val_loss: 0.000346602 | Time: 1460.82 ms
[2020-12-17 23:26:53	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000327639 | val_loss: 0.00034954 | Time: 1460.61 ms
[2020-12-17 23:26:54	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000324894 | val_loss: 0.000343768 | Time: 1450.52 ms
[2020-12-17 23:26:56	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000325642 | val_loss: 0.000351465 | Time: 1476.15 ms
[2020-12-17 23:26:57	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000326168 | val_loss: 0.000344981 | Time: 1476.36 ms
[2020-12-17 23:26:59	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000323285 | val_loss: 0.000346501 | Time: 1455.09 ms
[2020-12-17 23:27:00	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000324735 | val_loss: 0.000348067 | Time: 1465.24 ms
[2020-12-17 23:27:02	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000326955 | val_loss: 0.000355471 | Time: 1455.17 ms
[2020-12-17 23:27:03	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000330823 | val_loss: 0.000346443 | Time: 1466.68 ms
[2020-12-17 23:27:05	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000324345 | val_loss: 0.000343726 | Time: 1479.42 ms
[2020-12-17 23:27:06	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000323266 | val_loss: 0.000345933 | Time: 1475.6 ms
[2020-12-17 23:27:08	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000322612 | val_loss: 0.000343613 | Time: 1458.87 ms
[2020-12-17 23:27:09	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000319829 | val_loss: 0.000342417 | Time: 1477.07 ms
[2020-12-17 23:27:10	                main:581]	:	INFO	:	Epoch 613 | loss: 0.00032935 | val_loss: 0.000348505 | Time: 1447.07 ms
[2020-12-17 23:27:12	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000330268 | val_loss: 0.000352162 | Time: 1458.37 ms
[2020-12-17 23:27:13	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000328937 | val_loss: 0.000348008 | Time: 1483.7 ms
[2020-12-17 23:27:15	                main:581]	:	INFO	:	Epoch 616 | loss: 0.00032317 | val_loss: 0.000343286 | Time: 1456.35 ms
[2020-12-17 23:27:16	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000321889 | val_loss: 0.000345348 | Time: 1475.41 ms
[2020-12-17 23:27:18	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000326365 | val_loss: 0.000354157 | Time: 1471.7 ms
[2020-12-17 23:27:19	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000327388 | val_loss: 0.000347028 | Time: 1464.43 ms
[2020-12-17 23:27:21	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000325585 | val_loss: 0.000348195 | Time: 1461.4 ms
[2020-12-17 23:27:22	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000323769 | val_loss: 0.000343435 | Time: 1475.54 ms
[2020-12-17 23:27:24	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000322184 | val_loss: 0.000342299 | Time: 1468.25 ms
[2020-12-17 23:27:25	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000323848 | val_loss: 0.000349234 | Time: 1470.15 ms
[2020-12-17 23:27:27	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000330292 | val_loss: 0.000362688 | Time: 1463.53 ms
[2020-12-17 23:27:28	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000330217 | val_loss: 0.000348344 | Time: 1467.46 ms
[2020-12-17 23:27:30	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000323779 | val_loss: 0.000344285 | Time: 1477.47 ms
[2020-12-17 23:27:31	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000322904 | val_loss: 0.000343814 | Time: 1471.69 ms
[2020-12-17 23:27:32	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000322523 | val_loss: 0.0003433 | Time: 1443.36 ms
[2020-12-17 23:27:34	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000324306 | val_loss: 0.000349105 | Time: 1472.14 ms
[2020-12-17 23:27:35	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000326436 | val_loss: 0.000353347 | Time: 1469.58 ms
[2020-12-17 23:27:37	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00032671 | val_loss: 0.00035416 | Time: 1450.25 ms
[2020-12-17 23:27:38	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000327103 | val_loss: 0.000347741 | Time: 1470.26 ms
[2020-12-17 23:27:40	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000323884 | val_loss: 0.000347043 | Time: 1489.04 ms
[2020-12-17 23:27:41	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000322163 | val_loss: 0.000349416 | Time: 1477.37 ms
[2020-12-17 23:27:43	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000324173 | val_loss: 0.000348636 | Time: 1463.51 ms
[2020-12-17 23:27:44	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0003241 | val_loss: 0.000350325 | Time: 1479.56 ms
[2020-12-17 23:27:46	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000329177 | val_loss: 0.000351811 | Time: 1450.79 ms
[2020-12-17 23:27:47	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000325054 | val_loss: 0.000346308 | Time: 1464.21 ms
[2020-12-17 23:27:49	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000320604 | val_loss: 0.000346058 | Time: 1435.22 ms
[2020-12-17 23:27:50	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000321211 | val_loss: 0.000346925 | Time: 1439.14 ms
[2020-12-17 23:27:51	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000330957 | val_loss: 0.000357902 | Time: 1451.35 ms
[2020-12-17 23:27:53	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0003303 | val_loss: 0.000353003 | Time: 1431.32 ms
[2020-12-17 23:27:54	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000335228 | val_loss: 0.000357107 | Time: 1462.64 ms
[2020-12-17 23:27:56	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000324759 | val_loss: 0.000346542 | Time: 1442.25 ms
[2020-12-17 23:27:57	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000323027 | val_loss: 0.00035833 | Time: 1436.07 ms
[2020-12-17 23:27:59	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000325814 | val_loss: 0.00034669 | Time: 1449.62 ms
[2020-12-17 23:28:00	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000322169 | val_loss: 0.00035313 | Time: 1432.37 ms
[2020-12-17 23:28:02	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000326321 | val_loss: 0.000347496 | Time: 1434.46 ms
[2020-12-17 23:28:03	                main:581]	:	INFO	:	Epoch 649 | loss: 0.00032163 | val_loss: 0.000346039 | Time: 1430.06 ms
[2020-12-17 23:28:04	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000320356 | val_loss: 0.000344636 | Time: 1450.42 ms
[2020-12-17 23:28:06	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000322041 | val_loss: 0.000348926 | Time: 1440.19 ms
[2020-12-17 23:28:07	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000325685 | val_loss: 0.000353853 | Time: 1443.17 ms
[2020-12-17 23:28:09	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000330852 | val_loss: 0.000353021 | Time: 1430.4 ms
[2020-12-17 23:28:10	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000324979 | val_loss: 0.000348036 | Time: 1430.71 ms
[2020-12-17 23:28:12	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000322534 | val_loss: 0.000346753 | Time: 1441.16 ms
[2020-12-17 23:28:13	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000322904 | val_loss: 0.000348212 | Time: 1451.19 ms
[2020-12-17 23:28:15	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000322938 | val_loss: 0.000344549 | Time: 1448.68 ms
[2020-12-17 23:28:16	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000322746 | val_loss: 0.000354578 | Time: 1449.63 ms
[2020-12-17 23:28:17	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000333332 | val_loss: 0.000360773 | Time: 1455.76 ms
[2020-12-17 23:28:19	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000332995 | val_loss: 0.000351155 | Time: 1444.31 ms
[2020-12-17 23:28:20	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000326157 | val_loss: 0.000346103 | Time: 1463.73 ms
[2020-12-17 23:28:22	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000322508 | val_loss: 0.00034684 | Time: 1435.46 ms
[2020-12-17 23:28:23	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000322263 | val_loss: 0.000349527 | Time: 1490.89 ms
[2020-12-17 23:28:25	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000323193 | val_loss: 0.000347339 | Time: 1488.77 ms
[2020-12-17 23:28:26	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000324311 | val_loss: 0.000346973 | Time: 1481.3 ms
[2020-12-17 23:28:28	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000321835 | val_loss: 0.000350092 | Time: 1498.08 ms
[2020-12-17 23:28:29	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000329827 | val_loss: 0.00034893 | Time: 1453.58 ms
[2020-12-17 23:28:31	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000326572 | val_loss: 0.000350628 | Time: 1466.13 ms
[2020-12-17 23:28:32	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000322993 | val_loss: 0.000346479 | Time: 1465.7 ms
[2020-12-17 23:28:34	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000323333 | val_loss: 0.000353509 | Time: 1441.76 ms
[2020-12-17 23:28:35	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000328439 | val_loss: 0.00035158 | Time: 1444.78 ms
[2020-12-17 23:28:36	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000324189 | val_loss: 0.000357947 | Time: 1448.14 ms
[2020-12-17 23:28:38	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000328215 | val_loss: 0.00034905 | Time: 1448.68 ms
[2020-12-17 23:28:39	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000321649 | val_loss: 0.000347667 | Time: 1502.59 ms
[2020-12-17 23:28:41	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000321978 | val_loss: 0.000345198 | Time: 1505.71 ms
[2020-12-17 23:28:42	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000324767 | val_loss: 0.000353383 | Time: 1453.49 ms
[2020-12-17 23:28:44	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000327051 | val_loss: 0.000348802 | Time: 1428.49 ms
[2020-12-17 23:28:45	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000326549 | val_loss: 0.00034772 | Time: 1434.45 ms
[2020-12-17 23:28:47	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000326038 | val_loss: 0.000354633 | Time: 1436.99 ms
[2020-12-17 23:28:48	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000328031 | val_loss: 0.000353665 | Time: 1441.81 ms
[2020-12-17 23:28:50	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000324949 | val_loss: 0.000346763 | Time: 1427.02 ms
[2020-12-17 23:28:51	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000319551 | val_loss: 0.000343895 | Time: 1430.26 ms
[2020-12-17 23:28:52	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000319783 | val_loss: 0.000347082 | Time: 1434.09 ms
[2020-12-17 23:28:54	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000327433 | val_loss: 0.000348003 | Time: 1444.84 ms
[2020-12-17 23:28:55	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000326106 | val_loss: 0.000355934 | Time: 1456.5 ms
[2020-12-17 23:28:57	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000329645 | val_loss: 0.000352018 | Time: 1431.79 ms
[2020-12-17 23:28:58	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000327661 | val_loss: 0.000348157 | Time: 1457.34 ms
[2020-12-17 23:29:00	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000322046 | val_loss: 0.000347008 | Time: 1451.24 ms
[2020-12-17 23:29:01	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000320823 | val_loss: 0.00034759 | Time: 1435.47 ms
[2020-12-17 23:29:03	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000325529 | val_loss: 0.000353157 | Time: 1429.35 ms
[2020-12-17 23:29:04	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000324782 | val_loss: 0.000351151 | Time: 1439.39 ms
[2020-12-17 23:29:05	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000323428 | val_loss: 0.000349551 | Time: 1445.02 ms
[2020-12-17 23:29:07	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000325375 | val_loss: 0.000349661 | Time: 1455.83 ms
[2020-12-17 23:29:08	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000323067 | val_loss: 0.000348698 | Time: 1449.68 ms
[2020-12-17 23:29:10	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000325379 | val_loss: 0.000348719 | Time: 1439.53 ms
[2020-12-17 23:29:11	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000324966 | val_loss: 0.000355331 | Time: 1413.41 ms
[2020-12-17 23:29:13	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000327461 | val_loss: 0.000347933 | Time: 1447.62 ms
[2020-12-17 23:29:14	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000323895 | val_loss: 0.000350495 | Time: 1442.24 ms
[2020-12-17 23:29:15	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000326348 | val_loss: 0.000351622 | Time: 1427.29 ms
[2020-12-17 23:29:17	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000329388 | val_loss: 0.000348149 | Time: 1429.01 ms
[2020-12-17 23:29:18	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000324938 | val_loss: 0.000355375 | Time: 1441.88 ms
[2020-12-17 23:29:20	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000325021 | val_loss: 0.000350465 | Time: 1437 ms
[2020-12-17 23:29:21	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000323294 | val_loss: 0.000351057 | Time: 1451 ms
[2020-12-17 23:29:23	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000324111 | val_loss: 0.00035243 | Time: 1438.79 ms
[2020-12-17 23:29:24	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000322256 | val_loss: 0.000347091 | Time: 1436.1 ms
[2020-12-17 23:29:26	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000322833 | val_loss: 0.000351324 | Time: 1444.95 ms
[2020-12-17 23:29:27	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000325954 | val_loss: 0.000356683 | Time: 1440.55 ms
[2020-12-17 23:29:28	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000326575 | val_loss: 0.00035052 | Time: 1441.88 ms
[2020-12-17 23:29:30	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000330226 | val_loss: 0.000355967 | Time: 1427.19 ms
[2020-12-17 23:29:31	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00302544 | val_loss: 0.0144727 | Time: 1432.5 ms
[2020-12-17 23:29:33	                main:581]	:	INFO	:	Epoch 711 | loss: 0.00591 | val_loss: 0.0023995 | Time: 1441.83 ms
[2020-12-17 23:29:34	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0018714 | val_loss: 0.00112917 | Time: 1417.9 ms
[2020-12-17 23:29:36	                main:581]	:	INFO	:	Epoch 713 | loss: 0.00482133 | val_loss: 0.00434981 | Time: 1423.88 ms
[2020-12-17 23:29:37	                main:581]	:	INFO	:	Epoch 714 | loss: 0.00201719 | val_loss: 0.0011018 | Time: 1445.34 ms
[2020-12-17 23:29:38	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000757164 | val_loss: 0.000658355 | Time: 1420.33 ms
[2020-12-17 23:29:40	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000647667 | val_loss: 0.000646298 | Time: 1457.43 ms
[2020-12-17 23:29:41	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000625087 | val_loss: 0.000603418 | Time: 1441.27 ms
[2020-12-17 23:29:43	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000578862 | val_loss: 0.00058626 | Time: 1444.73 ms
[2020-12-17 23:29:44	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000564443 | val_loss: 0.000571741 | Time: 1455.16 ms
[2020-12-17 23:29:46	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000554022 | val_loss: 0.000566374 | Time: 1433.92 ms
[2020-12-17 23:29:47	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000550549 | val_loss: 0.000564311 | Time: 1437.55 ms
[2020-12-17 23:29:49	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000549009 | val_loss: 0.000563326 | Time: 1433.57 ms
[2020-12-17 23:29:50	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000548174 | val_loss: 0.000563081 | Time: 1442.4 ms
[2020-12-17 23:29:51	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000547572 | val_loss: 0.00056258 | Time: 1440.07 ms
[2020-12-17 23:29:53	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000546916 | val_loss: 0.000562292 | Time: 1436.48 ms
[2020-12-17 23:29:54	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000546603 | val_loss: 0.000561918 | Time: 1438.45 ms
[2020-12-17 23:29:56	                main:581]	:	INFO	:	Epoch 727 | loss: 0.00054635 | val_loss: 0.000561911 | Time: 1442.78 ms
[2020-12-17 23:29:57	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00054617 | val_loss: 0.000561658 | Time: 1461.96 ms
[2020-12-17 23:29:59	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000545938 | val_loss: 0.000561561 | Time: 1457.86 ms
[2020-12-17 23:30:00	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000545682 | val_loss: 0.000561256 | Time: 1487.6 ms
[2020-12-17 23:30:02	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0005456 | val_loss: 0.000561571 | Time: 1465.72 ms
[2020-12-17 23:30:03	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000545587 | val_loss: 0.000561504 | Time: 1423.49 ms
[2020-12-17 23:30:04	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000545625 | val_loss: 0.000561233 | Time: 1446.3 ms
[2020-12-17 23:30:06	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000545546 | val_loss: 0.00056105 | Time: 1461.1 ms
[2020-12-17 23:30:07	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000545467 | val_loss: 0.000561133 | Time: 1463.48 ms
[2020-12-17 23:30:09	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000545284 | val_loss: 0.000561523 | Time: 1470.28 ms
[2020-12-17 23:30:10	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000545463 | val_loss: 0.000561082 | Time: 1473.69 ms
[2020-12-17 23:30:12	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000545254 | val_loss: 0.000561057 | Time: 1455.39 ms
[2020-12-17 23:30:13	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0005452 | val_loss: 0.000560703 | Time: 1475.52 ms
[2020-12-17 23:30:15	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000544961 | val_loss: 0.000560599 | Time: 1472.2 ms
[2020-12-17 23:30:16	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000544911 | val_loss: 0.00056064 | Time: 1483.86 ms
[2020-12-17 23:30:18	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000544991 | val_loss: 0.000560866 | Time: 1482.48 ms
[2020-12-17 23:30:19	                main:581]	:	INFO	:	Epoch 743 | loss: 0.00054497 | val_loss: 0.00056071 | Time: 1509.51 ms
[2020-12-17 23:30:21	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000544754 | val_loss: 0.000560853 | Time: 1496.12 ms
[2020-12-17 23:30:22	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000544753 | val_loss: 0.000560378 | Time: 1479.3 ms
[2020-12-17 23:30:24	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000544835 | val_loss: 0.000560875 | Time: 1491.63 ms
[2020-12-17 23:30:25	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000544854 | val_loss: 0.000560313 | Time: 1461.57 ms
[2020-12-17 23:30:27	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000544506 | val_loss: 0.0005603 | Time: 1424.78 ms
[2020-12-17 23:30:28	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000544642 | val_loss: 0.000560644 | Time: 1438.48 ms
[2020-12-17 23:30:29	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000545025 | val_loss: 0.000561368 | Time: 1429.65 ms
[2020-12-17 23:30:31	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000545107 | val_loss: 0.000560515 | Time: 1423.17 ms
[2020-12-17 23:30:32	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000545325 | val_loss: 0.000561453 | Time: 1490.16 ms
[2020-12-17 23:30:34	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000544629 | val_loss: 0.000560733 | Time: 1519.72 ms
[2020-12-17 23:30:35	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000544289 | val_loss: 0.000560576 | Time: 1468.36 ms
[2020-12-17 23:30:37	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000544985 | val_loss: 0.000561661 | Time: 1453.53 ms
[2020-12-17 23:30:38	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000545559 | val_loss: 0.000567798 | Time: 1433.38 ms
[2020-12-17 23:30:40	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000561626 | val_loss: 0.000576172 | Time: 1435.95 ms
[2020-12-17 23:30:41	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0005494 | val_loss: 0.000564101 | Time: 1430.68 ms
[2020-12-17 23:30:43	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000545666 | val_loss: 0.000561486 | Time: 1448.21 ms
[2020-12-17 23:30:44	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000544559 | val_loss: 0.000560241 | Time: 1444.98 ms
[2020-12-17 23:30:45	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000544256 | val_loss: 0.000561636 | Time: 1435.39 ms
[2020-12-17 23:30:47	                main:581]	:	INFO	:	Epoch 762 | loss: 0.00054611 | val_loss: 0.000561702 | Time: 1458.19 ms
[2020-12-17 23:30:48	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000546296 | val_loss: 0.000560473 | Time: 1448.55 ms
[2020-12-17 23:30:50	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000544941 | val_loss: 0.0005646 | Time: 1429.16 ms
[2020-12-17 23:30:51	                main:581]	:	INFO	:	Epoch 765 | loss: 0.00054686 | val_loss: 0.000562638 | Time: 1448.77 ms
[2020-12-17 23:30:53	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000545692 | val_loss: 0.000563041 | Time: 1418.52 ms
[2020-12-17 23:30:54	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000545448 | val_loss: 0.000560886 | Time: 1444.61 ms
[2020-12-17 23:30:56	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000545821 | val_loss: 0.000562534 | Time: 1447.5 ms
[2020-12-17 23:30:57	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000545816 | val_loss: 0.000564642 | Time: 1458.53 ms
[2020-12-17 23:30:58	                main:581]	:	INFO	:	Epoch 770 | loss: 0.00056398 | val_loss: 0.000576456 | Time: 1461.04 ms
[2020-12-17 23:31:00	                main:581]	:	INFO	:	Epoch 771 | loss: 0.00055107 | val_loss: 0.000561918 | Time: 1462.72 ms
[2020-12-17 23:31:01	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000546101 | val_loss: 0.000561776 | Time: 1462.95 ms
[2020-12-17 23:31:03	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000545715 | val_loss: 0.000561691 | Time: 1449.2 ms
[2020-12-17 23:31:04	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000545999 | val_loss: 0.00056364 | Time: 1427.05 ms
[2020-12-17 23:31:06	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000545887 | val_loss: 0.000563069 | Time: 1436.03 ms
[2020-12-17 23:31:07	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000546809 | val_loss: 0.000561417 | Time: 1416.92 ms
[2020-12-17 23:31:09	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000546003 | val_loss: 0.000560582 | Time: 1444.36 ms
[2020-12-17 23:31:10	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000546136 | val_loss: 0.000561004 | Time: 1444.16 ms
[2020-12-17 23:31:11	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000544484 | val_loss: 0.000560311 | Time: 1446.12 ms
[2020-12-17 23:31:13	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000544531 | val_loss: 0.000561586 | Time: 1453.6 ms
[2020-12-17 23:31:14	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000544934 | val_loss: 0.000560678 | Time: 1502.64 ms
[2020-12-17 23:31:16	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000546351 | val_loss: 0.00056218 | Time: 1495.76 ms
[2020-12-17 23:31:17	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000559071 | val_loss: 0.000568526 | Time: 1492.9 ms
[2020-12-17 23:31:19	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000550212 | val_loss: 0.000566008 | Time: 1496.95 ms
[2020-12-17 23:31:20	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000546572 | val_loss: 0.000562962 | Time: 1469.95 ms
[2020-12-17 23:31:22	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000544992 | val_loss: 0.000560307 | Time: 1500.2 ms
[2020-12-17 23:31:23	                main:581]	:	INFO	:	Epoch 787 | loss: 0.00054517 | val_loss: 0.000560795 | Time: 1468.48 ms
[2020-12-17 23:31:25	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000545894 | val_loss: 0.000564788 | Time: 1450.22 ms
[2020-12-17 23:31:26	                main:581]	:	INFO	:	Epoch 789 | loss: 0.00054685 | val_loss: 0.000560447 | Time: 1456.7 ms
[2020-12-17 23:31:28	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000547859 | val_loss: 0.00056426 | Time: 1465.09 ms
[2020-12-17 23:31:29	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000545688 | val_loss: 0.000561167 | Time: 1510.92 ms
[2020-12-17 23:31:31	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000546033 | val_loss: 0.000562941 | Time: 1489.32 ms
[2020-12-17 23:31:32	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000549332 | val_loss: 0.000580544 | Time: 1513.43 ms
[2020-12-17 23:31:34	                main:581]	:	INFO	:	Epoch 794 | loss: 0.00055449 | val_loss: 0.00056102 | Time: 1509.5 ms
[2020-12-17 23:31:35	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000546892 | val_loss: 0.000560268 | Time: 1501.73 ms
[2020-12-17 23:31:37	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000546401 | val_loss: 0.000563383 | Time: 1495.05 ms
[2020-12-17 23:31:38	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000546093 | val_loss: 0.000563068 | Time: 1487.01 ms
[2020-12-17 23:31:40	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000547076 | val_loss: 0.000567734 | Time: 1466.7 ms
[2020-12-17 23:31:41	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000546748 | val_loss: 0.000562869 | Time: 1411.01 ms
[2020-12-17 23:31:43	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000544969 | val_loss: 0.000561891 | Time: 1451.96 ms
[2020-12-17 23:31:44	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000545809 | val_loss: 0.00056173 | Time: 1445.23 ms
[2020-12-17 23:31:45	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000545302 | val_loss: 0.000560945 | Time: 1456.58 ms
[2020-12-17 23:31:47	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00054758 | val_loss: 0.000580925 | Time: 1444.8 ms
[2020-12-17 23:31:48	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000564583 | val_loss: 0.000565261 | Time: 1464.66 ms
[2020-12-17 23:31:50	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000549368 | val_loss: 0.000562626 | Time: 1448.58 ms
[2020-12-17 23:31:51	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000545821 | val_loss: 0.000562081 | Time: 1453.78 ms
[2020-12-17 23:31:53	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000545641 | val_loss: 0.000561941 | Time: 1476.33 ms
[2020-12-17 23:31:54	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00055367 | val_loss: 0.000568065 | Time: 1463.76 ms
[2020-12-17 23:31:56	                main:581]	:	INFO	:	Epoch 809 | loss: 0.00054814 | val_loss: 0.000561603 | Time: 1459.85 ms
[2020-12-17 23:31:57	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000545427 | val_loss: 0.00056161 | Time: 1458.9 ms
[2020-12-17 23:31:59	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000544863 | val_loss: 0.000560942 | Time: 1471.61 ms
[2020-12-17 23:32:00	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000545019 | val_loss: 0.000560402 | Time: 1458.75 ms
[2020-12-17 23:32:01	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000545207 | val_loss: 0.00056294 | Time: 1401.92 ms
[2020-12-17 23:32:03	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000547529 | val_loss: 0.000567799 | Time: 1548.12 ms
[2020-12-17 23:32:05	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000550952 | val_loss: 0.000567082 | Time: 1535.67 ms
[2020-12-17 23:32:06	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000551959 | val_loss: 0.000566363 | Time: 1451.2 ms
[2020-12-17 23:32:07	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000549291 | val_loss: 0.000563841 | Time: 1441.47 ms
[2020-12-17 23:32:09	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000546991 | val_loss: 0.000564205 | Time: 1432.26 ms
[2020-12-17 23:32:10	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000547371 | val_loss: 0.000562629 | Time: 1462.35 ms
[2020-12-17 23:32:12	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000548847 | val_loss: 0.000563127 | Time: 1457.54 ms
[2020-12-17 23:32:13	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000545477 | val_loss: 0.000561571 | Time: 1452.52 ms
[2020-12-17 23:32:15	                main:581]	:	INFO	:	Epoch 822 | loss: 0.00054743 | val_loss: 0.000564671 | Time: 1457.06 ms
[2020-12-17 23:32:16	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000548556 | val_loss: 0.000565773 | Time: 1447.12 ms
[2020-12-17 23:32:18	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000551665 | val_loss: 0.000563733 | Time: 1429.55 ms
[2020-12-17 23:32:19	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000547979 | val_loss: 0.000564685 | Time: 1439.36 ms
[2020-12-17 23:32:20	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000547524 | val_loss: 0.000563686 | Time: 1438.88 ms
[2020-12-17 23:32:22	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000548469 | val_loss: 0.000562535 | Time: 1446.32 ms
[2020-12-17 23:32:23	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000547363 | val_loss: 0.000564487 | Time: 1441.69 ms
[2020-12-17 23:32:25	                main:581]	:	INFO	:	Epoch 829 | loss: 0.00055021 | val_loss: 0.000571947 | Time: 1423.76 ms
[2020-12-17 23:32:26	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000551175 | val_loss: 0.000566321 | Time: 1428.65 ms
[2020-12-17 23:32:28	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000548067 | val_loss: 0.000562571 | Time: 1425.75 ms
[2020-12-17 23:32:29	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000546096 | val_loss: 0.000562843 | Time: 1426.94 ms
[2020-12-17 23:32:30	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000551974 | val_loss: 0.000570654 | Time: 1446.22 ms
[2020-12-17 23:32:32	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000550397 | val_loss: 0.000565537 | Time: 1464.96 ms
[2020-12-17 23:32:33	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000547053 | val_loss: 0.000564326 | Time: 1432.27 ms
[2020-12-17 23:32:35	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000548426 | val_loss: 0.000568458 | Time: 1457.17 ms
[2020-12-17 23:32:36	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000548124 | val_loss: 0.000564961 | Time: 1457.83 ms
[2020-12-17 23:32:38	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000546278 | val_loss: 0.000561766 | Time: 1455.02 ms
[2020-12-17 23:32:39	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000548238 | val_loss: 0.000575539 | Time: 1439.9 ms
[2020-12-17 23:32:41	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000562991 | val_loss: 0.000565563 | Time: 1443.21 ms
[2020-12-17 23:32:42	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000547006 | val_loss: 0.000562444 | Time: 1442.74 ms
[2020-12-17 23:32:44	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000545955 | val_loss: 0.000562522 | Time: 1443.87 ms
[2020-12-17 23:32:45	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000546098 | val_loss: 0.000562154 | Time: 1435.48 ms
[2020-12-17 23:32:46	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000545438 | val_loss: 0.000561413 | Time: 1439.14 ms
[2020-12-17 23:32:48	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000547317 | val_loss: 0.000567059 | Time: 1430.8 ms
[2020-12-17 23:32:49	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000557642 | val_loss: 0.000567754 | Time: 1439.18 ms
[2020-12-17 23:32:51	                main:581]	:	INFO	:	Epoch 847 | loss: 0.00054945 | val_loss: 0.000564957 | Time: 1438.27 ms
[2020-12-17 23:32:52	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000545959 | val_loss: 0.000562811 | Time: 1441.92 ms
[2020-12-17 23:32:54	                main:581]	:	INFO	:	Epoch 849 | loss: 0.00054676 | val_loss: 0.000564451 | Time: 1456.88 ms
[2020-12-17 23:32:55	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000559373 | val_loss: 0.000577188 | Time: 1441.66 ms
[2020-12-17 23:32:56	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000554317 | val_loss: 0.000564737 | Time: 1437.28 ms
[2020-12-17 23:32:58	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000548268 | val_loss: 0.000564269 | Time: 1452.12 ms
[2020-12-17 23:32:59	                main:581]	:	INFO	:	Epoch 853 | loss: 0.00054679 | val_loss: 0.000563454 | Time: 1439.9 ms
[2020-12-17 23:33:01	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000547277 | val_loss: 0.000563279 | Time: 1482.15 ms
[2020-12-17 23:33:02	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000547167 | val_loss: 0.000561478 | Time: 1461.37 ms
[2020-12-17 23:33:04	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000547602 | val_loss: 0.000562764 | Time: 1444.37 ms
[2020-12-17 23:33:05	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000547537 | val_loss: 0.000563171 | Time: 1445.84 ms
[2020-12-17 23:33:07	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000548243 | val_loss: 0.000569485 | Time: 1454.67 ms
[2020-12-17 23:33:08	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000553437 | val_loss: 0.000568758 | Time: 1444.71 ms
[2020-12-17 23:33:10	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000551747 | val_loss: 0.00056553 | Time: 1425.46 ms
[2020-12-17 23:33:11	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000547933 | val_loss: 0.000563083 | Time: 1429.65 ms
[2020-12-17 23:33:12	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000547268 | val_loss: 0.000564894 | Time: 1455.38 ms
[2020-12-17 23:33:14	                main:581]	:	INFO	:	Epoch 863 | loss: 0.00054989 | val_loss: 0.000567818 | Time: 1433.68 ms
[2020-12-17 23:33:15	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000553653 | val_loss: 0.000565814 | Time: 1446.97 ms
[2020-12-17 23:33:17	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000550613 | val_loss: 0.000565551 | Time: 1427.5 ms
[2020-12-17 23:33:18	                main:581]	:	INFO	:	Epoch 866 | loss: 0.00054696 | val_loss: 0.000562261 | Time: 1474.41 ms
[2020-12-17 23:33:20	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000549523 | val_loss: 0.00057692 | Time: 1455.53 ms
[2020-12-17 23:33:21	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000550479 | val_loss: 0.000565441 | Time: 1450.63 ms
[2020-12-17 23:33:23	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000550032 | val_loss: 0.000567614 | Time: 1465.04 ms
[2020-12-17 23:33:24	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000551157 | val_loss: 0.000575469 | Time: 1418.71 ms
[2020-12-17 23:33:25	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000553521 | val_loss: 0.000564315 | Time: 1418.38 ms
[2020-12-17 23:33:27	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000547282 | val_loss: 0.000563367 | Time: 1440.16 ms
[2020-12-17 23:33:28	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000547056 | val_loss: 0.000564308 | Time: 1435.13 ms
[2020-12-17 23:33:30	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000550598 | val_loss: 0.000567556 | Time: 1416.09 ms
[2020-12-17 23:33:31	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000550084 | val_loss: 0.000567697 | Time: 1425.5 ms
[2020-12-17 23:33:33	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000549198 | val_loss: 0.000565197 | Time: 1432.69 ms
[2020-12-17 23:33:34	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000550775 | val_loss: 0.000568928 | Time: 1436.42 ms
[2020-12-17 23:33:35	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000548245 | val_loss: 0.000563311 | Time: 1423.52 ms
[2020-12-17 23:33:37	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000547787 | val_loss: 0.000562178 | Time: 1432.18 ms
[2020-12-17 23:33:38	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000551365 | val_loss: 0.000573715 | Time: 1426.7 ms
[2020-12-17 23:33:40	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000553305 | val_loss: 0.00057024 | Time: 1429.89 ms
[2020-12-17 23:33:41	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000551913 | val_loss: 0.000568385 | Time: 1451.45 ms
[2020-12-17 23:33:43	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000549342 | val_loss: 0.000565308 | Time: 1440.88 ms
[2020-12-17 23:33:44	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000548216 | val_loss: 0.00056604 | Time: 1430.8 ms
[2020-12-17 23:33:45	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000549303 | val_loss: 0.000566798 | Time: 1427.12 ms
[2020-12-17 23:33:47	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000549392 | val_loss: 0.000567219 | Time: 1448.72 ms
[2020-12-17 23:33:48	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000558212 | val_loss: 0.00057296 | Time: 1417.09 ms
[2020-12-17 23:33:50	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000552912 | val_loss: 0.000564352 | Time: 1438.36 ms
[2020-12-17 23:33:51	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000550951 | val_loss: 0.000569399 | Time: 1428.71 ms
[2020-12-17 23:33:53	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0005497 | val_loss: 0.000563792 | Time: 1454.53 ms
[2020-12-17 23:33:54	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000548407 | val_loss: 0.000565089 | Time: 1457.02 ms
[2020-12-17 23:33:56	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000549505 | val_loss: 0.000565129 | Time: 1461.89 ms
[2020-12-17 23:33:57	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000551673 | val_loss: 0.00057046 | Time: 1431.97 ms
[2020-12-17 23:33:58	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000550975 | val_loss: 0.000563401 | Time: 1449.41 ms
[2020-12-17 23:34:00	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00054649 | val_loss: 0.000564633 | Time: 1435.87 ms
[2020-12-17 23:34:01	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00054992 | val_loss: 0.000564994 | Time: 1444.89 ms
[2020-12-17 23:34:03	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000547196 | val_loss: 0.000565514 | Time: 1444.78 ms
[2020-12-17 23:34:04	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00055404 | val_loss: 0.000584932 | Time: 1423.51 ms
[2020-12-17 23:34:06	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000556761 | val_loss: 0.000569633 | Time: 1453.61 ms
[2020-12-17 23:34:07	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000550308 | val_loss: 0.000565833 | Time: 1424.52 ms
[2020-12-17 23:34:09	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000548521 | val_loss: 0.000566112 | Time: 1453.51 ms
[2020-12-17 23:34:10	                main:581]	:	INFO	:	Epoch 902 | loss: 0.00054991 | val_loss: 0.000564491 | Time: 1452.98 ms
[2020-12-17 23:34:11	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000550574 | val_loss: 0.000564846 | Time: 1454.77 ms
[2020-12-17 23:34:13	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000548729 | val_loss: 0.000565077 | Time: 1460.33 ms
[2020-12-17 23:34:14	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000550715 | val_loss: 0.000579147 | Time: 1441.21 ms
[2020-12-17 23:34:16	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00056122 | val_loss: 0.000569628 | Time: 1446.95 ms
[2020-12-17 23:34:17	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000550726 | val_loss: 0.000566011 | Time: 1456.8 ms
[2020-12-17 23:34:19	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00054744 | val_loss: 0.000568752 | Time: 1432.78 ms
[2020-12-17 23:34:20	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000551462 | val_loss: 0.000565729 | Time: 1420.8 ms
[2020-12-17 23:34:22	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000547742 | val_loss: 0.000564662 | Time: 1437.42 ms
[2020-12-17 23:34:23	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000548318 | val_loss: 0.00056625 | Time: 1433.1 ms
[2020-12-17 23:34:24	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000550253 | val_loss: 0.000565008 | Time: 1453.09 ms
[2020-12-17 23:34:26	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000547571 | val_loss: 0.000563141 | Time: 1453.42 ms
[2020-12-17 23:34:27	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000551247 | val_loss: 0.000575049 | Time: 1431.09 ms
[2020-12-17 23:34:29	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000551483 | val_loss: 0.000565558 | Time: 1461.25 ms
[2020-12-17 23:34:30	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000548685 | val_loss: 0.000564374 | Time: 1465.47 ms
[2020-12-17 23:34:32	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000549614 | val_loss: 0.000566682 | Time: 1458.35 ms
[2020-12-17 23:34:33	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000548803 | val_loss: 0.000568134 | Time: 1464.12 ms
[2020-12-17 23:34:35	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000553195 | val_loss: 0.000571789 | Time: 1457.85 ms
[2020-12-17 23:34:36	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00055545 | val_loss: 0.000568862 | Time: 1459.63 ms
[2020-12-17 23:34:38	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000551812 | val_loss: 0.000574006 | Time: 1472.45 ms
[2020-12-17 23:34:39	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000553746 | val_loss: 0.000565073 | Time: 1461.09 ms
[2020-12-17 23:34:40	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000548517 | val_loss: 0.000567555 | Time: 1468.44 ms
[2020-12-17 23:34:42	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000549563 | val_loss: 0.000569257 | Time: 1459.42 ms
[2020-12-17 23:34:43	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000555346 | val_loss: 0.0005666 | Time: 1445.35 ms
[2020-12-17 23:34:45	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000550463 | val_loss: 0.00056783 | Time: 1468.01 ms
[2020-12-17 23:34:46	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000549441 | val_loss: 0.000565174 | Time: 1457.57 ms
[2020-12-17 23:34:48	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000548917 | val_loss: 0.000567203 | Time: 1466.67 ms
[2020-12-17 23:34:49	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000549692 | val_loss: 0.000566461 | Time: 1437.88 ms
[2020-12-17 23:34:51	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000548786 | val_loss: 0.000564421 | Time: 1419.89 ms
[2020-12-17 23:34:52	                main:581]	:	INFO	:	Epoch 931 | loss: 0.00054814 | val_loss: 0.000563624 | Time: 1427.36 ms
[2020-12-17 23:34:54	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000548247 | val_loss: 0.000570071 | Time: 1438.22 ms
[2020-12-17 23:34:55	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000552973 | val_loss: 0.000569451 | Time: 1464.15 ms
[2020-12-17 23:34:56	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000550666 | val_loss: 0.000592768 | Time: 1453.58 ms
[2020-12-17 23:34:58	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000587138 | val_loss: 0.000577137 | Time: 1451.5 ms
[2020-12-17 23:34:59	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000564336 | val_loss: 0.000567677 | Time: 1451.99 ms
[2020-12-17 23:35:01	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000548967 | val_loss: 0.000566207 | Time: 1437.33 ms
[2020-12-17 23:35:02	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000547183 | val_loss: 0.000563262 | Time: 1435.1 ms
[2020-12-17 23:35:04	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000546784 | val_loss: 0.000564696 | Time: 1436.27 ms
[2020-12-17 23:35:05	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0005468 | val_loss: 0.000565843 | Time: 1428.37 ms
[2020-12-17 23:35:06	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000548657 | val_loss: 0.000567829 | Time: 1434.88 ms
[2020-12-17 23:35:08	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000547531 | val_loss: 0.000564853 | Time: 1435.59 ms
[2020-12-17 23:35:09	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000548347 | val_loss: 0.000565654 | Time: 1447.98 ms
[2020-12-17 23:35:11	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000547233 | val_loss: 0.000565045 | Time: 1422.51 ms
[2020-12-17 23:35:12	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000549499 | val_loss: 0.000566501 | Time: 1430 ms
[2020-12-17 23:35:14	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000551223 | val_loss: 0.000566599 | Time: 1417.09 ms
[2020-12-17 23:35:15	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000550691 | val_loss: 0.000569692 | Time: 1451.89 ms
[2020-12-17 23:35:17	                main:581]	:	INFO	:	Epoch 948 | loss: 0.00054987 | val_loss: 0.000567351 | Time: 1437.53 ms
[2020-12-17 23:35:18	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000550549 | val_loss: 0.000568852 | Time: 1433.11 ms
[2020-12-17 23:35:19	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000549976 | val_loss: 0.000568685 | Time: 1416.59 ms
[2020-12-17 23:35:21	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000549494 | val_loss: 0.000567144 | Time: 1429.39 ms
[2020-12-17 23:35:22	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000549818 | val_loss: 0.000566636 | Time: 1440.35 ms
[2020-12-17 23:35:24	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000553275 | val_loss: 0.000573769 | Time: 1443.75 ms
[2020-12-17 23:35:25	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000549339 | val_loss: 0.000565408 | Time: 1426.16 ms
[2020-12-17 23:35:27	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000548595 | val_loss: 0.0005657 | Time: 1429.42 ms
[2020-12-17 23:35:28	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000548923 | val_loss: 0.000567572 | Time: 1434.41 ms
[2020-12-17 23:35:29	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000552618 | val_loss: 0.000570301 | Time: 1455.16 ms
[2020-12-17 23:35:31	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000551486 | val_loss: 0.000571836 | Time: 1461.11 ms
[2020-12-17 23:35:32	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000549218 | val_loss: 0.000566539 | Time: 1434.99 ms
[2020-12-17 23:35:34	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000547687 | val_loss: 0.000567876 | Time: 1459.01 ms
[2020-12-17 23:35:35	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000551123 | val_loss: 0.000573363 | Time: 1474.41 ms
[2020-12-17 23:35:37	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000552988 | val_loss: 0.000568042 | Time: 1495.65 ms
[2020-12-17 23:35:38	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000548638 | val_loss: 0.000566142 | Time: 1451.12 ms
[2020-12-17 23:35:40	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000549884 | val_loss: 0.000568699 | Time: 1476.96 ms
[2020-12-17 23:35:41	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000559221 | val_loss: 0.000582413 | Time: 1454.32 ms
[2020-12-17 23:35:43	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000549927 | val_loss: 0.000566341 | Time: 1461.11 ms
[2020-12-17 23:35:44	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000550835 | val_loss: 0.000566458 | Time: 1463.77 ms
[2020-12-17 23:35:46	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000548886 | val_loss: 0.000568027 | Time: 1469.07 ms
[2020-12-17 23:35:47	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000550121 | val_loss: 0.000565493 | Time: 1474.45 ms
[2020-12-17 23:35:48	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000547218 | val_loss: 0.000570293 | Time: 1468.26 ms
[2020-12-17 23:35:50	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000553073 | val_loss: 0.000568386 | Time: 1466.55 ms
[2020-12-17 23:35:51	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000553369 | val_loss: 0.000571975 | Time: 1452.48 ms
[2020-12-17 23:35:53	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000553716 | val_loss: 0.00057985 | Time: 1466.29 ms
[2020-12-17 23:35:54	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000551868 | val_loss: 0.000569608 | Time: 1463.01 ms
[2020-12-17 23:35:56	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000551175 | val_loss: 0.000565496 | Time: 1470.37 ms
[2020-12-17 23:35:57	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000548338 | val_loss: 0.000568296 | Time: 1440.62 ms
[2020-12-17 23:35:59	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000547782 | val_loss: 0.000565321 | Time: 1436.03 ms
[2020-12-17 23:36:00	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000552252 | val_loss: 0.00058175 | Time: 1431.85 ms
[2020-12-17 23:36:02	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000556644 | val_loss: 0.000568273 | Time: 1440.83 ms
[2020-12-17 23:36:03	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000549715 | val_loss: 0.000563632 | Time: 1434.16 ms
[2020-12-17 23:36:04	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000546569 | val_loss: 0.00056757 | Time: 1442.74 ms
[2020-12-17 23:36:06	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000548982 | val_loss: 0.000567498 | Time: 1417.99 ms
[2020-12-17 23:36:07	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000548877 | val_loss: 0.000569163 | Time: 1462.98 ms
[2020-12-17 23:36:09	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000549314 | val_loss: 0.000568073 | Time: 1424.99 ms
[2020-12-17 23:36:10	                main:581]	:	INFO	:	Epoch 985 | loss: 0.00054967 | val_loss: 0.000568214 | Time: 1438.63 ms
[2020-12-17 23:36:12	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000562297 | val_loss: 0.0005718 | Time: 1421.3 ms
[2020-12-17 23:36:13	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000556118 | val_loss: 0.000569791 | Time: 1447.79 ms
[2020-12-17 23:36:15	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000550211 | val_loss: 0.000566943 | Time: 1467.89 ms
[2020-12-17 23:36:16	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000548898 | val_loss: 0.000564496 | Time: 1450.01 ms
[2020-12-17 23:36:17	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000546786 | val_loss: 0.00056634 | Time: 1442.08 ms
[2020-12-17 23:36:19	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000547009 | val_loss: 0.000564948 | Time: 1440.74 ms
[2020-12-17 23:36:20	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000547976 | val_loss: 0.000566856 | Time: 1446.71 ms
[2020-12-17 23:36:22	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000549353 | val_loss: 0.000564206 | Time: 1474.57 ms
[2020-12-17 23:36:23	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000548222 | val_loss: 0.000571361 | Time: 1458.38 ms
[2020-12-17 23:36:25	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000564885 | val_loss: 0.00057712 | Time: 1466.88 ms
[2020-12-17 23:36:26	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000555288 | val_loss: 0.000570649 | Time: 1470.56 ms
[2020-12-17 23:36:28	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000552514 | val_loss: 0.000572309 | Time: 1455.92 ms
[2020-12-17 23:36:29	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000549214 | val_loss: 0.000564549 | Time: 1461.73 ms
[2020-12-17 23:36:31	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000547859 | val_loss: 0.000568855 | Time: 1473.29 ms
[2020-12-17 23:36:32	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000551359 | val_loss: 0.000568765 | Time: 1445.55 ms
[2020-12-17 23:36:33	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000549112 | val_loss: 0.000566545 | Time: 1458.33 ms
[2020-12-17 23:36:35	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000548488 | val_loss: 0.000567245 | Time: 1479.36 ms
[2020-12-17 23:36:36	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000548367 | val_loss: 0.000565502 | Time: 1463.71 ms
[2020-12-17 23:36:38	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.00055326 | val_loss: 0.000567205 | Time: 1471.49 ms
[2020-12-17 23:36:39	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000549873 | val_loss: 0.00056964 | Time: 1458.73 ms
[2020-12-17 23:36:41	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000548661 | val_loss: 0.00056463 | Time: 1446.97 ms
[2020-12-17 23:36:42	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000546784 | val_loss: 0.000563396 | Time: 1463.57 ms
[2020-12-17 23:36:44	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000545809 | val_loss: 0.000565353 | Time: 1467.26 ms
[2020-12-17 23:36:45	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000548245 | val_loss: 0.000570266 | Time: 1448.44 ms
[2020-12-17 23:36:47	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000548585 | val_loss: 0.000569095 | Time: 1459.54 ms
[2020-12-17 23:36:48	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000552916 | val_loss: 0.000572676 | Time: 1449.09 ms
[2020-12-17 23:36:50	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000552784 | val_loss: 0.000568462 | Time: 1446.66 ms
[2020-12-17 23:36:51	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.00055651 | val_loss: 0.00061628 | Time: 1474.03 ms
[2020-12-17 23:36:52	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000568709 | val_loss: 0.000575561 | Time: 1442.6 ms
[2020-12-17 23:36:54	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000553426 | val_loss: 0.000568772 | Time: 1438.16 ms
[2020-12-17 23:36:55	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000548423 | val_loss: 0.000563982 | Time: 1455.09 ms
[2020-12-17 23:36:57	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000547328 | val_loss: 0.000564465 | Time: 1441.71 ms
[2020-12-17 23:36:58	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000547805 | val_loss: 0.000563906 | Time: 1460.52 ms
[2020-12-17 23:37:00	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000547361 | val_loss: 0.000568076 | Time: 1446.1 ms
[2020-12-17 23:37:01	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000550026 | val_loss: 0.000567229 | Time: 1459.59 ms
[2020-12-17 23:37:03	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000547806 | val_loss: 0.000564739 | Time: 1468.41 ms
[2020-12-17 23:37:04	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.00054696 | val_loss: 0.000565457 | Time: 1456.65 ms
[2020-12-17 23:37:06	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000547596 | val_loss: 0.000567982 | Time: 1459.79 ms
[2020-12-17 23:37:07	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000550023 | val_loss: 0.000571288 | Time: 1461.68 ms
[2020-12-17 23:37:07	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000571288
[2020-12-17 23:37:07	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-17 23:37:07	                main:615]	:	INFO	:	Success, exiting..
23:37:07 (2150688): 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)