Task 3176751

Name EightBitModified-1605455556-32090-2_0
Workunit 1472420
Created 4 Dec 2020, 16:04:28 UTC
Sent 5 Dec 2020, 12:22:15 UTC
Report deadline 12 Dec 2020, 12:22:15 UTC
Received 6 Dec 2020, 3:45:14 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5147
Run time 28 min
CPU time 27 min 57 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: 0.000170392 | val_loss: 0.00024145 | Time: 1621.37 ms
[2020-12-05 21:30:50	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000241319 | val_loss: 0.000201346 | Time: 1621.92 ms
[2020-12-05 21:30:52	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000169606 | val_loss: 0.000171197 | Time: 1622.72 ms
[2020-12-05 21:30:53	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000152379 | val_loss: 0.000163486 | Time: 1621.63 ms
[2020-12-05 21:30:55	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000148566 | val_loss: 0.000166894 | Time: 1623.26 ms
[2020-12-05 21:30:56	                main:581]	:	INFO	:	Epoch 531 | loss: 0.00019019 | val_loss: 0.000229874 | Time: 1631.3 ms
[2020-12-05 21:30:58	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000177166 | val_loss: 0.000169036 | Time: 1620.66 ms
[2020-12-05 21:31:00	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000153382 | val_loss: 0.000166675 | Time: 1617.72 ms
[2020-12-05 21:31:01	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000165536 | val_loss: 0.000207513 | Time: 1616.13 ms
[2020-12-05 21:31:03	                main:581]	:	INFO	:	Epoch 535 | loss: 0.00018932 | val_loss: 0.0002228 | Time: 1646.5 ms
[2020-12-05 21:31:05	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000171691 | val_loss: 0.000181526 | Time: 1657.18 ms
[2020-12-05 21:31:06	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000158654 | val_loss: 0.000165161 | Time: 1635.92 ms
[2020-12-05 21:31:08	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000173183 | val_loss: 0.000243792 | Time: 1616.92 ms
[2020-12-05 21:31:09	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000185579 | val_loss: 0.000183495 | Time: 1627.22 ms
[2020-12-05 21:31:11	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000157024 | val_loss: 0.000164653 | Time: 1606.42 ms
[2020-12-05 21:31:13	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000175763 | val_loss: 0.000187865 | Time: 1623.26 ms
[2020-12-05 21:31:14	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00016777 | val_loss: 0.000175976 | Time: 1615.49 ms
[2020-12-05 21:31:16	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000171461 | val_loss: 0.00017529 | Time: 1610.93 ms
[2020-12-05 21:31:17	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000152365 | val_loss: 0.00016442 | Time: 1620.28 ms
[2020-12-05 21:31:19	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000168943 | val_loss: 0.000179967 | Time: 1610.78 ms
[2020-12-05 21:31:21	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000161961 | val_loss: 0.000168837 | Time: 1665.39 ms
[2020-12-05 21:31:22	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000175358 | val_loss: 0.000272835 | Time: 1670.97 ms
[2020-12-05 21:31:24	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000199748 | val_loss: 0.000183139 | Time: 1640.37 ms
[2020-12-05 21:31:26	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000163789 | val_loss: 0.000174176 | Time: 1643.57 ms
[2020-12-05 21:31:27	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000186895 | val_loss: 0.000178138 | Time: 1652.81 ms
[2020-12-05 21:31:29	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000165672 | val_loss: 0.000172537 | Time: 1650.23 ms
[2020-12-05 21:31:31	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000154264 | val_loss: 0.000171015 | Time: 1633.64 ms
[2020-12-05 21:31:32	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000159995 | val_loss: 0.00016636 | Time: 1647.84 ms
[2020-12-05 21:31:34	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000153587 | val_loss: 0.000175403 | Time: 1652.15 ms
[2020-12-05 21:31:36	                main:581]	:	INFO	:	Epoch 555 | loss: 0.000192493 | val_loss: 0.000191957 | Time: 1629.04 ms
[2020-12-05 21:31:37	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000166019 | val_loss: 0.000194391 | Time: 1627.37 ms
[2020-12-05 21:31:39	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000223554 | val_loss: 0.000189336 | Time: 1622.03 ms
[2020-12-05 21:31:40	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000172829 | val_loss: 0.000172545 | Time: 1633.04 ms
[2020-12-05 21:31:42	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000152588 | val_loss: 0.000162596 | Time: 1641.69 ms
[2020-12-05 21:31:44	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000147872 | val_loss: 0.000164512 | Time: 1656.75 ms
[2020-12-05 21:31:45	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000182133 | val_loss: 0.000178073 | Time: 1609.44 ms
[2020-12-05 21:31:47	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000159483 | val_loss: 0.000166852 | Time: 1627.45 ms
[2020-12-05 21:31:49	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000161575 | val_loss: 0.00017618 | Time: 1627.91 ms
[2020-12-05 21:31:50	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000174878 | val_loss: 0.000178397 | Time: 1631.94 ms
[2020-12-05 21:31:52	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000157501 | val_loss: 0.000165932 | Time: 1633.98 ms
[2020-12-05 21:31:54	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000151185 | val_loss: 0.00016997 | Time: 1635.15 ms
[2020-12-05 21:31:55	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00018814 | val_loss: 0.00019628 | Time: 1628.73 ms
[2020-12-05 21:31:57	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000174212 | val_loss: 0.000172887 | Time: 1625.9 ms
[2020-12-05 21:31:58	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000155119 | val_loss: 0.000165783 | Time: 1609.8 ms
[2020-12-05 21:32:00	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000163826 | val_loss: 0.000212358 | Time: 1649.05 ms
[2020-12-05 21:32:02	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000197262 | val_loss: 0.000170966 | Time: 1647.77 ms
[2020-12-05 21:32:03	                main:581]	:	INFO	:	Epoch 572 | loss: 0.00015726 | val_loss: 0.000167522 | Time: 1629.98 ms
[2020-12-05 21:32:05	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000148204 | val_loss: 0.000162478 | Time: 1630.63 ms
[2020-12-05 21:32:07	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000211201 | val_loss: 0.000225255 | Time: 1622.39 ms
[2020-12-05 21:32:08	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000190615 | val_loss: 0.000174807 | Time: 1624.05 ms
[2020-12-05 21:32:10	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000153911 | val_loss: 0.000162303 | Time: 1657.56 ms
[2020-12-05 21:32:12	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000145954 | val_loss: 0.000159612 | Time: 1663.63 ms
[2020-12-05 21:32:13	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000145664 | val_loss: 0.000162077 | Time: 1673.72 ms
[2020-12-05 21:32:15	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000188017 | val_loss: 0.000198232 | Time: 1635.19 ms
[2020-12-05 21:32:16	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000198895 | val_loss: 0.000174127 | Time: 1628.49 ms
[2020-12-05 21:32:18	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000161202 | val_loss: 0.000170448 | Time: 1644.73 ms
[2020-12-05 21:32:20	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000148433 | val_loss: 0.000160557 | Time: 1636 ms
[2020-12-05 21:32:21	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000145679 | val_loss: 0.000160581 | Time: 1631.3 ms
[2020-12-05 21:32:23	                main:581]	:	INFO	:	Epoch 584 | loss: 0.00017878 | val_loss: 0.000184067 | Time: 1650.19 ms
[2020-12-05 21:32:25	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000175082 | val_loss: 0.000196082 | Time: 1643.08 ms
[2020-12-05 21:32:26	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000167412 | val_loss: 0.000168866 | Time: 1647.45 ms
[2020-12-05 21:32:28	                main:581]	:	INFO	:	Epoch 587 | loss: 0.000148907 | val_loss: 0.000160807 | Time: 1644.01 ms
[2020-12-05 21:32:30	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000159089 | val_loss: 0.000201759 | Time: 1641.21 ms
[2020-12-05 21:32:31	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000169182 | val_loss: 0.000195367 | Time: 1638.83 ms
[2020-12-05 21:32:33	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000170733 | val_loss: 0.000170623 | Time: 1646.99 ms
[2020-12-05 21:32:35	                main:581]	:	INFO	:	Epoch 591 | loss: 0.00015139 | val_loss: 0.000165434 | Time: 1640.3 ms
[2020-12-05 21:32:36	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000178692 | val_loss: 0.000183017 | Time: 1644.54 ms
[2020-12-05 21:32:38	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000160176 | val_loss: 0.000165174 | Time: 1647.2 ms
[2020-12-05 21:32:39	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000159868 | val_loss: 0.000205514 | Time: 1652.75 ms
[2020-12-05 21:32:41	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000173103 | val_loss: 0.000169424 | Time: 1656.92 ms
[2020-12-05 21:32:43	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000161095 | val_loss: 0.000196338 | Time: 1639.2 ms
[2020-12-05 21:32:44	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000176116 | val_loss: 0.000171898 | Time: 1644.05 ms
[2020-12-05 21:32:46	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000160769 | val_loss: 0.000169952 | Time: 1632.09 ms
[2020-12-05 21:32:48	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000152409 | val_loss: 0.000163232 | Time: 1654.49 ms
[2020-12-05 21:32:49	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000180588 | val_loss: 0.000218531 | Time: 1648.8 ms
[2020-12-05 21:32:51	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000191777 | val_loss: 0.000175611 | Time: 1641.52 ms
[2020-12-05 21:32:53	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000154325 | val_loss: 0.000161903 | Time: 1617.09 ms
[2020-12-05 21:32:54	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000154083 | val_loss: 0.000199924 | Time: 1640.84 ms
[2020-12-05 21:32:56	                main:581]	:	INFO	:	Epoch 604 | loss: 0.00020423 | val_loss: 0.000183891 | Time: 1604.52 ms
[2020-12-05 21:32:57	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000223207 | val_loss: 0.00022476 | Time: 1625.78 ms
[2020-12-05 21:32:59	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000239178 | val_loss: 0.000487921 | Time: 1623.43 ms
[2020-12-05 21:33:01	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000264238 | val_loss: 0.000205045 | Time: 1608.36 ms
[2020-12-05 21:33:02	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000165161 | val_loss: 0.000166473 | Time: 1608.45 ms
[2020-12-05 21:33:04	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000147589 | val_loss: 0.000158949 | Time: 1628.25 ms
[2020-12-05 21:33:06	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000143469 | val_loss: 0.000157054 | Time: 1614.11 ms
[2020-12-05 21:33:07	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000144096 | val_loss: 0.000167364 | Time: 1628.53 ms
[2020-12-05 21:33:09	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000198478 | val_loss: 0.000180471 | Time: 1628.14 ms
[2020-12-05 21:33:10	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000155301 | val_loss: 0.000162556 | Time: 1603.6 ms
[2020-12-05 21:33:12	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000145552 | val_loss: 0.000161278 | Time: 1604.17 ms
[2020-12-05 21:33:14	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0001876 | val_loss: 0.000201177 | Time: 1633.43 ms
[2020-12-05 21:33:15	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000157142 | val_loss: 0.000161252 | Time: 1634.91 ms
[2020-12-05 21:33:17	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000145972 | val_loss: 0.000158604 | Time: 1634.04 ms
[2020-12-05 21:33:19	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000145498 | val_loss: 0.000166234 | Time: 1645.7 ms
[2020-12-05 21:33:20	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000155975 | val_loss: 0.000161678 | Time: 1640.7 ms
[2020-12-05 21:33:22	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000164629 | val_loss: 0.000170001 | Time: 1613.01 ms
[2020-12-05 21:33:23	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000150221 | val_loss: 0.000159026 | Time: 1623.12 ms
[2020-12-05 21:33:25	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000152003 | val_loss: 0.0001816 | Time: 1617.34 ms
[2020-12-05 21:33:27	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000157893 | val_loss: 0.000166197 | Time: 1615.96 ms
[2020-12-05 21:33:28	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000151142 | val_loss: 0.000179546 | Time: 1632.95 ms
[2020-12-05 21:33:30	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000186218 | val_loss: 0.00017393 | Time: 1647.55 ms
[2020-12-05 21:33:32	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000155101 | val_loss: 0.000167752 | Time: 1632.36 ms
[2020-12-05 21:33:33	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000171923 | val_loss: 0.000167485 | Time: 1619.33 ms
[2020-12-05 21:33:35	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000157433 | val_loss: 0.000165693 | Time: 1625.31 ms
[2020-12-05 21:33:36	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000151281 | val_loss: 0.000158793 | Time: 1632.36 ms
[2020-12-05 21:33:38	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000152192 | val_loss: 0.000202839 | Time: 1636.01 ms
[2020-12-05 21:33:40	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000176435 | val_loss: 0.000176823 | Time: 1638.01 ms
[2020-12-05 21:33:41	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000150084 | val_loss: 0.000163561 | Time: 1627.76 ms
[2020-12-05 21:33:43	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000183536 | val_loss: 0.000219505 | Time: 1625.1 ms
[2020-12-05 21:33:45	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000162808 | val_loss: 0.000167645 | Time: 1623.4 ms
[2020-12-05 21:33:46	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000158302 | val_loss: 0.000205348 | Time: 1645.38 ms
[2020-12-05 21:33:48	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000181712 | val_loss: 0.00017456 | Time: 1629.89 ms
[2020-12-05 21:33:50	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000149698 | val_loss: 0.000158955 | Time: 1629.72 ms
[2020-12-05 21:33:51	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000144675 | val_loss: 0.000167182 | Time: 1651.92 ms
[2020-12-05 21:33:53	                main:581]	:	INFO	:	Epoch 639 | loss: 0.00020092 | val_loss: 0.000183894 | Time: 1630.43 ms
[2020-12-05 21:33:54	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000162985 | val_loss: 0.000175155 | Time: 1624 ms
[2020-12-05 21:33:56	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000166321 | val_loss: 0.000169136 | Time: 1625.19 ms
[2020-12-05 21:33:58	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000152657 | val_loss: 0.000161811 | Time: 1650.5 ms
[2020-12-05 21:33:59	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000150108 | val_loss: 0.000194758 | Time: 1619.52 ms
[2020-12-05 21:34:01	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000201097 | val_loss: 0.000177442 | Time: 1619.44 ms
[2020-12-05 21:34:03	                main:581]	:	INFO	:	Epoch 645 | loss: 0.00015682 | val_loss: 0.000163178 | Time: 1619.58 ms
[2020-12-05 21:34:04	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000148699 | val_loss: 0.000167686 | Time: 1625.82 ms
[2020-12-05 21:34:06	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000147695 | val_loss: 0.000163248 | Time: 1616.03 ms
[2020-12-05 21:34:07	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000152639 | val_loss: 0.000173092 | Time: 1641.11 ms
[2020-12-05 21:34:09	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000202602 | val_loss: 0.000184524 | Time: 1638.77 ms
[2020-12-05 21:34:11	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000163254 | val_loss: 0.000163763 | Time: 1640.49 ms
[2020-12-05 21:34:12	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00014819 | val_loss: 0.000158771 | Time: 1636.44 ms
[2020-12-05 21:34:14	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000145354 | val_loss: 0.000163397 | Time: 1646.12 ms
[2020-12-05 21:34:16	                main:581]	:	INFO	:	Epoch 653 | loss: 0.00021068 | val_loss: 0.000201547 | Time: 1630.05 ms
[2020-12-05 21:34:17	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000181262 | val_loss: 0.00018036 | Time: 1619.23 ms
[2020-12-05 21:34:19	                main:581]	:	INFO	:	Epoch 655 | loss: 0.00015835 | val_loss: 0.000161017 | Time: 1643.52 ms
[2020-12-05 21:34:21	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000147725 | val_loss: 0.000163636 | Time: 1628.57 ms
[2020-12-05 21:34:22	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000157448 | val_loss: 0.000167149 | Time: 1611.88 ms
[2020-12-05 21:34:24	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000152182 | val_loss: 0.000164743 | Time: 1616.69 ms
[2020-12-05 21:34:25	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000167937 | val_loss: 0.00016412 | Time: 1621.46 ms
[2020-12-05 21:34:27	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000149832 | val_loss: 0.000160496 | Time: 1633.92 ms
[2020-12-05 21:34:29	                main:581]	:	INFO	:	Epoch 661 | loss: 0.00017513 | val_loss: 0.000218133 | Time: 1641.19 ms
[2020-12-05 21:34:30	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000173335 | val_loss: 0.000183334 | Time: 1633.31 ms
[2020-12-05 21:34:32	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000153291 | val_loss: 0.000161807 | Time: 1625.16 ms
[2020-12-05 21:34:34	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000147815 | val_loss: 0.000160883 | Time: 1640.07 ms
[2020-12-05 21:34:35	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000154236 | val_loss: 0.000204345 | Time: 1632.47 ms
[2020-12-05 21:34:37	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000179156 | val_loss: 0.000175965 | Time: 1624.19 ms
[2020-12-05 21:34:38	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000169661 | val_loss: 0.00019259 | Time: 1624.5 ms
[2020-12-05 21:34:40	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000159629 | val_loss: 0.000164712 | Time: 1626.98 ms
[2020-12-05 21:34:42	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000147497 | val_loss: 0.000166966 | Time: 1628.86 ms
[2020-12-05 21:34:43	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000188079 | val_loss: 0.000230306 | Time: 1629.57 ms
[2020-12-05 21:34:45	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000215083 | val_loss: 0.000183816 | Time: 1614.29 ms
[2020-12-05 21:34:47	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000160699 | val_loss: 0.000166051 | Time: 1622.06 ms
[2020-12-05 21:34:48	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0001456 | val_loss: 0.000156393 | Time: 1636.21 ms
[2020-12-05 21:34:50	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000141663 | val_loss: 0.000155898 | Time: 1628.79 ms
[2020-12-05 21:34:51	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000147664 | val_loss: 0.000181672 | Time: 1612.61 ms
[2020-12-05 21:34:53	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00019657 | val_loss: 0.000179665 | Time: 1613.15 ms
[2020-12-05 21:34:55	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000157678 | val_loss: 0.000160863 | Time: 1621.93 ms
[2020-12-05 21:34:56	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000144261 | val_loss: 0.000157948 | Time: 1630.66 ms
[2020-12-05 21:34:58	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000144873 | val_loss: 0.000171816 | Time: 1621.62 ms
[2020-12-05 21:35:00	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000202756 | val_loss: 0.000213545 | Time: 1654.17 ms
[2020-12-05 21:35:01	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000172552 | val_loss: 0.000169012 | Time: 1642.9 ms
[2020-12-05 21:35:03	                main:581]	:	INFO	:	Epoch 682 | loss: 0.000150406 | val_loss: 0.000162552 | Time: 1645.24 ms
[2020-12-05 21:35:05	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000144239 | val_loss: 0.000155427 | Time: 1647.38 ms
[2020-12-05 21:35:06	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000152027 | val_loss: 0.000210748 | Time: 1641.73 ms
[2020-12-05 21:35:08	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000192974 | val_loss: 0.000173773 | Time: 1627.02 ms
[2020-12-05 21:35:09	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000175484 | val_loss: 0.000191285 | Time: 1631.41 ms
[2020-12-05 21:35:11	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000152424 | val_loss: 0.000161079 | Time: 1632.8 ms
[2020-12-05 21:35:13	                main:581]	:	INFO	:	Epoch 688 | loss: 0.00021535 | val_loss: 0.000255381 | Time: 1640.82 ms
[2020-12-05 21:35:14	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000179737 | val_loss: 0.000171057 | Time: 1627.55 ms
[2020-12-05 21:35:16	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000148593 | val_loss: 0.000157499 | Time: 1618.6 ms
[2020-12-05 21:35:18	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000141603 | val_loss: 0.000155121 | Time: 1644.99 ms
[2020-12-05 21:35:19	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000154422 | val_loss: 0.000249035 | Time: 1661.91 ms
[2020-12-05 21:35:21	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000215111 | val_loss: 0.000189055 | Time: 1626.73 ms
[2020-12-05 21:35:23	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000152038 | val_loss: 0.000159699 | Time: 1633.12 ms
[2020-12-05 21:35:24	                main:581]	:	INFO	:	Epoch 695 | loss: 0.00014396 | val_loss: 0.000155262 | Time: 1640.58 ms
[2020-12-05 21:35:26	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000142798 | val_loss: 0.000165997 | Time: 1629.69 ms
[2020-12-05 21:35:27	                main:581]	:	INFO	:	Epoch 697 | loss: 0.00018606 | val_loss: 0.000174107 | Time: 1630.17 ms
[2020-12-05 21:35:29	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000154702 | val_loss: 0.0001689 | Time: 1640.65 ms
[2020-12-05 21:35:31	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000152908 | val_loss: 0.000161736 | Time: 1632.17 ms
[2020-12-05 21:35:32	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000145467 | val_loss: 0.000165602 | Time: 1632.75 ms
[2020-12-05 21:35:34	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000162108 | val_loss: 0.000210932 | Time: 1615.7 ms
[2020-12-05 21:35:36	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000170543 | val_loss: 0.000172739 | Time: 1613 ms
[2020-12-05 21:35:37	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000177055 | val_loss: 0.000171406 | Time: 1617.33 ms
[2020-12-05 21:35:39	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000150525 | val_loss: 0.000158089 | Time: 1610.46 ms
[2020-12-05 21:35:40	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000170902 | val_loss: 0.000174051 | Time: 1623.97 ms
[2020-12-05 21:35:42	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000173949 | val_loss: 0.000205527 | Time: 1616.62 ms
[2020-12-05 21:35:44	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000162322 | val_loss: 0.000170974 | Time: 1611.98 ms
[2020-12-05 21:35:45	                main:581]	:	INFO	:	Epoch 708 | loss: 0.00015953 | val_loss: 0.000161502 | Time: 1621.92 ms
[2020-12-05 21:35:47	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000145737 | val_loss: 0.000157404 | Time: 1626.17 ms
[2020-12-05 21:35:49	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000159831 | val_loss: 0.000177475 | Time: 1654.32 ms
[2020-12-05 21:35:50	                main:581]	:	INFO	:	Epoch 711 | loss: 0.00017101 | val_loss: 0.000173546 | Time: 1634.45 ms
[2020-12-05 21:35:52	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000153505 | val_loss: 0.000160799 | Time: 1627.77 ms
[2020-12-05 21:35:53	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000145276 | val_loss: 0.000168382 | Time: 1628.98 ms
[2020-12-05 21:35:55	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000183712 | val_loss: 0.000178882 | Time: 1649.77 ms
[2020-12-05 21:35:57	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000153533 | val_loss: 0.000165165 | Time: 1627.76 ms
[2020-12-05 21:35:58	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000173764 | val_loss: 0.000171418 | Time: 1634.74 ms
[2020-12-05 21:36:00	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000155391 | val_loss: 0.000161369 | Time: 1639.45 ms
[2020-12-05 21:36:02	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000146551 | val_loss: 0.000173196 | Time: 1641.56 ms
[2020-12-05 21:36:03	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000195287 | val_loss: 0.000219203 | Time: 1629.81 ms
[2020-12-05 21:36:05	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000168398 | val_loss: 0.000165198 | Time: 1638.7 ms
[2020-12-05 21:36:07	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000152023 | val_loss: 0.000163173 | Time: 1636.64 ms
[2020-12-05 21:36:08	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000155916 | val_loss: 0.000201259 | Time: 1635.56 ms
[2020-12-05 21:36:10	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000178177 | val_loss: 0.000172012 | Time: 1634.78 ms
[2020-12-05 21:36:11	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000152783 | val_loss: 0.00016119 | Time: 1616.87 ms
[2020-12-05 21:36:13	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000155489 | val_loss: 0.000216819 | Time: 1620.68 ms
[2020-12-05 21:36:15	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000176019 | val_loss: 0.000166351 | Time: 1640.53 ms
[2020-12-05 21:36:16	                main:581]	:	INFO	:	Epoch 727 | loss: 0.00014906 | val_loss: 0.000164584 | Time: 1624.76 ms
[2020-12-05 21:36:18	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000154188 | val_loss: 0.000178087 | Time: 1633.76 ms
[2020-12-05 21:36:20	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000161505 | val_loss: 0.000164174 | Time: 1617.52 ms
[2020-12-05 21:36:21	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000147335 | val_loss: 0.00015622 | Time: 1625.93 ms
[2020-12-05 21:36:23	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000167417 | val_loss: 0.000228417 | Time: 1633.58 ms
[2020-12-05 21:36:24	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000179491 | val_loss: 0.000190414 | Time: 1650.17 ms
[2020-12-05 21:36:26	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000167078 | val_loss: 0.000166524 | Time: 1624.56 ms
[2020-12-05 21:36:28	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000154314 | val_loss: 0.000162847 | Time: 1631.33 ms
[2020-12-05 21:36:29	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000147373 | val_loss: 0.000170771 | Time: 1625.87 ms
[2020-12-05 21:36:31	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000180532 | val_loss: 0.00018052 | Time: 1639.06 ms
[2020-12-05 21:36:33	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000154388 | val_loss: 0.00017552 | Time: 1638.29 ms
[2020-12-05 21:36:34	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000170034 | val_loss: 0.000167667 | Time: 1639.83 ms
[2020-12-05 21:36:36	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000149875 | val_loss: 0.000167029 | Time: 1634.38 ms
[2020-12-05 21:36:38	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000158869 | val_loss: 0.000187316 | Time: 1636.24 ms
[2020-12-05 21:36:39	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000162082 | val_loss: 0.00016987 | Time: 1634.8 ms
[2020-12-05 21:36:41	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000149897 | val_loss: 0.000167928 | Time: 1633.63 ms
[2020-12-05 21:36:42	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000178179 | val_loss: 0.000177052 | Time: 1604.87 ms
[2020-12-05 21:36:44	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000155885 | val_loss: 0.000164302 | Time: 1634.66 ms
[2020-12-05 21:36:46	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000148469 | val_loss: 0.000181539 | Time: 1608.51 ms
[2020-12-05 21:36:47	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000198587 | val_loss: 0.000209429 | Time: 1614.75 ms
[2020-12-05 21:36:49	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000175931 | val_loss: 0.000172322 | Time: 1615.54 ms
[2020-12-05 21:36:51	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000157306 | val_loss: 0.0001605 | Time: 1622.51 ms
[2020-12-05 21:36:52	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000144235 | val_loss: 0.000155889 | Time: 1642.61 ms
[2020-12-05 21:36:54	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000149388 | val_loss: 0.000215209 | Time: 1621.75 ms
[2020-12-05 21:36:55	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000203058 | val_loss: 0.000173316 | Time: 1631.33 ms
[2020-12-05 21:36:57	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000151476 | val_loss: 0.000157039 | Time: 1616.98 ms
[2020-12-05 21:36:59	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000156271 | val_loss: 0.000223936 | Time: 1631.07 ms
[2020-12-05 21:37:00	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000170026 | val_loss: 0.000166079 | Time: 1624.84 ms
[2020-12-05 21:37:02	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000147894 | val_loss: 0.000156088 | Time: 1615.9 ms
[2020-12-05 21:37:04	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000150132 | val_loss: 0.000202449 | Time: 1624.66 ms
[2020-12-05 21:37:05	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000165367 | val_loss: 0.00016463 | Time: 1619.61 ms
[2020-12-05 21:37:07	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000167211 | val_loss: 0.000192649 | Time: 1632.55 ms
[2020-12-05 21:37:08	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000157979 | val_loss: 0.000161467 | Time: 1626.37 ms
[2020-12-05 21:37:10	                main:581]	:	INFO	:	Epoch 760 | loss: 0.00015742 | val_loss: 0.000201731 | Time: 1629.79 ms
[2020-12-05 21:37:12	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000162742 | val_loss: 0.000191005 | Time: 1626.38 ms
[2020-12-05 21:37:13	                main:581]	:	INFO	:	Epoch 762 | loss: 0.00018661 | val_loss: 0.000191642 | Time: 1633.78 ms
[2020-12-05 21:37:15	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000159196 | val_loss: 0.000160926 | Time: 1623.81 ms
[2020-12-05 21:37:17	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000143017 | val_loss: 0.000154284 | Time: 1650.29 ms
[2020-12-05 21:37:18	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000162144 | val_loss: 0.000223031 | Time: 1679.57 ms
[2020-12-05 21:37:20	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000177894 | val_loss: 0.000198716 | Time: 1675.07 ms
[2020-12-05 21:37:22	                main:581]	:	INFO	:	Epoch 767 | loss: 0.00015736 | val_loss: 0.000164188 | Time: 1690.6 ms
[2020-12-05 21:37:23	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000159509 | val_loss: 0.000167307 | Time: 1710.45 ms
[2020-12-05 21:37:25	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000146636 | val_loss: 0.00015792 | Time: 1700.41 ms
[2020-12-05 21:37:27	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000156209 | val_loss: 0.000195828 | Time: 1696.89 ms
[2020-12-05 21:37:28	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000183793 | val_loss: 0.000188856 | Time: 1720.41 ms
[2020-12-05 21:37:30	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000158 | val_loss: 0.000161687 | Time: 1689.41 ms
[2020-12-05 21:37:32	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000148695 | val_loss: 0.000172366 | Time: 1655.97 ms
[2020-12-05 21:37:33	                main:581]	:	INFO	:	Epoch 774 | loss: 0.00016671 | val_loss: 0.000195241 | Time: 1685.37 ms
[2020-12-05 21:37:35	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000154647 | val_loss: 0.000157562 | Time: 1649.49 ms
[2020-12-05 21:37:37	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000149385 | val_loss: 0.000163899 | Time: 1622.36 ms
[2020-12-05 21:37:38	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000163019 | val_loss: 0.000184425 | Time: 1632.76 ms
[2020-12-05 21:37:40	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000163675 | val_loss: 0.000170924 | Time: 1641.3 ms
[2020-12-05 21:37:42	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000153135 | val_loss: 0.00019307 | Time: 1650.32 ms
[2020-12-05 21:37:43	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000172439 | val_loss: 0.000165975 | Time: 1661.12 ms
[2020-12-05 21:37:45	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000149136 | val_loss: 0.00016688 | Time: 1668.12 ms
[2020-12-05 21:37:47	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000163531 | val_loss: 0.000235371 | Time: 1648.81 ms
[2020-12-05 21:37:48	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000193766 | val_loss: 0.000191387 | Time: 1644.49 ms
[2020-12-05 21:37:50	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000155532 | val_loss: 0.000170953 | Time: 1651.43 ms
[2020-12-05 21:37:52	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000151783 | val_loss: 0.000172487 | Time: 1640.01 ms
[2020-12-05 21:37:53	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000167199 | val_loss: 0.000170988 | Time: 1649.9 ms
[2020-12-05 21:37:55	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000155981 | val_loss: 0.000165914 | Time: 1660.16 ms
[2020-12-05 21:37:57	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000153412 | val_loss: 0.00017492 | Time: 1649.09 ms
[2020-12-05 21:37:58	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000159493 | val_loss: 0.000166007 | Time: 1629.15 ms
[2020-12-05 21:38:00	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000151896 | val_loss: 0.000171766 | Time: 1632.26 ms
[2020-12-05 21:38:01	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000166006 | val_loss: 0.000177531 | Time: 1609.74 ms
[2020-12-05 21:38:03	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000156569 | val_loss: 0.000160344 | Time: 1615.75 ms
[2020-12-05 21:38:05	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000146634 | val_loss: 0.000165584 | Time: 1623.11 ms
[2020-12-05 21:38:06	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000176343 | val_loss: 0.000204557 | Time: 1634.61 ms
[2020-12-05 21:38:08	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000191055 | val_loss: 0.000184327 | Time: 1623.41 ms
[2020-12-05 21:38:10	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000159868 | val_loss: 0.00016278 | Time: 1658.11 ms
[2020-12-05 21:38:11	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000148217 | val_loss: 0.000160429 | Time: 1629.02 ms
[2020-12-05 21:38:13	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000145046 | val_loss: 0.000175731 | Time: 1625.74 ms
[2020-12-05 21:38:14	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000180486 | val_loss: 0.000176098 | Time: 1631.49 ms
[2020-12-05 21:38:16	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000153476 | val_loss: 0.000159045 | Time: 1623.14 ms
[2020-12-05 21:38:18	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000144342 | val_loss: 0.000159342 | Time: 1616.55 ms
[2020-12-05 21:38:19	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000167528 | val_loss: 0.000191876 | Time: 1635.57 ms
[2020-12-05 21:38:21	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000180698 | val_loss: 0.000200334 | Time: 1633.48 ms
[2020-12-05 21:38:23	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000162187 | val_loss: 0.000170495 | Time: 1653.77 ms
[2020-12-05 21:38:24	                main:581]	:	INFO	:	Epoch 805 | loss: 0.00016609 | val_loss: 0.000163201 | Time: 1628.26 ms
[2020-12-05 21:38:26	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000144628 | val_loss: 0.000157971 | Time: 1636.85 ms
[2020-12-05 21:38:28	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000143328 | val_loss: 0.000158287 | Time: 1634.08 ms
[2020-12-05 21:38:29	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000157192 | val_loss: 0.000225759 | Time: 1623.32 ms
[2020-12-05 21:38:31	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000201725 | val_loss: 0.000173336 | Time: 1620.29 ms
[2020-12-05 21:38:32	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000153641 | val_loss: 0.000180767 | Time: 1622.22 ms
[2020-12-05 21:38:34	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000154474 | val_loss: 0.000160132 | Time: 1655.67 ms
[2020-12-05 21:38:36	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000175986 | val_loss: 0.000197784 | Time: 1672.84 ms
[2020-12-05 21:38:37	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000180881 | val_loss: 0.000172163 | Time: 1623.35 ms
[2020-12-05 21:38:39	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000152196 | val_loss: 0.000162316 | Time: 1663.07 ms
[2020-12-05 21:38:41	                main:581]	:	INFO	:	Epoch 815 | loss: 0.00014458 | val_loss: 0.000160056 | Time: 1658.51 ms
[2020-12-05 21:38:42	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0001634 | val_loss: 0.000160026 | Time: 1639.49 ms
[2020-12-05 21:38:44	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000147803 | val_loss: 0.000155697 | Time: 1630.3 ms
[2020-12-05 21:38:46	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000145939 | val_loss: 0.000171269 | Time: 1630.5 ms
[2020-12-05 21:38:47	                main:581]	:	INFO	:	Epoch 819 | loss: 0.00017101 | val_loss: 0.000174143 | Time: 1640.16 ms
[2020-12-05 21:38:49	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000162436 | val_loss: 0.000165421 | Time: 1636.03 ms
[2020-12-05 21:38:50	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000147381 | val_loss: 0.000155942 | Time: 1638.19 ms
[2020-12-05 21:38:52	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000149846 | val_loss: 0.00020039 | Time: 1627.74 ms
[2020-12-05 21:38:54	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000190723 | val_loss: 0.000180469 | Time: 1609.89 ms
[2020-12-05 21:38:55	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000153362 | val_loss: 0.000158194 | Time: 1617.39 ms
[2020-12-05 21:38:57	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000151556 | val_loss: 0.000196655 | Time: 1626.03 ms
[2020-12-05 21:38:59	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000189505 | val_loss: 0.000174215 | Time: 1618.12 ms
[2020-12-05 21:39:00	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000158364 | val_loss: 0.000162114 | Time: 1641.32 ms
[2020-12-05 21:39:02	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000146315 | val_loss: 0.000154823 | Time: 1643.96 ms
[2020-12-05 21:39:04	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000153295 | val_loss: 0.000177915 | Time: 1625.88 ms
[2020-12-05 21:39:05	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000148637 | val_loss: 0.000159722 | Time: 1608.96 ms
[2020-12-05 21:39:07	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000167393 | val_loss: 0.000196115 | Time: 1624.68 ms
[2020-12-05 21:39:08	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000173323 | val_loss: 0.000178892 | Time: 1647.54 ms
[2020-12-05 21:39:10	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000150996 | val_loss: 0.000173365 | Time: 1647 ms
[2020-12-05 21:39:12	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000176363 | val_loss: 0.000161983 | Time: 1645.9 ms
[2020-12-05 21:39:13	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000148234 | val_loss: 0.000157418 | Time: 1633.21 ms
[2020-12-05 21:39:15	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000144129 | val_loss: 0.000159624 | Time: 1630.65 ms
[2020-12-05 21:39:17	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000174658 | val_loss: 0.000195182 | Time: 1622.44 ms
[2020-12-05 21:39:18	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000159585 | val_loss: 0.000159739 | Time: 1640.52 ms
[2020-12-05 21:39:20	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000145924 | val_loss: 0.000156419 | Time: 1606.22 ms
[2020-12-05 21:39:21	                main:581]	:	INFO	:	Epoch 840 | loss: 0.000147623 | val_loss: 0.000167906 | Time: 1610.73 ms
[2020-12-05 21:39:23	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000156464 | val_loss: 0.000189462 | Time: 1624.24 ms
[2020-12-05 21:39:25	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000176014 | val_loss: 0.000186751 | Time: 1630.14 ms
[2020-12-05 21:39:26	                main:581]	:	INFO	:	Epoch 843 | loss: 0.00015707 | val_loss: 0.00016526 | Time: 1632.26 ms
[2020-12-05 21:39:28	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000148921 | val_loss: 0.000180366 | Time: 1657.34 ms
[2020-12-05 21:39:30	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000200423 | val_loss: 0.000196233 | Time: 1628.07 ms
[2020-12-05 21:39:31	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000182325 | val_loss: 0.000170738 | Time: 1628.07 ms
[2020-12-05 21:39:33	                main:581]	:	INFO	:	Epoch 847 | loss: 0.00016819 | val_loss: 0.000184118 | Time: 1629.55 ms
[2020-12-05 21:39:34	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000155876 | val_loss: 0.000165803 | Time: 1625.85 ms
[2020-12-05 21:39:36	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000151654 | val_loss: 0.000156918 | Time: 1640.12 ms
[2020-12-05 21:39:38	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000142203 | val_loss: 0.000160686 | Time: 1636.3 ms
[2020-12-05 21:39:39	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000158079 | val_loss: 0.000169222 | Time: 1628.91 ms
[2020-12-05 21:39:41	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000150314 | val_loss: 0.000159068 | Time: 1635.33 ms
[2020-12-05 21:39:43	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000142339 | val_loss: 0.000167633 | Time: 1649.3 ms
[2020-12-05 21:39:44	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000167858 | val_loss: 0.000165744 | Time: 1643.48 ms
[2020-12-05 21:39:46	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000171119 | val_loss: 0.000248315 | Time: 1640.27 ms
[2020-12-05 21:39:48	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000191013 | val_loss: 0.000168383 | Time: 1636.33 ms
[2020-12-05 21:39:49	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000148947 | val_loss: 0.000157751 | Time: 1636.55 ms
[2020-12-05 21:39:51	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000141832 | val_loss: 0.000155861 | Time: 1623.77 ms
[2020-12-05 21:39:52	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000163384 | val_loss: 0.000236148 | Time: 1619.46 ms
[2020-12-05 21:39:54	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000191873 | val_loss: 0.000171073 | Time: 1618.17 ms
[2020-12-05 21:39:56	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000149734 | val_loss: 0.000157782 | Time: 1635.48 ms
[2020-12-05 21:39:57	                main:581]	:	INFO	:	Epoch 862 | loss: 0.00014121 | val_loss: 0.000155524 | Time: 1630.69 ms
[2020-12-05 21:39:59	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000157644 | val_loss: 0.0001786 | Time: 1622.59 ms
[2020-12-05 21:40:01	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000153839 | val_loss: 0.000163638 | Time: 1632.99 ms
[2020-12-05 21:40:02	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000144251 | val_loss: 0.000157331 | Time: 1631.72 ms
[2020-12-05 21:40:04	                main:581]	:	INFO	:	Epoch 866 | loss: 0.00016677 | val_loss: 0.000178703 | Time: 1618.21 ms
[2020-12-05 21:40:05	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000176352 | val_loss: 0.000169243 | Time: 1607.47 ms
[2020-12-05 21:40:07	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000148001 | val_loss: 0.000160656 | Time: 1639 ms
[2020-12-05 21:40:09	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000144948 | val_loss: 0.000162111 | Time: 1637.08 ms
[2020-12-05 21:40:10	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000161582 | val_loss: 0.000190629 | Time: 1644.13 ms
[2020-12-05 21:40:12	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000162199 | val_loss: 0.000178015 | Time: 1631.6 ms
[2020-12-05 21:40:14	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000174321 | val_loss: 0.000177367 | Time: 1636.52 ms
[2020-12-05 21:40:15	                main:581]	:	INFO	:	Epoch 873 | loss: 0.00015259 | val_loss: 0.000160196 | Time: 1634.96 ms
[2020-12-05 21:40:17	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000142612 | val_loss: 0.000154909 | Time: 1629.56 ms
[2020-12-05 21:40:19	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000141856 | val_loss: 0.000161295 | Time: 1633.54 ms
[2020-12-05 21:40:20	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000187839 | val_loss: 0.000198763 | Time: 1636.6 ms
[2020-12-05 21:40:22	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000169046 | val_loss: 0.000166794 | Time: 1650.57 ms
[2020-12-05 21:40:23	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000151496 | val_loss: 0.0001665 | Time: 1624.79 ms
[2020-12-05 21:40:25	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0001487 | val_loss: 0.000158321 | Time: 1635.16 ms
[2020-12-05 21:40:27	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000145556 | val_loss: 0.000169089 | Time: 1631.23 ms
[2020-12-05 21:40:28	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000181693 | val_loss: 0.000183057 | Time: 1626.22 ms
[2020-12-05 21:40:30	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000157341 | val_loss: 0.000170957 | Time: 1633.28 ms
[2020-12-05 21:40:32	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000158792 | val_loss: 0.000183705 | Time: 1627.05 ms
[2020-12-05 21:40:33	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000157872 | val_loss: 0.000164402 | Time: 1629.74 ms
[2020-12-05 21:40:35	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0001477 | val_loss: 0.000162199 | Time: 1640.68 ms
[2020-12-05 21:40:37	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000160804 | val_loss: 0.000168683 | Time: 1636.63 ms
[2020-12-05 21:40:38	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000164821 | val_loss: 0.000210257 | Time: 1629.22 ms
[2020-12-05 21:40:40	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000177624 | val_loss: 0.000164442 | Time: 1634.68 ms
[2020-12-05 21:40:41	                main:581]	:	INFO	:	Epoch 889 | loss: 0.00014881 | val_loss: 0.000160816 | Time: 1636.97 ms
[2020-12-05 21:40:43	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000141802 | val_loss: 0.000157107 | Time: 1633.27 ms
[2020-12-05 21:40:45	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000157282 | val_loss: 0.000191518 | Time: 1628.82 ms
[2020-12-05 21:40:46	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000161878 | val_loss: 0.000164682 | Time: 1657.08 ms
[2020-12-05 21:40:48	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000150516 | val_loss: 0.000171941 | Time: 1665.35 ms
[2020-12-05 21:40:50	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000157907 | val_loss: 0.000178888 | Time: 1640.5 ms
[2020-12-05 21:40:51	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000189243 | val_loss: 0.000223314 | Time: 1638.19 ms
[2020-12-05 21:40:53	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000164264 | val_loss: 0.000166966 | Time: 1657.25 ms
[2020-12-05 21:40:55	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000146471 | val_loss: 0.000159651 | Time: 1619.69 ms
[2020-12-05 21:40:56	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000158937 | val_loss: 0.000181194 | Time: 1621.78 ms
[2020-12-05 21:40:58	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000163024 | val_loss: 0.000177214 | Time: 1637.23 ms
[2020-12-05 21:40:59	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000153621 | val_loss: 0.000162103 | Time: 1645.7 ms
[2020-12-05 21:41:01	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000146397 | val_loss: 0.000165023 | Time: 1675.32 ms
[2020-12-05 21:41:03	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000154021 | val_loss: 0.000166715 | Time: 1631.21 ms
[2020-12-05 21:41:04	                main:581]	:	INFO	:	Epoch 903 | loss: 0.00017141 | val_loss: 0.000183492 | Time: 1636.33 ms
[2020-12-05 21:41:06	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000156805 | val_loss: 0.000159582 | Time: 1629.11 ms
[2020-12-05 21:41:08	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000144629 | val_loss: 0.000159377 | Time: 1616.85 ms
[2020-12-05 21:41:09	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000154685 | val_loss: 0.000188486 | Time: 1628.62 ms
[2020-12-05 21:41:11	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000164796 | val_loss: 0.000163301 | Time: 1622 ms
[2020-12-05 21:41:13	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000157719 | val_loss: 0.00017181 | Time: 1627.9 ms
[2020-12-05 21:41:14	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000150861 | val_loss: 0.00016327 | Time: 1628.73 ms
[2020-12-05 21:41:16	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000156244 | val_loss: 0.000162909 | Time: 1630.8 ms
[2020-12-05 21:41:17	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000157776 | val_loss: 0.000169973 | Time: 1618.2 ms
[2020-12-05 21:41:19	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000164292 | val_loss: 0.000169028 | Time: 1634.86 ms
[2020-12-05 21:41:21	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000178383 | val_loss: 0.000199806 | Time: 1622.01 ms
[2020-12-05 21:41:22	                main:581]	:	INFO	:	Epoch 914 | loss: 0.00015759 | val_loss: 0.000159961 | Time: 1625.24 ms
[2020-12-05 21:41:24	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000147169 | val_loss: 0.000159551 | Time: 1633.66 ms
[2020-12-05 21:41:26	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000164495 | val_loss: 0.000189299 | Time: 1629.12 ms
[2020-12-05 21:41:27	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000160245 | val_loss: 0.000213089 | Time: 1632.04 ms
[2020-12-05 21:41:29	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000199643 | val_loss: 0.000192409 | Time: 1628.53 ms
[2020-12-05 21:41:30	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000161144 | val_loss: 0.000160853 | Time: 1627.32 ms
[2020-12-05 21:41:32	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000143427 | val_loss: 0.00015715 | Time: 1647.75 ms
[2020-12-05 21:41:34	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000142011 | val_loss: 0.000169166 | Time: 1614.02 ms
[2020-12-05 21:41:35	                main:581]	:	INFO	:	Epoch 922 | loss: 0.00016169 | val_loss: 0.000164324 | Time: 1639.64 ms
[2020-12-05 21:41:37	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000151446 | val_loss: 0.000160295 | Time: 1641.73 ms
[2020-12-05 21:41:39	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000165433 | val_loss: 0.000173206 | Time: 1627.19 ms
[2020-12-05 21:41:40	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000158256 | val_loss: 0.000164564 | Time: 1635.83 ms
[2020-12-05 21:41:42	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000151281 | val_loss: 0.000179106 | Time: 1618.16 ms
[2020-12-05 21:41:44	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000156466 | val_loss: 0.000165423 | Time: 1620.03 ms
[2020-12-05 21:41:45	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000146015 | val_loss: 0.000166432 | Time: 1626.58 ms
[2020-12-05 21:41:47	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000167546 | val_loss: 0.000196049 | Time: 1649.04 ms
[2020-12-05 21:41:48	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000155834 | val_loss: 0.000169819 | Time: 1643.7 ms
[2020-12-05 21:41:50	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000152682 | val_loss: 0.000166102 | Time: 1625.01 ms
[2020-12-05 21:41:52	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000150441 | val_loss: 0.00016335 | Time: 1628.1 ms
[2020-12-05 21:41:53	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000155211 | val_loss: 0.000173119 | Time: 1626.64 ms
[2020-12-05 21:41:55	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000161988 | val_loss: 0.000164419 | Time: 1629.24 ms
[2020-12-05 21:41:57	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000156786 | val_loss: 0.000186797 | Time: 1629.09 ms
[2020-12-05 21:41:58	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000167515 | val_loss: 0.000188158 | Time: 1627.44 ms
[2020-12-05 21:42:00	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000160554 | val_loss: 0.000161156 | Time: 1616.89 ms
[2020-12-05 21:42:01	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00014535 | val_loss: 0.00016376 | Time: 1628.52 ms
[2020-12-05 21:42:03	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000158546 | val_loss: 0.000166611 | Time: 1629.73 ms
[2020-12-05 21:42:05	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000153846 | val_loss: 0.000163423 | Time: 1614.57 ms
[2020-12-05 21:42:06	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000157095 | val_loss: 0.000191896 | Time: 1631.49 ms
[2020-12-05 21:42:08	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000163901 | val_loss: 0.000170543 | Time: 1643 ms
[2020-12-05 21:42:10	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000154559 | val_loss: 0.000194246 | Time: 1619.89 ms
[2020-12-05 21:42:11	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000183283 | val_loss: 0.000176235 | Time: 1612.27 ms
[2020-12-05 21:42:13	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000151575 | val_loss: 0.000160452 | Time: 1624.47 ms
[2020-12-05 21:42:14	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000145115 | val_loss: 0.000159152 | Time: 1640.97 ms
[2020-12-05 21:42:16	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00014326 | val_loss: 0.00016927 | Time: 1614.86 ms
[2020-12-05 21:42:18	                main:581]	:	INFO	:	Epoch 948 | loss: 0.00019685 | val_loss: 0.000218243 | Time: 1636.02 ms
[2020-12-05 21:42:19	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000172344 | val_loss: 0.000167063 | Time: 1637.37 ms
[2020-12-05 21:42:21	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000146095 | val_loss: 0.000163864 | Time: 1620.96 ms
[2020-12-05 21:42:23	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000168905 | val_loss: 0.000171959 | Time: 1626.76 ms
[2020-12-05 21:42:24	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000152061 | val_loss: 0.000156891 | Time: 1627.34 ms
[2020-12-05 21:42:26	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00014242 | val_loss: 0.00015922 | Time: 1619.12 ms
[2020-12-05 21:42:27	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000153509 | val_loss: 0.000206167 | Time: 1633.4 ms
[2020-12-05 21:42:29	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000167732 | val_loss: 0.00015928 | Time: 1640.52 ms
[2020-12-05 21:42:31	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000147612 | val_loss: 0.000155286 | Time: 1619.7 ms
[2020-12-05 21:42:32	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000140972 | val_loss: 0.000158598 | Time: 1630.53 ms
[2020-12-05 21:42:34	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000196551 | val_loss: 0.000213399 | Time: 1632.01 ms
[2020-12-05 21:42:36	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000172209 | val_loss: 0.000163778 | Time: 1644.37 ms
[2020-12-05 21:42:37	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000146451 | val_loss: 0.000156662 | Time: 1635.25 ms
[2020-12-05 21:42:39	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0001415 | val_loss: 0.000158045 | Time: 1635.71 ms
[2020-12-05 21:42:41	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000156158 | val_loss: 0.000168045 | Time: 1632.82 ms
[2020-12-05 21:42:42	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000157965 | val_loss: 0.000166341 | Time: 1657.78 ms
[2020-12-05 21:42:44	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000146334 | val_loss: 0.000159216 | Time: 1627.04 ms
[2020-12-05 21:42:45	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000145728 | val_loss: 0.000172099 | Time: 1650.01 ms
[2020-12-05 21:42:47	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000170134 | val_loss: 0.000195385 | Time: 1645.32 ms
[2020-12-05 21:42:49	                main:581]	:	INFO	:	Epoch 967 | loss: 0.00015645 | val_loss: 0.000163693 | Time: 1648.44 ms
[2020-12-05 21:42:50	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000149347 | val_loss: 0.000195457 | Time: 1654.97 ms
[2020-12-05 21:42:52	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000190236 | val_loss: 0.000192916 | Time: 1632.75 ms
[2020-12-05 21:42:54	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000158299 | val_loss: 0.000160999 | Time: 1644.3 ms
[2020-12-05 21:42:55	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000143466 | val_loss: 0.000154326 | Time: 1644.15 ms
[2020-12-05 21:42:57	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000141412 | val_loss: 0.000165372 | Time: 1646.7 ms
[2020-12-05 21:42:59	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000195411 | val_loss: 0.000196102 | Time: 1630.48 ms
[2020-12-05 21:43:00	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000162128 | val_loss: 0.000162752 | Time: 1648.48 ms
[2020-12-05 21:43:02	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000149596 | val_loss: 0.000163571 | Time: 1647.25 ms
[2020-12-05 21:43:04	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000143659 | val_loss: 0.000158812 | Time: 1636.54 ms
[2020-12-05 21:43:05	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000162317 | val_loss: 0.000232591 | Time: 1643.62 ms
[2020-12-05 21:43:07	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000169267 | val_loss: 0.000159347 | Time: 1631.94 ms
[2020-12-05 21:43:08	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000143906 | val_loss: 0.00016094 | Time: 1630.07 ms
[2020-12-05 21:43:10	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000188844 | val_loss: 0.000200076 | Time: 1628.59 ms
[2020-12-05 21:43:12	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000158369 | val_loss: 0.000160687 | Time: 1626.93 ms
[2020-12-05 21:43:13	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00014301 | val_loss: 0.000154537 | Time: 1624.93 ms
[2020-12-05 21:43:15	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000144312 | val_loss: 0.000184469 | Time: 1645.21 ms
[2020-12-05 21:43:17	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000167999 | val_loss: 0.000167171 | Time: 1628.37 ms
[2020-12-05 21:43:18	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000145381 | val_loss: 0.000154663 | Time: 1628.94 ms
[2020-12-05 21:43:20	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000141998 | val_loss: 0.000169672 | Time: 1642.07 ms
[2020-12-05 21:43:22	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000166229 | val_loss: 0.000163206 | Time: 1630.32 ms
[2020-12-05 21:43:23	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000145546 | val_loss: 0.000166112 | Time: 1643.62 ms
[2020-12-05 21:43:25	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000171365 | val_loss: 0.000186708 | Time: 1632.42 ms
[2020-12-05 21:43:26	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00017185 | val_loss: 0.00037445 | Time: 1640.16 ms
[2020-12-05 21:43:28	                main:581]	:	INFO	:	Epoch 991 | loss: 0.00138626 | val_loss: 0.0175207 | Time: 1622.48 ms
[2020-12-05 21:43:30	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0093411 | val_loss: 0.00522913 | Time: 1630.22 ms
[2020-12-05 21:43:31	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00445814 | val_loss: 0.00421745 | Time: 1626.06 ms
[2020-12-05 21:43:33	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00335357 | val_loss: 0.00175512 | Time: 1616.98 ms
[2020-12-05 21:43:35	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00130119 | val_loss: 0.00106065 | Time: 1629.6 ms
[2020-12-05 21:43:36	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000868429 | val_loss: 0.000746827 | Time: 1626.64 ms
[2020-12-05 21:43:38	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000641937 | val_loss: 0.00059137 | Time: 1623.79 ms
[2020-12-05 21:43:39	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000510662 | val_loss: 0.000478214 | Time: 1621.48 ms
[2020-12-05 21:43:41	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000422614 | val_loss: 0.000415597 | Time: 1643.54 ms
[2020-12-05 21:43:43	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000378857 | val_loss: 0.000385254 | Time: 1639.71 ms
[2020-12-05 21:43:44	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000355809 | val_loss: 0.000367107 | Time: 1621.27 ms
[2020-12-05 21:43:46	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000339695 | val_loss: 0.000353519 | Time: 1626.07 ms
[2020-12-05 21:43:48	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000326112 | val_loss: 0.000340899 | Time: 1643.78 ms
[2020-12-05 21:43:49	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000314961 | val_loss: 0.000331276 | Time: 1627.69 ms
[2020-12-05 21:43:51	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000306058 | val_loss: 0.000335061 | Time: 1629.36 ms
[2020-12-05 21:43:53	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000298239 | val_loss: 0.000327868 | Time: 1635.91 ms
[2020-12-05 21:43:54	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000291494 | val_loss: 0.000321196 | Time: 1621.88 ms
[2020-12-05 21:43:56	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000284984 | val_loss: 0.00031512 | Time: 1629.8 ms
[2020-12-05 21:43:57	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000278951 | val_loss: 0.000308801 | Time: 1631.43 ms
[2020-12-05 21:43:59	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000272738 | val_loss: 0.000302308 | Time: 1617.67 ms
[2020-12-05 21:44:01	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000266226 | val_loss: 0.00029554 | Time: 1613.64 ms
[2020-12-05 21:44:02	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000259169 | val_loss: 0.000288179 | Time: 1631.77 ms
[2020-12-05 21:44:04	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000252482 | val_loss: 0.000281964 | Time: 1623.37 ms
[2020-12-05 21:44:06	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000246547 | val_loss: 0.000275845 | Time: 1620.15 ms
[2020-12-05 21:44:07	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000241326 | val_loss: 0.000271295 | Time: 1624.73 ms
[2020-12-05 21:44:09	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000237024 | val_loss: 0.000267044 | Time: 1628.32 ms
[2020-12-05 21:44:10	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000247515 | val_loss: 0.000261861 | Time: 1634.58 ms
[2020-12-05 21:44:12	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000232527 | val_loss: 0.000260126 | Time: 1620.03 ms
[2020-12-05 21:44:14	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000226216 | val_loss: 0.000253815 | Time: 1644.75 ms
[2020-12-05 21:44:15	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000221351 | val_loss: 0.000238944 | Time: 1644.06 ms
[2020-12-05 21:44:17	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000219191 | val_loss: 0.000240043 | Time: 1624.43 ms
[2020-12-05 21:44:19	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000215995 | val_loss: 0.000234524 | Time: 1622.54 ms
[2020-12-05 21:44:20	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000229755 | val_loss: 0.000240643 | Time: 1625.13 ms
[2020-12-05 21:44:22	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000214195 | val_loss: 0.000227825 | Time: 1630.15 ms
[2020-12-05 21:44:22	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000227825
[2020-12-05 21:44:22	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-05 21:44:22	                main:615]	:	INFO	:	Success, exiting..
21:44:22 (3359325): 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)