Task 3189114

Name EightBitModified-1605455668-3342-4_0
Workunit 1481599
Created 6 Dec 2020, 20:57:54 UTC
Sent 10 Dec 2020, 10:40:25 UTC
Report deadline 17 Dec 2020, 10:40:25 UTC
Received 10 Dec 2020, 16:06:13 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 574
Run time 43 min 58 sec
CPU time 42 min 31 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>
020-12-10 16:45:08	                main:574]	:	INFO	:	Epoch 530 | loss: 0.000135464 | val_loss: 0.000209582 | Time: 2469.06 ms
[2020-12-10 16:45:11	                main:574]	:	INFO	:	Epoch 531 | loss: 0.000136472 | val_loss: 0.000128729 | Time: 2430.5 ms
[2020-12-10 16:45:13	                main:574]	:	INFO	:	Epoch 532 | loss: 0.000109329 | val_loss: 0.000121009 | Time: 2500.69 ms
[2020-12-10 16:45:16	                main:574]	:	INFO	:	Epoch 533 | loss: 0.000106284 | val_loss: 0.000120052 | Time: 2475.51 ms
[2020-12-10 16:45:18	                main:574]	:	INFO	:	Epoch 534 | loss: 0.000106942 | val_loss: 0.000129096 | Time: 2518.9 ms
[2020-12-10 16:45:21	                main:574]	:	INFO	:	Epoch 535 | loss: 0.000113619 | val_loss: 0.00012525 | Time: 2477.75 ms
[2020-12-10 16:45:23	                main:574]	:	INFO	:	Epoch 536 | loss: 0.000107677 | val_loss: 0.000122515 | Time: 2452.26 ms
[2020-12-10 16:45:26	                main:574]	:	INFO	:	Epoch 537 | loss: 0.000105722 | val_loss: 0.000119955 | Time: 2492.75 ms
[2020-12-10 16:45:28	                main:574]	:	INFO	:	Epoch 538 | loss: 0.000104322 | val_loss: 0.000119807 | Time: 2478.71 ms
[2020-12-10 16:45:31	                main:574]	:	INFO	:	Epoch 539 | loss: 0.000109066 | val_loss: 0.000132898 | Time: 2500.6 ms
[2020-12-10 16:45:33	                main:574]	:	INFO	:	Epoch 540 | loss: 0.00012509 | val_loss: 0.000126437 | Time: 2478.28 ms
[2020-12-10 16:45:36	                main:574]	:	INFO	:	Epoch 541 | loss: 0.000108246 | val_loss: 0.000119456 | Time: 2460.6 ms
[2020-12-10 16:45:39	                main:574]	:	INFO	:	Epoch 542 | loss: 0.000110038 | val_loss: 0.000126934 | Time: 2479.1 ms
[2020-12-10 16:45:41	                main:574]	:	INFO	:	Epoch 543 | loss: 0.000106614 | val_loss: 0.000123649 | Time: 2471.64 ms
[2020-12-10 16:45:44	                main:574]	:	INFO	:	Epoch 544 | loss: 0.000109351 | val_loss: 0.000129077 | Time: 2538.29 ms
[2020-12-10 16:45:46	                main:574]	:	INFO	:	Epoch 545 | loss: 0.000111699 | val_loss: 0.000124062 | Time: 2500.3 ms
[2020-12-10 16:45:49	                main:574]	:	INFO	:	Epoch 546 | loss: 0.000106624 | val_loss: 0.000120368 | Time: 2622.56 ms
[2020-12-10 16:45:51	                main:574]	:	INFO	:	Epoch 547 | loss: 0.000118404 | val_loss: 0.000179864 | Time: 2499.56 ms
[2020-12-10 16:45:54	                main:574]	:	INFO	:	Epoch 548 | loss: 0.000128965 | val_loss: 0.000128971 | Time: 2528.22 ms
[2020-12-10 16:45:57	                main:574]	:	INFO	:	Epoch 549 | loss: 0.000110031 | val_loss: 0.00012428 | Time: 2561.36 ms
[2020-12-10 16:45:59	                main:574]	:	INFO	:	Epoch 550 | loss: 0.000106408 | val_loss: 0.000121252 | Time: 2455.25 ms
[2020-12-10 16:46:02	                main:574]	:	INFO	:	Epoch 551 | loss: 0.000104415 | val_loss: 0.000119656 | Time: 2471.37 ms
[2020-12-10 16:46:04	                main:574]	:	INFO	:	Epoch 552 | loss: 0.000108572 | val_loss: 0.000136635 | Time: 2484.78 ms
[2020-12-10 16:46:07	                main:574]	:	INFO	:	Epoch 553 | loss: 0.000125712 | val_loss: 0.0001288 | Time: 2459.63 ms
[2020-12-10 16:46:09	                main:574]	:	INFO	:	Epoch 554 | loss: 0.000109454 | val_loss: 0.000122008 | Time: 2438 ms
[2020-12-10 16:46:12	                main:574]	:	INFO	:	Epoch 555 | loss: 0.000105525 | val_loss: 0.00012089 | Time: 2565.24 ms
[2020-12-10 16:46:14	                main:574]	:	INFO	:	Epoch 556 | loss: 0.000115931 | val_loss: 0.000133886 | Time: 2449.63 ms
[2020-12-10 16:46:17	                main:574]	:	INFO	:	Epoch 557 | loss: 0.000114419 | val_loss: 0.000130689 | Time: 2536.12 ms
[2020-12-10 16:46:19	                main:574]	:	INFO	:	Epoch 558 | loss: 0.000108845 | val_loss: 0.000119937 | Time: 2449.9 ms
[2020-12-10 16:46:22	                main:574]	:	INFO	:	Epoch 559 | loss: 0.00010602 | val_loss: 0.000121836 | Time: 2447.4 ms
[2020-12-10 16:46:24	                main:574]	:	INFO	:	Epoch 560 | loss: 0.000110538 | val_loss: 0.000135355 | Time: 2470.31 ms
[2020-12-10 16:46:27	                main:574]	:	INFO	:	Epoch 561 | loss: 0.000137026 | val_loss: 0.000129194 | Time: 2485.84 ms
[2020-12-10 16:46:29	                main:574]	:	INFO	:	Epoch 562 | loss: 0.000113384 | val_loss: 0.00012805 | Time: 2480.04 ms
[2020-12-10 16:46:32	                main:574]	:	INFO	:	Epoch 563 | loss: 0.000110564 | val_loss: 0.000121855 | Time: 2507.3 ms
[2020-12-10 16:46:34	                main:574]	:	INFO	:	Epoch 564 | loss: 0.000106333 | val_loss: 0.000120927 | Time: 2472.38 ms
[2020-12-10 16:46:37	                main:574]	:	INFO	:	Epoch 565 | loss: 0.000104456 | val_loss: 0.000120585 | Time: 2433.71 ms
[2020-12-10 16:46:39	                main:574]	:	INFO	:	Epoch 566 | loss: 0.000113066 | val_loss: 0.000134028 | Time: 2536.38 ms
[2020-12-10 16:46:42	                main:574]	:	INFO	:	Epoch 567 | loss: 0.000126592 | val_loss: 0.000129459 | Time: 2535.29 ms
[2020-12-10 16:46:45	                main:574]	:	INFO	:	Epoch 568 | loss: 0.000109062 | val_loss: 0.00012657 | Time: 2527.9 ms
[2020-12-10 16:46:47	                main:574]	:	INFO	:	Epoch 569 | loss: 0.000110091 | val_loss: 0.00013109 | Time: 2628.87 ms
[2020-12-10 16:46:50	                main:574]	:	INFO	:	Epoch 570 | loss: 0.000113064 | val_loss: 0.000123354 | Time: 2494.25 ms
[2020-12-10 16:46:52	                main:574]	:	INFO	:	Epoch 571 | loss: 0.000105533 | val_loss: 0.000122923 | Time: 2494.87 ms
[2020-12-10 16:46:55	                main:574]	:	INFO	:	Epoch 572 | loss: 0.00010529 | val_loss: 0.000119752 | Time: 2482.09 ms
[2020-12-10 16:46:57	                main:574]	:	INFO	:	Epoch 573 | loss: 0.000106687 | val_loss: 0.000135918 | Time: 2442.72 ms
[2020-12-10 16:47:00	                main:574]	:	INFO	:	Epoch 574 | loss: 0.000121502 | val_loss: 0.000136092 | Time: 2498.92 ms
[2020-12-10 16:47:02	                main:574]	:	INFO	:	Epoch 575 | loss: 0.000123115 | val_loss: 0.000162025 | Time: 2493.01 ms
[2020-12-10 16:47:05	                main:574]	:	INFO	:	Epoch 576 | loss: 0.000130397 | val_loss: 0.000122147 | Time: 2495.65 ms
[2020-12-10 16:47:07	                main:574]	:	INFO	:	Epoch 577 | loss: 0.000106791 | val_loss: 0.000120326 | Time: 2467.81 ms
[2020-12-10 16:47:10	                main:574]	:	INFO	:	Epoch 578 | loss: 0.000106334 | val_loss: 0.000127728 | Time: 2462.82 ms
[2020-12-10 16:47:12	                main:574]	:	INFO	:	Epoch 579 | loss: 0.000113303 | val_loss: 0.000120845 | Time: 2489.5 ms
[2020-12-10 16:47:15	                main:574]	:	INFO	:	Epoch 580 | loss: 0.000105481 | val_loss: 0.000119107 | Time: 2456.78 ms
[2020-12-10 16:47:17	                main:574]	:	INFO	:	Epoch 581 | loss: 0.000106403 | val_loss: 0.000119384 | Time: 2449.15 ms
[2020-12-10 16:47:20	                main:574]	:	INFO	:	Epoch 582 | loss: 0.000106985 | val_loss: 0.000125034 | Time: 2513.99 ms
[2020-12-10 16:47:23	                main:574]	:	INFO	:	Epoch 583 | loss: 0.000118176 | val_loss: 0.000126512 | Time: 2462.61 ms
[2020-12-10 16:47:25	                main:574]	:	INFO	:	Epoch 584 | loss: 0.000110816 | val_loss: 0.000124518 | Time: 2565.53 ms
[2020-12-10 16:47:28	                main:574]	:	INFO	:	Epoch 585 | loss: 0.00011179 | val_loss: 0.000125648 | Time: 2438.88 ms
[2020-12-10 16:47:30	                main:574]	:	INFO	:	Epoch 586 | loss: 0.000110091 | val_loss: 0.000133359 | Time: 2521.45 ms
[2020-12-10 16:47:33	                main:574]	:	INFO	:	Epoch 587 | loss: 0.000131305 | val_loss: 0.000141746 | Time: 2492.52 ms
[2020-12-10 16:47:35	                main:574]	:	INFO	:	Epoch 588 | loss: 0.000121148 | val_loss: 0.000122898 | Time: 2511.64 ms
[2020-12-10 16:47:38	                main:574]	:	INFO	:	Epoch 589 | loss: 0.000108169 | val_loss: 0.000123485 | Time: 2527.83 ms
[2020-12-10 16:47:40	                main:574]	:	INFO	:	Epoch 590 | loss: 0.00011058 | val_loss: 0.000130068 | Time: 2511.3 ms
[2020-12-10 16:47:43	                main:574]	:	INFO	:	Epoch 591 | loss: 0.000109375 | val_loss: 0.000127148 | Time: 2510.49 ms
[2020-12-10 16:47:45	                main:574]	:	INFO	:	Epoch 592 | loss: 0.000118066 | val_loss: 0.00012523 | Time: 2487.57 ms
[2020-12-10 16:47:48	                main:574]	:	INFO	:	Epoch 593 | loss: 0.000111188 | val_loss: 0.000123261 | Time: 2463.13 ms
[2020-12-10 16:47:51	                main:574]	:	INFO	:	Epoch 594 | loss: 0.000109013 | val_loss: 0.000132941 | Time: 2531.19 ms
[2020-12-10 16:47:53	                main:574]	:	INFO	:	Epoch 595 | loss: 0.000114797 | val_loss: 0.000126249 | Time: 2467.24 ms
[2020-12-10 16:47:56	                main:574]	:	INFO	:	Epoch 596 | loss: 0.000119383 | val_loss: 0.000129645 | Time: 2517.46 ms
[2020-12-10 16:47:58	                main:574]	:	INFO	:	Epoch 597 | loss: 0.000110641 | val_loss: 0.000131776 | Time: 2504.33 ms
[2020-12-10 16:48:01	                main:574]	:	INFO	:	Epoch 598 | loss: 0.000111252 | val_loss: 0.000124586 | Time: 2474.19 ms
[2020-12-10 16:48:03	                main:574]	:	INFO	:	Epoch 599 | loss: 0.000107772 | val_loss: 0.000120582 | Time: 2508.62 ms
[2020-12-10 16:48:06	                main:574]	:	INFO	:	Epoch 600 | loss: 0.000113427 | val_loss: 0.000133419 | Time: 2502.68 ms
[2020-12-10 16:48:08	                main:574]	:	INFO	:	Epoch 601 | loss: 0.000113471 | val_loss: 0.000129349 | Time: 2469.04 ms
[2020-12-10 16:48:11	                main:574]	:	INFO	:	Epoch 602 | loss: 0.00011189 | val_loss: 0.000127027 | Time: 2485.53 ms
[2020-12-10 16:48:13	                main:574]	:	INFO	:	Epoch 603 | loss: 0.000108741 | val_loss: 0.00012733 | Time: 2465.58 ms
[2020-12-10 16:48:16	                main:574]	:	INFO	:	Epoch 604 | loss: 0.000115181 | val_loss: 0.000125926 | Time: 2596.7 ms
[2020-12-10 16:48:18	                main:574]	:	INFO	:	Epoch 605 | loss: 0.000121424 | val_loss: 0.000123067 | Time: 2480.43 ms
[2020-12-10 16:48:21	                main:574]	:	INFO	:	Epoch 606 | loss: 0.000112926 | val_loss: 0.000144899 | Time: 2464.81 ms
[2020-12-10 16:48:23	                main:574]	:	INFO	:	Epoch 607 | loss: 0.000129014 | val_loss: 0.000128251 | Time: 2450.47 ms
[2020-12-10 16:48:26	                main:574]	:	INFO	:	Epoch 608 | loss: 0.000111195 | val_loss: 0.000126597 | Time: 2480.28 ms
[2020-12-10 16:48:28	                main:574]	:	INFO	:	Epoch 609 | loss: 0.000123713 | val_loss: 0.000130483 | Time: 2463.79 ms
[2020-12-10 16:48:31	                main:574]	:	INFO	:	Epoch 610 | loss: 0.000109607 | val_loss: 0.00011916 | Time: 2448.17 ms
[2020-12-10 16:48:33	                main:574]	:	INFO	:	Epoch 611 | loss: 0.000105367 | val_loss: 0.000123395 | Time: 2477.53 ms
[2020-12-10 16:48:36	                main:574]	:	INFO	:	Epoch 612 | loss: 0.000109235 | val_loss: 0.000128763 | Time: 2450.22 ms
[2020-12-10 16:48:38	                main:574]	:	INFO	:	Epoch 613 | loss: 0.000116126 | val_loss: 0.000127202 | Time: 2454.97 ms
[2020-12-10 16:48:41	                main:574]	:	INFO	:	Epoch 614 | loss: 0.000108794 | val_loss: 0.000122373 | Time: 2415.09 ms
[2020-12-10 16:48:43	                main:574]	:	INFO	:	Epoch 615 | loss: 0.000106679 | val_loss: 0.000118369 | Time: 2487.41 ms
[2020-12-10 16:48:46	                main:574]	:	INFO	:	Epoch 616 | loss: 0.000105763 | val_loss: 0.000129986 | Time: 2523.69 ms
[2020-12-10 16:48:48	                main:574]	:	INFO	:	Epoch 617 | loss: 0.000128356 | val_loss: 0.00014258 | Time: 2481.36 ms
[2020-12-10 16:48:51	                main:574]	:	INFO	:	Epoch 618 | loss: 0.00011963 | val_loss: 0.00012466 | Time: 2477.24 ms
[2020-12-10 16:48:54	                main:574]	:	INFO	:	Epoch 619 | loss: 0.000106166 | val_loss: 0.000120899 | Time: 2472.69 ms
[2020-12-10 16:48:56	                main:574]	:	INFO	:	Epoch 620 | loss: 0.000107242 | val_loss: 0.000128456 | Time: 2513.67 ms
[2020-12-10 16:48:59	                main:574]	:	INFO	:	Epoch 621 | loss: 0.000108961 | val_loss: 0.000124276 | Time: 2489.02 ms
[2020-12-10 16:49:01	                main:574]	:	INFO	:	Epoch 622 | loss: 0.000111498 | val_loss: 0.00014437 | Time: 2543.92 ms
[2020-12-10 16:49:04	                main:574]	:	INFO	:	Epoch 623 | loss: 0.000124672 | val_loss: 0.000129589 | Time: 2485.82 ms
[2020-12-10 16:49:06	                main:574]	:	INFO	:	Epoch 624 | loss: 0.000110853 | val_loss: 0.000122419 | Time: 2456.09 ms
[2020-12-10 16:49:09	                main:574]	:	INFO	:	Epoch 625 | loss: 0.000105741 | val_loss: 0.000121852 | Time: 2514.4 ms
[2020-12-10 16:49:11	                main:574]	:	INFO	:	Epoch 626 | loss: 0.000104566 | val_loss: 0.000121196 | Time: 2558.83 ms
[2020-12-10 16:49:14	                main:574]	:	INFO	:	Epoch 627 | loss: 0.000110663 | val_loss: 0.000145885 | Time: 2470.08 ms
[2020-12-10 16:49:16	                main:574]	:	INFO	:	Epoch 628 | loss: 0.000137827 | val_loss: 0.00013846 | Time: 2479.55 ms
[2020-12-10 16:49:19	                main:574]	:	INFO	:	Epoch 629 | loss: 0.00011636 | val_loss: 0.000127379 | Time: 2459.46 ms
[2020-12-10 16:49:21	                main:574]	:	INFO	:	Epoch 630 | loss: 0.000116799 | val_loss: 0.00014057 | Time: 2511.76 ms
[2020-12-10 16:49:24	                main:574]	:	INFO	:	Epoch 631 | loss: 0.000114668 | val_loss: 0.000122497 | Time: 2471.51 ms
[2020-12-10 16:49:26	                main:574]	:	INFO	:	Epoch 632 | loss: 0.000106257 | val_loss: 0.00012034 | Time: 2475.6 ms
[2020-12-10 16:49:29	                main:574]	:	INFO	:	Epoch 633 | loss: 0.000111544 | val_loss: 0.000128487 | Time: 2483.7 ms
[2020-12-10 16:49:31	                main:574]	:	INFO	:	Epoch 634 | loss: 0.000106752 | val_loss: 0.000121001 | Time: 2511.36 ms
[2020-12-10 16:49:34	                main:574]	:	INFO	:	Epoch 635 | loss: 0.000104439 | val_loss: 0.000119768 | Time: 2517.13 ms
[2020-12-10 16:49:37	                main:574]	:	INFO	:	Epoch 636 | loss: 0.000119865 | val_loss: 0.000151752 | Time: 2489.07 ms
[2020-12-10 16:49:39	                main:574]	:	INFO	:	Epoch 637 | loss: 0.000129474 | val_loss: 0.000136364 | Time: 2516.26 ms
[2020-12-10 16:49:42	                main:574]	:	INFO	:	Epoch 638 | loss: 0.000112678 | val_loss: 0.000127716 | Time: 2469.15 ms
[2020-12-10 16:49:44	                main:574]	:	INFO	:	Epoch 639 | loss: 0.000113107 | val_loss: 0.000124436 | Time: 2466.25 ms
[2020-12-10 16:49:47	                main:574]	:	INFO	:	Epoch 640 | loss: 0.00010717 | val_loss: 0.000122977 | Time: 2494.43 ms
[2020-12-10 16:49:49	                main:574]	:	INFO	:	Epoch 641 | loss: 0.000108116 | val_loss: 0.000119023 | Time: 2446.72 ms
[2020-12-10 16:49:52	                main:574]	:	INFO	:	Epoch 642 | loss: 0.000106111 | val_loss: 0.000120902 | Time: 2517.13 ms
[2020-12-10 16:49:54	                main:574]	:	INFO	:	Epoch 643 | loss: 0.000107021 | val_loss: 0.00012464 | Time: 2468.35 ms
[2020-12-10 16:49:57	                main:574]	:	INFO	:	Epoch 644 | loss: 0.000118564 | val_loss: 0.000161268 | Time: 2497.78 ms
[2020-12-10 16:49:59	                main:574]	:	INFO	:	Epoch 645 | loss: 0.000127402 | val_loss: 0.000138842 | Time: 2489.38 ms
[2020-12-10 16:50:02	                main:574]	:	INFO	:	Epoch 646 | loss: 0.000113617 | val_loss: 0.000122659 | Time: 2485.06 ms
[2020-12-10 16:50:04	                main:574]	:	INFO	:	Epoch 647 | loss: 0.000105413 | val_loss: 0.000120368 | Time: 2488.89 ms
[2020-12-10 16:50:07	                main:574]	:	INFO	:	Epoch 648 | loss: 0.000110542 | val_loss: 0.0001417 | Time: 2509.75 ms
[2020-12-10 16:50:09	                main:574]	:	INFO	:	Epoch 649 | loss: 0.000130947 | val_loss: 0.000132395 | Time: 2469.08 ms
[2020-12-10 16:50:12	                main:574]	:	INFO	:	Epoch 650 | loss: 0.000110742 | val_loss: 0.00012423 | Time: 2431.02 ms
[2020-12-10 16:50:14	                main:574]	:	INFO	:	Epoch 651 | loss: 0.000106886 | val_loss: 0.000119797 | Time: 2485.79 ms
[2020-12-10 16:50:17	                main:574]	:	INFO	:	Epoch 652 | loss: 0.00010503 | val_loss: 0.000122468 | Time: 2439.65 ms
[2020-12-10 16:50:19	                main:574]	:	INFO	:	Epoch 653 | loss: 0.000118944 | val_loss: 0.000148087 | Time: 2437.03 ms
[2020-12-10 16:50:22	                main:574]	:	INFO	:	Epoch 654 | loss: 0.000128639 | val_loss: 0.000132206 | Time: 2466.43 ms
[2020-12-10 16:50:24	                main:574]	:	INFO	:	Epoch 655 | loss: 0.000111001 | val_loss: 0.000121784 | Time: 2485.02 ms
[2020-12-10 16:50:27	                main:574]	:	INFO	:	Epoch 656 | loss: 0.000110591 | val_loss: 0.000139691 | Time: 2488.69 ms
[2020-12-10 16:50:29	                main:574]	:	INFO	:	Epoch 657 | loss: 0.000112345 | val_loss: 0.000125765 | Time: 2438.1 ms
[2020-12-10 16:50:32	                main:574]	:	INFO	:	Epoch 658 | loss: 0.000107336 | val_loss: 0.000123791 | Time: 2538.05 ms
[2020-12-10 16:50:35	                main:574]	:	INFO	:	Epoch 659 | loss: 0.000115715 | val_loss: 0.000128774 | Time: 2515.35 ms
[2020-12-10 16:50:37	                main:574]	:	INFO	:	Epoch 660 | loss: 0.000108647 | val_loss: 0.00012072 | Time: 2485.18 ms
[2020-12-10 16:50:40	                main:574]	:	INFO	:	Epoch 661 | loss: 0.00010432 | val_loss: 0.000120272 | Time: 2502.98 ms
[2020-12-10 16:50:42	                main:574]	:	INFO	:	Epoch 662 | loss: 0.000103333 | val_loss: 0.000121303 | Time: 2475.89 ms
[2020-12-10 16:50:45	                main:574]	:	INFO	:	Epoch 663 | loss: 0.000109705 | val_loss: 0.000134584 | Time: 2474.91 ms
[2020-12-10 16:50:47	                main:574]	:	INFO	:	Epoch 664 | loss: 0.000112246 | val_loss: 0.000133338 | Time: 2468.31 ms
[2020-12-10 16:50:50	                main:574]	:	INFO	:	Epoch 665 | loss: 0.000134151 | val_loss: 0.000138356 | Time: 2483.98 ms
[2020-12-10 16:50:52	                main:574]	:	INFO	:	Epoch 666 | loss: 0.000126957 | val_loss: 0.000153463 | Time: 2487.63 ms
[2020-12-10 16:50:55	                main:574]	:	INFO	:	Epoch 667 | loss: 0.000125556 | val_loss: 0.000128653 | Time: 2474.85 ms
[2020-12-10 16:50:57	                main:574]	:	INFO	:	Epoch 668 | loss: 0.000106791 | val_loss: 0.000119234 | Time: 2453.14 ms
[2020-12-10 16:51:00	                main:574]	:	INFO	:	Epoch 669 | loss: 0.00010413 | val_loss: 0.000119485 | Time: 2467.9 ms
[2020-12-10 16:51:02	                main:574]	:	INFO	:	Epoch 670 | loss: 0.000104728 | val_loss: 0.000120846 | Time: 2479.73 ms
[2020-12-10 16:51:05	                main:574]	:	INFO	:	Epoch 671 | loss: 0.000118132 | val_loss: 0.000128428 | Time: 2439.66 ms
[2020-12-10 16:51:07	                main:574]	:	INFO	:	Epoch 672 | loss: 0.000109408 | val_loss: 0.000129649 | Time: 2492.59 ms
[2020-12-10 16:51:10	                main:574]	:	INFO	:	Epoch 673 | loss: 0.000114793 | val_loss: 0.000123026 | Time: 2507.21 ms
[2020-12-10 16:51:12	                main:574]	:	INFO	:	Epoch 674 | loss: 0.000104287 | val_loss: 0.000121132 | Time: 2494.47 ms
[2020-12-10 16:51:15	                main:574]	:	INFO	:	Epoch 675 | loss: 0.000103043 | val_loss: 0.000120478 | Time: 2486.76 ms
[2020-12-10 16:51:18	                main:574]	:	INFO	:	Epoch 676 | loss: 0.000106674 | val_loss: 0.000124652 | Time: 2491.52 ms
[2020-12-10 16:51:20	                main:574]	:	INFO	:	Epoch 677 | loss: 0.000108788 | val_loss: 0.000126893 | Time: 2440.01 ms
[2020-12-10 16:51:23	                main:574]	:	INFO	:	Epoch 678 | loss: 0.000122271 | val_loss: 0.00013573 | Time: 2507.62 ms
[2020-12-10 16:51:25	                main:574]	:	INFO	:	Epoch 679 | loss: 0.000110578 | val_loss: 0.000125593 | Time: 2499.06 ms
[2020-12-10 16:51:28	                main:574]	:	INFO	:	Epoch 680 | loss: 0.000125387 | val_loss: 0.000133727 | Time: 2418.12 ms
[2020-12-10 16:51:30	                main:574]	:	INFO	:	Epoch 681 | loss: 0.000117474 | val_loss: 0.000129136 | Time: 2525.02 ms
[2020-12-10 16:51:33	                main:574]	:	INFO	:	Epoch 682 | loss: 0.000111397 | val_loss: 0.000125847 | Time: 2514.55 ms
[2020-12-10 16:51:35	                main:574]	:	INFO	:	Epoch 683 | loss: 0.000109333 | val_loss: 0.000134687 | Time: 2514.89 ms
[2020-12-10 16:51:38	                main:574]	:	INFO	:	Epoch 684 | loss: 0.000113311 | val_loss: 0.000122785 | Time: 2477.03 ms
[2020-12-10 16:51:40	                main:574]	:	INFO	:	Epoch 685 | loss: 0.000110302 | val_loss: 0.000125831 | Time: 2488.19 ms
[2020-12-10 16:51:43	                main:574]	:	INFO	:	Epoch 686 | loss: 0.000110741 | val_loss: 0.000124943 | Time: 2515.44 ms
[2020-12-10 16:51:45	                main:574]	:	INFO	:	Epoch 687 | loss: 0.000105365 | val_loss: 0.00012035 | Time: 2435.08 ms
[2020-12-10 16:51:48	                main:574]	:	INFO	:	Epoch 688 | loss: 0.000107485 | val_loss: 0.000127035 | Time: 2505.6 ms
[2020-12-10 16:51:50	                main:574]	:	INFO	:	Epoch 689 | loss: 0.000111654 | val_loss: 0.000131113 | Time: 2482.06 ms
[2020-12-10 16:51:53	                main:574]	:	INFO	:	Epoch 690 | loss: 0.000123649 | val_loss: 0.000138526 | Time: 2465.34 ms
[2020-12-10 16:51:56	                main:574]	:	INFO	:	Epoch 691 | loss: 0.000117453 | val_loss: 0.000122696 | Time: 2465.27 ms
[2020-12-10 16:51:58	                main:574]	:	INFO	:	Epoch 692 | loss: 0.00010753 | val_loss: 0.000126887 | Time: 2491.11 ms
[2020-12-10 16:52:01	                main:574]	:	INFO	:	Epoch 693 | loss: 0.000106285 | val_loss: 0.000122709 | Time: 2516.59 ms
[2020-12-10 16:52:03	                main:574]	:	INFO	:	Epoch 694 | loss: 0.000109962 | val_loss: 0.000136877 | Time: 2484.75 ms
[2020-12-10 16:52:06	                main:574]	:	INFO	:	Epoch 695 | loss: 0.000116572 | val_loss: 0.00014904 | Time: 2561.91 ms
[2020-12-10 16:52:08	                main:574]	:	INFO	:	Epoch 696 | loss: 0.000131987 | val_loss: 0.000152136 | Time: 2479.68 ms
[2020-12-10 16:52:11	                main:574]	:	INFO	:	Epoch 697 | loss: 0.000119647 | val_loss: 0.000132654 | Time: 2444.01 ms
[2020-12-10 16:52:13	                main:574]	:	INFO	:	Epoch 698 | loss: 0.000109375 | val_loss: 0.000122341 | Time: 2522.11 ms
[2020-12-10 16:52:16	                main:574]	:	INFO	:	Epoch 699 | loss: 0.000109977 | val_loss: 0.000123984 | Time: 2550.17 ms
[2020-12-10 16:52:18	                main:574]	:	INFO	:	Epoch 700 | loss: 0.000106505 | val_loss: 0.000121354 | Time: 2501.1 ms
[2020-12-10 16:52:21	                main:574]	:	INFO	:	Epoch 701 | loss: 0.000103498 | val_loss: 0.000121385 | Time: 2530.24 ms
[2020-12-10 16:52:23	                main:574]	:	INFO	:	Epoch 702 | loss: 0.000106307 | val_loss: 0.000122927 | Time: 2397.13 ms
[2020-12-10 16:52:26	                main:574]	:	INFO	:	Epoch 703 | loss: 0.000107432 | val_loss: 0.000126527 | Time: 2459.08 ms
[2020-12-10 16:52:28	                main:574]	:	INFO	:	Epoch 704 | loss: 0.000109285 | val_loss: 0.000134247 | Time: 2473.96 ms
[2020-12-10 16:52:31	                main:574]	:	INFO	:	Epoch 705 | loss: 0.000116082 | val_loss: 0.000134692 | Time: 2433.03 ms
[2020-12-10 16:52:33	                main:574]	:	INFO	:	Epoch 706 | loss: 0.000111831 | val_loss: 0.000127428 | Time: 2430.27 ms
[2020-12-10 16:52:36	                main:574]	:	INFO	:	Epoch 707 | loss: 0.000120538 | val_loss: 0.000142658 | Time: 2471.3 ms
[2020-12-10 16:52:38	                main:574]	:	INFO	:	Epoch 708 | loss: 0.000111045 | val_loss: 0.000123602 | Time: 2545.3 ms
[2020-12-10 16:52:41	                main:574]	:	INFO	:	Epoch 709 | loss: 0.000117332 | val_loss: 0.000162379 | Time: 2484.04 ms
[2020-12-10 16:52:43	                main:574]	:	INFO	:	Epoch 710 | loss: 0.000125841 | val_loss: 0.000132247 | Time: 2454.37 ms
[2020-12-10 16:52:46	                main:574]	:	INFO	:	Epoch 711 | loss: 0.000111585 | val_loss: 0.000124466 | Time: 2514.97 ms
[2020-12-10 16:52:48	                main:574]	:	INFO	:	Epoch 712 | loss: 0.000105091 | val_loss: 0.000119146 | Time: 2441.71 ms
[2020-12-10 16:52:51	                main:574]	:	INFO	:	Epoch 713 | loss: 0.000102003 | val_loss: 0.00011831 | Time: 2451.83 ms
[2020-12-10 16:52:53	                main:574]	:	INFO	:	Epoch 714 | loss: 0.0001063 | val_loss: 0.000132067 | Time: 2502.9 ms
[2020-12-10 16:52:56	                main:574]	:	INFO	:	Epoch 715 | loss: 0.00012086 | val_loss: 0.000131176 | Time: 2448.62 ms
[2020-12-10 16:52:58	                main:574]	:	INFO	:	Epoch 716 | loss: 0.000113747 | val_loss: 0.000122357 | Time: 2467.28 ms
[2020-12-10 16:53:01	                main:574]	:	INFO	:	Epoch 717 | loss: 0.000106612 | val_loss: 0.000122196 | Time: 2502.36 ms
[2020-12-10 16:53:04	                main:574]	:	INFO	:	Epoch 718 | loss: 0.000111719 | val_loss: 0.000133434 | Time: 2496.05 ms
[2020-12-10 16:53:06	                main:574]	:	INFO	:	Epoch 719 | loss: 0.000114783 | val_loss: 0.000125829 | Time: 2489.66 ms
[2020-12-10 16:53:09	                main:574]	:	INFO	:	Epoch 720 | loss: 0.000117325 | val_loss: 0.00015695 | Time: 2456.79 ms
[2020-12-10 16:53:11	                main:574]	:	INFO	:	Epoch 721 | loss: 0.000119699 | val_loss: 0.000125442 | Time: 2540.28 ms
[2020-12-10 16:53:14	                main:574]	:	INFO	:	Epoch 722 | loss: 0.000105323 | val_loss: 0.000121356 | Time: 2483.33 ms
[2020-12-10 16:53:16	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0001099 | val_loss: 0.000122482 | Time: 2460.35 ms
[2020-12-10 16:53:19	                main:574]	:	INFO	:	Epoch 724 | loss: 0.000111514 | val_loss: 0.000131149 | Time: 2551.5 ms
[2020-12-10 16:53:21	                main:574]	:	INFO	:	Epoch 725 | loss: 0.000106625 | val_loss: 0.000120846 | Time: 2488.43 ms
[2020-12-10 16:53:24	                main:574]	:	INFO	:	Epoch 726 | loss: 0.000108254 | val_loss: 0.000132078 | Time: 2545.19 ms
[2020-12-10 16:53:26	                main:574]	:	INFO	:	Epoch 727 | loss: 0.000116263 | val_loss: 0.000129511 | Time: 2450.11 ms
[2020-12-10 16:53:29	                main:574]	:	INFO	:	Epoch 728 | loss: 0.000108964 | val_loss: 0.000127267 | Time: 2481.99 ms
[2020-12-10 16:53:31	                main:574]	:	INFO	:	Epoch 729 | loss: 0.000111125 | val_loss: 0.000132226 | Time: 2494.64 ms
[2020-12-10 16:53:34	                main:574]	:	INFO	:	Epoch 730 | loss: 0.000113095 | val_loss: 0.000125898 | Time: 2467.73 ms
[2020-12-10 16:53:36	                main:574]	:	INFO	:	Epoch 731 | loss: 0.000116923 | val_loss: 0.000133658 | Time: 2499.59 ms
[2020-12-10 16:53:39	                main:574]	:	INFO	:	Epoch 732 | loss: 0.000110727 | val_loss: 0.000122865 | Time: 2494.25 ms
[2020-12-10 16:53:41	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0001053 | val_loss: 0.000123997 | Time: 2442.79 ms
[2020-12-10 16:53:44	                main:574]	:	INFO	:	Epoch 734 | loss: 0.000112784 | val_loss: 0.000135482 | Time: 2473.12 ms
[2020-12-10 16:53:47	                main:574]	:	INFO	:	Epoch 735 | loss: 0.000112438 | val_loss: 0.000135053 | Time: 2525.38 ms
[2020-12-10 16:53:49	                main:574]	:	INFO	:	Epoch 736 | loss: 0.000129106 | val_loss: 0.00014074 | Time: 2532.94 ms
[2020-12-10 16:53:52	                main:574]	:	INFO	:	Epoch 737 | loss: 0.000117152 | val_loss: 0.000128182 | Time: 2516.17 ms
[2020-12-10 16:53:54	                main:574]	:	INFO	:	Epoch 738 | loss: 0.000107547 | val_loss: 0.000122861 | Time: 2500.45 ms
[2020-12-10 16:53:57	                main:574]	:	INFO	:	Epoch 739 | loss: 0.000107075 | val_loss: 0.000124606 | Time: 2498.08 ms
[2020-12-10 16:53:59	                main:574]	:	INFO	:	Epoch 740 | loss: 0.000106401 | val_loss: 0.000125579 | Time: 2498.96 ms
[2020-12-10 16:54:02	                main:574]	:	INFO	:	Epoch 741 | loss: 0.000107751 | val_loss: 0.000126634 | Time: 2457.31 ms
[2020-12-10 16:54:04	                main:574]	:	INFO	:	Epoch 742 | loss: 0.000116265 | val_loss: 0.000130509 | Time: 2519.55 ms
[2020-12-10 16:54:07	                main:574]	:	INFO	:	Epoch 743 | loss: 0.000112472 | val_loss: 0.000129772 | Time: 2465.29 ms
[2020-12-10 16:54:09	                main:574]	:	INFO	:	Epoch 744 | loss: 0.000109135 | val_loss: 0.000131876 | Time: 2465.86 ms
[2020-12-10 16:54:12	                main:574]	:	INFO	:	Epoch 745 | loss: 0.000109624 | val_loss: 0.00012358 | Time: 2537.02 ms
[2020-12-10 16:54:14	                main:574]	:	INFO	:	Epoch 746 | loss: 0.000106234 | val_loss: 0.000123936 | Time: 2459.6 ms
[2020-12-10 16:54:17	                main:574]	:	INFO	:	Epoch 747 | loss: 0.000113736 | val_loss: 0.000142334 | Time: 2472.79 ms
[2020-12-10 16:54:19	                main:574]	:	INFO	:	Epoch 748 | loss: 0.000136286 | val_loss: 0.000135073 | Time: 2443.54 ms
[2020-12-10 16:54:22	                main:574]	:	INFO	:	Epoch 749 | loss: 0.000135714 | val_loss: 0.00016264 | Time: 2440.7 ms
[2020-12-10 16:54:24	                main:574]	:	INFO	:	Epoch 750 | loss: 0.000122759 | val_loss: 0.000123098 | Time: 2433.65 ms
[2020-12-10 16:54:27	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0001051 | val_loss: 0.000121842 | Time: 2432.16 ms
[2020-12-10 16:54:29	                main:574]	:	INFO	:	Epoch 752 | loss: 0.000102855 | val_loss: 0.000120653 | Time: 2447.65 ms
[2020-12-10 16:54:32	                main:574]	:	INFO	:	Epoch 753 | loss: 0.000101774 | val_loss: 0.000120493 | Time: 2443.93 ms
[2020-12-10 16:54:34	                main:574]	:	INFO	:	Epoch 754 | loss: 0.000105021 | val_loss: 0.000123888 | Time: 2498.38 ms
[2020-12-10 16:54:37	                main:574]	:	INFO	:	Epoch 755 | loss: 0.000110006 | val_loss: 0.000123372 | Time: 2435.39 ms
[2020-12-10 16:54:39	                main:574]	:	INFO	:	Epoch 756 | loss: 0.000103363 | val_loss: 0.000120663 | Time: 2537.57 ms
[2020-12-10 16:54:42	                main:574]	:	INFO	:	Epoch 757 | loss: 0.000114718 | val_loss: 0.000124554 | Time: 2479.54 ms
[2020-12-10 16:54:44	                main:574]	:	INFO	:	Epoch 758 | loss: 0.000106051 | val_loss: 0.000120675 | Time: 2449.19 ms
[2020-12-10 16:54:47	                main:574]	:	INFO	:	Epoch 759 | loss: 0.000111319 | val_loss: 0.000136031 | Time: 2473 ms
[2020-12-10 16:54:49	                main:574]	:	INFO	:	Epoch 760 | loss: 0.000109087 | val_loss: 0.000127041 | Time: 2502.34 ms
[2020-12-10 16:54:52	                main:574]	:	INFO	:	Epoch 761 | loss: 0.000117434 | val_loss: 0.000128609 | Time: 2465.41 ms
[2020-12-10 16:54:54	                main:574]	:	INFO	:	Epoch 762 | loss: 0.000113055 | val_loss: 0.000128497 | Time: 2475.87 ms
[2020-12-10 16:54:57	                main:574]	:	INFO	:	Epoch 763 | loss: 0.000112714 | val_loss: 0.000124974 | Time: 2515.78 ms
[2020-12-10 16:54:59	                main:574]	:	INFO	:	Epoch 764 | loss: 0.000105701 | val_loss: 0.000125724 | Time: 2439.32 ms
[2020-12-10 16:55:02	                main:574]	:	INFO	:	Epoch 765 | loss: 0.000106581 | val_loss: 0.000119381 | Time: 2487.73 ms
[2020-12-10 16:55:05	                main:574]	:	INFO	:	Epoch 766 | loss: 0.000111618 | val_loss: 0.000156737 | Time: 2517.9 ms
[2020-12-10 16:55:07	                main:574]	:	INFO	:	Epoch 767 | loss: 0.000130843 | val_loss: 0.000129429 | Time: 2433.73 ms
[2020-12-10 16:55:09	                main:574]	:	INFO	:	Epoch 768 | loss: 0.00010915 | val_loss: 0.000120804 | Time: 2496.42 ms
[2020-12-10 16:55:12	                main:574]	:	INFO	:	Epoch 769 | loss: 0.000104767 | val_loss: 0.000120079 | Time: 2448.35 ms
[2020-12-10 16:55:14	                main:574]	:	INFO	:	Epoch 770 | loss: 0.000104051 | val_loss: 0.000121481 | Time: 2476.06 ms
[2020-12-10 16:55:17	                main:574]	:	INFO	:	Epoch 771 | loss: 0.000109294 | val_loss: 0.000124861 | Time: 2485.81 ms
[2020-12-10 16:55:20	                main:574]	:	INFO	:	Epoch 772 | loss: 0.00011498 | val_loss: 0.000140863 | Time: 2458.28 ms
[2020-12-10 16:55:22	                main:574]	:	INFO	:	Epoch 773 | loss: 0.000120563 | val_loss: 0.000132498 | Time: 2516.94 ms
[2020-12-10 16:55:25	                main:574]	:	INFO	:	Epoch 774 | loss: 0.000108451 | val_loss: 0.000125603 | Time: 2435.67 ms
[2020-12-10 16:55:27	                main:574]	:	INFO	:	Epoch 775 | loss: 0.000108931 | val_loss: 0.000123037 | Time: 2455.3 ms
[2020-12-10 16:55:30	                main:574]	:	INFO	:	Epoch 776 | loss: 0.000110006 | val_loss: 0.000124748 | Time: 2448.73 ms
[2020-12-10 16:55:32	                main:574]	:	INFO	:	Epoch 777 | loss: 0.000106758 | val_loss: 0.00012337 | Time: 2499.01 ms
[2020-12-10 16:55:35	                main:574]	:	INFO	:	Epoch 778 | loss: 0.000109191 | val_loss: 0.000137179 | Time: 2505.91 ms
[2020-12-10 16:55:37	                main:574]	:	INFO	:	Epoch 779 | loss: 0.000123113 | val_loss: 0.000130536 | Time: 2491.72 ms
[2020-12-10 16:55:40	                main:574]	:	INFO	:	Epoch 780 | loss: 0.00012892 | val_loss: 0.000130152 | Time: 2507.12 ms
[2020-12-10 16:55:42	                main:574]	:	INFO	:	Epoch 781 | loss: 0.000108193 | val_loss: 0.000122771 | Time: 2511.1 ms
[2020-12-10 16:55:45	                main:574]	:	INFO	:	Epoch 782 | loss: 0.000107663 | val_loss: 0.000127929 | Time: 2499.87 ms
[2020-12-10 16:55:47	                main:574]	:	INFO	:	Epoch 783 | loss: 0.000109066 | val_loss: 0.000123969 | Time: 2450.62 ms
[2020-12-10 16:55:50	                main:574]	:	INFO	:	Epoch 784 | loss: 0.000104893 | val_loss: 0.000121369 | Time: 2534.72 ms
[2020-12-10 16:55:52	                main:574]	:	INFO	:	Epoch 785 | loss: 0.000105155 | val_loss: 0.000124335 | Time: 2499.95 ms
[2020-12-10 16:55:55	                main:574]	:	INFO	:	Epoch 786 | loss: 0.000113612 | val_loss: 0.000131213 | Time: 2501.5 ms
[2020-12-10 16:55:58	                main:574]	:	INFO	:	Epoch 787 | loss: 0.000116943 | val_loss: 0.000133506 | Time: 2565.8 ms
[2020-12-10 16:56:00	                main:574]	:	INFO	:	Epoch 788 | loss: 0.000111434 | val_loss: 0.000125803 | Time: 2531.49 ms
[2020-12-10 16:56:03	                main:574]	:	INFO	:	Epoch 789 | loss: 0.000112505 | val_loss: 0.000126858 | Time: 2455.2 ms
[2020-12-10 16:56:05	                main:574]	:	INFO	:	Epoch 790 | loss: 0.000106558 | val_loss: 0.000128462 | Time: 2451.73 ms
[2020-12-10 16:56:08	                main:574]	:	INFO	:	Epoch 791 | loss: 0.000113204 | val_loss: 0.000127489 | Time: 2488 ms
[2020-12-10 16:56:10	                main:574]	:	INFO	:	Epoch 792 | loss: 0.000107863 | val_loss: 0.000122682 | Time: 2522.06 ms
[2020-12-10 16:56:13	                main:574]	:	INFO	:	Epoch 793 | loss: 0.000107155 | val_loss: 0.000125513 | Time: 2484.65 ms
[2020-12-10 16:56:15	                main:574]	:	INFO	:	Epoch 794 | loss: 0.000111678 | val_loss: 0.000129765 | Time: 2471.33 ms
[2020-12-10 16:56:18	                main:574]	:	INFO	:	Epoch 795 | loss: 0.000112297 | val_loss: 0.000125575 | Time: 2491.23 ms
[2020-12-10 16:56:20	                main:574]	:	INFO	:	Epoch 796 | loss: 0.000111704 | val_loss: 0.000127063 | Time: 2452.56 ms
[2020-12-10 16:56:23	                main:574]	:	INFO	:	Epoch 797 | loss: 0.000107477 | val_loss: 0.000119664 | Time: 2458.78 ms
[2020-12-10 16:56:25	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0001091 | val_loss: 0.000139595 | Time: 2471.53 ms
[2020-12-10 16:56:28	                main:574]	:	INFO	:	Epoch 799 | loss: 0.000125782 | val_loss: 0.000153192 | Time: 2504.71 ms
[2020-12-10 16:56:30	                main:574]	:	INFO	:	Epoch 800 | loss: 0.000120176 | val_loss: 0.000127155 | Time: 2529.86 ms
[2020-12-10 16:56:33	                main:574]	:	INFO	:	Epoch 801 | loss: 0.000106549 | val_loss: 0.000122979 | Time: 2460.8 ms
[2020-12-10 16:56:35	                main:574]	:	INFO	:	Epoch 802 | loss: 0.000110243 | val_loss: 0.000121979 | Time: 2532.88 ms
[2020-12-10 16:56:38	                main:574]	:	INFO	:	Epoch 803 | loss: 0.000105435 | val_loss: 0.000119781 | Time: 2457.46 ms
[2020-12-10 16:56:40	                main:574]	:	INFO	:	Epoch 804 | loss: 0.000103673 | val_loss: 0.000121394 | Time: 2463.07 ms
[2020-12-10 16:56:43	                main:574]	:	INFO	:	Epoch 805 | loss: 0.000104661 | val_loss: 0.000124986 | Time: 2446.17 ms
[2020-12-10 16:56:45	                main:574]	:	INFO	:	Epoch 806 | loss: 0.00011304 | val_loss: 0.000133768 | Time: 2460.94 ms
[2020-12-10 16:56:48	                main:574]	:	INFO	:	Epoch 807 | loss: 0.000123434 | val_loss: 0.000140449 | Time: 2506.42 ms
[2020-12-10 16:56:50	                main:574]	:	INFO	:	Epoch 808 | loss: 0.000129659 | val_loss: 0.000203188 | Time: 2519.87 ms
[2020-12-10 16:56:53	                main:574]	:	INFO	:	Epoch 809 | loss: 0.000139923 | val_loss: 0.000151797 | Time: 2469.51 ms
[2020-12-10 16:56:55	                main:574]	:	INFO	:	Epoch 810 | loss: 0.000131119 | val_loss: 0.000130381 | Time: 2477.95 ms
[2020-12-10 16:56:58	                main:574]	:	INFO	:	Epoch 811 | loss: 0.000107371 | val_loss: 0.000120714 | Time: 2545.14 ms
[2020-12-10 16:57:01	                main:574]	:	INFO	:	Epoch 812 | loss: 0.000103592 | val_loss: 0.000120333 | Time: 2535.09 ms
[2020-12-10 16:57:03	                main:574]	:	INFO	:	Epoch 813 | loss: 0.00010105 | val_loss: 0.00011734 | Time: 2522.47 ms
[2020-12-10 16:57:06	                main:574]	:	INFO	:	Epoch 814 | loss: 0.000100231 | val_loss: 0.000118002 | Time: 2546.97 ms
[2020-12-10 16:57:08	                main:574]	:	INFO	:	Epoch 815 | loss: 0.000101452 | val_loss: 0.000120271 | Time: 2482.7 ms
[2020-12-10 16:57:11	                main:574]	:	INFO	:	Epoch 816 | loss: 0.000107241 | val_loss: 0.000129303 | Time: 2521.9 ms
[2020-12-10 16:57:13	                main:574]	:	INFO	:	Epoch 817 | loss: 0.000108763 | val_loss: 0.000125583 | Time: 2489.83 ms
[2020-12-10 16:57:16	                main:574]	:	INFO	:	Epoch 818 | loss: 0.000115312 | val_loss: 0.000141521 | Time: 2439.43 ms
[2020-12-10 16:57:18	                main:574]	:	INFO	:	Epoch 819 | loss: 0.000110528 | val_loss: 0.000123271 | Time: 2479.89 ms
[2020-12-10 16:57:21	                main:574]	:	INFO	:	Epoch 820 | loss: 0.000106 | val_loss: 0.000121742 | Time: 2496.74 ms
[2020-12-10 16:57:23	                main:574]	:	INFO	:	Epoch 821 | loss: 0.000109004 | val_loss: 0.00012859 | Time: 2478.76 ms
[2020-12-10 16:57:26	                main:574]	:	INFO	:	Epoch 822 | loss: 0.000106262 | val_loss: 0.00012162 | Time: 2488.91 ms
[2020-12-10 16:57:29	                main:574]	:	INFO	:	Epoch 823 | loss: 0.000106292 | val_loss: 0.000124648 | Time: 2539.82 ms
[2020-12-10 16:57:31	                main:574]	:	INFO	:	Epoch 824 | loss: 0.000108888 | val_loss: 0.00013352 | Time: 2508.37 ms
[2020-12-10 16:57:34	                main:574]	:	INFO	:	Epoch 825 | loss: 0.000116747 | val_loss: 0.00013093 | Time: 2456.57 ms
[2020-12-10 16:57:36	                main:574]	:	INFO	:	Epoch 826 | loss: 0.000113614 | val_loss: 0.000127312 | Time: 2512.5 ms
[2020-12-10 16:57:39	                main:574]	:	INFO	:	Epoch 827 | loss: 0.000112835 | val_loss: 0.000125977 | Time: 2497.47 ms
[2020-12-10 16:57:41	                main:574]	:	INFO	:	Epoch 828 | loss: 0.000106613 | val_loss: 0.000122858 | Time: 2526.32 ms
[2020-12-10 16:57:44	                main:574]	:	INFO	:	Epoch 829 | loss: 0.000106019 | val_loss: 0.000126183 | Time: 2471.96 ms
[2020-12-10 16:57:46	                main:574]	:	INFO	:	Epoch 830 | loss: 0.000116768 | val_loss: 0.000146088 | Time: 2487.41 ms
[2020-12-10 16:57:49	                main:574]	:	INFO	:	Epoch 831 | loss: 0.00012145 | val_loss: 0.000140759 | Time: 2538.17 ms
[2020-12-10 16:57:51	                main:574]	:	INFO	:	Epoch 832 | loss: 0.000116491 | val_loss: 0.000126742 | Time: 2545.46 ms
[2020-12-10 16:57:54	                main:574]	:	INFO	:	Epoch 833 | loss: 0.000106346 | val_loss: 0.000124115 | Time: 2530.24 ms
[2020-12-10 16:57:57	                main:574]	:	INFO	:	Epoch 834 | loss: 0.000106211 | val_loss: 0.000120161 | Time: 2476.8 ms
[2020-12-10 16:57:59	                main:574]	:	INFO	:	Epoch 835 | loss: 0.000104408 | val_loss: 0.000124516 | Time: 2510.08 ms
[2020-12-10 16:58:02	                main:574]	:	INFO	:	Epoch 836 | loss: 0.000114389 | val_loss: 0.000128306 | Time: 2558.85 ms
[2020-12-10 16:58:04	                main:574]	:	INFO	:	Epoch 837 | loss: 0.000110125 | val_loss: 0.000130256 | Time: 2438.38 ms
[2020-12-10 16:58:07	                main:574]	:	INFO	:	Epoch 838 | loss: 0.000129732 | val_loss: 0.000139792 | Time: 2512.7 ms
[2020-12-10 16:58:09	                main:574]	:	INFO	:	Epoch 839 | loss: 0.000113933 | val_loss: 0.000125142 | Time: 2442.17 ms
[2020-12-10 16:58:12	                main:574]	:	INFO	:	Epoch 840 | loss: 0.000106159 | val_loss: 0.00012332 | Time: 2479.21 ms
[2020-12-10 16:58:14	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0001115 | val_loss: 0.000125038 | Time: 2475.9 ms
[2020-12-10 16:58:17	                main:574]	:	INFO	:	Epoch 842 | loss: 0.000105059 | val_loss: 0.000120694 | Time: 2440.93 ms
[2020-12-10 16:58:19	                main:574]	:	INFO	:	Epoch 843 | loss: 0.000103017 | val_loss: 0.000120593 | Time: 2547.98 ms
[2020-12-10 16:58:22	                main:574]	:	INFO	:	Epoch 844 | loss: 0.000112032 | val_loss: 0.000136469 | Time: 2453.53 ms
[2020-12-10 16:58:24	                main:574]	:	INFO	:	Epoch 845 | loss: 0.000112081 | val_loss: 0.000123968 | Time: 2481.18 ms
[2020-12-10 16:58:27	                main:574]	:	INFO	:	Epoch 846 | loss: 0.000106708 | val_loss: 0.000128384 | Time: 2486.69 ms
[2020-12-10 16:58:29	                main:574]	:	INFO	:	Epoch 847 | loss: 0.000108928 | val_loss: 0.000128504 | Time: 2509.26 ms
[2020-12-10 16:58:32	                main:574]	:	INFO	:	Epoch 848 | loss: 0.000110199 | val_loss: 0.000128403 | Time: 2445 ms
[2020-12-10 16:58:34	                main:574]	:	INFO	:	Epoch 849 | loss: 0.000111694 | val_loss: 0.000143368 | Time: 2525.22 ms
[2020-12-10 16:58:37	                main:574]	:	INFO	:	Epoch 850 | loss: 0.000115878 | val_loss: 0.000126946 | Time: 2469.8 ms
[2020-12-10 16:58:39	                main:574]	:	INFO	:	Epoch 851 | loss: 0.000123797 | val_loss: 0.000150426 | Time: 2486.88 ms
[2020-12-10 16:58:42	                main:574]	:	INFO	:	Epoch 852 | loss: 0.00012098 | val_loss: 0.000131106 | Time: 2462.41 ms
[2020-12-10 16:58:44	                main:574]	:	INFO	:	Epoch 853 | loss: 0.00012397 | val_loss: 0.000144962 | Time: 2520.32 ms
[2020-12-10 16:58:47	                main:574]	:	INFO	:	Epoch 854 | loss: 0.000110556 | val_loss: 0.000121912 | Time: 2458.66 ms
[2020-12-10 16:58:49	                main:574]	:	INFO	:	Epoch 855 | loss: 0.000103089 | val_loss: 0.000122392 | Time: 2491.09 ms
[2020-12-10 16:58:52	                main:574]	:	INFO	:	Epoch 856 | loss: 0.000110438 | val_loss: 0.000125946 | Time: 2472.26 ms
[2020-12-10 16:58:55	                main:574]	:	INFO	:	Epoch 857 | loss: 0.000106068 | val_loss: 0.000121237 | Time: 2511.35 ms
[2020-12-10 16:58:57	                main:574]	:	INFO	:	Epoch 858 | loss: 0.000103421 | val_loss: 0.000123103 | Time: 2500.99 ms
[2020-12-10 16:59:00	                main:574]	:	INFO	:	Epoch 859 | loss: 0.00011135 | val_loss: 0.000128961 | Time: 2461.29 ms
[2020-12-10 16:59:02	                main:574]	:	INFO	:	Epoch 860 | loss: 0.000110239 | val_loss: 0.000125874 | Time: 2571.09 ms
[2020-12-10 16:59:05	                main:574]	:	INFO	:	Epoch 861 | loss: 0.000104793 | val_loss: 0.000123391 | Time: 2506.22 ms
[2020-12-10 16:59:07	                main:574]	:	INFO	:	Epoch 862 | loss: 0.000102885 | val_loss: 0.00012019 | Time: 2471.43 ms
[2020-12-10 16:59:10	                main:574]	:	INFO	:	Epoch 863 | loss: 0.000106205 | val_loss: 0.000126718 | Time: 2482.6 ms
[2020-12-10 16:59:12	                main:574]	:	INFO	:	Epoch 864 | loss: 0.000124272 | val_loss: 0.000154946 | Time: 2508.39 ms
[2020-12-10 16:59:15	                main:574]	:	INFO	:	Epoch 865 | loss: 0.00012868 | val_loss: 0.000130976 | Time: 2506.66 ms
[2020-12-10 16:59:17	                main:574]	:	INFO	:	Epoch 866 | loss: 0.000107575 | val_loss: 0.000120622 | Time: 2474.94 ms
[2020-12-10 16:59:20	                main:574]	:	INFO	:	Epoch 867 | loss: 0.000102744 | val_loss: 0.00011949 | Time: 2508.35 ms
[2020-12-10 16:59:22	                main:574]	:	INFO	:	Epoch 868 | loss: 0.000105179 | val_loss: 0.000125713 | Time: 2445.07 ms
[2020-12-10 16:59:25	                main:574]	:	INFO	:	Epoch 869 | loss: 0.000105211 | val_loss: 0.00012531 | Time: 2562.15 ms
[2020-12-10 16:59:28	                main:574]	:	INFO	:	Epoch 870 | loss: 0.000112141 | val_loss: 0.000134956 | Time: 2515.88 ms
[2020-12-10 16:59:30	                main:574]	:	INFO	:	Epoch 871 | loss: 0.000117793 | val_loss: 0.000125224 | Time: 2485.26 ms
[2020-12-10 16:59:33	                main:574]	:	INFO	:	Epoch 872 | loss: 0.000107242 | val_loss: 0.000120976 | Time: 2552.44 ms
[2020-12-10 16:59:35	                main:574]	:	INFO	:	Epoch 873 | loss: 0.000105689 | val_loss: 0.000122517 | Time: 2482.47 ms
[2020-12-10 16:59:38	                main:574]	:	INFO	:	Epoch 874 | loss: 0.000105085 | val_loss: 0.000121111 | Time: 2430.4 ms
[2020-12-10 16:59:40	                main:574]	:	INFO	:	Epoch 875 | loss: 0.00010559 | val_loss: 0.000125738 | Time: 2460.63 ms
[2020-12-10 16:59:43	                main:574]	:	INFO	:	Epoch 876 | loss: 0.000118714 | val_loss: 0.000144629 | Time: 2444.2 ms
[2020-12-10 16:59:45	                main:574]	:	INFO	:	Epoch 877 | loss: 0.000123325 | val_loss: 0.000150881 | Time: 2522.04 ms
[2020-12-10 16:59:48	                main:574]	:	INFO	:	Epoch 878 | loss: 0.000117404 | val_loss: 0.000126672 | Time: 2462.39 ms
[2020-12-10 16:59:50	                main:574]	:	INFO	:	Epoch 879 | loss: 0.000120549 | val_loss: 0.000129668 | Time: 2524.99 ms
[2020-12-10 16:59:53	                main:574]	:	INFO	:	Epoch 880 | loss: 0.000107354 | val_loss: 0.000129249 | Time: 2473.81 ms
[2020-12-10 16:59:55	                main:574]	:	INFO	:	Epoch 881 | loss: 0.000122579 | val_loss: 0.000132546 | Time: 2474 ms
[2020-12-10 16:59:58	                main:574]	:	INFO	:	Epoch 882 | loss: 0.000106731 | val_loss: 0.000123184 | Time: 2498.86 ms
[2020-12-10 17:00:00	                main:574]	:	INFO	:	Epoch 883 | loss: 0.000104018 | val_loss: 0.000122515 | Time: 2440.69 ms
[2020-12-10 17:00:03	                main:574]	:	INFO	:	Epoch 884 | loss: 0.000104511 | val_loss: 0.000126646 | Time: 2461.36 ms
[2020-12-10 17:00:05	                main:574]	:	INFO	:	Epoch 885 | loss: 0.000107904 | val_loss: 0.000120816 | Time: 2530.57 ms
[2020-12-10 17:00:08	                main:574]	:	INFO	:	Epoch 886 | loss: 0.000102834 | val_loss: 0.000118576 | Time: 2491.71 ms
[2020-12-10 17:00:10	                main:574]	:	INFO	:	Epoch 887 | loss: 0.000109602 | val_loss: 0.000129721 | Time: 2470.44 ms
[2020-12-10 17:00:13	                main:574]	:	INFO	:	Epoch 888 | loss: 0.000107145 | val_loss: 0.000121962 | Time: 2450.08 ms
[2020-12-10 17:00:15	                main:574]	:	INFO	:	Epoch 889 | loss: 0.000108853 | val_loss: 0.000145565 | Time: 2468.52 ms
[2020-12-10 17:00:18	                main:574]	:	INFO	:	Epoch 890 | loss: 0.000116096 | val_loss: 0.000126231 | Time: 2462.48 ms
[2020-12-10 17:00:20	                main:574]	:	INFO	:	Epoch 891 | loss: 0.000112448 | val_loss: 0.000134913 | Time: 2563.25 ms
[2020-12-10 17:00:23	                main:574]	:	INFO	:	Epoch 892 | loss: 0.000107486 | val_loss: 0.000125763 | Time: 2444.62 ms
[2020-12-10 17:00:26	                main:574]	:	INFO	:	Epoch 893 | loss: 0.00010922 | val_loss: 0.000128039 | Time: 2489.61 ms
[2020-12-10 17:00:28	                main:574]	:	INFO	:	Epoch 894 | loss: 0.000108859 | val_loss: 0.000138581 | Time: 2503.14 ms
[2020-12-10 17:00:31	                main:574]	:	INFO	:	Epoch 895 | loss: 0.000120826 | val_loss: 0.000132291 | Time: 2490.99 ms
[2020-12-10 17:00:33	                main:574]	:	INFO	:	Epoch 896 | loss: 0.000114921 | val_loss: 0.000123748 | Time: 2489.4 ms
[2020-12-10 17:00:36	                main:574]	:	INFO	:	Epoch 897 | loss: 0.000105062 | val_loss: 0.000124197 | Time: 2499.71 ms
[2020-12-10 17:00:38	                main:574]	:	INFO	:	Epoch 898 | loss: 0.000112018 | val_loss: 0.000131828 | Time: 2499.88 ms
[2020-12-10 17:00:41	                main:574]	:	INFO	:	Epoch 899 | loss: 0.000108328 | val_loss: 0.000123044 | Time: 2564.31 ms
[2020-12-10 17:00:43	                main:574]	:	INFO	:	Epoch 900 | loss: 0.000107942 | val_loss: 0.000122403 | Time: 2460.36 ms
[2020-12-10 17:00:46	                main:574]	:	INFO	:	Epoch 901 | loss: 0.000112854 | val_loss: 0.000135151 | Time: 2478.64 ms
[2020-12-10 17:00:48	                main:574]	:	INFO	:	Epoch 902 | loss: 0.000110711 | val_loss: 0.000126226 | Time: 2506.69 ms
[2020-12-10 17:00:51	                main:574]	:	INFO	:	Epoch 903 | loss: 0.000111314 | val_loss: 0.000135596 | Time: 2513.44 ms
[2020-12-10 17:00:53	                main:574]	:	INFO	:	Epoch 904 | loss: 0.00011241 | val_loss: 0.000129706 | Time: 2436.18 ms
[2020-12-10 17:00:56	                main:574]	:	INFO	:	Epoch 905 | loss: 0.000107995 | val_loss: 0.00012507 | Time: 2487.83 ms
[2020-12-10 17:00:58	                main:574]	:	INFO	:	Epoch 906 | loss: 0.00010527 | val_loss: 0.000121785 | Time: 2454.83 ms
[2020-12-10 17:01:01	                main:574]	:	INFO	:	Epoch 907 | loss: 0.000107656 | val_loss: 0.000129109 | Time: 2441.17 ms
[2020-12-10 17:01:03	                main:574]	:	INFO	:	Epoch 908 | loss: 0.000120477 | val_loss: 0.000142373 | Time: 2496.68 ms
[2020-12-10 17:01:06	                main:574]	:	INFO	:	Epoch 909 | loss: 0.000115912 | val_loss: 0.000125874 | Time: 2520.29 ms
[2020-12-10 17:01:08	                main:574]	:	INFO	:	Epoch 910 | loss: 0.000106781 | val_loss: 0.000124763 | Time: 2473.69 ms
[2020-12-10 17:01:11	                main:574]	:	INFO	:	Epoch 911 | loss: 0.000105462 | val_loss: 0.00012431 | Time: 2530.35 ms
[2020-12-10 17:01:14	                main:574]	:	INFO	:	Epoch 912 | loss: 0.000116935 | val_loss: 0.00014581 | Time: 2471.11 ms
[2020-12-10 17:01:16	                main:574]	:	INFO	:	Epoch 913 | loss: 0.00011216 | val_loss: 0.000128729 | Time: 2473.4 ms
[2020-12-10 17:01:19	                main:574]	:	INFO	:	Epoch 914 | loss: 0.000108328 | val_loss: 0.000122026 | Time: 2456.18 ms
[2020-12-10 17:01:21	                main:574]	:	INFO	:	Epoch 915 | loss: 0.000107801 | val_loss: 0.00012172 | Time: 2551.08 ms
[2020-12-10 17:01:24	                main:574]	:	INFO	:	Epoch 916 | loss: 0.000105704 | val_loss: 0.000125901 | Time: 2456.97 ms
[2020-12-10 17:01:26	                main:574]	:	INFO	:	Epoch 917 | loss: 0.000119664 | val_loss: 0.000135829 | Time: 2432.57 ms
[2020-12-10 17:01:29	                main:574]	:	INFO	:	Epoch 918 | loss: 0.000112154 | val_loss: 0.000125698 | Time: 2518.02 ms
[2020-12-10 17:01:31	                main:574]	:	INFO	:	Epoch 919 | loss: 0.000106795 | val_loss: 0.000122548 | Time: 2501.27 ms
[2020-12-10 17:01:34	                main:574]	:	INFO	:	Epoch 920 | loss: 0.000103523 | val_loss: 0.00012157 | Time: 2460.07 ms
[2020-12-10 17:01:36	                main:574]	:	INFO	:	Epoch 921 | loss: 0.000104963 | val_loss: 0.000129902 | Time: 2483.87 ms
[2020-12-10 17:01:39	                main:574]	:	INFO	:	Epoch 922 | loss: 0.000130923 | val_loss: 0.00013633 | Time: 2484.97 ms
[2020-12-10 17:01:41	                main:574]	:	INFO	:	Epoch 923 | loss: 0.00013223 | val_loss: 0.000149195 | Time: 2551.31 ms
[2020-12-10 17:01:44	                main:574]	:	INFO	:	Epoch 924 | loss: 0.000114596 | val_loss: 0.000124596 | Time: 2476.03 ms
[2020-12-10 17:01:46	                main:574]	:	INFO	:	Epoch 925 | loss: 0.000105876 | val_loss: 0.000125862 | Time: 2477.54 ms
[2020-12-10 17:01:49	                main:574]	:	INFO	:	Epoch 926 | loss: 0.000108854 | val_loss: 0.000120312 | Time: 2622.27 ms
[2020-12-10 17:01:52	                main:574]	:	INFO	:	Epoch 927 | loss: 0.000101394 | val_loss: 0.000119258 | Time: 2522.8 ms
[2020-12-10 17:01:54	                main:574]	:	INFO	:	Epoch 928 | loss: 0.000102539 | val_loss: 0.000122173 | Time: 2495.47 ms
[2020-12-10 17:01:57	                main:574]	:	INFO	:	Epoch 929 | loss: 0.000113154 | val_loss: 0.000125144 | Time: 2495.48 ms
[2020-12-10 17:01:59	                main:574]	:	INFO	:	Epoch 930 | loss: 0.000104117 | val_loss: 0.000120282 | Time: 2501.75 ms
[2020-12-10 17:02:02	                main:574]	:	INFO	:	Epoch 931 | loss: 0.000102558 | val_loss: 0.000120796 | Time: 2490.18 ms
[2020-12-10 17:02:04	                main:574]	:	INFO	:	Epoch 932 | loss: 0.000107307 | val_loss: 0.000138294 | Time: 2462.26 ms
[2020-12-10 17:02:07	                main:574]	:	INFO	:	Epoch 933 | loss: 0.00011719 | val_loss: 0.000134143 | Time: 2483.41 ms
[2020-12-10 17:02:09	                main:574]	:	INFO	:	Epoch 934 | loss: 0.000110154 | val_loss: 0.000125723 | Time: 2497.35 ms
[2020-12-10 17:02:12	                main:574]	:	INFO	:	Epoch 935 | loss: 0.000117921 | val_loss: 0.000138614 | Time: 2457.3 ms
[2020-12-10 17:02:14	                main:574]	:	INFO	:	Epoch 936 | loss: 0.000108164 | val_loss: 0.000125788 | Time: 2469.71 ms
[2020-12-10 17:02:17	                main:574]	:	INFO	:	Epoch 937 | loss: 0.000114892 | val_loss: 0.000131084 | Time: 2439.78 ms
[2020-12-10 17:02:19	                main:574]	:	INFO	:	Epoch 938 | loss: 0.000108863 | val_loss: 0.000125905 | Time: 2516.99 ms
[2020-12-10 17:02:22	                main:574]	:	INFO	:	Epoch 939 | loss: 0.000105113 | val_loss: 0.000121947 | Time: 2498.52 ms
[2020-12-10 17:02:24	                main:574]	:	INFO	:	Epoch 940 | loss: 0.000105469 | val_loss: 0.000123198 | Time: 2483.72 ms
[2020-12-10 17:02:27	                main:574]	:	INFO	:	Epoch 941 | loss: 0.000103518 | val_loss: 0.000119322 | Time: 2472.82 ms
[2020-12-10 17:02:30	                main:574]	:	INFO	:	Epoch 942 | loss: 0.000107236 | val_loss: 0.000144002 | Time: 2496.12 ms
[2020-12-10 17:02:32	                main:574]	:	INFO	:	Epoch 943 | loss: 0.000129215 | val_loss: 0.000146556 | Time: 2481.46 ms
[2020-12-10 17:02:35	                main:574]	:	INFO	:	Epoch 944 | loss: 0.000114934 | val_loss: 0.000129224 | Time: 2484.54 ms
[2020-12-10 17:02:37	                main:574]	:	INFO	:	Epoch 945 | loss: 0.000107458 | val_loss: 0.000123992 | Time: 2536.9 ms
[2020-12-10 17:02:40	                main:574]	:	INFO	:	Epoch 946 | loss: 0.000105798 | val_loss: 0.000122436 | Time: 2491.12 ms
[2020-12-10 17:02:42	                main:574]	:	INFO	:	Epoch 947 | loss: 0.000103492 | val_loss: 0.00012276 | Time: 2430.5 ms
[2020-12-10 17:02:45	                main:574]	:	INFO	:	Epoch 948 | loss: 0.000110764 | val_loss: 0.000136053 | Time: 2481.18 ms
[2020-12-10 17:02:47	                main:574]	:	INFO	:	Epoch 949 | loss: 0.000122839 | val_loss: 0.00012948 | Time: 2469.59 ms
[2020-12-10 17:02:50	                main:574]	:	INFO	:	Epoch 950 | loss: 0.000107281 | val_loss: 0.000121292 | Time: 2460.5 ms
[2020-12-10 17:02:52	                main:574]	:	INFO	:	Epoch 951 | loss: 0.000102851 | val_loss: 0.000122229 | Time: 2460.09 ms
[2020-12-10 17:02:55	                main:574]	:	INFO	:	Epoch 952 | loss: 0.000105146 | val_loss: 0.000123126 | Time: 2482.72 ms
[2020-12-10 17:02:57	                main:574]	:	INFO	:	Epoch 953 | loss: 0.00010858 | val_loss: 0.000138247 | Time: 2535.61 ms
[2020-12-10 17:03:00	                main:574]	:	INFO	:	Epoch 954 | loss: 0.000124892 | val_loss: 0.000130255 | Time: 2511.1 ms
[2020-12-10 17:03:02	                main:574]	:	INFO	:	Epoch 955 | loss: 0.000108077 | val_loss: 0.000126049 | Time: 2474.99 ms
[2020-12-10 17:03:05	                main:574]	:	INFO	:	Epoch 956 | loss: 0.000106852 | val_loss: 0.000131964 | Time: 2486.47 ms
[2020-12-10 17:03:07	                main:574]	:	INFO	:	Epoch 957 | loss: 0.000113231 | val_loss: 0.000124306 | Time: 2492.94 ms
[2020-12-10 17:03:10	                main:574]	:	INFO	:	Epoch 958 | loss: 0.000104552 | val_loss: 0.000124254 | Time: 2464.53 ms
[2020-12-10 17:03:12	                main:574]	:	INFO	:	Epoch 959 | loss: 0.000111078 | val_loss: 0.000138328 | Time: 2424.44 ms
[2020-12-10 17:03:15	                main:574]	:	INFO	:	Epoch 960 | loss: 0.000113919 | val_loss: 0.000130195 | Time: 2450.99 ms
[2020-12-10 17:03:17	                main:574]	:	INFO	:	Epoch 961 | loss: 0.00011182 | val_loss: 0.00012714 | Time: 2468.3 ms
[2020-12-10 17:03:20	                main:574]	:	INFO	:	Epoch 962 | loss: 0.000109071 | val_loss: 0.0001234 | Time: 2488.41 ms
[2020-12-10 17:03:22	                main:574]	:	INFO	:	Epoch 963 | loss: 0.000105431 | val_loss: 0.000124726 | Time: 2466.98 ms
[2020-12-10 17:03:25	                main:574]	:	INFO	:	Epoch 964 | loss: 0.000108198 | val_loss: 0.000129815 | Time: 2462.51 ms
[2020-12-10 17:03:27	                main:574]	:	INFO	:	Epoch 965 | loss: 0.000114144 | val_loss: 0.000134372 | Time: 2534.36 ms
[2020-12-10 17:03:30	                main:574]	:	INFO	:	Epoch 966 | loss: 0.000109225 | val_loss: 0.000124568 | Time: 2528.05 ms
[2020-12-10 17:03:32	                main:574]	:	INFO	:	Epoch 967 | loss: 0.000105667 | val_loss: 0.000128677 | Time: 2454.7 ms
[2020-12-10 17:03:35	                main:574]	:	INFO	:	Epoch 968 | loss: 0.000112568 | val_loss: 0.000126582 | Time: 2505.22 ms
[2020-12-10 17:03:38	                main:574]	:	INFO	:	Epoch 969 | loss: 0.000110761 | val_loss: 0.000131802 | Time: 2496.65 ms
[2020-12-10 17:03:40	                main:574]	:	INFO	:	Epoch 970 | loss: 0.000108294 | val_loss: 0.000127615 | Time: 2492.14 ms
[2020-12-10 17:03:43	                main:574]	:	INFO	:	Epoch 971 | loss: 0.00012294 | val_loss: 0.000137386 | Time: 2487.33 ms
[2020-12-10 17:03:45	                main:574]	:	INFO	:	Epoch 972 | loss: 0.000118676 | val_loss: 0.000144321 | Time: 2483.29 ms
[2020-12-10 17:03:48	                main:574]	:	INFO	:	Epoch 973 | loss: 0.000115679 | val_loss: 0.000130772 | Time: 2471.39 ms
[2020-12-10 17:03:50	                main:574]	:	INFO	:	Epoch 974 | loss: 0.00010691 | val_loss: 0.000120804 | Time: 2510.7 ms
[2020-12-10 17:03:53	                main:574]	:	INFO	:	Epoch 975 | loss: 0.000104305 | val_loss: 0.000123326 | Time: 2440.14 ms
[2020-12-10 17:03:55	                main:574]	:	INFO	:	Epoch 976 | loss: 0.000104281 | val_loss: 0.000121331 | Time: 2457.26 ms
[2020-12-10 17:03:58	                main:574]	:	INFO	:	Epoch 977 | loss: 0.000106993 | val_loss: 0.000121275 | Time: 2478.61 ms
[2020-12-10 17:04:00	                main:574]	:	INFO	:	Epoch 978 | loss: 0.000102237 | val_loss: 0.00012253 | Time: 2477.04 ms
[2020-12-10 17:04:03	                main:574]	:	INFO	:	Epoch 979 | loss: 0.00010915 | val_loss: 0.000137232 | Time: 2460.94 ms
[2020-12-10 17:04:05	                main:574]	:	INFO	:	Epoch 980 | loss: 0.000114482 | val_loss: 0.000141666 | Time: 2437.89 ms
[2020-12-10 17:04:08	                main:574]	:	INFO	:	Epoch 981 | loss: 0.000127565 | val_loss: 0.000128727 | Time: 2480.63 ms
[2020-12-10 17:04:10	                main:574]	:	INFO	:	Epoch 982 | loss: 0.000108246 | val_loss: 0.000132476 | Time: 2483.25 ms
[2020-12-10 17:04:13	                main:574]	:	INFO	:	Epoch 983 | loss: 0.000108528 | val_loss: 0.000121446 | Time: 2448.54 ms
[2020-12-10 17:04:15	                main:574]	:	INFO	:	Epoch 984 | loss: 0.00010271 | val_loss: 0.000125166 | Time: 2511.79 ms
[2020-12-10 17:04:18	                main:574]	:	INFO	:	Epoch 985 | loss: 0.000106457 | val_loss: 0.000124499 | Time: 2591.86 ms
[2020-12-10 17:04:20	                main:574]	:	INFO	:	Epoch 986 | loss: 0.000115738 | val_loss: 0.000133877 | Time: 2476.98 ms
[2020-12-10 17:04:23	                main:574]	:	INFO	:	Epoch 987 | loss: 0.000109247 | val_loss: 0.00013117 | Time: 2448.1 ms
[2020-12-10 17:04:25	                main:574]	:	INFO	:	Epoch 988 | loss: 0.000119442 | val_loss: 0.000131184 | Time: 2548.47 ms
[2020-12-10 17:04:28	                main:574]	:	INFO	:	Epoch 989 | loss: 0.000107877 | val_loss: 0.000122615 | Time: 2516.5 ms
[2020-12-10 17:04:30	                main:574]	:	INFO	:	Epoch 990 | loss: 0.000104857 | val_loss: 0.000128196 | Time: 2488.86 ms
[2020-12-10 17:04:33	                main:574]	:	INFO	:	Epoch 991 | loss: 0.000108247 | val_loss: 0.000124537 | Time: 2424.48 ms
[2020-12-10 17:04:35	                main:574]	:	INFO	:	Epoch 992 | loss: 0.000105708 | val_loss: 0.000124434 | Time: 2490.11 ms
[2020-12-10 17:04:38	                main:574]	:	INFO	:	Epoch 993 | loss: 0.000110369 | val_loss: 0.000134207 | Time: 2519.26 ms
[2020-12-10 17:04:41	                main:574]	:	INFO	:	Epoch 994 | loss: 0.00012192 | val_loss: 0.000127857 | Time: 2483.4 ms
[2020-12-10 17:04:43	                main:574]	:	INFO	:	Epoch 995 | loss: 0.000106542 | val_loss: 0.000121612 | Time: 2517.29 ms
[2020-12-10 17:04:46	                main:574]	:	INFO	:	Epoch 996 | loss: 0.000101563 | val_loss: 0.000120291 | Time: 2506.62 ms
[2020-12-10 17:04:48	                main:574]	:	INFO	:	Epoch 997 | loss: 0.000103001 | val_loss: 0.000123555 | Time: 2559.69 ms
[2020-12-10 17:04:51	                main:574]	:	INFO	:	Epoch 998 | loss: 0.000110825 | val_loss: 0.000140564 | Time: 2512.35 ms
[2020-12-10 17:04:53	                main:574]	:	INFO	:	Epoch 999 | loss: 0.000129398 | val_loss: 0.000149715 | Time: 2448.93 ms
[2020-12-10 17:04:56	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.000116757 | val_loss: 0.000126282 | Time: 2459.07 ms
[2020-12-10 17:04:58	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.000107242 | val_loss: 0.000127025 | Time: 2493.58 ms
[2020-12-10 17:05:01	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.00010379 | val_loss: 0.000120599 | Time: 2477.03 ms
[2020-12-10 17:05:03	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.000101302 | val_loss: 0.000120369 | Time: 2471.24 ms
[2020-12-10 17:05:06	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.00010355 | val_loss: 0.000123385 | Time: 2439.67 ms
[2020-12-10 17:05:08	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.000113152 | val_loss: 0.000146145 | Time: 2546.56 ms
[2020-12-10 17:05:11	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.000121081 | val_loss: 0.00013119 | Time: 2463.23 ms
[2020-12-10 17:05:13	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.000108758 | val_loss: 0.000124771 | Time: 2513.11 ms
[2020-12-10 17:05:16	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.00010957 | val_loss: 0.000131143 | Time: 2448.3 ms
[2020-12-10 17:05:18	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.000110166 | val_loss: 0.000136465 | Time: 2475.13 ms
[2020-12-10 17:05:21	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.000110458 | val_loss: 0.000123452 | Time: 2509.79 ms
[2020-12-10 17:05:23	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.00010325 | val_loss: 0.000122622 | Time: 2481.93 ms
[2020-12-10 17:05:26	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.000115424 | val_loss: 0.00014948 | Time: 2464.11 ms
[2020-12-10 17:05:28	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.000116648 | val_loss: 0.000129074 | Time: 2475.68 ms
[2020-12-10 17:05:31	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.000106714 | val_loss: 0.000120785 | Time: 2549.93 ms
[2020-12-10 17:05:34	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.000102337 | val_loss: 0.000123769 | Time: 2490.8 ms
[2020-12-10 17:05:36	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.000109193 | val_loss: 0.000126505 | Time: 2476.19 ms
[2020-12-10 17:05:39	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.000107329 | val_loss: 0.000129839 | Time: 2460.97 ms
[2020-12-10 17:05:41	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.000112215 | val_loss: 0.000130341 | Time: 2429.58 ms
[2020-12-10 17:05:44	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.000116053 | val_loss: 0.000145952 | Time: 2459.92 ms
[2020-12-10 17:05:46	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.000113482 | val_loss: 0.000134874 | Time: 2451.87 ms
[2020-12-10 17:05:49	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.000116986 | val_loss: 0.000130233 | Time: 2521.04 ms
[2020-12-10 17:05:51	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.000106635 | val_loss: 0.000124085 | Time: 2494.36 ms
[2020-12-10 17:05:54	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.000104353 | val_loss: 0.000130843 | Time: 2453.78 ms
[2020-12-10 17:05:56	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.00011882 | val_loss: 0.00013591 | Time: 2499.82 ms
[2020-12-10 17:05:56	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00013591
[2020-12-10 17:05:56	                main:603]	:	INFO	:	Saving end state to config to file
[2020-12-10 17:05:56	                main:608]	:	INFO	:	Success, exiting..
17:05:56 (16044): 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)