Task 3170030

Name EightBitModified-1605930992-3052-1_0
Workunit 1467783
Created 3 Dec 2020, 20:51:04 UTC
Sent 5 Dec 2020, 10:04:29 UTC
Report deadline 12 Dec 2020, 10:04:29 UTC
Received 9 Dec 2020, 14:27:12 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 574
Run time 42 min 23 sec
CPU time 40 min 58 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,475.31 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.55 GB
Peak swap size 3.45 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
ss: 0.00046803 | val_loss: 0.000408558 | Time: 2375.61 ms
[2020-12-09 15:06:41	                main:574]	:	INFO	:	Epoch 530 | loss: 0.000390363 | val_loss: 0.000405848 | Time: 2443.76 ms
[2020-12-09 15:06:43	                main:574]	:	INFO	:	Epoch 531 | loss: 0.000379922 | val_loss: 0.00039832 | Time: 2372.2 ms
[2020-12-09 15:06:45	                main:574]	:	INFO	:	Epoch 532 | loss: 0.000377354 | val_loss: 0.000397188 | Time: 2385.66 ms
[2020-12-09 15:06:48	                main:574]	:	INFO	:	Epoch 533 | loss: 0.000382674 | val_loss: 0.000409017 | Time: 2381.06 ms
[2020-12-09 15:06:50	                main:574]	:	INFO	:	Epoch 534 | loss: 0.000394288 | val_loss: 0.000399601 | Time: 2376.8 ms
[2020-12-09 15:06:53	                main:574]	:	INFO	:	Epoch 535 | loss: 0.000377308 | val_loss: 0.000394254 | Time: 2397.11 ms
[2020-12-09 15:06:55	                main:574]	:	INFO	:	Epoch 536 | loss: 0.000375778 | val_loss: 0.000399455 | Time: 2393.71 ms
[2020-12-09 15:06:57	                main:574]	:	INFO	:	Epoch 537 | loss: 0.000462636 | val_loss: 0.000493961 | Time: 2412.82 ms
[2020-12-09 15:07:00	                main:574]	:	INFO	:	Epoch 538 | loss: 0.000407646 | val_loss: 0.000411179 | Time: 2376.37 ms
[2020-12-09 15:07:02	                main:574]	:	INFO	:	Epoch 539 | loss: 0.00038189 | val_loss: 0.000394794 | Time: 2404.92 ms
[2020-12-09 15:07:05	                main:574]	:	INFO	:	Epoch 540 | loss: 0.000375684 | val_loss: 0.000395305 | Time: 2422.37 ms
[2020-12-09 15:07:07	                main:574]	:	INFO	:	Epoch 541 | loss: 0.000377928 | val_loss: 0.000406145 | Time: 2381.58 ms
[2020-12-09 15:07:10	                main:574]	:	INFO	:	Epoch 542 | loss: 0.000399184 | val_loss: 0.00040441 | Time: 2407.05 ms
[2020-12-09 15:07:12	                main:574]	:	INFO	:	Epoch 543 | loss: 0.000380448 | val_loss: 0.000395584 | Time: 2409.79 ms
[2020-12-09 15:07:15	                main:574]	:	INFO	:	Epoch 544 | loss: 0.00037386 | val_loss: 0.000394195 | Time: 2394.05 ms
[2020-12-09 15:07:17	                main:574]	:	INFO	:	Epoch 545 | loss: 0.000419667 | val_loss: 0.000494192 | Time: 2384.35 ms
[2020-12-09 15:07:19	                main:574]	:	INFO	:	Epoch 546 | loss: 0.000396166 | val_loss: 0.000403974 | Time: 2362.85 ms
[2020-12-09 15:07:22	                main:574]	:	INFO	:	Epoch 547 | loss: 0.000377558 | val_loss: 0.000396972 | Time: 2446.99 ms
[2020-12-09 15:07:24	                main:574]	:	INFO	:	Epoch 548 | loss: 0.000373613 | val_loss: 0.000389901 | Time: 2414.21 ms
[2020-12-09 15:07:27	                main:574]	:	INFO	:	Epoch 549 | loss: 0.000368725 | val_loss: 0.000387344 | Time: 2378.82 ms
[2020-12-09 15:07:29	                main:574]	:	INFO	:	Epoch 550 | loss: 0.000470039 | val_loss: 0.000631246 | Time: 2409.62 ms
[2020-12-09 15:07:32	                main:574]	:	INFO	:	Epoch 551 | loss: 0.000439501 | val_loss: 0.000408131 | Time: 2413.63 ms
[2020-12-09 15:07:34	                main:574]	:	INFO	:	Epoch 552 | loss: 0.00037793 | val_loss: 0.000390623 | Time: 2405.74 ms
[2020-12-09 15:07:36	                main:574]	:	INFO	:	Epoch 553 | loss: 0.000368254 | val_loss: 0.000385922 | Time: 2382.27 ms
[2020-12-09 15:07:39	                main:574]	:	INFO	:	Epoch 554 | loss: 0.000365873 | val_loss: 0.000384549 | Time: 2371.04 ms
[2020-12-09 15:07:41	                main:574]	:	INFO	:	Epoch 555 | loss: 0.000364481 | val_loss: 0.000383242 | Time: 2395.68 ms
[2020-12-09 15:07:44	                main:574]	:	INFO	:	Epoch 556 | loss: 0.00036349 | val_loss: 0.000382983 | Time: 2415.73 ms
[2020-12-09 15:07:46	                main:574]	:	INFO	:	Epoch 557 | loss: 0.000413156 | val_loss: 0.00093988 | Time: 2397 ms
[2020-12-09 15:07:49	                main:574]	:	INFO	:	Epoch 558 | loss: 0.000528102 | val_loss: 0.000441081 | Time: 2401.46 ms
[2020-12-09 15:07:51	                main:574]	:	INFO	:	Epoch 559 | loss: 0.000390167 | val_loss: 0.000397559 | Time: 2381.58 ms
[2020-12-09 15:07:53	                main:574]	:	INFO	:	Epoch 560 | loss: 0.00037067 | val_loss: 0.000387584 | Time: 2380.25 ms
[2020-12-09 15:07:56	                main:574]	:	INFO	:	Epoch 561 | loss: 0.000366235 | val_loss: 0.000384215 | Time: 2410.8 ms
[2020-12-09 15:07:58	                main:574]	:	INFO	:	Epoch 562 | loss: 0.000364249 | val_loss: 0.000382961 | Time: 2397.16 ms
[2020-12-09 15:08:01	                main:574]	:	INFO	:	Epoch 563 | loss: 0.000363169 | val_loss: 0.000382067 | Time: 2447.58 ms
[2020-12-09 15:08:03	                main:574]	:	INFO	:	Epoch 564 | loss: 0.000363151 | val_loss: 0.000382752 | Time: 2417.41 ms
[2020-12-09 15:08:06	                main:574]	:	INFO	:	Epoch 565 | loss: 0.000362746 | val_loss: 0.000381806 | Time: 2386.17 ms
[2020-12-09 15:08:08	                main:574]	:	INFO	:	Epoch 566 | loss: 0.000366423 | val_loss: 0.000404965 | Time: 2400.27 ms
[2020-12-09 15:08:11	                main:574]	:	INFO	:	Epoch 567 | loss: 0.000411524 | val_loss: 0.000395976 | Time: 2386.54 ms
[2020-12-09 15:08:13	                main:574]	:	INFO	:	Epoch 568 | loss: 0.000371574 | val_loss: 0.000384137 | Time: 2394.34 ms
[2020-12-09 15:08:15	                main:574]	:	INFO	:	Epoch 569 | loss: 0.00036322 | val_loss: 0.00038065 | Time: 2416.89 ms
[2020-12-09 15:08:18	                main:574]	:	INFO	:	Epoch 570 | loss: 0.000361472 | val_loss: 0.000381022 | Time: 2406.38 ms
[2020-12-09 15:08:20	                main:574]	:	INFO	:	Epoch 571 | loss: 0.000360729 | val_loss: 0.000380164 | Time: 2430.9 ms
[2020-12-09 15:08:23	                main:574]	:	INFO	:	Epoch 572 | loss: 0.000372509 | val_loss: 0.000527747 | Time: 2391.79 ms
[2020-12-09 15:08:25	                main:574]	:	INFO	:	Epoch 573 | loss: 0.000541591 | val_loss: 0.000440907 | Time: 2425.38 ms
[2020-12-09 15:08:28	                main:574]	:	INFO	:	Epoch 574 | loss: 0.000394312 | val_loss: 0.000394179 | Time: 2388.82 ms
[2020-12-09 15:08:30	                main:574]	:	INFO	:	Epoch 575 | loss: 0.000369429 | val_loss: 0.00038405 | Time: 2379.28 ms
[2020-12-09 15:08:33	                main:574]	:	INFO	:	Epoch 576 | loss: 0.000364384 | val_loss: 0.000381965 | Time: 2419.04 ms
[2020-12-09 15:08:35	                main:574]	:	INFO	:	Epoch 577 | loss: 0.000362204 | val_loss: 0.000380939 | Time: 2425.69 ms
[2020-12-09 15:08:38	                main:574]	:	INFO	:	Epoch 578 | loss: 0.000362057 | val_loss: 0.000384061 | Time: 2411.89 ms
[2020-12-09 15:08:40	                main:574]	:	INFO	:	Epoch 579 | loss: 0.000366923 | val_loss: 0.000381606 | Time: 2374.75 ms
[2020-12-09 15:08:42	                main:574]	:	INFO	:	Epoch 580 | loss: 0.000360751 | val_loss: 0.000380173 | Time: 2407.58 ms
[2020-12-09 15:08:45	                main:574]	:	INFO	:	Epoch 581 | loss: 0.000361422 | val_loss: 0.000381726 | Time: 2366.6 ms
[2020-12-09 15:08:47	                main:574]	:	INFO	:	Epoch 582 | loss: 0.000364381 | val_loss: 0.000387995 | Time: 2367.79 ms
[2020-12-09 15:08:50	                main:574]	:	INFO	:	Epoch 583 | loss: 0.000364925 | val_loss: 0.000386587 | Time: 2369 ms
[2020-12-09 15:08:52	                main:574]	:	INFO	:	Epoch 584 | loss: 0.00037339 | val_loss: 0.000424662 | Time: 2381.38 ms
[2020-12-09 15:08:54	                main:574]	:	INFO	:	Epoch 585 | loss: 0.00042092 | val_loss: 0.000400365 | Time: 2378.42 ms
[2020-12-09 15:08:57	                main:574]	:	INFO	:	Epoch 586 | loss: 0.000368848 | val_loss: 0.000383238 | Time: 2435.47 ms
[2020-12-09 15:08:59	                main:574]	:	INFO	:	Epoch 587 | loss: 0.000360623 | val_loss: 0.000378583 | Time: 2385.34 ms
[2020-12-09 15:09:02	                main:574]	:	INFO	:	Epoch 588 | loss: 0.000359096 | val_loss: 0.000378851 | Time: 2420.1 ms
[2020-12-09 15:09:04	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0003666 | val_loss: 0.000425169 | Time: 2393.64 ms
[2020-12-09 15:09:07	                main:574]	:	INFO	:	Epoch 590 | loss: 0.000420653 | val_loss: 0.000400462 | Time: 2410.3 ms
[2020-12-09 15:09:09	                main:574]	:	INFO	:	Epoch 591 | loss: 0.00036712 | val_loss: 0.000380678 | Time: 2412.69 ms
[2020-12-09 15:09:12	                main:574]	:	INFO	:	Epoch 592 | loss: 0.000360361 | val_loss: 0.000379753 | Time: 2415.72 ms
[2020-12-09 15:09:14	                main:574]	:	INFO	:	Epoch 593 | loss: 0.00036739 | val_loss: 0.000439415 | Time: 2429.06 ms
[2020-12-09 15:09:17	                main:574]	:	INFO	:	Epoch 594 | loss: 0.000443816 | val_loss: 0.000385683 | Time: 2373.14 ms
[2020-12-09 15:09:19	                main:574]	:	INFO	:	Epoch 595 | loss: 0.000372295 | val_loss: 0.000384614 | Time: 2397.69 ms
[2020-12-09 15:09:21	                main:574]	:	INFO	:	Epoch 596 | loss: 0.000362692 | val_loss: 0.000381093 | Time: 2386.67 ms
[2020-12-09 15:09:24	                main:574]	:	INFO	:	Epoch 597 | loss: 0.000360285 | val_loss: 0.000379722 | Time: 2402.12 ms
[2020-12-09 15:09:26	                main:574]	:	INFO	:	Epoch 598 | loss: 0.000359764 | val_loss: 0.000385262 | Time: 2369.19 ms
[2020-12-09 15:09:29	                main:574]	:	INFO	:	Epoch 599 | loss: 0.000411269 | val_loss: 0.000404735 | Time: 2371.9 ms
[2020-12-09 15:09:31	                main:574]	:	INFO	:	Epoch 600 | loss: 0.00037029 | val_loss: 0.000381775 | Time: 2404 ms
[2020-12-09 15:09:33	                main:574]	:	INFO	:	Epoch 601 | loss: 0.000360314 | val_loss: 0.000377842 | Time: 2371.04 ms
[2020-12-09 15:09:36	                main:574]	:	INFO	:	Epoch 602 | loss: 0.000357944 | val_loss: 0.000377017 | Time: 2399.41 ms
[2020-12-09 15:09:38	                main:574]	:	INFO	:	Epoch 603 | loss: 0.000358723 | val_loss: 0.000391705 | Time: 2398.86 ms
[2020-12-09 15:09:41	                main:574]	:	INFO	:	Epoch 604 | loss: 0.000550106 | val_loss: 0.00049456 | Time: 2394.88 ms
[2020-12-09 15:09:43	                main:574]	:	INFO	:	Epoch 605 | loss: 0.000412475 | val_loss: 0.000402154 | Time: 2400.18 ms
[2020-12-09 15:09:46	                main:574]	:	INFO	:	Epoch 606 | loss: 0.000372463 | val_loss: 0.000384157 | Time: 2378.8 ms
[2020-12-09 15:09:48	                main:574]	:	INFO	:	Epoch 607 | loss: 0.00036383 | val_loss: 0.000379541 | Time: 2406.76 ms
[2020-12-09 15:09:51	                main:574]	:	INFO	:	Epoch 608 | loss: 0.000361132 | val_loss: 0.000381304 | Time: 2428.02 ms
[2020-12-09 15:09:53	                main:574]	:	INFO	:	Epoch 609 | loss: 0.000360923 | val_loss: 0.000378389 | Time: 2380.29 ms
[2020-12-09 15:09:55	                main:574]	:	INFO	:	Epoch 610 | loss: 0.000358332 | val_loss: 0.000377766 | Time: 2385.6 ms
[2020-12-09 15:09:58	                main:574]	:	INFO	:	Epoch 611 | loss: 0.000366965 | val_loss: 0.000404518 | Time: 2449.68 ms
[2020-12-09 15:10:00	                main:574]	:	INFO	:	Epoch 612 | loss: 0.000379706 | val_loss: 0.000381379 | Time: 2401.4 ms
[2020-12-09 15:10:03	                main:574]	:	INFO	:	Epoch 613 | loss: 0.000359534 | val_loss: 0.000376126 | Time: 2390.11 ms
[2020-12-09 15:10:05	                main:574]	:	INFO	:	Epoch 614 | loss: 0.00035724 | val_loss: 0.000377193 | Time: 2395.41 ms
[2020-12-09 15:10:08	                main:574]	:	INFO	:	Epoch 615 | loss: 0.000356971 | val_loss: 0.000375878 | Time: 2371.27 ms
[2020-12-09 15:10:10	                main:574]	:	INFO	:	Epoch 616 | loss: 0.000357039 | val_loss: 0.000379253 | Time: 2399.61 ms
[2020-12-09 15:10:13	                main:574]	:	INFO	:	Epoch 617 | loss: 0.000499623 | val_loss: 0.000454685 | Time: 2394.72 ms
[2020-12-09 15:10:15	                main:574]	:	INFO	:	Epoch 618 | loss: 0.000410347 | val_loss: 0.000399739 | Time: 2387.1 ms
[2020-12-09 15:10:17	                main:574]	:	INFO	:	Epoch 619 | loss: 0.000369942 | val_loss: 0.000382683 | Time: 2398.74 ms
[2020-12-09 15:10:20	                main:574]	:	INFO	:	Epoch 620 | loss: 0.000360472 | val_loss: 0.000377885 | Time: 2423.77 ms
[2020-12-09 15:10:22	                main:574]	:	INFO	:	Epoch 621 | loss: 0.000358544 | val_loss: 0.000377225 | Time: 2377.06 ms
[2020-12-09 15:10:25	                main:574]	:	INFO	:	Epoch 622 | loss: 0.000357302 | val_loss: 0.000377363 | Time: 2366.83 ms
[2020-12-09 15:10:27	                main:574]	:	INFO	:	Epoch 623 | loss: 0.000358622 | val_loss: 0.000378109 | Time: 2401.94 ms
[2020-12-09 15:10:30	                main:574]	:	INFO	:	Epoch 624 | loss: 0.000374187 | val_loss: 0.000457257 | Time: 2374.91 ms
[2020-12-09 15:10:32	                main:574]	:	INFO	:	Epoch 625 | loss: 0.000400216 | val_loss: 0.000381511 | Time: 2386.14 ms
[2020-12-09 15:10:34	                main:574]	:	INFO	:	Epoch 626 | loss: 0.000363782 | val_loss: 0.000379687 | Time: 2385.05 ms
[2020-12-09 15:10:37	                main:574]	:	INFO	:	Epoch 627 | loss: 0.000358476 | val_loss: 0.000377408 | Time: 2401.4 ms
[2020-12-09 15:10:39	                main:574]	:	INFO	:	Epoch 628 | loss: 0.000366464 | val_loss: 0.000377071 | Time: 2393.12 ms
[2020-12-09 15:10:42	                main:574]	:	INFO	:	Epoch 629 | loss: 0.000357902 | val_loss: 0.000377793 | Time: 2381.32 ms
[2020-12-09 15:10:44	                main:574]	:	INFO	:	Epoch 630 | loss: 0.00036055 | val_loss: 0.000403906 | Time: 2399.28 ms
[2020-12-09 15:10:47	                main:574]	:	INFO	:	Epoch 631 | loss: 0.000438154 | val_loss: 0.000414771 | Time: 2388.34 ms
[2020-12-09 15:10:49	                main:574]	:	INFO	:	Epoch 632 | loss: 0.000372997 | val_loss: 0.000383693 | Time: 2402.39 ms
[2020-12-09 15:10:51	                main:574]	:	INFO	:	Epoch 633 | loss: 0.000361233 | val_loss: 0.000379619 | Time: 2399.89 ms
[2020-12-09 15:10:54	                main:574]	:	INFO	:	Epoch 634 | loss: 0.000358202 | val_loss: 0.000376244 | Time: 2432.02 ms
[2020-12-09 15:10:56	                main:574]	:	INFO	:	Epoch 635 | loss: 0.000359274 | val_loss: 0.000376884 | Time: 2376.16 ms
[2020-12-09 15:10:59	                main:574]	:	INFO	:	Epoch 636 | loss: 0.000359761 | val_loss: 0.000380186 | Time: 2392.75 ms
[2020-12-09 15:11:01	                main:574]	:	INFO	:	Epoch 637 | loss: 0.000363815 | val_loss: 0.000400767 | Time: 2372.34 ms
[2020-12-09 15:11:04	                main:574]	:	INFO	:	Epoch 638 | loss: 0.000387266 | val_loss: 0.000386013 | Time: 2394.57 ms
[2020-12-09 15:11:06	                main:574]	:	INFO	:	Epoch 639 | loss: 0.000363306 | val_loss: 0.000378169 | Time: 2406.84 ms
[2020-12-09 15:11:08	                main:574]	:	INFO	:	Epoch 640 | loss: 0.000358876 | val_loss: 0.000376583 | Time: 2399.34 ms
[2020-12-09 15:11:11	                main:574]	:	INFO	:	Epoch 641 | loss: 0.000408886 | val_loss: 0.000445824 | Time: 2348.01 ms
[2020-12-09 15:11:13	                main:574]	:	INFO	:	Epoch 642 | loss: 0.000388172 | val_loss: 0.000386326 | Time: 2418.9 ms
[2020-12-09 15:11:16	                main:574]	:	INFO	:	Epoch 643 | loss: 0.000363294 | val_loss: 0.0003771 | Time: 2364.61 ms
[2020-12-09 15:11:18	                main:574]	:	INFO	:	Epoch 644 | loss: 0.000357524 | val_loss: 0.000374661 | Time: 2400.6 ms
[2020-12-09 15:11:21	                main:574]	:	INFO	:	Epoch 645 | loss: 0.000355768 | val_loss: 0.000375195 | Time: 2375.11 ms
[2020-12-09 15:11:23	                main:574]	:	INFO	:	Epoch 646 | loss: 0.000399022 | val_loss: 0.000535248 | Time: 2393.37 ms
[2020-12-09 15:11:25	                main:574]	:	INFO	:	Epoch 647 | loss: 0.000403304 | val_loss: 0.000387353 | Time: 2410.88 ms
[2020-12-09 15:11:28	                main:574]	:	INFO	:	Epoch 648 | loss: 0.000364403 | val_loss: 0.000379924 | Time: 2379.79 ms
[2020-12-09 15:11:30	                main:574]	:	INFO	:	Epoch 649 | loss: 0.000358276 | val_loss: 0.000375725 | Time: 2378.68 ms
[2020-12-09 15:11:33	                main:574]	:	INFO	:	Epoch 650 | loss: 0.000357115 | val_loss: 0.000386016 | Time: 2412.15 ms
[2020-12-09 15:11:35	                main:574]	:	INFO	:	Epoch 651 | loss: 0.0004352 | val_loss: 0.000415651 | Time: 2457.05 ms
[2020-12-09 15:11:38	                main:574]	:	INFO	:	Epoch 652 | loss: 0.000374731 | val_loss: 0.000379459 | Time: 2380.96 ms
[2020-12-09 15:11:40	                main:574]	:	INFO	:	Epoch 653 | loss: 0.000359266 | val_loss: 0.000375499 | Time: 2409.5 ms
[2020-12-09 15:11:43	                main:574]	:	INFO	:	Epoch 654 | loss: 0.000356848 | val_loss: 0.00037612 | Time: 2413.25 ms
[2020-12-09 15:11:45	                main:574]	:	INFO	:	Epoch 655 | loss: 0.000357819 | val_loss: 0.000375621 | Time: 2383.38 ms
[2020-12-09 15:11:47	                main:574]	:	INFO	:	Epoch 656 | loss: 0.000355862 | val_loss: 0.000374484 | Time: 2394.38 ms
[2020-12-09 15:11:50	                main:574]	:	INFO	:	Epoch 657 | loss: 0.000387225 | val_loss: 0.000474841 | Time: 2426.9 ms
[2020-12-09 15:11:52	                main:574]	:	INFO	:	Epoch 658 | loss: 0.000386847 | val_loss: 0.000380782 | Time: 2369.98 ms
[2020-12-09 15:11:55	                main:574]	:	INFO	:	Epoch 659 | loss: 0.000361063 | val_loss: 0.000375759 | Time: 2414.01 ms
[2020-12-09 15:11:57	                main:574]	:	INFO	:	Epoch 660 | loss: 0.000355369 | val_loss: 0.000374048 | Time: 2406.92 ms
[2020-12-09 15:12:00	                main:574]	:	INFO	:	Epoch 661 | loss: 0.000359133 | val_loss: 0.000391851 | Time: 2391.2 ms
[2020-12-09 15:12:02	                main:574]	:	INFO	:	Epoch 662 | loss: 0.000424463 | val_loss: 0.000437206 | Time: 2411.14 ms
[2020-12-09 15:12:04	                main:574]	:	INFO	:	Epoch 663 | loss: 0.000383741 | val_loss: 0.00038632 | Time: 2435.5 ms
[2020-12-09 15:12:07	                main:574]	:	INFO	:	Epoch 664 | loss: 0.000361802 | val_loss: 0.000375963 | Time: 2418.18 ms
[2020-12-09 15:12:09	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0003559 | val_loss: 0.000374501 | Time: 2382.17 ms
[2020-12-09 15:12:12	                main:574]	:	INFO	:	Epoch 666 | loss: 0.000355706 | val_loss: 0.000376746 | Time: 2391.43 ms
[2020-12-09 15:12:14	                main:574]	:	INFO	:	Epoch 667 | loss: 0.000386851 | val_loss: 0.000485626 | Time: 2406.47 ms
[2020-12-09 15:12:17	                main:574]	:	INFO	:	Epoch 668 | loss: 0.000383131 | val_loss: 0.00038513 | Time: 2438.88 ms
[2020-12-09 15:12:19	                main:574]	:	INFO	:	Epoch 669 | loss: 0.000362398 | val_loss: 0.000381071 | Time: 2411.98 ms
[2020-12-09 15:12:22	                main:574]	:	INFO	:	Epoch 670 | loss: 0.00036552 | val_loss: 0.000385038 | Time: 2428.98 ms
[2020-12-09 15:12:24	                main:574]	:	INFO	:	Epoch 671 | loss: 0.000373939 | val_loss: 0.000392714 | Time: 2383.53 ms
[2020-12-09 15:12:26	                main:574]	:	INFO	:	Epoch 672 | loss: 0.000361339 | val_loss: 0.000376494 | Time: 2373.79 ms
[2020-12-09 15:12:29	                main:574]	:	INFO	:	Epoch 673 | loss: 0.000357267 | val_loss: 0.000375117 | Time: 2372.53 ms
[2020-12-09 15:12:31	                main:574]	:	INFO	:	Epoch 674 | loss: 0.000375206 | val_loss: 0.000457039 | Time: 2349.43 ms
[2020-12-09 15:12:34	                main:574]	:	INFO	:	Epoch 675 | loss: 0.000390517 | val_loss: 0.000395398 | Time: 2406.62 ms
[2020-12-09 15:12:36	                main:574]	:	INFO	:	Epoch 676 | loss: 0.000364096 | val_loss: 0.000378288 | Time: 2402.62 ms
[2020-12-09 15:12:39	                main:574]	:	INFO	:	Epoch 677 | loss: 0.0003581 | val_loss: 0.000378274 | Time: 2401.17 ms
[2020-12-09 15:12:41	                main:574]	:	INFO	:	Epoch 678 | loss: 0.000372828 | val_loss: 0.000406338 | Time: 2403.02 ms
[2020-12-09 15:12:43	                main:574]	:	INFO	:	Epoch 679 | loss: 0.000377338 | val_loss: 0.00038616 | Time: 2369.94 ms
[2020-12-09 15:12:46	                main:574]	:	INFO	:	Epoch 680 | loss: 0.00036234 | val_loss: 0.000378281 | Time: 2402.33 ms
[2020-12-09 15:12:48	                main:574]	:	INFO	:	Epoch 681 | loss: 0.000360866 | val_loss: 0.000397032 | Time: 2389.51 ms
[2020-12-09 15:12:51	                main:574]	:	INFO	:	Epoch 682 | loss: 0.000404376 | val_loss: 0.000385937 | Time: 2402.98 ms
[2020-12-09 15:12:53	                main:574]	:	INFO	:	Epoch 683 | loss: 0.000364002 | val_loss: 0.000377492 | Time: 2434.33 ms
[2020-12-09 15:12:56	                main:574]	:	INFO	:	Epoch 684 | loss: 0.000357729 | val_loss: 0.000377115 | Time: 2379.58 ms
[2020-12-09 15:12:58	                main:574]	:	INFO	:	Epoch 685 | loss: 0.000356371 | val_loss: 0.000376824 | Time: 2365.64 ms
[2020-12-09 15:13:00	                main:574]	:	INFO	:	Epoch 686 | loss: 0.000403569 | val_loss: 0.000494117 | Time: 2405.3 ms
[2020-12-09 15:13:03	                main:574]	:	INFO	:	Epoch 687 | loss: 0.000420444 | val_loss: 0.000399332 | Time: 2390.36 ms
[2020-12-09 15:13:05	                main:574]	:	INFO	:	Epoch 688 | loss: 0.000369395 | val_loss: 0.000381386 | Time: 2407.49 ms
[2020-12-09 15:13:08	                main:574]	:	INFO	:	Epoch 689 | loss: 0.000358666 | val_loss: 0.000374378 | Time: 2438.43 ms
[2020-12-09 15:13:10	                main:574]	:	INFO	:	Epoch 690 | loss: 0.000355162 | val_loss: 0.000374399 | Time: 2386.34 ms
[2020-12-09 15:13:13	                main:574]	:	INFO	:	Epoch 691 | loss: 0.000354981 | val_loss: 0.000376504 | Time: 2370.33 ms
[2020-12-09 15:13:15	                main:574]	:	INFO	:	Epoch 692 | loss: 0.000428543 | val_loss: 0.000456292 | Time: 2383.86 ms
[2020-12-09 15:13:17	                main:574]	:	INFO	:	Epoch 693 | loss: 0.000389654 | val_loss: 0.000387775 | Time: 2366.95 ms
[2020-12-09 15:13:20	                main:574]	:	INFO	:	Epoch 694 | loss: 0.000362603 | val_loss: 0.000375918 | Time: 2427.87 ms
[2020-12-09 15:13:22	                main:574]	:	INFO	:	Epoch 695 | loss: 0.000355679 | val_loss: 0.000375468 | Time: 2369.16 ms
[2020-12-09 15:13:25	                main:574]	:	INFO	:	Epoch 696 | loss: 0.000355474 | val_loss: 0.000373726 | Time: 2403.65 ms
[2020-12-09 15:13:27	                main:574]	:	INFO	:	Epoch 697 | loss: 0.000354446 | val_loss: 0.000372821 | Time: 2406.49 ms
[2020-12-09 15:13:30	                main:574]	:	INFO	:	Epoch 698 | loss: 0.00036143 | val_loss: 0.000444828 | Time: 2413.4 ms
[2020-12-09 15:13:32	                main:574]	:	INFO	:	Epoch 699 | loss: 0.000438056 | val_loss: 0.000398937 | Time: 2390.66 ms
[2020-12-09 15:13:35	                main:574]	:	INFO	:	Epoch 700 | loss: 0.000368749 | val_loss: 0.000380358 | Time: 2421.77 ms
[2020-12-09 15:13:37	                main:574]	:	INFO	:	Epoch 701 | loss: 0.000359884 | val_loss: 0.0003741 | Time: 2399.2 ms
[2020-12-09 15:13:40	                main:574]	:	INFO	:	Epoch 702 | loss: 0.000355432 | val_loss: 0.00037494 | Time: 2402.96 ms
[2020-12-09 15:13:42	                main:574]	:	INFO	:	Epoch 703 | loss: 0.00036498 | val_loss: 0.000394118 | Time: 2405.38 ms
[2020-12-09 15:13:44	                main:574]	:	INFO	:	Epoch 704 | loss: 0.000369866 | val_loss: 0.000381613 | Time: 2382.81 ms
[2020-12-09 15:13:47	                main:574]	:	INFO	:	Epoch 705 | loss: 0.000363249 | val_loss: 0.000380138 | Time: 2399.31 ms
[2020-12-09 15:13:49	                main:574]	:	INFO	:	Epoch 706 | loss: 0.000366867 | val_loss: 0.000438101 | Time: 2381.59 ms
[2020-12-09 15:13:52	                main:574]	:	INFO	:	Epoch 707 | loss: 0.000400948 | val_loss: 0.000387905 | Time: 2418.52 ms
[2020-12-09 15:13:54	                main:574]	:	INFO	:	Epoch 708 | loss: 0.00036262 | val_loss: 0.000377913 | Time: 2374.84 ms
[2020-12-09 15:13:57	                main:574]	:	INFO	:	Epoch 709 | loss: 0.000361423 | val_loss: 0.000382707 | Time: 2426.66 ms
[2020-12-09 15:13:59	                main:574]	:	INFO	:	Epoch 710 | loss: 0.000358093 | val_loss: 0.00037671 | Time: 2395.44 ms
[2020-12-09 15:14:01	                main:574]	:	INFO	:	Epoch 711 | loss: 0.000426364 | val_loss: 0.000456561 | Time: 2435.26 ms
[2020-12-09 15:14:04	                main:574]	:	INFO	:	Epoch 712 | loss: 0.000396828 | val_loss: 0.000393258 | Time: 2387.56 ms
[2020-12-09 15:14:06	                main:574]	:	INFO	:	Epoch 713 | loss: 0.000365043 | val_loss: 0.000378522 | Time: 2402.5 ms
[2020-12-09 15:14:09	                main:574]	:	INFO	:	Epoch 714 | loss: 0.000359352 | val_loss: 0.00038061 | Time: 2404.25 ms
[2020-12-09 15:14:11	                main:574]	:	INFO	:	Epoch 715 | loss: 0.000369059 | val_loss: 0.000375857 | Time: 2406.79 ms
[2020-12-09 15:14:14	                main:574]	:	INFO	:	Epoch 716 | loss: 0.000358629 | val_loss: 0.000375372 | Time: 2361.59 ms
[2020-12-09 15:14:16	                main:574]	:	INFO	:	Epoch 717 | loss: 0.000357034 | val_loss: 0.000376226 | Time: 2387.86 ms
[2020-12-09 15:14:19	                main:574]	:	INFO	:	Epoch 718 | loss: 0.000368954 | val_loss: 0.000406143 | Time: 2414.31 ms
[2020-12-09 15:14:21	                main:574]	:	INFO	:	Epoch 719 | loss: 0.00038458 | val_loss: 0.000472571 | Time: 2415.4 ms
[2020-12-09 15:14:23	                main:574]	:	INFO	:	Epoch 720 | loss: 0.000390478 | val_loss: 0.000387001 | Time: 2396.11 ms
[2020-12-09 15:14:26	                main:574]	:	INFO	:	Epoch 721 | loss: 0.000360484 | val_loss: 0.000375049 | Time: 2419.36 ms
[2020-12-09 15:14:28	                main:574]	:	INFO	:	Epoch 722 | loss: 0.000380823 | val_loss: 0.000385557 | Time: 2399.68 ms
[2020-12-09 15:14:31	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0003651 | val_loss: 0.000382675 | Time: 2364.12 ms
[2020-12-09 15:14:33	                main:574]	:	INFO	:	Epoch 724 | loss: 0.000413951 | val_loss: 0.000407889 | Time: 2400.28 ms
[2020-12-09 15:14:36	                main:574]	:	INFO	:	Epoch 725 | loss: 0.000373101 | val_loss: 0.000381406 | Time: 2403.09 ms
[2020-12-09 15:14:38	                main:574]	:	INFO	:	Epoch 726 | loss: 0.000357861 | val_loss: 0.000374196 | Time: 2396.49 ms
[2020-12-09 15:14:41	                main:574]	:	INFO	:	Epoch 727 | loss: 0.000354811 | val_loss: 0.00037381 | Time: 2428.02 ms
[2020-12-09 15:14:43	                main:574]	:	INFO	:	Epoch 728 | loss: 0.000353948 | val_loss: 0.000372435 | Time: 2397.58 ms
[2020-12-09 15:14:45	                main:574]	:	INFO	:	Epoch 729 | loss: 0.000364898 | val_loss: 0.000476767 | Time: 2429.12 ms
[2020-12-09 15:14:48	                main:574]	:	INFO	:	Epoch 730 | loss: 0.000427774 | val_loss: 0.000398133 | Time: 2414.22 ms
[2020-12-09 15:14:50	                main:574]	:	INFO	:	Epoch 731 | loss: 0.000372476 | val_loss: 0.000386407 | Time: 2431.39 ms
[2020-12-09 15:14:53	                main:574]	:	INFO	:	Epoch 732 | loss: 0.000365663 | val_loss: 0.000377095 | Time: 2399.47 ms
[2020-12-09 15:14:55	                main:574]	:	INFO	:	Epoch 733 | loss: 0.000399927 | val_loss: 0.000489082 | Time: 2420.16 ms
[2020-12-09 15:14:58	                main:574]	:	INFO	:	Epoch 734 | loss: 0.00038614 | val_loss: 0.000384833 | Time: 2392.91 ms
[2020-12-09 15:15:00	                main:574]	:	INFO	:	Epoch 735 | loss: 0.000362678 | val_loss: 0.00037713 | Time: 2394.45 ms
[2020-12-09 15:15:03	                main:574]	:	INFO	:	Epoch 736 | loss: 0.000356826 | val_loss: 0.000375222 | Time: 2384.42 ms
[2020-12-09 15:15:05	                main:574]	:	INFO	:	Epoch 737 | loss: 0.000356176 | val_loss: 0.000373619 | Time: 2399.21 ms
[2020-12-09 15:15:07	                main:574]	:	INFO	:	Epoch 738 | loss: 0.000357721 | val_loss: 0.000374081 | Time: 2378.18 ms
[2020-12-09 15:15:10	                main:574]	:	INFO	:	Epoch 739 | loss: 0.000360205 | val_loss: 0.000407087 | Time: 2409.17 ms
[2020-12-09 15:15:12	                main:574]	:	INFO	:	Epoch 740 | loss: 0.000392793 | val_loss: 0.000389072 | Time: 2381 ms
[2020-12-09 15:15:15	                main:574]	:	INFO	:	Epoch 741 | loss: 0.000361427 | val_loss: 0.000377241 | Time: 2390.13 ms
[2020-12-09 15:15:17	                main:574]	:	INFO	:	Epoch 742 | loss: 0.000358252 | val_loss: 0.000376508 | Time: 2389.3 ms
[2020-12-09 15:15:20	                main:574]	:	INFO	:	Epoch 743 | loss: 0.000362344 | val_loss: 0.000414169 | Time: 2427.24 ms
[2020-12-09 15:15:22	                main:574]	:	INFO	:	Epoch 744 | loss: 0.000421195 | val_loss: 0.000411911 | Time: 2436.04 ms
[2020-12-09 15:15:24	                main:574]	:	INFO	:	Epoch 745 | loss: 0.00037066 | val_loss: 0.00037967 | Time: 2353.91 ms
[2020-12-09 15:15:27	                main:574]	:	INFO	:	Epoch 746 | loss: 0.000361701 | val_loss: 0.000382099 | Time: 2474.99 ms
[2020-12-09 15:15:29	                main:574]	:	INFO	:	Epoch 747 | loss: 0.000358956 | val_loss: 0.000379923 | Time: 2429.77 ms
[2020-12-09 15:15:32	                main:574]	:	INFO	:	Epoch 748 | loss: 0.000400823 | val_loss: 0.00041534 | Time: 2396.17 ms
[2020-12-09 15:15:34	                main:574]	:	INFO	:	Epoch 749 | loss: 0.000373566 | val_loss: 0.00038231 | Time: 2387.43 ms
[2020-12-09 15:15:37	                main:574]	:	INFO	:	Epoch 750 | loss: 0.00035903 | val_loss: 0.000376364 | Time: 2394.95 ms
[2020-12-09 15:15:39	                main:574]	:	INFO	:	Epoch 751 | loss: 0.00036003 | val_loss: 0.000408633 | Time: 2385.23 ms
[2020-12-09 15:15:42	                main:574]	:	INFO	:	Epoch 752 | loss: 0.000430575 | val_loss: 0.000395006 | Time: 2409.28 ms
[2020-12-09 15:15:44	                main:574]	:	INFO	:	Epoch 753 | loss: 0.000370931 | val_loss: 0.000400014 | Time: 2386.46 ms
[2020-12-09 15:15:46	                main:574]	:	INFO	:	Epoch 754 | loss: 0.000363081 | val_loss: 0.000374915 | Time: 2383.44 ms
[2020-12-09 15:15:49	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0003547 | val_loss: 0.000372601 | Time: 2401.46 ms
[2020-12-09 15:15:51	                main:574]	:	INFO	:	Epoch 756 | loss: 0.000355329 | val_loss: 0.000385352 | Time: 2394.05 ms
[2020-12-09 15:15:54	                main:574]	:	INFO	:	Epoch 757 | loss: 0.00039791 | val_loss: 0.000395681 | Time: 2383.13 ms
[2020-12-09 15:15:56	                main:574]	:	INFO	:	Epoch 758 | loss: 0.000367355 | val_loss: 0.000379659 | Time: 2430.4 ms
[2020-12-09 15:15:59	                main:574]	:	INFO	:	Epoch 759 | loss: 0.00035831 | val_loss: 0.000374033 | Time: 2392.88 ms
[2020-12-09 15:16:01	                main:574]	:	INFO	:	Epoch 760 | loss: 0.000357462 | val_loss: 0.000388545 | Time: 2391.61 ms
[2020-12-09 15:16:03	                main:574]	:	INFO	:	Epoch 761 | loss: 0.000424376 | val_loss: 0.000401878 | Time: 2378.39 ms
[2020-12-09 15:16:06	                main:574]	:	INFO	:	Epoch 762 | loss: 0.000373705 | val_loss: 0.000389513 | Time: 2404.61 ms
[2020-12-09 15:16:08	                main:574]	:	INFO	:	Epoch 763 | loss: 0.000369057 | val_loss: 0.000377492 | Time: 2390.33 ms
[2020-12-09 15:16:11	                main:574]	:	INFO	:	Epoch 764 | loss: 0.000356526 | val_loss: 0.000373988 | Time: 2449.43 ms
[2020-12-09 15:16:13	                main:574]	:	INFO	:	Epoch 765 | loss: 0.000360497 | val_loss: 0.000414415 | Time: 2400.03 ms
[2020-12-09 15:16:16	                main:574]	:	INFO	:	Epoch 766 | loss: 0.000391089 | val_loss: 0.000382876 | Time: 2391.47 ms
[2020-12-09 15:16:18	                main:574]	:	INFO	:	Epoch 767 | loss: 0.00036016 | val_loss: 0.000377788 | Time: 2373.15 ms
[2020-12-09 15:16:21	                main:574]	:	INFO	:	Epoch 768 | loss: 0.000358599 | val_loss: 0.000382845 | Time: 2409.6 ms
[2020-12-09 15:16:23	                main:574]	:	INFO	:	Epoch 769 | loss: 0.00037204 | val_loss: 0.000377922 | Time: 2445.95 ms
[2020-12-09 15:16:25	                main:574]	:	INFO	:	Epoch 770 | loss: 0.000356926 | val_loss: 0.000374874 | Time: 2391.15 ms
[2020-12-09 15:16:28	                main:574]	:	INFO	:	Epoch 771 | loss: 0.000369283 | val_loss: 0.000453789 | Time: 2377.18 ms
[2020-12-09 15:16:30	                main:574]	:	INFO	:	Epoch 772 | loss: 0.000402064 | val_loss: 0.000382459 | Time: 2376.3 ms
[2020-12-09 15:16:33	                main:574]	:	INFO	:	Epoch 773 | loss: 0.000363728 | val_loss: 0.000377778 | Time: 2418.84 ms
[2020-12-09 15:16:35	                main:574]	:	INFO	:	Epoch 774 | loss: 0.000360636 | val_loss: 0.000378129 | Time: 2417.14 ms
[2020-12-09 15:16:38	                main:574]	:	INFO	:	Epoch 775 | loss: 0.000362488 | val_loss: 0.00040435 | Time: 2371.49 ms
[2020-12-09 15:16:40	                main:574]	:	INFO	:	Epoch 776 | loss: 0.000384085 | val_loss: 0.00038118 | Time: 2404.07 ms
[2020-12-09 15:16:43	                main:574]	:	INFO	:	Epoch 777 | loss: 0.000361661 | val_loss: 0.000381678 | Time: 2421.73 ms
[2020-12-09 15:16:45	                main:574]	:	INFO	:	Epoch 778 | loss: 0.000360747 | val_loss: 0.000399028 | Time: 2414.42 ms
[2020-12-09 15:16:47	                main:574]	:	INFO	:	Epoch 779 | loss: 0.000397742 | val_loss: 0.000386812 | Time: 2428.65 ms
[2020-12-09 15:16:50	                main:574]	:	INFO	:	Epoch 780 | loss: 0.000364798 | val_loss: 0.000377344 | Time: 2394.3 ms
[2020-12-09 15:16:52	                main:574]	:	INFO	:	Epoch 781 | loss: 0.000360249 | val_loss: 0.000379736 | Time: 2375.47 ms
[2020-12-09 15:16:55	                main:574]	:	INFO	:	Epoch 782 | loss: 0.000401878 | val_loss: 0.000427045 | Time: 2413.95 ms
[2020-12-09 15:16:57	                main:574]	:	INFO	:	Epoch 783 | loss: 0.000387397 | val_loss: 0.000402888 | Time: 2393.34 ms
[2020-12-09 15:17:00	                main:574]	:	INFO	:	Epoch 784 | loss: 0.000365493 | val_loss: 0.000380608 | Time: 2386.7 ms
[2020-12-09 15:17:02	                main:574]	:	INFO	:	Epoch 785 | loss: 0.000360698 | val_loss: 0.0003763 | Time: 2397.55 ms
[2020-12-09 15:17:05	                main:574]	:	INFO	:	Epoch 786 | loss: 0.000358717 | val_loss: 0.000387813 | Time: 2405.87 ms
[2020-12-09 15:17:07	                main:574]	:	INFO	:	Epoch 787 | loss: 0.000387991 | val_loss: 0.000396793 | Time: 2402.95 ms
[2020-12-09 15:17:09	                main:574]	:	INFO	:	Epoch 788 | loss: 0.000367085 | val_loss: 0.000379233 | Time: 2367.92 ms
[2020-12-09 15:17:12	                main:574]	:	INFO	:	Epoch 789 | loss: 0.000358076 | val_loss: 0.000375555 | Time: 2398.89 ms
[2020-12-09 15:17:14	                main:574]	:	INFO	:	Epoch 790 | loss: 0.000364435 | val_loss: 0.000418082 | Time: 2416.13 ms
[2020-12-09 15:17:17	                main:574]	:	INFO	:	Epoch 791 | loss: 0.000391023 | val_loss: 0.000385106 | Time: 2373.9 ms
[2020-12-09 15:17:19	                main:574]	:	INFO	:	Epoch 792 | loss: 0.00036 | val_loss: 0.00037538 | Time: 2396.39 ms
[2020-12-09 15:17:22	                main:574]	:	INFO	:	Epoch 793 | loss: 0.000359338 | val_loss: 0.000390081 | Time: 2407.96 ms
[2020-12-09 15:17:24	                main:574]	:	INFO	:	Epoch 794 | loss: 0.000405859 | val_loss: 0.000388767 | Time: 2356.99 ms
[2020-12-09 15:17:27	                main:574]	:	INFO	:	Epoch 795 | loss: 0.000367883 | val_loss: 0.00037729 | Time: 2405.69 ms
[2020-12-09 15:17:29	                main:574]	:	INFO	:	Epoch 796 | loss: 0.000358915 | val_loss: 0.000376587 | Time: 2436.49 ms
[2020-12-09 15:17:31	                main:574]	:	INFO	:	Epoch 797 | loss: 0.000358803 | val_loss: 0.00038108 | Time: 2395.46 ms
[2020-12-09 15:17:34	                main:574]	:	INFO	:	Epoch 798 | loss: 0.000375733 | val_loss: 0.000395771 | Time: 2399.68 ms
[2020-12-09 15:17:36	                main:574]	:	INFO	:	Epoch 799 | loss: 0.000366207 | val_loss: 0.000377898 | Time: 2398.98 ms
[2020-12-09 15:17:39	                main:574]	:	INFO	:	Epoch 800 | loss: 0.000357329 | val_loss: 0.000380233 | Time: 2407.18 ms
[2020-12-09 15:17:41	                main:574]	:	INFO	:	Epoch 801 | loss: 0.000411435 | val_loss: 0.000407589 | Time: 2405.51 ms
[2020-12-09 15:17:44	                main:574]	:	INFO	:	Epoch 802 | loss: 0.000377851 | val_loss: 0.000386313 | Time: 2361.46 ms
[2020-12-09 15:17:46	                main:574]	:	INFO	:	Epoch 803 | loss: 0.000363491 | val_loss: 0.000379369 | Time: 2387.55 ms
[2020-12-09 15:17:48	                main:574]	:	INFO	:	Epoch 804 | loss: 0.000357207 | val_loss: 0.000377719 | Time: 2405.32 ms
[2020-12-09 15:17:51	                main:574]	:	INFO	:	Epoch 805 | loss: 0.000382594 | val_loss: 0.00039529 | Time: 2391.01 ms
[2020-12-09 15:17:53	                main:574]	:	INFO	:	Epoch 806 | loss: 0.000365533 | val_loss: 0.000383477 | Time: 2380.88 ms
[2020-12-09 15:17:56	                main:574]	:	INFO	:	Epoch 807 | loss: 0.000359437 | val_loss: 0.000375812 | Time: 2377.23 ms
[2020-12-09 15:17:58	                main:574]	:	INFO	:	Epoch 808 | loss: 0.000394005 | val_loss: 0.000421595 | Time: 2388.97 ms
[2020-12-09 15:18:01	                main:574]	:	INFO	:	Epoch 809 | loss: 0.00038289 | val_loss: 0.0003912 | Time: 2407.26 ms
[2020-12-09 15:18:03	                main:574]	:	INFO	:	Epoch 810 | loss: 0.00036237 | val_loss: 0.000377507 | Time: 2416.05 ms
[2020-12-09 15:18:05	                main:574]	:	INFO	:	Epoch 811 | loss: 0.000356768 | val_loss: 0.000373694 | Time: 2408.98 ms
[2020-12-09 15:18:08	                main:574]	:	INFO	:	Epoch 812 | loss: 0.000383285 | val_loss: 0.00048426 | Time: 2440.37 ms
[2020-12-09 15:18:10	                main:574]	:	INFO	:	Epoch 813 | loss: 0.000392267 | val_loss: 0.000389174 | Time: 2459.31 ms
[2020-12-09 15:18:13	                main:574]	:	INFO	:	Epoch 814 | loss: 0.000381138 | val_loss: 0.000387265 | Time: 2400.15 ms
[2020-12-09 15:18:15	                main:574]	:	INFO	:	Epoch 815 | loss: 0.000365386 | val_loss: 0.000400199 | Time: 2416.2 ms
[2020-12-09 15:18:18	                main:574]	:	INFO	:	Epoch 816 | loss: 0.000389835 | val_loss: 0.000380373 | Time: 2410.53 ms
[2020-12-09 15:18:20	                main:574]	:	INFO	:	Epoch 817 | loss: 0.000360746 | val_loss: 0.000376865 | Time: 2402.63 ms
[2020-12-09 15:18:23	                main:574]	:	INFO	:	Epoch 818 | loss: 0.000356376 | val_loss: 0.000373104 | Time: 2406.44 ms
[2020-12-09 15:18:25	                main:574]	:	INFO	:	Epoch 819 | loss: 0.000354258 | val_loss: 0.000376068 | Time: 2411.41 ms
[2020-12-09 15:18:28	                main:574]	:	INFO	:	Epoch 820 | loss: 0.000398436 | val_loss: 0.000409897 | Time: 2412.46 ms
[2020-12-09 15:18:30	                main:574]	:	INFO	:	Epoch 821 | loss: 0.000374158 | val_loss: 0.000383434 | Time: 2416.99 ms
[2020-12-09 15:18:32	                main:574]	:	INFO	:	Epoch 822 | loss: 0.000359246 | val_loss: 0.000376593 | Time: 2407.54 ms
[2020-12-09 15:18:35	                main:574]	:	INFO	:	Epoch 823 | loss: 0.000357085 | val_loss: 0.000378792 | Time: 2368.59 ms
[2020-12-09 15:18:37	                main:574]	:	INFO	:	Epoch 824 | loss: 0.00039951 | val_loss: 0.000391307 | Time: 2408.44 ms
[2020-12-09 15:18:40	                main:574]	:	INFO	:	Epoch 825 | loss: 0.000377085 | val_loss: 0.000389358 | Time: 2419.98 ms
[2020-12-09 15:18:42	                main:574]	:	INFO	:	Epoch 826 | loss: 0.000363479 | val_loss: 0.000376532 | Time: 2388.19 ms
[2020-12-09 15:18:45	                main:574]	:	INFO	:	Epoch 827 | loss: 0.000355997 | val_loss: 0.000373051 | Time: 2384.42 ms
[2020-12-09 15:18:47	                main:574]	:	INFO	:	Epoch 828 | loss: 0.000360028 | val_loss: 0.000408431 | Time: 2361.59 ms
[2020-12-09 15:18:49	                main:574]	:	INFO	:	Epoch 829 | loss: 0.000391665 | val_loss: 0.000387463 | Time: 2400.66 ms
[2020-12-09 15:18:52	                main:574]	:	INFO	:	Epoch 830 | loss: 0.000365022 | val_loss: 0.000378581 | Time: 2370.62 ms
[2020-12-09 15:18:54	                main:574]	:	INFO	:	Epoch 831 | loss: 0.000363111 | val_loss: 0.000393195 | Time: 2380.78 ms
[2020-12-09 15:18:57	                main:574]	:	INFO	:	Epoch 832 | loss: 0.000376346 | val_loss: 0.000393087 | Time: 2408.91 ms
[2020-12-09 15:18:59	                main:574]	:	INFO	:	Epoch 833 | loss: 0.000361959 | val_loss: 0.00037596 | Time: 2399.66 ms
[2020-12-09 15:19:02	                main:574]	:	INFO	:	Epoch 834 | loss: 0.000357008 | val_loss: 0.000377585 | Time: 2397.95 ms
[2020-12-09 15:19:04	                main:574]	:	INFO	:	Epoch 835 | loss: 0.000401589 | val_loss: 0.000397301 | Time: 2401.52 ms
[2020-12-09 15:19:07	                main:574]	:	INFO	:	Epoch 836 | loss: 0.000375538 | val_loss: 0.00038311 | Time: 2394.77 ms
[2020-12-09 15:19:09	                main:574]	:	INFO	:	Epoch 837 | loss: 0.000359934 | val_loss: 0.000376245 | Time: 2394.69 ms
[2020-12-09 15:19:11	                main:574]	:	INFO	:	Epoch 838 | loss: 0.000354771 | val_loss: 0.000372319 | Time: 2391.29 ms
[2020-12-09 15:19:14	                main:574]	:	INFO	:	Epoch 839 | loss: 0.000355078 | val_loss: 0.000376628 | Time: 2388.27 ms
[2020-12-09 15:19:16	                main:574]	:	INFO	:	Epoch 840 | loss: 0.000376244 | val_loss: 0.00045261 | Time: 2407.53 ms
[2020-12-09 15:19:19	                main:574]	:	INFO	:	Epoch 841 | loss: 0.000403242 | val_loss: 0.000393269 | Time: 2376.83 ms
[2020-12-09 15:19:21	                main:574]	:	INFO	:	Epoch 842 | loss: 0.000368678 | val_loss: 0.000385743 | Time: 2395.94 ms
[2020-12-09 15:19:24	                main:574]	:	INFO	:	Epoch 843 | loss: 0.000367303 | val_loss: 0.000380387 | Time: 2382.69 ms
[2020-12-09 15:19:26	                main:574]	:	INFO	:	Epoch 844 | loss: 0.000365508 | val_loss: 0.000420077 | Time: 2394.55 ms
[2020-12-09 15:19:29	                main:574]	:	INFO	:	Epoch 845 | loss: 0.000395328 | val_loss: 0.000389399 | Time: 2778.28 ms
[2020-12-09 15:19:31	                main:574]	:	INFO	:	Epoch 846 | loss: 0.00036182 | val_loss: 0.000376852 | Time: 2464.12 ms
[2020-12-09 15:19:34	                main:574]	:	INFO	:	Epoch 847 | loss: 0.000358074 | val_loss: 0.000377692 | Time: 2411.86 ms
[2020-12-09 15:19:36	                main:574]	:	INFO	:	Epoch 848 | loss: 0.000365535 | val_loss: 0.000387366 | Time: 2379.79 ms
[2020-12-09 15:19:39	                main:574]	:	INFO	:	Epoch 849 | loss: 0.000360937 | val_loss: 0.000379085 | Time: 2392.98 ms
[2020-12-09 15:19:41	                main:574]	:	INFO	:	Epoch 850 | loss: 0.000387348 | val_loss: 0.000389293 | Time: 2443.15 ms
[2020-12-09 15:19:44	                main:574]	:	INFO	:	Epoch 851 | loss: 0.000366702 | val_loss: 0.000379625 | Time: 2392.91 ms
[2020-12-09 15:19:46	                main:574]	:	INFO	:	Epoch 852 | loss: 0.000357302 | val_loss: 0.000376066 | Time: 2466.68 ms
[2020-12-09 15:19:49	                main:574]	:	INFO	:	Epoch 853 | loss: 0.000400693 | val_loss: 0.000417817 | Time: 2417.93 ms
[2020-12-09 15:19:51	                main:574]	:	INFO	:	Epoch 854 | loss: 0.000374955 | val_loss: 0.000388625 | Time: 2414.25 ms
[2020-12-09 15:19:54	                main:574]	:	INFO	:	Epoch 855 | loss: 0.000378838 | val_loss: 0.00042937 | Time: 2410.73 ms
[2020-12-09 15:19:56	                main:574]	:	INFO	:	Epoch 856 | loss: 0.000375449 | val_loss: 0.000379655 | Time: 2500.28 ms
[2020-12-09 15:19:59	                main:574]	:	INFO	:	Epoch 857 | loss: 0.000355067 | val_loss: 0.000371867 | Time: 2445.25 ms
[2020-12-09 15:20:01	                main:574]	:	INFO	:	Epoch 858 | loss: 0.000352211 | val_loss: 0.000371269 | Time: 2488.65 ms
[2020-12-09 15:20:04	                main:574]	:	INFO	:	Epoch 859 | loss: 0.000354802 | val_loss: 0.000375049 | Time: 2442.41 ms
[2020-12-09 15:20:06	                main:574]	:	INFO	:	Epoch 860 | loss: 0.000425424 | val_loss: 0.000509287 | Time: 2451.33 ms
[2020-12-09 15:20:09	                main:574]	:	INFO	:	Epoch 861 | loss: 0.000462104 | val_loss: 0.000413274 | Time: 2431.86 ms
[2020-12-09 15:20:11	                main:574]	:	INFO	:	Epoch 862 | loss: 0.000374382 | val_loss: 0.000377088 | Time: 2480.32 ms
[2020-12-09 15:20:14	                main:574]	:	INFO	:	Epoch 863 | loss: 0.000357171 | val_loss: 0.000371248 | Time: 2414.44 ms
[2020-12-09 15:20:16	                main:574]	:	INFO	:	Epoch 864 | loss: 0.000352388 | val_loss: 0.000370749 | Time: 2412.79 ms
[2020-12-09 15:20:18	                main:574]	:	INFO	:	Epoch 865 | loss: 0.000353091 | val_loss: 0.000373611 | Time: 2485.46 ms
[2020-12-09 15:20:21	                main:574]	:	INFO	:	Epoch 866 | loss: 0.000356726 | val_loss: 0.000378776 | Time: 2458.82 ms
[2020-12-09 15:20:23	                main:574]	:	INFO	:	Epoch 867 | loss: 0.000376995 | val_loss: 0.0004233 | Time: 2441.88 ms
[2020-12-09 15:20:26	                main:574]	:	INFO	:	Epoch 868 | loss: 0.000367691 | val_loss: 0.000375909 | Time: 2446.8 ms
[2020-12-09 15:20:28	                main:574]	:	INFO	:	Epoch 869 | loss: 0.000357948 | val_loss: 0.00037361 | Time: 2453.31 ms
[2020-12-09 15:20:31	                main:574]	:	INFO	:	Epoch 870 | loss: 0.000356479 | val_loss: 0.000374397 | Time: 2420.82 ms
[2020-12-09 15:20:33	                main:574]	:	INFO	:	Epoch 871 | loss: 0.000360769 | val_loss: 0.0004124 | Time: 2413.28 ms
[2020-12-09 15:20:36	                main:574]	:	INFO	:	Epoch 872 | loss: 0.000422007 | val_loss: 0.000390713 | Time: 2495.73 ms
[2020-12-09 15:20:39	                main:574]	:	INFO	:	Epoch 873 | loss: 0.000365575 | val_loss: 0.00037645 | Time: 2543.44 ms
[2020-12-09 15:20:41	                main:574]	:	INFO	:	Epoch 874 | loss: 0.000356763 | val_loss: 0.000372868 | Time: 2520.99 ms
[2020-12-09 15:20:44	                main:574]	:	INFO	:	Epoch 875 | loss: 0.000354606 | val_loss: 0.000381384 | Time: 2430.04 ms
[2020-12-09 15:20:46	                main:574]	:	INFO	:	Epoch 876 | loss: 0.000404467 | val_loss: 0.000409626 | Time: 2461.03 ms
[2020-12-09 15:20:49	                main:574]	:	INFO	:	Epoch 877 | loss: 0.000370476 | val_loss: 0.000377884 | Time: 2404.92 ms
[2020-12-09 15:20:51	                main:574]	:	INFO	:	Epoch 878 | loss: 0.000358505 | val_loss: 0.000378083 | Time: 2510.03 ms
[2020-12-09 15:20:54	                main:574]	:	INFO	:	Epoch 879 | loss: 0.000357297 | val_loss: 0.000374754 | Time: 2491.76 ms
[2020-12-09 15:20:56	                main:574]	:	INFO	:	Epoch 880 | loss: 0.000356747 | val_loss: 0.000371868 | Time: 2476.12 ms
[2020-12-09 15:20:59	                main:574]	:	INFO	:	Epoch 881 | loss: 0.000356271 | val_loss: 0.000394341 | Time: 2423.13 ms
[2020-12-09 15:21:01	                main:574]	:	INFO	:	Epoch 882 | loss: 0.000412803 | val_loss: 0.00040399 | Time: 2421.21 ms
[2020-12-09 15:21:04	                main:574]	:	INFO	:	Epoch 883 | loss: 0.000377688 | val_loss: 0.000387731 | Time: 2440.83 ms
[2020-12-09 15:21:06	                main:574]	:	INFO	:	Epoch 884 | loss: 0.000360273 | val_loss: 0.000375639 | Time: 2488.15 ms
[2020-12-09 15:21:09	                main:574]	:	INFO	:	Epoch 885 | loss: 0.000353847 | val_loss: 0.000373173 | Time: 2486.47 ms
[2020-12-09 15:21:11	                main:574]	:	INFO	:	Epoch 886 | loss: 0.00039589 | val_loss: 0.000388041 | Time: 2480.73 ms
[2020-12-09 15:21:14	                main:574]	:	INFO	:	Epoch 887 | loss: 0.000366887 | val_loss: 0.000377655 | Time: 2442.1 ms
[2020-12-09 15:21:16	                main:574]	:	INFO	:	Epoch 888 | loss: 0.000356638 | val_loss: 0.000372675 | Time: 2466.64 ms
[2020-12-09 15:21:19	                main:574]	:	INFO	:	Epoch 889 | loss: 0.000358616 | val_loss: 0.000381099 | Time: 2512.24 ms
[2020-12-09 15:21:21	                main:574]	:	INFO	:	Epoch 890 | loss: 0.000359936 | val_loss: 0.00038067 | Time: 2479.28 ms
[2020-12-09 15:21:24	                main:574]	:	INFO	:	Epoch 891 | loss: 0.000361333 | val_loss: 0.000392221 | Time: 2442.41 ms
[2020-12-09 15:21:26	                main:574]	:	INFO	:	Epoch 892 | loss: 0.000396067 | val_loss: 0.000395117 | Time: 2473.97 ms
[2020-12-09 15:21:29	                main:574]	:	INFO	:	Epoch 893 | loss: 0.000363625 | val_loss: 0.000379867 | Time: 2446.06 ms
[2020-12-09 15:21:31	                main:574]	:	INFO	:	Epoch 894 | loss: 0.000360904 | val_loss: 0.000376175 | Time: 2468.02 ms
[2020-12-09 15:21:34	                main:574]	:	INFO	:	Epoch 895 | loss: 0.000360333 | val_loss: 0.000381979 | Time: 2437.68 ms
[2020-12-09 15:21:36	                main:574]	:	INFO	:	Epoch 896 | loss: 0.000368334 | val_loss: 0.000377185 | Time: 2422.59 ms
[2020-12-09 15:21:39	                main:574]	:	INFO	:	Epoch 897 | loss: 0.000357482 | val_loss: 0.000379046 | Time: 2446.61 ms
[2020-12-09 15:21:41	                main:574]	:	INFO	:	Epoch 898 | loss: 0.000427632 | val_loss: 0.000452793 | Time: 2497.74 ms
[2020-12-09 15:21:44	                main:574]	:	INFO	:	Epoch 899 | loss: 0.000399371 | val_loss: 0.000410381 | Time: 2451.13 ms
[2020-12-09 15:21:46	                main:574]	:	INFO	:	Epoch 900 | loss: 0.00036878 | val_loss: 0.000379262 | Time: 2467.73 ms
[2020-12-09 15:21:49	                main:574]	:	INFO	:	Epoch 901 | loss: 0.000355475 | val_loss: 0.000372969 | Time: 2452.74 ms
[2020-12-09 15:21:51	                main:574]	:	INFO	:	Epoch 902 | loss: 0.000352621 | val_loss: 0.000370572 | Time: 2407.79 ms
[2020-12-09 15:21:54	                main:574]	:	INFO	:	Epoch 903 | loss: 0.000353936 | val_loss: 0.000387753 | Time: 2395.81 ms
[2020-12-09 15:21:56	                main:574]	:	INFO	:	Epoch 904 | loss: 0.000407905 | val_loss: 0.000394107 | Time: 2450.88 ms
[2020-12-09 15:21:59	                main:574]	:	INFO	:	Epoch 905 | loss: 0.000368767 | val_loss: 0.000388363 | Time: 2474.01 ms
[2020-12-09 15:22:01	                main:574]	:	INFO	:	Epoch 906 | loss: 0.000362214 | val_loss: 0.000377346 | Time: 2449.57 ms
[2020-12-09 15:22:04	                main:574]	:	INFO	:	Epoch 907 | loss: 0.000356077 | val_loss: 0.00037738 | Time: 2467.1 ms
[2020-12-09 15:22:06	                main:574]	:	INFO	:	Epoch 908 | loss: 0.00036347 | val_loss: 0.000375289 | Time: 2469.99 ms
[2020-12-09 15:22:09	                main:574]	:	INFO	:	Epoch 909 | loss: 0.00035993 | val_loss: 0.000378014 | Time: 2433.65 ms
[2020-12-09 15:22:11	                main:574]	:	INFO	:	Epoch 910 | loss: 0.000368843 | val_loss: 0.000412479 | Time: 2433.56 ms
[2020-12-09 15:22:13	                main:574]	:	INFO	:	Epoch 911 | loss: 0.000371923 | val_loss: 0.000380509 | Time: 2445.91 ms
[2020-12-09 15:22:16	                main:574]	:	INFO	:	Epoch 912 | loss: 0.000360894 | val_loss: 0.000374397 | Time: 2485.09 ms
[2020-12-09 15:22:19	                main:574]	:	INFO	:	Epoch 913 | loss: 0.000357396 | val_loss: 0.000381163 | Time: 2460.7 ms
[2020-12-09 15:22:21	                main:574]	:	INFO	:	Epoch 914 | loss: 0.00037366 | val_loss: 0.000393785 | Time: 2407.95 ms
[2020-12-09 15:22:24	                main:574]	:	INFO	:	Epoch 915 | loss: 0.000402685 | val_loss: 0.000386673 | Time: 2503.5 ms
[2020-12-09 15:22:26	                main:574]	:	INFO	:	Epoch 916 | loss: 0.000366977 | val_loss: 0.000383673 | Time: 2463.31 ms
[2020-12-09 15:22:28	                main:574]	:	INFO	:	Epoch 917 | loss: 0.000358862 | val_loss: 0.000373609 | Time: 2417.09 ms
[2020-12-09 15:22:31	                main:574]	:	INFO	:	Epoch 918 | loss: 0.000356461 | val_loss: 0.000382685 | Time: 2472.53 ms
[2020-12-09 15:22:33	                main:574]	:	INFO	:	Epoch 919 | loss: 0.000370295 | val_loss: 0.000381369 | Time: 2421.61 ms
[2020-12-09 15:22:36	                main:574]	:	INFO	:	Epoch 920 | loss: 0.000358789 | val_loss: 0.000375852 | Time: 2418.39 ms
[2020-12-09 15:22:38	                main:574]	:	INFO	:	Epoch 921 | loss: 0.000360333 | val_loss: 0.000405699 | Time: 2411.59 ms
[2020-12-09 15:22:41	                main:574]	:	INFO	:	Epoch 922 | loss: 0.000417469 | val_loss: 0.000411642 | Time: 2403.7 ms
[2020-12-09 15:22:43	                main:574]	:	INFO	:	Epoch 923 | loss: 0.000372115 | val_loss: 0.000382115 | Time: 2480.19 ms
[2020-12-09 15:22:46	                main:574]	:	INFO	:	Epoch 924 | loss: 0.000358202 | val_loss: 0.000373913 | Time: 2454.61 ms
[2020-12-09 15:22:48	                main:574]	:	INFO	:	Epoch 925 | loss: 0.00035579 | val_loss: 0.000373728 | Time: 2418.93 ms
[2020-12-09 15:22:51	                main:574]	:	INFO	:	Epoch 926 | loss: 0.000377708 | val_loss: 0.000459111 | Time: 2450.71 ms
[2020-12-09 15:22:53	                main:574]	:	INFO	:	Epoch 927 | loss: 0.000391941 | val_loss: 0.000387921 | Time: 2454.54 ms
[2020-12-09 15:22:56	                main:574]	:	INFO	:	Epoch 928 | loss: 0.000365349 | val_loss: 0.000378232 | Time: 2436.16 ms
[2020-12-09 15:22:58	                main:574]	:	INFO	:	Epoch 929 | loss: 0.000356376 | val_loss: 0.000370685 | Time: 2411.14 ms
[2020-12-09 15:23:01	                main:574]	:	INFO	:	Epoch 930 | loss: 0.000355924 | val_loss: 0.000392624 | Time: 2432.55 ms
[2020-12-09 15:23:03	                main:574]	:	INFO	:	Epoch 931 | loss: 0.000418426 | val_loss: 0.000400243 | Time: 2504.87 ms
[2020-12-09 15:23:06	                main:574]	:	INFO	:	Epoch 932 | loss: 0.000372168 | val_loss: 0.000376442 | Time: 2469.94 ms
[2020-12-09 15:23:08	                main:574]	:	INFO	:	Epoch 933 | loss: 0.000358796 | val_loss: 0.000372862 | Time: 2385.68 ms
[2020-12-09 15:23:11	                main:574]	:	INFO	:	Epoch 934 | loss: 0.000353463 | val_loss: 0.000373912 | Time: 2440 ms
[2020-12-09 15:23:13	                main:574]	:	INFO	:	Epoch 935 | loss: 0.000369899 | val_loss: 0.000399317 | Time: 2474.41 ms
[2020-12-09 15:23:16	                main:574]	:	INFO	:	Epoch 936 | loss: 0.000363465 | val_loss: 0.000382198 | Time: 2444.57 ms
[2020-12-09 15:23:18	                main:574]	:	INFO	:	Epoch 937 | loss: 0.000355528 | val_loss: 0.000374359 | Time: 2418.53 ms
[2020-12-09 15:23:21	                main:574]	:	INFO	:	Epoch 938 | loss: 0.000394348 | val_loss: 0.000405477 | Time: 2424.17 ms
[2020-12-09 15:23:23	                main:574]	:	INFO	:	Epoch 939 | loss: 0.000374748 | val_loss: 0.000383664 | Time: 2473.96 ms
[2020-12-09 15:23:26	                main:574]	:	INFO	:	Epoch 940 | loss: 0.000365038 | val_loss: 0.000375809 | Time: 2483.15 ms
[2020-12-09 15:23:28	                main:574]	:	INFO	:	Epoch 941 | loss: 0.000358849 | val_loss: 0.000382101 | Time: 2445.65 ms
[2020-12-09 15:23:31	                main:574]	:	INFO	:	Epoch 942 | loss: 0.000361383 | val_loss: 0.000373672 | Time: 2422.27 ms
[2020-12-09 15:23:33	                main:574]	:	INFO	:	Epoch 943 | loss: 0.000355299 | val_loss: 0.000372436 | Time: 2495.07 ms
[2020-12-09 15:23:36	                main:574]	:	INFO	:	Epoch 944 | loss: 0.000354862 | val_loss: 0.000387479 | Time: 2452.26 ms
[2020-12-09 15:23:38	                main:574]	:	INFO	:	Epoch 945 | loss: 0.000452411 | val_loss: 0.000429119 | Time: 2476.74 ms
[2020-12-09 15:23:41	                main:574]	:	INFO	:	Epoch 946 | loss: 0.000419878 | val_loss: 0.000418176 | Time: 2477.54 ms
[2020-12-09 15:23:43	                main:574]	:	INFO	:	Epoch 947 | loss: 0.00037362 | val_loss: 0.000379143 | Time: 2451.93 ms
[2020-12-09 15:23:46	                main:574]	:	INFO	:	Epoch 948 | loss: 0.000357682 | val_loss: 0.000373084 | Time: 2424.01 ms
[2020-12-09 15:23:48	                main:574]	:	INFO	:	Epoch 949 | loss: 0.000372631 | val_loss: 0.000416059 | Time: 2505.22 ms
[2020-12-09 15:23:51	                main:574]	:	INFO	:	Epoch 950 | loss: 0.00036685 | val_loss: 0.000373299 | Time: 2459.47 ms
[2020-12-09 15:23:53	                main:574]	:	INFO	:	Epoch 951 | loss: 0.000352975 | val_loss: 0.000368331 | Time: 2486.26 ms
[2020-12-09 15:23:56	                main:574]	:	INFO	:	Epoch 952 | loss: 0.000355597 | val_loss: 0.000411859 | Time: 2433.48 ms
[2020-12-09 15:23:58	                main:574]	:	INFO	:	Epoch 953 | loss: 0.000416343 | val_loss: 0.000383637 | Time: 2445.66 ms
[2020-12-09 15:24:01	                main:574]	:	INFO	:	Epoch 954 | loss: 0.000360328 | val_loss: 0.000371956 | Time: 2491.65 ms
[2020-12-09 15:24:03	                main:574]	:	INFO	:	Epoch 955 | loss: 0.000353893 | val_loss: 0.000370755 | Time: 2432.52 ms
[2020-12-09 15:24:06	                main:574]	:	INFO	:	Epoch 956 | loss: 0.000355837 | val_loss: 0.000393406 | Time: 2438.71 ms
[2020-12-09 15:24:08	                main:574]	:	INFO	:	Epoch 957 | loss: 0.000393387 | val_loss: 0.000380465 | Time: 2430.49 ms
[2020-12-09 15:24:11	                main:574]	:	INFO	:	Epoch 958 | loss: 0.000359718 | val_loss: 0.000373847 | Time: 2450.68 ms
[2020-12-09 15:24:13	                main:574]	:	INFO	:	Epoch 959 | loss: 0.000355203 | val_loss: 0.000373331 | Time: 2486.19 ms
[2020-12-09 15:24:16	                main:574]	:	INFO	:	Epoch 960 | loss: 0.000357381 | val_loss: 0.000378688 | Time: 2490.07 ms
[2020-12-09 15:24:18	                main:574]	:	INFO	:	Epoch 961 | loss: 0.000359228 | val_loss: 0.000373132 | Time: 2460.3 ms
[2020-12-09 15:24:21	                main:574]	:	INFO	:	Epoch 962 | loss: 0.000355664 | val_loss: 0.00037938 | Time: 2449.64 ms
[2020-12-09 15:24:23	                main:574]	:	INFO	:	Epoch 963 | loss: 0.000388052 | val_loss: 0.000407383 | Time: 2432.5 ms
[2020-12-09 15:24:26	                main:574]	:	INFO	:	Epoch 964 | loss: 0.000369057 | val_loss: 0.000379737 | Time: 2459.73 ms
[2020-12-09 15:24:28	                main:574]	:	INFO	:	Epoch 965 | loss: 0.000357273 | val_loss: 0.000377704 | Time: 2460.24 ms
[2020-12-09 15:24:31	                main:574]	:	INFO	:	Epoch 966 | loss: 0.000354032 | val_loss: 0.000371669 | Time: 2452.58 ms
[2020-12-09 15:24:33	                main:574]	:	INFO	:	Epoch 967 | loss: 0.000367593 | val_loss: 0.000472299 | Time: 2412.16 ms
[2020-12-09 15:24:36	                main:574]	:	INFO	:	Epoch 968 | loss: 0.000409398 | val_loss: 0.000386399 | Time: 2450.05 ms
[2020-12-09 15:24:38	                main:574]	:	INFO	:	Epoch 969 | loss: 0.000361208 | val_loss: 0.000374011 | Time: 2467.22 ms
[2020-12-09 15:24:41	                main:574]	:	INFO	:	Epoch 970 | loss: 0.000356778 | val_loss: 0.000377079 | Time: 2494.07 ms
[2020-12-09 15:24:43	                main:574]	:	INFO	:	Epoch 971 | loss: 0.000357692 | val_loss: 0.000372657 | Time: 2471.35 ms
[2020-12-09 15:24:46	                main:574]	:	INFO	:	Epoch 972 | loss: 0.000358894 | val_loss: 0.000399835 | Time: 2430.8 ms
[2020-12-09 15:24:48	                main:574]	:	INFO	:	Epoch 973 | loss: 0.000377349 | val_loss: 0.000381832 | Time: 2453.7 ms
[2020-12-09 15:24:51	                main:574]	:	INFO	:	Epoch 974 | loss: 0.000357244 | val_loss: 0.000372295 | Time: 2417.81 ms
[2020-12-09 15:24:53	                main:574]	:	INFO	:	Epoch 975 | loss: 0.00036842 | val_loss: 0.000430682 | Time: 2524.05 ms
[2020-12-09 15:24:56	                main:574]	:	INFO	:	Epoch 976 | loss: 0.000397478 | val_loss: 0.000393292 | Time: 2482.94 ms
[2020-12-09 15:24:58	                main:574]	:	INFO	:	Epoch 977 | loss: 0.000361432 | val_loss: 0.000372939 | Time: 2524.66 ms
[2020-12-09 15:25:01	                main:574]	:	INFO	:	Epoch 978 | loss: 0.000367494 | val_loss: 0.000448253 | Time: 2406.11 ms
[2020-12-09 15:25:03	                main:574]	:	INFO	:	Epoch 979 | loss: 0.000382777 | val_loss: 0.000375853 | Time: 2425.56 ms
[2020-12-09 15:25:06	                main:574]	:	INFO	:	Epoch 980 | loss: 0.000358947 | val_loss: 0.000382043 | Time: 2416.79 ms
[2020-12-09 15:25:08	                main:574]	:	INFO	:	Epoch 981 | loss: 0.000356796 | val_loss: 0.000372252 | Time: 2512.83 ms
[2020-12-09 15:25:11	                main:574]	:	INFO	:	Epoch 982 | loss: 0.000351182 | val_loss: 0.000370874 | Time: 2495.55 ms
[2020-12-09 15:25:13	                main:574]	:	INFO	:	Epoch 983 | loss: 0.000378516 | val_loss: 0.000420259 | Time: 2526.71 ms
[2020-12-09 15:25:16	                main:574]	:	INFO	:	Epoch 984 | loss: 0.000374726 | val_loss: 0.000381922 | Time: 2501.18 ms
[2020-12-09 15:25:18	                main:574]	:	INFO	:	Epoch 985 | loss: 0.00035666 | val_loss: 0.000371032 | Time: 2439.83 ms
[2020-12-09 15:25:21	                main:574]	:	INFO	:	Epoch 986 | loss: 0.000352822 | val_loss: 0.000371689 | Time: 2419.38 ms
[2020-12-09 15:25:23	                main:574]	:	INFO	:	Epoch 987 | loss: 0.000386553 | val_loss: 0.000533807 | Time: 2454.11 ms
[2020-12-09 15:25:26	                main:574]	:	INFO	:	Epoch 988 | loss: 0.000403636 | val_loss: 0.000407756 | Time: 2497.38 ms
[2020-12-09 15:25:28	                main:574]	:	INFO	:	Epoch 989 | loss: 0.000382963 | val_loss: 0.000383506 | Time: 2402.95 ms
[2020-12-09 15:25:31	                main:574]	:	INFO	:	Epoch 990 | loss: 0.000357185 | val_loss: 0.000371077 | Time: 2458.42 ms
[2020-12-09 15:25:33	                main:574]	:	INFO	:	Epoch 991 | loss: 0.000355109 | val_loss: 0.000384402 | Time: 2465.89 ms
[2020-12-09 15:25:36	                main:574]	:	INFO	:	Epoch 992 | loss: 0.000362788 | val_loss: 0.000376451 | Time: 2484.41 ms
[2020-12-09 15:25:38	                main:574]	:	INFO	:	Epoch 993 | loss: 0.000367098 | val_loss: 0.000403527 | Time: 2477.3 ms
[2020-12-09 15:25:41	                main:574]	:	INFO	:	Epoch 994 | loss: 0.000363726 | val_loss: 0.000374974 | Time: 2428.29 ms
[2020-12-09 15:25:43	                main:574]	:	INFO	:	Epoch 995 | loss: 0.000356405 | val_loss: 0.000372293 | Time: 2458.64 ms
[2020-12-09 15:25:46	                main:574]	:	INFO	:	Epoch 996 | loss: 0.000374193 | val_loss: 0.000508187 | Time: 2433.81 ms
[2020-12-09 15:25:48	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0402022 | val_loss: 0.0947339 | Time: 2510.36 ms
[2020-12-09 15:25:51	                main:574]	:	INFO	:	Epoch 998 | loss: 0.0764045 | val_loss: 0.0663239 | Time: 2432.41 ms
[2020-12-09 15:25:53	                main:574]	:	INFO	:	Epoch 999 | loss: 0.0639966 | val_loss: 0.0593762 | Time: 2477.64 ms
[2020-12-09 15:25:56	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.043154 | val_loss: 0.033669 | Time: 2433.78 ms
[2020-12-09 15:25:58	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0322529 | val_loss: 0.0310899 | Time: 2449.49 ms
[2020-12-09 15:26:01	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.0306752 | val_loss: 0.0302801 | Time: 2469.24 ms
[2020-12-09 15:26:03	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.029861 | val_loss: 0.02924 | Time: 2416.42 ms
[2020-12-09 15:26:06	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.0272045 | val_loss: 0.0212693 | Time: 2428.85 ms
[2020-12-09 15:26:08	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.0287551 | val_loss: 0.0265208 | Time: 2547.06 ms
[2020-12-09 15:26:11	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.0156034 | val_loss: 0.0119976 | Time: 2412.19 ms
[2020-12-09 15:26:13	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.0076465 | val_loss: 0.00536998 | Time: 2442.81 ms
[2020-12-09 15:26:16	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.00445022 | val_loss: 0.00388339 | Time: 2445.73 ms
[2020-12-09 15:26:18	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.00365113 | val_loss: 0.00351954 | Time: 2487.09 ms
[2020-12-09 15:26:21	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.00338227 | val_loss: 0.00331562 | Time: 2465.84 ms
[2020-12-09 15:26:23	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.00323359 | val_loss: 0.00320511 | Time: 2459.21 ms
[2020-12-09 15:26:26	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0031351 | val_loss: 0.00313995 | Time: 2468.95 ms
[2020-12-09 15:26:28	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.00307134 | val_loss: 0.00307908 | Time: 2469.33 ms
[2020-12-09 15:26:31	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.00300918 | val_loss: 0.00301692 | Time: 2410.49 ms
[2020-12-09 15:26:33	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.00295863 | val_loss: 0.00297023 | Time: 2478.83 ms
[2020-12-09 15:26:36	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.00291583 | val_loss: 0.00292859 | Time: 2495.55 ms
[2020-12-09 15:26:38	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.00287411 | val_loss: 0.00288767 | Time: 2508.86 ms
[2020-12-09 15:26:41	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.00283263 | val_loss: 0.00284364 | Time: 2488.09 ms
[2020-12-09 15:26:43	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.00280497 | val_loss: 0.00281168 | Time: 2416.24 ms
[2020-12-09 15:26:46	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.00275172 | val_loss: 0.0027413 | Time: 2421.7 ms
[2020-12-09 15:26:48	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.00268498 | val_loss: 0.00267982 | Time: 2419.76 ms
[2020-12-09 15:26:51	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.00262539 | val_loss: 0.00262094 | Time: 2494.45 ms
[2020-12-09 15:26:53	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.00256568 | val_loss: 0.00255986 | Time: 2402.01 ms
[2020-12-09 15:26:56	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.00250817 | val_loss: 0.00250739 | Time: 2429.56 ms
[2020-12-09 15:26:56	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00250739
[2020-12-09 15:26:56	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-09 15:26:56	                main:608]	:	INFO	:	Success, exiting..
15:26:56 (9752): 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)