Task 3245492

Name EightBitModified-1605455535-31454-5_0
Workunit 1523222
Created 12 Dec 2020, 6:22:31 UTC
Sent 13 Dec 2020, 6:45:29 UTC
Report deadline 20 Dec 2020, 6:45:29 UTC
Received 13 Dec 2020, 22:13:57 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4285
Run time 27 min 55 sec
CPU time 27 min 52 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,234.01 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 13.39 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
           main:581]	:	INFO	:	Epoch 518 | loss: 0.00611054 | val_loss: 0.00617385 | Time: 1640.05 ms
[2020-12-13 15:59:08	                main:581]	:	INFO	:	Epoch 519 | loss: 0.00610933 | val_loss: 0.00618369 | Time: 1632.12 ms
[2020-12-13 15:59:10	                main:581]	:	INFO	:	Epoch 520 | loss: 0.00610466 | val_loss: 0.0061792 | Time: 1644.59 ms
[2020-12-13 15:59:12	                main:581]	:	INFO	:	Epoch 521 | loss: 0.00609944 | val_loss: 0.00616835 | Time: 1638.94 ms
[2020-12-13 15:59:13	                main:581]	:	INFO	:	Epoch 522 | loss: 0.00610222 | val_loss: 0.00617485 | Time: 1637.44 ms
[2020-12-13 15:59:15	                main:581]	:	INFO	:	Epoch 523 | loss: 0.00611791 | val_loss: 0.00617145 | Time: 1639.38 ms
[2020-12-13 15:59:17	                main:581]	:	INFO	:	Epoch 524 | loss: 0.00610975 | val_loss: 0.00616703 | Time: 1634.09 ms
[2020-12-13 15:59:18	                main:581]	:	INFO	:	Epoch 525 | loss: 0.00610301 | val_loss: 0.00616592 | Time: 1635.31 ms
[2020-12-13 15:59:20	                main:581]	:	INFO	:	Epoch 526 | loss: 0.00610937 | val_loss: 0.00616959 | Time: 1647.43 ms
[2020-12-13 15:59:22	                main:581]	:	INFO	:	Epoch 527 | loss: 0.00610172 | val_loss: 0.00618274 | Time: 1647.45 ms
[2020-12-13 15:59:23	                main:581]	:	INFO	:	Epoch 528 | loss: 0.00610576 | val_loss: 0.00617429 | Time: 1643.17 ms
[2020-12-13 15:59:25	                main:581]	:	INFO	:	Epoch 529 | loss: 0.00609629 | val_loss: 0.00616756 | Time: 1639.61 ms
[2020-12-13 15:59:27	                main:581]	:	INFO	:	Epoch 530 | loss: 0.00610285 | val_loss: 0.00616686 | Time: 1643.16 ms
[2020-12-13 15:59:28	                main:581]	:	INFO	:	Epoch 531 | loss: 0.00609961 | val_loss: 0.00616739 | Time: 1638.46 ms
[2020-12-13 15:59:30	                main:581]	:	INFO	:	Epoch 532 | loss: 0.00610744 | val_loss: 0.00617 | Time: 1640.09 ms
[2020-12-13 15:59:31	                main:581]	:	INFO	:	Epoch 533 | loss: 0.00609982 | val_loss: 0.00617675 | Time: 1644.18 ms
[2020-12-13 15:59:33	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0061008 | val_loss: 0.00617226 | Time: 1645.8 ms
[2020-12-13 15:59:35	                main:581]	:	INFO	:	Epoch 535 | loss: 0.00610771 | val_loss: 0.00617802 | Time: 1642.38 ms
[2020-12-13 15:59:36	                main:581]	:	INFO	:	Epoch 536 | loss: 0.00610054 | val_loss: 0.00616446 | Time: 1642.61 ms
[2020-12-13 15:59:38	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00609662 | val_loss: 0.00618273 | Time: 1636.51 ms
[2020-12-13 15:59:40	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00616124 | val_loss: 0.00621359 | Time: 1646.94 ms
[2020-12-13 15:59:41	                main:581]	:	INFO	:	Epoch 539 | loss: 0.00612563 | val_loss: 0.00617882 | Time: 1635.7 ms
[2020-12-13 15:59:43	                main:581]	:	INFO	:	Epoch 540 | loss: 0.00610509 | val_loss: 0.00617776 | Time: 1643.3 ms
[2020-12-13 15:59:45	                main:581]	:	INFO	:	Epoch 541 | loss: 0.00610346 | val_loss: 0.00617417 | Time: 1633.06 ms
[2020-12-13 15:59:46	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00610155 | val_loss: 0.00617056 | Time: 1641.92 ms
[2020-12-13 15:59:48	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00609512 | val_loss: 0.00616361 | Time: 1641.08 ms
[2020-12-13 15:59:49	                main:581]	:	INFO	:	Epoch 544 | loss: 0.00609222 | val_loss: 0.00616161 | Time: 1636.26 ms
[2020-12-13 15:59:51	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0060931 | val_loss: 0.00618065 | Time: 1646.18 ms
[2020-12-13 15:59:53	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00611466 | val_loss: 0.00616679 | Time: 1650.92 ms
[2020-12-13 15:59:54	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00609466 | val_loss: 0.00616383 | Time: 1640.39 ms
[2020-12-13 15:59:56	                main:581]	:	INFO	:	Epoch 548 | loss: 0.00609261 | val_loss: 0.00616222 | Time: 1645.07 ms
[2020-12-13 15:59:58	                main:581]	:	INFO	:	Epoch 549 | loss: 0.00610338 | val_loss: 0.0061715 | Time: 1640.6 ms
[2020-12-13 15:59:59	                main:581]	:	INFO	:	Epoch 550 | loss: 0.00610268 | val_loss: 0.00617996 | Time: 1633.9 ms
[2020-12-13 16:00:01	                main:581]	:	INFO	:	Epoch 551 | loss: 0.00610646 | val_loss: 0.00617914 | Time: 1653.86 ms
[2020-12-13 16:00:03	                main:581]	:	INFO	:	Epoch 552 | loss: 0.00612354 | val_loss: 0.00618653 | Time: 1641.51 ms
[2020-12-13 16:00:04	                main:581]	:	INFO	:	Epoch 553 | loss: 0.00610781 | val_loss: 0.00617103 | Time: 1637.24 ms
[2020-12-13 16:00:06	                main:581]	:	INFO	:	Epoch 554 | loss: 0.00609063 | val_loss: 0.00616922 | Time: 1638.31 ms
[2020-12-13 16:00:08	                main:581]	:	INFO	:	Epoch 555 | loss: 0.00608893 | val_loss: 0.00615723 | Time: 1635.71 ms
[2020-12-13 16:00:09	                main:581]	:	INFO	:	Epoch 556 | loss: 0.00608634 | val_loss: 0.00615756 | Time: 1642.82 ms
[2020-12-13 16:00:11	                main:581]	:	INFO	:	Epoch 557 | loss: 0.00608752 | val_loss: 0.00616332 | Time: 1643.04 ms
[2020-12-13 16:00:12	                main:581]	:	INFO	:	Epoch 558 | loss: 0.00610095 | val_loss: 0.00616618 | Time: 1638.94 ms
[2020-12-13 16:00:14	                main:581]	:	INFO	:	Epoch 559 | loss: 0.00609488 | val_loss: 0.00616239 | Time: 1644.84 ms
[2020-12-13 16:00:16	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0060861 | val_loss: 0.00615243 | Time: 1641.28 ms
[2020-12-13 16:00:17	                main:581]	:	INFO	:	Epoch 561 | loss: 0.00608343 | val_loss: 0.00615693 | Time: 1643.42 ms
[2020-12-13 16:00:19	                main:581]	:	INFO	:	Epoch 562 | loss: 0.00608633 | val_loss: 0.00614939 | Time: 1640.05 ms
[2020-12-13 16:00:21	                main:581]	:	INFO	:	Epoch 563 | loss: 0.00608539 | val_loss: 0.00617092 | Time: 1637.39 ms
[2020-12-13 16:00:22	                main:581]	:	INFO	:	Epoch 564 | loss: 0.00609945 | val_loss: 0.00620289 | Time: 1637.85 ms
[2020-12-13 16:00:24	                main:581]	:	INFO	:	Epoch 565 | loss: 0.00610505 | val_loss: 0.00616374 | Time: 1634.63 ms
[2020-12-13 16:00:26	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00609406 | val_loss: 0.00614531 | Time: 1641.17 ms
[2020-12-13 16:00:27	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00607929 | val_loss: 0.00614273 | Time: 1644.63 ms
[2020-12-13 16:00:29	                main:581]	:	INFO	:	Epoch 568 | loss: 0.00607094 | val_loss: 0.00614277 | Time: 1645.42 ms
[2020-12-13 16:00:31	                main:581]	:	INFO	:	Epoch 569 | loss: 0.00606604 | val_loss: 0.00612768 | Time: 1637.36 ms
[2020-12-13 16:00:32	                main:581]	:	INFO	:	Epoch 570 | loss: 0.00605748 | val_loss: 0.00630344 | Time: 1637.45 ms
[2020-12-13 16:00:34	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00610548 | val_loss: 0.00614735 | Time: 1639.07 ms
[2020-12-13 16:00:35	                main:581]	:	INFO	:	Epoch 572 | loss: 0.00606211 | val_loss: 0.0061206 | Time: 1641.35 ms
[2020-12-13 16:00:37	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0060383 | val_loss: 0.00609365 | Time: 1639.52 ms
[2020-12-13 16:00:39	                main:581]	:	INFO	:	Epoch 574 | loss: 0.00601942 | val_loss: 0.00608173 | Time: 1641.15 ms
[2020-12-13 16:00:40	                main:581]	:	INFO	:	Epoch 575 | loss: 0.00600792 | val_loss: 0.00607494 | Time: 1638.47 ms
[2020-12-13 16:00:42	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00601077 | val_loss: 0.00607416 | Time: 1639.36 ms
[2020-12-13 16:00:44	                main:581]	:	INFO	:	Epoch 577 | loss: 0.00601696 | val_loss: 0.00608256 | Time: 1639.24 ms
[2020-12-13 16:00:45	                main:581]	:	INFO	:	Epoch 578 | loss: 0.00600674 | val_loss: 0.0061048 | Time: 1653.11 ms
[2020-12-13 16:00:47	                main:581]	:	INFO	:	Epoch 579 | loss: 0.00600763 | val_loss: 0.00605264 | Time: 1642.2 ms
[2020-12-13 16:00:49	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00599416 | val_loss: 0.00610078 | Time: 1639.03 ms
[2020-12-13 16:00:50	                main:581]	:	INFO	:	Epoch 581 | loss: 0.00603318 | val_loss: 0.00607703 | Time: 1634.88 ms
[2020-12-13 16:00:52	                main:581]	:	INFO	:	Epoch 582 | loss: 0.00598609 | val_loss: 0.00609799 | Time: 1644.44 ms
[2020-12-13 16:00:54	                main:581]	:	INFO	:	Epoch 583 | loss: 0.00592574 | val_loss: 0.00589388 | Time: 1639.28 ms
[2020-12-13 16:00:55	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0057635 | val_loss: 0.0058012 | Time: 1638.42 ms
[2020-12-13 16:00:57	                main:581]	:	INFO	:	Epoch 585 | loss: 0.00544021 | val_loss: 0.00717262 | Time: 1632.95 ms
[2020-12-13 16:00:58	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00531508 | val_loss: 0.00469164 | Time: 1638.03 ms
[2020-12-13 16:01:00	                main:581]	:	INFO	:	Epoch 587 | loss: 0.00457408 | val_loss: 0.00447204 | Time: 1655.28 ms
[2020-12-13 16:01:02	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00436075 | val_loss: 0.00434282 | Time: 1640.63 ms
[2020-12-13 16:01:03	                main:581]	:	INFO	:	Epoch 589 | loss: 0.00520906 | val_loss: 0.00517763 | Time: 1641.57 ms
[2020-12-13 16:01:05	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00461369 | val_loss: 0.00445623 | Time: 1644.45 ms
[2020-12-13 16:01:07	                main:581]	:	INFO	:	Epoch 591 | loss: 0.00433967 | val_loss: 0.00431333 | Time: 1639.3 ms
[2020-12-13 16:01:08	                main:581]	:	INFO	:	Epoch 592 | loss: 0.00422474 | val_loss: 0.00422 | Time: 1639.94 ms
[2020-12-13 16:01:10	                main:581]	:	INFO	:	Epoch 593 | loss: 0.00415576 | val_loss: 0.004162 | Time: 1638.11 ms
[2020-12-13 16:01:12	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00446608 | val_loss: 0.00481683 | Time: 1638.4 ms
[2020-12-13 16:01:13	                main:581]	:	INFO	:	Epoch 595 | loss: 0.00443083 | val_loss: 0.00428345 | Time: 1638.08 ms
[2020-12-13 16:01:15	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00416713 | val_loss: 0.00416669 | Time: 1638.64 ms
[2020-12-13 16:01:16	                main:581]	:	INFO	:	Epoch 597 | loss: 0.00410409 | val_loss: 0.00411934 | Time: 1635.26 ms
[2020-12-13 16:01:18	                main:581]	:	INFO	:	Epoch 598 | loss: 0.00407479 | val_loss: 0.0041173 | Time: 1646.83 ms
[2020-12-13 16:01:20	                main:581]	:	INFO	:	Epoch 599 | loss: 0.00493924 | val_loss: 0.00421504 | Time: 1645.54 ms
[2020-12-13 16:01:21	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0043046 | val_loss: 0.00422872 | Time: 1635.5 ms
[2020-12-13 16:01:23	                main:581]	:	INFO	:	Epoch 601 | loss: 0.00414555 | val_loss: 0.00413277 | Time: 1621.7 ms
[2020-12-13 16:01:25	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00408196 | val_loss: 0.00409703 | Time: 1618.17 ms
[2020-12-13 16:01:26	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00405267 | val_loss: 0.00407324 | Time: 1620.33 ms
[2020-12-13 16:01:28	                main:581]	:	INFO	:	Epoch 604 | loss: 0.00531344 | val_loss: 0.00567746 | Time: 1621.11 ms
[2020-12-13 16:01:30	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0106524 | val_loss: 0.0185225 | Time: 1621.4 ms
[2020-12-13 16:01:31	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0112869 | val_loss: 0.00799635 | Time: 1632.1 ms
[2020-12-13 16:01:33	                main:581]	:	INFO	:	Epoch 607 | loss: 0.00669851 | val_loss: 0.00569785 | Time: 1632.6 ms
[2020-12-13 16:01:34	                main:581]	:	INFO	:	Epoch 608 | loss: 0.00537417 | val_loss: 0.00525535 | Time: 1635.84 ms
[2020-12-13 16:01:36	                main:581]	:	INFO	:	Epoch 609 | loss: 0.00508267 | val_loss: 0.00504313 | Time: 1625.58 ms
[2020-12-13 16:01:38	                main:581]	:	INFO	:	Epoch 610 | loss: 0.00489487 | val_loss: 0.00498273 | Time: 1626.98 ms
[2020-12-13 16:01:39	                main:581]	:	INFO	:	Epoch 611 | loss: 0.00479653 | val_loss: 0.00460557 | Time: 1627.4 ms
[2020-12-13 16:01:41	                main:581]	:	INFO	:	Epoch 612 | loss: 0.00473406 | val_loss: 0.00455875 | Time: 1626.85 ms
[2020-12-13 16:01:43	                main:581]	:	INFO	:	Epoch 613 | loss: 0.00449266 | val_loss: 0.00470497 | Time: 1627.14 ms
[2020-12-13 16:01:44	                main:581]	:	INFO	:	Epoch 614 | loss: 0.00453434 | val_loss: 0.00447819 | Time: 1625.71 ms
[2020-12-13 16:01:46	                main:581]	:	INFO	:	Epoch 615 | loss: 0.00447229 | val_loss: 0.00439294 | Time: 1629.38 ms
[2020-12-13 16:01:47	                main:581]	:	INFO	:	Epoch 616 | loss: 0.00435163 | val_loss: 0.00438667 | Time: 1630.64 ms
[2020-12-13 16:01:49	                main:581]	:	INFO	:	Epoch 617 | loss: 0.00441692 | val_loss: 0.0042923 | Time: 1633.02 ms
[2020-12-13 16:01:51	                main:581]	:	INFO	:	Epoch 618 | loss: 0.00444806 | val_loss: 0.00432061 | Time: 1628.69 ms
[2020-12-13 16:01:52	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0041945 | val_loss: 0.00416151 | Time: 1622.42 ms
[2020-12-13 16:01:54	                main:581]	:	INFO	:	Epoch 620 | loss: 0.00411018 | val_loss: 0.00411971 | Time: 1619.14 ms
[2020-12-13 16:01:56	                main:581]	:	INFO	:	Epoch 621 | loss: 0.00407598 | val_loss: 0.00408913 | Time: 1617.93 ms
[2020-12-13 16:01:57	                main:581]	:	INFO	:	Epoch 622 | loss: 0.00446398 | val_loss: 0.00590531 | Time: 1622.81 ms
[2020-12-13 16:01:59	                main:581]	:	INFO	:	Epoch 623 | loss: 0.00464183 | val_loss: 0.00430409 | Time: 1617.92 ms
[2020-12-13 16:02:00	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0040829 | val_loss: 0.00396949 | Time: 1638.74 ms
[2020-12-13 16:02:02	                main:581]	:	INFO	:	Epoch 625 | loss: 0.00384067 | val_loss: 0.00377643 | Time: 1619.44 ms
[2020-12-13 16:02:04	                main:581]	:	INFO	:	Epoch 626 | loss: 0.00370334 | val_loss: 0.00371688 | Time: 1629.37 ms
[2020-12-13 16:02:05	                main:581]	:	INFO	:	Epoch 627 | loss: 0.00363567 | val_loss: 0.0036425 | Time: 1630.65 ms
[2020-12-13 16:02:07	                main:581]	:	INFO	:	Epoch 628 | loss: 0.00358326 | val_loss: 0.00360692 | Time: 1641.84 ms
[2020-12-13 16:02:09	                main:581]	:	INFO	:	Epoch 629 | loss: 0.00354963 | val_loss: 0.00358099 | Time: 1628.92 ms
[2020-12-13 16:02:10	                main:581]	:	INFO	:	Epoch 630 | loss: 0.00350311 | val_loss: 0.00351322 | Time: 1624.73 ms
[2020-12-13 16:02:12	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00369023 | val_loss: 0.00635569 | Time: 1627.57 ms
[2020-12-13 16:02:13	                main:581]	:	INFO	:	Epoch 632 | loss: 0.00410172 | val_loss: 0.0036795 | Time: 1627.19 ms
[2020-12-13 16:02:15	                main:581]	:	INFO	:	Epoch 633 | loss: 0.00350514 | val_loss: 0.00346204 | Time: 1623.6 ms
[2020-12-13 16:02:17	                main:581]	:	INFO	:	Epoch 634 | loss: 0.00334313 | val_loss: 0.00333466 | Time: 1630.12 ms
[2020-12-13 16:02:18	                main:581]	:	INFO	:	Epoch 635 | loss: 0.00327838 | val_loss: 0.00330081 | Time: 1627.8 ms
[2020-12-13 16:02:20	                main:581]	:	INFO	:	Epoch 636 | loss: 0.00325063 | val_loss: 0.00327554 | Time: 1633.18 ms
[2020-12-13 16:02:22	                main:581]	:	INFO	:	Epoch 637 | loss: 0.00323179 | val_loss: 0.00326021 | Time: 1626.8 ms
[2020-12-13 16:02:23	                main:581]	:	INFO	:	Epoch 638 | loss: 0.00321584 | val_loss: 0.00324434 | Time: 1624.99 ms
[2020-12-13 16:02:25	                main:581]	:	INFO	:	Epoch 639 | loss: 0.00320063 | val_loss: 0.00322656 | Time: 1626.49 ms
[2020-12-13 16:02:26	                main:581]	:	INFO	:	Epoch 640 | loss: 0.00379704 | val_loss: 0.00483025 | Time: 1630.5 ms
[2020-12-13 16:02:28	                main:581]	:	INFO	:	Epoch 641 | loss: 0.00360352 | val_loss: 0.0033505 | Time: 1626.29 ms
[2020-12-13 16:02:30	                main:581]	:	INFO	:	Epoch 642 | loss: 0.003284 | val_loss: 0.00328048 | Time: 1625.22 ms
[2020-12-13 16:02:31	                main:581]	:	INFO	:	Epoch 643 | loss: 0.00322543 | val_loss: 0.00324434 | Time: 1627.01 ms
[2020-12-13 16:02:33	                main:581]	:	INFO	:	Epoch 644 | loss: 0.00319991 | val_loss: 0.00322462 | Time: 1628.04 ms
[2020-12-13 16:02:35	                main:581]	:	INFO	:	Epoch 645 | loss: 0.00318505 | val_loss: 0.00321096 | Time: 1628.41 ms
[2020-12-13 16:02:36	                main:581]	:	INFO	:	Epoch 646 | loss: 0.00317385 | val_loss: 0.00320077 | Time: 1629.25 ms
[2020-12-13 16:02:38	                main:581]	:	INFO	:	Epoch 647 | loss: 0.00317914 | val_loss: 0.00321146 | Time: 1626.72 ms
[2020-12-13 16:02:40	                main:581]	:	INFO	:	Epoch 648 | loss: 0.00317279 | val_loss: 0.0031963 | Time: 1646.13 ms
[2020-12-13 16:02:41	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0031595 | val_loss: 0.00318636 | Time: 1638.59 ms
[2020-12-13 16:02:43	                main:581]	:	INFO	:	Epoch 650 | loss: 0.00332779 | val_loss: 0.00368656 | Time: 1638.84 ms
[2020-12-13 16:02:44	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00328642 | val_loss: 0.0031986 | Time: 1635.96 ms
[2020-12-13 16:02:46	                main:581]	:	INFO	:	Epoch 652 | loss: 0.00316902 | val_loss: 0.00319206 | Time: 1639.33 ms
[2020-12-13 16:02:48	                main:581]	:	INFO	:	Epoch 653 | loss: 0.00315179 | val_loss: 0.00317799 | Time: 1648.31 ms
[2020-12-13 16:02:49	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00314383 | val_loss: 0.00317251 | Time: 1625.39 ms
[2020-12-13 16:02:51	                main:581]	:	INFO	:	Epoch 655 | loss: 0.00316344 | val_loss: 0.00364659 | Time: 1629.55 ms
[2020-12-13 16:02:53	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00391784 | val_loss: 0.00333635 | Time: 1620.7 ms
[2020-12-13 16:02:54	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00328246 | val_loss: 0.0032414 | Time: 1621.86 ms
[2020-12-13 16:02:56	                main:581]	:	INFO	:	Epoch 658 | loss: 0.00319337 | val_loss: 0.00320648 | Time: 1619.7 ms
[2020-12-13 16:02:57	                main:581]	:	INFO	:	Epoch 659 | loss: 0.00316753 | val_loss: 0.00319549 | Time: 1622.54 ms
[2020-12-13 16:02:59	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00315576 | val_loss: 0.00318101 | Time: 1655.11 ms
[2020-12-13 16:03:01	                main:581]	:	INFO	:	Epoch 661 | loss: 0.00314632 | val_loss: 0.00317428 | Time: 1663.25 ms
[2020-12-13 16:03:02	                main:581]	:	INFO	:	Epoch 662 | loss: 0.00314014 | val_loss: 0.00316949 | Time: 1634.36 ms
[2020-12-13 16:03:04	                main:581]	:	INFO	:	Epoch 663 | loss: 0.00313483 | val_loss: 0.00316364 | Time: 1635.18 ms
[2020-12-13 16:03:06	                main:581]	:	INFO	:	Epoch 664 | loss: 0.00313234 | val_loss: 0.00316106 | Time: 1626.96 ms
[2020-12-13 16:03:07	                main:581]	:	INFO	:	Epoch 665 | loss: 0.00323924 | val_loss: 0.00355992 | Time: 1632.88 ms
[2020-12-13 16:03:09	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0032429 | val_loss: 0.0031982 | Time: 1635.54 ms
[2020-12-13 16:03:11	                main:581]	:	INFO	:	Epoch 667 | loss: 0.00314915 | val_loss: 0.00317288 | Time: 1632.47 ms
[2020-12-13 16:03:12	                main:581]	:	INFO	:	Epoch 668 | loss: 0.00313124 | val_loss: 0.00315784 | Time: 1634.87 ms
[2020-12-13 16:03:14	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0031272 | val_loss: 0.00317741 | Time: 1632.53 ms
[2020-12-13 16:03:15	                main:581]	:	INFO	:	Epoch 670 | loss: 0.00346838 | val_loss: 0.00318467 | Time: 1637.43 ms
[2020-12-13 16:03:17	                main:581]	:	INFO	:	Epoch 671 | loss: 0.00320587 | val_loss: 0.00318776 | Time: 1641.41 ms
[2020-12-13 16:03:19	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0031465 | val_loss: 0.00317194 | Time: 1639.89 ms
[2020-12-13 16:03:20	                main:581]	:	INFO	:	Epoch 673 | loss: 0.00313244 | val_loss: 0.00315923 | Time: 1632.37 ms
[2020-12-13 16:03:22	                main:581]	:	INFO	:	Epoch 674 | loss: 0.00312398 | val_loss: 0.00315102 | Time: 1634.65 ms
[2020-12-13 16:03:24	                main:581]	:	INFO	:	Epoch 675 | loss: 0.00311926 | val_loss: 0.00314533 | Time: 1633.91 ms
[2020-12-13 16:03:25	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00311559 | val_loss: 0.00314432 | Time: 1635.11 ms
[2020-12-13 16:03:27	                main:581]	:	INFO	:	Epoch 677 | loss: 0.00338801 | val_loss: 0.00552814 | Time: 1639.22 ms
[2020-12-13 16:03:29	                main:581]	:	INFO	:	Epoch 678 | loss: 0.00369011 | val_loss: 0.00331952 | Time: 1635.89 ms
[2020-12-13 16:03:30	                main:581]	:	INFO	:	Epoch 679 | loss: 0.00320871 | val_loss: 0.00319263 | Time: 1632.84 ms
[2020-12-13 16:03:32	                main:581]	:	INFO	:	Epoch 680 | loss: 0.00314948 | val_loss: 0.00316685 | Time: 1640.28 ms
[2020-12-13 16:03:33	                main:581]	:	INFO	:	Epoch 681 | loss: 0.00313231 | val_loss: 0.00315906 | Time: 1638.39 ms
[2020-12-13 16:03:35	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0031238 | val_loss: 0.0031513 | Time: 1628.06 ms
[2020-12-13 16:03:37	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00311867 | val_loss: 0.0031474 | Time: 1635.95 ms
[2020-12-13 16:03:38	                main:581]	:	INFO	:	Epoch 684 | loss: 0.00311349 | val_loss: 0.00314112 | Time: 1635.98 ms
[2020-12-13 16:03:40	                main:581]	:	INFO	:	Epoch 685 | loss: 0.00311024 | val_loss: 0.00313581 | Time: 1633.38 ms
[2020-12-13 16:03:42	                main:581]	:	INFO	:	Epoch 686 | loss: 0.00310698 | val_loss: 0.00313402 | Time: 1634.48 ms
[2020-12-13 16:03:43	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0031048 | val_loss: 0.00313222 | Time: 1636.96 ms
[2020-12-13 16:03:45	                main:581]	:	INFO	:	Epoch 688 | loss: 0.00310173 | val_loss: 0.00312779 | Time: 1635.69 ms
[2020-12-13 16:03:47	                main:581]	:	INFO	:	Epoch 689 | loss: 0.00310344 | val_loss: 0.00314934 | Time: 1629.11 ms
[2020-12-13 16:03:48	                main:581]	:	INFO	:	Epoch 690 | loss: 0.00355054 | val_loss: 0.00341892 | Time: 1632.95 ms
[2020-12-13 16:03:50	                main:581]	:	INFO	:	Epoch 691 | loss: 0.00321568 | val_loss: 0.00316917 | Time: 1634.38 ms
[2020-12-13 16:03:51	                main:581]	:	INFO	:	Epoch 692 | loss: 0.00313118 | val_loss: 0.00314542 | Time: 1633.27 ms
[2020-12-13 16:03:53	                main:581]	:	INFO	:	Epoch 693 | loss: 0.00311363 | val_loss: 0.00313637 | Time: 1635.7 ms
[2020-12-13 16:03:55	                main:581]	:	INFO	:	Epoch 694 | loss: 0.00310585 | val_loss: 0.00313417 | Time: 1635.59 ms
[2020-12-13 16:03:56	                main:581]	:	INFO	:	Epoch 695 | loss: 0.00310281 | val_loss: 0.00312918 | Time: 1638.3 ms
[2020-12-13 16:03:58	                main:581]	:	INFO	:	Epoch 696 | loss: 0.00310025 | val_loss: 0.00312832 | Time: 1643.86 ms
[2020-12-13 16:04:00	                main:581]	:	INFO	:	Epoch 697 | loss: 0.00309748 | val_loss: 0.00312454 | Time: 1639.82 ms
[2020-12-13 16:04:01	                main:581]	:	INFO	:	Epoch 698 | loss: 0.00309422 | val_loss: 0.00312395 | Time: 1638.3 ms
[2020-12-13 16:04:03	                main:581]	:	INFO	:	Epoch 699 | loss: 0.00320029 | val_loss: 0.00397819 | Time: 1635.69 ms
[2020-12-13 16:04:05	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0033658 | val_loss: 0.00318769 | Time: 1637.54 ms
[2020-12-13 16:04:06	                main:581]	:	INFO	:	Epoch 701 | loss: 0.00313847 | val_loss: 0.003144 | Time: 1633.93 ms
[2020-12-13 16:04:08	                main:581]	:	INFO	:	Epoch 702 | loss: 0.00310865 | val_loss: 0.00313141 | Time: 1631.93 ms
[2020-12-13 16:04:09	                main:581]	:	INFO	:	Epoch 703 | loss: 0.00310044 | val_loss: 0.00312526 | Time: 1638.56 ms
[2020-12-13 16:04:11	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00309699 | val_loss: 0.00312613 | Time: 1640.04 ms
[2020-12-13 16:04:13	                main:581]	:	INFO	:	Epoch 705 | loss: 0.00309626 | val_loss: 0.00312504 | Time: 1641.72 ms
[2020-12-13 16:04:14	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0030934 | val_loss: 0.00312187 | Time: 1632.44 ms
[2020-12-13 16:04:16	                main:581]	:	INFO	:	Epoch 707 | loss: 0.00311942 | val_loss: 0.00342852 | Time: 1633.23 ms
[2020-12-13 16:04:18	                main:581]	:	INFO	:	Epoch 708 | loss: 0.00345479 | val_loss: 0.00327907 | Time: 1631.24 ms
[2020-12-13 16:04:19	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00315302 | val_loss: 0.0031552 | Time: 1641.14 ms
[2020-12-13 16:04:21	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00311184 | val_loss: 0.0031277 | Time: 1635 ms
[2020-12-13 16:04:23	                main:581]	:	INFO	:	Epoch 711 | loss: 0.00309974 | val_loss: 0.00312454 | Time: 1637.47 ms
[2020-12-13 16:04:24	                main:581]	:	INFO	:	Epoch 712 | loss: 0.00309453 | val_loss: 0.00312207 | Time: 1634.01 ms
[2020-12-13 16:04:26	                main:581]	:	INFO	:	Epoch 713 | loss: 0.00309185 | val_loss: 0.00312246 | Time: 1642.34 ms
[2020-12-13 16:04:27	                main:581]	:	INFO	:	Epoch 714 | loss: 0.00308818 | val_loss: 0.00312012 | Time: 1627.71 ms
[2020-12-13 16:04:29	                main:581]	:	INFO	:	Epoch 715 | loss: 0.00308896 | val_loss: 0.00312989 | Time: 1632 ms
[2020-12-13 16:04:31	                main:581]	:	INFO	:	Epoch 716 | loss: 0.00324414 | val_loss: 0.00324064 | Time: 1640.37 ms
[2020-12-13 16:04:32	                main:581]	:	INFO	:	Epoch 717 | loss: 0.00313188 | val_loss: 0.00313954 | Time: 1637.16 ms
[2020-12-13 16:04:34	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00309779 | val_loss: 0.00311727 | Time: 1634.82 ms
[2020-12-13 16:04:36	                main:581]	:	INFO	:	Epoch 719 | loss: 0.00308674 | val_loss: 0.00311314 | Time: 1629.49 ms
[2020-12-13 16:04:37	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0031133 | val_loss: 0.00351536 | Time: 1633.47 ms
[2020-12-13 16:04:39	                main:581]	:	INFO	:	Epoch 721 | loss: 0.00356773 | val_loss: 0.00318323 | Time: 1631.92 ms
[2020-12-13 16:04:41	                main:581]	:	INFO	:	Epoch 722 | loss: 0.00316189 | val_loss: 0.00314452 | Time: 1633.21 ms
[2020-12-13 16:04:42	                main:581]	:	INFO	:	Epoch 723 | loss: 0.00311123 | val_loss: 0.00312784 | Time: 1644.95 ms
[2020-12-13 16:04:44	                main:581]	:	INFO	:	Epoch 724 | loss: 0.00309705 | val_loss: 0.00312302 | Time: 1635.32 ms
[2020-12-13 16:04:45	                main:581]	:	INFO	:	Epoch 725 | loss: 0.00309327 | val_loss: 0.00312143 | Time: 1633.94 ms
[2020-12-13 16:04:47	                main:581]	:	INFO	:	Epoch 726 | loss: 0.00308957 | val_loss: 0.00311539 | Time: 1635.73 ms
[2020-12-13 16:04:49	                main:581]	:	INFO	:	Epoch 727 | loss: 0.00308539 | val_loss: 0.00311646 | Time: 1646.9 ms
[2020-12-13 16:04:50	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00308555 | val_loss: 0.00311491 | Time: 1648 ms
[2020-12-13 16:04:52	                main:581]	:	INFO	:	Epoch 729 | loss: 0.00308725 | val_loss: 0.00311805 | Time: 1647.81 ms
[2020-12-13 16:04:54	                main:581]	:	INFO	:	Epoch 730 | loss: 0.00318694 | val_loss: 0.00351123 | Time: 1644.15 ms
[2020-12-13 16:04:55	                main:581]	:	INFO	:	Epoch 731 | loss: 0.00321123 | val_loss: 0.00316243 | Time: 1636.99 ms
[2020-12-13 16:04:57	                main:581]	:	INFO	:	Epoch 732 | loss: 0.00310275 | val_loss: 0.00311568 | Time: 1636.51 ms
[2020-12-13 16:04:59	                main:581]	:	INFO	:	Epoch 733 | loss: 0.00308463 | val_loss: 0.00310976 | Time: 1637.39 ms
[2020-12-13 16:05:00	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00308243 | val_loss: 0.0031091 | Time: 1649.45 ms
[2020-12-13 16:05:02	                main:581]	:	INFO	:	Epoch 735 | loss: 0.00308114 | val_loss: 0.00312377 | Time: 1640.83 ms
[2020-12-13 16:05:04	                main:581]	:	INFO	:	Epoch 736 | loss: 0.00347338 | val_loss: 0.00340669 | Time: 1646.89 ms
[2020-12-13 16:05:05	                main:581]	:	INFO	:	Epoch 737 | loss: 0.00318987 | val_loss: 0.00314171 | Time: 1645.71 ms
[2020-12-13 16:05:07	                main:581]	:	INFO	:	Epoch 738 | loss: 0.00310938 | val_loss: 0.00312216 | Time: 1638.73 ms
[2020-12-13 16:05:08	                main:581]	:	INFO	:	Epoch 739 | loss: 0.00309117 | val_loss: 0.0031175 | Time: 1658.72 ms
[2020-12-13 16:05:10	                main:581]	:	INFO	:	Epoch 740 | loss: 0.00308808 | val_loss: 0.00311129 | Time: 1642.36 ms
[2020-12-13 16:05:12	                main:581]	:	INFO	:	Epoch 741 | loss: 0.00308326 | val_loss: 0.00311119 | Time: 1641.46 ms
[2020-12-13 16:05:13	                main:581]	:	INFO	:	Epoch 742 | loss: 0.00307974 | val_loss: 0.0031049 | Time: 1642.73 ms
[2020-12-13 16:05:15	                main:581]	:	INFO	:	Epoch 743 | loss: 0.00307563 | val_loss: 0.00310345 | Time: 1647.47 ms
[2020-12-13 16:05:17	                main:581]	:	INFO	:	Epoch 744 | loss: 0.00307524 | val_loss: 0.00312153 | Time: 1641.72 ms
[2020-12-13 16:05:18	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0032118 | val_loss: 0.00321614 | Time: 1635.61 ms
[2020-12-13 16:05:20	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00310804 | val_loss: 0.00310664 | Time: 1637.09 ms
[2020-12-13 16:05:22	                main:581]	:	INFO	:	Epoch 747 | loss: 0.00308091 | val_loss: 0.0031077 | Time: 1637.98 ms
[2020-12-13 16:05:23	                main:581]	:	INFO	:	Epoch 748 | loss: 0.00307687 | val_loss: 0.00310784 | Time: 1643.44 ms
[2020-12-13 16:05:25	                main:581]	:	INFO	:	Epoch 749 | loss: 0.00341961 | val_loss: 0.00341181 | Time: 1648.22 ms
[2020-12-13 16:05:27	                main:581]	:	INFO	:	Epoch 750 | loss: 0.00333297 | val_loss: 0.003214 | Time: 1645.15 ms
[2020-12-13 16:05:28	                main:581]	:	INFO	:	Epoch 751 | loss: 0.00312892 | val_loss: 0.0031373 | Time: 1637.76 ms
[2020-12-13 16:05:30	                main:581]	:	INFO	:	Epoch 752 | loss: 0.00309678 | val_loss: 0.00312244 | Time: 1643.57 ms
[2020-12-13 16:05:31	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00308928 | val_loss: 0.0031156 | Time: 1639.92 ms
[2020-12-13 16:05:33	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0030825 | val_loss: 0.00310805 | Time: 1638.05 ms
[2020-12-13 16:05:35	                main:581]	:	INFO	:	Epoch 755 | loss: 0.00308161 | val_loss: 0.00310862 | Time: 1645.46 ms
[2020-12-13 16:05:36	                main:581]	:	INFO	:	Epoch 756 | loss: 0.00307462 | val_loss: 0.00309994 | Time: 1637.54 ms
[2020-12-13 16:05:38	                main:581]	:	INFO	:	Epoch 757 | loss: 0.00307351 | val_loss: 0.0031006 | Time: 1631.65 ms
[2020-12-13 16:05:40	                main:581]	:	INFO	:	Epoch 758 | loss: 0.00307103 | val_loss: 0.00310377 | Time: 1637.36 ms
[2020-12-13 16:05:41	                main:581]	:	INFO	:	Epoch 759 | loss: 0.00310755 | val_loss: 0.00339834 | Time: 1632.82 ms
[2020-12-13 16:05:43	                main:581]	:	INFO	:	Epoch 760 | loss: 0.00326165 | val_loss: 0.00313969 | Time: 1634.71 ms
[2020-12-13 16:05:45	                main:581]	:	INFO	:	Epoch 761 | loss: 0.00309579 | val_loss: 0.00311476 | Time: 1632.14 ms
[2020-12-13 16:05:46	                main:581]	:	INFO	:	Epoch 762 | loss: 0.00307629 | val_loss: 0.00310031 | Time: 1622.99 ms
[2020-12-13 16:05:48	                main:581]	:	INFO	:	Epoch 763 | loss: 0.00307093 | val_loss: 0.00309972 | Time: 1621.66 ms
[2020-12-13 16:05:49	                main:581]	:	INFO	:	Epoch 764 | loss: 0.00306907 | val_loss: 0.0030993 | Time: 1630.72 ms
[2020-12-13 16:05:51	                main:581]	:	INFO	:	Epoch 765 | loss: 0.00343437 | val_loss: 0.00335677 | Time: 1638.95 ms
[2020-12-13 16:05:53	                main:581]	:	INFO	:	Epoch 766 | loss: 0.00335198 | val_loss: 0.00318612 | Time: 1620.8 ms
[2020-12-13 16:05:54	                main:581]	:	INFO	:	Epoch 767 | loss: 0.00314526 | val_loss: 0.00314004 | Time: 1631.21 ms
[2020-12-13 16:05:56	                main:581]	:	INFO	:	Epoch 768 | loss: 0.00310388 | val_loss: 0.00312559 | Time: 1636.88 ms
[2020-12-13 16:05:58	                main:581]	:	INFO	:	Epoch 769 | loss: 0.00309091 | val_loss: 0.00311411 | Time: 1628.99 ms
[2020-12-13 16:05:59	                main:581]	:	INFO	:	Epoch 770 | loss: 0.00308283 | val_loss: 0.00311045 | Time: 1626.23 ms
[2020-12-13 16:06:01	                main:581]	:	INFO	:	Epoch 771 | loss: 0.00307598 | val_loss: 0.00310585 | Time: 1640.27 ms
[2020-12-13 16:06:02	                main:581]	:	INFO	:	Epoch 772 | loss: 0.00307422 | val_loss: 0.00310582 | Time: 1623.04 ms
[2020-12-13 16:06:04	                main:581]	:	INFO	:	Epoch 773 | loss: 0.00307063 | val_loss: 0.00309628 | Time: 1619.46 ms
[2020-12-13 16:06:06	                main:581]	:	INFO	:	Epoch 774 | loss: 0.00306982 | val_loss: 0.00309626 | Time: 1623.23 ms
[2020-12-13 16:06:07	                main:581]	:	INFO	:	Epoch 775 | loss: 0.00307764 | val_loss: 0.00314908 | Time: 1624.07 ms
[2020-12-13 16:06:09	                main:581]	:	INFO	:	Epoch 776 | loss: 0.00320656 | val_loss: 0.00318401 | Time: 1618.23 ms
[2020-12-13 16:06:11	                main:581]	:	INFO	:	Epoch 777 | loss: 0.00309883 | val_loss: 0.00310549 | Time: 1623.81 ms
[2020-12-13 16:06:12	                main:581]	:	INFO	:	Epoch 778 | loss: 0.00307104 | val_loss: 0.00309979 | Time: 1641.65 ms
[2020-12-13 16:06:14	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0030663 | val_loss: 0.00309608 | Time: 1631.86 ms
[2020-12-13 16:06:15	                main:581]	:	INFO	:	Epoch 780 | loss: 0.00307429 | val_loss: 0.00321895 | Time: 1622.7 ms
[2020-12-13 16:06:17	                main:581]	:	INFO	:	Epoch 781 | loss: 0.00345704 | val_loss: 0.00323769 | Time: 1619.92 ms
[2020-12-13 16:06:19	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0031512 | val_loss: 0.00313279 | Time: 1620.06 ms
[2020-12-13 16:06:20	                main:581]	:	INFO	:	Epoch 783 | loss: 0.00309234 | val_loss: 0.00311579 | Time: 1619.77 ms
[2020-12-13 16:06:22	                main:581]	:	INFO	:	Epoch 784 | loss: 0.00307871 | val_loss: 0.00310421 | Time: 1621.09 ms
[2020-12-13 16:06:24	                main:581]	:	INFO	:	Epoch 785 | loss: 0.00307038 | val_loss: 0.00309727 | Time: 1623.18 ms
[2020-12-13 16:06:25	                main:581]	:	INFO	:	Epoch 786 | loss: 0.00306572 | val_loss: 0.00309732 | Time: 1626.32 ms
[2020-12-13 16:06:27	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0030672 | val_loss: 0.00309134 | Time: 1629.31 ms
[2020-12-13 16:06:28	                main:581]	:	INFO	:	Epoch 788 | loss: 0.00306762 | val_loss: 0.00309604 | Time: 1625.85 ms
[2020-12-13 16:06:30	                main:581]	:	INFO	:	Epoch 789 | loss: 0.00306463 | val_loss: 0.0030962 | Time: 1624.56 ms
[2020-12-13 16:06:32	                main:581]	:	INFO	:	Epoch 790 | loss: 0.00349028 | val_loss: 0.00329999 | Time: 1619.72 ms
[2020-12-13 16:06:33	                main:581]	:	INFO	:	Epoch 791 | loss: 0.00324134 | val_loss: 0.0031477 | Time: 1620.91 ms
[2020-12-13 16:06:35	                main:581]	:	INFO	:	Epoch 792 | loss: 0.00311014 | val_loss: 0.0031131 | Time: 1622.05 ms
[2020-12-13 16:06:37	                main:581]	:	INFO	:	Epoch 793 | loss: 0.00308376 | val_loss: 0.00310919 | Time: 1629.53 ms
[2020-12-13 16:06:38	                main:581]	:	INFO	:	Epoch 794 | loss: 0.00307662 | val_loss: 0.00310656 | Time: 1628.63 ms
[2020-12-13 16:06:40	                main:581]	:	INFO	:	Epoch 795 | loss: 0.00307037 | val_loss: 0.00309781 | Time: 1622.42 ms
[2020-12-13 16:06:41	                main:581]	:	INFO	:	Epoch 796 | loss: 0.00306902 | val_loss: 0.00309446 | Time: 1621.56 ms
[2020-12-13 16:06:43	                main:581]	:	INFO	:	Epoch 797 | loss: 0.00306425 | val_loss: 0.00309449 | Time: 1630.34 ms
[2020-12-13 16:06:45	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0030602 | val_loss: 0.00309433 | Time: 1624.82 ms
[2020-12-13 16:06:46	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00315564 | val_loss: 0.00321471 | Time: 1625.37 ms
[2020-12-13 16:06:48	                main:581]	:	INFO	:	Epoch 800 | loss: 0.00309992 | val_loss: 0.00310865 | Time: 1626.12 ms
[2020-12-13 16:06:50	                main:581]	:	INFO	:	Epoch 801 | loss: 0.00307255 | val_loss: 0.00309714 | Time: 1624.31 ms
[2020-12-13 16:06:51	                main:581]	:	INFO	:	Epoch 802 | loss: 0.00306557 | val_loss: 0.0030908 | Time: 1625.55 ms
[2020-12-13 16:06:53	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00309369 | val_loss: 0.00337588 | Time: 1621.53 ms
[2020-12-13 16:06:54	                main:581]	:	INFO	:	Epoch 804 | loss: 0.00329363 | val_loss: 0.00314034 | Time: 1624.11 ms
[2020-12-13 16:06:56	                main:581]	:	INFO	:	Epoch 805 | loss: 0.00309579 | val_loss: 0.00310897 | Time: 1623.71 ms
[2020-12-13 16:06:58	                main:581]	:	INFO	:	Epoch 806 | loss: 0.00306979 | val_loss: 0.00309222 | Time: 1627.39 ms
[2020-12-13 16:06:59	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0030646 | val_loss: 0.00309529 | Time: 1629.87 ms
[2020-12-13 16:07:01	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00306459 | val_loss: 0.00309347 | Time: 1639.62 ms
[2020-12-13 16:07:03	                main:581]	:	INFO	:	Epoch 809 | loss: 0.00306045 | val_loss: 0.00308668 | Time: 1620.72 ms
[2020-12-13 16:07:04	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0031556 | val_loss: 0.00431597 | Time: 1628.08 ms
[2020-12-13 16:07:06	                main:581]	:	INFO	:	Epoch 811 | loss: 0.00355261 | val_loss: 0.00326235 | Time: 1620.33 ms
[2020-12-13 16:07:07	                main:581]	:	INFO	:	Epoch 812 | loss: 0.00316105 | val_loss: 0.00314452 | Time: 1623.58 ms
[2020-12-13 16:07:09	                main:581]	:	INFO	:	Epoch 813 | loss: 0.00309771 | val_loss: 0.00311114 | Time: 1625 ms
[2020-12-13 16:07:11	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0030755 | val_loss: 0.00310042 | Time: 1624.69 ms
[2020-12-13 16:07:12	                main:581]	:	INFO	:	Epoch 815 | loss: 0.00307005 | val_loss: 0.00309587 | Time: 1630.4 ms
[2020-12-13 16:07:14	                main:581]	:	INFO	:	Epoch 816 | loss: 0.00306664 | val_loss: 0.00309736 | Time: 1635.68 ms
[2020-12-13 16:07:16	                main:581]	:	INFO	:	Epoch 817 | loss: 0.00306596 | val_loss: 0.00309604 | Time: 1628.66 ms
[2020-12-13 16:07:17	                main:581]	:	INFO	:	Epoch 818 | loss: 0.00306406 | val_loss: 0.00309089 | Time: 1629.87 ms
[2020-12-13 16:07:19	                main:581]	:	INFO	:	Epoch 819 | loss: 0.00306036 | val_loss: 0.00308491 | Time: 1629.06 ms
[2020-12-13 16:07:21	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00306945 | val_loss: 0.00321479 | Time: 1628.88 ms
[2020-12-13 16:07:22	                main:581]	:	INFO	:	Epoch 821 | loss: 0.00318569 | val_loss: 0.00316891 | Time: 1631.8 ms
[2020-12-13 16:07:24	                main:581]	:	INFO	:	Epoch 822 | loss: 0.00308294 | val_loss: 0.00309196 | Time: 1629.96 ms
[2020-12-13 16:07:25	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00306236 | val_loss: 0.00308849 | Time: 1634.82 ms
[2020-12-13 16:07:27	                main:581]	:	INFO	:	Epoch 824 | loss: 0.00305727 | val_loss: 0.0030868 | Time: 1627.39 ms
[2020-12-13 16:07:29	                main:581]	:	INFO	:	Epoch 825 | loss: 0.00306435 | val_loss: 0.00313431 | Time: 1638.68 ms
[2020-12-13 16:07:30	                main:581]	:	INFO	:	Epoch 826 | loss: 0.00353633 | val_loss: 0.00329675 | Time: 1635.28 ms
[2020-12-13 16:07:32	                main:581]	:	INFO	:	Epoch 827 | loss: 0.00317948 | val_loss: 0.00315509 | Time: 1626.11 ms
[2020-12-13 16:07:34	                main:581]	:	INFO	:	Epoch 828 | loss: 0.00309278 | val_loss: 0.00310816 | Time: 1631.34 ms
[2020-12-13 16:07:35	                main:581]	:	INFO	:	Epoch 829 | loss: 0.00307417 | val_loss: 0.00309826 | Time: 1631.09 ms
[2020-12-13 16:07:37	                main:581]	:	INFO	:	Epoch 830 | loss: 0.00306759 | val_loss: 0.00309706 | Time: 1639.99 ms
[2020-12-13 16:07:38	                main:581]	:	INFO	:	Epoch 831 | loss: 0.00306605 | val_loss: 0.00309215 | Time: 1636.71 ms
[2020-12-13 16:07:40	                main:581]	:	INFO	:	Epoch 832 | loss: 0.00306134 | val_loss: 0.00308656 | Time: 1636.65 ms
[2020-12-13 16:07:42	                main:581]	:	INFO	:	Epoch 833 | loss: 0.00305798 | val_loss: 0.0030855 | Time: 1631.93 ms
[2020-12-13 16:07:43	                main:581]	:	INFO	:	Epoch 834 | loss: 0.00305474 | val_loss: 0.00308467 | Time: 1639.91 ms
[2020-12-13 16:07:45	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00305663 | val_loss: 0.00308854 | Time: 1636.67 ms
[2020-12-13 16:07:47	                main:581]	:	INFO	:	Epoch 836 | loss: 0.00325567 | val_loss: 0.0033558 | Time: 1630.23 ms
[2020-12-13 16:07:48	                main:581]	:	INFO	:	Epoch 837 | loss: 0.003197 | val_loss: 0.00312397 | Time: 1632.9 ms
[2020-12-13 16:07:50	                main:581]	:	INFO	:	Epoch 838 | loss: 0.00308544 | val_loss: 0.00310191 | Time: 1629.56 ms
[2020-12-13 16:07:52	                main:581]	:	INFO	:	Epoch 839 | loss: 0.003066 | val_loss: 0.00308892 | Time: 1634.64 ms
[2020-12-13 16:07:53	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0030582 | val_loss: 0.00308459 | Time: 1637.23 ms
[2020-12-13 16:07:55	                main:581]	:	INFO	:	Epoch 841 | loss: 0.00305533 | val_loss: 0.00308339 | Time: 1623.84 ms
[2020-12-13 16:07:56	                main:581]	:	INFO	:	Epoch 842 | loss: 0.00305355 | val_loss: 0.00307752 | Time: 1633.45 ms
[2020-12-13 16:07:58	                main:581]	:	INFO	:	Epoch 843 | loss: 0.00305066 | val_loss: 0.00309343 | Time: 1631.65 ms
[2020-12-13 16:08:00	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0033017 | val_loss: 0.00325305 | Time: 1636.31 ms
[2020-12-13 16:08:01	                main:581]	:	INFO	:	Epoch 845 | loss: 0.00316144 | val_loss: 0.00313291 | Time: 1625.81 ms
[2020-12-13 16:08:03	                main:581]	:	INFO	:	Epoch 846 | loss: 0.00307923 | val_loss: 0.00309181 | Time: 1633.42 ms
[2020-12-13 16:08:05	                main:581]	:	INFO	:	Epoch 847 | loss: 0.00305889 | val_loss: 0.00308163 | Time: 1631.33 ms
[2020-12-13 16:08:06	                main:581]	:	INFO	:	Epoch 848 | loss: 0.00305357 | val_loss: 0.00308072 | Time: 1632.69 ms
[2020-12-13 16:08:08	                main:581]	:	INFO	:	Epoch 849 | loss: 0.00305304 | val_loss: 0.00308116 | Time: 1643.71 ms
[2020-12-13 16:08:10	                main:581]	:	INFO	:	Epoch 850 | loss: 0.00305036 | val_loss: 0.00307916 | Time: 1637.4 ms
[2020-12-13 16:08:11	                main:581]	:	INFO	:	Epoch 851 | loss: 0.00305364 | val_loss: 0.00314432 | Time: 1633.11 ms
[2020-12-13 16:08:13	                main:581]	:	INFO	:	Epoch 852 | loss: 0.00347589 | val_loss: 0.00330923 | Time: 1627.3 ms
[2020-12-13 16:08:14	                main:581]	:	INFO	:	Epoch 853 | loss: 0.00315985 | val_loss: 0.00313711 | Time: 1632.97 ms
[2020-12-13 16:08:16	                main:581]	:	INFO	:	Epoch 854 | loss: 0.00308369 | val_loss: 0.00309588 | Time: 1631.01 ms
[2020-12-13 16:08:18	                main:581]	:	INFO	:	Epoch 855 | loss: 0.00306559 | val_loss: 0.00309475 | Time: 1638.51 ms
[2020-12-13 16:08:19	                main:581]	:	INFO	:	Epoch 856 | loss: 0.00306096 | val_loss: 0.00308426 | Time: 1643.57 ms
[2020-12-13 16:08:21	                main:581]	:	INFO	:	Epoch 857 | loss: 0.00305476 | val_loss: 0.0030848 | Time: 1637.41 ms
[2020-12-13 16:08:23	                main:581]	:	INFO	:	Epoch 858 | loss: 0.00305265 | val_loss: 0.00308025 | Time: 1637.81 ms
[2020-12-13 16:08:24	                main:581]	:	INFO	:	Epoch 859 | loss: 0.00305179 | val_loss: 0.00307924 | Time: 1630.95 ms
[2020-12-13 16:08:26	                main:581]	:	INFO	:	Epoch 860 | loss: 0.00305014 | val_loss: 0.00307854 | Time: 1631.81 ms
[2020-12-13 16:08:27	                main:581]	:	INFO	:	Epoch 861 | loss: 0.00308918 | val_loss: 0.00337157 | Time: 1629.23 ms
[2020-12-13 16:08:29	                main:581]	:	INFO	:	Epoch 862 | loss: 0.00328631 | val_loss: 0.00315029 | Time: 1627.52 ms
[2020-12-13 16:08:31	                main:581]	:	INFO	:	Epoch 863 | loss: 0.00308486 | val_loss: 0.00309568 | Time: 1627.13 ms
[2020-12-13 16:08:32	                main:581]	:	INFO	:	Epoch 864 | loss: 0.00306202 | val_loss: 0.00308767 | Time: 1638.83 ms
[2020-12-13 16:08:34	                main:581]	:	INFO	:	Epoch 865 | loss: 0.00305573 | val_loss: 0.00307865 | Time: 1642.51 ms
[2020-12-13 16:08:36	                main:581]	:	INFO	:	Epoch 866 | loss: 0.00305131 | val_loss: 0.00308376 | Time: 1647.86 ms
[2020-12-13 16:08:37	                main:581]	:	INFO	:	Epoch 867 | loss: 0.00305186 | val_loss: 0.00307924 | Time: 1632.28 ms
[2020-12-13 16:08:39	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0031849 | val_loss: 0.00364427 | Time: 1633.46 ms
[2020-12-13 16:08:41	                main:581]	:	INFO	:	Epoch 869 | loss: 0.00321041 | val_loss: 0.00315778 | Time: 1629.02 ms
[2020-12-13 16:08:42	                main:581]	:	INFO	:	Epoch 870 | loss: 0.00308347 | val_loss: 0.0030893 | Time: 1644.08 ms
[2020-12-13 16:08:44	                main:581]	:	INFO	:	Epoch 871 | loss: 0.00305943 | val_loss: 0.00308501 | Time: 1636.54 ms
[2020-12-13 16:08:45	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00305284 | val_loss: 0.00308319 | Time: 1632.43 ms
[2020-12-13 16:08:47	                main:581]	:	INFO	:	Epoch 873 | loss: 0.00305022 | val_loss: 0.00307749 | Time: 1627.81 ms
[2020-12-13 16:08:49	                main:581]	:	INFO	:	Epoch 874 | loss: 0.00304896 | val_loss: 0.00307927 | Time: 1630.3 ms
[2020-12-13 16:08:50	                main:581]	:	INFO	:	Epoch 875 | loss: 0.00310602 | val_loss: 0.0037946 | Time: 1637.65 ms
[2020-12-13 16:08:52	                main:581]	:	INFO	:	Epoch 876 | loss: 0.00338147 | val_loss: 0.00323503 | Time: 1640.06 ms
[2020-12-13 16:08:54	                main:581]	:	INFO	:	Epoch 877 | loss: 0.00310403 | val_loss: 0.00310664 | Time: 1636.56 ms
[2020-12-13 16:08:55	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00306692 | val_loss: 0.00308937 | Time: 1627.44 ms
[2020-12-13 16:08:57	                main:581]	:	INFO	:	Epoch 879 | loss: 0.00305709 | val_loss: 0.00308549 | Time: 1632.89 ms
[2020-12-13 16:08:59	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00305028 | val_loss: 0.0030785 | Time: 1622.05 ms
[2020-12-13 16:09:00	                main:581]	:	INFO	:	Epoch 881 | loss: 0.00304819 | val_loss: 0.00307814 | Time: 1637.86 ms
[2020-12-13 16:09:02	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0030488 | val_loss: 0.0030755 | Time: 1628.33 ms
[2020-12-13 16:09:03	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0030515 | val_loss: 0.00309189 | Time: 1620.57 ms
[2020-12-13 16:09:05	                main:581]	:	INFO	:	Epoch 884 | loss: 0.00319283 | val_loss: 0.00316827 | Time: 1619.86 ms
[2020-12-13 16:09:07	                main:581]	:	INFO	:	Epoch 885 | loss: 0.00309656 | val_loss: 0.00308614 | Time: 1621.15 ms
[2020-12-13 16:09:08	                main:581]	:	INFO	:	Epoch 886 | loss: 0.00305937 | val_loss: 0.00308117 | Time: 1629.46 ms
[2020-12-13 16:09:10	                main:581]	:	INFO	:	Epoch 887 | loss: 0.00305081 | val_loss: 0.00307564 | Time: 1628.99 ms
[2020-12-13 16:09:12	                main:581]	:	INFO	:	Epoch 888 | loss: 0.00304967 | val_loss: 0.00307588 | Time: 1631.96 ms
[2020-12-13 16:09:13	                main:581]	:	INFO	:	Epoch 889 | loss: 0.00331199 | val_loss: 0.00366448 | Time: 1635.61 ms
[2020-12-13 16:09:15	                main:581]	:	INFO	:	Epoch 890 | loss: 0.00325336 | val_loss: 0.00314186 | Time: 1630.59 ms
[2020-12-13 16:09:16	                main:581]	:	INFO	:	Epoch 891 | loss: 0.00308664 | val_loss: 0.00309559 | Time: 1635.35 ms
[2020-12-13 16:09:18	                main:581]	:	INFO	:	Epoch 892 | loss: 0.00306407 | val_loss: 0.0030871 | Time: 1625.08 ms
[2020-12-13 16:09:20	                main:581]	:	INFO	:	Epoch 893 | loss: 0.00305763 | val_loss: 0.00308312 | Time: 1628.24 ms
[2020-12-13 16:09:21	                main:581]	:	INFO	:	Epoch 894 | loss: 0.00305309 | val_loss: 0.00308285 | Time: 1626.04 ms
[2020-12-13 16:09:23	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00305086 | val_loss: 0.00307633 | Time: 1622.75 ms
[2020-12-13 16:09:25	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00304646 | val_loss: 0.00307693 | Time: 1622.44 ms
[2020-12-13 16:09:26	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0030473 | val_loss: 0.00307395 | Time: 1629.82 ms
[2020-12-13 16:09:28	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00312292 | val_loss: 0.0031643 | Time: 1645.05 ms
[2020-12-13 16:09:29	                main:581]	:	INFO	:	Epoch 899 | loss: 0.00307754 | val_loss: 0.00309684 | Time: 1629.07 ms
[2020-12-13 16:09:31	                main:581]	:	INFO	:	Epoch 900 | loss: 0.00305632 | val_loss: 0.00308393 | Time: 1635.92 ms
[2020-12-13 16:09:33	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0030519 | val_loss: 0.00310214 | Time: 1629.39 ms
[2020-12-13 16:09:34	                main:581]	:	INFO	:	Epoch 902 | loss: 0.00335125 | val_loss: 0.00327821 | Time: 1619.78 ms
[2020-12-13 16:09:36	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00313746 | val_loss: 0.00312029 | Time: 1621.68 ms
[2020-12-13 16:09:38	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00307004 | val_loss: 0.00308784 | Time: 1621.83 ms
[2020-12-13 16:09:39	                main:581]	:	INFO	:	Epoch 905 | loss: 0.00305571 | val_loss: 0.00308189 | Time: 1619.89 ms
[2020-12-13 16:09:41	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00305135 | val_loss: 0.00307544 | Time: 1621.48 ms
[2020-12-13 16:09:42	                main:581]	:	INFO	:	Epoch 907 | loss: 0.00304641 | val_loss: 0.00307715 | Time: 1621.3 ms
[2020-12-13 16:09:44	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0118837 | val_loss: 0.0522482 | Time: 1630.81 ms
[2020-12-13 16:09:46	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0325719 | val_loss: 0.016442 | Time: 1640.05 ms
[2020-12-13 16:09:47	                main:581]	:	INFO	:	Epoch 910 | loss: 0.0137315 | val_loss: 0.0105955 | Time: 1641.6 ms
[2020-12-13 16:09:49	                main:581]	:	INFO	:	Epoch 911 | loss: 0.00897267 | val_loss: 0.00839347 | Time: 1625.57 ms
[2020-12-13 16:09:51	                main:581]	:	INFO	:	Epoch 912 | loss: 0.00914268 | val_loss: 0.00861017 | Time: 1623.82 ms
[2020-12-13 16:09:52	                main:581]	:	INFO	:	Epoch 913 | loss: 0.00772836 | val_loss: 0.00743237 | Time: 1621.41 ms
[2020-12-13 16:09:54	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0068716 | val_loss: 0.00672077 | Time: 1623.9 ms
[2020-12-13 16:09:56	                main:581]	:	INFO	:	Epoch 915 | loss: 0.006567 | val_loss: 0.00670501 | Time: 1629.91 ms
[2020-12-13 16:09:57	                main:581]	:	INFO	:	Epoch 916 | loss: 0.00662011 | val_loss: 0.0057471 | Time: 1627.77 ms
[2020-12-13 16:09:59	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00563469 | val_loss: 0.00576997 | Time: 1626.78 ms
[2020-12-13 16:10:00	                main:581]	:	INFO	:	Epoch 918 | loss: 0.00692364 | val_loss: 0.0106574 | Time: 1641.92 ms
[2020-12-13 16:10:02	                main:581]	:	INFO	:	Epoch 919 | loss: 0.00921043 | val_loss: 0.00722656 | Time: 1643.82 ms
[2020-12-13 16:10:04	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00697212 | val_loss: 0.00892895 | Time: 1632.86 ms
[2020-12-13 16:10:05	                main:581]	:	INFO	:	Epoch 921 | loss: 0.00811494 | val_loss: 0.00757223 | Time: 1624.75 ms
[2020-12-13 16:10:07	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0068714 | val_loss: 0.00679597 | Time: 1624.83 ms
[2020-12-13 16:10:09	                main:581]	:	INFO	:	Epoch 923 | loss: 0.00579588 | val_loss: 0.00552973 | Time: 1619.65 ms
[2020-12-13 16:10:10	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00509101 | val_loss: 0.00456334 | Time: 1632.84 ms
[2020-12-13 16:10:12	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00455132 | val_loss: 0.0044633 | Time: 1624.69 ms
[2020-12-13 16:10:13	                main:581]	:	INFO	:	Epoch 926 | loss: 0.00462634 | val_loss: 0.00425461 | Time: 1626.19 ms
[2020-12-13 16:10:15	                main:581]	:	INFO	:	Epoch 927 | loss: 0.00428952 | val_loss: 0.00460943 | Time: 1621.66 ms
[2020-12-13 16:10:17	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00458969 | val_loss: 0.00621716 | Time: 1629.91 ms
[2020-12-13 16:10:18	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0109286 | val_loss: 0.00903385 | Time: 1640.18 ms
[2020-12-13 16:10:20	                main:581]	:	INFO	:	Epoch 930 | loss: 0.00682326 | val_loss: 0.00653774 | Time: 1632.18 ms
[2020-12-13 16:10:22	                main:581]	:	INFO	:	Epoch 931 | loss: 0.00635861 | val_loss: 0.00565745 | Time: 1628.17 ms
[2020-12-13 16:10:23	                main:581]	:	INFO	:	Epoch 932 | loss: 0.00588592 | val_loss: 0.00638245 | Time: 1604.51 ms
[2020-12-13 16:10:25	                main:581]	:	INFO	:	Epoch 933 | loss: 0.00647443 | val_loss: 0.00675113 | Time: 1628.08 ms
[2020-12-13 16:10:26	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0069694 | val_loss: 0.00713137 | Time: 1625.83 ms
[2020-12-13 16:10:28	                main:581]	:	INFO	:	Epoch 935 | loss: 0.00666392 | val_loss: 0.0064651 | Time: 1629.47 ms
[2020-12-13 16:10:30	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0063213 | val_loss: 0.00613791 | Time: 1632.23 ms
[2020-12-13 16:10:31	                main:581]	:	INFO	:	Epoch 937 | loss: 0.00601901 | val_loss: 0.00601097 | Time: 1622.29 ms
[2020-12-13 16:10:33	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00596501 | val_loss: 0.00599071 | Time: 1626.18 ms
[2020-12-13 16:10:35	                main:581]	:	INFO	:	Epoch 939 | loss: 0.00579425 | val_loss: 0.00556179 | Time: 1627.81 ms
[2020-12-13 16:10:36	                main:581]	:	INFO	:	Epoch 940 | loss: 0.00538494 | val_loss: 0.0054078 | Time: 1631.93 ms
[2020-12-13 16:10:38	                main:581]	:	INFO	:	Epoch 941 | loss: 0.00536828 | val_loss: 0.00552863 | Time: 1615.73 ms
[2020-12-13 16:10:39	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00552846 | val_loss: 0.0056035 | Time: 1629.93 ms
[2020-12-13 16:10:41	                main:581]	:	INFO	:	Epoch 943 | loss: 0.0067267 | val_loss: 0.00715677 | Time: 1627.55 ms
[2020-12-13 16:10:43	                main:581]	:	INFO	:	Epoch 944 | loss: 0.00717675 | val_loss: 0.00549216 | Time: 1626.57 ms
[2020-12-13 16:10:44	                main:581]	:	INFO	:	Epoch 945 | loss: 0.00531773 | val_loss: 0.00533074 | Time: 1628.75 ms
[2020-12-13 16:10:46	                main:581]	:	INFO	:	Epoch 946 | loss: 0.00515593 | val_loss: 0.0052491 | Time: 1623.22 ms
[2020-12-13 16:10:48	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00508982 | val_loss: 0.00523228 | Time: 1628.89 ms
[2020-12-13 16:10:49	                main:581]	:	INFO	:	Epoch 948 | loss: 0.00505857 | val_loss: 0.00505004 | Time: 1629.31 ms
[2020-12-13 16:10:51	                main:581]	:	INFO	:	Epoch 949 | loss: 0.00493313 | val_loss: 0.00509308 | Time: 1633.71 ms
[2020-12-13 16:10:53	                main:581]	:	INFO	:	Epoch 950 | loss: 0.00514564 | val_loss: 0.00548169 | Time: 1653.96 ms
[2020-12-13 16:10:54	                main:581]	:	INFO	:	Epoch 951 | loss: 0.00544589 | val_loss: 0.00560244 | Time: 1617.15 ms
[2020-12-13 16:10:56	                main:581]	:	INFO	:	Epoch 952 | loss: 0.00553546 | val_loss: 0.00574227 | Time: 1617.02 ms
[2020-12-13 16:10:57	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00580353 | val_loss: 0.00595247 | Time: 1622.54 ms
[2020-12-13 16:10:59	                main:581]	:	INFO	:	Epoch 954 | loss: 0.00582285 | val_loss: 0.0057786 | Time: 1622.82 ms
[2020-12-13 16:11:01	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00583883 | val_loss: 0.00594931 | Time: 1629.64 ms
[2020-12-13 16:11:02	                main:581]	:	INFO	:	Epoch 956 | loss: 0.00564176 | val_loss: 0.00544327 | Time: 1619.62 ms
[2020-12-13 16:11:04	                main:581]	:	INFO	:	Epoch 957 | loss: 0.00537034 | val_loss: 0.0053572 | Time: 1618.72 ms
[2020-12-13 16:11:06	                main:581]	:	INFO	:	Epoch 958 | loss: 0.00547062 | val_loss: 0.00575213 | Time: 1620.79 ms
[2020-12-13 16:11:07	                main:581]	:	INFO	:	Epoch 959 | loss: 0.00572324 | val_loss: 0.005879 | Time: 1620.25 ms
[2020-12-13 16:11:09	                main:581]	:	INFO	:	Epoch 960 | loss: 0.00593795 | val_loss: 0.0062821 | Time: 1626.91 ms
[2020-12-13 16:11:10	                main:581]	:	INFO	:	Epoch 961 | loss: 0.00625131 | val_loss: 0.00613467 | Time: 1636.86 ms
[2020-12-13 16:11:12	                main:581]	:	INFO	:	Epoch 962 | loss: 0.00609659 | val_loss: 0.00618209 | Time: 1623.16 ms
[2020-12-13 16:11:14	                main:581]	:	INFO	:	Epoch 963 | loss: 0.00594298 | val_loss: 0.00580427 | Time: 1619.24 ms
[2020-12-13 16:11:15	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00567496 | val_loss: 0.00578713 | Time: 1625 ms
[2020-12-13 16:11:17	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00580453 | val_loss: 0.00591051 | Time: 1620.17 ms
[2020-12-13 16:11:19	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00590875 | val_loss: 0.00608751 | Time: 1620.61 ms
[2020-12-13 16:11:20	                main:581]	:	INFO	:	Epoch 967 | loss: 0.00596427 | val_loss: 0.00584491 | Time: 1623.84 ms
[2020-12-13 16:11:22	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00571852 | val_loss: 0.00578147 | Time: 1620.37 ms
[2020-12-13 16:11:23	                main:581]	:	INFO	:	Epoch 969 | loss: 0.00588545 | val_loss: 0.00591963 | Time: 1619.78 ms
[2020-12-13 16:11:25	                main:581]	:	INFO	:	Epoch 970 | loss: 0.00575637 | val_loss: 0.00575959 | Time: 1626.63 ms
[2020-12-13 16:11:27	                main:581]	:	INFO	:	Epoch 971 | loss: 0.00558918 | val_loss: 0.00571143 | Time: 1621.47 ms
[2020-12-13 16:11:28	                main:581]	:	INFO	:	Epoch 972 | loss: 0.00567536 | val_loss: 0.005771 | Time: 1634.09 ms
[2020-12-13 16:11:30	                main:581]	:	INFO	:	Epoch 973 | loss: 0.00564231 | val_loss: 0.00598252 | Time: 1626.06 ms
[2020-12-13 16:11:32	                main:581]	:	INFO	:	Epoch 974 | loss: 0.00554975 | val_loss: 0.00502834 | Time: 1626.48 ms
[2020-12-13 16:11:33	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0044115 | val_loss: 0.00429391 | Time: 1626.62 ms
[2020-12-13 16:11:35	                main:581]	:	INFO	:	Epoch 976 | loss: 0.00419122 | val_loss: 0.00440202 | Time: 1632.7 ms
[2020-12-13 16:11:36	                main:581]	:	INFO	:	Epoch 977 | loss: 0.00449943 | val_loss: 0.00499689 | Time: 1634.43 ms
[2020-12-13 16:11:38	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0048437 | val_loss: 0.0049642 | Time: 1648.85 ms
[2020-12-13 16:11:40	                main:581]	:	INFO	:	Epoch 979 | loss: 0.00472085 | val_loss: 0.00461159 | Time: 1649.78 ms
[2020-12-13 16:11:41	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00459238 | val_loss: 0.00507794 | Time: 1652.2 ms
[2020-12-13 16:11:43	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00457986 | val_loss: 0.00447218 | Time: 1662.84 ms
[2020-12-13 16:11:45	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00670092 | val_loss: 0.0474501 | Time: 1640.16 ms
[2020-12-13 16:11:46	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0654492 | val_loss: 0.0670228 | Time: 1629.68 ms
[2020-12-13 16:11:48	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0581731 | val_loss: 0.0478122 | Time: 1627.15 ms
[2020-12-13 16:11:50	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0365339 | val_loss: 0.0207212 | Time: 1635.07 ms
[2020-12-13 16:11:51	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0131499 | val_loss: 0.00836822 | Time: 1617.06 ms
[2020-12-13 16:11:53	                main:581]	:	INFO	:	Epoch 987 | loss: 0.00733432 | val_loss: 0.00636371 | Time: 1615.96 ms
[2020-12-13 16:11:54	                main:581]	:	INFO	:	Epoch 988 | loss: 0.00561102 | val_loss: 0.00518888 | Time: 1615.95 ms
[2020-12-13 16:11:56	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0049472 | val_loss: 0.00482038 | Time: 1612.86 ms
[2020-12-13 16:11:58	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00462012 | val_loss: 0.00454617 | Time: 1616.37 ms
[2020-12-13 16:11:59	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0043384 | val_loss: 0.00419602 | Time: 1642.47 ms
[2020-12-13 16:12:01	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0039584 | val_loss: 0.00398036 | Time: 1634.3 ms
[2020-12-13 16:12:03	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00389958 | val_loss: 0.00432739 | Time: 1627.52 ms
[2020-12-13 16:12:04	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00442031 | val_loss: 0.00484207 | Time: 1628.89 ms
[2020-12-13 16:12:06	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00446415 | val_loss: 0.00416616 | Time: 1624.54 ms
[2020-12-13 16:12:07	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00403389 | val_loss: 0.00398469 | Time: 1606.74 ms
[2020-12-13 16:12:09	                main:581]	:	INFO	:	Epoch 997 | loss: 0.00375326 | val_loss: 0.00376334 | Time: 1605.49 ms
[2020-12-13 16:12:11	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00366397 | val_loss: 0.0037084 | Time: 1605.41 ms
[2020-12-13 16:12:12	                main:581]	:	INFO	:	Epoch 999 | loss: 0.00376967 | val_loss: 0.00405951 | Time: 1601.2 ms
[2020-12-13 16:12:14	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.00372189 | val_loss: 0.00374376 | Time: 1599.17 ms
[2020-12-13 16:12:15	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.00358213 | val_loss: 0.00362326 | Time: 1601.5 ms
[2020-12-13 16:12:17	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.00351419 | val_loss: 0.00355492 | Time: 1604.57 ms
[2020-12-13 16:12:19	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.00371524 | val_loss: 0.0043296 | Time: 1567.31 ms
[2020-12-13 16:12:20	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.00369501 | val_loss: 0.00352144 | Time: 1579.3 ms
[2020-12-13 16:12:22	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.00346181 | val_loss: 0.00350179 | Time: 1581.34 ms
[2020-12-13 16:12:23	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.00340744 | val_loss: 0.00346507 | Time: 1611.35 ms
[2020-12-13 16:12:25	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.0033834 | val_loss: 0.00344383 | Time: 1610.31 ms
[2020-12-13 16:12:27	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.00336857 | val_loss: 0.00343149 | Time: 1610.23 ms
[2020-12-13 16:12:28	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.00355874 | val_loss: 0.00628949 | Time: 1608.22 ms
[2020-12-13 16:12:30	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0041471 | val_loss: 0.00375582 | Time: 1619.65 ms
[2020-12-13 16:12:31	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0035017 | val_loss: 0.00352015 | Time: 1618.43 ms
[2020-12-13 16:12:33	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00342157 | val_loss: 0.0034836 | Time: 1611.96 ms
[2020-12-13 16:12:35	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.00338705 | val_loss: 0.00345448 | Time: 1611.1 ms
[2020-12-13 16:12:36	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.00336751 | val_loss: 0.00343383 | Time: 1614.75 ms
[2020-12-13 16:12:38	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.00335027 | val_loss: 0.00341296 | Time: 1611.18 ms
[2020-12-13 16:12:39	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00333676 | val_loss: 0.0034012 | Time: 1607.87 ms
[2020-12-13 16:12:41	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00343742 | val_loss: 0.00368631 | Time: 1610.88 ms
[2020-12-13 16:12:43	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00342359 | val_loss: 0.00340032 | Time: 1610.74 ms
[2020-12-13 16:12:44	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.00334221 | val_loss: 0.00339439 | Time: 1610.73 ms
[2020-12-13 16:12:46	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00332441 | val_loss: 0.00339007 | Time: 1618.11 ms
[2020-12-13 16:12:48	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.00331758 | val_loss: 0.00338307 | Time: 1609.92 ms
[2020-12-13 16:12:49	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.00353307 | val_loss: 0.00550073 | Time: 1612.78 ms
[2020-12-13 16:12:51	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.00383203 | val_loss: 0.00352572 | Time: 1607.92 ms
[2020-12-13 16:12:52	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.00340027 | val_loss: 0.00344208 | Time: 1612.77 ms
[2020-12-13 16:12:52	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00344208
[2020-12-13 16:12:52	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-13 16:12:52	                main:615]	:	INFO	:	Success, exiting..
16:12:52 (3048887): 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)