Task 3359319

Name EightBitModified-1605932757-27349-3_1
Workunit 1499239
Created 19 Dec 2020, 12:21:44 UTC
Sent 19 Dec 2020, 12:55:22 UTC
Report deadline 26 Dec 2020, 12:55:22 UTC
Received 20 Dec 2020, 1:35:35 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 25 min 32 sec
CPU time 25 min 29 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>
48:07	                main:581]	:	INFO	:	Epoch 526 | loss: 0.000365754 | val_loss: 0.000382668 | Time: 1510.04 ms
[2020-12-19 19:48:08	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000366676 | val_loss: 0.000388505 | Time: 1509.84 ms
[2020-12-19 19:48:10	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000436178 | val_loss: 0.000421195 | Time: 1507.41 ms
[2020-12-19 19:48:11	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000381761 | val_loss: 0.000384916 | Time: 1524.52 ms
[2020-12-19 19:48:13	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000368037 | val_loss: 0.000384092 | Time: 1491.37 ms
[2020-12-19 19:48:14	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000365879 | val_loss: 0.000383892 | Time: 1498.61 ms
[2020-12-19 19:48:16	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000365737 | val_loss: 0.000381273 | Time: 1540.73 ms
[2020-12-19 19:48:17	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000370847 | val_loss: 0.000389909 | Time: 1499.22 ms
[2020-12-19 19:48:19	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000367792 | val_loss: 0.000384876 | Time: 1489.17 ms
[2020-12-19 19:48:20	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000367207 | val_loss: 0.000382504 | Time: 1481.84 ms
[2020-12-19 19:48:22	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000364636 | val_loss: 0.000380342 | Time: 1511.04 ms
[2020-12-19 19:48:23	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000368019 | val_loss: 0.000402774 | Time: 1518.94 ms
[2020-12-19 19:48:25	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00041653 | val_loss: 0.000403481 | Time: 1491.49 ms
[2020-12-19 19:48:26	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000374832 | val_loss: 0.000383249 | Time: 1471.59 ms
[2020-12-19 19:48:28	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000366927 | val_loss: 0.000382422 | Time: 1482.45 ms
[2020-12-19 19:48:29	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000364255 | val_loss: 0.000380318 | Time: 1490.4 ms
[2020-12-19 19:48:31	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000364077 | val_loss: 0.000382089 | Time: 1451.65 ms
[2020-12-19 19:48:32	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00037351 | val_loss: 0.00042346 | Time: 1483.58 ms
[2020-12-19 19:48:34	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000381868 | val_loss: 0.000383143 | Time: 1520.16 ms
[2020-12-19 19:48:35	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000369509 | val_loss: 0.000404073 | Time: 1465.16 ms
[2020-12-19 19:48:36	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000394708 | val_loss: 0.000398795 | Time: 1449.08 ms
[2020-12-19 19:48:38	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000369104 | val_loss: 0.000381156 | Time: 1440.49 ms
[2020-12-19 19:48:39	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000364492 | val_loss: 0.000379682 | Time: 1463.27 ms
[2020-12-19 19:48:41	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000363472 | val_loss: 0.000378612 | Time: 1476.25 ms
[2020-12-19 19:48:42	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000362953 | val_loss: 0.000379669 | Time: 1484.07 ms
[2020-12-19 19:48:44	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000365096 | val_loss: 0.00038174 | Time: 1479.47 ms
[2020-12-19 19:48:45	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000393342 | val_loss: 0.000427005 | Time: 1507.66 ms
[2020-12-19 19:48:47	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000381599 | val_loss: 0.000390424 | Time: 1550.11 ms
[2020-12-19 19:48:48	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000368475 | val_loss: 0.000380867 | Time: 1556.65 ms
[2020-12-19 19:48:50	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000362584 | val_loss: 0.000378194 | Time: 1545.18 ms
[2020-12-19 19:48:51	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000362825 | val_loss: 0.000378286 | Time: 1491.14 ms
[2020-12-19 19:48:53	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000362966 | val_loss: 0.000380791 | Time: 1491.23 ms
[2020-12-19 19:48:54	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000363156 | val_loss: 0.000378481 | Time: 1473.18 ms
[2020-12-19 19:48:56	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000420744 | val_loss: 0.000391666 | Time: 1452.14 ms
[2020-12-19 19:48:57	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000379703 | val_loss: 0.000387997 | Time: 1508.67 ms
[2020-12-19 19:48:59	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000367616 | val_loss: 0.000379988 | Time: 1546.12 ms
[2020-12-19 19:49:00	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000365654 | val_loss: 0.000384977 | Time: 1539.55 ms
[2020-12-19 19:49:02	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000364714 | val_loss: 0.000382018 | Time: 1510.29 ms
[2020-12-19 19:49:03	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000362909 | val_loss: 0.000378109 | Time: 1550.9 ms
[2020-12-19 19:49:05	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000361683 | val_loss: 0.000376816 | Time: 1503.34 ms
[2020-12-19 19:49:07	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000361894 | val_loss: 0.000377178 | Time: 1540.14 ms
[2020-12-19 19:49:08	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000365342 | val_loss: 0.00039842 | Time: 1479.94 ms
[2020-12-19 19:49:10	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000383651 | val_loss: 0.000380716 | Time: 1512.74 ms
[2020-12-19 19:49:11	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000364789 | val_loss: 0.000379347 | Time: 1537.62 ms
[2020-12-19 19:49:13	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000362875 | val_loss: 0.000378032 | Time: 1517.91 ms
[2020-12-19 19:49:14	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00036233 | val_loss: 0.000379789 | Time: 1507.51 ms
[2020-12-19 19:49:16	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000368451 | val_loss: 0.000409788 | Time: 1540.15 ms
[2020-12-19 19:49:17	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000387798 | val_loss: 0.000390313 | Time: 1540.05 ms
[2020-12-19 19:49:19	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000366567 | val_loss: 0.000377164 | Time: 1551.5 ms
[2020-12-19 19:49:20	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000360907 | val_loss: 0.000378237 | Time: 1567.46 ms
[2020-12-19 19:49:22	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000364448 | val_loss: 0.0003869 | Time: 1591.26 ms
[2020-12-19 19:49:23	                main:581]	:	INFO	:	Epoch 577 | loss: 0.00038083 | val_loss: 0.000391951 | Time: 1495.79 ms
[2020-12-19 19:49:25	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000365448 | val_loss: 0.000378325 | Time: 1508.33 ms
[2020-12-19 19:49:26	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000364619 | val_loss: 0.00037918 | Time: 1487.05 ms
[2020-12-19 19:49:28	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00037167 | val_loss: 0.000399397 | Time: 1462.66 ms
[2020-12-19 19:49:29	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000379468 | val_loss: 0.000381214 | Time: 1478.32 ms
[2020-12-19 19:49:31	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000365739 | val_loss: 0.000380759 | Time: 1466.24 ms
[2020-12-19 19:49:32	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000363156 | val_loss: 0.000379766 | Time: 1516.66 ms
[2020-12-19 19:49:34	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000364765 | val_loss: 0.000392461 | Time: 1492.77 ms
[2020-12-19 19:49:35	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000386852 | val_loss: 0.000391562 | Time: 1474.08 ms
[2020-12-19 19:49:37	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000368746 | val_loss: 0.000377039 | Time: 1501.32 ms
[2020-12-19 19:49:38	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000368189 | val_loss: 0.000391726 | Time: 1480.82 ms
[2020-12-19 19:49:40	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000365656 | val_loss: 0.000380249 | Time: 1509.19 ms
[2020-12-19 19:49:41	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000363684 | val_loss: 0.000381398 | Time: 1505.82 ms
[2020-12-19 19:49:43	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000362788 | val_loss: 0.000384107 | Time: 1463.33 ms
[2020-12-19 19:49:44	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000404488 | val_loss: 0.000407824 | Time: 1545.91 ms
[2020-12-19 19:49:46	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000374583 | val_loss: 0.00038024 | Time: 1530.57 ms
[2020-12-19 19:49:47	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000361479 | val_loss: 0.000374118 | Time: 1527.6 ms
[2020-12-19 19:49:49	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000358935 | val_loss: 0.000376281 | Time: 1526.88 ms
[2020-12-19 19:49:50	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000362806 | val_loss: 0.000387962 | Time: 1583.14 ms
[2020-12-19 19:49:52	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000413268 | val_loss: 0.000393195 | Time: 1513.66 ms
[2020-12-19 19:49:53	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000370758 | val_loss: 0.0003806 | Time: 1503.97 ms
[2020-12-19 19:49:55	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000361704 | val_loss: 0.00037437 | Time: 1504.48 ms
[2020-12-19 19:49:56	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000359969 | val_loss: 0.000375029 | Time: 1505.63 ms
[2020-12-19 19:49:58	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000358971 | val_loss: 0.000375054 | Time: 1501.5 ms
[2020-12-19 19:49:59	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000358592 | val_loss: 0.000375035 | Time: 1526.43 ms
[2020-12-19 19:50:01	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000365899 | val_loss: 0.000384715 | Time: 1518.47 ms
[2020-12-19 19:50:03	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00036422 | val_loss: 0.000385317 | Time: 1507.57 ms
[2020-12-19 19:50:04	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000379701 | val_loss: 0.000394785 | Time: 1483.41 ms
[2020-12-19 19:50:06	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000368837 | val_loss: 0.000376615 | Time: 1492.63 ms
[2020-12-19 19:50:07	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000360717 | val_loss: 0.00037681 | Time: 1479.66 ms
[2020-12-19 19:50:08	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000377258 | val_loss: 0.000453754 | Time: 1482.45 ms
[2020-12-19 19:50:10	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000391795 | val_loss: 0.000398554 | Time: 1491.24 ms
[2020-12-19 19:50:11	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000366 | val_loss: 0.000377442 | Time: 1500.62 ms
[2020-12-19 19:50:13	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000360653 | val_loss: 0.000375954 | Time: 1489.3 ms
[2020-12-19 19:50:14	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000362116 | val_loss: 0.000377611 | Time: 1484.08 ms
[2020-12-19 19:50:16	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000363119 | val_loss: 0.000390126 | Time: 1492.25 ms
[2020-12-19 19:50:17	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000389928 | val_loss: 0.000405768 | Time: 1482.99 ms
[2020-12-19 19:50:19	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000370032 | val_loss: 0.000380096 | Time: 1495.65 ms
[2020-12-19 19:50:20	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000360517 | val_loss: 0.000373351 | Time: 1447.16 ms
[2020-12-19 19:50:22	                main:581]	:	INFO	:	Epoch 616 | loss: 0.00035783 | val_loss: 0.000373722 | Time: 1463.72 ms
[2020-12-19 19:50:23	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000359372 | val_loss: 0.000379413 | Time: 1459.86 ms
[2020-12-19 19:50:25	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000389422 | val_loss: 0.000405296 | Time: 1467.58 ms
[2020-12-19 19:50:26	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0003844 | val_loss: 0.000382671 | Time: 1485.56 ms
[2020-12-19 19:50:28	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000367578 | val_loss: 0.000383717 | Time: 1469.24 ms
[2020-12-19 19:50:29	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000363236 | val_loss: 0.000384954 | Time: 1472.11 ms
[2020-12-19 19:50:31	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000373216 | val_loss: 0.000376342 | Time: 1472.91 ms
[2020-12-19 19:50:32	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000360742 | val_loss: 0.000377727 | Time: 1482.3 ms
[2020-12-19 19:50:34	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000359612 | val_loss: 0.000380985 | Time: 1507.38 ms
[2020-12-19 19:50:35	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000397904 | val_loss: 0.000407317 | Time: 1522.09 ms
[2020-12-19 19:50:37	                main:581]	:	INFO	:	Epoch 626 | loss: 0.00037107 | val_loss: 0.000376325 | Time: 1511.21 ms
[2020-12-19 19:50:38	                main:581]	:	INFO	:	Epoch 627 | loss: 0.00036642 | val_loss: 0.000387186 | Time: 1492.14 ms
[2020-12-19 19:50:40	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000362776 | val_loss: 0.000381917 | Time: 1529.02 ms
[2020-12-19 19:50:41	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000361672 | val_loss: 0.00037698 | Time: 1531.43 ms
[2020-12-19 19:50:43	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000370088 | val_loss: 0.000393937 | Time: 1511.21 ms
[2020-12-19 19:50:44	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000364025 | val_loss: 0.000377256 | Time: 1539.36 ms
[2020-12-19 19:50:46	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000360496 | val_loss: 0.000375521 | Time: 1510.23 ms
[2020-12-19 19:50:47	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000372194 | val_loss: 0.000394976 | Time: 1532.6 ms
[2020-12-19 19:50:49	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000377411 | val_loss: 0.000415265 | Time: 1498.55 ms
[2020-12-19 19:50:50	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000378768 | val_loss: 0.000377434 | Time: 1469.25 ms
[2020-12-19 19:50:52	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000363004 | val_loss: 0.000373565 | Time: 1480.07 ms
[2020-12-19 19:50:53	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000362595 | val_loss: 0.000381305 | Time: 1460.9 ms
[2020-12-19 19:50:55	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000361889 | val_loss: 0.00038025 | Time: 1511.18 ms
[2020-12-19 19:50:56	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000370616 | val_loss: 0.000426228 | Time: 1510.26 ms
[2020-12-19 19:50:58	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000382696 | val_loss: 0.000379444 | Time: 1512.55 ms
[2020-12-19 19:50:59	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000364562 | val_loss: 0.000379348 | Time: 1487.11 ms
[2020-12-19 19:51:01	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000360992 | val_loss: 0.000375513 | Time: 1483.46 ms
[2020-12-19 19:51:02	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000365472 | val_loss: 0.000404929 | Time: 1480.2 ms
[2020-12-19 19:51:04	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000380638 | val_loss: 0.000384205 | Time: 1458.36 ms
[2020-12-19 19:51:05	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000363285 | val_loss: 0.000374253 | Time: 1488.82 ms
[2020-12-19 19:51:07	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000364971 | val_loss: 0.000398091 | Time: 1470.07 ms
[2020-12-19 19:51:08	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000374564 | val_loss: 0.000380163 | Time: 1481.93 ms
[2020-12-19 19:51:10	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000362373 | val_loss: 0.000374 | Time: 1483 ms
[2020-12-19 19:51:11	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000362677 | val_loss: 0.00037758 | Time: 1460.06 ms
[2020-12-19 19:51:13	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000378303 | val_loss: 0.000388524 | Time: 1460.42 ms
[2020-12-19 19:51:14	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00037861 | val_loss: 0.000388068 | Time: 1452.43 ms
[2020-12-19 19:51:15	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000365814 | val_loss: 0.000377933 | Time: 1444.38 ms
[2020-12-19 19:51:17	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0003602 | val_loss: 0.000376381 | Time: 1447.94 ms
[2020-12-19 19:51:18	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000360418 | val_loss: 0.000380155 | Time: 1462.35 ms
[2020-12-19 19:51:20	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000372714 | val_loss: 0.000392654 | Time: 1475.46 ms
[2020-12-19 19:51:21	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00036503 | val_loss: 0.000383042 | Time: 1453 ms
[2020-12-19 19:51:23	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000372848 | val_loss: 0.000392926 | Time: 1470.71 ms
[2020-12-19 19:51:24	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000365978 | val_loss: 0.000381777 | Time: 1465.48 ms
[2020-12-19 19:51:26	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000373454 | val_loss: 0.00040757 | Time: 1445.14 ms
[2020-12-19 19:51:27	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00038077 | val_loss: 0.000387576 | Time: 1432.11 ms
[2020-12-19 19:51:29	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000362576 | val_loss: 0.000375501 | Time: 1467.14 ms
[2020-12-19 19:51:30	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000362019 | val_loss: 0.000373602 | Time: 1469.13 ms
[2020-12-19 19:51:31	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000359321 | val_loss: 0.000374979 | Time: 1463.17 ms
[2020-12-19 19:51:33	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000373131 | val_loss: 0.000408806 | Time: 1461.53 ms
[2020-12-19 19:51:34	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000391771 | val_loss: 0.00039232 | Time: 1487.12 ms
[2020-12-19 19:51:36	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000364893 | val_loss: 0.000375197 | Time: 1487.72 ms
[2020-12-19 19:51:37	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000358781 | val_loss: 0.000372553 | Time: 1488.03 ms
[2020-12-19 19:51:39	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000368826 | val_loss: 0.000381504 | Time: 1483.57 ms
[2020-12-19 19:51:40	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000368101 | val_loss: 0.000388801 | Time: 1468.64 ms
[2020-12-19 19:51:42	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000370307 | val_loss: 0.000378451 | Time: 1474.92 ms
[2020-12-19 19:51:43	                main:581]	:	INFO	:	Epoch 671 | loss: 0.00035881 | val_loss: 0.000375911 | Time: 1466.01 ms
[2020-12-19 19:51:45	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000363666 | val_loss: 0.000377 | Time: 1475.21 ms
[2020-12-19 19:51:46	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000365004 | val_loss: 0.000378285 | Time: 1489.12 ms
[2020-12-19 19:51:48	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000363746 | val_loss: 0.000392905 | Time: 1478.28 ms
[2020-12-19 19:51:49	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000383418 | val_loss: 0.000389043 | Time: 1478.84 ms
[2020-12-19 19:51:51	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000379678 | val_loss: 0.000416648 | Time: 1489.35 ms
[2020-12-19 19:51:52	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000391498 | val_loss: 0.000384948 | Time: 1503.26 ms
[2020-12-19 19:51:54	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000362108 | val_loss: 0.000374663 | Time: 1479.71 ms
[2020-12-19 19:51:55	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000356538 | val_loss: 0.000372159 | Time: 1478.8 ms
[2020-12-19 19:51:57	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000357419 | val_loss: 0.000376055 | Time: 1490.16 ms
[2020-12-19 19:51:58	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000406 | val_loss: 0.00040967 | Time: 1492.49 ms
[2020-12-19 19:52:00	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000397827 | val_loss: 0.000406967 | Time: 1456.18 ms
[2020-12-19 19:52:01	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00037008 | val_loss: 0.000376781 | Time: 1498.52 ms
[2020-12-19 19:52:03	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000357412 | val_loss: 0.000372209 | Time: 1500.71 ms
[2020-12-19 19:52:04	                main:581]	:	INFO	:	Epoch 685 | loss: 0.00035701 | val_loss: 0.000377063 | Time: 1496.66 ms
[2020-12-19 19:52:06	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000362684 | val_loss: 0.000385233 | Time: 1439.69 ms
[2020-12-19 19:52:07	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000361481 | val_loss: 0.000377786 | Time: 1472.85 ms
[2020-12-19 19:52:08	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000357037 | val_loss: 0.000373301 | Time: 1462.4 ms
[2020-12-19 19:52:10	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000355439 | val_loss: 0.000371088 | Time: 1507.84 ms
[2020-12-19 19:52:12	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000358738 | val_loss: 0.000381773 | Time: 1525.87 ms
[2020-12-19 19:52:13	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000400183 | val_loss: 0.000406888 | Time: 1476.74 ms
[2020-12-19 19:52:15	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000372943 | val_loss: 0.000380896 | Time: 1534.12 ms
[2020-12-19 19:52:16	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000360267 | val_loss: 0.000373691 | Time: 1512.58 ms
[2020-12-19 19:52:18	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000356442 | val_loss: 0.000373141 | Time: 1506.51 ms
[2020-12-19 19:52:19	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000384253 | val_loss: 0.000382372 | Time: 1532.97 ms
[2020-12-19 19:52:21	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000365913 | val_loss: 0.00037743 | Time: 1536.51 ms
[2020-12-19 19:52:22	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000359454 | val_loss: 0.00038042 | Time: 1502.65 ms
[2020-12-19 19:52:24	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000361598 | val_loss: 0.000375195 | Time: 1517.91 ms
[2020-12-19 19:52:25	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000363353 | val_loss: 0.000401673 | Time: 1486.09 ms
[2020-12-19 19:52:27	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000396569 | val_loss: 0.000390755 | Time: 1480.26 ms
[2020-12-19 19:52:28	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000366524 | val_loss: 0.00038018 | Time: 1529.85 ms
[2020-12-19 19:52:30	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000360159 | val_loss: 0.000375305 | Time: 1467.96 ms
[2020-12-19 19:52:31	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000362247 | val_loss: 0.000382253 | Time: 1495.22 ms
[2020-12-19 19:52:33	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000362973 | val_loss: 0.000371704 | Time: 1506.47 ms
[2020-12-19 19:52:34	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000361386 | val_loss: 0.000378379 | Time: 1506.36 ms
[2020-12-19 19:52:36	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000366746 | val_loss: 0.000380827 | Time: 1516 ms
[2020-12-19 19:52:37	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000364066 | val_loss: 0.000385855 | Time: 1524.94 ms
[2020-12-19 19:52:39	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000365466 | val_loss: 0.000374475 | Time: 1516.71 ms
[2020-12-19 19:52:40	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000363612 | val_loss: 0.00038585 | Time: 1476.6 ms
[2020-12-19 19:52:42	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000371856 | val_loss: 0.000393306 | Time: 1507.4 ms
[2020-12-19 19:52:43	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000378907 | val_loss: 0.000414224 | Time: 1491.25 ms
[2020-12-19 19:52:45	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000389131 | val_loss: 0.000384426 | Time: 1502.65 ms
[2020-12-19 19:52:46	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000364968 | val_loss: 0.000375365 | Time: 1501.81 ms
[2020-12-19 19:52:48	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000358043 | val_loss: 0.000373268 | Time: 1532.67 ms
[2020-12-19 19:52:49	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000358575 | val_loss: 0.000375992 | Time: 1505.28 ms
[2020-12-19 19:52:51	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000365726 | val_loss: 0.000402283 | Time: 1503.97 ms
[2020-12-19 19:52:52	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000382551 | val_loss: 0.000383943 | Time: 1501.36 ms
[2020-12-19 19:52:54	                main:581]	:	INFO	:	Epoch 718 | loss: 0.00036634 | val_loss: 0.00038592 | Time: 1509.1 ms
[2020-12-19 19:52:55	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000361722 | val_loss: 0.000381174 | Time: 1535 ms
[2020-12-19 19:52:57	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000379234 | val_loss: 0.000396103 | Time: 1538.44 ms
[2020-12-19 19:52:58	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000363628 | val_loss: 0.000372422 | Time: 1514.23 ms
[2020-12-19 19:53:00	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000355323 | val_loss: 0.000371242 | Time: 1503.76 ms
[2020-12-19 19:53:01	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000355086 | val_loss: 0.000376256 | Time: 1482.55 ms
[2020-12-19 19:53:03	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000395319 | val_loss: 0.000411609 | Time: 1486.15 ms
[2020-12-19 19:53:04	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000378169 | val_loss: 0.000382506 | Time: 1471.91 ms
[2020-12-19 19:53:06	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000363553 | val_loss: 0.000382863 | Time: 1492.68 ms
[2020-12-19 19:53:07	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000366733 | val_loss: 0.000372217 | Time: 1453.31 ms
[2020-12-19 19:53:09	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000356908 | val_loss: 0.000372404 | Time: 1479.71 ms
[2020-12-19 19:53:10	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000358042 | val_loss: 0.00037465 | Time: 1449.39 ms
[2020-12-19 19:53:12	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000369291 | val_loss: 0.000397631 | Time: 1491.46 ms
[2020-12-19 19:53:13	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000381851 | val_loss: 0.000431482 | Time: 1491.16 ms
[2020-12-19 19:53:15	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000374982 | val_loss: 0.000385789 | Time: 1484.06 ms
[2020-12-19 19:53:16	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000364512 | val_loss: 0.000378053 | Time: 1455.75 ms
[2020-12-19 19:53:17	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000358487 | val_loss: 0.000371642 | Time: 1454.9 ms
[2020-12-19 19:53:19	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000357437 | val_loss: 0.000383652 | Time: 1475.51 ms
[2020-12-19 19:53:20	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000376373 | val_loss: 0.000377774 | Time: 1477.41 ms
[2020-12-19 19:53:22	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000362623 | val_loss: 0.000377637 | Time: 1488 ms
[2020-12-19 19:53:23	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000362662 | val_loss: 0.000381409 | Time: 1486.44 ms
[2020-12-19 19:53:25	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000364841 | val_loss: 0.000375499 | Time: 1532.26 ms
[2020-12-19 19:53:26	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000363342 | val_loss: 0.00037923 | Time: 1503.18 ms
[2020-12-19 19:53:28	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000370886 | val_loss: 0.000408871 | Time: 1473.4 ms
[2020-12-19 19:53:29	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000387504 | val_loss: 0.000383186 | Time: 1476.21 ms
[2020-12-19 19:53:31	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000371146 | val_loss: 0.000377264 | Time: 1450.12 ms
[2020-12-19 19:53:32	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000357794 | val_loss: 0.000372978 | Time: 1473.27 ms
[2020-12-19 19:53:34	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000358957 | val_loss: 0.000372937 | Time: 1483.76 ms
[2020-12-19 19:53:35	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000359368 | val_loss: 0.0003799 | Time: 1477.64 ms
[2020-12-19 19:53:37	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000387677 | val_loss: 0.000426233 | Time: 1492.25 ms
[2020-12-19 19:53:38	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000383293 | val_loss: 0.000384936 | Time: 1480.45 ms
[2020-12-19 19:53:40	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000360035 | val_loss: 0.00037202 | Time: 1482.38 ms
[2020-12-19 19:53:41	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000356243 | val_loss: 0.000373646 | Time: 1481.79 ms
[2020-12-19 19:53:43	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000363733 | val_loss: 0.000374527 | Time: 1484.44 ms
[2020-12-19 19:53:44	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000363231 | val_loss: 0.0003751 | Time: 1479.36 ms
[2020-12-19 19:53:46	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000362852 | val_loss: 0.00037693 | Time: 1464.23 ms
[2020-12-19 19:53:47	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000363175 | val_loss: 0.000383625 | Time: 1480 ms
[2020-12-19 19:53:49	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000381471 | val_loss: 0.000402124 | Time: 1487.67 ms
[2020-12-19 19:53:50	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000380536 | val_loss: 0.000382899 | Time: 1472.42 ms
[2020-12-19 19:53:52	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000361443 | val_loss: 0.000374801 | Time: 1464.83 ms
[2020-12-19 19:53:53	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000358221 | val_loss: 0.000373369 | Time: 1470.43 ms
[2020-12-19 19:53:54	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000374236 | val_loss: 0.000407688 | Time: 1466.22 ms
[2020-12-19 19:53:56	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000375588 | val_loss: 0.000381568 | Time: 1484.57 ms
[2020-12-19 19:53:57	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000363515 | val_loss: 0.000376743 | Time: 1464.78 ms
[2020-12-19 19:53:59	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000357881 | val_loss: 0.000379246 | Time: 1477.46 ms
[2020-12-19 19:54:00	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000380347 | val_loss: 0.00038146 | Time: 1446.37 ms
[2020-12-19 19:54:02	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000363368 | val_loss: 0.000378583 | Time: 1490.68 ms
[2020-12-19 19:54:03	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000366879 | val_loss: 0.000376291 | Time: 1480.76 ms
[2020-12-19 19:54:05	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000364286 | val_loss: 0.000386418 | Time: 1475.54 ms
[2020-12-19 19:54:06	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000365566 | val_loss: 0.000382941 | Time: 1489.91 ms
[2020-12-19 19:54:08	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000361424 | val_loss: 0.000375868 | Time: 1506.55 ms
[2020-12-19 19:54:09	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000360203 | val_loss: 0.000386341 | Time: 1470.52 ms
[2020-12-19 19:54:11	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000367422 | val_loss: 0.000386119 | Time: 1474.25 ms
[2020-12-19 19:54:12	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000381318 | val_loss: 0.000384383 | Time: 1464.41 ms
[2020-12-19 19:54:14	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000366819 | val_loss: 0.000385135 | Time: 1468.4 ms
[2020-12-19 19:54:15	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000363396 | val_loss: 0.000381153 | Time: 1473.35 ms
[2020-12-19 19:54:17	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000361308 | val_loss: 0.000376034 | Time: 1474.87 ms
[2020-12-19 19:54:18	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000358348 | val_loss: 0.000374255 | Time: 1486.71 ms
[2020-12-19 19:54:20	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000376926 | val_loss: 0.000407364 | Time: 1491.93 ms
[2020-12-19 19:54:21	                main:581]	:	INFO	:	Epoch 777 | loss: 0.00037816 | val_loss: 0.000395056 | Time: 1503.57 ms
[2020-12-19 19:54:23	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000366266 | val_loss: 0.000373495 | Time: 1490.69 ms
[2020-12-19 19:54:24	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000359919 | val_loss: 0.000373208 | Time: 1451.66 ms
[2020-12-19 19:54:26	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000360771 | val_loss: 0.000382687 | Time: 1497.48 ms
[2020-12-19 19:54:27	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000366217 | val_loss: 0.000378563 | Time: 1482.8 ms
[2020-12-19 19:54:28	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000391377 | val_loss: 0.000403093 | Time: 1463.23 ms
[2020-12-19 19:54:30	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000371737 | val_loss: 0.000384674 | Time: 1479.2 ms
[2020-12-19 19:54:31	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000363157 | val_loss: 0.000372528 | Time: 1486.6 ms
[2020-12-19 19:54:33	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000357062 | val_loss: 0.000373528 | Time: 1456.17 ms
[2020-12-19 19:54:34	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000357431 | val_loss: 0.000379557 | Time: 1482.75 ms
[2020-12-19 19:54:36	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000381624 | val_loss: 0.000379947 | Time: 1489.03 ms
[2020-12-19 19:54:37	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0003631 | val_loss: 0.000372361 | Time: 1503.87 ms
[2020-12-19 19:54:39	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000362788 | val_loss: 0.000402275 | Time: 1515.95 ms
[2020-12-19 19:54:40	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000379327 | val_loss: 0.000384042 | Time: 1501.94 ms
[2020-12-19 19:54:42	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000365324 | val_loss: 0.000376688 | Time: 1513.94 ms
[2020-12-19 19:54:43	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000358106 | val_loss: 0.000372741 | Time: 1504.23 ms
[2020-12-19 19:54:45	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000356338 | val_loss: 0.000372826 | Time: 1499.44 ms
[2020-12-19 19:54:46	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000360673 | val_loss: 0.000386136 | Time: 1485.54 ms
[2020-12-19 19:54:48	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000378809 | val_loss: 0.000396005 | Time: 1491.34 ms
[2020-12-19 19:54:49	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000374825 | val_loss: 0.000397653 | Time: 1483.01 ms
[2020-12-19 19:54:51	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000373211 | val_loss: 0.000376238 | Time: 1492.94 ms
[2020-12-19 19:54:52	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000357351 | val_loss: 0.000371936 | Time: 1458.46 ms
[2020-12-19 19:54:54	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00035596 | val_loss: 0.000373643 | Time: 1468.32 ms
[2020-12-19 19:54:55	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000360783 | val_loss: 0.000380595 | Time: 1490.32 ms
[2020-12-19 19:54:57	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000368648 | val_loss: 0.000375953 | Time: 1485.04 ms
[2020-12-19 19:54:58	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000362241 | val_loss: 0.000399087 | Time: 1479.08 ms
[2020-12-19 19:55:00	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000406681 | val_loss: 0.000384587 | Time: 1481.49 ms
[2020-12-19 19:55:01	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000370819 | val_loss: 0.000377054 | Time: 1486.18 ms
[2020-12-19 19:55:03	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000359979 | val_loss: 0.000370634 | Time: 1493.51 ms
[2020-12-19 19:55:04	                main:581]	:	INFO	:	Epoch 806 | loss: 0.00035585 | val_loss: 0.00037103 | Time: 1475.01 ms
[2020-12-19 19:55:06	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000366783 | val_loss: 0.000392718 | Time: 1476.23 ms
[2020-12-19 19:55:07	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000367708 | val_loss: 0.000375164 | Time: 1480.73 ms
[2020-12-19 19:55:09	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000359058 | val_loss: 0.00037587 | Time: 1491.68 ms
[2020-12-19 19:55:10	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000358924 | val_loss: 0.000376817 | Time: 1487.24 ms
[2020-12-19 19:55:12	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000357839 | val_loss: 0.000375296 | Time: 1451.58 ms
[2020-12-19 19:55:13	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000369272 | val_loss: 0.000389662 | Time: 1462.49 ms
[2020-12-19 19:55:15	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000365004 | val_loss: 0.000398615 | Time: 1484.02 ms
[2020-12-19 19:55:16	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000386071 | val_loss: 0.000395317 | Time: 1511.81 ms
[2020-12-19 19:55:18	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000367838 | val_loss: 0.000379031 | Time: 1496.9 ms
[2020-12-19 19:55:19	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000360893 | val_loss: 0.00037568 | Time: 1497.68 ms
[2020-12-19 19:55:21	                main:581]	:	INFO	:	Epoch 817 | loss: 0.00036528 | val_loss: 0.000380358 | Time: 1471.3 ms
[2020-12-19 19:55:22	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000361833 | val_loss: 0.000378517 | Time: 1474.92 ms
[2020-12-19 19:55:23	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000359491 | val_loss: 0.000373267 | Time: 1455.63 ms
[2020-12-19 19:55:25	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000360412 | val_loss: 0.000374294 | Time: 1481.73 ms
[2020-12-19 19:55:26	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000380605 | val_loss: 0.000429692 | Time: 1479.06 ms
[2020-12-19 19:55:28	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000376236 | val_loss: 0.000376317 | Time: 1480.46 ms
[2020-12-19 19:55:29	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00036739 | val_loss: 0.000392882 | Time: 1492.94 ms
[2020-12-19 19:55:31	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000374624 | val_loss: 0.000385223 | Time: 1485.94 ms
[2020-12-19 19:55:32	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000360479 | val_loss: 0.000373766 | Time: 1464.87 ms
[2020-12-19 19:55:34	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000355085 | val_loss: 0.000373247 | Time: 1510.04 ms
[2020-12-19 19:55:35	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000372522 | val_loss: 0.000375726 | Time: 1478.62 ms
[2020-12-19 19:55:37	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000357757 | val_loss: 0.000372958 | Time: 1478.59 ms
[2020-12-19 19:55:38	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000362684 | val_loss: 0.000382775 | Time: 1487.99 ms
[2020-12-19 19:55:40	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000360016 | val_loss: 0.000374499 | Time: 1460.53 ms
[2020-12-19 19:55:41	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000363953 | val_loss: 0.000385633 | Time: 1467.7 ms
[2020-12-19 19:55:43	                main:581]	:	INFO	:	Epoch 832 | loss: 0.00036661 | val_loss: 0.000383997 | Time: 1474.38 ms
[2020-12-19 19:55:44	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000376653 | val_loss: 0.000382801 | Time: 1491.9 ms
[2020-12-19 19:55:46	                main:581]	:	INFO	:	Epoch 834 | loss: 0.00036786 | val_loss: 0.000384541 | Time: 1479.86 ms
[2020-12-19 19:55:47	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000370245 | val_loss: 0.000380154 | Time: 1470.84 ms
[2020-12-19 19:55:49	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000362075 | val_loss: 0.000374906 | Time: 1472.8 ms
[2020-12-19 19:55:50	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000358593 | val_loss: 0.000373072 | Time: 1463.23 ms
[2020-12-19 19:55:52	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000380758 | val_loss: 0.000398606 | Time: 1458.77 ms
[2020-12-19 19:55:53	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000371227 | val_loss: 0.00037481 | Time: 1426.1 ms
[2020-12-19 19:55:54	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000361884 | val_loss: 0.000378602 | Time: 1449.46 ms
[2020-12-19 19:55:56	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000358138 | val_loss: 0.000376484 | Time: 1457.05 ms
[2020-12-19 19:55:57	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000366032 | val_loss: 0.000398353 | Time: 1482.81 ms
[2020-12-19 19:55:59	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000373193 | val_loss: 0.000377024 | Time: 1579.59 ms
[2020-12-19 19:56:00	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000357921 | val_loss: 0.000374877 | Time: 1555.41 ms
[2020-12-19 19:56:02	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000355394 | val_loss: 0.000373879 | Time: 1517.28 ms
[2020-12-19 19:56:04	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000364831 | val_loss: 0.000390198 | Time: 1502.07 ms
[2020-12-19 19:56:05	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000378129 | val_loss: 0.000403159 | Time: 1470.38 ms
[2020-12-19 19:56:06	                main:581]	:	INFO	:	Epoch 848 | loss: 0.00037038 | val_loss: 0.000373424 | Time: 1471.28 ms
[2020-12-19 19:56:08	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000357872 | val_loss: 0.000375215 | Time: 1491.56 ms
[2020-12-19 19:56:09	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000356204 | val_loss: 0.000372556 | Time: 1454.96 ms
[2020-12-19 19:56:11	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000374169 | val_loss: 0.000382025 | Time: 1493.38 ms
[2020-12-19 19:56:12	                main:581]	:	INFO	:	Epoch 852 | loss: 0.00037036 | val_loss: 0.000401164 | Time: 1491.44 ms
[2020-12-19 19:56:14	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000368775 | val_loss: 0.000379818 | Time: 1464.56 ms
[2020-12-19 19:56:15	                main:581]	:	INFO	:	Epoch 854 | loss: 0.00036126 | val_loss: 0.00037658 | Time: 1481.75 ms
[2020-12-19 19:56:17	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000362499 | val_loss: 0.000376843 | Time: 1472.99 ms
[2020-12-19 19:56:18	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000358931 | val_loss: 0.000375909 | Time: 1483.64 ms
[2020-12-19 19:56:20	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000362727 | val_loss: 0.000376741 | Time: 1478.09 ms
[2020-12-19 19:56:21	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000368976 | val_loss: 0.000410828 | Time: 1473.03 ms
[2020-12-19 19:56:23	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000394575 | val_loss: 0.000386316 | Time: 1508.17 ms
[2020-12-19 19:56:24	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000363671 | val_loss: 0.000374944 | Time: 1479.41 ms
[2020-12-19 19:56:26	                main:581]	:	INFO	:	Epoch 861 | loss: 0.00035844 | val_loss: 0.000371918 | Time: 1479.72 ms
[2020-12-19 19:56:27	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000356982 | val_loss: 0.000373925 | Time: 1486.81 ms
[2020-12-19 19:56:29	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000371729 | val_loss: 0.000383926 | Time: 1462.98 ms
[2020-12-19 19:56:30	                main:581]	:	INFO	:	Epoch 864 | loss: 0.00036091 | val_loss: 0.000372349 | Time: 1455.36 ms
[2020-12-19 19:56:32	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000370795 | val_loss: 0.000390938 | Time: 1454.43 ms
[2020-12-19 19:56:33	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000371267 | val_loss: 0.000376057 | Time: 1499.96 ms
[2020-12-19 19:56:35	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000359699 | val_loss: 0.000371426 | Time: 1479.59 ms
[2020-12-19 19:56:36	                main:581]	:	INFO	:	Epoch 868 | loss: 0.00035554 | val_loss: 0.000376465 | Time: 1506.97 ms
[2020-12-19 19:56:38	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000369877 | val_loss: 0.000376233 | Time: 1471.25 ms
[2020-12-19 19:56:39	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000363256 | val_loss: 0.000379366 | Time: 1490.04 ms
[2020-12-19 19:56:40	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000359924 | val_loss: 0.0003743 | Time: 1486.36 ms
[2020-12-19 19:56:42	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000359598 | val_loss: 0.000378178 | Time: 1450.74 ms
[2020-12-19 19:56:43	                main:581]	:	INFO	:	Epoch 873 | loss: 0.00036655 | val_loss: 0.000393491 | Time: 1452.51 ms
[2020-12-19 19:56:45	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000374156 | val_loss: 0.000407874 | Time: 1461.7 ms
[2020-12-19 19:56:46	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000370617 | val_loss: 0.000379213 | Time: 1480.82 ms
[2020-12-19 19:56:48	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000361272 | val_loss: 0.000376384 | Time: 1485.96 ms
[2020-12-19 19:56:49	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000358255 | val_loss: 0.000374059 | Time: 1488.48 ms
[2020-12-19 19:56:51	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000358852 | val_loss: 0.000372935 | Time: 1466.12 ms
[2020-12-19 19:56:52	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000369539 | val_loss: 0.00040184 | Time: 1449.17 ms
[2020-12-19 19:56:54	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000369635 | val_loss: 0.000382176 | Time: 1449.25 ms
[2020-12-19 19:56:55	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000367954 | val_loss: 0.000381925 | Time: 1467.05 ms
[2020-12-19 19:56:57	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000358956 | val_loss: 0.000377647 | Time: 1462.14 ms
[2020-12-19 19:56:58	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00035791 | val_loss: 0.000374291 | Time: 1576.28 ms
[2020-12-19 19:57:00	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000362224 | val_loss: 0.000378958 | Time: 1502.7 ms
[2020-12-19 19:57:01	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000381696 | val_loss: 0.0003977 | Time: 1512.61 ms
[2020-12-19 19:57:03	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000367992 | val_loss: 0.00037631 | Time: 1465.67 ms
[2020-12-19 19:57:04	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000359628 | val_loss: 0.000372781 | Time: 1469.5 ms
[2020-12-19 19:57:06	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000355171 | val_loss: 0.000374384 | Time: 1454.23 ms
[2020-12-19 19:57:07	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000382159 | val_loss: 0.000393756 | Time: 1518.54 ms
[2020-12-19 19:57:09	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000376945 | val_loss: 0.000379743 | Time: 1523.8 ms
[2020-12-19 19:57:10	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000361018 | val_loss: 0.000371529 | Time: 1490.94 ms
[2020-12-19 19:57:12	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000357853 | val_loss: 0.000377249 | Time: 1517.54 ms
[2020-12-19 19:57:13	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000362005 | val_loss: 0.000373777 | Time: 1520.48 ms
[2020-12-19 19:57:15	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000362599 | val_loss: 0.000377636 | Time: 1518.16 ms
[2020-12-19 19:57:16	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000357949 | val_loss: 0.000372036 | Time: 1504.72 ms
[2020-12-19 19:57:18	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000371495 | val_loss: 0.000400458 | Time: 1488.24 ms
[2020-12-19 19:57:19	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000375079 | val_loss: 0.000378412 | Time: 1503.11 ms
[2020-12-19 19:57:21	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00036091 | val_loss: 0.000374324 | Time: 1481.65 ms
[2020-12-19 19:57:22	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000360278 | val_loss: 0.000374662 | Time: 1520.98 ms
[2020-12-19 19:57:24	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000357289 | val_loss: 0.000377407 | Time: 1515.53 ms
[2020-12-19 19:57:25	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000371484 | val_loss: 0.000381497 | Time: 1536.07 ms
[2020-12-19 19:57:27	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000360364 | val_loss: 0.000377736 | Time: 1480.41 ms
[2020-12-19 19:57:28	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000357427 | val_loss: 0.000373804 | Time: 1489.93 ms
[2020-12-19 19:57:30	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000360261 | val_loss: 0.00038936 | Time: 1473.66 ms
[2020-12-19 19:57:31	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000377873 | val_loss: 0.00039772 | Time: 1458.32 ms
[2020-12-19 19:57:33	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000369648 | val_loss: 0.000377315 | Time: 1455.13 ms
[2020-12-19 19:57:34	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000359042 | val_loss: 0.000376217 | Time: 1473.34 ms
[2020-12-19 19:57:36	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000362277 | val_loss: 0.000385938 | Time: 1499.43 ms
[2020-12-19 19:57:37	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000373099 | val_loss: 0.00039164 | Time: 1527.67 ms
[2020-12-19 19:57:39	                main:581]	:	INFO	:	Epoch 910 | loss: 0.00036554 | val_loss: 0.000373901 | Time: 1495.43 ms
[2020-12-19 19:57:40	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000359559 | val_loss: 0.000371997 | Time: 1492.81 ms
[2020-12-19 19:57:42	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000357774 | val_loss: 0.000380497 | Time: 1501.57 ms
[2020-12-19 19:57:43	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000364987 | val_loss: 0.000372714 | Time: 1515.21 ms
[2020-12-19 19:57:45	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000364385 | val_loss: 0.000433319 | Time: 1496.05 ms
[2020-12-19 19:57:46	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000400377 | val_loss: 0.000387471 | Time: 1511.72 ms
[2020-12-19 19:57:48	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000372491 | val_loss: 0.00038148 | Time: 1502.33 ms
[2020-12-19 19:57:49	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000362058 | val_loss: 0.000378904 | Time: 1504.73 ms
[2020-12-19 19:57:51	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000360234 | val_loss: 0.00037491 | Time: 1517.25 ms
[2020-12-19 19:57:52	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000357154 | val_loss: 0.000371476 | Time: 1502.21 ms
[2020-12-19 19:57:54	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00035543 | val_loss: 0.000377568 | Time: 1537.74 ms
[2020-12-19 19:57:55	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0180133 | val_loss: 0.0411923 | Time: 1509.81 ms
[2020-12-19 19:57:57	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0292186 | val_loss: 0.0117958 | Time: 1519.99 ms
[2020-12-19 19:57:58	                main:581]	:	INFO	:	Epoch 923 | loss: 0.00696396 | val_loss: 0.00333023 | Time: 1548.44 ms
[2020-12-19 19:58:00	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00214083 | val_loss: 0.00139221 | Time: 1538.47 ms
[2020-12-19 19:58:01	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00112908 | val_loss: 0.000966168 | Time: 1515.16 ms
[2020-12-19 19:58:03	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000887603 | val_loss: 0.000837396 | Time: 1519.21 ms
[2020-12-19 19:58:04	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000783744 | val_loss: 0.000759914 | Time: 1508.12 ms
[2020-12-19 19:58:06	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000721032 | val_loss: 0.000716868 | Time: 1546.51 ms
[2020-12-19 19:58:07	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000685093 | val_loss: 0.000688172 | Time: 1531.03 ms
[2020-12-19 19:58:09	                main:581]	:	INFO	:	Epoch 930 | loss: 0.00064775 | val_loss: 0.000632351 | Time: 1515.19 ms
[2020-12-19 19:58:10	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000603778 | val_loss: 0.000608816 | Time: 1547.23 ms
[2020-12-19 19:58:12	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000585742 | val_loss: 0.000594345 | Time: 1505.83 ms
[2020-12-19 19:58:13	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000574047 | val_loss: 0.000584053 | Time: 1505.8 ms
[2020-12-19 19:58:15	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000565046 | val_loss: 0.000575835 | Time: 1520.22 ms
[2020-12-19 19:58:17	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000557282 | val_loss: 0.000568174 | Time: 1510.6 ms
[2020-12-19 19:58:18	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000550172 | val_loss: 0.000561385 | Time: 1515.66 ms
[2020-12-19 19:58:20	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000544055 | val_loss: 0.000555491 | Time: 1523.54 ms
[2020-12-19 19:58:21	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000538751 | val_loss: 0.000550541 | Time: 1515.14 ms
[2020-12-19 19:58:23	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000534389 | val_loss: 0.000546322 | Time: 1521.81 ms
[2020-12-19 19:58:24	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000530452 | val_loss: 0.000542869 | Time: 1456.21 ms
[2020-12-19 19:58:26	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000527101 | val_loss: 0.000539578 | Time: 1500.6 ms
[2020-12-19 19:58:27	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000524147 | val_loss: 0.000536845 | Time: 1485.9 ms
[2020-12-19 19:58:29	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000520987 | val_loss: 0.000533781 | Time: 1520.38 ms
[2020-12-19 19:58:30	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000518348 | val_loss: 0.000531505 | Time: 1527.61 ms
[2020-12-19 19:58:32	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000516124 | val_loss: 0.000529249 | Time: 1473.95 ms
[2020-12-19 19:58:33	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000513938 | val_loss: 0.000527216 | Time: 1508.07 ms
[2020-12-19 19:58:35	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000511991 | val_loss: 0.000525001 | Time: 1496.65 ms
[2020-12-19 19:58:36	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000510119 | val_loss: 0.000523146 | Time: 1487.49 ms
[2020-12-19 19:58:38	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000508488 | val_loss: 0.000521679 | Time: 1537.89 ms
[2020-12-19 19:58:39	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000507355 | val_loss: 0.000520869 | Time: 1512.1 ms
[2020-12-19 19:58:41	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000505709 | val_loss: 0.000518824 | Time: 1520.52 ms
[2020-12-19 19:58:42	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000504478 | val_loss: 0.000517512 | Time: 1530.52 ms
[2020-12-19 19:58:44	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000503118 | val_loss: 0.000516288 | Time: 1505.52 ms
[2020-12-19 19:58:45	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000502087 | val_loss: 0.000515279 | Time: 1477.71 ms
[2020-12-19 19:58:47	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000501201 | val_loss: 0.000515003 | Time: 1509.62 ms
[2020-12-19 19:58:48	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000500391 | val_loss: 0.000513707 | Time: 1489.28 ms
[2020-12-19 19:58:50	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000499486 | val_loss: 0.000512709 | Time: 1526.38 ms
[2020-12-19 19:58:51	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000498873 | val_loss: 0.000513567 | Time: 1510.85 ms
[2020-12-19 19:58:53	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000498627 | val_loss: 0.000513325 | Time: 1492.84 ms
[2020-12-19 19:58:54	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000500483 | val_loss: 0.00051044 | Time: 1509.51 ms
[2020-12-19 19:58:56	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000501126 | val_loss: 0.000517295 | Time: 1465.28 ms
[2020-12-19 19:58:57	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000498335 | val_loss: 0.000509655 | Time: 1549.31 ms
[2020-12-19 19:58:59	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000498647 | val_loss: 0.000508035 | Time: 1516.11 ms
[2020-12-19 19:59:00	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000494674 | val_loss: 0.000507579 | Time: 1581.74 ms
[2020-12-19 19:59:02	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000494021 | val_loss: 0.000507679 | Time: 1482.18 ms
[2020-12-19 19:59:03	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000493064 | val_loss: 0.000506683 | Time: 1503.13 ms
[2020-12-19 19:59:05	                main:581]	:	INFO	:	Epoch 967 | loss: 0.00049323 | val_loss: 0.000512477 | Time: 1501.92 ms
[2020-12-19 19:59:06	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000512117 | val_loss: 0.000506504 | Time: 1497.2 ms
[2020-12-19 19:59:08	                main:581]	:	INFO	:	Epoch 969 | loss: 0.00049487 | val_loss: 0.000505605 | Time: 1516.05 ms
[2020-12-19 19:59:09	                main:581]	:	INFO	:	Epoch 970 | loss: 0.00049141 | val_loss: 0.000507506 | Time: 1468.36 ms
[2020-12-19 19:59:11	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000491184 | val_loss: 0.000507079 | Time: 1477.83 ms
[2020-12-19 19:59:12	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000490812 | val_loss: 0.000504046 | Time: 1468 ms
[2020-12-19 19:59:14	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000489161 | val_loss: 0.000503201 | Time: 1443.88 ms
[2020-12-19 19:59:15	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000488784 | val_loss: 0.000502712 | Time: 1460.94 ms
[2020-12-19 19:59:17	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000488655 | val_loss: 0.00050338 | Time: 1459.23 ms
[2020-12-19 19:59:18	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000488532 | val_loss: 0.000504954 | Time: 1463.48 ms
[2020-12-19 19:59:20	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000488487 | val_loss: 0.000502695 | Time: 1516.72 ms
[2020-12-19 19:59:21	                main:581]	:	INFO	:	Epoch 978 | loss: 0.00048905 | val_loss: 0.00050193 | Time: 1492.15 ms
[2020-12-19 19:59:23	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000493026 | val_loss: 0.000524001 | Time: 1462.1 ms
[2020-12-19 19:59:24	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000499248 | val_loss: 0.00050445 | Time: 1473.77 ms
[2020-12-19 19:59:25	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000487472 | val_loss: 0.000500854 | Time: 1491.11 ms
[2020-12-19 19:59:27	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000486188 | val_loss: 0.000499857 | Time: 1497.2 ms
[2020-12-19 19:59:28	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000485635 | val_loss: 0.000499565 | Time: 1486.61 ms
[2020-12-19 19:59:30	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000485739 | val_loss: 0.000500554 | Time: 1451.32 ms
[2020-12-19 19:59:31	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000486379 | val_loss: 0.000503406 | Time: 1479.77 ms
[2020-12-19 19:59:33	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000485345 | val_loss: 0.000498306 | Time: 1454.34 ms
[2020-12-19 19:59:34	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000484129 | val_loss: 0.000498103 | Time: 1481.68 ms
[2020-12-19 19:59:36	                main:581]	:	INFO	:	Epoch 988 | loss: 0.00048433 | val_loss: 0.000497991 | Time: 1494.03 ms
[2020-12-19 19:59:37	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000484156 | val_loss: 0.000500957 | Time: 1485.26 ms
[2020-12-19 19:59:39	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000495306 | val_loss: 0.000524719 | Time: 1461.16 ms
[2020-12-19 19:59:40	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000488604 | val_loss: 0.000498904 | Time: 1482.64 ms
[2020-12-19 19:59:42	                main:581]	:	INFO	:	Epoch 992 | loss: 0.00048544 | val_loss: 0.000497781 | Time: 1452.53 ms
[2020-12-19 19:59:43	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000484125 | val_loss: 0.000497724 | Time: 1465.87 ms
[2020-12-19 19:59:45	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000482489 | val_loss: 0.000496489 | Time: 1449.6 ms
[2020-12-19 19:59:46	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000482496 | val_loss: 0.000496467 | Time: 1473.39 ms
[2020-12-19 19:59:48	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000482072 | val_loss: 0.000497112 | Time: 1486.53 ms
[2020-12-19 19:59:49	                main:581]	:	INFO	:	Epoch 997 | loss: 0.00048235 | val_loss: 0.000495684 | Time: 1461.25 ms
[2020-12-19 19:59:50	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000483454 | val_loss: 0.000509753 | Time: 1457.86 ms
[2020-12-19 19:59:52	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000506707 | val_loss: 0.000514329 | Time: 1473.72 ms
[2020-12-19 19:59:53	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000487347 | val_loss: 0.000499629 | Time: 1481.33 ms
[2020-12-19 19:59:55	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000483305 | val_loss: 0.000495687 | Time: 1487.85 ms
[2020-12-19 19:59:56	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000481429 | val_loss: 0.000494702 | Time: 1482.73 ms
[2020-12-19 19:59:58	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000480679 | val_loss: 0.000494384 | Time: 1462.43 ms
[2020-12-19 19:59:59	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000480717 | val_loss: 0.000494999 | Time: 1517.58 ms
[2020-12-19 20:00:01	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000480394 | val_loss: 0.00049415 | Time: 1490.91 ms
[2020-12-19 20:00:02	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000479915 | val_loss: 0.000493796 | Time: 1462.98 ms
[2020-12-19 20:00:04	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000480111 | val_loss: 0.000495407 | Time: 1482.62 ms
[2020-12-19 20:00:05	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000479932 | val_loss: 0.000493731 | Time: 1484.29 ms
[2020-12-19 20:00:07	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000479427 | val_loss: 0.000493642 | Time: 1475.96 ms
[2020-12-19 20:00:08	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000479598 | val_loss: 0.000493295 | Time: 1493 ms
[2020-12-19 20:00:10	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000479102 | val_loss: 0.000493829 | Time: 1510.19 ms
[2020-12-19 20:00:11	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000480557 | val_loss: 0.00049377 | Time: 1458.56 ms
[2020-12-19 20:00:13	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000479887 | val_loss: 0.000494799 | Time: 1465.9 ms
[2020-12-19 20:00:14	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.00047933 | val_loss: 0.000492928 | Time: 1472.27 ms
[2020-12-19 20:00:16	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000482271 | val_loss: 0.00050881 | Time: 1455.87 ms
[2020-12-19 20:00:17	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000498101 | val_loss: 0.000499517 | Time: 1469.25 ms
[2020-12-19 20:00:19	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000479726 | val_loss: 0.000492326 | Time: 1505.43 ms
[2020-12-19 20:00:20	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000478176 | val_loss: 0.000492181 | Time: 1515.06 ms
[2020-12-19 20:00:22	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000478378 | val_loss: 0.000492808 | Time: 1491.72 ms
[2020-12-19 20:00:23	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0004784 | val_loss: 0.000492107 | Time: 1507.06 ms
[2020-12-19 20:00:25	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000477467 | val_loss: 0.000491478 | Time: 1491.78 ms
[2020-12-19 20:00:26	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000477949 | val_loss: 0.000491772 | Time: 1491.44 ms
[2020-12-19 20:00:28	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000478042 | val_loss: 0.000491318 | Time: 1467.41 ms
[2020-12-19 20:00:29	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000478246 | val_loss: 0.000493593 | Time: 1441.95 ms
[2020-12-19 20:00:29	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000493593
[2020-12-19 20:00:29	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-19 20:00:29	                main:615]	:	INFO	:	Success, exiting..
20:00:29 (3167345): 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)