Task 3361640

Name EightBitModified-1605931545-20807-2_2
Workunit 1463617
Created 19 Dec 2020, 20:40:13 UTC
Sent 19 Dec 2020, 21:10:05 UTC
Report deadline 26 Dec 2020, 21:10:05 UTC
Received 21 Dec 2020, 1:42:03 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5512
Run time 41 min 42 sec
CPU time 37 min 5 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 13,714.14 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 2.10 GB
Peak swap size 4.44 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
          main:574]	:	INFO	:	Epoch 530 | loss: 0.000536066 | val_loss: 0.000555207 | Time: 2552.99 ms
[2020-12-21 02:21:49	                main:574]	:	INFO	:	Epoch 531 | loss: 0.000553804 | val_loss: 0.000672276 | Time: 2496.85 ms
[2020-12-21 02:21:52	                main:574]	:	INFO	:	Epoch 532 | loss: 0.000731191 | val_loss: 0.000593436 | Time: 2629.19 ms
[2020-12-21 02:21:55	                main:574]	:	INFO	:	Epoch 533 | loss: 0.000568721 | val_loss: 0.000547855 | Time: 2636.78 ms
[2020-12-21 02:21:57	                main:574]	:	INFO	:	Epoch 534 | loss: 0.000534323 | val_loss: 0.000544796 | Time: 2497.63 ms
[2020-12-21 02:22:00	                main:574]	:	INFO	:	Epoch 535 | loss: 0.000525903 | val_loss: 0.000542357 | Time: 2604.49 ms
[2020-12-21 02:22:02	                main:574]	:	INFO	:	Epoch 536 | loss: 0.000525544 | val_loss: 0.000540615 | Time: 2397.24 ms
[2020-12-21 02:22:05	                main:574]	:	INFO	:	Epoch 537 | loss: 0.000523825 | val_loss: 0.000553179 | Time: 2713.38 ms
[2020-12-21 02:22:08	                main:574]	:	INFO	:	Epoch 538 | loss: 0.000664845 | val_loss: 0.000586598 | Time: 2545.24 ms
[2020-12-21 02:22:10	                main:574]	:	INFO	:	Epoch 539 | loss: 0.000572916 | val_loss: 0.00054706 | Time: 2562.38 ms
[2020-12-21 02:22:13	                main:574]	:	INFO	:	Epoch 540 | loss: 0.000527292 | val_loss: 0.000540101 | Time: 2681.96 ms
[2020-12-21 02:22:15	                main:574]	:	INFO	:	Epoch 541 | loss: 0.000524942 | val_loss: 0.000552152 | Time: 2594.06 ms
[2020-12-21 02:22:18	                main:574]	:	INFO	:	Epoch 542 | loss: 0.00054603 | val_loss: 0.000537698 | Time: 2562.25 ms
[2020-12-21 02:22:21	                main:574]	:	INFO	:	Epoch 543 | loss: 0.000523337 | val_loss: 0.00054585 | Time: 2589.8 ms
[2020-12-21 02:22:23	                main:574]	:	INFO	:	Epoch 544 | loss: 0.000524942 | val_loss: 0.000547979 | Time: 2520.8 ms
[2020-12-21 02:22:26	                main:574]	:	INFO	:	Epoch 545 | loss: 0.000714228 | val_loss: 0.00116027 | Time: 2508.79 ms
[2020-12-21 02:22:28	                main:574]	:	INFO	:	Epoch 546 | loss: 0.000724306 | val_loss: 0.000620697 | Time: 2607.02 ms
[2020-12-21 02:22:31	                main:574]	:	INFO	:	Epoch 547 | loss: 0.000550776 | val_loss: 0.000536431 | Time: 2543.22 ms
[2020-12-21 02:22:33	                main:574]	:	INFO	:	Epoch 548 | loss: 0.000516859 | val_loss: 0.000527009 | Time: 2526.14 ms
[2020-12-21 02:22:36	                main:574]	:	INFO	:	Epoch 549 | loss: 0.00050888 | val_loss: 0.000525446 | Time: 2519.96 ms
[2020-12-21 02:22:39	                main:574]	:	INFO	:	Epoch 550 | loss: 0.000505922 | val_loss: 0.000521215 | Time: 2600.69 ms
[2020-12-21 02:22:41	                main:574]	:	INFO	:	Epoch 551 | loss: 0.00050527 | val_loss: 0.000521696 | Time: 2509.35 ms
[2020-12-21 02:22:44	                main:574]	:	INFO	:	Epoch 552 | loss: 0.000503412 | val_loss: 0.000523814 | Time: 2505.03 ms
[2020-12-21 02:22:46	                main:574]	:	INFO	:	Epoch 553 | loss: 0.000512763 | val_loss: 0.000533852 | Time: 2612.97 ms
[2020-12-21 02:22:49	                main:574]	:	INFO	:	Epoch 554 | loss: 0.000575625 | val_loss: 0.000580115 | Time: 2544.18 ms
[2020-12-21 02:22:51	                main:574]	:	INFO	:	Epoch 555 | loss: 0.00061979 | val_loss: 0.000586857 | Time: 2474.16 ms
[2020-12-21 02:22:54	                main:574]	:	INFO	:	Epoch 556 | loss: 0.000524635 | val_loss: 0.0005221 | Time: 2653.24 ms
[2020-12-21 02:22:57	                main:574]	:	INFO	:	Epoch 557 | loss: 0.000504258 | val_loss: 0.000512241 | Time: 2558.35 ms
[2020-12-21 02:22:59	                main:574]	:	INFO	:	Epoch 558 | loss: 0.000497942 | val_loss: 0.000510373 | Time: 2591.17 ms
[2020-12-21 02:23:02	                main:574]	:	INFO	:	Epoch 559 | loss: 0.000501863 | val_loss: 0.000552751 | Time: 2558.51 ms
[2020-12-21 02:23:04	                main:574]	:	INFO	:	Epoch 560 | loss: 0.000678867 | val_loss: 0.000650817 | Time: 2506.41 ms
[2020-12-21 02:23:07	                main:574]	:	INFO	:	Epoch 561 | loss: 0.000546145 | val_loss: 0.000534861 | Time: 2472.76 ms
[2020-12-21 02:23:10	                main:574]	:	INFO	:	Epoch 562 | loss: 0.000505936 | val_loss: 0.000510286 | Time: 2514.54 ms
[2020-12-21 02:23:12	                main:574]	:	INFO	:	Epoch 563 | loss: 0.000492215 | val_loss: 0.000510314 | Time: 2473.64 ms
[2020-12-21 02:23:15	                main:574]	:	INFO	:	Epoch 564 | loss: 0.000490311 | val_loss: 0.000503312 | Time: 2502.11 ms
[2020-12-21 02:23:17	                main:574]	:	INFO	:	Epoch 565 | loss: 0.000488331 | val_loss: 0.000509366 | Time: 2521.58 ms
[2020-12-21 02:23:20	                main:574]	:	INFO	:	Epoch 566 | loss: 0.000652647 | val_loss: 0.000677561 | Time: 2472.38 ms
[2020-12-21 02:23:22	                main:574]	:	INFO	:	Epoch 567 | loss: 0.000557325 | val_loss: 0.000524124 | Time: 2447.72 ms
[2020-12-21 02:23:25	                main:574]	:	INFO	:	Epoch 568 | loss: 0.000495747 | val_loss: 0.000503718 | Time: 2501.07 ms
[2020-12-21 02:23:27	                main:574]	:	INFO	:	Epoch 569 | loss: 0.000482402 | val_loss: 0.00049531 | Time: 2570.84 ms
[2020-12-21 02:23:30	                main:574]	:	INFO	:	Epoch 570 | loss: 0.000479796 | val_loss: 0.000497456 | Time: 2452.57 ms
[2020-12-21 02:23:32	                main:574]	:	INFO	:	Epoch 571 | loss: 0.000486012 | val_loss: 0.000548972 | Time: 2478.63 ms
[2020-12-21 02:23:35	                main:574]	:	INFO	:	Epoch 572 | loss: 0.000631157 | val_loss: 0.000611114 | Time: 2493.4 ms
[2020-12-21 02:23:37	                main:574]	:	INFO	:	Epoch 573 | loss: 0.000600143 | val_loss: 0.000559654 | Time: 2413.37 ms
[2020-12-21 02:23:40	                main:574]	:	INFO	:	Epoch 574 | loss: 0.000503952 | val_loss: 0.000501761 | Time: 2403.36 ms
[2020-12-21 02:23:42	                main:574]	:	INFO	:	Epoch 575 | loss: 0.000483067 | val_loss: 0.000497412 | Time: 2367.9 ms
[2020-12-21 02:23:45	                main:574]	:	INFO	:	Epoch 576 | loss: 0.00047614 | val_loss: 0.000489059 | Time: 2531.78 ms
[2020-12-21 02:23:47	                main:574]	:	INFO	:	Epoch 577 | loss: 0.000471766 | val_loss: 0.000488414 | Time: 2311.57 ms
[2020-12-21 02:23:49	                main:574]	:	INFO	:	Epoch 578 | loss: 0.000778409 | val_loss: 0.000635926 | Time: 2331.37 ms
[2020-12-21 02:23:52	                main:574]	:	INFO	:	Epoch 579 | loss: 0.000653375 | val_loss: 0.000529669 | Time: 2440.2 ms
[2020-12-21 02:23:54	                main:574]	:	INFO	:	Epoch 580 | loss: 0.000512568 | val_loss: 0.000503772 | Time: 2342.62 ms
[2020-12-21 02:23:57	                main:574]	:	INFO	:	Epoch 581 | loss: 0.000483203 | val_loss: 0.000491552 | Time: 2441.21 ms
[2020-12-21 02:23:59	                main:574]	:	INFO	:	Epoch 582 | loss: 0.000475813 | val_loss: 0.000495028 | Time: 2506.45 ms
[2020-12-21 02:24:02	                main:574]	:	INFO	:	Epoch 583 | loss: 0.000474183 | val_loss: 0.000489784 | Time: 2417.73 ms
[2020-12-21 02:24:04	                main:574]	:	INFO	:	Epoch 584 | loss: 0.000472158 | val_loss: 0.000484794 | Time: 2420.32 ms
[2020-12-21 02:24:07	                main:574]	:	INFO	:	Epoch 585 | loss: 0.000469244 | val_loss: 0.000485018 | Time: 2480.92 ms
[2020-12-21 02:24:09	                main:574]	:	INFO	:	Epoch 586 | loss: 0.000470533 | val_loss: 0.000491796 | Time: 2466.73 ms
[2020-12-21 02:24:11	                main:574]	:	INFO	:	Epoch 587 | loss: 0.000482749 | val_loss: 0.000571646 | Time: 2352.48 ms
[2020-12-21 02:24:14	                main:574]	:	INFO	:	Epoch 588 | loss: 0.000542265 | val_loss: 0.000517433 | Time: 2368.22 ms
[2020-12-21 02:24:16	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0004873 | val_loss: 0.000480681 | Time: 2430.98 ms
[2020-12-21 02:24:19	                main:574]	:	INFO	:	Epoch 590 | loss: 0.000464863 | val_loss: 0.000483616 | Time: 2369.42 ms
[2020-12-21 02:24:21	                main:574]	:	INFO	:	Epoch 591 | loss: 0.000493015 | val_loss: 0.00070828 | Time: 2399.05 ms
[2020-12-21 02:24:23	                main:574]	:	INFO	:	Epoch 592 | loss: 0.000774042 | val_loss: 0.000608775 | Time: 2304.99 ms
[2020-12-21 02:24:26	                main:574]	:	INFO	:	Epoch 593 | loss: 0.000521008 | val_loss: 0.000503915 | Time: 2406.09 ms
[2020-12-21 02:24:28	                main:574]	:	INFO	:	Epoch 594 | loss: 0.000476169 | val_loss: 0.000485264 | Time: 2423.76 ms
[2020-12-21 02:24:31	                main:574]	:	INFO	:	Epoch 595 | loss: 0.000465613 | val_loss: 0.000477715 | Time: 2320.8 ms
[2020-12-21 02:24:33	                main:574]	:	INFO	:	Epoch 596 | loss: 0.000463039 | val_loss: 0.000477288 | Time: 2445.79 ms
[2020-12-21 02:24:36	                main:574]	:	INFO	:	Epoch 597 | loss: 0.000464389 | val_loss: 0.000478824 | Time: 2359.21 ms
[2020-12-21 02:24:38	                main:574]	:	INFO	:	Epoch 598 | loss: 0.000465179 | val_loss: 0.000508167 | Time: 2469.67 ms
[2020-12-21 02:24:41	                main:574]	:	INFO	:	Epoch 599 | loss: 0.000495142 | val_loss: 0.000494085 | Time: 2526.94 ms
[2020-12-21 02:24:43	                main:574]	:	INFO	:	Epoch 600 | loss: 0.00047786 | val_loss: 0.000538586 | Time: 2380.72 ms
[2020-12-21 02:24:46	                main:574]	:	INFO	:	Epoch 601 | loss: 0.000574298 | val_loss: 0.000514344 | Time: 2448.35 ms
[2020-12-21 02:24:48	                main:574]	:	INFO	:	Epoch 602 | loss: 0.000476755 | val_loss: 0.000478779 | Time: 2627.57 ms
[2020-12-21 02:24:51	                main:574]	:	INFO	:	Epoch 603 | loss: 0.000463296 | val_loss: 0.000484018 | Time: 2388.91 ms
[2020-12-21 02:24:53	                main:574]	:	INFO	:	Epoch 604 | loss: 0.000468233 | val_loss: 0.000472777 | Time: 2385.72 ms
[2020-12-21 02:24:56	                main:574]	:	INFO	:	Epoch 605 | loss: 0.000608373 | val_loss: 0.000631151 | Time: 2610.06 ms
[2020-12-21 02:24:58	                main:574]	:	INFO	:	Epoch 606 | loss: 0.000521687 | val_loss: 0.000501456 | Time: 2363.35 ms
[2020-12-21 02:25:00	                main:574]	:	INFO	:	Epoch 607 | loss: 0.000472875 | val_loss: 0.000474917 | Time: 2428.39 ms
[2020-12-21 02:25:03	                main:574]	:	INFO	:	Epoch 608 | loss: 0.000466606 | val_loss: 0.000479189 | Time: 2560.39 ms
[2020-12-21 02:25:05	                main:574]	:	INFO	:	Epoch 609 | loss: 0.000459898 | val_loss: 0.000470027 | Time: 2368.3 ms
[2020-12-21 02:25:08	                main:574]	:	INFO	:	Epoch 610 | loss: 0.000463134 | val_loss: 0.000516764 | Time: 2480.5 ms
[2020-12-21 02:25:11	                main:574]	:	INFO	:	Epoch 611 | loss: 0.000495143 | val_loss: 0.000501355 | Time: 2527.73 ms
[2020-12-21 02:25:13	                main:574]	:	INFO	:	Epoch 612 | loss: 0.000706881 | val_loss: 0.000665467 | Time: 2466.97 ms
[2020-12-21 02:25:15	                main:574]	:	INFO	:	Epoch 613 | loss: 0.000518867 | val_loss: 0.000500191 | Time: 2388.8 ms
[2020-12-21 02:25:18	                main:574]	:	INFO	:	Epoch 614 | loss: 0.000465878 | val_loss: 0.000474319 | Time: 2533.54 ms
[2020-12-21 02:25:20	                main:574]	:	INFO	:	Epoch 615 | loss: 0.000457616 | val_loss: 0.000471813 | Time: 2370.32 ms
[2020-12-21 02:25:23	                main:574]	:	INFO	:	Epoch 616 | loss: 0.000460033 | val_loss: 0.0004867 | Time: 2420.2 ms
[2020-12-21 02:25:25	                main:574]	:	INFO	:	Epoch 617 | loss: 0.000456017 | val_loss: 0.000466346 | Time: 2413.05 ms
[2020-12-21 02:25:28	                main:574]	:	INFO	:	Epoch 618 | loss: 0.000502664 | val_loss: 0.000546433 | Time: 2383.93 ms
[2020-12-21 02:25:30	                main:574]	:	INFO	:	Epoch 619 | loss: 0.000517953 | val_loss: 0.000590808 | Time: 2422.48 ms
[2020-12-21 02:25:33	                main:574]	:	INFO	:	Epoch 620 | loss: 0.000493493 | val_loss: 0.000474309 | Time: 2446.56 ms
[2020-12-21 02:25:35	                main:574]	:	INFO	:	Epoch 621 | loss: 0.000453653 | val_loss: 0.000466156 | Time: 2470.34 ms
[2020-12-21 02:25:38	                main:574]	:	INFO	:	Epoch 622 | loss: 0.000450913 | val_loss: 0.000476987 | Time: 2490.72 ms
[2020-12-21 02:25:40	                main:574]	:	INFO	:	Epoch 623 | loss: 0.000625599 | val_loss: 0.000641652 | Time: 2362.77 ms
[2020-12-21 02:25:42	                main:574]	:	INFO	:	Epoch 624 | loss: 0.000522792 | val_loss: 0.000495416 | Time: 2412.29 ms
[2020-12-21 02:25:45	                main:574]	:	INFO	:	Epoch 625 | loss: 0.000467431 | val_loss: 0.000476913 | Time: 2413.65 ms
[2020-12-21 02:25:47	                main:574]	:	INFO	:	Epoch 626 | loss: 0.000480909 | val_loss: 0.000466306 | Time: 2528.77 ms
[2020-12-21 02:25:50	                main:574]	:	INFO	:	Epoch 627 | loss: 0.000458202 | val_loss: 0.000470893 | Time: 2476.66 ms
[2020-12-21 02:25:52	                main:574]	:	INFO	:	Epoch 628 | loss: 0.000454769 | val_loss: 0.000466019 | Time: 2390.38 ms
[2020-12-21 02:25:55	                main:574]	:	INFO	:	Epoch 629 | loss: 0.00044738 | val_loss: 0.000462715 | Time: 2373.08 ms
[2020-12-21 02:25:57	                main:574]	:	INFO	:	Epoch 630 | loss: 0.000447721 | val_loss: 0.000479255 | Time: 2480.82 ms
[2020-12-21 02:26:00	                main:574]	:	INFO	:	Epoch 631 | loss: 0.000698651 | val_loss: 0.000641191 | Time: 2485.01 ms
[2020-12-21 02:26:02	                main:574]	:	INFO	:	Epoch 632 | loss: 0.000539859 | val_loss: 0.000507734 | Time: 2441 ms
[2020-12-21 02:26:05	                main:574]	:	INFO	:	Epoch 633 | loss: 0.000466489 | val_loss: 0.000470404 | Time: 2385.55 ms
[2020-12-21 02:26:07	                main:574]	:	INFO	:	Epoch 634 | loss: 0.000449646 | val_loss: 0.000463091 | Time: 2436.09 ms
[2020-12-21 02:26:10	                main:574]	:	INFO	:	Epoch 635 | loss: 0.000444688 | val_loss: 0.000459082 | Time: 2587.61 ms
[2020-12-21 02:26:12	                main:574]	:	INFO	:	Epoch 636 | loss: 0.00044635 | val_loss: 0.000468748 | Time: 2455.15 ms
[2020-12-21 02:26:15	                main:574]	:	INFO	:	Epoch 637 | loss: 0.00045173 | val_loss: 0.000478924 | Time: 2419.02 ms
[2020-12-21 02:26:17	                main:574]	:	INFO	:	Epoch 638 | loss: 0.000624596 | val_loss: 0.000510319 | Time: 2514.69 ms
[2020-12-21 02:26:20	                main:574]	:	INFO	:	Epoch 639 | loss: 0.000485055 | val_loss: 0.000473888 | Time: 2478.56 ms
[2020-12-21 02:26:22	                main:574]	:	INFO	:	Epoch 640 | loss: 0.000453455 | val_loss: 0.0004633 | Time: 2372.92 ms
[2020-12-21 02:26:25	                main:574]	:	INFO	:	Epoch 641 | loss: 0.000446571 | val_loss: 0.000460642 | Time: 2329.73 ms
[2020-12-21 02:26:27	                main:574]	:	INFO	:	Epoch 642 | loss: 0.000444097 | val_loss: 0.00045968 | Time: 2360.64 ms
[2020-12-21 02:26:29	                main:574]	:	INFO	:	Epoch 643 | loss: 0.000456776 | val_loss: 0.000487783 | Time: 2385.92 ms
[2020-12-21 02:26:32	                main:574]	:	INFO	:	Epoch 644 | loss: 0.000484411 | val_loss: 0.000488246 | Time: 2417.01 ms
[2020-12-21 02:26:34	                main:574]	:	INFO	:	Epoch 645 | loss: 0.000533178 | val_loss: 0.000703426 | Time: 2347.59 ms
[2020-12-21 02:26:37	                main:574]	:	INFO	:	Epoch 646 | loss: 0.000523233 | val_loss: 0.000482234 | Time: 2516.77 ms
[2020-12-21 02:26:39	                main:574]	:	INFO	:	Epoch 647 | loss: 0.000451473 | val_loss: 0.000459067 | Time: 2493.07 ms
[2020-12-21 02:26:42	                main:574]	:	INFO	:	Epoch 648 | loss: 0.000442517 | val_loss: 0.000463699 | Time: 2369.08 ms
[2020-12-21 02:26:44	                main:574]	:	INFO	:	Epoch 649 | loss: 0.000452492 | val_loss: 0.000481262 | Time: 2277.51 ms
[2020-12-21 02:26:46	                main:574]	:	INFO	:	Epoch 650 | loss: 0.000472267 | val_loss: 0.00062565 | Time: 2331.05 ms
[2020-12-21 02:26:49	                main:574]	:	INFO	:	Epoch 651 | loss: 0.000704922 | val_loss: 0.000527082 | Time: 2365.67 ms
[2020-12-21 02:26:51	                main:574]	:	INFO	:	Epoch 652 | loss: 0.000497312 | val_loss: 0.000486333 | Time: 2444.24 ms
[2020-12-21 02:26:54	                main:574]	:	INFO	:	Epoch 653 | loss: 0.000455129 | val_loss: 0.000463774 | Time: 2380.63 ms
[2020-12-21 02:26:56	                main:574]	:	INFO	:	Epoch 654 | loss: 0.000442424 | val_loss: 0.000457222 | Time: 2333.11 ms
[2020-12-21 02:26:58	                main:574]	:	INFO	:	Epoch 655 | loss: 0.000438745 | val_loss: 0.000454404 | Time: 2338.07 ms
[2020-12-21 02:27:01	                main:574]	:	INFO	:	Epoch 656 | loss: 0.000496579 | val_loss: 0.000492191 | Time: 2374.03 ms
[2020-12-21 02:27:03	                main:574]	:	INFO	:	Epoch 657 | loss: 0.00046301 | val_loss: 0.000484265 | Time: 2367.8 ms
[2020-12-21 02:27:05	                main:574]	:	INFO	:	Epoch 658 | loss: 0.000452439 | val_loss: 0.000454941 | Time: 2302 ms
[2020-12-21 02:27:08	                main:574]	:	INFO	:	Epoch 659 | loss: 0.000437954 | val_loss: 0.000457856 | Time: 2357.12 ms
[2020-12-21 02:27:10	                main:574]	:	INFO	:	Epoch 660 | loss: 0.000440032 | val_loss: 0.000457895 | Time: 2371.36 ms
[2020-12-21 02:27:13	                main:574]	:	INFO	:	Epoch 661 | loss: 0.000524507 | val_loss: 0.000487817 | Time: 2374.25 ms
[2020-12-21 02:27:15	                main:574]	:	INFO	:	Epoch 662 | loss: 0.000536828 | val_loss: 0.000518195 | Time: 2425.08 ms
[2020-12-21 02:27:18	                main:574]	:	INFO	:	Epoch 663 | loss: 0.000467571 | val_loss: 0.000456702 | Time: 2485.76 ms
[2020-12-21 02:27:20	                main:574]	:	INFO	:	Epoch 664 | loss: 0.000437066 | val_loss: 0.000445657 | Time: 2285.07 ms
[2020-12-21 02:27:22	                main:574]	:	INFO	:	Epoch 665 | loss: 0.000428383 | val_loss: 0.000444028 | Time: 2422.07 ms
[2020-12-21 02:27:25	                main:574]	:	INFO	:	Epoch 666 | loss: 0.00045574 | val_loss: 0.000524581 | Time: 2399.59 ms
[2020-12-21 02:27:27	                main:574]	:	INFO	:	Epoch 667 | loss: 0.00045264 | val_loss: 0.000445651 | Time: 2505.09 ms
[2020-12-21 02:27:30	                main:574]	:	INFO	:	Epoch 668 | loss: 0.000431397 | val_loss: 0.000443219 | Time: 2421.95 ms
[2020-12-21 02:27:32	                main:574]	:	INFO	:	Epoch 669 | loss: 0.000428568 | val_loss: 0.000453559 | Time: 2463.75 ms
[2020-12-21 02:27:35	                main:574]	:	INFO	:	Epoch 670 | loss: 0.000660095 | val_loss: 0.000534854 | Time: 2369.24 ms
[2020-12-21 02:27:37	                main:574]	:	INFO	:	Epoch 671 | loss: 0.000489472 | val_loss: 0.000472525 | Time: 2440.79 ms
[2020-12-21 02:27:40	                main:574]	:	INFO	:	Epoch 672 | loss: 0.000439622 | val_loss: 0.000444244 | Time: 2450.31 ms
[2020-12-21 02:27:42	                main:574]	:	INFO	:	Epoch 673 | loss: 0.000428854 | val_loss: 0.000440799 | Time: 2302.25 ms
[2020-12-21 02:27:44	                main:574]	:	INFO	:	Epoch 674 | loss: 0.000429265 | val_loss: 0.000474112 | Time: 2325.43 ms
[2020-12-21 02:27:47	                main:574]	:	INFO	:	Epoch 675 | loss: 0.000501248 | val_loss: 0.000472492 | Time: 2411.16 ms
[2020-12-21 02:27:49	                main:574]	:	INFO	:	Epoch 676 | loss: 0.000438259 | val_loss: 0.000444308 | Time: 2347.85 ms
[2020-12-21 02:27:51	                main:574]	:	INFO	:	Epoch 677 | loss: 0.000426116 | val_loss: 0.000440972 | Time: 2358.23 ms
[2020-12-21 02:27:54	                main:574]	:	INFO	:	Epoch 678 | loss: 0.000424865 | val_loss: 0.00044003 | Time: 2305.98 ms
[2020-12-21 02:27:56	                main:574]	:	INFO	:	Epoch 679 | loss: 0.000440211 | val_loss: 0.000479495 | Time: 2419.13 ms
[2020-12-21 02:27:59	                main:574]	:	INFO	:	Epoch 680 | loss: 0.00044952 | val_loss: 0.000450108 | Time: 2351.48 ms
[2020-12-21 02:28:01	                main:574]	:	INFO	:	Epoch 681 | loss: 0.000426999 | val_loss: 0.000439879 | Time: 2332.14 ms
[2020-12-21 02:28:03	                main:574]	:	INFO	:	Epoch 682 | loss: 0.000424662 | val_loss: 0.000452341 | Time: 2297.5 ms
[2020-12-21 02:28:06	                main:574]	:	INFO	:	Epoch 683 | loss: 0.000488129 | val_loss: 0.000481686 | Time: 2306.18 ms
[2020-12-21 02:28:08	                main:574]	:	INFO	:	Epoch 684 | loss: 0.00044177 | val_loss: 0.000445221 | Time: 2289.51 ms
[2020-12-21 02:28:10	                main:574]	:	INFO	:	Epoch 685 | loss: 0.000428011 | val_loss: 0.000451783 | Time: 2300.27 ms
[2020-12-21 02:28:12	                main:574]	:	INFO	:	Epoch 686 | loss: 0.000481824 | val_loss: 0.000466692 | Time: 2157.33 ms
[2020-12-21 02:28:15	                main:574]	:	INFO	:	Epoch 687 | loss: 0.000440764 | val_loss: 0.000451187 | Time: 2243.41 ms
[2020-12-21 02:28:17	                main:574]	:	INFO	:	Epoch 688 | loss: 0.000425607 | val_loss: 0.000437128 | Time: 2209.37 ms
[2020-12-21 02:28:19	                main:574]	:	INFO	:	Epoch 689 | loss: 0.000422491 | val_loss: 0.000452987 | Time: 2217.75 ms
[2020-12-21 02:28:21	                main:574]	:	INFO	:	Epoch 690 | loss: 0.000515105 | val_loss: 0.000482228 | Time: 2280.67 ms
[2020-12-21 02:28:24	                main:574]	:	INFO	:	Epoch 691 | loss: 0.000440791 | val_loss: 0.000442485 | Time: 2279.67 ms
[2020-12-21 02:28:26	                main:574]	:	INFO	:	Epoch 692 | loss: 0.000443827 | val_loss: 0.000524862 | Time: 2293.18 ms
[2020-12-21 02:28:28	                main:574]	:	INFO	:	Epoch 693 | loss: 0.000473041 | val_loss: 0.000455109 | Time: 2323.68 ms
[2020-12-21 02:28:31	                main:574]	:	INFO	:	Epoch 694 | loss: 0.000444363 | val_loss: 0.000487475 | Time: 2325.45 ms
[2020-12-21 02:28:33	                main:574]	:	INFO	:	Epoch 695 | loss: 0.000449142 | val_loss: 0.000455682 | Time: 2339.5 ms
[2020-12-21 02:28:36	                main:574]	:	INFO	:	Epoch 696 | loss: 0.000425215 | val_loss: 0.000437447 | Time: 2425.89 ms
[2020-12-21 02:28:38	                main:574]	:	INFO	:	Epoch 697 | loss: 0.000421559 | val_loss: 0.000443326 | Time: 2458.63 ms
[2020-12-21 02:28:40	                main:574]	:	INFO	:	Epoch 698 | loss: 0.000460997 | val_loss: 0.000453104 | Time: 2310.11 ms
[2020-12-21 02:28:43	                main:574]	:	INFO	:	Epoch 699 | loss: 0.000517495 | val_loss: 0.000522853 | Time: 2393.28 ms
[2020-12-21 02:28:45	                main:574]	:	INFO	:	Epoch 700 | loss: 0.00045434 | val_loss: 0.000456391 | Time: 2316.67 ms
[2020-12-21 02:28:48	                main:574]	:	INFO	:	Epoch 701 | loss: 0.000427588 | val_loss: 0.000438084 | Time: 2335.38 ms
[2020-12-21 02:28:50	                main:574]	:	INFO	:	Epoch 702 | loss: 0.00042034 | val_loss: 0.000433639 | Time: 2314.36 ms
[2020-12-21 02:28:52	                main:574]	:	INFO	:	Epoch 703 | loss: 0.000437168 | val_loss: 0.000543762 | Time: 2390.02 ms
[2020-12-21 02:28:55	                main:574]	:	INFO	:	Epoch 704 | loss: 0.000489788 | val_loss: 0.000470904 | Time: 2351.52 ms
[2020-12-21 02:28:57	                main:574]	:	INFO	:	Epoch 705 | loss: 0.000432723 | val_loss: 0.000437294 | Time: 2411.87 ms
[2020-12-21 02:29:00	                main:574]	:	INFO	:	Epoch 706 | loss: 0.000419015 | val_loss: 0.000434001 | Time: 2432.76 ms
[2020-12-21 02:29:02	                main:574]	:	INFO	:	Epoch 707 | loss: 0.000420416 | val_loss: 0.000453256 | Time: 2421.01 ms
[2020-12-21 02:29:04	                main:574]	:	INFO	:	Epoch 708 | loss: 0.000592414 | val_loss: 0.000533174 | Time: 2411.8 ms
[2020-12-21 02:29:07	                main:574]	:	INFO	:	Epoch 709 | loss: 0.000462387 | val_loss: 0.000448769 | Time: 2377.67 ms
[2020-12-21 02:29:09	                main:574]	:	INFO	:	Epoch 710 | loss: 0.000425592 | val_loss: 0.000436077 | Time: 2312.07 ms
[2020-12-21 02:29:12	                main:574]	:	INFO	:	Epoch 711 | loss: 0.000417544 | val_loss: 0.000433596 | Time: 2438.33 ms
[2020-12-21 02:29:14	                main:574]	:	INFO	:	Epoch 712 | loss: 0.000460056 | val_loss: 0.000504902 | Time: 2356.29 ms
[2020-12-21 02:29:16	                main:574]	:	INFO	:	Epoch 713 | loss: 0.000441799 | val_loss: 0.000441567 | Time: 2344.54 ms
[2020-12-21 02:29:19	                main:574]	:	INFO	:	Epoch 714 | loss: 0.000423077 | val_loss: 0.000436282 | Time: 2470.93 ms
[2020-12-21 02:29:21	                main:574]	:	INFO	:	Epoch 715 | loss: 0.000417247 | val_loss: 0.00043195 | Time: 2331.09 ms
[2020-12-21 02:29:24	                main:574]	:	INFO	:	Epoch 716 | loss: 0.00041868 | val_loss: 0.000440588 | Time: 2328.54 ms
[2020-12-21 02:29:26	                main:574]	:	INFO	:	Epoch 717 | loss: 0.000483318 | val_loss: 0.000507655 | Time: 2282.97 ms
[2020-12-21 02:29:28	                main:574]	:	INFO	:	Epoch 718 | loss: 0.000449554 | val_loss: 0.000444061 | Time: 2290 ms
[2020-12-21 02:29:31	                main:574]	:	INFO	:	Epoch 719 | loss: 0.000423017 | val_loss: 0.000440177 | Time: 2362.58 ms
[2020-12-21 02:29:33	                main:574]	:	INFO	:	Epoch 720 | loss: 0.000434953 | val_loss: 0.000462736 | Time: 2307.17 ms
[2020-12-21 02:29:35	                main:574]	:	INFO	:	Epoch 721 | loss: 0.00043106 | val_loss: 0.000443163 | Time: 2336.51 ms
[2020-12-21 02:29:38	                main:574]	:	INFO	:	Epoch 722 | loss: 0.000436879 | val_loss: 0.000458774 | Time: 2377.2 ms
[2020-12-21 02:29:40	                main:574]	:	INFO	:	Epoch 723 | loss: 0.000439831 | val_loss: 0.00046987 | Time: 2399.26 ms
[2020-12-21 02:29:43	                main:574]	:	INFO	:	Epoch 724 | loss: 0.000451928 | val_loss: 0.00061326 | Time: 2347.23 ms
[2020-12-21 02:29:45	                main:574]	:	INFO	:	Epoch 725 | loss: 0.000523079 | val_loss: 0.000453149 | Time: 2323.13 ms
[2020-12-21 02:29:47	                main:574]	:	INFO	:	Epoch 726 | loss: 0.000429817 | val_loss: 0.000439248 | Time: 2274.15 ms
[2020-12-21 02:29:50	                main:574]	:	INFO	:	Epoch 727 | loss: 0.000417641 | val_loss: 0.000445385 | Time: 2370.7 ms
[2020-12-21 02:29:52	                main:574]	:	INFO	:	Epoch 728 | loss: 0.000524276 | val_loss: 0.000480194 | Time: 2311.98 ms
[2020-12-21 02:29:54	                main:574]	:	INFO	:	Epoch 729 | loss: 0.000448558 | val_loss: 0.000440121 | Time: 2390.02 ms
[2020-12-21 02:29:57	                main:574]	:	INFO	:	Epoch 730 | loss: 0.000419619 | val_loss: 0.000427995 | Time: 2364.32 ms
[2020-12-21 02:29:59	                main:574]	:	INFO	:	Epoch 731 | loss: 0.000411297 | val_loss: 0.000429112 | Time: 2336.03 ms
[2020-12-21 02:30:01	                main:574]	:	INFO	:	Epoch 732 | loss: 0.000423466 | val_loss: 0.000459073 | Time: 2337.75 ms
[2020-12-21 02:30:04	                main:574]	:	INFO	:	Epoch 733 | loss: 0.000446026 | val_loss: 0.000449748 | Time: 2273.05 ms
[2020-12-21 02:30:06	                main:574]	:	INFO	:	Epoch 734 | loss: 0.000435499 | val_loss: 0.00046549 | Time: 2253.02 ms
[2020-12-21 02:30:08	                main:574]	:	INFO	:	Epoch 735 | loss: 0.000428645 | val_loss: 0.000431726 | Time: 2378.14 ms
[2020-12-21 02:30:11	                main:574]	:	INFO	:	Epoch 736 | loss: 0.000438119 | val_loss: 0.000477637 | Time: 2297.36 ms
[2020-12-21 02:30:13	                main:574]	:	INFO	:	Epoch 737 | loss: 0.000448268 | val_loss: 0.000462284 | Time: 2328.32 ms
[2020-12-21 02:30:16	                main:574]	:	INFO	:	Epoch 738 | loss: 0.000421512 | val_loss: 0.000428309 | Time: 2333.52 ms
[2020-12-21 02:30:18	                main:574]	:	INFO	:	Epoch 739 | loss: 0.000409867 | val_loss: 0.000426613 | Time: 2302.69 ms
[2020-12-21 02:30:20	                main:574]	:	INFO	:	Epoch 740 | loss: 0.000437335 | val_loss: 0.000544572 | Time: 2430.12 ms
[2020-12-21 02:30:23	                main:574]	:	INFO	:	Epoch 741 | loss: 0.000499778 | val_loss: 0.000452465 | Time: 2252.98 ms
[2020-12-21 02:30:25	                main:574]	:	INFO	:	Epoch 742 | loss: 0.000432873 | val_loss: 0.000431897 | Time: 2288.61 ms
[2020-12-21 02:30:27	                main:574]	:	INFO	:	Epoch 743 | loss: 0.00041997 | val_loss: 0.000431348 | Time: 2385.2 ms
[2020-12-21 02:30:30	                main:574]	:	INFO	:	Epoch 744 | loss: 0.000425145 | val_loss: 0.000465195 | Time: 2301.61 ms
[2020-12-21 02:30:32	                main:574]	:	INFO	:	Epoch 745 | loss: 0.000432058 | val_loss: 0.000437037 | Time: 2362.79 ms
[2020-12-21 02:30:34	                main:574]	:	INFO	:	Epoch 746 | loss: 0.000480925 | val_loss: 0.000516416 | Time: 2340.44 ms
[2020-12-21 02:30:37	                main:574]	:	INFO	:	Epoch 747 | loss: 0.000453842 | val_loss: 0.000431681 | Time: 2367.76 ms
[2020-12-21 02:30:39	                main:574]	:	INFO	:	Epoch 748 | loss: 0.000412918 | val_loss: 0.000427023 | Time: 2269.27 ms
[2020-12-21 02:30:42	                main:574]	:	INFO	:	Epoch 749 | loss: 0.000410448 | val_loss: 0.000423101 | Time: 2344.78 ms
[2020-12-21 02:30:44	                main:574]	:	INFO	:	Epoch 750 | loss: 0.000411487 | val_loss: 0.000436063 | Time: 2295.04 ms
[2020-12-21 02:30:46	                main:574]	:	INFO	:	Epoch 751 | loss: 0.000563246 | val_loss: 0.000562303 | Time: 2261.16 ms
[2020-12-21 02:30:48	                main:574]	:	INFO	:	Epoch 752 | loss: 0.000480217 | val_loss: 0.000458326 | Time: 2316.65 ms
[2020-12-21 02:30:51	                main:574]	:	INFO	:	Epoch 753 | loss: 0.000429416 | val_loss: 0.000432969 | Time: 2290.8 ms
[2020-12-21 02:30:53	                main:574]	:	INFO	:	Epoch 754 | loss: 0.000414268 | val_loss: 0.000427165 | Time: 2265.6 ms
[2020-12-21 02:30:55	                main:574]	:	INFO	:	Epoch 755 | loss: 0.000411028 | val_loss: 0.000436561 | Time: 2269.73 ms
[2020-12-21 02:30:58	                main:574]	:	INFO	:	Epoch 756 | loss: 0.000463857 | val_loss: 0.000454448 | Time: 2288.37 ms
[2020-12-21 02:31:00	                main:574]	:	INFO	:	Epoch 757 | loss: 0.000426812 | val_loss: 0.000444141 | Time: 2306.18 ms
[2020-12-21 02:31:02	                main:574]	:	INFO	:	Epoch 758 | loss: 0.000428495 | val_loss: 0.000449215 | Time: 2317.64 ms
[2020-12-21 02:31:05	                main:574]	:	INFO	:	Epoch 759 | loss: 0.000423332 | val_loss: 0.000430274 | Time: 2398.86 ms
[2020-12-21 02:31:07	                main:574]	:	INFO	:	Epoch 760 | loss: 0.000410499 | val_loss: 0.000426714 | Time: 2282.31 ms
[2020-12-21 02:31:09	                main:574]	:	INFO	:	Epoch 761 | loss: 0.000492158 | val_loss: 0.000545477 | Time: 2272.88 ms
[2020-12-21 02:31:12	                main:574]	:	INFO	:	Epoch 762 | loss: 0.000449773 | val_loss: 0.000444577 | Time: 2336.44 ms
[2020-12-21 02:31:14	                main:574]	:	INFO	:	Epoch 763 | loss: 0.000419086 | val_loss: 0.000428708 | Time: 2283.28 ms
[2020-12-21 02:31:16	                main:574]	:	INFO	:	Epoch 764 | loss: 0.000414449 | val_loss: 0.000431743 | Time: 2326.5 ms
[2020-12-21 02:31:19	                main:574]	:	INFO	:	Epoch 765 | loss: 0.000413251 | val_loss: 0.000450201 | Time: 2375.81 ms
[2020-12-21 02:31:21	                main:574]	:	INFO	:	Epoch 766 | loss: 0.000477918 | val_loss: 0.000445467 | Time: 2330.57 ms
[2020-12-21 02:31:24	                main:574]	:	INFO	:	Epoch 767 | loss: 0.000426687 | val_loss: 0.000441175 | Time: 2362.25 ms
[2020-12-21 02:31:26	                main:574]	:	INFO	:	Epoch 768 | loss: 0.000439567 | val_loss: 0.000453528 | Time: 2404.54 ms
[2020-12-21 02:31:28	                main:574]	:	INFO	:	Epoch 769 | loss: 0.000417572 | val_loss: 0.000424494 | Time: 2422.63 ms
[2020-12-21 02:31:31	                main:574]	:	INFO	:	Epoch 770 | loss: 0.000415723 | val_loss: 0.000451332 | Time: 2373.51 ms
[2020-12-21 02:31:33	                main:574]	:	INFO	:	Epoch 771 | loss: 0.000438906 | val_loss: 0.000448535 | Time: 2428.04 ms
[2020-12-21 02:31:36	                main:574]	:	INFO	:	Epoch 772 | loss: 0.000498303 | val_loss: 0.000506713 | Time: 2336.31 ms
[2020-12-21 02:31:38	                main:574]	:	INFO	:	Epoch 773 | loss: 0.000453995 | val_loss: 0.000434982 | Time: 2417.34 ms
[2020-12-21 02:31:40	                main:574]	:	INFO	:	Epoch 774 | loss: 0.000414736 | val_loss: 0.000425043 | Time: 2393.15 ms
[2020-12-21 02:31:43	                main:574]	:	INFO	:	Epoch 775 | loss: 0.000409179 | val_loss: 0.000445653 | Time: 2292.53 ms
[2020-12-21 02:31:45	                main:574]	:	INFO	:	Epoch 776 | loss: 0.000492986 | val_loss: 0.000442565 | Time: 2315.92 ms
[2020-12-21 02:31:48	                main:574]	:	INFO	:	Epoch 777 | loss: 0.000423237 | val_loss: 0.000429058 | Time: 2401.76 ms
[2020-12-21 02:31:50	                main:574]	:	INFO	:	Epoch 778 | loss: 0.000421285 | val_loss: 0.000462689 | Time: 2363.57 ms
[2020-12-21 02:31:52	                main:574]	:	INFO	:	Epoch 779 | loss: 0.000454227 | val_loss: 0.000446513 | Time: 2396.13 ms
[2020-12-21 02:31:55	                main:574]	:	INFO	:	Epoch 780 | loss: 0.000420752 | val_loss: 0.00042624 | Time: 2387.71 ms
[2020-12-21 02:31:57	                main:574]	:	INFO	:	Epoch 781 | loss: 0.000407822 | val_loss: 0.000425006 | Time: 2375.71 ms
[2020-12-21 02:32:00	                main:574]	:	INFO	:	Epoch 782 | loss: 0.000418226 | val_loss: 0.000444647 | Time: 2402.55 ms
[2020-12-21 02:32:02	                main:574]	:	INFO	:	Epoch 783 | loss: 0.000433692 | val_loss: 0.000422147 | Time: 2399.7 ms
[2020-12-21 02:32:04	                main:574]	:	INFO	:	Epoch 784 | loss: 0.000430554 | val_loss: 0.000552912 | Time: 2300.85 ms
[2020-12-21 02:32:07	                main:574]	:	INFO	:	Epoch 785 | loss: 0.000475902 | val_loss: 0.000462533 | Time: 2372.83 ms
[2020-12-21 02:32:09	                main:574]	:	INFO	:	Epoch 786 | loss: 0.000423541 | val_loss: 0.000437473 | Time: 2341.29 ms
[2020-12-21 02:32:12	                main:574]	:	INFO	:	Epoch 787 | loss: 0.000431682 | val_loss: 0.000433233 | Time: 2365.44 ms
[2020-12-21 02:32:14	                main:574]	:	INFO	:	Epoch 788 | loss: 0.000434829 | val_loss: 0.000706071 | Time: 2459.27 ms
[2020-12-21 02:32:17	                main:574]	:	INFO	:	Epoch 789 | loss: 0.000579203 | val_loss: 0.000553559 | Time: 2490.99 ms
[2020-12-21 02:32:19	                main:574]	:	INFO	:	Epoch 790 | loss: 0.000488169 | val_loss: 0.000451162 | Time: 2289.66 ms
[2020-12-21 02:32:21	                main:574]	:	INFO	:	Epoch 791 | loss: 0.00041658 | val_loss: 0.000423139 | Time: 2346.16 ms
[2020-12-21 02:32:24	                main:574]	:	INFO	:	Epoch 792 | loss: 0.00040549 | val_loss: 0.000422762 | Time: 2295.97 ms
[2020-12-21 02:32:26	                main:574]	:	INFO	:	Epoch 793 | loss: 0.00050416 | val_loss: 0.000436967 | Time: 2380.06 ms
[2020-12-21 02:32:28	                main:574]	:	INFO	:	Epoch 794 | loss: 0.000429059 | val_loss: 0.000427883 | Time: 2411.57 ms
[2020-12-21 02:32:31	                main:574]	:	INFO	:	Epoch 795 | loss: 0.000411175 | val_loss: 0.000423447 | Time: 2359.6 ms
[2020-12-21 02:32:33	                main:574]	:	INFO	:	Epoch 796 | loss: 0.00041298 | val_loss: 0.0004537 | Time: 2369.27 ms
[2020-12-21 02:32:36	                main:574]	:	INFO	:	Epoch 797 | loss: 0.000424586 | val_loss: 0.000425305 | Time: 2289.86 ms
[2020-12-21 02:32:38	                main:574]	:	INFO	:	Epoch 798 | loss: 0.000423421 | val_loss: 0.00042646 | Time: 2540.32 ms
[2020-12-21 02:32:41	                main:574]	:	INFO	:	Epoch 799 | loss: 0.000413105 | val_loss: 0.000437571 | Time: 2438.63 ms
[2020-12-21 02:32:43	                main:574]	:	INFO	:	Epoch 800 | loss: 0.000428999 | val_loss: 0.00042709 | Time: 2436.59 ms
[2020-12-21 02:32:46	                main:574]	:	INFO	:	Epoch 801 | loss: 0.000408527 | val_loss: 0.000422747 | Time: 2585.91 ms
[2020-12-21 02:32:48	                main:574]	:	INFO	:	Epoch 802 | loss: 0.000409934 | val_loss: 0.000448394 | Time: 2385.5 ms
[2020-12-21 02:32:51	                main:574]	:	INFO	:	Epoch 803 | loss: 0.000430199 | val_loss: 0.000460523 | Time: 2368.74 ms
[2020-12-21 02:32:53	                main:574]	:	INFO	:	Epoch 804 | loss: 0.000467964 | val_loss: 0.000452398 | Time: 2402.53 ms
[2020-12-21 02:32:55	                main:574]	:	INFO	:	Epoch 805 | loss: 0.00041947 | val_loss: 0.000422233 | Time: 2362.87 ms
[2020-12-21 02:32:58	                main:574]	:	INFO	:	Epoch 806 | loss: 0.000409636 | val_loss: 0.000432133 | Time: 2346.95 ms
[2020-12-21 02:33:00	                main:574]	:	INFO	:	Epoch 807 | loss: 0.000411207 | val_loss: 0.000422913 | Time: 2535.62 ms
[2020-12-21 02:33:03	                main:574]	:	INFO	:	Epoch 808 | loss: 0.000421414 | val_loss: 0.000504568 | Time: 2535.48 ms
[2020-12-21 02:33:05	                main:574]	:	INFO	:	Epoch 809 | loss: 0.000479938 | val_loss: 0.000451164 | Time: 2415.29 ms
[2020-12-21 02:33:08	                main:574]	:	INFO	:	Epoch 810 | loss: 0.000428451 | val_loss: 0.000434644 | Time: 2509.67 ms
[2020-12-21 02:33:10	                main:574]	:	INFO	:	Epoch 811 | loss: 0.000407175 | val_loss: 0.000419895 | Time: 2423.22 ms
[2020-12-21 02:33:13	                main:574]	:	INFO	:	Epoch 812 | loss: 0.000405556 | val_loss: 0.000426642 | Time: 2356.09 ms
[2020-12-21 02:33:15	                main:574]	:	INFO	:	Epoch 813 | loss: 0.000488305 | val_loss: 0.000502482 | Time: 2436.85 ms
[2020-12-21 02:33:18	                main:574]	:	INFO	:	Epoch 814 | loss: 0.000435884 | val_loss: 0.000434382 | Time: 2426.31 ms
[2020-12-21 02:33:20	                main:574]	:	INFO	:	Epoch 815 | loss: 0.000415678 | val_loss: 0.000426052 | Time: 2409.26 ms
[2020-12-21 02:33:23	                main:574]	:	INFO	:	Epoch 816 | loss: 0.000409054 | val_loss: 0.0004713 | Time: 2542.46 ms
[2020-12-21 02:33:25	                main:574]	:	INFO	:	Epoch 817 | loss: 0.000516663 | val_loss: 0.000451055 | Time: 2558.44 ms
[2020-12-21 02:33:28	                main:574]	:	INFO	:	Epoch 818 | loss: 0.000460502 | val_loss: 0.000469791 | Time: 2456.4 ms
[2020-12-21 02:33:30	                main:574]	:	INFO	:	Epoch 819 | loss: 0.000422171 | val_loss: 0.000423727 | Time: 2456.25 ms
[2020-12-21 02:33:33	                main:574]	:	INFO	:	Epoch 820 | loss: 0.000408301 | val_loss: 0.000423172 | Time: 2424.47 ms
[2020-12-21 02:33:35	                main:574]	:	INFO	:	Epoch 821 | loss: 0.000441557 | val_loss: 0.000423431 | Time: 2428.68 ms
[2020-12-21 02:33:38	                main:574]	:	INFO	:	Epoch 822 | loss: 0.000413039 | val_loss: 0.000418289 | Time: 2493.02 ms
[2020-12-21 02:33:40	                main:574]	:	INFO	:	Epoch 823 | loss: 0.000413347 | val_loss: 0.000426329 | Time: 2455.9 ms
[2020-12-21 02:33:43	                main:574]	:	INFO	:	Epoch 824 | loss: 0.000404171 | val_loss: 0.000416022 | Time: 2358.09 ms
[2020-12-21 02:33:45	                main:574]	:	INFO	:	Epoch 825 | loss: 0.000405284 | val_loss: 0.000441582 | Time: 2384.32 ms
[2020-12-21 02:33:47	                main:574]	:	INFO	:	Epoch 826 | loss: 0.000480672 | val_loss: 0.000435321 | Time: 2401.02 ms
[2020-12-21 02:33:50	                main:574]	:	INFO	:	Epoch 827 | loss: 0.00042702 | val_loss: 0.000433241 | Time: 2409.31 ms
[2020-12-21 02:33:52	                main:574]	:	INFO	:	Epoch 828 | loss: 0.00041424 | val_loss: 0.000426215 | Time: 2591.43 ms
[2020-12-21 02:33:55	                main:574]	:	INFO	:	Epoch 829 | loss: 0.000404755 | val_loss: 0.000445969 | Time: 2543.56 ms
[2020-12-21 02:33:57	                main:574]	:	INFO	:	Epoch 830 | loss: 0.000489755 | val_loss: 0.00043761 | Time: 2457.68 ms
[2020-12-21 02:34:00	                main:574]	:	INFO	:	Epoch 831 | loss: 0.000417015 | val_loss: 0.000420219 | Time: 2518.65 ms
[2020-12-21 02:34:03	                main:574]	:	INFO	:	Epoch 832 | loss: 0.00041052 | val_loss: 0.000429283 | Time: 2427.21 ms
[2020-12-21 02:34:05	                main:574]	:	INFO	:	Epoch 833 | loss: 0.000418519 | val_loss: 0.00049261 | Time: 2481.93 ms
[2020-12-21 02:34:08	                main:574]	:	INFO	:	Epoch 834 | loss: 0.000440148 | val_loss: 0.000424532 | Time: 2550.35 ms
[2020-12-21 02:34:10	                main:574]	:	INFO	:	Epoch 835 | loss: 0.000404301 | val_loss: 0.000417515 | Time: 2456.87 ms
[2020-12-21 02:34:13	                main:574]	:	INFO	:	Epoch 836 | loss: 0.000446022 | val_loss: 0.000533135 | Time: 2464.66 ms
[2020-12-21 02:34:15	                main:574]	:	INFO	:	Epoch 837 | loss: 0.000432442 | val_loss: 0.000430737 | Time: 2671.26 ms
[2020-12-21 02:34:18	                main:574]	:	INFO	:	Epoch 838 | loss: 0.000435851 | val_loss: 0.0004277 | Time: 2456.17 ms
[2020-12-21 02:34:20	                main:574]	:	INFO	:	Epoch 839 | loss: 0.00041092 | val_loss: 0.000436826 | Time: 2536.62 ms
[2020-12-21 02:34:23	                main:574]	:	INFO	:	Epoch 840 | loss: 0.00041481 | val_loss: 0.000420366 | Time: 2520.84 ms
[2020-12-21 02:34:25	                main:574]	:	INFO	:	Epoch 841 | loss: 0.000403771 | val_loss: 0.000432712 | Time: 2460.86 ms
[2020-12-21 02:34:28	                main:574]	:	INFO	:	Epoch 842 | loss: 0.000448291 | val_loss: 0.00048222 | Time: 2548.95 ms
[2020-12-21 02:34:30	                main:574]	:	INFO	:	Epoch 843 | loss: 0.000430462 | val_loss: 0.000429304 | Time: 2484.57 ms
[2020-12-21 02:34:33	                main:574]	:	INFO	:	Epoch 844 | loss: 0.000445886 | val_loss: 0.000466593 | Time: 2488.32 ms
[2020-12-21 02:34:35	                main:574]	:	INFO	:	Epoch 845 | loss: 0.000423425 | val_loss: 0.000427761 | Time: 2481.52 ms
[2020-12-21 02:34:38	                main:574]	:	INFO	:	Epoch 846 | loss: 0.000419053 | val_loss: 0.000420961 | Time: 2445.37 ms
[2020-12-21 02:34:40	                main:574]	:	INFO	:	Epoch 847 | loss: 0.000403072 | val_loss: 0.000435843 | Time: 2453.43 ms
[2020-12-21 02:34:43	                main:574]	:	INFO	:	Epoch 848 | loss: 0.000427458 | val_loss: 0.000423414 | Time: 2495.81 ms
[2020-12-21 02:34:46	                main:574]	:	INFO	:	Epoch 849 | loss: 0.000412323 | val_loss: 0.000420874 | Time: 2474.1 ms
[2020-12-21 02:34:48	                main:574]	:	INFO	:	Epoch 850 | loss: 0.000406188 | val_loss: 0.000415239 | Time: 2430.62 ms
[2020-12-21 02:34:50	                main:574]	:	INFO	:	Epoch 851 | loss: 0.000406303 | val_loss: 0.000487847 | Time: 2411.03 ms
[2020-12-21 02:34:53	                main:574]	:	INFO	:	Epoch 852 | loss: 0.000598055 | val_loss: 0.000540922 | Time: 2399.37 ms
[2020-12-21 02:34:55	                main:574]	:	INFO	:	Epoch 853 | loss: 0.000473243 | val_loss: 0.000451081 | Time: 2433.81 ms
[2020-12-21 02:34:58	                main:574]	:	INFO	:	Epoch 854 | loss: 0.000410954 | val_loss: 0.000417936 | Time: 2386.22 ms
[2020-12-21 02:35:00	                main:574]	:	INFO	:	Epoch 855 | loss: 0.000398937 | val_loss: 0.000412786 | Time: 2498.62 ms
[2020-12-21 02:35:03	                main:574]	:	INFO	:	Epoch 856 | loss: 0.000396568 | val_loss: 0.000413274 | Time: 2434.64 ms
[2020-12-21 02:35:05	                main:574]	:	INFO	:	Epoch 857 | loss: 0.000399849 | val_loss: 0.000428637 | Time: 2557.34 ms
[2020-12-21 02:35:08	                main:574]	:	INFO	:	Epoch 858 | loss: 0.000439019 | val_loss: 0.000453069 | Time: 2397.76 ms
[2020-12-21 02:35:10	                main:574]	:	INFO	:	Epoch 859 | loss: 0.000456422 | val_loss: 0.000457228 | Time: 2521 ms
[2020-12-21 02:35:13	                main:574]	:	INFO	:	Epoch 860 | loss: 0.000412103 | val_loss: 0.000415992 | Time: 2484.89 ms
[2020-12-21 02:35:15	                main:574]	:	INFO	:	Epoch 861 | loss: 0.000398817 | val_loss: 0.000417057 | Time: 2478.22 ms
[2020-12-21 02:35:18	                main:574]	:	INFO	:	Epoch 862 | loss: 0.000426625 | val_loss: 0.00043545 | Time: 2520.44 ms
[2020-12-21 02:35:20	                main:574]	:	INFO	:	Epoch 863 | loss: 0.000412489 | val_loss: 0.000428059 | Time: 2531.98 ms
[2020-12-21 02:35:23	                main:574]	:	INFO	:	Epoch 864 | loss: 0.000433845 | val_loss: 0.000523239 | Time: 2568.83 ms
[2020-12-21 02:35:26	                main:574]	:	INFO	:	Epoch 865 | loss: 0.000449033 | val_loss: 0.000429722 | Time: 2504.55 ms
[2020-12-21 02:35:28	                main:574]	:	INFO	:	Epoch 866 | loss: 0.000405731 | val_loss: 0.000415787 | Time: 2571.89 ms
[2020-12-21 02:35:31	                main:574]	:	INFO	:	Epoch 867 | loss: 0.000407999 | val_loss: 0.000494786 | Time: 2381.77 ms
[2020-12-21 02:35:33	                main:574]	:	INFO	:	Epoch 868 | loss: 0.000510835 | val_loss: 0.000448685 | Time: 2569.29 ms
[2020-12-21 02:35:36	                main:574]	:	INFO	:	Epoch 869 | loss: 0.000416028 | val_loss: 0.000424335 | Time: 2526.56 ms
[2020-12-21 02:35:38	                main:574]	:	INFO	:	Epoch 870 | loss: 0.000401224 | val_loss: 0.000411643 | Time: 2551.37 ms
[2020-12-21 02:35:41	                main:574]	:	INFO	:	Epoch 871 | loss: 0.00040223 | val_loss: 0.000430791 | Time: 2507.8 ms
[2020-12-21 02:35:43	                main:574]	:	INFO	:	Epoch 872 | loss: 0.000450676 | val_loss: 0.000446581 | Time: 2624.08 ms
[2020-12-21 02:35:46	                main:574]	:	INFO	:	Epoch 873 | loss: 0.000410251 | val_loss: 0.000416186 | Time: 2472.72 ms
[2020-12-21 02:35:49	                main:574]	:	INFO	:	Epoch 874 | loss: 0.000419833 | val_loss: 0.000439161 | Time: 2557.63 ms
[2020-12-21 02:35:51	                main:574]	:	INFO	:	Epoch 875 | loss: 0.000408659 | val_loss: 0.000420298 | Time: 2500.61 ms
[2020-12-21 02:35:54	                main:574]	:	INFO	:	Epoch 876 | loss: 0.000402587 | val_loss: 0.000428038 | Time: 2537.41 ms
[2020-12-21 02:35:56	                main:574]	:	INFO	:	Epoch 877 | loss: 0.0004393 | val_loss: 0.000431195 | Time: 2513.84 ms
[2020-12-21 02:35:59	                main:574]	:	INFO	:	Epoch 878 | loss: 0.000412032 | val_loss: 0.000421214 | Time: 2554.17 ms
[2020-12-21 02:36:01	                main:574]	:	INFO	:	Epoch 879 | loss: 0.000497554 | val_loss: 0.000533835 | Time: 2549.3 ms
[2020-12-21 02:36:04	                main:574]	:	INFO	:	Epoch 880 | loss: 0.000469228 | val_loss: 0.000441359 | Time: 2576.69 ms
[2020-12-21 02:36:07	                main:574]	:	INFO	:	Epoch 881 | loss: 0.000410582 | val_loss: 0.000419196 | Time: 2523.43 ms
[2020-12-21 02:36:09	                main:574]	:	INFO	:	Epoch 882 | loss: 0.000404891 | val_loss: 0.000433323 | Time: 2579.24 ms
[2020-12-21 02:36:12	                main:574]	:	INFO	:	Epoch 883 | loss: 0.000416829 | val_loss: 0.000431062 | Time: 2518.2 ms
[2020-12-21 02:36:14	                main:574]	:	INFO	:	Epoch 884 | loss: 0.000403352 | val_loss: 0.00041645 | Time: 2560.33 ms
[2020-12-21 02:36:17	                main:574]	:	INFO	:	Epoch 885 | loss: 0.000401841 | val_loss: 0.000420605 | Time: 2472.86 ms
[2020-12-21 02:36:19	                main:574]	:	INFO	:	Epoch 886 | loss: 0.000455837 | val_loss: 0.000432202 | Time: 2555.19 ms
[2020-12-21 02:36:22	                main:574]	:	INFO	:	Epoch 887 | loss: 0.000414658 | val_loss: 0.000420192 | Time: 2567.46 ms
[2020-12-21 02:36:25	                main:574]	:	INFO	:	Epoch 888 | loss: 0.000410834 | val_loss: 0.000425906 | Time: 2577.62 ms
[2020-12-21 02:36:27	                main:574]	:	INFO	:	Epoch 889 | loss: 0.00040222 | val_loss: 0.000424115 | Time: 2445.17 ms
[2020-12-21 02:36:30	                main:574]	:	INFO	:	Epoch 890 | loss: 0.000407339 | val_loss: 0.000439662 | Time: 2541.87 ms
[2020-12-21 02:36:32	                main:574]	:	INFO	:	Epoch 891 | loss: 0.00042642 | val_loss: 0.000426388 | Time: 2491.99 ms
[2020-12-21 02:36:35	                main:574]	:	INFO	:	Epoch 892 | loss: 0.000413624 | val_loss: 0.000506296 | Time: 2422.23 ms
[2020-12-21 02:36:37	                main:574]	:	INFO	:	Epoch 893 | loss: 0.000450411 | val_loss: 0.000427141 | Time: 2518.86 ms
[2020-12-21 02:36:40	                main:574]	:	INFO	:	Epoch 894 | loss: 0.000407665 | val_loss: 0.00043287 | Time: 2400.83 ms
[2020-12-21 02:36:42	                main:574]	:	INFO	:	Epoch 895 | loss: 0.000460104 | val_loss: 0.000458755 | Time: 2489.9 ms
[2020-12-21 02:36:45	                main:574]	:	INFO	:	Epoch 896 | loss: 0.000409033 | val_loss: 0.000415325 | Time: 2434.38 ms
[2020-12-21 02:36:47	                main:574]	:	INFO	:	Epoch 897 | loss: 0.000396951 | val_loss: 0.000412231 | Time: 2373.05 ms
[2020-12-21 02:36:50	                main:574]	:	INFO	:	Epoch 898 | loss: 0.000419146 | val_loss: 0.000423878 | Time: 2548.68 ms
[2020-12-21 02:36:52	                main:574]	:	INFO	:	Epoch 899 | loss: 0.000454744 | val_loss: 0.000512086 | Time: 2480.3 ms
[2020-12-21 02:36:55	                main:574]	:	INFO	:	Epoch 900 | loss: 0.000440822 | val_loss: 0.000417068 | Time: 2590.74 ms
[2020-12-21 02:36:57	                main:574]	:	INFO	:	Epoch 901 | loss: 0.000416227 | val_loss: 0.000463027 | Time: 2600.61 ms
[2020-12-21 02:37:00	                main:574]	:	INFO	:	Epoch 902 | loss: 0.00041501 | val_loss: 0.000410669 | Time: 2474 ms
[2020-12-21 02:37:02	                main:574]	:	INFO	:	Epoch 903 | loss: 0.000397596 | val_loss: 0.000412394 | Time: 2473.41 ms
[2020-12-21 02:37:05	                main:574]	:	INFO	:	Epoch 904 | loss: 0.000394366 | val_loss: 0.000410287 | Time: 2397.91 ms
[2020-12-21 02:37:07	                main:574]	:	INFO	:	Epoch 905 | loss: 0.000437912 | val_loss: 0.000595647 | Time: 2463.97 ms
[2020-12-21 02:37:10	                main:574]	:	INFO	:	Epoch 906 | loss: 0.000501911 | val_loss: 0.000510068 | Time: 2474.41 ms
[2020-12-21 02:37:12	                main:574]	:	INFO	:	Epoch 907 | loss: 0.000443375 | val_loss: 0.000431255 | Time: 2407.36 ms
[2020-12-21 02:37:15	                main:574]	:	INFO	:	Epoch 908 | loss: 0.000402916 | val_loss: 0.000411952 | Time: 2468.06 ms
[2020-12-21 02:37:17	                main:574]	:	INFO	:	Epoch 909 | loss: 0.000395141 | val_loss: 0.0004108 | Time: 2453.53 ms
[2020-12-21 02:37:20	                main:574]	:	INFO	:	Epoch 910 | loss: 0.000409379 | val_loss: 0.000495914 | Time: 2449.08 ms
[2020-12-21 02:37:22	                main:574]	:	INFO	:	Epoch 911 | loss: 0.00042525 | val_loss: 0.000419676 | Time: 2537.23 ms
[2020-12-21 02:37:25	                main:574]	:	INFO	:	Epoch 912 | loss: 0.000398772 | val_loss: 0.000414311 | Time: 2455.8 ms
[2020-12-21 02:37:27	                main:574]	:	INFO	:	Epoch 913 | loss: 0.00044471 | val_loss: 0.000522735 | Time: 2398.39 ms
[2020-12-21 02:37:30	                main:574]	:	INFO	:	Epoch 914 | loss: 0.000436775 | val_loss: 0.000420547 | Time: 2380.85 ms
[2020-12-21 02:37:32	                main:574]	:	INFO	:	Epoch 915 | loss: 0.000400369 | val_loss: 0.000410785 | Time: 2365 ms
[2020-12-21 02:37:35	                main:574]	:	INFO	:	Epoch 916 | loss: 0.000399578 | val_loss: 0.000441939 | Time: 2435.89 ms
[2020-12-21 02:37:37	                main:574]	:	INFO	:	Epoch 917 | loss: 0.000414002 | val_loss: 0.000407246 | Time: 2419.99 ms
[2020-12-21 02:37:39	                main:574]	:	INFO	:	Epoch 918 | loss: 0.000392934 | val_loss: 0.00041324 | Time: 2350.71 ms
[2020-12-21 02:37:42	                main:574]	:	INFO	:	Epoch 919 | loss: 0.000425939 | val_loss: 0.000523233 | Time: 2346.87 ms
[2020-12-21 02:37:44	                main:574]	:	INFO	:	Epoch 920 | loss: 0.000428369 | val_loss: 0.000422614 | Time: 2318.59 ms
[2020-12-21 02:37:46	                main:574]	:	INFO	:	Epoch 921 | loss: 0.000398927 | val_loss: 0.000410462 | Time: 2270.78 ms
[2020-12-21 02:37:49	                main:574]	:	INFO	:	Epoch 922 | loss: 0.000404176 | val_loss: 0.000521849 | Time: 2271.57 ms
[2020-12-21 02:37:51	                main:574]	:	INFO	:	Epoch 923 | loss: 0.000519551 | val_loss: 0.00047427 | Time: 2399.08 ms
[2020-12-21 02:37:53	                main:574]	:	INFO	:	Epoch 924 | loss: 0.000429395 | val_loss: 0.00041928 | Time: 2377.25 ms
[2020-12-21 02:37:56	                main:574]	:	INFO	:	Epoch 925 | loss: 0.000398512 | val_loss: 0.000408631 | Time: 2356.38 ms
[2020-12-21 02:37:58	                main:574]	:	INFO	:	Epoch 926 | loss: 0.000439878 | val_loss: 0.00055374 | Time: 2420.69 ms
[2020-12-21 02:38:01	                main:574]	:	INFO	:	Epoch 927 | loss: 0.000429418 | val_loss: 0.000417385 | Time: 2492.08 ms
[2020-12-21 02:38:03	                main:574]	:	INFO	:	Epoch 928 | loss: 0.000397735 | val_loss: 0.000406717 | Time: 2391.72 ms
[2020-12-21 02:38:06	                main:574]	:	INFO	:	Epoch 929 | loss: 0.000389473 | val_loss: 0.000404319 | Time: 2370.8 ms
[2020-12-21 02:38:08	                main:574]	:	INFO	:	Epoch 930 | loss: 0.000390293 | val_loss: 0.000407321 | Time: 2327.3 ms
[2020-12-21 02:38:10	                main:574]	:	INFO	:	Epoch 931 | loss: 0.000426643 | val_loss: 0.000445208 | Time: 2353.44 ms
[2020-12-21 02:38:13	                main:574]	:	INFO	:	Epoch 932 | loss: 0.000408076 | val_loss: 0.000425464 | Time: 2339.38 ms
[2020-12-21 02:38:15	                main:574]	:	INFO	:	Epoch 933 | loss: 0.000453497 | val_loss: 0.000454887 | Time: 2304.45 ms
[2020-12-21 02:38:17	                main:574]	:	INFO	:	Epoch 934 | loss: 0.000406839 | val_loss: 0.000412712 | Time: 2318.2 ms
[2020-12-21 02:38:20	                main:574]	:	INFO	:	Epoch 935 | loss: 0.000396055 | val_loss: 0.000409823 | Time: 2285.02 ms
[2020-12-21 02:38:22	                main:574]	:	INFO	:	Epoch 936 | loss: 0.000415164 | val_loss: 0.000419202 | Time: 2322.2 ms
[2020-12-21 02:38:25	                main:574]	:	INFO	:	Epoch 937 | loss: 0.000401898 | val_loss: 0.000414468 | Time: 2325.41 ms
[2020-12-21 02:38:27	                main:574]	:	INFO	:	Epoch 938 | loss: 0.000392432 | val_loss: 0.000405516 | Time: 2390.19 ms
[2020-12-21 02:38:29	                main:574]	:	INFO	:	Epoch 939 | loss: 0.000405881 | val_loss: 0.000443881 | Time: 2308 ms
[2020-12-21 02:38:32	                main:574]	:	INFO	:	Epoch 940 | loss: 0.000459659 | val_loss: 0.000435392 | Time: 2267.3 ms
[2020-12-21 02:38:34	                main:574]	:	INFO	:	Epoch 941 | loss: 0.00040738 | val_loss: 0.00041156 | Time: 2387.49 ms
[2020-12-21 02:38:36	                main:574]	:	INFO	:	Epoch 942 | loss: 0.000394563 | val_loss: 0.000417025 | Time: 2442.56 ms
[2020-12-21 02:38:39	                main:574]	:	INFO	:	Epoch 943 | loss: 0.000442924 | val_loss: 0.000426053 | Time: 2355.43 ms
[2020-12-21 02:38:41	                main:574]	:	INFO	:	Epoch 944 | loss: 0.000409124 | val_loss: 0.000415152 | Time: 2363.23 ms
[2020-12-21 02:38:44	                main:574]	:	INFO	:	Epoch 945 | loss: 0.000400215 | val_loss: 0.00041403 | Time: 2368.08 ms
[2020-12-21 02:38:46	                main:574]	:	INFO	:	Epoch 946 | loss: 0.000407118 | val_loss: 0.000423015 | Time: 2352.57 ms
[2020-12-21 02:38:49	                main:574]	:	INFO	:	Epoch 947 | loss: 0.000403719 | val_loss: 0.000408892 | Time: 2437.36 ms
[2020-12-21 02:38:51	                main:574]	:	INFO	:	Epoch 948 | loss: 0.000401083 | val_loss: 0.000488081 | Time: 2353.51 ms
[2020-12-21 02:38:53	                main:574]	:	INFO	:	Epoch 949 | loss: 0.000460984 | val_loss: 0.000438051 | Time: 2303.6 ms
[2020-12-21 02:38:56	                main:574]	:	INFO	:	Epoch 950 | loss: 0.000409914 | val_loss: 0.000428676 | Time: 2314.16 ms
[2020-12-21 02:38:58	                main:574]	:	INFO	:	Epoch 951 | loss: 0.000464587 | val_loss: 0.000425924 | Time: 2336.34 ms
[2020-12-21 02:39:00	                main:574]	:	INFO	:	Epoch 952 | loss: 0.000406245 | val_loss: 0.000408753 | Time: 2411.87 ms
[2020-12-21 02:39:03	                main:574]	:	INFO	:	Epoch 953 | loss: 0.000390337 | val_loss: 0.000403243 | Time: 2421.7 ms
[2020-12-21 02:39:05	                main:574]	:	INFO	:	Epoch 954 | loss: 0.000389287 | val_loss: 0.000408805 | Time: 2478.47 ms
[2020-12-21 02:39:08	                main:574]	:	INFO	:	Epoch 955 | loss: 0.000416824 | val_loss: 0.000445894 | Time: 2420.37 ms
[2020-12-21 02:39:10	                main:574]	:	INFO	:	Epoch 956 | loss: 0.000425006 | val_loss: 0.000419838 | Time: 2432.8 ms
[2020-12-21 02:39:13	                main:574]	:	INFO	:	Epoch 957 | loss: 0.000395875 | val_loss: 0.00041198 | Time: 2381.77 ms
[2020-12-21 02:39:15	                main:574]	:	INFO	:	Epoch 958 | loss: 0.000420151 | val_loss: 0.000452749 | Time: 2454.29 ms
[2020-12-21 02:39:18	                main:574]	:	INFO	:	Epoch 959 | loss: 0.000407531 | val_loss: 0.000427407 | Time: 2446.95 ms
[2020-12-21 02:39:20	                main:574]	:	INFO	:	Epoch 960 | loss: 0.00042123 | val_loss: 0.00043241 | Time: 2399.03 ms
[2020-12-21 02:39:22	                main:574]	:	INFO	:	Epoch 961 | loss: 0.000402483 | val_loss: 0.000420722 | Time: 2274.17 ms
[2020-12-21 02:39:25	                main:574]	:	INFO	:	Epoch 962 | loss: 0.000405321 | val_loss: 0.000419925 | Time: 2223.05 ms
[2020-12-21 02:39:27	                main:574]	:	INFO	:	Epoch 963 | loss: 0.000423601 | val_loss: 0.000461695 | Time: 2331.44 ms
[2020-12-21 02:39:29	                main:574]	:	INFO	:	Epoch 964 | loss: 0.000435095 | val_loss: 0.000414274 | Time: 2321.2 ms
[2020-12-21 02:39:32	                main:574]	:	INFO	:	Epoch 965 | loss: 0.000400253 | val_loss: 0.00040914 | Time: 2290.64 ms
[2020-12-21 02:39:34	                main:574]	:	INFO	:	Epoch 966 | loss: 0.000393876 | val_loss: 0.000411512 | Time: 2279.59 ms
[2020-12-21 02:39:36	                main:574]	:	INFO	:	Epoch 967 | loss: 0.000412665 | val_loss: 0.000450804 | Time: 2404.76 ms
[2020-12-21 02:39:39	                main:574]	:	INFO	:	Epoch 968 | loss: 0.000424537 | val_loss: 0.000462665 | Time: 2335.75 ms
[2020-12-21 02:39:41	                main:574]	:	INFO	:	Epoch 969 | loss: 0.000454619 | val_loss: 0.00043149 | Time: 2298.66 ms
[2020-12-21 02:39:43	                main:574]	:	INFO	:	Epoch 970 | loss: 0.000406754 | val_loss: 0.00041017 | Time: 2272.33 ms
[2020-12-21 02:39:46	                main:574]	:	INFO	:	Epoch 971 | loss: 0.000391698 | val_loss: 0.000403385 | Time: 2310.54 ms
[2020-12-21 02:39:48	                main:574]	:	INFO	:	Epoch 972 | loss: 0.000395774 | val_loss: 0.00047199 | Time: 2281.58 ms
[2020-12-21 02:39:50	                main:574]	:	INFO	:	Epoch 973 | loss: 0.000451373 | val_loss: 0.000435031 | Time: 2315.38 ms
[2020-12-21 02:39:53	                main:574]	:	INFO	:	Epoch 974 | loss: 0.000413984 | val_loss: 0.000486793 | Time: 2370.87 ms
[2020-12-21 02:39:55	                main:574]	:	INFO	:	Epoch 975 | loss: 0.000443489 | val_loss: 0.00041843 | Time: 2260.74 ms
[2020-12-21 02:39:57	                main:574]	:	INFO	:	Epoch 976 | loss: 0.000394349 | val_loss: 0.000405271 | Time: 2293.55 ms
[2020-12-21 02:40:00	                main:574]	:	INFO	:	Epoch 977 | loss: 0.000389617 | val_loss: 0.000404599 | Time: 2343.6 ms
[2020-12-21 02:40:02	                main:574]	:	INFO	:	Epoch 978 | loss: 0.000396684 | val_loss: 0.000432156 | Time: 2301.75 ms
[2020-12-21 02:40:04	                main:574]	:	INFO	:	Epoch 979 | loss: 0.000414305 | val_loss: 0.000411952 | Time: 2236.26 ms
[2020-12-21 02:40:07	                main:574]	:	INFO	:	Epoch 980 | loss: 0.000393864 | val_loss: 0.000413221 | Time: 2300.72 ms
[2020-12-21 02:40:09	                main:574]	:	INFO	:	Epoch 981 | loss: 0.000438385 | val_loss: 0.000444533 | Time: 2267.51 ms
[2020-12-21 02:40:11	                main:574]	:	INFO	:	Epoch 982 | loss: 0.000416805 | val_loss: 0.000434388 | Time: 2335.55 ms
[2020-12-21 02:40:14	                main:574]	:	INFO	:	Epoch 983 | loss: 0.000406625 | val_loss: 0.000414705 | Time: 2321.67 ms
[2020-12-21 02:40:16	                main:574]	:	INFO	:	Epoch 984 | loss: 0.000397309 | val_loss: 0.000433865 | Time: 2212.11 ms
[2020-12-21 02:40:18	                main:574]	:	INFO	:	Epoch 985 | loss: 0.000425515 | val_loss: 0.000428783 | Time: 2282.47 ms
[2020-12-21 02:40:20	                main:574]	:	INFO	:	Epoch 986 | loss: 0.000411464 | val_loss: 0.000424045 | Time: 2227.14 ms
[2020-12-21 02:40:23	                main:574]	:	INFO	:	Epoch 987 | loss: 0.000396539 | val_loss: 0.000409304 | Time: 2232.64 ms
[2020-12-21 02:40:25	                main:574]	:	INFO	:	Epoch 988 | loss: 0.000417023 | val_loss: 0.000419866 | Time: 2223.17 ms
[2020-12-21 02:40:27	                main:574]	:	INFO	:	Epoch 989 | loss: 0.000400505 | val_loss: 0.00040897 | Time: 2286.93 ms
[2020-12-21 02:40:29	                main:574]	:	INFO	:	Epoch 990 | loss: 0.00039916 | val_loss: 0.000426195 | Time: 2246.92 ms
[2020-12-21 02:40:32	                main:574]	:	INFO	:	Epoch 991 | loss: 0.000462595 | val_loss: 0.000481207 | Time: 2292.3 ms
[2020-12-21 02:40:34	                main:574]	:	INFO	:	Epoch 992 | loss: 0.000419239 | val_loss: 0.000417117 | Time: 2298.77 ms
[2020-12-21 02:40:36	                main:574]	:	INFO	:	Epoch 993 | loss: 0.000396442 | val_loss: 0.000408737 | Time: 2331.67 ms
[2020-12-21 02:40:39	                main:574]	:	INFO	:	Epoch 994 | loss: 0.000400596 | val_loss: 0.000405249 | Time: 2206.44 ms
[2020-12-21 02:40:41	                main:574]	:	INFO	:	Epoch 995 | loss: 0.000421133 | val_loss: 0.000446163 | Time: 2242.41 ms
[2020-12-21 02:40:43	                main:574]	:	INFO	:	Epoch 996 | loss: 0.000408878 | val_loss: 0.00044059 | Time: 2264.78 ms
[2020-12-21 02:40:46	                main:574]	:	INFO	:	Epoch 997 | loss: 0.000414693 | val_loss: 0.000432855 | Time: 2213.16 ms
[2020-12-21 02:40:48	                main:574]	:	INFO	:	Epoch 998 | loss: 0.000401139 | val_loss: 0.000414012 | Time: 2250.87 ms
[2020-12-21 02:40:50	                main:574]	:	INFO	:	Epoch 999 | loss: 0.000394279 | val_loss: 0.000413095 | Time: 2331.73 ms
[2020-12-21 02:40:52	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.000401543 | val_loss: 0.000540448 | Time: 2228.41 ms
[2020-12-21 02:40:55	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.000481728 | val_loss: 0.000453026 | Time: 2233.38 ms
[2020-12-21 02:40:57	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.000423241 | val_loss: 0.000420616 | Time: 2270.09 ms
[2020-12-21 02:40:59	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.000433217 | val_loss: 0.000460757 | Time: 2243.7 ms
[2020-12-21 02:41:02	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.000410086 | val_loss: 0.000405884 | Time: 2253.91 ms
[2020-12-21 02:41:04	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.000388098 | val_loss: 0.000401919 | Time: 2194.5 ms
[2020-12-21 02:41:06	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.000384283 | val_loss: 0.000401381 | Time: 2238.43 ms
[2020-12-21 02:41:08	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.000389341 | val_loss: 0.000429278 | Time: 2282.64 ms
[2020-12-21 02:41:11	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.000474342 | val_loss: 0.00045181 | Time: 2386.89 ms
[2020-12-21 02:41:13	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.000421877 | val_loss: 0.000414037 | Time: 2255.94 ms
[2020-12-21 02:41:15	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.000392398 | val_loss: 0.000408861 | Time: 2249.17 ms
[2020-12-21 02:41:18	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.00040587 | val_loss: 0.000416141 | Time: 2265.3 ms
[2020-12-21 02:41:20	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.000392645 | val_loss: 0.000408131 | Time: 2268.6 ms
[2020-12-21 02:41:22	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.000397203 | val_loss: 0.000399122 | Time: 2329.67 ms
[2020-12-21 02:41:24	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.000394184 | val_loss: 0.000414988 | Time: 2273.71 ms
[2020-12-21 02:41:27	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.000441035 | val_loss: 0.00071733 | Time: 2276.01 ms
[2020-12-21 02:41:29	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.000531194 | val_loss: 0.000522246 | Time: 2234.55 ms
[2020-12-21 02:41:31	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.000451707 | val_loss: 0.000428777 | Time: 2260.58 ms
[2020-12-21 02:41:34	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.000395868 | val_loss: 0.000401957 | Time: 2296.91 ms
[2020-12-21 02:41:36	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.000394266 | val_loss: 0.000449103 | Time: 2325.66 ms
[2020-12-21 02:41:38	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.000431018 | val_loss: 0.000417462 | Time: 2321.71 ms
[2020-12-21 02:41:41	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.000395581 | val_loss: 0.000400221 | Time: 2305.91 ms
[2020-12-21 02:41:43	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.000382998 | val_loss: 0.000397801 | Time: 2277.1 ms
[2020-12-21 02:41:45	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.000389417 | val_loss: 0.000431287 | Time: 2282.77 ms
[2020-12-21 02:41:48	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.000407701 | val_loss: 0.000416155 | Time: 2300.86 ms
[2020-12-21 02:41:48	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000416155
[2020-12-21 02:41:48	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-21 02:41:48	                main:608]	:	INFO	:	Success, exiting..
02:41:48 (20508): 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)