Task 3232335

Name EightBitModified-1605455531-31345-2_2
Workunit 1453354
Created 11 Dec 2020, 2:05:20 UTC
Sent 11 Dec 2020, 2:40:16 UTC
Report deadline 18 Dec 2020, 2:40:16 UTC
Received 11 Dec 2020, 17:56:05 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5147
Run time 27 min 58 sec
CPU time 27 min 54 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,116.93 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 526 | loss: 0.000329993 | val_loss: 0.000343775 | Time: 1636.62 ms
[2020-12-11 12:09:59	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000329188 | val_loss: 0.00034185 | Time: 1618.66 ms
[2020-12-11 12:10:00	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000326992 | val_loss: 0.000346974 | Time: 1620.85 ms
[2020-12-11 12:10:02	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000338093 | val_loss: 0.000343864 | Time: 1617.93 ms
[2020-12-11 12:10:04	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000328938 | val_loss: 0.000340427 | Time: 1607.45 ms
[2020-12-11 12:10:05	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000325228 | val_loss: 0.000338181 | Time: 1632.59 ms
[2020-12-11 12:10:07	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000339805 | val_loss: 0.000382262 | Time: 1624.09 ms
[2020-12-11 12:10:09	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000334542 | val_loss: 0.000337849 | Time: 1625.97 ms
[2020-12-11 12:10:10	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000322674 | val_loss: 0.000335534 | Time: 1622.33 ms
[2020-12-11 12:10:12	                main:581]	:	INFO	:	Epoch 535 | loss: 0.00032341 | val_loss: 0.00033807 | Time: 1618.42 ms
[2020-12-11 12:10:13	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000338008 | val_loss: 0.000352189 | Time: 1633.29 ms
[2020-12-11 12:10:15	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000335929 | val_loss: 0.000342464 | Time: 1616.35 ms
[2020-12-11 12:10:17	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000329094 | val_loss: 0.000355434 | Time: 1616.14 ms
[2020-12-11 12:10:18	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000337738 | val_loss: 0.00034366 | Time: 1616.61 ms
[2020-12-11 12:10:20	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000325499 | val_loss: 0.000338579 | Time: 1613.4 ms
[2020-12-11 12:10:22	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000322508 | val_loss: 0.000335878 | Time: 1617.94 ms
[2020-12-11 12:10:23	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000323698 | val_loss: 0.000349204 | Time: 1613.64 ms
[2020-12-11 12:10:25	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000351678 | val_loss: 0.000356528 | Time: 1608.37 ms
[2020-12-11 12:10:26	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000332759 | val_loss: 0.000340806 | Time: 1602.84 ms
[2020-12-11 12:10:28	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000323953 | val_loss: 0.000336895 | Time: 1629.9 ms
[2020-12-11 12:10:30	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000325368 | val_loss: 0.000348149 | Time: 1602.31 ms
[2020-12-11 12:10:31	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000338125 | val_loss: 0.000350452 | Time: 1623.49 ms
[2020-12-11 12:10:33	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000334968 | val_loss: 0.000347971 | Time: 1612.81 ms
[2020-12-11 12:10:34	                main:581]	:	INFO	:	Epoch 549 | loss: 0.00032532 | val_loss: 0.000340275 | Time: 1624.24 ms
[2020-12-11 12:10:36	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000323883 | val_loss: 0.000340118 | Time: 1628.29 ms
[2020-12-11 12:10:38	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000333199 | val_loss: 0.000358864 | Time: 1621.48 ms
[2020-12-11 12:10:39	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000338088 | val_loss: 0.000343622 | Time: 1619.34 ms
[2020-12-11 12:10:41	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000327815 | val_loss: 0.000340553 | Time: 1621.62 ms
[2020-12-11 12:10:43	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000323252 | val_loss: 0.000338487 | Time: 1613.92 ms
[2020-12-11 12:10:44	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000330618 | val_loss: 0.000362046 | Time: 1609.49 ms
[2020-12-11 12:10:46	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000344185 | val_loss: 0.000350804 | Time: 1613.07 ms
[2020-12-11 12:10:47	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000328366 | val_loss: 0.000340142 | Time: 1634.97 ms
[2020-12-11 12:10:49	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000328675 | val_loss: 0.000341546 | Time: 1635.74 ms
[2020-12-11 12:10:51	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000326948 | val_loss: 0.000346398 | Time: 1633.41 ms
[2020-12-11 12:10:52	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000334172 | val_loss: 0.000341506 | Time: 1625.54 ms
[2020-12-11 12:10:54	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000327887 | val_loss: 0.000339966 | Time: 1622.9 ms
[2020-12-11 12:10:56	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000326749 | val_loss: 0.000343229 | Time: 1627.35 ms
[2020-12-11 12:10:57	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000332052 | val_loss: 0.000352279 | Time: 1625.12 ms
[2020-12-11 12:10:59	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000336494 | val_loss: 0.000363871 | Time: 1631.17 ms
[2020-12-11 12:11:00	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000341535 | val_loss: 0.000342976 | Time: 1622.1 ms
[2020-12-11 12:11:02	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00032628 | val_loss: 0.000338429 | Time: 1636.96 ms
[2020-12-11 12:11:04	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000324487 | val_loss: 0.000337477 | Time: 1622.15 ms
[2020-12-11 12:11:05	                main:581]	:	INFO	:	Epoch 568 | loss: 0.00032625 | val_loss: 0.000340762 | Time: 1626.53 ms
[2020-12-11 12:11:07	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000332817 | val_loss: 0.000345727 | Time: 1623.45 ms
[2020-12-11 12:11:09	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000329894 | val_loss: 0.000342016 | Time: 1617.6 ms
[2020-12-11 12:11:10	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000325666 | val_loss: 0.000337012 | Time: 1615.63 ms
[2020-12-11 12:11:12	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000327945 | val_loss: 0.000368101 | Time: 1613.19 ms
[2020-12-11 12:11:13	                main:581]	:	INFO	:	Epoch 573 | loss: 0.00035547 | val_loss: 0.000348686 | Time: 1612.83 ms
[2020-12-11 12:11:15	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000328176 | val_loss: 0.000338021 | Time: 1617.47 ms
[2020-12-11 12:11:17	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000327073 | val_loss: 0.000339647 | Time: 1613.7 ms
[2020-12-11 12:11:18	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000324128 | val_loss: 0.000334971 | Time: 1624.65 ms
[2020-12-11 12:11:20	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000321794 | val_loss: 0.00033868 | Time: 1628.33 ms
[2020-12-11 12:11:22	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000337713 | val_loss: 0.000370029 | Time: 1631.11 ms
[2020-12-11 12:11:23	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000347366 | val_loss: 0.000344445 | Time: 1633.46 ms
[2020-12-11 12:11:25	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000329172 | val_loss: 0.000339419 | Time: 1630.89 ms
[2020-12-11 12:11:26	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000326358 | val_loss: 0.000340814 | Time: 1632.04 ms
[2020-12-11 12:11:28	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000324185 | val_loss: 0.000337401 | Time: 1627.57 ms
[2020-12-11 12:11:30	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000324536 | val_loss: 0.00034129 | Time: 1639.56 ms
[2020-12-11 12:11:31	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000338899 | val_loss: 0.00036641 | Time: 1626.17 ms
[2020-12-11 12:11:33	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000333873 | val_loss: 0.000344828 | Time: 1630.8 ms
[2020-12-11 12:11:35	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000325464 | val_loss: 0.000337027 | Time: 1644.79 ms
[2020-12-11 12:11:36	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000322572 | val_loss: 0.000337277 | Time: 1647.76 ms
[2020-12-11 12:11:38	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000331388 | val_loss: 0.000382834 | Time: 1644.97 ms
[2020-12-11 12:11:39	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000357834 | val_loss: 0.00034676 | Time: 1629.54 ms
[2020-12-11 12:11:41	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000330087 | val_loss: 0.000339094 | Time: 1633.21 ms
[2020-12-11 12:11:43	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000327902 | val_loss: 0.000350222 | Time: 1626.79 ms
[2020-12-11 12:11:44	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000328579 | val_loss: 0.000338837 | Time: 1626.32 ms
[2020-12-11 12:11:46	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000322816 | val_loss: 0.000336126 | Time: 1603.45 ms
[2020-12-11 12:11:48	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000323701 | val_loss: 0.000338417 | Time: 1641.25 ms
[2020-12-11 12:11:49	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000331677 | val_loss: 0.000356321 | Time: 1625.34 ms
[2020-12-11 12:11:51	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000339837 | val_loss: 0.000347276 | Time: 1627.07 ms
[2020-12-11 12:11:52	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000326819 | val_loss: 0.000336745 | Time: 1607.51 ms
[2020-12-11 12:11:54	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000323231 | val_loss: 0.000339869 | Time: 1627.62 ms
[2020-12-11 12:11:56	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000324366 | val_loss: 0.000341456 | Time: 1621.17 ms
[2020-12-11 12:11:57	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000337112 | val_loss: 0.000373223 | Time: 1617.72 ms
[2020-12-11 12:11:59	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000339081 | val_loss: 0.000346789 | Time: 1613.45 ms
[2020-12-11 12:12:01	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000324491 | val_loss: 0.000336384 | Time: 1626.89 ms
[2020-12-11 12:12:02	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000324269 | val_loss: 0.000348365 | Time: 1627.54 ms
[2020-12-11 12:12:04	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000345954 | val_loss: 0.000354198 | Time: 1626.73 ms
[2020-12-11 12:12:05	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000331839 | val_loss: 0.000342035 | Time: 1628 ms
[2020-12-11 12:12:07	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000326269 | val_loss: 0.000340133 | Time: 1629.43 ms
[2020-12-11 12:12:09	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000328334 | val_loss: 0.000343628 | Time: 1643.02 ms
[2020-12-11 12:12:10	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000323505 | val_loss: 0.000337341 | Time: 1623.41 ms
[2020-12-11 12:12:12	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000325228 | val_loss: 0.000345255 | Time: 1622.63 ms
[2020-12-11 12:12:14	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000345425 | val_loss: 0.000425098 | Time: 1631.49 ms
[2020-12-11 12:12:15	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000354723 | val_loss: 0.000347615 | Time: 1629.03 ms
[2020-12-11 12:12:17	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000326315 | val_loss: 0.000336646 | Time: 1620.46 ms
[2020-12-11 12:12:19	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000320626 | val_loss: 0.000334236 | Time: 1628.69 ms
[2020-12-11 12:12:20	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000320743 | val_loss: 0.000337623 | Time: 1628.83 ms
[2020-12-11 12:12:22	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000328803 | val_loss: 0.000347484 | Time: 1627.61 ms
[2020-12-11 12:12:23	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0003307 | val_loss: 0.000342685 | Time: 1611.52 ms
[2020-12-11 12:12:25	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000329828 | val_loss: 0.000346624 | Time: 1679.05 ms
[2020-12-11 12:12:27	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000333158 | val_loss: 0.000339308 | Time: 1706.58 ms
[2020-12-11 12:12:28	                main:581]	:	INFO	:	Epoch 619 | loss: 0.00032337 | val_loss: 0.000335858 | Time: 1702.53 ms
[2020-12-11 12:12:30	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000324254 | val_loss: 0.000340652 | Time: 1707.56 ms
[2020-12-11 12:12:32	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000336538 | val_loss: 0.000347905 | Time: 1717.6 ms
[2020-12-11 12:12:34	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000333394 | val_loss: 0.000350166 | Time: 1704.11 ms
[2020-12-11 12:12:35	                main:581]	:	INFO	:	Epoch 623 | loss: 0.00032994 | val_loss: 0.000341241 | Time: 1718.45 ms
[2020-12-11 12:12:37	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000325081 | val_loss: 0.000337719 | Time: 1715.36 ms
[2020-12-11 12:12:39	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000322434 | val_loss: 0.000338671 | Time: 1689.15 ms
[2020-12-11 12:12:40	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000326597 | val_loss: 0.000355249 | Time: 1707.17 ms
[2020-12-11 12:12:42	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000360224 | val_loss: 0.000359774 | Time: 1711.33 ms
[2020-12-11 12:12:44	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000334451 | val_loss: 0.000342454 | Time: 1704.38 ms
[2020-12-11 12:12:46	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000324581 | val_loss: 0.000339042 | Time: 1700.42 ms
[2020-12-11 12:12:47	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000323037 | val_loss: 0.000336065 | Time: 1719.97 ms
[2020-12-11 12:12:49	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000325416 | val_loss: 0.000343591 | Time: 1672.9 ms
[2020-12-11 12:12:51	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000329684 | val_loss: 0.000347681 | Time: 1659.73 ms
[2020-12-11 12:12:52	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000330259 | val_loss: 0.000340299 | Time: 1708.62 ms
[2020-12-11 12:12:54	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000324085 | val_loss: 0.000342297 | Time: 1709.81 ms
[2020-12-11 12:12:56	                main:581]	:	INFO	:	Epoch 635 | loss: 0.00033166 | val_loss: 0.000348405 | Time: 1720.17 ms
[2020-12-11 12:12:57	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000329725 | val_loss: 0.00033799 | Time: 1707.44 ms
[2020-12-11 12:12:59	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000331906 | val_loss: 0.000346405 | Time: 1705.55 ms
[2020-12-11 12:13:01	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000331303 | val_loss: 0.000340864 | Time: 1636.76 ms
[2020-12-11 12:13:02	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000328773 | val_loss: 0.000349832 | Time: 1644.48 ms
[2020-12-11 12:13:04	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000332963 | val_loss: 0.00035259 | Time: 1657.99 ms
[2020-12-11 12:13:06	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000329987 | val_loss: 0.000339072 | Time: 1655.41 ms
[2020-12-11 12:13:07	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000324052 | val_loss: 0.000344453 | Time: 1677.21 ms
[2020-12-11 12:13:09	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000333439 | val_loss: 0.000346933 | Time: 1649.02 ms
[2020-12-11 12:13:11	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000329448 | val_loss: 0.000341998 | Time: 1640.29 ms
[2020-12-11 12:13:12	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000326581 | val_loss: 0.000340058 | Time: 1643.48 ms
[2020-12-11 12:13:14	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000328258 | val_loss: 0.000349185 | Time: 1627.51 ms
[2020-12-11 12:13:16	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000333822 | val_loss: 0.000342708 | Time: 1620.64 ms
[2020-12-11 12:13:17	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000327862 | val_loss: 0.000345755 | Time: 1622.54 ms
[2020-12-11 12:13:19	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000327682 | val_loss: 0.000345715 | Time: 1637 ms
[2020-12-11 12:13:20	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000339755 | val_loss: 0.000356747 | Time: 1630.94 ms
[2020-12-11 12:13:22	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0003389 | val_loss: 0.00034791 | Time: 1647.91 ms
[2020-12-11 12:13:24	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000327005 | val_loss: 0.000340884 | Time: 1623.11 ms
[2020-12-11 12:13:25	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000324792 | val_loss: 0.000341359 | Time: 1636.28 ms
[2020-12-11 12:13:27	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000327981 | val_loss: 0.000343677 | Time: 1625.77 ms
[2020-12-11 12:13:29	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000325864 | val_loss: 0.000338158 | Time: 1629.72 ms
[2020-12-11 12:13:30	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0003296 | val_loss: 0.000349325 | Time: 1618.08 ms
[2020-12-11 12:13:32	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00033114 | val_loss: 0.000344984 | Time: 1644.39 ms
[2020-12-11 12:13:34	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000327187 | val_loss: 0.000350098 | Time: 1639.56 ms
[2020-12-11 12:13:35	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000330181 | val_loss: 0.000342363 | Time: 1631.51 ms
[2020-12-11 12:13:37	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000325699 | val_loss: 0.000338597 | Time: 1614.59 ms
[2020-12-11 12:13:38	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000323785 | val_loss: 0.000340145 | Time: 1630.29 ms
[2020-12-11 12:13:40	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000328462 | val_loss: 0.00037148 | Time: 1622.21 ms
[2020-12-11 12:13:42	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000348885 | val_loss: 0.000351867 | Time: 1641.23 ms
[2020-12-11 12:13:43	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000344422 | val_loss: 0.000356899 | Time: 1617.44 ms
[2020-12-11 12:13:45	                main:581]	:	INFO	:	Epoch 665 | loss: 0.00033289 | val_loss: 0.000341733 | Time: 1630.69 ms
[2020-12-11 12:13:47	                main:581]	:	INFO	:	Epoch 666 | loss: 0.00032368 | val_loss: 0.000338583 | Time: 1629.31 ms
[2020-12-11 12:13:48	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000323165 | val_loss: 0.000339333 | Time: 1621.08 ms
[2020-12-11 12:13:50	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000321552 | val_loss: 0.000334977 | Time: 1632.04 ms
[2020-12-11 12:13:51	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000323403 | val_loss: 0.000343801 | Time: 1631.47 ms
[2020-12-11 12:13:53	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000341987 | val_loss: 0.000360625 | Time: 1615.15 ms
[2020-12-11 12:13:55	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000336651 | val_loss: 0.000350287 | Time: 1618.9 ms
[2020-12-11 12:13:56	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000330251 | val_loss: 0.000345598 | Time: 1628.04 ms
[2020-12-11 12:13:58	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000325656 | val_loss: 0.000336177 | Time: 1617.28 ms
[2020-12-11 12:14:00	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000322478 | val_loss: 0.000340894 | Time: 1627.86 ms
[2020-12-11 12:14:01	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000324047 | val_loss: 0.000340956 | Time: 1625.45 ms
[2020-12-11 12:14:03	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0003272 | val_loss: 0.000346685 | Time: 1611.44 ms
[2020-12-11 12:14:04	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000355312 | val_loss: 0.00035827 | Time: 1652.58 ms
[2020-12-11 12:14:06	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000338564 | val_loss: 0.000343085 | Time: 1670.65 ms
[2020-12-11 12:14:08	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000324237 | val_loss: 0.000339166 | Time: 1665.15 ms
[2020-12-11 12:14:09	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000323245 | val_loss: 0.000339132 | Time: 1672.41 ms
[2020-12-11 12:14:11	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000321693 | val_loss: 0.000336305 | Time: 1634.13 ms
[2020-12-11 12:14:13	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000321744 | val_loss: 0.000336808 | Time: 1635.01 ms
[2020-12-11 12:14:14	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000333875 | val_loss: 0.000375698 | Time: 1616.79 ms
[2020-12-11 12:14:16	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000347651 | val_loss: 0.000348979 | Time: 1611.88 ms
[2020-12-11 12:14:18	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000332862 | val_loss: 0.00034093 | Time: 1624.31 ms
[2020-12-11 12:14:19	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000323234 | val_loss: 0.000336267 | Time: 1618.54 ms
[2020-12-11 12:14:21	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000320668 | val_loss: 0.000337151 | Time: 1615.03 ms
[2020-12-11 12:14:22	                main:581]	:	INFO	:	Epoch 688 | loss: 0.000326348 | val_loss: 0.000350645 | Time: 1616.46 ms
[2020-12-11 12:14:24	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000331269 | val_loss: 0.000347791 | Time: 1630.01 ms
[2020-12-11 12:14:26	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000328495 | val_loss: 0.000342758 | Time: 1611.37 ms
[2020-12-11 12:14:27	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000326756 | val_loss: 0.000338691 | Time: 1617.95 ms
[2020-12-11 12:14:29	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000324451 | val_loss: 0.000342069 | Time: 1611.43 ms
[2020-12-11 12:14:31	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000327836 | val_loss: 0.000364448 | Time: 1619.88 ms
[2020-12-11 12:14:32	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000352254 | val_loss: 0.000345726 | Time: 1631.99 ms
[2020-12-11 12:14:34	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000329074 | val_loss: 0.000337987 | Time: 1645.12 ms
[2020-12-11 12:14:35	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000325212 | val_loss: 0.000336494 | Time: 1676.48 ms
[2020-12-11 12:14:37	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000324047 | val_loss: 0.000340624 | Time: 1649.25 ms
[2020-12-11 12:14:39	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000324166 | val_loss: 0.000337332 | Time: 1653.48 ms
[2020-12-11 12:14:40	                main:581]	:	INFO	:	Epoch 699 | loss: 0.00032247 | val_loss: 0.000342363 | Time: 1652.5 ms
[2020-12-11 12:14:42	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000341654 | val_loss: 0.00035361 | Time: 1638.06 ms
[2020-12-11 12:14:44	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000330477 | val_loss: 0.000345398 | Time: 1635.31 ms
[2020-12-11 12:14:45	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000334732 | val_loss: 0.000342515 | Time: 1649.67 ms
[2020-12-11 12:14:47	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000325192 | val_loss: 0.000339669 | Time: 1656.42 ms
[2020-12-11 12:14:49	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000328362 | val_loss: 0.000358182 | Time: 1646.21 ms
[2020-12-11 12:14:50	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000331785 | val_loss: 0.000343479 | Time: 1620.86 ms
[2020-12-11 12:14:52	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000325321 | val_loss: 0.000338135 | Time: 1631.16 ms
[2020-12-11 12:14:54	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000324399 | val_loss: 0.000344759 | Time: 1621.18 ms
[2020-12-11 12:14:55	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000329631 | val_loss: 0.000339772 | Time: 1627.39 ms
[2020-12-11 12:14:57	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000326697 | val_loss: 0.000348104 | Time: 1649.15 ms
[2020-12-11 12:14:58	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000338756 | val_loss: 0.000344569 | Time: 1611.37 ms
[2020-12-11 12:15:00	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000326579 | val_loss: 0.000340768 | Time: 1635.78 ms
[2020-12-11 12:15:02	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000326264 | val_loss: 0.000345241 | Time: 1620.94 ms
[2020-12-11 12:15:03	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0003382 | val_loss: 0.000342167 | Time: 1635.46 ms
[2020-12-11 12:15:05	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000327612 | val_loss: 0.000344219 | Time: 1633.96 ms
[2020-12-11 12:15:07	                main:581]	:	INFO	:	Epoch 715 | loss: 0.00032821 | val_loss: 0.000341226 | Time: 1628.32 ms
[2020-12-11 12:15:08	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000325687 | val_loss: 0.000340754 | Time: 1630.03 ms
[2020-12-11 12:15:10	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000327849 | val_loss: 0.00034291 | Time: 1619.55 ms
[2020-12-11 12:15:11	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000328044 | val_loss: 0.00034299 | Time: 1614.08 ms
[2020-12-11 12:15:13	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000339045 | val_loss: 0.00037094 | Time: 1608.85 ms
[2020-12-11 12:15:15	                main:581]	:	INFO	:	Epoch 720 | loss: 0.00160873 | val_loss: 0.00553535 | Time: 1605.59 ms
[2020-12-11 12:15:16	                main:581]	:	INFO	:	Epoch 721 | loss: 0.00635119 | val_loss: 0.00392592 | Time: 1614.38 ms
[2020-12-11 12:15:18	                main:581]	:	INFO	:	Epoch 722 | loss: 0.00387446 | val_loss: 0.00257059 | Time: 1620.25 ms
[2020-12-11 12:15:20	                main:581]	:	INFO	:	Epoch 723 | loss: 0.00114871 | val_loss: 0.000603249 | Time: 1619.92 ms
[2020-12-11 12:15:21	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0004627 | val_loss: 0.000398958 | Time: 1626.16 ms
[2020-12-11 12:15:23	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000362438 | val_loss: 0.000360376 | Time: 1621.32 ms
[2020-12-11 12:15:24	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000340003 | val_loss: 0.000351133 | Time: 1617.42 ms
[2020-12-11 12:15:26	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000334124 | val_loss: 0.000347665 | Time: 1620.88 ms
[2020-12-11 12:15:28	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000331607 | val_loss: 0.000345892 | Time: 1616.7 ms
[2020-12-11 12:15:29	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000330157 | val_loss: 0.000344847 | Time: 1612.34 ms
[2020-12-11 12:15:31	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000328925 | val_loss: 0.000343693 | Time: 1616.79 ms
[2020-12-11 12:15:33	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000328037 | val_loss: 0.000342852 | Time: 1639.66 ms
[2020-12-11 12:15:34	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000327163 | val_loss: 0.000342048 | Time: 1620.02 ms
[2020-12-11 12:15:36	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000326463 | val_loss: 0.000341562 | Time: 1615 ms
[2020-12-11 12:15:37	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000325892 | val_loss: 0.000340958 | Time: 1626.05 ms
[2020-12-11 12:15:39	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000325543 | val_loss: 0.00034068 | Time: 1654.54 ms
[2020-12-11 12:15:41	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000325212 | val_loss: 0.000340478 | Time: 1638.39 ms
[2020-12-11 12:15:42	                main:581]	:	INFO	:	Epoch 737 | loss: 0.00032498 | val_loss: 0.00034008 | Time: 1628.14 ms
[2020-12-11 12:15:44	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000324607 | val_loss: 0.000339802 | Time: 1627.91 ms
[2020-12-11 12:15:46	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000324282 | val_loss: 0.00033951 | Time: 1632.51 ms
[2020-12-11 12:15:47	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000323977 | val_loss: 0.000339166 | Time: 1635.23 ms
[2020-12-11 12:15:49	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000323742 | val_loss: 0.000338884 | Time: 1643.63 ms
[2020-12-11 12:15:50	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000323487 | val_loss: 0.000338852 | Time: 1645.54 ms
[2020-12-11 12:15:52	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000323429 | val_loss: 0.000338505 | Time: 1628.33 ms
[2020-12-11 12:15:54	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000323164 | val_loss: 0.000338459 | Time: 1626.97 ms
[2020-12-11 12:15:55	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000322975 | val_loss: 0.000338327 | Time: 1649.57 ms
[2020-12-11 12:15:57	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000322811 | val_loss: 0.000338083 | Time: 1631.99 ms
[2020-12-11 12:15:59	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000322638 | val_loss: 0.000337883 | Time: 1626.42 ms
[2020-12-11 12:16:00	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000322501 | val_loss: 0.000338049 | Time: 1646.74 ms
[2020-12-11 12:16:02	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000322436 | val_loss: 0.000337575 | Time: 1631.57 ms
[2020-12-11 12:16:04	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000322134 | val_loss: 0.000337313 | Time: 1644.51 ms
[2020-12-11 12:16:05	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000322014 | val_loss: 0.0003372 | Time: 1642.97 ms
[2020-12-11 12:16:07	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000321862 | val_loss: 0.000337197 | Time: 1635.08 ms
[2020-12-11 12:16:08	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00032182 | val_loss: 0.000337366 | Time: 1610.53 ms
[2020-12-11 12:16:10	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000321747 | val_loss: 0.000336918 | Time: 1609.04 ms
[2020-12-11 12:16:12	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000321584 | val_loss: 0.000336885 | Time: 1614.26 ms
[2020-12-11 12:16:13	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000321463 | val_loss: 0.000336832 | Time: 1605.88 ms
[2020-12-11 12:16:15	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000321372 | val_loss: 0.00033641 | Time: 1634.29 ms
[2020-12-11 12:16:17	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000321164 | val_loss: 0.000336146 | Time: 1620.45 ms
[2020-12-11 12:16:18	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000321215 | val_loss: 0.000336322 | Time: 1620.24 ms
[2020-12-11 12:16:20	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000321096 | val_loss: 0.00033628 | Time: 1622.69 ms
[2020-12-11 12:16:21	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000320896 | val_loss: 0.000335798 | Time: 1612.45 ms
[2020-12-11 12:16:23	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000320772 | val_loss: 0.000335829 | Time: 1625.89 ms
[2020-12-11 12:16:25	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000320712 | val_loss: 0.000335746 | Time: 1620.91 ms
[2020-12-11 12:16:26	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000320644 | val_loss: 0.000335729 | Time: 1617.26 ms
[2020-12-11 12:16:28	                main:581]	:	INFO	:	Epoch 765 | loss: 0.00032042 | val_loss: 0.000335436 | Time: 1616.89 ms
[2020-12-11 12:16:29	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000320276 | val_loss: 0.000335304 | Time: 1597.94 ms
[2020-12-11 12:16:31	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000320267 | val_loss: 0.00033546 | Time: 1625.08 ms
[2020-12-11 12:16:33	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000320372 | val_loss: 0.000335283 | Time: 1631.96 ms
[2020-12-11 12:16:34	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000320218 | val_loss: 0.00033546 | Time: 1620.86 ms
[2020-12-11 12:16:36	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000320318 | val_loss: 0.000335607 | Time: 1639.04 ms
[2020-12-11 12:16:38	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000320086 | val_loss: 0.00033513 | Time: 1638.44 ms
[2020-12-11 12:16:39	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000320116 | val_loss: 0.00033482 | Time: 1620.19 ms
[2020-12-11 12:16:41	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000319904 | val_loss: 0.00033517 | Time: 1614.75 ms
[2020-12-11 12:16:42	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000320218 | val_loss: 0.000334578 | Time: 1609.81 ms
[2020-12-11 12:16:44	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000319712 | val_loss: 0.000334738 | Time: 1613 ms
[2020-12-11 12:16:46	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000320044 | val_loss: 0.00033437 | Time: 1620.65 ms
[2020-12-11 12:16:47	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000319531 | val_loss: 0.000334871 | Time: 1619.12 ms
[2020-12-11 12:16:49	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000320254 | val_loss: 0.000338035 | Time: 1614.7 ms
[2020-12-11 12:16:51	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000339524 | val_loss: 0.000357402 | Time: 1605.35 ms
[2020-12-11 12:16:52	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000326121 | val_loss: 0.000334571 | Time: 1623.8 ms
[2020-12-11 12:16:54	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000321054 | val_loss: 0.000335212 | Time: 1616.72 ms
[2020-12-11 12:16:55	                main:581]	:	INFO	:	Epoch 782 | loss: 0.00031948 | val_loss: 0.000334134 | Time: 1612.13 ms
[2020-12-11 12:16:57	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000319082 | val_loss: 0.000334329 | Time: 1617 ms
[2020-12-11 12:16:59	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000319556 | val_loss: 0.000334023 | Time: 1613.07 ms
[2020-12-11 12:17:00	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000319106 | val_loss: 0.000333754 | Time: 1635.47 ms
[2020-12-11 12:17:02	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000319155 | val_loss: 0.000334039 | Time: 1624.99 ms
[2020-12-11 12:17:04	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000319084 | val_loss: 0.000333575 | Time: 1610.39 ms
[2020-12-11 12:17:05	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000319013 | val_loss: 0.000334034 | Time: 1637.28 ms
[2020-12-11 12:17:07	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000318913 | val_loss: 0.00033413 | Time: 1627.22 ms
[2020-12-11 12:17:08	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000319274 | val_loss: 0.000333764 | Time: 1630.27 ms
[2020-12-11 12:17:10	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000319235 | val_loss: 0.000334158 | Time: 1631.15 ms
[2020-12-11 12:17:12	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000325423 | val_loss: 0.000342549 | Time: 1614.86 ms
[2020-12-11 12:17:13	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000323141 | val_loss: 0.00033932 | Time: 1620.35 ms
[2020-12-11 12:17:15	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000321104 | val_loss: 0.000333947 | Time: 1609 ms
[2020-12-11 12:17:17	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000320093 | val_loss: 0.000334985 | Time: 1636.2 ms
[2020-12-11 12:17:18	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000320396 | val_loss: 0.000334467 | Time: 1635 ms
[2020-12-11 12:17:20	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000321962 | val_loss: 0.000333725 | Time: 1632.99 ms
[2020-12-11 12:17:21	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000321129 | val_loss: 0.00033346 | Time: 1649.89 ms
[2020-12-11 12:17:23	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000319739 | val_loss: 0.000334399 | Time: 1637.94 ms
[2020-12-11 12:17:25	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000320608 | val_loss: 0.000336969 | Time: 1649.02 ms
[2020-12-11 12:17:26	                main:581]	:	INFO	:	Epoch 801 | loss: 0.00032052 | val_loss: 0.000334125 | Time: 1632.66 ms
[2020-12-11 12:17:28	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000323333 | val_loss: 0.000335814 | Time: 1631.25 ms
[2020-12-11 12:17:30	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000319436 | val_loss: 0.000334036 | Time: 1635.01 ms
[2020-12-11 12:17:31	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000321175 | val_loss: 0.00033925 | Time: 1631.51 ms
[2020-12-11 12:17:33	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000321724 | val_loss: 0.000333784 | Time: 1625.55 ms
[2020-12-11 12:17:34	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000318707 | val_loss: 0.000334389 | Time: 1618.09 ms
[2020-12-11 12:17:36	                main:581]	:	INFO	:	Epoch 807 | loss: 0.00032161 | val_loss: 0.000335603 | Time: 1621.51 ms
[2020-12-11 12:17:38	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000320773 | val_loss: 0.000335508 | Time: 1630.95 ms
[2020-12-11 12:17:39	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000322183 | val_loss: 0.000334811 | Time: 1617.88 ms
[2020-12-11 12:17:41	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000329681 | val_loss: 0.000372521 | Time: 1609.24 ms
[2020-12-11 12:17:43	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000329848 | val_loss: 0.000337504 | Time: 1619.84 ms
[2020-12-11 12:17:44	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000321265 | val_loss: 0.000333795 | Time: 1616.3 ms
[2020-12-11 12:17:46	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000319212 | val_loss: 0.000333776 | Time: 1640.42 ms
[2020-12-11 12:17:47	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000319622 | val_loss: 0.000333819 | Time: 1637.61 ms
[2020-12-11 12:17:49	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000320646 | val_loss: 0.00033829 | Time: 1630.85 ms
[2020-12-11 12:17:51	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000332282 | val_loss: 0.000339824 | Time: 1651.22 ms
[2020-12-11 12:17:52	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000322888 | val_loss: 0.00033522 | Time: 1650.82 ms
[2020-12-11 12:17:54	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000321275 | val_loss: 0.000336848 | Time: 1634.09 ms
[2020-12-11 12:17:56	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000321323 | val_loss: 0.000334344 | Time: 1648.77 ms
[2020-12-11 12:17:57	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000320021 | val_loss: 0.000333994 | Time: 1647.83 ms
[2020-12-11 12:17:59	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000324417 | val_loss: 0.00034705 | Time: 1636.1 ms
[2020-12-11 12:18:01	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000326216 | val_loss: 0.000341102 | Time: 1646.43 ms
[2020-12-11 12:18:02	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000323934 | val_loss: 0.000350312 | Time: 1662.22 ms
[2020-12-11 12:18:04	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000337955 | val_loss: 0.000341334 | Time: 1629.54 ms
[2020-12-11 12:18:06	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000322077 | val_loss: 0.000333891 | Time: 1637.38 ms
[2020-12-11 12:18:07	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000319452 | val_loss: 0.000334224 | Time: 1643.7 ms
[2020-12-11 12:18:09	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000319309 | val_loss: 0.00033413 | Time: 1661.71 ms
[2020-12-11 12:18:11	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000320144 | val_loss: 0.000339536 | Time: 1640.5 ms
[2020-12-11 12:18:12	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000331436 | val_loss: 0.000337894 | Time: 1635.69 ms
[2020-12-11 12:18:14	                main:581]	:	INFO	:	Epoch 830 | loss: 0.00032137 | val_loss: 0.000333478 | Time: 1633.33 ms
[2020-12-11 12:18:15	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000319311 | val_loss: 0.000333998 | Time: 1630.38 ms
[2020-12-11 12:18:17	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000325426 | val_loss: 0.000362443 | Time: 1668.63 ms
[2020-12-11 12:18:19	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000336649 | val_loss: 0.000336823 | Time: 1656.05 ms
[2020-12-11 12:18:20	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000322236 | val_loss: 0.000334169 | Time: 1657.69 ms
[2020-12-11 12:18:22	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00031963 | val_loss: 0.000334412 | Time: 1666.96 ms
[2020-12-11 12:18:24	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000320503 | val_loss: 0.000338296 | Time: 1644.7 ms
[2020-12-11 12:18:25	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000321854 | val_loss: 0.000335369 | Time: 1649.85 ms
[2020-12-11 12:18:27	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000323818 | val_loss: 0.000350382 | Time: 1666.02 ms
[2020-12-11 12:18:29	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000330187 | val_loss: 0.00033876 | Time: 1662.37 ms
[2020-12-11 12:18:30	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000325418 | val_loss: 0.00033654 | Time: 1641.67 ms
[2020-12-11 12:18:32	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000324097 | val_loss: 0.000345145 | Time: 1656.79 ms
[2020-12-11 12:18:34	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000324148 | val_loss: 0.000337546 | Time: 1644.85 ms
[2020-12-11 12:18:35	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000320495 | val_loss: 0.000332821 | Time: 1693.19 ms
[2020-12-11 12:18:37	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000320164 | val_loss: 0.000347015 | Time: 1641.15 ms
[2020-12-11 12:18:39	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000348541 | val_loss: 0.00034587 | Time: 1636.83 ms
[2020-12-11 12:18:40	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000325104 | val_loss: 0.00033563 | Time: 1674.69 ms
[2020-12-11 12:18:42	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000320379 | val_loss: 0.000333558 | Time: 1675.32 ms
[2020-12-11 12:18:44	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000323554 | val_loss: 0.000350415 | Time: 1642.34 ms
[2020-12-11 12:18:45	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000330037 | val_loss: 0.000337132 | Time: 1611.3 ms
[2020-12-11 12:18:47	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000322714 | val_loss: 0.000338648 | Time: 1618.35 ms
[2020-12-11 12:18:48	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000320056 | val_loss: 0.000334335 | Time: 1612.96 ms
[2020-12-11 12:18:50	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000319078 | val_loss: 0.000333748 | Time: 1616.86 ms
[2020-12-11 12:18:52	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000326402 | val_loss: 0.000343697 | Time: 1620.13 ms
[2020-12-11 12:18:53	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000328332 | val_loss: 0.000354703 | Time: 1606.72 ms
[2020-12-11 12:18:55	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000337961 | val_loss: 0.000342562 | Time: 1611.77 ms
[2020-12-11 12:18:57	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000323791 | val_loss: 0.000338112 | Time: 1616.86 ms
[2020-12-11 12:18:58	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000324268 | val_loss: 0.000342785 | Time: 1614.15 ms
[2020-12-11 12:19:00	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000323571 | val_loss: 0.000336509 | Time: 1603.5 ms
[2020-12-11 12:19:01	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000320501 | val_loss: 0.000336052 | Time: 1626.93 ms
[2020-12-11 12:19:03	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000322049 | val_loss: 0.000336714 | Time: 1616.03 ms
[2020-12-11 12:19:05	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000326182 | val_loss: 0.000346008 | Time: 1611.09 ms
[2020-12-11 12:19:06	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000328205 | val_loss: 0.000338943 | Time: 1607.32 ms
[2020-12-11 12:19:08	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000323268 | val_loss: 0.000336368 | Time: 1614.42 ms
[2020-12-11 12:19:09	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000321652 | val_loss: 0.000337106 | Time: 1626.71 ms
[2020-12-11 12:19:11	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000335193 | val_loss: 0.000362789 | Time: 1620.82 ms
[2020-12-11 12:19:13	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000333075 | val_loss: 0.000350252 | Time: 1618.41 ms
[2020-12-11 12:19:14	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000326774 | val_loss: 0.000337435 | Time: 1625.07 ms
[2020-12-11 12:19:16	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000320999 | val_loss: 0.000334759 | Time: 1601.64 ms
[2020-12-11 12:19:18	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000321561 | val_loss: 0.000337787 | Time: 1632.1 ms
[2020-12-11 12:19:19	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000321666 | val_loss: 0.000337327 | Time: 1600.91 ms
[2020-12-11 12:19:21	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000325373 | val_loss: 0.000351091 | Time: 1633.06 ms
[2020-12-11 12:19:22	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000329603 | val_loss: 0.000343154 | Time: 1627.02 ms
[2020-12-11 12:19:24	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000336295 | val_loss: 0.000375688 | Time: 1616.2 ms
[2020-12-11 12:19:26	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000338972 | val_loss: 0.000337002 | Time: 1630.4 ms
[2020-12-11 12:19:27	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000323298 | val_loss: 0.000338234 | Time: 1609.13 ms
[2020-12-11 12:19:29	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000327268 | val_loss: 0.000336043 | Time: 1616.97 ms
[2020-12-11 12:19:30	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000322127 | val_loss: 0.000339509 | Time: 1623.9 ms
[2020-12-11 12:19:32	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000329473 | val_loss: 0.000345497 | Time: 1625.94 ms
[2020-12-11 12:19:34	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000323774 | val_loss: 0.000337014 | Time: 1620.92 ms
[2020-12-11 12:19:35	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000324377 | val_loss: 0.000340422 | Time: 1617.68 ms
[2020-12-11 12:19:37	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000325455 | val_loss: 0.000336606 | Time: 1620.76 ms
[2020-12-11 12:19:39	                main:581]	:	INFO	:	Epoch 882 | loss: 0.00032262 | val_loss: 0.000337852 | Time: 1619.92 ms
[2020-12-11 12:19:40	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000325748 | val_loss: 0.000335621 | Time: 1622.07 ms
[2020-12-11 12:19:42	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000322365 | val_loss: 0.000344044 | Time: 1621.58 ms
[2020-12-11 12:19:43	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000331067 | val_loss: 0.000335207 | Time: 1614.36 ms
[2020-12-11 12:19:45	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000321391 | val_loss: 0.000336534 | Time: 1620.88 ms
[2020-12-11 12:19:47	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000326264 | val_loss: 0.000359184 | Time: 1623.8 ms
[2020-12-11 12:19:48	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000332974 | val_loss: 0.000342352 | Time: 1631.34 ms
[2020-12-11 12:19:50	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000325444 | val_loss: 0.000346336 | Time: 1637.93 ms
[2020-12-11 12:19:52	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000335357 | val_loss: 0.000338918 | Time: 1638.98 ms
[2020-12-11 12:19:53	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000327031 | val_loss: 0.000346552 | Time: 1630.45 ms
[2020-12-11 12:19:55	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000326244 | val_loss: 0.000343408 | Time: 1627.88 ms
[2020-12-11 12:19:56	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000322982 | val_loss: 0.000337354 | Time: 1628.77 ms
[2020-12-11 12:19:58	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000321577 | val_loss: 0.00033648 | Time: 1639.61 ms
[2020-12-11 12:20:00	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000322311 | val_loss: 0.000339097 | Time: 1661.94 ms
[2020-12-11 12:20:01	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000334587 | val_loss: 0.000342878 | Time: 1659.09 ms
[2020-12-11 12:20:03	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000332206 | val_loss: 0.000345392 | Time: 1638.7 ms
[2020-12-11 12:20:05	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000331259 | val_loss: 0.000344334 | Time: 1632.59 ms
[2020-12-11 12:20:06	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000326964 | val_loss: 0.0003417 | Time: 1668.84 ms
[2020-12-11 12:20:08	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000324303 | val_loss: 0.000337013 | Time: 1623.78 ms
[2020-12-11 12:20:10	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000323853 | val_loss: 0.000338001 | Time: 1639.63 ms
[2020-12-11 12:20:11	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000323808 | val_loss: 0.000336271 | Time: 1638.7 ms
[2020-12-11 12:20:13	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000323483 | val_loss: 0.000342291 | Time: 1661.83 ms
[2020-12-11 12:20:15	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000334859 | val_loss: 0.000351449 | Time: 1649.74 ms
[2020-12-11 12:20:16	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000335637 | val_loss: 0.00034 | Time: 1662.63 ms
[2020-12-11 12:20:18	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000324069 | val_loss: 0.000335779 | Time: 1640.27 ms
[2020-12-11 12:20:20	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000324585 | val_loss: 0.000336552 | Time: 1622.91 ms
[2020-12-11 12:20:21	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000329321 | val_loss: 0.000350415 | Time: 1683.33 ms
[2020-12-11 12:20:23	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000328476 | val_loss: 0.000338014 | Time: 1642.01 ms
[2020-12-11 12:20:24	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000322424 | val_loss: 0.000335552 | Time: 1631.84 ms
[2020-12-11 12:20:26	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000325666 | val_loss: 0.000350958 | Time: 1619.91 ms
[2020-12-11 12:20:28	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000331493 | val_loss: 0.0003415 | Time: 1633.19 ms
[2020-12-11 12:20:29	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000324958 | val_loss: 0.000339349 | Time: 1649.35 ms
[2020-12-11 12:20:31	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000324595 | val_loss: 0.000342124 | Time: 1648.31 ms
[2020-12-11 12:20:33	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000331486 | val_loss: 0.000344545 | Time: 1671.22 ms
[2020-12-11 12:20:34	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000325823 | val_loss: 0.000345974 | Time: 1637.46 ms
[2020-12-11 12:20:36	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000334724 | val_loss: 0.000340422 | Time: 1634.47 ms
[2020-12-11 12:20:38	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000324705 | val_loss: 0.000340441 | Time: 1647.11 ms
[2020-12-11 12:20:39	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000325724 | val_loss: 0.000340147 | Time: 1636.77 ms
[2020-12-11 12:20:41	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000323473 | val_loss: 0.000342287 | Time: 1654.36 ms
[2020-12-11 12:20:43	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000347682 | val_loss: 0.000352548 | Time: 1690.03 ms
[2020-12-11 12:20:44	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000331329 | val_loss: 0.00033814 | Time: 1674.78 ms
[2020-12-11 12:20:46	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000323761 | val_loss: 0.000338018 | Time: 1713.24 ms
[2020-12-11 12:20:48	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000322272 | val_loss: 0.000336611 | Time: 1715.23 ms
[2020-12-11 12:20:49	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000325184 | val_loss: 0.000342635 | Time: 1703.91 ms
[2020-12-11 12:20:51	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000330882 | val_loss: 0.000344312 | Time: 1683.48 ms
[2020-12-11 12:20:53	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000329766 | val_loss: 0.000341715 | Time: 1715.68 ms
[2020-12-11 12:20:55	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0003274 | val_loss: 0.000341449 | Time: 1679.79 ms
[2020-12-11 12:20:56	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000325244 | val_loss: 0.000339138 | Time: 1645.48 ms
[2020-12-11 12:20:58	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000326479 | val_loss: 0.000346237 | Time: 1674.93 ms
[2020-12-11 12:21:00	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000326254 | val_loss: 0.000344911 | Time: 1699.06 ms
[2020-12-11 12:21:01	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000339174 | val_loss: 0.000352225 | Time: 1672.87 ms
[2020-12-11 12:21:03	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000328481 | val_loss: 0.00033787 | Time: 1617.1 ms
[2020-12-11 12:21:04	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000326039 | val_loss: 0.000357061 | Time: 1606.78 ms
[2020-12-11 12:21:06	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000327489 | val_loss: 0.000336334 | Time: 1617.19 ms
[2020-12-11 12:21:08	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000325425 | val_loss: 0.000353943 | Time: 1619.42 ms
[2020-12-11 12:21:09	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000342297 | val_loss: 0.000348299 | Time: 1631.65 ms
[2020-12-11 12:21:11	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000325163 | val_loss: 0.000340327 | Time: 1625.06 ms
[2020-12-11 12:21:13	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000321899 | val_loss: 0.000334615 | Time: 1625.06 ms
[2020-12-11 12:21:14	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000321522 | val_loss: 0.000338267 | Time: 1627.44 ms
[2020-12-11 12:21:16	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000324584 | val_loss: 0.000352513 | Time: 1625.79 ms
[2020-12-11 12:21:17	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000342628 | val_loss: 0.000347232 | Time: 1617.14 ms
[2020-12-11 12:21:19	                main:581]	:	INFO	:	Epoch 943 | loss: 0.00032765 | val_loss: 0.00033816 | Time: 1624.19 ms
[2020-12-11 12:21:21	                main:581]	:	INFO	:	Epoch 944 | loss: 0.00032267 | val_loss: 0.000336693 | Time: 1627.63 ms
[2020-12-11 12:21:22	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000327044 | val_loss: 0.000342187 | Time: 1631.69 ms
[2020-12-11 12:21:24	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000323419 | val_loss: 0.000337676 | Time: 1644.57 ms
[2020-12-11 12:21:26	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000322262 | val_loss: 0.000338786 | Time: 1655.11 ms
[2020-12-11 12:21:27	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000328432 | val_loss: 0.000359303 | Time: 1626.45 ms
[2020-12-11 12:21:29	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000339613 | val_loss: 0.000340758 | Time: 1621.03 ms
[2020-12-11 12:21:30	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000334009 | val_loss: 0.000340329 | Time: 1608.94 ms
[2020-12-11 12:21:32	                main:581]	:	INFO	:	Epoch 951 | loss: 0.00032336 | val_loss: 0.000337558 | Time: 1605.18 ms
[2020-12-11 12:21:34	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000325091 | val_loss: 0.000344523 | Time: 1632.86 ms
[2020-12-11 12:21:35	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00032323 | val_loss: 0.00033469 | Time: 1632.01 ms
[2020-12-11 12:21:37	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000327855 | val_loss: 0.000362742 | Time: 1622.76 ms
[2020-12-11 12:21:39	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000341772 | val_loss: 0.000341787 | Time: 1606.76 ms
[2020-12-11 12:21:40	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000326227 | val_loss: 0.000340927 | Time: 1647.04 ms
[2020-12-11 12:21:42	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000324673 | val_loss: 0.00033671 | Time: 1617.47 ms
[2020-12-11 12:21:43	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000322255 | val_loss: 0.000335888 | Time: 1651.97 ms
[2020-12-11 12:21:45	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0003303 | val_loss: 0.00034901 | Time: 1633.51 ms
[2020-12-11 12:21:47	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000328835 | val_loss: 0.000340843 | Time: 1613.77 ms
[2020-12-11 12:21:48	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000324252 | val_loss: 0.000333428 | Time: 1624.94 ms
[2020-12-11 12:21:50	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000323285 | val_loss: 0.000345692 | Time: 1631.55 ms
[2020-12-11 12:21:52	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000335713 | val_loss: 0.000361191 | Time: 1616.59 ms
[2020-12-11 12:21:53	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000336316 | val_loss: 0.000341398 | Time: 1613.43 ms
[2020-12-11 12:21:55	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000329547 | val_loss: 0.000339777 | Time: 1645.66 ms
[2020-12-11 12:21:57	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000323853 | val_loss: 0.000339676 | Time: 1648.07 ms
[2020-12-11 12:21:58	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000332643 | val_loss: 0.000339515 | Time: 1610 ms
[2020-12-11 12:22:00	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000326214 | val_loss: 0.000337653 | Time: 1618.54 ms
[2020-12-11 12:22:01	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000328185 | val_loss: 0.000348498 | Time: 1662.33 ms
[2020-12-11 12:22:03	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000328389 | val_loss: 0.000338532 | Time: 1628.07 ms
[2020-12-11 12:22:05	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000324295 | val_loss: 0.000340364 | Time: 1632.96 ms
[2020-12-11 12:22:06	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000325398 | val_loss: 0.000343476 | Time: 1616.19 ms
[2020-12-11 12:22:08	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000333457 | val_loss: 0.000346746 | Time: 1622.95 ms
[2020-12-11 12:22:10	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000331459 | val_loss: 0.000339136 | Time: 1627.14 ms
[2020-12-11 12:22:11	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000322997 | val_loss: 0.000336852 | Time: 1645.62 ms
[2020-12-11 12:22:13	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000323389 | val_loss: 0.000338073 | Time: 1622.67 ms
[2020-12-11 12:22:14	                main:581]	:	INFO	:	Epoch 977 | loss: 0.00033385 | val_loss: 0.000351021 | Time: 1620.73 ms
[2020-12-11 12:22:16	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000325699 | val_loss: 0.000342476 | Time: 1614.28 ms
[2020-12-11 12:22:18	                main:581]	:	INFO	:	Epoch 979 | loss: 0.00032904 | val_loss: 0.000338878 | Time: 1613.58 ms
[2020-12-11 12:22:19	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000328381 | val_loss: 0.000339292 | Time: 1634.49 ms
[2020-12-11 12:22:21	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00032905 | val_loss: 0.000343017 | Time: 1632.35 ms
[2020-12-11 12:22:23	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000324926 | val_loss: 0.000337396 | Time: 1644.56 ms
[2020-12-11 12:22:24	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000325263 | val_loss: 0.000345637 | Time: 1635.11 ms
[2020-12-11 12:22:26	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000332265 | val_loss: 0.000343088 | Time: 1648.57 ms
[2020-12-11 12:22:27	                main:581]	:	INFO	:	Epoch 985 | loss: 0.00033214 | val_loss: 0.000350949 | Time: 1631.36 ms
[2020-12-11 12:22:29	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000331921 | val_loss: 0.000344717 | Time: 1668.84 ms
[2020-12-11 12:22:31	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000324781 | val_loss: 0.000335632 | Time: 1635.72 ms
[2020-12-11 12:22:32	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000324542 | val_loss: 0.000342118 | Time: 1638.97 ms
[2020-12-11 12:22:34	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000328343 | val_loss: 0.000345031 | Time: 1637.49 ms
[2020-12-11 12:22:36	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000331244 | val_loss: 0.000347033 | Time: 1636.85 ms
[2020-12-11 12:22:37	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000331442 | val_loss: 0.000346572 | Time: 1614.11 ms
[2020-12-11 12:22:39	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000327463 | val_loss: 0.000348951 | Time: 1630.94 ms
[2020-12-11 12:22:41	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000335999 | val_loss: 0.000339739 | Time: 1630.63 ms
[2020-12-11 12:22:42	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000321122 | val_loss: 0.000336585 | Time: 1615.89 ms
[2020-12-11 12:22:44	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000322545 | val_loss: 0.000337613 | Time: 1617.71 ms
[2020-12-11 12:22:45	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000322575 | val_loss: 0.000337915 | Time: 1625.77 ms
[2020-12-11 12:22:47	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000336902 | val_loss: 0.000349152 | Time: 1612.21 ms
[2020-12-11 12:22:49	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00033632 | val_loss: 0.000345727 | Time: 1605.78 ms
[2020-12-11 12:22:50	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000324694 | val_loss: 0.000336871 | Time: 1616.63 ms
[2020-12-11 12:22:52	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000323471 | val_loss: 0.000337362 | Time: 1618.55 ms
[2020-12-11 12:22:53	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000322944 | val_loss: 0.000339819 | Time: 1616.65 ms
[2020-12-11 12:22:55	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0003392 | val_loss: 0.00034621 | Time: 1619.62 ms
[2020-12-11 12:22:57	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000328891 | val_loss: 0.00034643 | Time: 1608.87 ms
[2020-12-11 12:22:58	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000326001 | val_loss: 0.000338835 | Time: 1614.9 ms
[2020-12-11 12:23:00	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000322363 | val_loss: 0.000337481 | Time: 1617.15 ms
[2020-12-11 12:23:02	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000323901 | val_loss: 0.00034233 | Time: 1623.93 ms
[2020-12-11 12:23:03	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000331965 | val_loss: 0.00034927 | Time: 1620.09 ms
[2020-12-11 12:23:05	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000331281 | val_loss: 0.000349095 | Time: 1620.04 ms
[2020-12-11 12:23:06	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000336815 | val_loss: 0.000336612 | Time: 1624.5 ms
[2020-12-11 12:23:08	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000324892 | val_loss: 0.000335947 | Time: 1615.43 ms
[2020-12-11 12:23:10	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000321968 | val_loss: 0.000338962 | Time: 1632.34 ms
[2020-12-11 12:23:11	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000335937 | val_loss: 0.00034736 | Time: 1630.35 ms
[2020-12-11 12:23:13	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000332984 | val_loss: 0.000340417 | Time: 1615.17 ms
[2020-12-11 12:23:15	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000323348 | val_loss: 0.000338751 | Time: 1610.1 ms
[2020-12-11 12:23:16	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000323514 | val_loss: 0.000334792 | Time: 1605.07 ms
[2020-12-11 12:23:18	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00032071 | val_loss: 0.000335536 | Time: 1619.54 ms
[2020-12-11 12:23:19	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000325599 | val_loss: 0.000347681 | Time: 1618.29 ms
[2020-12-11 12:23:21	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000347341 | val_loss: 0.000356446 | Time: 1618.99 ms
[2020-12-11 12:23:23	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000336044 | val_loss: 0.000342765 | Time: 1635.32 ms
[2020-12-11 12:23:24	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000328345 | val_loss: 0.00034598 | Time: 1610.27 ms
[2020-12-11 12:23:26	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000328604 | val_loss: 0.00035392 | Time: 1607.17 ms
[2020-12-11 12:23:27	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000330593 | val_loss: 0.000338352 | Time: 1622.04 ms
[2020-12-11 12:23:29	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000322349 | val_loss: 0.00033642 | Time: 1625.26 ms
[2020-12-11 12:23:31	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.00032157 | val_loss: 0.00033433 | Time: 1631.31 ms
[2020-12-11 12:23:31	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00033433
[2020-12-11 12:23:31	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-11 12:23:31	                main:615]	:	INFO	:	Success, exiting..
12:23:31 (2473605): 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)