Task 3262835

Name EightBitModified-1605930787-28793-6_0
Workunit 1537185
Created 13 Dec 2020, 13:45:09 UTC
Sent 20 Dec 2020, 4:07:40 UTC
Report deadline 27 Dec 2020, 4:07:40 UTC
Received 20 Dec 2020, 17:38:48 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 25 min 15 sec
CPU time 25 min 12 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>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
         main:581]	:	INFO	:	Epoch 526 | loss: 0.000310795 | val_loss: 0.000329684 | Time: 1402.72 ms
[2020-12-20 11:51:04	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000312687 | val_loss: 0.000329771 | Time: 1463.18 ms
[2020-12-20 11:51:05	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000313732 | val_loss: 0.000329331 | Time: 1434.37 ms
[2020-12-20 11:51:06	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000309199 | val_loss: 0.000325762 | Time: 1426.71 ms
[2020-12-20 11:51:08	                main:581]	:	INFO	:	Epoch 530 | loss: 0.00031154 | val_loss: 0.000332008 | Time: 1442.95 ms
[2020-12-20 11:51:09	                main:581]	:	INFO	:	Epoch 531 | loss: 0.00031528 | val_loss: 0.000344119 | Time: 1450.46 ms
[2020-12-20 11:51:11	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000314513 | val_loss: 0.000330493 | Time: 1455.21 ms
[2020-12-20 11:51:12	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000311557 | val_loss: 0.000328792 | Time: 1451.7 ms
[2020-12-20 11:51:14	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000309566 | val_loss: 0.000328099 | Time: 1436.02 ms
[2020-12-20 11:51:15	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000310461 | val_loss: 0.000327372 | Time: 1436.6 ms
[2020-12-20 11:51:16	                main:581]	:	INFO	:	Epoch 536 | loss: 0.00030938 | val_loss: 0.000326606 | Time: 1445.09 ms
[2020-12-20 11:51:18	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00031257 | val_loss: 0.000331195 | Time: 1451.95 ms
[2020-12-20 11:51:19	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000311219 | val_loss: 0.000330578 | Time: 1438.53 ms
[2020-12-20 11:51:21	                main:581]	:	INFO	:	Epoch 539 | loss: 0.00031249 | val_loss: 0.000330762 | Time: 1424.65 ms
[2020-12-20 11:51:22	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000311334 | val_loss: 0.000328509 | Time: 1443.79 ms
[2020-12-20 11:51:24	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000310897 | val_loss: 0.000329975 | Time: 1423.52 ms
[2020-12-20 11:51:25	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000312413 | val_loss: 0.000331654 | Time: 1442.07 ms
[2020-12-20 11:51:27	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000311842 | val_loss: 0.000327989 | Time: 1450.11 ms
[2020-12-20 11:51:28	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000311483 | val_loss: 0.000331338 | Time: 1414.39 ms
[2020-12-20 11:51:29	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000313453 | val_loss: 0.000331395 | Time: 1431.77 ms
[2020-12-20 11:51:31	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000312831 | val_loss: 0.000329182 | Time: 1409.07 ms
[2020-12-20 11:51:32	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000308652 | val_loss: 0.000326181 | Time: 1434.31 ms
[2020-12-20 11:51:34	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000308802 | val_loss: 0.000326527 | Time: 1414.91 ms
[2020-12-20 11:51:35	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000310901 | val_loss: 0.000329874 | Time: 1424.57 ms
[2020-12-20 11:51:37	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000314054 | val_loss: 0.000339084 | Time: 1416.78 ms
[2020-12-20 11:51:38	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000318511 | val_loss: 0.00033083 | Time: 1428.83 ms
[2020-12-20 11:51:39	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000312052 | val_loss: 0.000329734 | Time: 1427.01 ms
[2020-12-20 11:51:41	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000311043 | val_loss: 0.00033001 | Time: 1439.08 ms
[2020-12-20 11:51:42	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000311636 | val_loss: 0.000329273 | Time: 1478.6 ms
[2020-12-20 11:51:44	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000310736 | val_loss: 0.000327374 | Time: 1434.76 ms
[2020-12-20 11:51:45	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000309648 | val_loss: 0.000329811 | Time: 1436.58 ms
[2020-12-20 11:51:47	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000316124 | val_loss: 0.000335834 | Time: 1452.9 ms
[2020-12-20 11:51:48	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000317454 | val_loss: 0.000331031 | Time: 1435.92 ms
[2020-12-20 11:51:49	                main:581]	:	INFO	:	Epoch 559 | loss: 0.00031048 | val_loss: 0.000329676 | Time: 1440.14 ms
[2020-12-20 11:51:51	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000308902 | val_loss: 0.000325706 | Time: 1421.83 ms
[2020-12-20 11:51:52	                main:581]	:	INFO	:	Epoch 561 | loss: 0.00030886 | val_loss: 0.000326072 | Time: 1437.26 ms
[2020-12-20 11:51:54	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000309363 | val_loss: 0.000330729 | Time: 1438.47 ms
[2020-12-20 11:51:55	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000312794 | val_loss: 0.000329961 | Time: 1440.09 ms
[2020-12-20 11:51:57	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000311783 | val_loss: 0.000330244 | Time: 1418.34 ms
[2020-12-20 11:51:58	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000313054 | val_loss: 0.000329975 | Time: 1445.85 ms
[2020-12-20 11:52:00	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00030995 | val_loss: 0.000326422 | Time: 1422.93 ms
[2020-12-20 11:52:01	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000308903 | val_loss: 0.000327355 | Time: 1442.55 ms
[2020-12-20 11:52:02	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000308698 | val_loss: 0.000328711 | Time: 1446.69 ms
[2020-12-20 11:52:04	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000315123 | val_loss: 0.000334684 | Time: 1447.61 ms
[2020-12-20 11:52:05	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000313056 | val_loss: 0.000333458 | Time: 1414.04 ms
[2020-12-20 11:52:07	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000313574 | val_loss: 0.000328412 | Time: 1442.73 ms
[2020-12-20 11:52:08	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000310579 | val_loss: 0.000326989 | Time: 1484.01 ms
[2020-12-20 11:52:10	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000310266 | val_loss: 0.000329727 | Time: 1475.58 ms
[2020-12-20 11:52:11	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000313291 | val_loss: 0.000326942 | Time: 1552.07 ms
[2020-12-20 11:52:13	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000309282 | val_loss: 0.000325967 | Time: 1464.42 ms
[2020-12-20 11:52:14	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000308642 | val_loss: 0.000325803 | Time: 1448.12 ms
[2020-12-20 11:52:16	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000311828 | val_loss: 0.000333628 | Time: 1444.45 ms
[2020-12-20 11:52:17	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000310866 | val_loss: 0.000326352 | Time: 1435.09 ms
[2020-12-20 11:52:18	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000310358 | val_loss: 0.000336976 | Time: 1437.9 ms
[2020-12-20 11:52:20	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00032427 | val_loss: 0.000337594 | Time: 1435.75 ms
[2020-12-20 11:52:21	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000551688 | val_loss: 0.00489298 | Time: 1434.15 ms
[2020-12-20 11:52:23	                main:581]	:	INFO	:	Epoch 582 | loss: 0.00273165 | val_loss: 0.00136156 | Time: 1441.97 ms
[2020-12-20 11:52:24	                main:581]	:	INFO	:	Epoch 583 | loss: 0.00140858 | val_loss: 0.000687978 | Time: 1419.95 ms
[2020-12-20 11:52:26	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000491675 | val_loss: 0.000385662 | Time: 1462.94 ms
[2020-12-20 11:52:27	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000337482 | val_loss: 0.000332436 | Time: 1473.58 ms
[2020-12-20 11:52:29	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000309748 | val_loss: 0.000322639 | Time: 1484.83 ms
[2020-12-20 11:52:30	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000304643 | val_loss: 0.000320631 | Time: 1477.38 ms
[2020-12-20 11:52:32	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000303749 | val_loss: 0.000320189 | Time: 1453.25 ms
[2020-12-20 11:52:33	                main:581]	:	INFO	:	Epoch 589 | loss: 0.00030393 | val_loss: 0.000320151 | Time: 1449.14 ms
[2020-12-20 11:52:34	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000303501 | val_loss: 0.000320004 | Time: 1451.27 ms
[2020-12-20 11:52:36	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000303352 | val_loss: 0.000319857 | Time: 1458.22 ms
[2020-12-20 11:52:37	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000303136 | val_loss: 0.000319969 | Time: 1454.49 ms
[2020-12-20 11:52:39	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000303039 | val_loss: 0.000320035 | Time: 1437.45 ms
[2020-12-20 11:52:40	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000302945 | val_loss: 0.000319646 | Time: 1435.97 ms
[2020-12-20 11:52:42	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000302992 | val_loss: 0.000319923 | Time: 1443.26 ms
[2020-12-20 11:52:43	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000303041 | val_loss: 0.000319776 | Time: 1462.55 ms
[2020-12-20 11:52:45	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000303142 | val_loss: 0.000319651 | Time: 1452.92 ms
[2020-12-20 11:52:46	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000303199 | val_loss: 0.000319798 | Time: 1455.13 ms
[2020-12-20 11:52:47	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000303106 | val_loss: 0.000319733 | Time: 1428.83 ms
[2020-12-20 11:52:49	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000302955 | val_loss: 0.000319569 | Time: 1455.32 ms
[2020-12-20 11:52:50	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000302948 | val_loss: 0.000319725 | Time: 1465.12 ms
[2020-12-20 11:52:52	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000302842 | val_loss: 0.000319333 | Time: 1456.49 ms
[2020-12-20 11:52:53	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000302866 | val_loss: 0.000319319 | Time: 1477.76 ms
[2020-12-20 11:52:55	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000302921 | val_loss: 0.000319323 | Time: 1466.54 ms
[2020-12-20 11:52:56	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000302865 | val_loss: 0.000319422 | Time: 1463.18 ms
[2020-12-20 11:52:58	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000302867 | val_loss: 0.000319788 | Time: 1477.6 ms
[2020-12-20 11:52:59	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000302902 | val_loss: 0.000319414 | Time: 1452.76 ms
[2020-12-20 11:53:01	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000302863 | val_loss: 0.000319967 | Time: 1425.09 ms
[2020-12-20 11:53:02	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000302967 | val_loss: 0.000320642 | Time: 1403.79 ms
[2020-12-20 11:53:03	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000303054 | val_loss: 0.000320132 | Time: 1433.14 ms
[2020-12-20 11:53:05	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000303023 | val_loss: 0.000319769 | Time: 1449.12 ms
[2020-12-20 11:53:06	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000303041 | val_loss: 0.000320258 | Time: 1458.96 ms
[2020-12-20 11:53:08	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000302831 | val_loss: 0.000319929 | Time: 1472.48 ms
[2020-12-20 11:53:09	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000302935 | val_loss: 0.000319751 | Time: 1453.43 ms
[2020-12-20 11:53:11	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000303188 | val_loss: 0.000319496 | Time: 1458.59 ms
[2020-12-20 11:53:12	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000302991 | val_loss: 0.000319852 | Time: 1455.5 ms
[2020-12-20 11:53:14	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000302854 | val_loss: 0.000319833 | Time: 1444.41 ms
[2020-12-20 11:53:15	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000302847 | val_loss: 0.000319643 | Time: 1435.74 ms
[2020-12-20 11:53:16	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000302891 | val_loss: 0.000319986 | Time: 1419.46 ms
[2020-12-20 11:53:18	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000302897 | val_loss: 0.000319847 | Time: 1395.38 ms
[2020-12-20 11:53:19	                main:581]	:	INFO	:	Epoch 621 | loss: 0.00030289 | val_loss: 0.00032003 | Time: 1397.73 ms
[2020-12-20 11:53:21	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000303166 | val_loss: 0.000319652 | Time: 1402.82 ms
[2020-12-20 11:53:22	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000302915 | val_loss: 0.000319867 | Time: 1436.72 ms
[2020-12-20 11:53:24	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000303002 | val_loss: 0.000319714 | Time: 1431.75 ms
[2020-12-20 11:53:25	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000302991 | val_loss: 0.000319636 | Time: 1437.31 ms
[2020-12-20 11:53:26	                main:581]	:	INFO	:	Epoch 626 | loss: 0.00030302 | val_loss: 0.000319627 | Time: 1429.52 ms
[2020-12-20 11:53:28	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000302931 | val_loss: 0.000319482 | Time: 1401 ms
[2020-12-20 11:53:29	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000302767 | val_loss: 0.000319531 | Time: 1404.7 ms
[2020-12-20 11:53:31	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000302785 | val_loss: 0.000319462 | Time: 1416.67 ms
[2020-12-20 11:53:32	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000302882 | val_loss: 0.000319474 | Time: 1445.17 ms
[2020-12-20 11:53:34	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00030298 | val_loss: 0.000319886 | Time: 1447.86 ms
[2020-12-20 11:53:35	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000302926 | val_loss: 0.000319746 | Time: 1458.96 ms
[2020-12-20 11:53:36	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000302888 | val_loss: 0.000319663 | Time: 1409.7 ms
[2020-12-20 11:53:38	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000302982 | val_loss: 0.000320624 | Time: 1409.74 ms
[2020-12-20 11:53:39	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000306779 | val_loss: 0.000324994 | Time: 1420.33 ms
[2020-12-20 11:53:41	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000304553 | val_loss: 0.000320236 | Time: 1428.66 ms
[2020-12-20 11:53:42	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000303136 | val_loss: 0.000320143 | Time: 1440.46 ms
[2020-12-20 11:53:44	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000302805 | val_loss: 0.000319974 | Time: 1411.09 ms
[2020-12-20 11:53:45	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000302916 | val_loss: 0.000320029 | Time: 1411.68 ms
[2020-12-20 11:53:46	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000305613 | val_loss: 0.000327532 | Time: 1444.08 ms
[2020-12-20 11:53:48	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000304789 | val_loss: 0.000320265 | Time: 1416.26 ms
[2020-12-20 11:53:49	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000304177 | val_loss: 0.000319554 | Time: 1448.96 ms
[2020-12-20 11:53:51	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000303399 | val_loss: 0.000320084 | Time: 1446.7 ms
[2020-12-20 11:53:52	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000303023 | val_loss: 0.000320394 | Time: 1435.53 ms
[2020-12-20 11:53:54	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000312745 | val_loss: 0.000321597 | Time: 1403.32 ms
[2020-12-20 11:53:55	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000305947 | val_loss: 0.000320207 | Time: 1452.5 ms
[2020-12-20 11:53:56	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000303786 | val_loss: 0.000319979 | Time: 1429.89 ms
[2020-12-20 11:53:58	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000303336 | val_loss: 0.000319961 | Time: 1421.31 ms
[2020-12-20 11:53:59	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000303296 | val_loss: 0.000320012 | Time: 1416.1 ms
[2020-12-20 11:54:01	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000302995 | val_loss: 0.000319921 | Time: 1409.17 ms
[2020-12-20 11:54:02	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000302899 | val_loss: 0.000319846 | Time: 1466.29 ms
[2020-12-20 11:54:04	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000303079 | val_loss: 0.000319739 | Time: 1473.86 ms
[2020-12-20 11:54:05	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000303071 | val_loss: 0.00032026 | Time: 1446.93 ms
[2020-12-20 11:54:06	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00030347 | val_loss: 0.000321479 | Time: 1448.05 ms
[2020-12-20 11:54:08	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000314154 | val_loss: 0.000324043 | Time: 1438.83 ms
[2020-12-20 11:54:09	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00030637 | val_loss: 0.000321817 | Time: 1464.84 ms
[2020-12-20 11:54:11	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00030374 | val_loss: 0.000319897 | Time: 1427.88 ms
[2020-12-20 11:54:12	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000303124 | val_loss: 0.000319771 | Time: 1448.12 ms
[2020-12-20 11:54:14	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000303129 | val_loss: 0.000320317 | Time: 1463.56 ms
[2020-12-20 11:54:15	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000303223 | val_loss: 0.000319828 | Time: 1434.86 ms
[2020-12-20 11:54:17	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000303304 | val_loss: 0.000320778 | Time: 1423.32 ms
[2020-12-20 11:54:18	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000303395 | val_loss: 0.000320158 | Time: 1428.24 ms
[2020-12-20 11:54:19	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000303903 | val_loss: 0.000321095 | Time: 1454.48 ms
[2020-12-20 11:54:21	                main:581]	:	INFO	:	Epoch 664 | loss: 0.00030698 | val_loss: 0.000327946 | Time: 1468.81 ms
[2020-12-20 11:54:22	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000307416 | val_loss: 0.000323878 | Time: 1455.16 ms
[2020-12-20 11:54:24	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000304379 | val_loss: 0.0003212 | Time: 1437.62 ms
[2020-12-20 11:54:25	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000306221 | val_loss: 0.000321945 | Time: 1460.82 ms
[2020-12-20 11:54:27	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000304294 | val_loss: 0.000320743 | Time: 1439.83 ms
[2020-12-20 11:54:28	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000305452 | val_loss: 0.000324774 | Time: 1454.38 ms
[2020-12-20 11:54:30	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000306634 | val_loss: 0.000323382 | Time: 1444.19 ms
[2020-12-20 11:54:31	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000305051 | val_loss: 0.000320765 | Time: 1430.66 ms
[2020-12-20 11:54:33	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000303626 | val_loss: 0.000321665 | Time: 1469.15 ms
[2020-12-20 11:54:34	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000311423 | val_loss: 0.000337396 | Time: 1449.9 ms
[2020-12-20 11:54:35	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000312429 | val_loss: 0.000325601 | Time: 1447.02 ms
[2020-12-20 11:54:37	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000307028 | val_loss: 0.000323305 | Time: 1427.56 ms
[2020-12-20 11:54:38	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000305853 | val_loss: 0.000321896 | Time: 1451.19 ms
[2020-12-20 11:54:40	                main:581]	:	INFO	:	Epoch 677 | loss: 0.00030467 | val_loss: 0.00032111 | Time: 1451.68 ms
[2020-12-20 11:54:41	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000303778 | val_loss: 0.000319941 | Time: 1446.23 ms
[2020-12-20 11:54:43	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000304602 | val_loss: 0.00032166 | Time: 1460.52 ms
[2020-12-20 11:54:44	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000304445 | val_loss: 0.000320427 | Time: 1451.67 ms
[2020-12-20 11:54:46	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000303432 | val_loss: 0.000319924 | Time: 1416.39 ms
[2020-12-20 11:54:47	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000306081 | val_loss: 0.000328588 | Time: 1464.24 ms
[2020-12-20 11:54:48	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000313284 | val_loss: 0.000324023 | Time: 1458.09 ms
[2020-12-20 11:54:50	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000307177 | val_loss: 0.000322333 | Time: 1467.85 ms
[2020-12-20 11:54:51	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000304658 | val_loss: 0.000321508 | Time: 1454.06 ms
[2020-12-20 11:54:53	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000304478 | val_loss: 0.000321523 | Time: 1457.86 ms
[2020-12-20 11:54:54	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000304214 | val_loss: 0.000320493 | Time: 1440.1 ms
[2020-12-20 11:54:56	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000304386 | val_loss: 0.000321453 | Time: 1445.91 ms
[2020-12-20 11:54:57	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000304415 | val_loss: 0.000321704 | Time: 1458.48 ms
[2020-12-20 11:54:59	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000307815 | val_loss: 0.000335462 | Time: 1447.66 ms
[2020-12-20 11:55:00	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000316133 | val_loss: 0.000329504 | Time: 1435.95 ms
[2020-12-20 11:55:02	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000308597 | val_loss: 0.000323996 | Time: 1432.85 ms
[2020-12-20 11:55:03	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000307003 | val_loss: 0.000323477 | Time: 1437.05 ms
[2020-12-20 11:55:04	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000305463 | val_loss: 0.000322028 | Time: 1466.58 ms
[2020-12-20 11:55:06	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000304232 | val_loss: 0.000321144 | Time: 1465.83 ms
[2020-12-20 11:55:07	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000304748 | val_loss: 0.000321432 | Time: 1478.2 ms
[2020-12-20 11:55:09	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000305547 | val_loss: 0.000325002 | Time: 1441.14 ms
[2020-12-20 11:55:10	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000308517 | val_loss: 0.000324274 | Time: 1465.3 ms
[2020-12-20 11:55:12	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000306364 | val_loss: 0.000322316 | Time: 1475.32 ms
[2020-12-20 11:55:13	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000304503 | val_loss: 0.000330361 | Time: 1486.96 ms
[2020-12-20 11:55:15	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000361835 | val_loss: 0.000528054 | Time: 1457.16 ms
[2020-12-20 11:55:16	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000418315 | val_loss: 0.000387321 | Time: 1486.05 ms
[2020-12-20 11:55:18	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000342229 | val_loss: 0.000346721 | Time: 1474.73 ms
[2020-12-20 11:55:19	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00032307 | val_loss: 0.000344169 | Time: 1459.89 ms
[2020-12-20 11:55:21	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000316493 | val_loss: 0.000336747 | Time: 1415.5 ms
[2020-12-20 11:55:22	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000315258 | val_loss: 0.000337211 | Time: 1438.72 ms
[2020-12-20 11:55:23	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000314823 | val_loss: 0.000337661 | Time: 1419.97 ms
[2020-12-20 11:55:25	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000314652 | val_loss: 0.000338836 | Time: 1471.67 ms
[2020-12-20 11:55:26	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000315115 | val_loss: 0.00033895 | Time: 1457.79 ms
[2020-12-20 11:55:28	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00031973 | val_loss: 0.000359002 | Time: 1456.21 ms
[2020-12-20 11:55:29	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000323675 | val_loss: 0.000339908 | Time: 1434.91 ms
[2020-12-20 11:55:31	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000315562 | val_loss: 0.000338412 | Time: 1424.19 ms
[2020-12-20 11:55:32	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000314384 | val_loss: 0.000339659 | Time: 1453.63 ms
[2020-12-20 11:55:34	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000314244 | val_loss: 0.000338388 | Time: 1465.66 ms
[2020-12-20 11:55:35	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000312917 | val_loss: 0.000338186 | Time: 1438 ms
[2020-12-20 11:55:36	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000312086 | val_loss: 0.000336929 | Time: 1449.35 ms
[2020-12-20 11:55:38	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000309698 | val_loss: 0.000337727 | Time: 1460.73 ms
[2020-12-20 11:55:39	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000311019 | val_loss: 0.000333028 | Time: 1462.35 ms
[2020-12-20 11:55:41	                main:581]	:	INFO	:	Epoch 719 | loss: 0.00030796 | val_loss: 0.000333188 | Time: 1434.29 ms
[2020-12-20 11:55:42	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000309319 | val_loss: 0.000333637 | Time: 1458.23 ms
[2020-12-20 11:55:44	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000309171 | val_loss: 0.000337202 | Time: 1488.64 ms
[2020-12-20 11:55:45	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000319047 | val_loss: 0.000337379 | Time: 1452.85 ms
[2020-12-20 11:55:47	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000311515 | val_loss: 0.000330581 | Time: 1479.38 ms
[2020-12-20 11:55:48	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000308351 | val_loss: 0.000331142 | Time: 1439.52 ms
[2020-12-20 11:55:50	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000307181 | val_loss: 0.000328894 | Time: 1454.43 ms
[2020-12-20 11:55:51	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000307362 | val_loss: 0.000331657 | Time: 1448.98 ms
[2020-12-20 11:55:52	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000310807 | val_loss: 0.000333509 | Time: 1444.7 ms
[2020-12-20 11:55:54	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000308819 | val_loss: 0.000334336 | Time: 1449.56 ms
[2020-12-20 11:55:55	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000309974 | val_loss: 0.000334563 | Time: 1458.46 ms
[2020-12-20 11:55:57	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000309119 | val_loss: 0.000331494 | Time: 1444.07 ms
[2020-12-20 11:55:58	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000307659 | val_loss: 0.000330159 | Time: 1435.05 ms
[2020-12-20 11:56:00	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000314145 | val_loss: 0.000336689 | Time: 1474.02 ms
[2020-12-20 11:56:01	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000311433 | val_loss: 0.000335632 | Time: 1477.84 ms
[2020-12-20 11:56:03	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00031054 | val_loss: 0.000332236 | Time: 1502.74 ms
[2020-12-20 11:56:04	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000307768 | val_loss: 0.000329335 | Time: 1517.81 ms
[2020-12-20 11:56:06	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000306795 | val_loss: 0.000329728 | Time: 1492.22 ms
[2020-12-20 11:56:07	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000311017 | val_loss: 0.00033728 | Time: 1461.55 ms
[2020-12-20 11:56:09	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000311716 | val_loss: 0.000333863 | Time: 1440.28 ms
[2020-12-20 11:56:10	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000308565 | val_loss: 0.000332737 | Time: 1465.63 ms
[2020-12-20 11:56:12	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000313996 | val_loss: 0.000338302 | Time: 1462.68 ms
[2020-12-20 11:56:13	                main:581]	:	INFO	:	Epoch 741 | loss: 0.00031325 | val_loss: 0.000329775 | Time: 1480.78 ms
[2020-12-20 11:56:14	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000307546 | val_loss: 0.000329303 | Time: 1471.85 ms
[2020-12-20 11:56:16	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000310808 | val_loss: 0.000333633 | Time: 1458.7 ms
[2020-12-20 11:56:17	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000310218 | val_loss: 0.000333344 | Time: 1450.64 ms
[2020-12-20 11:56:19	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000309742 | val_loss: 0.00033049 | Time: 1459.11 ms
[2020-12-20 11:56:20	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000308967 | val_loss: 0.000329484 | Time: 1468.81 ms
[2020-12-20 11:56:22	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000307493 | val_loss: 0.0003277 | Time: 1479.79 ms
[2020-12-20 11:56:23	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000307716 | val_loss: 0.000332258 | Time: 1450.78 ms
[2020-12-20 11:56:25	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000318991 | val_loss: 0.00033837 | Time: 1470.63 ms
[2020-12-20 11:56:26	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000313131 | val_loss: 0.000330616 | Time: 1464.7 ms
[2020-12-20 11:56:28	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000309327 | val_loss: 0.000328128 | Time: 1466.34 ms
[2020-12-20 11:56:29	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000307561 | val_loss: 0.000329355 | Time: 1448.38 ms
[2020-12-20 11:56:31	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000308499 | val_loss: 0.000333331 | Time: 1487.79 ms
[2020-12-20 11:56:32	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000318018 | val_loss: 0.000333023 | Time: 1496.55 ms
[2020-12-20 11:56:34	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000308907 | val_loss: 0.000331293 | Time: 1507.31 ms
[2020-12-20 11:56:35	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000310605 | val_loss: 0.000332285 | Time: 1458.51 ms
[2020-12-20 11:56:37	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000308959 | val_loss: 0.000329478 | Time: 1493.55 ms
[2020-12-20 11:56:38	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000307152 | val_loss: 0.000327879 | Time: 1498.93 ms
[2020-12-20 11:56:40	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000309083 | val_loss: 0.00033565 | Time: 1454.13 ms
[2020-12-20 11:56:41	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000318018 | val_loss: 0.000334195 | Time: 1476.29 ms
[2020-12-20 11:56:42	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000309887 | val_loss: 0.000330015 | Time: 1469.82 ms
[2020-12-20 11:56:44	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000308715 | val_loss: 0.000328294 | Time: 1499.84 ms
[2020-12-20 11:56:45	                main:581]	:	INFO	:	Epoch 763 | loss: 0.00030697 | val_loss: 0.000329527 | Time: 1471.27 ms
[2020-12-20 11:56:47	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000311099 | val_loss: 0.000330445 | Time: 1498.59 ms
[2020-12-20 11:56:48	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000309449 | val_loss: 0.000329516 | Time: 1476.42 ms
[2020-12-20 11:56:50	                main:581]	:	INFO	:	Epoch 766 | loss: 0.00030899 | val_loss: 0.000330569 | Time: 1476.95 ms
[2020-12-20 11:56:51	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000315775 | val_loss: 0.000339072 | Time: 1486.86 ms
[2020-12-20 11:56:53	                main:581]	:	INFO	:	Epoch 768 | loss: 0.00031256 | val_loss: 0.000333356 | Time: 1500.41 ms
[2020-12-20 11:56:54	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000309828 | val_loss: 0.000330004 | Time: 1493.99 ms
[2020-12-20 11:56:56	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000307423 | val_loss: 0.000329835 | Time: 1500.91 ms
[2020-12-20 11:56:57	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000308294 | val_loss: 0.000329875 | Time: 1474.12 ms
[2020-12-20 11:56:59	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000309469 | val_loss: 0.000332884 | Time: 1468.26 ms
[2020-12-20 11:57:00	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000316072 | val_loss: 0.000334502 | Time: 1497.77 ms
[2020-12-20 11:57:02	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000315748 | val_loss: 0.000330541 | Time: 1505.84 ms
[2020-12-20 11:57:03	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000309784 | val_loss: 0.000331031 | Time: 1466.72 ms
[2020-12-20 11:57:05	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000309448 | val_loss: 0.00032844 | Time: 1504.52 ms
[2020-12-20 11:57:06	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000307868 | val_loss: 0.000327956 | Time: 1470.37 ms
[2020-12-20 11:57:08	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000307157 | val_loss: 0.000328618 | Time: 1513.27 ms
[2020-12-20 11:57:09	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000311219 | val_loss: 0.000345878 | Time: 1471.21 ms
[2020-12-20 11:57:11	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000320417 | val_loss: 0.000333564 | Time: 1492.65 ms
[2020-12-20 11:57:12	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000310185 | val_loss: 0.000329674 | Time: 1440.47 ms
[2020-12-20 11:57:14	                main:581]	:	INFO	:	Epoch 782 | loss: 0.00030933 | val_loss: 0.000330058 | Time: 1478.19 ms
[2020-12-20 11:57:15	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000310035 | val_loss: 0.000331368 | Time: 1513.54 ms
[2020-12-20 11:57:17	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000311544 | val_loss: 0.000329467 | Time: 1465.32 ms
[2020-12-20 11:57:18	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000308932 | val_loss: 0.000328999 | Time: 1474.82 ms
[2020-12-20 11:57:20	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000307775 | val_loss: 0.000330631 | Time: 1500.23 ms
[2020-12-20 11:57:21	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000309228 | val_loss: 0.000331877 | Time: 1468.12 ms
[2020-12-20 11:57:23	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000313375 | val_loss: 0.000335332 | Time: 1461.68 ms
[2020-12-20 11:57:24	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000312019 | val_loss: 0.000331726 | Time: 1449.63 ms
[2020-12-20 11:57:25	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000311627 | val_loss: 0.000337839 | Time: 1440.53 ms
[2020-12-20 11:57:27	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000314097 | val_loss: 0.000334603 | Time: 1430.93 ms
[2020-12-20 11:57:28	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000309862 | val_loss: 0.000332099 | Time: 1464.41 ms
[2020-12-20 11:57:30	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000310578 | val_loss: 0.000331846 | Time: 1437.9 ms
[2020-12-20 11:57:31	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000312557 | val_loss: 0.000334264 | Time: 1450.64 ms
[2020-12-20 11:57:33	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000310002 | val_loss: 0.000329874 | Time: 1441 ms
[2020-12-20 11:57:34	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000308043 | val_loss: 0.000330825 | Time: 1427.78 ms
[2020-12-20 11:57:36	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000309806 | val_loss: 0.000333234 | Time: 1422.73 ms
[2020-12-20 11:57:37	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000314223 | val_loss: 0.00034223 | Time: 1423.28 ms
[2020-12-20 11:57:38	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000314584 | val_loss: 0.000331082 | Time: 1429.2 ms
[2020-12-20 11:57:40	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000309254 | val_loss: 0.000331941 | Time: 1415.24 ms
[2020-12-20 11:57:41	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000310756 | val_loss: 0.000330692 | Time: 1418.33 ms
[2020-12-20 11:57:43	                main:581]	:	INFO	:	Epoch 802 | loss: 0.00030831 | val_loss: 0.000329837 | Time: 1411.86 ms
[2020-12-20 11:57:44	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00031032 | val_loss: 0.000332532 | Time: 1467.26 ms
[2020-12-20 11:57:46	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000311764 | val_loss: 0.000332566 | Time: 1480.69 ms
[2020-12-20 11:57:47	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000308789 | val_loss: 0.000329655 | Time: 1464.06 ms
[2020-12-20 11:57:48	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000315191 | val_loss: 0.000338032 | Time: 1476.15 ms
[2020-12-20 11:57:50	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000314003 | val_loss: 0.000332824 | Time: 1432.8 ms
[2020-12-20 11:57:51	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00031032 | val_loss: 0.000330875 | Time: 1444.43 ms
[2020-12-20 11:57:53	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000310998 | val_loss: 0.000331921 | Time: 1454.8 ms
[2020-12-20 11:57:54	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000309514 | val_loss: 0.000329762 | Time: 1429.52 ms
[2020-12-20 11:57:56	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000310038 | val_loss: 0.000331671 | Time: 1457.66 ms
[2020-12-20 11:57:57	                main:581]	:	INFO	:	Epoch 812 | loss: 0.00030927 | val_loss: 0.000329368 | Time: 1461.43 ms
[2020-12-20 11:57:59	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000309776 | val_loss: 0.000331722 | Time: 1434.78 ms
[2020-12-20 11:58:00	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000313069 | val_loss: 0.000341627 | Time: 1430.17 ms
[2020-12-20 11:58:01	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000314032 | val_loss: 0.000331213 | Time: 1418.52 ms
[2020-12-20 11:58:03	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000309579 | val_loss: 0.000329897 | Time: 1432.2 ms
[2020-12-20 11:58:04	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000310271 | val_loss: 0.000330716 | Time: 1420.88 ms
[2020-12-20 11:58:06	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000309337 | val_loss: 0.000329344 | Time: 1457.85 ms
[2020-12-20 11:58:07	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000310856 | val_loss: 0.000337734 | Time: 1433.32 ms
[2020-12-20 11:58:09	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000315853 | val_loss: 0.000333368 | Time: 1443.25 ms
[2020-12-20 11:58:10	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000309765 | val_loss: 0.000328517 | Time: 1430.04 ms
[2020-12-20 11:58:11	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000308639 | val_loss: 0.000332039 | Time: 1427.29 ms
[2020-12-20 11:58:13	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00031708 | val_loss: 0.000334578 | Time: 1434.2 ms
[2020-12-20 11:58:14	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000313257 | val_loss: 0.000332354 | Time: 1446.61 ms
[2020-12-20 11:58:16	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000308933 | val_loss: 0.000332437 | Time: 1414.24 ms
[2020-12-20 11:58:17	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000309699 | val_loss: 0.00032952 | Time: 1431.5 ms
[2020-12-20 11:58:19	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000308701 | val_loss: 0.000332743 | Time: 1440.61 ms
[2020-12-20 11:58:20	                main:581]	:	INFO	:	Epoch 828 | loss: 0.00031011 | val_loss: 0.000328905 | Time: 1422.55 ms
[2020-12-20 11:58:21	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000307951 | val_loss: 0.00033032 | Time: 1396.98 ms
[2020-12-20 11:58:23	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000312166 | val_loss: 0.000330654 | Time: 1411.58 ms
[2020-12-20 11:58:24	                main:581]	:	INFO	:	Epoch 831 | loss: 0.00031022 | val_loss: 0.000330541 | Time: 1406.65 ms
[2020-12-20 11:58:26	                main:581]	:	INFO	:	Epoch 832 | loss: 0.00031124 | val_loss: 0.000340971 | Time: 1403.56 ms
[2020-12-20 11:58:27	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000315728 | val_loss: 0.000334499 | Time: 1404.39 ms
[2020-12-20 11:58:29	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000314865 | val_loss: 0.000332978 | Time: 1424.7 ms
[2020-12-20 11:58:30	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000308497 | val_loss: 0.000328259 | Time: 1418.54 ms
[2020-12-20 11:58:31	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000308048 | val_loss: 0.000330301 | Time: 1434.66 ms
[2020-12-20 11:58:33	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000312868 | val_loss: 0.000330886 | Time: 1459.2 ms
[2020-12-20 11:58:34	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000309528 | val_loss: 0.000328805 | Time: 1431.99 ms
[2020-12-20 11:58:36	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000309842 | val_loss: 0.000330895 | Time: 1409.32 ms
[2020-12-20 11:58:37	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000309192 | val_loss: 0.000332566 | Time: 1429.49 ms
[2020-12-20 11:58:39	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000312491 | val_loss: 0.000334607 | Time: 1458.47 ms
[2020-12-20 11:58:40	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000312659 | val_loss: 0.00033069 | Time: 1438.53 ms
[2020-12-20 11:58:41	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000308934 | val_loss: 0.000333605 | Time: 1421.9 ms
[2020-12-20 11:58:43	                main:581]	:	INFO	:	Epoch 844 | loss: 0.00031094 | val_loss: 0.000331733 | Time: 1431.13 ms
[2020-12-20 11:58:44	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000313127 | val_loss: 0.000332402 | Time: 1411.57 ms
[2020-12-20 11:58:46	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000310911 | val_loss: 0.000330416 | Time: 1421.6 ms
[2020-12-20 11:58:47	                main:581]	:	INFO	:	Epoch 847 | loss: 0.00031147 | val_loss: 0.00033192 | Time: 1411.57 ms
[2020-12-20 11:58:49	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000310129 | val_loss: 0.000331369 | Time: 1420.13 ms
[2020-12-20 11:58:50	                main:581]	:	INFO	:	Epoch 849 | loss: 0.00031354 | val_loss: 0.000335136 | Time: 1419 ms
[2020-12-20 11:58:51	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000312351 | val_loss: 0.000333408 | Time: 1414.4 ms
[2020-12-20 11:58:53	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000311594 | val_loss: 0.000334346 | Time: 1425.52 ms
[2020-12-20 11:58:54	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000310324 | val_loss: 0.000332184 | Time: 1440.77 ms
[2020-12-20 11:58:56	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000308877 | val_loss: 0.000331254 | Time: 1437.48 ms
[2020-12-20 11:58:57	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000310945 | val_loss: 0.00033122 | Time: 1425 ms
[2020-12-20 11:58:59	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000313167 | val_loss: 0.000336077 | Time: 1410.82 ms
[2020-12-20 11:59:00	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000309726 | val_loss: 0.000332612 | Time: 1425.22 ms
[2020-12-20 11:59:01	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000310631 | val_loss: 0.00033112 | Time: 1409.93 ms
[2020-12-20 11:59:03	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000310342 | val_loss: 0.00033302 | Time: 1476.64 ms
[2020-12-20 11:59:04	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000310927 | val_loss: 0.000338513 | Time: 1484.22 ms
[2020-12-20 11:59:06	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000316688 | val_loss: 0.0003347 | Time: 1454.59 ms
[2020-12-20 11:59:07	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000311462 | val_loss: 0.00033241 | Time: 1508.15 ms
[2020-12-20 11:59:09	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000309523 | val_loss: 0.000329447 | Time: 1506.83 ms
[2020-12-20 11:59:10	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000309412 | val_loss: 0.000330241 | Time: 1517.94 ms
[2020-12-20 11:59:12	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0003091 | val_loss: 0.000332355 | Time: 1506.34 ms
[2020-12-20 11:59:13	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000311449 | val_loss: 0.000331709 | Time: 1485.62 ms
[2020-12-20 11:59:15	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000314889 | val_loss: 0.000334056 | Time: 1536.92 ms
[2020-12-20 11:59:16	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000311837 | val_loss: 0.000333302 | Time: 1496.01 ms
[2020-12-20 11:59:18	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000311842 | val_loss: 0.000335175 | Time: 1474.26 ms
[2020-12-20 11:59:19	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000311997 | val_loss: 0.000332845 | Time: 1475.29 ms
[2020-12-20 11:59:21	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000311213 | val_loss: 0.000332179 | Time: 1462.71 ms
[2020-12-20 11:59:22	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000310105 | val_loss: 0.000331108 | Time: 1459.82 ms
[2020-12-20 11:59:24	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00031058 | val_loss: 0.000332885 | Time: 1459.41 ms
[2020-12-20 11:59:25	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000316455 | val_loss: 0.00033522 | Time: 1490.18 ms
[2020-12-20 11:59:27	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000311229 | val_loss: 0.000329369 | Time: 1462.34 ms
[2020-12-20 11:59:28	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000311318 | val_loss: 0.000334695 | Time: 1485.4 ms
[2020-12-20 11:59:30	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000310964 | val_loss: 0.000330314 | Time: 1465.93 ms
[2020-12-20 11:59:31	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000662711 | val_loss: 0.00088426 | Time: 1430.75 ms
[2020-12-20 11:59:32	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00158681 | val_loss: 0.00346685 | Time: 1436.91 ms
[2020-12-20 11:59:34	                main:581]	:	INFO	:	Epoch 879 | loss: 0.00210725 | val_loss: 0.00127241 | Time: 1440.81 ms
[2020-12-20 11:59:35	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000753957 | val_loss: 0.000488423 | Time: 1477.97 ms
[2020-12-20 11:59:37	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000409362 | val_loss: 0.000379911 | Time: 1459.72 ms
[2020-12-20 11:59:38	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000350825 | val_loss: 0.000355598 | Time: 1428.56 ms
[2020-12-20 11:59:40	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00033959 | val_loss: 0.000352043 | Time: 1447.89 ms
[2020-12-20 11:59:41	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000337146 | val_loss: 0.00035117 | Time: 1458.67 ms
[2020-12-20 11:59:43	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000336393 | val_loss: 0.000350473 | Time: 1437.18 ms
[2020-12-20 11:59:44	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000335871 | val_loss: 0.00034977 | Time: 1429.27 ms
[2020-12-20 11:59:45	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000335449 | val_loss: 0.000350342 | Time: 1455.32 ms
[2020-12-20 11:59:47	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000335227 | val_loss: 0.000350141 | Time: 1452.49 ms
[2020-12-20 11:59:48	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000334799 | val_loss: 0.000349407 | Time: 1459.27 ms
[2020-12-20 11:59:50	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000334348 | val_loss: 0.000348675 | Time: 1459.31 ms
[2020-12-20 11:59:51	                main:581]	:	INFO	:	Epoch 891 | loss: 0.00033396 | val_loss: 0.000348514 | Time: 1471.79 ms
[2020-12-20 11:59:53	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000334151 | val_loss: 0.000348267 | Time: 1462.4 ms
[2020-12-20 11:59:54	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000334062 | val_loss: 0.000348377 | Time: 1443.77 ms
[2020-12-20 11:59:56	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000333434 | val_loss: 0.000348199 | Time: 1445.05 ms
[2020-12-20 11:59:57	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00033386 | val_loss: 0.000348753 | Time: 1431.71 ms
[2020-12-20 11:59:59	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000333606 | val_loss: 0.000348835 | Time: 1462.42 ms
[2020-12-20 12:00:00	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000334352 | val_loss: 0.000346956 | Time: 1468.28 ms
[2020-12-20 12:00:01	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000332756 | val_loss: 0.000347192 | Time: 1433.69 ms
[2020-12-20 12:00:03	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000332495 | val_loss: 0.000345499 | Time: 1461.5 ms
[2020-12-20 12:00:04	                main:581]	:	INFO	:	Epoch 900 | loss: 0.00033191 | val_loss: 0.000345497 | Time: 1468.86 ms
[2020-12-20 12:00:06	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000332155 | val_loss: 0.000345377 | Time: 1478.79 ms
[2020-12-20 12:00:07	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000333885 | val_loss: 0.000349408 | Time: 1453.45 ms
[2020-12-20 12:00:09	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000333274 | val_loss: 0.000346111 | Time: 1465.26 ms
[2020-12-20 12:00:10	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000332223 | val_loss: 0.000345432 | Time: 1464.94 ms
[2020-12-20 12:00:12	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000332104 | val_loss: 0.000346165 | Time: 1493.73 ms
[2020-12-20 12:00:13	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000333696 | val_loss: 0.000345067 | Time: 1482.89 ms
[2020-12-20 12:00:15	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000332024 | val_loss: 0.0003454 | Time: 1452.71 ms
[2020-12-20 12:00:16	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000331583 | val_loss: 0.00034555 | Time: 1465.57 ms
[2020-12-20 12:00:18	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000332648 | val_loss: 0.000345853 | Time: 1462.31 ms
[2020-12-20 12:00:19	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000332127 | val_loss: 0.000347781 | Time: 1467 ms
[2020-12-20 12:00:21	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000345086 | val_loss: 0.000348733 | Time: 1454.81 ms
[2020-12-20 12:00:22	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000336904 | val_loss: 0.000346728 | Time: 1482.95 ms
[2020-12-20 12:00:23	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000331932 | val_loss: 0.000345332 | Time: 1454.24 ms
[2020-12-20 12:00:25	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000331192 | val_loss: 0.000344636 | Time: 1460.43 ms
[2020-12-20 12:00:26	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000331093 | val_loss: 0.000344792 | Time: 1505.07 ms
[2020-12-20 12:00:28	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000331388 | val_loss: 0.000348022 | Time: 1561.86 ms
[2020-12-20 12:00:29	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00034198 | val_loss: 0.000346779 | Time: 1478.47 ms
[2020-12-20 12:00:31	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000333954 | val_loss: 0.000346803 | Time: 1471.79 ms
[2020-12-20 12:00:32	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000331804 | val_loss: 0.000345197 | Time: 1466.45 ms
[2020-12-20 12:00:34	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000331555 | val_loss: 0.000345295 | Time: 1494.04 ms
[2020-12-20 12:00:35	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000331002 | val_loss: 0.000344854 | Time: 1483.81 ms
[2020-12-20 12:00:37	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000331358 | val_loss: 0.000345445 | Time: 1451.9 ms
[2020-12-20 12:00:38	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000332039 | val_loss: 0.000345389 | Time: 1467.36 ms
[2020-12-20 12:00:40	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000332286 | val_loss: 0.000344493 | Time: 1499.47 ms
[2020-12-20 12:00:41	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000331349 | val_loss: 0.000345345 | Time: 1512.9 ms
[2020-12-20 12:00:43	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000336678 | val_loss: 0.00034786 | Time: 1521.06 ms
[2020-12-20 12:00:44	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000332334 | val_loss: 0.000346984 | Time: 1483.6 ms
[2020-12-20 12:00:46	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000341147 | val_loss: 0.000349919 | Time: 1490.49 ms
[2020-12-20 12:00:47	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000334097 | val_loss: 0.000347895 | Time: 1471.5 ms
[2020-12-20 12:00:49	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000331622 | val_loss: 0.000345046 | Time: 1515.86 ms
[2020-12-20 12:00:50	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000331631 | val_loss: 0.000345268 | Time: 1481.78 ms
[2020-12-20 12:00:52	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000333791 | val_loss: 0.000345968 | Time: 1471.99 ms
[2020-12-20 12:00:53	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000333899 | val_loss: 0.000347079 | Time: 1524.21 ms
[2020-12-20 12:00:55	                main:581]	:	INFO	:	Epoch 934 | loss: 0.00033352 | val_loss: 0.000346991 | Time: 1474.97 ms
[2020-12-20 12:00:56	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000332763 | val_loss: 0.000349033 | Time: 1508.95 ms
[2020-12-20 12:00:58	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000335807 | val_loss: 0.000356966 | Time: 1452.73 ms
[2020-12-20 12:00:59	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000334948 | val_loss: 0.000346539 | Time: 1430.62 ms
[2020-12-20 12:01:01	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000337662 | val_loss: 0.000365271 | Time: 1375.67 ms
[2020-12-20 12:01:02	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000341453 | val_loss: 0.000347422 | Time: 1408.94 ms
[2020-12-20 12:01:03	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000332109 | val_loss: 0.000345123 | Time: 1400.91 ms
[2020-12-20 12:01:05	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000330955 | val_loss: 0.000345289 | Time: 1466.38 ms
[2020-12-20 12:01:06	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00033176 | val_loss: 0.000345157 | Time: 1433.48 ms
[2020-12-20 12:01:08	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000331573 | val_loss: 0.000344946 | Time: 1450.38 ms
[2020-12-20 12:01:09	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000332518 | val_loss: 0.00034698 | Time: 1423.35 ms
[2020-12-20 12:01:11	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000337664 | val_loss: 0.000364944 | Time: 1422.41 ms
[2020-12-20 12:01:12	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000344227 | val_loss: 0.000349237 | Time: 1493.46 ms
[2020-12-20 12:01:14	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000333174 | val_loss: 0.000346269 | Time: 1529.34 ms
[2020-12-20 12:01:15	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000333908 | val_loss: 0.000350882 | Time: 1485.76 ms
[2020-12-20 12:01:17	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000336193 | val_loss: 0.000346322 | Time: 1497.55 ms
[2020-12-20 12:01:18	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0003324 | val_loss: 0.000349285 | Time: 1496.82 ms
[2020-12-20 12:01:20	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000335728 | val_loss: 0.000347464 | Time: 1463.54 ms
[2020-12-20 12:01:21	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000332124 | val_loss: 0.000346449 | Time: 1473.36 ms
[2020-12-20 12:01:22	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000333573 | val_loss: 0.000346445 | Time: 1485.29 ms
[2020-12-20 12:01:24	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000332885 | val_loss: 0.000347705 | Time: 1493 ms
[2020-12-20 12:01:25	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00033511 | val_loss: 0.000357422 | Time: 1472.89 ms
[2020-12-20 12:01:27	                main:581]	:	INFO	:	Epoch 956 | loss: 0.00033692 | val_loss: 0.000347401 | Time: 1488.93 ms
[2020-12-20 12:01:28	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000332125 | val_loss: 0.000345777 | Time: 1490.13 ms
[2020-12-20 12:01:30	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000332037 | val_loss: 0.000347613 | Time: 1521.05 ms
[2020-12-20 12:01:31	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000331891 | val_loss: 0.000346148 | Time: 1464.23 ms
[2020-12-20 12:01:33	                main:581]	:	INFO	:	Epoch 960 | loss: 0.00033342 | val_loss: 0.000353265 | Time: 1453.4 ms
[2020-12-20 12:01:34	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000349628 | val_loss: 0.000355535 | Time: 1464.36 ms
[2020-12-20 12:01:36	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0003386 | val_loss: 0.000353244 | Time: 1465.54 ms
[2020-12-20 12:01:37	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000332904 | val_loss: 0.00034645 | Time: 1529.21 ms
[2020-12-20 12:01:39	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000331433 | val_loss: 0.000344925 | Time: 1496.58 ms
[2020-12-20 12:01:40	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000331928 | val_loss: 0.00034773 | Time: 1470.77 ms
[2020-12-20 12:01:42	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000333732 | val_loss: 0.000349057 | Time: 1455.52 ms
[2020-12-20 12:01:43	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000334015 | val_loss: 0.000346153 | Time: 1455.14 ms
[2020-12-20 12:01:45	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000331944 | val_loss: 0.000346494 | Time: 1471.63 ms
[2020-12-20 12:01:46	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000335911 | val_loss: 0.000367375 | Time: 1418.93 ms
[2020-12-20 12:01:48	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000351194 | val_loss: 0.000353624 | Time: 1468.32 ms
[2020-12-20 12:01:49	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000336354 | val_loss: 0.00034853 | Time: 1457.63 ms
[2020-12-20 12:01:50	                main:581]	:	INFO	:	Epoch 972 | loss: 0.00033402 | val_loss: 0.00034736 | Time: 1460.72 ms
[2020-12-20 12:01:52	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000332333 | val_loss: 0.00034628 | Time: 1444.51 ms
[2020-12-20 12:01:53	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000332186 | val_loss: 0.000346544 | Time: 1469.84 ms
[2020-12-20 12:01:55	                main:581]	:	INFO	:	Epoch 975 | loss: 0.00033388 | val_loss: 0.000351139 | Time: 1436.01 ms
[2020-12-20 12:01:56	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000336757 | val_loss: 0.000348591 | Time: 1421.92 ms
[2020-12-20 12:01:58	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000332819 | val_loss: 0.000345783 | Time: 1454.5 ms
[2020-12-20 12:01:59	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000331916 | val_loss: 0.000346216 | Time: 1467.55 ms
[2020-12-20 12:02:01	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000331488 | val_loss: 0.000346183 | Time: 1435.24 ms
[2020-12-20 12:02:02	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000333691 | val_loss: 0.00034891 | Time: 1440.56 ms
[2020-12-20 12:02:03	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000336433 | val_loss: 0.000352999 | Time: 1446.91 ms
[2020-12-20 12:02:05	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000335232 | val_loss: 0.000347731 | Time: 1454.14 ms
[2020-12-20 12:02:06	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00033366 | val_loss: 0.000346492 | Time: 1470.85 ms
[2020-12-20 12:02:08	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000333525 | val_loss: 0.000347559 | Time: 1467.79 ms
[2020-12-20 12:02:09	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000332757 | val_loss: 0.000347237 | Time: 1472.37 ms
[2020-12-20 12:02:11	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000337178 | val_loss: 0.000360731 | Time: 1492.16 ms
[2020-12-20 12:02:12	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000338811 | val_loss: 0.000351785 | Time: 1496.77 ms
[2020-12-20 12:02:14	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000334526 | val_loss: 0.000347453 | Time: 1447.46 ms
[2020-12-20 12:02:15	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000331794 | val_loss: 0.00034811 | Time: 1515.78 ms
[2020-12-20 12:02:17	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000333416 | val_loss: 0.000347035 | Time: 1860.1 ms
[2020-12-20 12:02:19	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000336559 | val_loss: 0.000352141 | Time: 1863.83 ms
[2020-12-20 12:02:21	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000335008 | val_loss: 0.000348281 | Time: 1866.04 ms
[2020-12-20 12:02:23	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000334444 | val_loss: 0.000346344 | Time: 1872.88 ms
[2020-12-20 12:02:25	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000333041 | val_loss: 0.000346985 | Time: 1873.34 ms
[2020-12-20 12:02:27	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000334162 | val_loss: 0.000350333 | Time: 1869.64 ms
[2020-12-20 12:02:28	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00035049 | val_loss: 0.000365486 | Time: 1873.44 ms
[2020-12-20 12:02:30	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000340843 | val_loss: 0.000352565 | Time: 1871.21 ms
[2020-12-20 12:02:32	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000334556 | val_loss: 0.000346617 | Time: 1871.89 ms
[2020-12-20 12:02:34	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000332418 | val_loss: 0.00034566 | Time: 1870.52 ms
[2020-12-20 12:02:36	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.00033223 | val_loss: 0.000348923 | Time: 1870.46 ms
[2020-12-20 12:02:38	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000343605 | val_loss: 0.000350076 | Time: 1871.7 ms
[2020-12-20 12:02:40	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000336748 | val_loss: 0.000346184 | Time: 1870.21 ms
[2020-12-20 12:02:41	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.00033303 | val_loss: 0.000347314 | Time: 1869.52 ms
[2020-12-20 12:02:43	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000332513 | val_loss: 0.000346822 | Time: 1866.88 ms
[2020-12-20 12:02:45	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000332779 | val_loss: 0.000345712 | Time: 1870.43 ms
[2020-12-20 12:02:47	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000333472 | val_loss: 0.000346856 | Time: 1879.01 ms
[2020-12-20 12:02:49	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000332042 | val_loss: 0.000347861 | Time: 1871.82 ms
[2020-12-20 12:02:51	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000333142 | val_loss: 0.000349305 | Time: 1870.91 ms
[2020-12-20 12:02:53	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.00033938 | val_loss: 0.000349732 | Time: 1870.26 ms
[2020-12-20 12:02:55	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000334185 | val_loss: 0.000347431 | Time: 1869.69 ms
[2020-12-20 12:02:56	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0003318 | val_loss: 0.000346773 | Time: 1869.41 ms
[2020-12-20 12:02:58	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000342084 | val_loss: 0.000355545 | Time: 1870.52 ms
[2020-12-20 12:03:00	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000336761 | val_loss: 0.000347533 | Time: 1869.06 ms
[2020-12-20 12:03:02	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000335009 | val_loss: 0.000350416 | Time: 1872.19 ms
[2020-12-20 12:03:04	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000334594 | val_loss: 0.000346484 | Time: 1868.61 ms
[2020-12-20 12:03:06	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000333429 | val_loss: 0.000347581 | Time: 1863.14 ms
[2020-12-20 12:03:08	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000333887 | val_loss: 0.000349618 | Time: 1864.4 ms
[2020-12-20 12:03:10	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000336491 | val_loss: 0.000354671 | Time: 1864.25 ms
[2020-12-20 12:03:11	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000336441 | val_loss: 0.000350297 | Time: 1863.27 ms
[2020-12-20 12:03:13	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000335497 | val_loss: 0.000358413 | Time: 1863.63 ms
[2020-12-20 12:03:15	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000339995 | val_loss: 0.00035124 | Time: 1867.47 ms
[2020-12-20 12:03:17	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000328161 | val_loss: 0.000329962 | Time: 1867.91 ms
[2020-12-20 12:03:19	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000309656 | val_loss: 0.000324937 | Time: 1875.55 ms
[2020-12-20 12:03:21	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000309147 | val_loss: 0.000324451 | Time: 1865.11 ms
[2020-12-20 12:03:21	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000324451
[2020-12-20 12:03:21	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-20 12:03:21	                main:615]	:	INFO	:	Success, exiting..
12:03:21 (1235198): 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)