Task 3268817

Name EightBitModified-1605455658-2885-5_0
Workunit 1541924
Created 13 Dec 2020, 23:01:19 UTC
Sent 15 Dec 2020, 5:12:34 UTC
Report deadline 22 Dec 2020, 5:12:34 UTC
Received 15 Dec 2020, 20:40:47 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4285
Run time 27 min 59 sec
CPU time 27 min 56 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,234.01 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.39 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
12-15 14:26:59	                main:581]	:	INFO	:	Epoch 526 | loss: 0.000365346 | val_loss: 0.000369182 | Time: 1614.4 ms
[2020-12-15 14:27:01	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000360608 | val_loss: 0.00038377 | Time: 1625.99 ms
[2020-12-15 14:27:02	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000411611 | val_loss: 0.000413112 | Time: 1619.39 ms
[2020-12-15 14:27:04	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000376337 | val_loss: 0.000364856 | Time: 1618.13 ms
[2020-12-15 14:27:06	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000358571 | val_loss: 0.000364245 | Time: 1610.37 ms
[2020-12-15 14:27:07	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000356253 | val_loss: 0.000358614 | Time: 1606.88 ms
[2020-12-15 14:27:09	                main:581]	:	INFO	:	Epoch 532 | loss: 0.000353727 | val_loss: 0.000360707 | Time: 1613.99 ms
[2020-12-15 14:27:10	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000353262 | val_loss: 0.000358069 | Time: 1616.09 ms
[2020-12-15 14:27:12	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000354848 | val_loss: 0.000366696 | Time: 1620.2 ms
[2020-12-15 14:27:14	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000374855 | val_loss: 0.000392108 | Time: 1618.63 ms
[2020-12-15 14:27:15	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000378866 | val_loss: 0.000367607 | Time: 1610.46 ms
[2020-12-15 14:27:17	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000358375 | val_loss: 0.000361559 | Time: 1607.76 ms
[2020-12-15 14:27:19	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000356474 | val_loss: 0.000360275 | Time: 1621.32 ms
[2020-12-15 14:27:20	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000355413 | val_loss: 0.000361286 | Time: 1637.9 ms
[2020-12-15 14:27:22	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000360628 | val_loss: 0.000393561 | Time: 1646.38 ms
[2020-12-15 14:27:23	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000377323 | val_loss: 0.000371576 | Time: 1635.6 ms
[2020-12-15 14:27:25	                main:581]	:	INFO	:	Epoch 542 | loss: 0.000373981 | val_loss: 0.000400022 | Time: 1630.94 ms
[2020-12-15 14:27:27	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000372637 | val_loss: 0.000366135 | Time: 1629.73 ms
[2020-12-15 14:27:28	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000356476 | val_loss: 0.000360894 | Time: 1629.53 ms
[2020-12-15 14:27:30	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000353493 | val_loss: 0.000358445 | Time: 1635.24 ms
[2020-12-15 14:27:32	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000357225 | val_loss: 0.000372026 | Time: 1639.39 ms
[2020-12-15 14:27:33	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000365554 | val_loss: 0.000372944 | Time: 1633.86 ms
[2020-12-15 14:27:35	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000377626 | val_loss: 0.000374496 | Time: 1641.4 ms
[2020-12-15 14:27:37	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000365549 | val_loss: 0.000370952 | Time: 1637.34 ms
[2020-12-15 14:27:38	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000364629 | val_loss: 0.000362402 | Time: 1637.2 ms
[2020-12-15 14:27:40	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000357682 | val_loss: 0.000368481 | Time: 1637.02 ms
[2020-12-15 14:27:41	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000357897 | val_loss: 0.0003677 | Time: 1639.56 ms
[2020-12-15 14:27:43	                main:581]	:	INFO	:	Epoch 553 | loss: 0.000358674 | val_loss: 0.000363419 | Time: 1642.33 ms
[2020-12-15 14:27:45	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000365234 | val_loss: 0.00039036 | Time: 1636.1 ms
[2020-12-15 14:27:46	                main:581]	:	INFO	:	Epoch 555 | loss: 0.00038401 | val_loss: 0.000423564 | Time: 1637.55 ms
[2020-12-15 14:27:48	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000374878 | val_loss: 0.000380167 | Time: 1627.33 ms
[2020-12-15 14:27:50	                main:581]	:	INFO	:	Epoch 557 | loss: 0.00036198 | val_loss: 0.00036564 | Time: 1631.55 ms
[2020-12-15 14:27:51	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000363864 | val_loss: 0.000371917 | Time: 1632.42 ms
[2020-12-15 14:27:53	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000361583 | val_loss: 0.000371071 | Time: 1625.1 ms
[2020-12-15 14:27:55	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000364983 | val_loss: 0.000374399 | Time: 1636.29 ms
[2020-12-15 14:27:56	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000358049 | val_loss: 0.000361687 | Time: 1624.25 ms
[2020-12-15 14:27:58	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000357373 | val_loss: 0.000366256 | Time: 1622.94 ms
[2020-12-15 14:27:59	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000366054 | val_loss: 0.000372528 | Time: 1639.66 ms
[2020-12-15 14:28:01	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000371116 | val_loss: 0.000368655 | Time: 1666.74 ms
[2020-12-15 14:28:03	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000363049 | val_loss: 0.000380777 | Time: 1643.42 ms
[2020-12-15 14:28:04	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000378933 | val_loss: 0.000372629 | Time: 1649.8 ms
[2020-12-15 14:28:06	                main:581]	:	INFO	:	Epoch 567 | loss: 0.000360919 | val_loss: 0.000362467 | Time: 1649.14 ms
[2020-12-15 14:28:08	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000370831 | val_loss: 0.000376613 | Time: 1644.1 ms
[2020-12-15 14:28:09	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000360692 | val_loss: 0.000366267 | Time: 1639.75 ms
[2020-12-15 14:28:11	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000358116 | val_loss: 0.000362572 | Time: 1643.84 ms
[2020-12-15 14:28:13	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000355206 | val_loss: 0.000357048 | Time: 1647.59 ms
[2020-12-15 14:28:14	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000354674 | val_loss: 0.000366692 | Time: 1659.02 ms
[2020-12-15 14:28:16	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000377004 | val_loss: 0.000376261 | Time: 1669.7 ms
[2020-12-15 14:28:18	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000366308 | val_loss: 0.000365708 | Time: 1646.27 ms
[2020-12-15 14:28:19	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000362078 | val_loss: 0.000377639 | Time: 1650.74 ms
[2020-12-15 14:28:21	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00037128 | val_loss: 0.000369185 | Time: 1652.78 ms
[2020-12-15 14:28:23	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000358044 | val_loss: 0.000363241 | Time: 1639.92 ms
[2020-12-15 14:28:24	                main:581]	:	INFO	:	Epoch 578 | loss: 0.000363823 | val_loss: 0.000379234 | Time: 1636.53 ms
[2020-12-15 14:28:26	                main:581]	:	INFO	:	Epoch 579 | loss: 0.000367114 | val_loss: 0.000369886 | Time: 1638.48 ms
[2020-12-15 14:28:27	                main:581]	:	INFO	:	Epoch 580 | loss: 0.000358878 | val_loss: 0.000363319 | Time: 1646.1 ms
[2020-12-15 14:28:29	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000356445 | val_loss: 0.000361091 | Time: 1653.81 ms
[2020-12-15 14:28:31	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000370149 | val_loss: 0.000384629 | Time: 1668.78 ms
[2020-12-15 14:28:32	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000377267 | val_loss: 0.00042197 | Time: 1649.81 ms
[2020-12-15 14:28:34	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000387492 | val_loss: 0.000391494 | Time: 1653.18 ms
[2020-12-15 14:28:36	                main:581]	:	INFO	:	Epoch 585 | loss: 0.00160431 | val_loss: 0.00198494 | Time: 1646.26 ms
[2020-12-15 14:28:37	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00216605 | val_loss: 0.00124374 | Time: 1648.86 ms
[2020-12-15 14:28:39	                main:581]	:	INFO	:	Epoch 587 | loss: 0.00107289 | val_loss: 0.000764568 | Time: 1646.09 ms
[2020-12-15 14:28:41	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000575378 | val_loss: 0.000472239 | Time: 1643.52 ms
[2020-12-15 14:28:42	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000435534 | val_loss: 0.000418374 | Time: 1644.17 ms
[2020-12-15 14:28:44	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000400738 | val_loss: 0.000402867 | Time: 1645.51 ms
[2020-12-15 14:28:46	                main:581]	:	INFO	:	Epoch 591 | loss: 0.00039046 | val_loss: 0.000392237 | Time: 1642.56 ms
[2020-12-15 14:28:47	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000383638 | val_loss: 0.000389378 | Time: 1654.47 ms
[2020-12-15 14:28:49	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000379756 | val_loss: 0.0003855 | Time: 1646.37 ms
[2020-12-15 14:28:51	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000378995 | val_loss: 0.000384497 | Time: 1652.85 ms
[2020-12-15 14:28:52	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000375436 | val_loss: 0.000381261 | Time: 1649.05 ms
[2020-12-15 14:28:54	                main:581]	:	INFO	:	Epoch 596 | loss: 0.000373395 | val_loss: 0.000378672 | Time: 1643.86 ms
[2020-12-15 14:28:56	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000372596 | val_loss: 0.000376116 | Time: 1640 ms
[2020-12-15 14:28:57	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000371436 | val_loss: 0.000375064 | Time: 1651.45 ms
[2020-12-15 14:28:59	                main:581]	:	INFO	:	Epoch 599 | loss: 0.000370653 | val_loss: 0.000374243 | Time: 1649.76 ms
[2020-12-15 14:29:00	                main:581]	:	INFO	:	Epoch 600 | loss: 0.00036958 | val_loss: 0.000373872 | Time: 1659.68 ms
[2020-12-15 14:29:02	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000369611 | val_loss: 0.000383056 | Time: 1643.52 ms
[2020-12-15 14:29:04	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000416208 | val_loss: 0.00038039 | Time: 1653.69 ms
[2020-12-15 14:29:05	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00037784 | val_loss: 0.000376151 | Time: 1664.25 ms
[2020-12-15 14:29:07	                main:581]	:	INFO	:	Epoch 604 | loss: 0.00037017 | val_loss: 0.000372606 | Time: 1653.4 ms
[2020-12-15 14:29:09	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000367531 | val_loss: 0.000370345 | Time: 1642.06 ms
[2020-12-15 14:29:10	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000366413 | val_loss: 0.000370059 | Time: 1637.68 ms
[2020-12-15 14:29:12	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000365597 | val_loss: 0.000369773 | Time: 1651.11 ms
[2020-12-15 14:29:14	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000365725 | val_loss: 0.000370038 | Time: 1647.21 ms
[2020-12-15 14:29:15	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000365669 | val_loss: 0.00036968 | Time: 1650.22 ms
[2020-12-15 14:29:17	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000364601 | val_loss: 0.000369048 | Time: 1645.28 ms
[2020-12-15 14:29:19	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000364432 | val_loss: 0.000368497 | Time: 1638.58 ms
[2020-12-15 14:29:20	                main:581]	:	INFO	:	Epoch 612 | loss: 0.000363081 | val_loss: 0.00036747 | Time: 1638.93 ms
[2020-12-15 14:29:22	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000362023 | val_loss: 0.000365816 | Time: 1646.72 ms
[2020-12-15 14:29:24	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000361136 | val_loss: 0.000365905 | Time: 1650.77 ms
[2020-12-15 14:29:25	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000360048 | val_loss: 0.000364943 | Time: 1650.57 ms
[2020-12-15 14:29:27	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000360368 | val_loss: 0.000369964 | Time: 1653.2 ms
[2020-12-15 14:29:28	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000390877 | val_loss: 0.00038114 | Time: 1655.55 ms
[2020-12-15 14:29:30	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000367611 | val_loss: 0.000366092 | Time: 1642.03 ms
[2020-12-15 14:29:32	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000359923 | val_loss: 0.000363825 | Time: 1642.31 ms
[2020-12-15 14:29:33	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000357912 | val_loss: 0.000362689 | Time: 1651.5 ms
[2020-12-15 14:29:35	                main:581]	:	INFO	:	Epoch 621 | loss: 0.000357743 | val_loss: 0.0003619 | Time: 1645.65 ms
[2020-12-15 14:29:37	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000360153 | val_loss: 0.000390935 | Time: 1648.5 ms
[2020-12-15 14:29:38	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000388443 | val_loss: 0.000368479 | Time: 1647.82 ms
[2020-12-15 14:29:40	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000360485 | val_loss: 0.000364151 | Time: 1647.7 ms
[2020-12-15 14:29:42	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000358017 | val_loss: 0.000362532 | Time: 1637.15 ms
[2020-12-15 14:29:43	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000363447 | val_loss: 0.000396652 | Time: 1639.59 ms
[2020-12-15 14:29:45	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000370969 | val_loss: 0.000367839 | Time: 1643.82 ms
[2020-12-15 14:29:47	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000360718 | val_loss: 0.000364792 | Time: 1644.52 ms
[2020-12-15 14:29:48	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000356339 | val_loss: 0.000361527 | Time: 1653.95 ms
[2020-12-15 14:29:50	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000356272 | val_loss: 0.000363263 | Time: 1647.47 ms
[2020-12-15 14:29:52	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000358597 | val_loss: 0.000371026 | Time: 1642.12 ms
[2020-12-15 14:29:53	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000368799 | val_loss: 0.000365259 | Time: 1651.17 ms
[2020-12-15 14:29:55	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000360186 | val_loss: 0.000364322 | Time: 1650.92 ms
[2020-12-15 14:29:56	                main:581]	:	INFO	:	Epoch 634 | loss: 0.00035853 | val_loss: 0.0003632 | Time: 1642.53 ms
[2020-12-15 14:29:58	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000360438 | val_loss: 0.000377835 | Time: 1641.54 ms
[2020-12-15 14:30:00	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000380098 | val_loss: 0.000372622 | Time: 1653.17 ms
[2020-12-15 14:30:01	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0003617 | val_loss: 0.000363071 | Time: 1647.5 ms
[2020-12-15 14:30:03	                main:581]	:	INFO	:	Epoch 638 | loss: 0.000356818 | val_loss: 0.000364265 | Time: 1645.19 ms
[2020-12-15 14:30:05	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000359189 | val_loss: 0.000364484 | Time: 1647.06 ms
[2020-12-15 14:30:06	                main:581]	:	INFO	:	Epoch 640 | loss: 0.000359324 | val_loss: 0.000363903 | Time: 1643.9 ms
[2020-12-15 14:30:08	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000363562 | val_loss: 0.000393226 | Time: 1649.58 ms
[2020-12-15 14:30:10	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000380101 | val_loss: 0.000366143 | Time: 1651.78 ms
[2020-12-15 14:30:11	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000360127 | val_loss: 0.000368506 | Time: 1643.44 ms
[2020-12-15 14:30:13	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000379944 | val_loss: 0.000374808 | Time: 1639.13 ms
[2020-12-15 14:30:15	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000361121 | val_loss: 0.000361618 | Time: 1639.95 ms
[2020-12-15 14:30:16	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000355536 | val_loss: 0.000360053 | Time: 1639.97 ms
[2020-12-15 14:30:18	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000354894 | val_loss: 0.000362042 | Time: 1644.54 ms
[2020-12-15 14:30:20	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000363078 | val_loss: 0.000377376 | Time: 1646.69 ms
[2020-12-15 14:30:21	                main:581]	:	INFO	:	Epoch 649 | loss: 0.00036033 | val_loss: 0.00036411 | Time: 1665.25 ms
[2020-12-15 14:30:23	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000357262 | val_loss: 0.000366505 | Time: 1601.88 ms
[2020-12-15 14:30:24	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00037105 | val_loss: 0.000392236 | Time: 1641.25 ms
[2020-12-15 14:30:26	                main:581]	:	INFO	:	Epoch 652 | loss: 0.000387186 | val_loss: 0.000369269 | Time: 1632.5 ms
[2020-12-15 14:30:28	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000359859 | val_loss: 0.000363058 | Time: 1632.55 ms
[2020-12-15 14:30:29	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000357859 | val_loss: 0.000362499 | Time: 1636.24 ms
[2020-12-15 14:30:31	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000361495 | val_loss: 0.000362047 | Time: 1632.91 ms
[2020-12-15 14:30:33	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000363155 | val_loss: 0.000369512 | Time: 1628.94 ms
[2020-12-15 14:30:34	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000360597 | val_loss: 0.000365414 | Time: 1624.14 ms
[2020-12-15 14:30:36	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000361517 | val_loss: 0.000380454 | Time: 1662.99 ms
[2020-12-15 14:30:38	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000369232 | val_loss: 0.000399971 | Time: 1657.11 ms
[2020-12-15 14:30:39	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00038151 | val_loss: 0.000373645 | Time: 1653.63 ms
[2020-12-15 14:30:41	                main:581]	:	INFO	:	Epoch 661 | loss: 0.00036019 | val_loss: 0.000362413 | Time: 1646.17 ms
[2020-12-15 14:30:42	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000356706 | val_loss: 0.000363986 | Time: 1648.17 ms
[2020-12-15 14:30:44	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000370394 | val_loss: 0.000387051 | Time: 1648.38 ms
[2020-12-15 14:30:46	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000362589 | val_loss: 0.000364287 | Time: 1641.8 ms
[2020-12-15 14:30:47	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000358138 | val_loss: 0.000364505 | Time: 1646 ms
[2020-12-15 14:30:49	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000357297 | val_loss: 0.000365776 | Time: 1651.67 ms
[2020-12-15 14:30:51	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000367233 | val_loss: 0.000381471 | Time: 1643.94 ms
[2020-12-15 14:30:52	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000373928 | val_loss: 0.000370836 | Time: 1682.49 ms
[2020-12-15 14:30:54	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000362063 | val_loss: 0.000379723 | Time: 1599.19 ms
[2020-12-15 14:30:56	                main:581]	:	INFO	:	Epoch 670 | loss: 0.00036664 | val_loss: 0.000368973 | Time: 1646.74 ms
[2020-12-15 14:30:57	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000360012 | val_loss: 0.000372234 | Time: 1639.3 ms
[2020-12-15 14:30:59	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000371884 | val_loss: 0.000367845 | Time: 1638.74 ms
[2020-12-15 14:31:01	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000361243 | val_loss: 0.000376073 | Time: 1645.53 ms
[2020-12-15 14:31:02	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000366546 | val_loss: 0.000374055 | Time: 1636.38 ms
[2020-12-15 14:31:04	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000361841 | val_loss: 0.000366419 | Time: 1640.02 ms
[2020-12-15 14:31:05	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000361943 | val_loss: 0.00036687 | Time: 1626.81 ms
[2020-12-15 14:31:07	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000358103 | val_loss: 0.000361599 | Time: 1639.09 ms
[2020-12-15 14:31:09	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000360219 | val_loss: 0.000396036 | Time: 1631.18 ms
[2020-12-15 14:31:10	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000388042 | val_loss: 0.000381356 | Time: 1678.01 ms
[2020-12-15 14:31:12	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000368798 | val_loss: 0.000365996 | Time: 1674.82 ms
[2020-12-15 14:31:14	                main:581]	:	INFO	:	Epoch 681 | loss: 0.000355589 | val_loss: 0.000359522 | Time: 1663.93 ms
[2020-12-15 14:31:15	                main:581]	:	INFO	:	Epoch 682 | loss: 0.00036882 | val_loss: 0.000406564 | Time: 1671.67 ms
[2020-12-15 14:31:17	                main:581]	:	INFO	:	Epoch 683 | loss: 0.000371132 | val_loss: 0.000368611 | Time: 1675.03 ms
[2020-12-15 14:31:19	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000360871 | val_loss: 0.00036355 | Time: 1652.63 ms
[2020-12-15 14:31:20	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000362641 | val_loss: 0.000365666 | Time: 1635.33 ms
[2020-12-15 14:31:22	                main:581]	:	INFO	:	Epoch 686 | loss: 0.00035668 | val_loss: 0.000361034 | Time: 1630.88 ms
[2020-12-15 14:31:24	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000355818 | val_loss: 0.000360498 | Time: 1633.27 ms
[2020-12-15 14:31:25	                main:581]	:	INFO	:	Epoch 688 | loss: 0.00037687 | val_loss: 0.000429103 | Time: 1632.11 ms
[2020-12-15 14:31:27	                main:581]	:	INFO	:	Epoch 689 | loss: 0.00038385 | val_loss: 0.000376108 | Time: 1636.91 ms
[2020-12-15 14:31:29	                main:581]	:	INFO	:	Epoch 690 | loss: 0.000361629 | val_loss: 0.000370831 | Time: 1636.66 ms
[2020-12-15 14:31:30	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000359437 | val_loss: 0.000363105 | Time: 1627.94 ms
[2020-12-15 14:31:32	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000356981 | val_loss: 0.000366688 | Time: 1636.44 ms
[2020-12-15 14:31:33	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000379941 | val_loss: 0.000384309 | Time: 1633.64 ms
[2020-12-15 14:31:35	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000373354 | val_loss: 0.000367985 | Time: 1629.29 ms
[2020-12-15 14:31:37	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000357844 | val_loss: 0.000361474 | Time: 1632.28 ms
[2020-12-15 14:31:38	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000356132 | val_loss: 0.000364091 | Time: 1629.77 ms
[2020-12-15 14:31:40	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000373245 | val_loss: 0.000374964 | Time: 1633.67 ms
[2020-12-15 14:31:42	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000362717 | val_loss: 0.000380113 | Time: 1631.61 ms
[2020-12-15 14:31:43	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000372667 | val_loss: 0.000376056 | Time: 1634.58 ms
[2020-12-15 14:31:45	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000362847 | val_loss: 0.000363268 | Time: 1631.75 ms
[2020-12-15 14:31:47	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000356984 | val_loss: 0.000362126 | Time: 1642.2 ms
[2020-12-15 14:31:48	                main:581]	:	INFO	:	Epoch 702 | loss: 0.00035629 | val_loss: 0.000361966 | Time: 1643.07 ms
[2020-12-15 14:31:50	                main:581]	:	INFO	:	Epoch 703 | loss: 0.000357587 | val_loss: 0.000382304 | Time: 1642.65 ms
[2020-12-15 14:31:51	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000396405 | val_loss: 0.000423487 | Time: 1632.13 ms
[2020-12-15 14:31:53	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000383592 | val_loss: 0.000371826 | Time: 1631.51 ms
[2020-12-15 14:31:55	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000360458 | val_loss: 0.000361258 | Time: 1630.31 ms
[2020-12-15 14:31:56	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000355347 | val_loss: 0.000362559 | Time: 1625.79 ms
[2020-12-15 14:31:58	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000353661 | val_loss: 0.000359363 | Time: 1630.37 ms
[2020-12-15 14:32:00	                main:581]	:	INFO	:	Epoch 709 | loss: 0.000354188 | val_loss: 0.000363233 | Time: 1639.56 ms
[2020-12-15 14:32:01	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000370656 | val_loss: 0.00037362 | Time: 1639.76 ms
[2020-12-15 14:32:03	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000372226 | val_loss: 0.000405334 | Time: 1644.7 ms
[2020-12-15 14:32:05	                main:581]	:	INFO	:	Epoch 712 | loss: 0.000368187 | val_loss: 0.000363492 | Time: 1659.08 ms
[2020-12-15 14:32:06	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000358097 | val_loss: 0.000374717 | Time: 1641.61 ms
[2020-12-15 14:32:08	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000376709 | val_loss: 0.00036508 | Time: 1649.35 ms
[2020-12-15 14:32:09	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000358299 | val_loss: 0.000362645 | Time: 1643.9 ms
[2020-12-15 14:32:11	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000355955 | val_loss: 0.0003613 | Time: 1646.36 ms
[2020-12-15 14:32:13	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000355742 | val_loss: 0.00036481 | Time: 1641.92 ms
[2020-12-15 14:32:14	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000369925 | val_loss: 0.000371439 | Time: 1650.61 ms
[2020-12-15 14:32:16	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000360631 | val_loss: 0.000364235 | Time: 1645.35 ms
[2020-12-15 14:32:18	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000362164 | val_loss: 0.00036632 | Time: 1650.36 ms
[2020-12-15 14:32:19	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000359745 | val_loss: 0.000369022 | Time: 1638.8 ms
[2020-12-15 14:32:21	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000371894 | val_loss: 0.00036968 | Time: 1644.79 ms
[2020-12-15 14:32:23	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000367893 | val_loss: 0.000368799 | Time: 1665.17 ms
[2020-12-15 14:32:24	                main:581]	:	INFO	:	Epoch 724 | loss: 0.000360843 | val_loss: 0.000364054 | Time: 1652.5 ms
[2020-12-15 14:32:26	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000354583 | val_loss: 0.000360695 | Time: 1648.57 ms
[2020-12-15 14:32:28	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000357391 | val_loss: 0.00037137 | Time: 1643.8 ms
[2020-12-15 14:32:29	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000369809 | val_loss: 0.000373164 | Time: 1648.12 ms
[2020-12-15 14:32:31	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00036207 | val_loss: 0.000366669 | Time: 1642.44 ms
[2020-12-15 14:32:33	                main:581]	:	INFO	:	Epoch 729 | loss: 0.000363506 | val_loss: 0.000370234 | Time: 1642 ms
[2020-12-15 14:32:34	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000372335 | val_loss: 0.000373731 | Time: 1639.47 ms
[2020-12-15 14:32:36	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000378591 | val_loss: 0.000386193 | Time: 1660.88 ms
[2020-12-15 14:32:38	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000367533 | val_loss: 0.000370681 | Time: 1659.33 ms
[2020-12-15 14:32:39	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000359977 | val_loss: 0.000367727 | Time: 1654.12 ms
[2020-12-15 14:32:41	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00035476 | val_loss: 0.00036002 | Time: 1654.59 ms
[2020-12-15 14:32:42	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000359459 | val_loss: 0.000368031 | Time: 1650.51 ms
[2020-12-15 14:32:44	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000376066 | val_loss: 0.000388595 | Time: 1661.79 ms
[2020-12-15 14:32:46	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000372346 | val_loss: 0.000364135 | Time: 1650.35 ms
[2020-12-15 14:32:47	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000357959 | val_loss: 0.000362415 | Time: 1651.6 ms
[2020-12-15 14:32:49	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000356627 | val_loss: 0.000364028 | Time: 1650.11 ms
[2020-12-15 14:32:51	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000359566 | val_loss: 0.000365795 | Time: 1649.44 ms
[2020-12-15 14:32:52	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000365112 | val_loss: 0.000367503 | Time: 1660.25 ms
[2020-12-15 14:32:54	                main:581]	:	INFO	:	Epoch 742 | loss: 0.00035705 | val_loss: 0.000365326 | Time: 1649.3 ms
[2020-12-15 14:32:56	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000372621 | val_loss: 0.000377667 | Time: 1638.78 ms
[2020-12-15 14:32:57	                main:581]	:	INFO	:	Epoch 744 | loss: 0.00038386 | val_loss: 0.000384042 | Time: 1640.59 ms
[2020-12-15 14:32:59	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000372622 | val_loss: 0.000366173 | Time: 1643.4 ms
[2020-12-15 14:33:01	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000357453 | val_loss: 0.000361451 | Time: 1652.64 ms
[2020-12-15 14:33:02	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000353583 | val_loss: 0.000360378 | Time: 1644.2 ms
[2020-12-15 14:33:04	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000353873 | val_loss: 0.00035935 | Time: 1637.68 ms
[2020-12-15 14:33:06	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000361907 | val_loss: 0.000376492 | Time: 1640.13 ms
[2020-12-15 14:33:07	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000368781 | val_loss: 0.00036864 | Time: 1640.15 ms
[2020-12-15 14:33:09	                main:581]	:	INFO	:	Epoch 751 | loss: 0.00037868 | val_loss: 0.000374367 | Time: 1637.01 ms
[2020-12-15 14:33:10	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000364515 | val_loss: 0.000367045 | Time: 1647.6 ms
[2020-12-15 14:33:12	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000370965 | val_loss: 0.000385437 | Time: 1634.91 ms
[2020-12-15 14:33:14	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000376477 | val_loss: 0.00037488 | Time: 1637.88 ms
[2020-12-15 14:33:15	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000360943 | val_loss: 0.000360684 | Time: 1641.49 ms
[2020-12-15 14:33:17	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000355299 | val_loss: 0.000361212 | Time: 1644.09 ms
[2020-12-15 14:33:19	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000354562 | val_loss: 0.000361752 | Time: 1644.8 ms
[2020-12-15 14:33:20	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000353034 | val_loss: 0.000362436 | Time: 1650.21 ms
[2020-12-15 14:33:22	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000377011 | val_loss: 0.000367359 | Time: 1644.84 ms
[2020-12-15 14:33:24	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000381606 | val_loss: 0.000494429 | Time: 1645.06 ms
[2020-12-15 14:33:25	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000398588 | val_loss: 0.000385387 | Time: 1637.29 ms
[2020-12-15 14:33:27	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000368595 | val_loss: 0.000366957 | Time: 1635.43 ms
[2020-12-15 14:33:29	                main:581]	:	INFO	:	Epoch 763 | loss: 0.00035663 | val_loss: 0.00035751 | Time: 1636.29 ms
[2020-12-15 14:33:30	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000352422 | val_loss: 0.000357488 | Time: 1638 ms
[2020-12-15 14:33:32	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000351596 | val_loss: 0.000364642 | Time: 1632.32 ms
[2020-12-15 14:33:33	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000353821 | val_loss: 0.000355476 | Time: 1635.28 ms
[2020-12-15 14:33:35	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000357428 | val_loss: 0.000391818 | Time: 1657.75 ms
[2020-12-15 14:33:37	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000385935 | val_loss: 0.000375532 | Time: 1660.94 ms
[2020-12-15 14:33:38	                main:581]	:	INFO	:	Epoch 769 | loss: 0.00036493 | val_loss: 0.000377747 | Time: 1664.53 ms
[2020-12-15 14:33:40	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000362373 | val_loss: 0.000366284 | Time: 1665.15 ms
[2020-12-15 14:33:42	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000355128 | val_loss: 0.000372182 | Time: 1663.56 ms
[2020-12-15 14:33:43	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000357772 | val_loss: 0.000359576 | Time: 1652.72 ms
[2020-12-15 14:33:45	                main:581]	:	INFO	:	Epoch 773 | loss: 0.00035417 | val_loss: 0.000359059 | Time: 1647.72 ms
[2020-12-15 14:33:47	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000353207 | val_loss: 0.000371101 | Time: 1648.97 ms
[2020-12-15 14:33:48	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000365431 | val_loss: 0.000366064 | Time: 1648.45 ms
[2020-12-15 14:33:50	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000357006 | val_loss: 0.000360185 | Time: 1662.38 ms
[2020-12-15 14:33:52	                main:581]	:	INFO	:	Epoch 777 | loss: 0.00035473 | val_loss: 0.000363728 | Time: 1672.36 ms
[2020-12-15 14:33:53	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000360242 | val_loss: 0.000372047 | Time: 1637.75 ms
[2020-12-15 14:33:55	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000360132 | val_loss: 0.000362525 | Time: 1672.49 ms
[2020-12-15 14:33:57	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000358049 | val_loss: 0.000369773 | Time: 1666.87 ms
[2020-12-15 14:33:58	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000359453 | val_loss: 0.000363067 | Time: 1643.62 ms
[2020-12-15 14:34:00	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000359005 | val_loss: 0.000367783 | Time: 1656.13 ms
[2020-12-15 14:34:02	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000381451 | val_loss: 0.00041135 | Time: 1648.09 ms
[2020-12-15 14:34:03	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000373322 | val_loss: 0.00036355 | Time: 1653.81 ms
[2020-12-15 14:34:05	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000355193 | val_loss: 0.000356647 | Time: 1645.31 ms
[2020-12-15 14:34:07	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000352442 | val_loss: 0.000358311 | Time: 1643.12 ms
[2020-12-15 14:34:08	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000351971 | val_loss: 0.000359152 | Time: 1653.52 ms
[2020-12-15 14:34:10	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000352628 | val_loss: 0.000357737 | Time: 1662.19 ms
[2020-12-15 14:34:12	                main:581]	:	INFO	:	Epoch 789 | loss: 0.00036975 | val_loss: 0.000392541 | Time: 1660.91 ms
[2020-12-15 14:34:13	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000366871 | val_loss: 0.000364366 | Time: 1653.31 ms
[2020-12-15 14:34:15	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000357227 | val_loss: 0.00035907 | Time: 1657.77 ms
[2020-12-15 14:34:16	                main:581]	:	INFO	:	Epoch 792 | loss: 0.00036071 | val_loss: 0.00036909 | Time: 1644.95 ms
[2020-12-15 14:34:18	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000355704 | val_loss: 0.000361525 | Time: 1639.86 ms
[2020-12-15 14:34:20	                main:581]	:	INFO	:	Epoch 794 | loss: 0.000357189 | val_loss: 0.000361723 | Time: 1639.27 ms
[2020-12-15 14:34:21	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000358277 | val_loss: 0.00036138 | Time: 1641.44 ms
[2020-12-15 14:34:23	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000354675 | val_loss: 0.000364821 | Time: 1645.4 ms
[2020-12-15 14:34:25	                main:581]	:	INFO	:	Epoch 797 | loss: 0.00038465 | val_loss: 0.000388712 | Time: 1631.62 ms
[2020-12-15 14:34:26	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000375284 | val_loss: 0.000365504 | Time: 1626.24 ms
[2020-12-15 14:34:28	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000358826 | val_loss: 0.000361418 | Time: 1601.89 ms
[2020-12-15 14:34:30	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000353795 | val_loss: 0.000357174 | Time: 1620.75 ms
[2020-12-15 14:34:31	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000353416 | val_loss: 0.00036328 | Time: 1621.57 ms
[2020-12-15 14:34:33	                main:581]	:	INFO	:	Epoch 802 | loss: 0.000357149 | val_loss: 0.000362905 | Time: 1617.62 ms
[2020-12-15 14:34:34	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000358477 | val_loss: 0.000364459 | Time: 1611.34 ms
[2020-12-15 14:34:36	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000357755 | val_loss: 0.000360826 | Time: 1608.63 ms
[2020-12-15 14:34:38	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000374425 | val_loss: 0.000425769 | Time: 1615.25 ms
[2020-12-15 14:34:39	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000406268 | val_loss: 0.000412637 | Time: 1617.72 ms
[2020-12-15 14:34:41	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000389431 | val_loss: 0.000379391 | Time: 1617.64 ms
[2020-12-15 14:34:42	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00148536 | val_loss: 0.00254062 | Time: 1621.26 ms
[2020-12-15 14:34:44	                main:581]	:	INFO	:	Epoch 809 | loss: 0.00192442 | val_loss: 0.00132585 | Time: 1631.48 ms
[2020-12-15 14:34:46	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000938839 | val_loss: 0.000737344 | Time: 1617.3 ms
[2020-12-15 14:34:47	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000628006 | val_loss: 0.000588768 | Time: 1630.21 ms
[2020-12-15 14:34:49	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000553133 | val_loss: 0.000554531 | Time: 1633.09 ms
[2020-12-15 14:34:51	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000532262 | val_loss: 0.000541466 | Time: 1629.91 ms
[2020-12-15 14:34:52	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000523051 | val_loss: 0.000536213 | Time: 1629.97 ms
[2020-12-15 14:34:54	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000518273 | val_loss: 0.00053131 | Time: 1633.2 ms
[2020-12-15 14:34:56	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000514751 | val_loss: 0.000529012 | Time: 1640.87 ms
[2020-12-15 14:34:57	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000513422 | val_loss: 0.000530878 | Time: 1612.95 ms
[2020-12-15 14:34:59	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000511378 | val_loss: 0.000525426 | Time: 1633.53 ms
[2020-12-15 14:35:00	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000507698 | val_loss: 0.000522686 | Time: 1636.37 ms
[2020-12-15 14:35:02	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00051072 | val_loss: 0.000549606 | Time: 1630.11 ms
[2020-12-15 14:35:04	                main:581]	:	INFO	:	Epoch 821 | loss: 0.00051553 | val_loss: 0.000521178 | Time: 1628.76 ms
[2020-12-15 14:35:05	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000550038 | val_loss: 0.000984656 | Time: 1637.45 ms
[2020-12-15 14:35:07	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00112819 | val_loss: 0.00109803 | Time: 1633.18 ms
[2020-12-15 14:35:09	                main:581]	:	INFO	:	Epoch 824 | loss: 0.00785532 | val_loss: 0.00765855 | Time: 1643.26 ms
[2020-12-15 14:35:10	                main:581]	:	INFO	:	Epoch 825 | loss: 0.00376372 | val_loss: 0.00188125 | Time: 1638.69 ms
[2020-12-15 14:35:12	                main:581]	:	INFO	:	Epoch 826 | loss: 0.00126654 | val_loss: 0.00104277 | Time: 1654.63 ms
[2020-12-15 14:35:14	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000864618 | val_loss: 0.000804134 | Time: 1648.68 ms
[2020-12-15 14:35:15	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000717818 | val_loss: 0.000745282 | Time: 1639.93 ms
[2020-12-15 14:35:17	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000670149 | val_loss: 0.000655138 | Time: 1643.49 ms
[2020-12-15 14:35:18	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000616336 | val_loss: 0.000587407 | Time: 1639.84 ms
[2020-12-15 14:35:20	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000801573 | val_loss: 0.000804775 | Time: 1645.3 ms
[2020-12-15 14:35:22	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000687176 | val_loss: 0.000616583 | Time: 1639.94 ms
[2020-12-15 14:35:23	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000566772 | val_loss: 0.000542253 | Time: 1648.73 ms
[2020-12-15 14:35:25	                main:581]	:	INFO	:	Epoch 834 | loss: 0.00053023 | val_loss: 0.000535628 | Time: 1648.83 ms
[2020-12-15 14:35:27	                main:581]	:	INFO	:	Epoch 835 | loss: 0.001058 | val_loss: 0.000763843 | Time: 1644.77 ms
[2020-12-15 14:35:28	                main:581]	:	INFO	:	Epoch 836 | loss: 0.00062861 | val_loss: 0.000546734 | Time: 1642.15 ms
[2020-12-15 14:35:30	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000525314 | val_loss: 0.000525415 | Time: 1639.28 ms
[2020-12-15 14:35:32	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000501493 | val_loss: 0.000464848 | Time: 1648.07 ms
[2020-12-15 14:35:33	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000449569 | val_loss: 0.000454508 | Time: 1645.41 ms
[2020-12-15 14:35:35	                main:581]	:	INFO	:	Epoch 840 | loss: 0.00044156 | val_loss: 0.000448401 | Time: 1652.16 ms
[2020-12-15 14:35:37	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000437462 | val_loss: 0.000445074 | Time: 1650.46 ms
[2020-12-15 14:35:38	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000435231 | val_loss: 0.000443185 | Time: 1650.14 ms
[2020-12-15 14:35:40	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000433921 | val_loss: 0.000441453 | Time: 1649.38 ms
[2020-12-15 14:35:41	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000432725 | val_loss: 0.00044082 | Time: 1654.28 ms
[2020-12-15 14:35:43	                main:581]	:	INFO	:	Epoch 845 | loss: 0.000431704 | val_loss: 0.000439604 | Time: 1638.78 ms
[2020-12-15 14:35:45	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000431211 | val_loss: 0.000439408 | Time: 1619.19 ms
[2020-12-15 14:35:46	                main:581]	:	INFO	:	Epoch 847 | loss: 0.000430654 | val_loss: 0.000438493 | Time: 1618.08 ms
[2020-12-15 14:35:48	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000430021 | val_loss: 0.00043896 | Time: 1623.16 ms
[2020-12-15 14:35:50	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000449349 | val_loss: 0.000461054 | Time: 1627.68 ms
[2020-12-15 14:35:51	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000436988 | val_loss: 0.000442847 | Time: 1637.07 ms
[2020-12-15 14:35:53	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000429828 | val_loss: 0.000437198 | Time: 1632.07 ms
[2020-12-15 14:35:55	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000428202 | val_loss: 0.000436187 | Time: 1641.95 ms
[2020-12-15 14:35:56	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000427507 | val_loss: 0.000435939 | Time: 1637.06 ms
[2020-12-15 14:35:58	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000427517 | val_loss: 0.000435612 | Time: 1633.34 ms
[2020-12-15 14:35:59	                main:581]	:	INFO	:	Epoch 855 | loss: 0.00042705 | val_loss: 0.000435489 | Time: 1636.95 ms
[2020-12-15 14:36:01	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000431479 | val_loss: 0.000468199 | Time: 1643.55 ms
[2020-12-15 14:36:03	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000466854 | val_loss: 0.000443606 | Time: 1632.23 ms
[2020-12-15 14:36:04	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000432334 | val_loss: 0.000434305 | Time: 1631.28 ms
[2020-12-15 14:36:06	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000426926 | val_loss: 0.000434118 | Time: 1638.27 ms
[2020-12-15 14:36:08	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000425762 | val_loss: 0.000433328 | Time: 1635.9 ms
[2020-12-15 14:36:09	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000425421 | val_loss: 0.000433705 | Time: 1639.09 ms
[2020-12-15 14:36:11	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000425466 | val_loss: 0.000433679 | Time: 1642.46 ms
[2020-12-15 14:36:13	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000425068 | val_loss: 0.000433177 | Time: 1635.19 ms
[2020-12-15 14:36:14	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000425053 | val_loss: 0.000433014 | Time: 1638.77 ms
[2020-12-15 14:36:16	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000424978 | val_loss: 0.00043351 | Time: 1630.06 ms
[2020-12-15 14:36:17	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000431751 | val_loss: 0.000453159 | Time: 1636.02 ms
[2020-12-15 14:36:19	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000433971 | val_loss: 0.000437064 | Time: 1634.52 ms
[2020-12-15 14:36:21	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000425901 | val_loss: 0.000434235 | Time: 1639.77 ms
[2020-12-15 14:36:22	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000424639 | val_loss: 0.000434117 | Time: 1654.34 ms
[2020-12-15 14:36:24	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000427875 | val_loss: 0.000438099 | Time: 1647.3 ms
[2020-12-15 14:36:26	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000431982 | val_loss: 0.000436583 | Time: 1646.9 ms
[2020-12-15 14:36:27	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000425305 | val_loss: 0.000436336 | Time: 1645.84 ms
[2020-12-15 14:36:29	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000432804 | val_loss: 0.000439738 | Time: 1643.15 ms
[2020-12-15 14:36:31	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000426776 | val_loss: 0.000437198 | Time: 1640.8 ms
[2020-12-15 14:36:32	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000425816 | val_loss: 0.000432603 | Time: 1638.95 ms
[2020-12-15 14:36:34	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000428976 | val_loss: 0.000450308 | Time: 1641.41 ms
[2020-12-15 14:36:36	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000442339 | val_loss: 0.000507112 | Time: 1640.17 ms
[2020-12-15 14:36:37	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000459331 | val_loss: 0.000447012 | Time: 1641.48 ms
[2020-12-15 14:36:39	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000429091 | val_loss: 0.000434211 | Time: 1635.69 ms
[2020-12-15 14:36:40	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00042514 | val_loss: 0.000433119 | Time: 1633.36 ms
[2020-12-15 14:36:42	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000423428 | val_loss: 0.000431832 | Time: 1633.85 ms
[2020-12-15 14:36:44	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000423141 | val_loss: 0.00043318 | Time: 1629.75 ms
[2020-12-15 14:36:45	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000441938 | val_loss: 0.000447018 | Time: 1628.88 ms
[2020-12-15 14:36:47	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000432668 | val_loss: 0.000436087 | Time: 1625.94 ms
[2020-12-15 14:36:49	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000425199 | val_loss: 0.00043192 | Time: 1627.79 ms
[2020-12-15 14:36:50	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0004237 | val_loss: 0.000433412 | Time: 1627.36 ms
[2020-12-15 14:36:52	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000437626 | val_loss: 0.000435158 | Time: 1634.43 ms
[2020-12-15 14:36:53	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000427151 | val_loss: 0.000434206 | Time: 1651.99 ms
[2020-12-15 14:36:55	                main:581]	:	INFO	:	Epoch 889 | loss: 0.000425133 | val_loss: 0.000435075 | Time: 1624.71 ms
[2020-12-15 14:36:57	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000424208 | val_loss: 0.000432868 | Time: 1637.88 ms
[2020-12-15 14:36:58	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000428846 | val_loss: 0.000455388 | Time: 1632 ms
[2020-12-15 14:37:00	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000440518 | val_loss: 0.000437905 | Time: 1657.61 ms
[2020-12-15 14:37:02	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000425687 | val_loss: 0.000433267 | Time: 1630.05 ms
[2020-12-15 14:37:03	                main:581]	:	INFO	:	Epoch 894 | loss: 0.00042442 | val_loss: 0.000435518 | Time: 1631.05 ms
[2020-12-15 14:37:05	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000427108 | val_loss: 0.000447746 | Time: 1635.02 ms
[2020-12-15 14:37:07	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00046173 | val_loss: 0.000442901 | Time: 1633.9 ms
[2020-12-15 14:37:08	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000431461 | val_loss: 0.000433816 | Time: 1634.8 ms
[2020-12-15 14:37:10	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000424552 | val_loss: 0.000432434 | Time: 1639.65 ms
[2020-12-15 14:37:11	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000423513 | val_loss: 0.000432331 | Time: 1647.78 ms
[2020-12-15 14:37:13	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000430879 | val_loss: 0.000478981 | Time: 1640.31 ms
[2020-12-15 14:37:15	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000450199 | val_loss: 0.000440122 | Time: 1630.89 ms
[2020-12-15 14:37:16	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000426802 | val_loss: 0.000435108 | Time: 1633.41 ms
[2020-12-15 14:37:18	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000423667 | val_loss: 0.000432185 | Time: 1639.53 ms
[2020-12-15 14:37:20	                main:581]	:	INFO	:	Epoch 904 | loss: 0.000424323 | val_loss: 0.000442675 | Time: 1644.25 ms
[2020-12-15 14:37:21	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000444317 | val_loss: 0.000436661 | Time: 1623.66 ms
[2020-12-15 14:37:23	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000428052 | val_loss: 0.000443093 | Time: 1627.66 ms
[2020-12-15 14:37:25	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000440157 | val_loss: 0.000441735 | Time: 1635.53 ms
[2020-12-15 14:37:26	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000429688 | val_loss: 0.000446653 | Time: 1641.47 ms
[2020-12-15 14:37:28	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000437796 | val_loss: 0.000438985 | Time: 1626.59 ms
[2020-12-15 14:37:29	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000429463 | val_loss: 0.000438484 | Time: 1622.49 ms
[2020-12-15 14:37:31	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000427843 | val_loss: 0.000436753 | Time: 1622.5 ms
[2020-12-15 14:37:33	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000425261 | val_loss: 0.000434167 | Time: 1618.9 ms
[2020-12-15 14:37:34	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000425767 | val_loss: 0.00043138 | Time: 1614.62 ms
[2020-12-15 14:37:36	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000428671 | val_loss: 0.000450881 | Time: 1621.92 ms
[2020-12-15 14:37:38	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000459113 | val_loss: 0.000532985 | Time: 1623.72 ms
[2020-12-15 14:37:39	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000453807 | val_loss: 0.000444754 | Time: 1630.57 ms
[2020-12-15 14:37:41	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000428678 | val_loss: 0.000434604 | Time: 1633.17 ms
[2020-12-15 14:37:42	                main:581]	:	INFO	:	Epoch 918 | loss: 0.00042334 | val_loss: 0.000431241 | Time: 1642.7 ms
[2020-12-15 14:37:44	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000422468 | val_loss: 0.000430751 | Time: 1642.12 ms
[2020-12-15 14:37:46	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000423179 | val_loss: 0.000434184 | Time: 1635.45 ms
[2020-12-15 14:37:47	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000447761 | val_loss: 0.000459005 | Time: 1636.42 ms
[2020-12-15 14:37:49	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000432819 | val_loss: 0.000432576 | Time: 1632 ms
[2020-12-15 14:37:51	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000425141 | val_loss: 0.00044089 | Time: 1637.76 ms
[2020-12-15 14:37:52	                main:581]	:	INFO	:	Epoch 924 | loss: 0.000437593 | val_loss: 0.000438845 | Time: 1638.98 ms
[2020-12-15 14:37:54	                main:581]	:	INFO	:	Epoch 925 | loss: 0.000426306 | val_loss: 0.000434217 | Time: 1638.42 ms
[2020-12-15 14:37:56	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000427784 | val_loss: 0.000446395 | Time: 1637.23 ms
[2020-12-15 14:37:57	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000436489 | val_loss: 0.000436265 | Time: 1636.85 ms
[2020-12-15 14:37:59	                main:581]	:	INFO	:	Epoch 928 | loss: 0.000428632 | val_loss: 0.000452616 | Time: 1646.76 ms
[2020-12-15 14:38:01	                main:581]	:	INFO	:	Epoch 929 | loss: 0.000459836 | val_loss: 0.000444432 | Time: 1645.77 ms
[2020-12-15 14:38:02	                main:581]	:	INFO	:	Epoch 930 | loss: 0.000432195 | val_loss: 0.00043933 | Time: 1622.67 ms
[2020-12-15 14:38:04	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000436765 | val_loss: 0.000471412 | Time: 1617.65 ms
[2020-12-15 14:38:05	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000436845 | val_loss: 0.000434522 | Time: 1618.39 ms
[2020-12-15 14:38:07	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000425517 | val_loss: 0.000432984 | Time: 1621.58 ms
[2020-12-15 14:38:09	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000423984 | val_loss: 0.000432494 | Time: 1614.58 ms
[2020-12-15 14:38:10	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000424309 | val_loss: 0.000430081 | Time: 1613.03 ms
[2020-12-15 14:38:12	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000421976 | val_loss: 0.000433022 | Time: 1611.82 ms
[2020-12-15 14:38:13	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000445479 | val_loss: 0.000472515 | Time: 1618.07 ms
[2020-12-15 14:38:15	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000442046 | val_loss: 0.000444958 | Time: 1616.52 ms
[2020-12-15 14:38:17	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000430095 | val_loss: 0.000439462 | Time: 1606.49 ms
[2020-12-15 14:38:18	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000427117 | val_loss: 0.000432258 | Time: 1609.34 ms
[2020-12-15 14:38:20	                main:581]	:	INFO	:	Epoch 941 | loss: 0.000425898 | val_loss: 0.000446432 | Time: 1616.37 ms
[2020-12-15 14:38:22	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000439013 | val_loss: 0.00043425 | Time: 1633.2 ms
[2020-12-15 14:38:23	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000432374 | val_loss: 0.000438833 | Time: 1623.35 ms
[2020-12-15 14:38:25	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000430331 | val_loss: 0.000437215 | Time: 1646.84 ms
[2020-12-15 14:38:26	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000440248 | val_loss: 0.000437556 | Time: 1639.9 ms
[2020-12-15 14:38:28	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000426273 | val_loss: 0.000434275 | Time: 1640.67 ms
[2020-12-15 14:38:30	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00044342 | val_loss: 0.000493522 | Time: 1650.18 ms
[2020-12-15 14:38:31	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000444019 | val_loss: 0.00044467 | Time: 1634.62 ms
[2020-12-15 14:38:33	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000429413 | val_loss: 0.000436817 | Time: 1634.21 ms
[2020-12-15 14:38:35	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000446435 | val_loss: 0.000440883 | Time: 1629.83 ms
[2020-12-15 14:38:36	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000429774 | val_loss: 0.000431868 | Time: 1647.82 ms
[2020-12-15 14:38:38	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000425095 | val_loss: 0.000431936 | Time: 1648.2 ms
[2020-12-15 14:38:40	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000424693 | val_loss: 0.000433745 | Time: 1636.79 ms
[2020-12-15 14:38:41	                main:581]	:	INFO	:	Epoch 954 | loss: 0.000435275 | val_loss: 0.0004905 | Time: 1647.79 ms
[2020-12-15 14:38:43	                main:581]	:	INFO	:	Epoch 955 | loss: 0.000451304 | val_loss: 0.000449947 | Time: 1641.32 ms
[2020-12-15 14:38:44	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000437355 | val_loss: 0.000437198 | Time: 1646.67 ms
[2020-12-15 14:38:46	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000426182 | val_loss: 0.000433573 | Time: 1643.85 ms
[2020-12-15 14:38:48	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000424097 | val_loss: 0.000432362 | Time: 1636.51 ms
[2020-12-15 14:38:49	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000429344 | val_loss: 0.000439395 | Time: 1632.68 ms
[2020-12-15 14:38:51	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000441603 | val_loss: 0.000491388 | Time: 1645.34 ms
[2020-12-15 14:38:53	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000447326 | val_loss: 0.000433966 | Time: 1646.64 ms
[2020-12-15 14:38:54	                main:581]	:	INFO	:	Epoch 962 | loss: 0.000427613 | val_loss: 0.00043632 | Time: 1640.83 ms
[2020-12-15 14:38:56	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000423221 | val_loss: 0.000429066 | Time: 1652.61 ms
[2020-12-15 14:38:58	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000420236 | val_loss: 0.000435337 | Time: 1652.39 ms
[2020-12-15 14:38:59	                main:581]	:	INFO	:	Epoch 965 | loss: 0.000431241 | val_loss: 0.000435028 | Time: 1642.98 ms
[2020-12-15 14:39:01	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000426034 | val_loss: 0.000431816 | Time: 1648.24 ms
[2020-12-15 14:39:03	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000420568 | val_loss: 0.000430029 | Time: 1641.4 ms
[2020-12-15 14:39:04	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00042026 | val_loss: 0.000429694 | Time: 1639.45 ms
[2020-12-15 14:39:06	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000432203 | val_loss: 0.000465686 | Time: 1633.89 ms
[2020-12-15 14:39:07	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000446222 | val_loss: 0.000436345 | Time: 1634.08 ms
[2020-12-15 14:39:09	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000424859 | val_loss: 0.000429384 | Time: 1633.93 ms
[2020-12-15 14:39:11	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000417887 | val_loss: 0.000424246 | Time: 1643.93 ms
[2020-12-15 14:39:12	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000419359 | val_loss: 0.000439226 | Time: 1656.38 ms
[2020-12-15 14:39:14	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000427698 | val_loss: 0.000432683 | Time: 1656.58 ms
[2020-12-15 14:39:16	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000423602 | val_loss: 0.000446216 | Time: 1647.47 ms
[2020-12-15 14:39:17	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000462225 | val_loss: 0.000454576 | Time: 1645.44 ms
[2020-12-15 14:39:19	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000429824 | val_loss: 0.00043472 | Time: 1640.06 ms
[2020-12-15 14:39:21	                main:581]	:	INFO	:	Epoch 978 | loss: 0.000422634 | val_loss: 0.000435053 | Time: 1638.81 ms
[2020-12-15 14:39:22	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000426142 | val_loss: 0.000437163 | Time: 1643.67 ms
[2020-12-15 14:39:24	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00042128 | val_loss: 0.000426238 | Time: 1640.05 ms
[2020-12-15 14:39:26	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000417054 | val_loss: 0.000426278 | Time: 1634.77 ms
[2020-12-15 14:39:27	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000418867 | val_loss: 0.000429124 | Time: 1640.03 ms
[2020-12-15 14:39:29	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000433327 | val_loss: 0.000486603 | Time: 1646.56 ms
[2020-12-15 14:39:31	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000454967 | val_loss: 0.000466141 | Time: 1648.53 ms
[2020-12-15 14:39:32	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000436733 | val_loss: 0.000430122 | Time: 1651.53 ms
[2020-12-15 14:39:34	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000422844 | val_loss: 0.000427133 | Time: 1640.89 ms
[2020-12-15 14:39:35	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000418189 | val_loss: 0.000426071 | Time: 1638.44 ms
[2020-12-15 14:39:37	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000418982 | val_loss: 0.000449561 | Time: 1642.71 ms
[2020-12-15 14:39:39	                main:581]	:	INFO	:	Epoch 989 | loss: 0.000451134 | val_loss: 0.00043468 | Time: 1648.78 ms
[2020-12-15 14:39:40	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00042442 | val_loss: 0.000429683 | Time: 1652.86 ms
[2020-12-15 14:39:42	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000422226 | val_loss: 0.00043589 | Time: 1647.06 ms
[2020-12-15 14:39:44	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000437063 | val_loss: 0.000446263 | Time: 1650.28 ms
[2020-12-15 14:39:45	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00042348 | val_loss: 0.00042851 | Time: 1647.23 ms
[2020-12-15 14:39:47	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000419873 | val_loss: 0.000427755 | Time: 1645.4 ms
[2020-12-15 14:39:49	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000417975 | val_loss: 0.000424353 | Time: 1641.42 ms
[2020-12-15 14:39:50	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000420311 | val_loss: 0.000435876 | Time: 1644.05 ms
[2020-12-15 14:39:52	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000432998 | val_loss: 0.00044668 | Time: 1646.94 ms
[2020-12-15 14:39:54	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000433322 | val_loss: 0.000435186 | Time: 1648.63 ms
[2020-12-15 14:39:55	                main:581]	:	INFO	:	Epoch 999 | loss: 0.00045584 | val_loss: 0.000456058 | Time: 1637.63 ms
[2020-12-15 14:39:57	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000426977 | val_loss: 0.00042709 | Time: 1643.14 ms
[2020-12-15 14:39:58	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000419818 | val_loss: 0.000429875 | Time: 1649.45 ms
[2020-12-15 14:40:00	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000424754 | val_loss: 0.000426925 | Time: 1674.24 ms
[2020-12-15 14:40:02	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000422993 | val_loss: 0.000441288 | Time: 1629.62 ms
[2020-12-15 14:40:03	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000423561 | val_loss: 0.000427296 | Time: 1619 ms
[2020-12-15 14:40:05	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000426595 | val_loss: 0.000431167 | Time: 1618.81 ms
[2020-12-15 14:40:07	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000421281 | val_loss: 0.000428696 | Time: 1620.78 ms
[2020-12-15 14:40:08	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000422118 | val_loss: 0.000434636 | Time: 1613.27 ms
[2020-12-15 14:40:10	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000436168 | val_loss: 0.000442302 | Time: 1617.21 ms
[2020-12-15 14:40:11	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000433159 | val_loss: 0.000447025 | Time: 1604.85 ms
[2020-12-15 14:40:13	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000423434 | val_loss: 0.000426784 | Time: 1615.82 ms
[2020-12-15 14:40:15	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000420026 | val_loss: 0.000435802 | Time: 1616.24 ms
[2020-12-15 14:40:16	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000437818 | val_loss: 0.000431785 | Time: 1631.19 ms
[2020-12-15 14:40:18	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000419323 | val_loss: 0.000430901 | Time: 1634.55 ms
[2020-12-15 14:40:20	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.00044031 | val_loss: 0.000528456 | Time: 1628.44 ms
[2020-12-15 14:40:21	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000453881 | val_loss: 0.000444136 | Time: 1629.6 ms
[2020-12-15 14:40:23	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.000424144 | val_loss: 0.000430666 | Time: 1615.85 ms
[2020-12-15 14:40:24	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000418259 | val_loss: 0.000426678 | Time: 1620.24 ms
[2020-12-15 14:40:26	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.000423228 | val_loss: 0.000447666 | Time: 1624.51 ms
[2020-12-15 14:40:28	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.000427513 | val_loss: 0.000424401 | Time: 1626.74 ms
[2020-12-15 14:40:29	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000419233 | val_loss: 0.000434202 | Time: 1631.18 ms
[2020-12-15 14:40:31	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000418445 | val_loss: 0.000427176 | Time: 1610.15 ms
[2020-12-15 14:40:33	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000417412 | val_loss: 0.000428392 | Time: 1651.48 ms
[2020-12-15 14:40:34	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.00042116 | val_loss: 0.000436916 | Time: 1652.02 ms
[2020-12-15 14:40:36	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000456951 | val_loss: 0.000461728 | Time: 1643.49 ms
[2020-12-15 14:40:36	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000461728
[2020-12-15 14:40:36	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-15 14:40:36	                main:615]	:	INFO	:	Success, exiting..
14:40:36 (2125356): 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)