Task 3359942

Name ParityMachine-1606531330-24684-10_0
Workunit 1621352
Created 19 Dec 2020, 15:55:37 UTC
Sent 21 Dec 2020, 9:23:31 UTC
Report deadline 28 Dec 2020, 9:23:31 UTC
Received 21 Dec 2020, 22:47:00 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 34 min 45 sec
CPU time 34 min 41 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.72 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.33 GB
Peak swap size 10.47 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.14</core_client_version>
<![CDATA[
<stderr_txt>
poch 510 | loss: 0.0311767 | val_loss: 0.0311795 | Time: 2041.64 ms
[2020-12-21 17:29:27	                main:581]	:	INFO	:	Epoch 511 | loss: 0.0311765 | val_loss: 0.0311834 | Time: 2029.7 ms
[2020-12-21 17:29:29	                main:581]	:	INFO	:	Epoch 512 | loss: 0.0311768 | val_loss: 0.0311862 | Time: 2024.53 ms
[2020-12-21 17:29:31	                main:581]	:	INFO	:	Epoch 513 | loss: 0.0311789 | val_loss: 0.0311806 | Time: 2030.3 ms
[2020-12-21 17:29:33	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0311767 | val_loss: 0.0311797 | Time: 2024.86 ms
[2020-12-21 17:29:35	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0311738 | val_loss: 0.0311775 | Time: 2024.45 ms
[2020-12-21 17:29:37	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0311727 | val_loss: 0.0311755 | Time: 2028.94 ms
[2020-12-21 17:29:39	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0311729 | val_loss: 0.0311764 | Time: 2039.84 ms
[2020-12-21 17:29:41	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0311752 | val_loss: 0.0311796 | Time: 2032.65 ms
[2020-12-21 17:29:43	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0311784 | val_loss: 0.0311798 | Time: 2038.75 ms
[2020-12-21 17:29:45	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0311743 | val_loss: 0.0311755 | Time: 2020.12 ms
[2020-12-21 17:29:47	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0311741 | val_loss: 0.0311828 | Time: 2022.35 ms
[2020-12-21 17:29:49	                main:581]	:	INFO	:	Epoch 522 | loss: 0.031176 | val_loss: 0.0311798 | Time: 2025.32 ms
[2020-12-21 17:29:51	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0311747 | val_loss: 0.0311776 | Time: 2030.73 ms
[2020-12-21 17:29:53	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0311728 | val_loss: 0.0311785 | Time: 2033.68 ms
[2020-12-21 17:29:55	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0311722 | val_loss: 0.0311779 | Time: 2017.19 ms
[2020-12-21 17:29:57	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0311734 | val_loss: 0.031176 | Time: 2035.93 ms
[2020-12-21 17:29:59	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0311725 | val_loss: 0.0311804 | Time: 2017.05 ms
[2020-12-21 17:30:01	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0311753 | val_loss: 0.0311777 | Time: 2013.46 ms
[2020-12-21 17:30:03	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0311726 | val_loss: 0.0311807 | Time: 2028.38 ms
[2020-12-21 17:30:05	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0311757 | val_loss: 0.0311758 | Time: 2011.48 ms
[2020-12-21 17:30:07	                main:581]	:	INFO	:	Epoch 531 | loss: 0.031174 | val_loss: 0.0311877 | Time: 2028.51 ms
[2020-12-21 17:30:09	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0311763 | val_loss: 0.0311774 | Time: 2024.74 ms
[2020-12-21 17:30:11	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0311808 | val_loss: 0.0311828 | Time: 2027.71 ms
[2020-12-21 17:30:13	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0311721 | val_loss: 0.0311767 | Time: 2033.71 ms
[2020-12-21 17:30:15	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0311708 | val_loss: 0.0311752 | Time: 2020.19 ms
[2020-12-21 17:30:17	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0311711 | val_loss: 0.0311734 | Time: 2027.05 ms
[2020-12-21 17:30:19	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0311713 | val_loss: 0.031181 | Time: 2015.03 ms
[2020-12-21 17:30:21	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0311725 | val_loss: 0.0311737 | Time: 2021.3 ms
[2020-12-21 17:30:23	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0311703 | val_loss: 0.0311736 | Time: 2023.25 ms
[2020-12-21 17:30:25	                main:581]	:	INFO	:	Epoch 540 | loss: 0.03117 | val_loss: 0.0311754 | Time: 2024.34 ms
[2020-12-21 17:30:27	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0311721 | val_loss: 0.0311817 | Time: 2024.2 ms
[2020-12-21 17:30:29	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0311735 | val_loss: 0.0311797 | Time: 2030.56 ms
[2020-12-21 17:30:31	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0311712 | val_loss: 0.0311787 | Time: 2035.12 ms
[2020-12-21 17:30:33	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0311705 | val_loss: 0.0311742 | Time: 2034.08 ms
[2020-12-21 17:30:35	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0311743 | val_loss: 0.0311759 | Time: 2036.47 ms
[2020-12-21 17:30:37	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0311796 | val_loss: 0.0311875 | Time: 2033.76 ms
[2020-12-21 17:30:40	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0311751 | val_loss: 0.0311745 | Time: 2036.84 ms
[2020-12-21 17:30:42	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0311721 | val_loss: 0.0311776 | Time: 2025.9 ms
[2020-12-21 17:30:44	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0311707 | val_loss: 0.0311762 | Time: 2028.27 ms
[2020-12-21 17:30:46	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0311702 | val_loss: 0.0311752 | Time: 2038.97 ms
[2020-12-21 17:30:48	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0311708 | val_loss: 0.0311751 | Time: 2035.61 ms
[2020-12-21 17:30:50	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0311707 | val_loss: 0.0311733 | Time: 2032.52 ms
[2020-12-21 17:30:52	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0311692 | val_loss: 0.0311746 | Time: 2032.81 ms
[2020-12-21 17:30:54	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0311704 | val_loss: 0.0311771 | Time: 2029.93 ms
[2020-12-21 17:30:56	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0311725 | val_loss: 0.0311775 | Time: 2024.26 ms
[2020-12-21 17:30:58	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0311715 | val_loss: 0.0311741 | Time: 2035.54 ms
[2020-12-21 17:31:00	                main:581]	:	INFO	:	Epoch 557 | loss: 0.0311711 | val_loss: 0.0311759 | Time: 2028.31 ms
[2020-12-21 17:31:02	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0311735 | val_loss: 0.0311737 | Time: 2023.73 ms
[2020-12-21 17:31:04	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0311713 | val_loss: 0.0311734 | Time: 2039.61 ms
[2020-12-21 17:31:06	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0311704 | val_loss: 0.0311756 | Time: 2026.9 ms
[2020-12-21 17:31:08	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0311715 | val_loss: 0.0311778 | Time: 2021.19 ms
[2020-12-21 17:31:10	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0311741 | val_loss: 0.0311796 | Time: 2034.75 ms
[2020-12-21 17:31:12	                main:581]	:	INFO	:	Epoch 563 | loss: 0.0311707 | val_loss: 0.0311765 | Time: 2029.7 ms
[2020-12-21 17:31:14	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0311762 | val_loss: 0.0311876 | Time: 2031.48 ms
[2020-12-21 17:31:16	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0311741 | val_loss: 0.0311738 | Time: 2028.56 ms
[2020-12-21 17:31:18	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0311698 | val_loss: 0.0311748 | Time: 2021.12 ms
[2020-12-21 17:31:20	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0311706 | val_loss: 0.0311728 | Time: 2026.18 ms
[2020-12-21 17:31:22	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0311698 | val_loss: 0.0311759 | Time: 2034.61 ms
[2020-12-21 17:31:24	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0311724 | val_loss: 0.0311767 | Time: 2036.34 ms
[2020-12-21 17:31:26	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0311718 | val_loss: 0.0311752 | Time: 2024.85 ms
[2020-12-21 17:31:28	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0311722 | val_loss: 0.0311748 | Time: 2030.55 ms
[2020-12-21 17:31:30	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0311793 | val_loss: 0.0311749 | Time: 2022.11 ms
[2020-12-21 17:31:32	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0311734 | val_loss: 0.0311727 | Time: 2030.23 ms
[2020-12-21 17:31:34	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0311717 | val_loss: 0.0311751 | Time: 2030.58 ms
[2020-12-21 17:31:36	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0311698 | val_loss: 0.0311752 | Time: 2023.83 ms
[2020-12-21 17:31:38	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0311689 | val_loss: 0.0311769 | Time: 2038.43 ms
[2020-12-21 17:31:40	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0311718 | val_loss: 0.0311798 | Time: 2038.23 ms
[2020-12-21 17:31:42	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0311772 | val_loss: 0.0311854 | Time: 2035.45 ms
[2020-12-21 17:31:44	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0311826 | val_loss: 0.0311808 | Time: 2032 ms
[2020-12-21 17:31:47	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0311705 | val_loss: 0.0311746 | Time: 2031.89 ms
[2020-12-21 17:31:49	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0311689 | val_loss: 0.0311734 | Time: 2022.04 ms
[2020-12-21 17:31:51	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0311688 | val_loss: 0.031174 | Time: 2035 ms
[2020-12-21 17:31:53	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0311695 | val_loss: 0.0311743 | Time: 2019.93 ms
[2020-12-21 17:31:55	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0311671 | val_loss: 0.0311721 | Time: 2033.74 ms
[2020-12-21 17:31:57	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0311677 | val_loss: 0.0311759 | Time: 2024.06 ms
[2020-12-21 17:31:59	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0311689 | val_loss: 0.0311763 | Time: 2029.53 ms
[2020-12-21 17:32:01	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0311726 | val_loss: 0.0311753 | Time: 2028.83 ms
[2020-12-21 17:32:03	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0311706 | val_loss: 0.0311726 | Time: 2027.15 ms
[2020-12-21 17:32:05	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0311688 | val_loss: 0.0311723 | Time: 2031.25 ms
[2020-12-21 17:32:07	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0311681 | val_loss: 0.0311718 | Time: 2027.47 ms
[2020-12-21 17:32:09	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0311671 | val_loss: 0.0311753 | Time: 2026.35 ms
[2020-12-21 17:32:11	                main:581]	:	INFO	:	Epoch 592 | loss: 0.031168 | val_loss: 0.0311725 | Time: 2041.77 ms
[2020-12-21 17:32:13	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0311685 | val_loss: 0.031176 | Time: 2031.4 ms
[2020-12-21 17:32:15	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0311684 | val_loss: 0.0311773 | Time: 2031.99 ms
[2020-12-21 17:32:17	                main:581]	:	INFO	:	Epoch 595 | loss: 0.031169 | val_loss: 0.0311735 | Time: 2034.66 ms
[2020-12-21 17:32:19	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0311718 | val_loss: 0.0311778 | Time: 2033.43 ms
[2020-12-21 17:32:21	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0311692 | val_loss: 0.0311732 | Time: 2031.01 ms
[2020-12-21 17:32:23	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0311695 | val_loss: 0.0311812 | Time: 2029.64 ms
[2020-12-21 17:32:25	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0311691 | val_loss: 0.0311761 | Time: 2022.18 ms
[2020-12-21 17:32:27	                main:581]	:	INFO	:	Epoch 600 | loss: 0.03117 | val_loss: 0.031176 | Time: 2029.44 ms
[2020-12-21 17:32:29	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0311729 | val_loss: 0.0311837 | Time: 2030.34 ms
[2020-12-21 17:32:31	                main:581]	:	INFO	:	Epoch 602 | loss: 0.031171 | val_loss: 0.0311741 | Time: 2025.56 ms
[2020-12-21 17:32:33	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0311688 | val_loss: 0.0311756 | Time: 2024.98 ms
[2020-12-21 17:32:35	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0311733 | val_loss: 0.0311799 | Time: 2026.13 ms
[2020-12-21 17:32:37	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0311743 | val_loss: 0.031177 | Time: 2039.94 ms
[2020-12-21 17:32:39	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0311708 | val_loss: 0.031173 | Time: 2035.58 ms
[2020-12-21 17:32:41	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0311698 | val_loss: 0.0311714 | Time: 2033.22 ms
[2020-12-21 17:32:43	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0311691 | val_loss: 0.0311755 | Time: 2031.26 ms
[2020-12-21 17:32:45	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0311696 | val_loss: 0.0311732 | Time: 2024.85 ms
[2020-12-21 17:32:47	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0311677 | val_loss: 0.0311711 | Time: 2032.77 ms
[2020-12-21 17:32:49	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0311681 | val_loss: 0.0311782 | Time: 2033.67 ms
[2020-12-21 17:32:51	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0311693 | val_loss: 0.0311721 | Time: 2038.62 ms
[2020-12-21 17:32:54	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0311683 | val_loss: 0.0311718 | Time: 2028.18 ms
[2020-12-21 17:32:56	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0311676 | val_loss: 0.0311773 | Time: 2024.09 ms
[2020-12-21 17:32:58	                main:581]	:	INFO	:	Epoch 615 | loss: 0.031172 | val_loss: 0.0311779 | Time: 2029.69 ms
[2020-12-21 17:33:00	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0311732 | val_loss: 0.0311747 | Time: 2020.97 ms
[2020-12-21 17:33:02	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0311731 | val_loss: 0.031186 | Time: 2026.33 ms
[2020-12-21 17:33:04	                main:581]	:	INFO	:	Epoch 618 | loss: 0.133791 | val_loss: 0.247619 | Time: 2029.51 ms
[2020-12-21 17:33:06	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0838039 | val_loss: 0.0493763 | Time: 2019.84 ms
[2020-12-21 17:33:08	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0367389 | val_loss: 0.0333431 | Time: 2031.55 ms
[2020-12-21 17:33:10	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0318478 | val_loss: 0.0313819 | Time: 2020.44 ms
[2020-12-21 17:33:12	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0313379 | val_loss: 0.0312885 | Time: 2028.68 ms
[2020-12-21 17:33:14	                main:581]	:	INFO	:	Epoch 623 | loss: 0.031272 | val_loss: 0.03125 | Time: 2029.63 ms
[2020-12-21 17:33:16	                main:581]	:	INFO	:	Epoch 624 | loss: 0.031247 | val_loss: 0.0312442 | Time: 2030.09 ms
[2020-12-21 17:33:18	                main:581]	:	INFO	:	Epoch 625 | loss: 0.031244 | val_loss: 0.031243 | Time: 2019.42 ms
[2020-12-21 17:33:20	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0312428 | val_loss: 0.031242 | Time: 2027.88 ms
[2020-12-21 17:33:22	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0312419 | val_loss: 0.0312411 | Time: 2025.68 ms
[2020-12-21 17:33:24	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0312411 | val_loss: 0.0312407 | Time: 2026.61 ms
[2020-12-21 17:33:26	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0312405 | val_loss: 0.0312397 | Time: 2020.13 ms
[2020-12-21 17:33:28	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0312395 | val_loss: 0.031239 | Time: 2033.01 ms
[2020-12-21 17:33:30	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0312388 | val_loss: 0.0312381 | Time: 2031.56 ms
[2020-12-21 17:33:32	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0312378 | val_loss: 0.0312373 | Time: 2028.67 ms
[2020-12-21 17:33:34	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0312368 | val_loss: 0.0312359 | Time: 2027.86 ms
[2020-12-21 17:33:36	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0312345 | val_loss: 0.0312317 | Time: 2019.54 ms
[2020-12-21 17:33:38	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0312287 | val_loss: 0.0312256 | Time: 2026.9 ms
[2020-12-21 17:33:40	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0312219 | val_loss: 0.031219 | Time: 2013.1 ms
[2020-12-21 17:33:42	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0312154 | val_loss: 0.0312143 | Time: 2024.58 ms
[2020-12-21 17:33:44	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0312123 | val_loss: 0.0312129 | Time: 2014.98 ms
[2020-12-21 17:33:46	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0312104 | val_loss: 0.0312113 | Time: 2013.65 ms
[2020-12-21 17:33:48	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0312087 | val_loss: 0.03121 | Time: 2016.85 ms
[2020-12-21 17:33:50	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0312078 | val_loss: 0.0312095 | Time: 2028.25 ms
[2020-12-21 17:33:52	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0312071 | val_loss: 0.0312091 | Time: 2017.78 ms
[2020-12-21 17:33:54	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0312067 | val_loss: 0.0312087 | Time: 2029.21 ms
[2020-12-21 17:33:56	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0312061 | val_loss: 0.0312083 | Time: 2026.94 ms
[2020-12-21 17:33:58	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0312059 | val_loss: 0.0312077 | Time: 2030.39 ms
[2020-12-21 17:34:00	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0312051 | val_loss: 0.0312071 | Time: 2028.74 ms
[2020-12-21 17:34:02	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0312046 | val_loss: 0.0312069 | Time: 2026.96 ms
[2020-12-21 17:34:04	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0312042 | val_loss: 0.0312068 | Time: 2026.45 ms
[2020-12-21 17:34:06	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0312037 | val_loss: 0.0312065 | Time: 2034.93 ms
[2020-12-21 17:34:08	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0312034 | val_loss: 0.0312064 | Time: 2023.91 ms
[2020-12-21 17:34:10	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0312032 | val_loss: 0.0312062 | Time: 2029.3 ms
[2020-12-21 17:34:13	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0312031 | val_loss: 0.0312062 | Time: 2029.28 ms
[2020-12-21 17:34:15	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0312029 | val_loss: 0.0312061 | Time: 2024.8 ms
[2020-12-21 17:34:17	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0312027 | val_loss: 0.0312064 | Time: 2017.21 ms
[2020-12-21 17:34:19	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0312028 | val_loss: 0.0312063 | Time: 2025.25 ms
[2020-12-21 17:34:21	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0312026 | val_loss: 0.0312063 | Time: 2027.47 ms
[2020-12-21 17:34:23	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0312023 | val_loss: 0.031206 | Time: 2037.41 ms
[2020-12-21 17:34:25	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0312025 | val_loss: 0.0312062 | Time: 2022.87 ms
[2020-12-21 17:34:27	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0312024 | val_loss: 0.0312058 | Time: 2022.76 ms
[2020-12-21 17:34:29	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0312021 | val_loss: 0.0312068 | Time: 2029.79 ms
[2020-12-21 17:34:31	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0312025 | val_loss: 0.0312057 | Time: 2031.29 ms
[2020-12-21 17:34:33	                main:581]	:	INFO	:	Epoch 662 | loss: 0.031202 | val_loss: 0.0312058 | Time: 2017.11 ms
[2020-12-21 17:34:35	                main:581]	:	INFO	:	Epoch 663 | loss: 0.031202 | val_loss: 0.0312057 | Time: 2024.63 ms
[2020-12-21 17:34:37	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0312019 | val_loss: 0.0312055 | Time: 2024.61 ms
[2020-12-21 17:34:39	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0312021 | val_loss: 0.031206 | Time: 2015.79 ms
[2020-12-21 17:34:41	                main:581]	:	INFO	:	Epoch 666 | loss: 0.031202 | val_loss: 0.0312056 | Time: 2026.32 ms
[2020-12-21 17:34:43	                main:581]	:	INFO	:	Epoch 667 | loss: 0.031202 | val_loss: 0.0312057 | Time: 2018.35 ms
[2020-12-21 17:34:45	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0312018 | val_loss: 0.0312055 | Time: 2027.86 ms
[2020-12-21 17:34:47	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0312019 | val_loss: 0.0312055 | Time: 2027.39 ms
[2020-12-21 17:34:49	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0312017 | val_loss: 0.0312055 | Time: 2031.55 ms
[2020-12-21 17:34:51	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0312017 | val_loss: 0.0312062 | Time: 2027.19 ms
[2020-12-21 17:34:53	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0312019 | val_loss: 0.0312053 | Time: 2027.36 ms
[2020-12-21 17:34:55	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0312016 | val_loss: 0.0312053 | Time: 2018.93 ms
[2020-12-21 17:34:57	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0312016 | val_loss: 0.0312054 | Time: 2032.09 ms
[2020-12-21 17:34:59	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0312016 | val_loss: 0.0312055 | Time: 2020.92 ms
[2020-12-21 17:35:01	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0312016 | val_loss: 0.0312052 | Time: 2013.56 ms
[2020-12-21 17:35:03	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0312014 | val_loss: 0.0312052 | Time: 2023.07 ms
[2020-12-21 17:35:05	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0312015 | val_loss: 0.0312053 | Time: 2024.03 ms
[2020-12-21 17:35:07	                main:581]	:	INFO	:	Epoch 679 | loss: 0.0312016 | val_loss: 0.0312062 | Time: 2027.95 ms
[2020-12-21 17:35:09	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0312017 | val_loss: 0.0312053 | Time: 2040.02 ms
[2020-12-21 17:35:11	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0312014 | val_loss: 0.0312052 | Time: 2025.65 ms
[2020-12-21 17:35:13	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0312013 | val_loss: 0.0312052 | Time: 2016.89 ms
[2020-12-21 17:35:15	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0312012 | val_loss: 0.0312049 | Time: 2024.64 ms
[2020-12-21 17:35:17	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0312012 | val_loss: 0.0312051 | Time: 2023.96 ms
[2020-12-21 17:35:19	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0312015 | val_loss: 0.0312054 | Time: 2017.95 ms
[2020-12-21 17:35:21	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0312014 | val_loss: 0.0312055 | Time: 2033.13 ms
[2020-12-21 17:35:23	                main:581]	:	INFO	:	Epoch 687 | loss: 0.0312015 | val_loss: 0.031205 | Time: 2027.94 ms
[2020-12-21 17:35:25	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0312011 | val_loss: 0.0312047 | Time: 2028.24 ms
[2020-12-21 17:35:27	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0312011 | val_loss: 0.0312047 | Time: 2021.34 ms
[2020-12-21 17:35:29	                main:581]	:	INFO	:	Epoch 690 | loss: 0.031201 | val_loss: 0.0312051 | Time: 2024.36 ms
[2020-12-21 17:35:32	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0312011 | val_loss: 0.031205 | Time: 2026.32 ms
[2020-12-21 17:35:34	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0312012 | val_loss: 0.0312049 | Time: 2020.64 ms
[2020-12-21 17:35:36	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0312013 | val_loss: 0.031205 | Time: 2026.98 ms
[2020-12-21 17:35:38	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0312009 | val_loss: 0.0312054 | Time: 2021.25 ms
[2020-12-21 17:35:40	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0312008 | val_loss: 0.0312053 | Time: 2030.29 ms
[2020-12-21 17:35:42	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0312009 | val_loss: 0.0312048 | Time: 2030 ms
[2020-12-21 17:35:44	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0312007 | val_loss: 0.0312048 | Time: 2015.82 ms
[2020-12-21 17:35:46	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0312006 | val_loss: 0.0312048 | Time: 2020.58 ms
[2020-12-21 17:35:48	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0312006 | val_loss: 0.0312049 | Time: 2028.28 ms
[2020-12-21 17:35:50	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0312009 | val_loss: 0.0312049 | Time: 2037.31 ms
[2020-12-21 17:35:52	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0312007 | val_loss: 0.0312044 | Time: 2018.75 ms
[2020-12-21 17:35:54	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0312006 | val_loss: 0.0312043 | Time: 2029.29 ms
[2020-12-21 17:35:56	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0312006 | val_loss: 0.0312044 | Time: 2033.14 ms
[2020-12-21 17:35:58	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0312005 | val_loss: 0.031205 | Time: 2029.54 ms
[2020-12-21 17:36:00	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0312008 | val_loss: 0.0312047 | Time: 2029.66 ms
[2020-12-21 17:36:02	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0312005 | val_loss: 0.0312043 | Time: 2037.71 ms
[2020-12-21 17:36:04	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0312004 | val_loss: 0.0312044 | Time: 2022.75 ms
[2020-12-21 17:36:06	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0312003 | val_loss: 0.0312042 | Time: 2029 ms
[2020-12-21 17:36:08	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0312001 | val_loss: 0.0312042 | Time: 2032.3 ms
[2020-12-21 17:36:10	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0312003 | val_loss: 0.0312043 | Time: 2038.4 ms
[2020-12-21 17:36:12	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0312001 | val_loss: 0.0312048 | Time: 2020.7 ms
[2020-12-21 17:36:14	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0312001 | val_loss: 0.0312038 | Time: 2028.05 ms
[2020-12-21 17:36:16	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0311999 | val_loss: 0.0312038 | Time: 2029.27 ms
[2020-12-21 17:36:18	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0312001 | val_loss: 0.0312037 | Time: 2022.88 ms
[2020-12-21 17:36:20	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0312002 | val_loss: 0.0312037 | Time: 2034.83 ms
[2020-12-21 17:36:22	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0311999 | val_loss: 0.0312036 | Time: 2029.65 ms
[2020-12-21 17:36:24	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0311997 | val_loss: 0.0312036 | Time: 2030.38 ms
[2020-12-21 17:36:26	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0311997 | val_loss: 0.0312033 | Time: 2035.59 ms
[2020-12-21 17:36:28	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0311997 | val_loss: 0.0312039 | Time: 2022.98 ms
[2020-12-21 17:36:30	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0311997 | val_loss: 0.0312034 | Time: 2036.17 ms
[2020-12-21 17:36:32	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0311996 | val_loss: 0.031204 | Time: 2023.71 ms
[2020-12-21 17:36:34	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0311999 | val_loss: 0.0312029 | Time: 2026.3 ms
[2020-12-21 17:36:36	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0311996 | val_loss: 0.0312036 | Time: 2023.9 ms
[2020-12-21 17:36:38	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0311996 | val_loss: 0.0312033 | Time: 2025.8 ms
[2020-12-21 17:36:40	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0311995 | val_loss: 0.0312038 | Time: 2022.9 ms
[2020-12-21 17:36:42	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0311993 | val_loss: 0.0312032 | Time: 2029.61 ms
[2020-12-21 17:36:45	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0311993 | val_loss: 0.0312036 | Time: 2020.29 ms
[2020-12-21 17:36:47	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0311989 | val_loss: 0.031203 | Time: 2027.72 ms
[2020-12-21 17:36:49	                main:581]	:	INFO	:	Epoch 729 | loss: 0.031199 | val_loss: 0.0312033 | Time: 2029.79 ms
[2020-12-21 17:36:51	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0311986 | val_loss: 0.0312027 | Time: 2027.97 ms
[2020-12-21 17:36:53	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0311984 | val_loss: 0.0312033 | Time: 2018.74 ms
[2020-12-21 17:36:55	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0311986 | val_loss: 0.0312043 | Time: 2030.52 ms
[2020-12-21 17:36:57	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0311984 | val_loss: 0.0312028 | Time: 2031.81 ms
[2020-12-21 17:36:59	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0311983 | val_loss: 0.0312028 | Time: 2026.54 ms
[2020-12-21 17:37:01	                main:581]	:	INFO	:	Epoch 735 | loss: 0.0311986 | val_loss: 0.0312032 | Time: 2011.56 ms
[2020-12-21 17:37:03	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0311983 | val_loss: 0.0312026 | Time: 2036.99 ms
[2020-12-21 17:37:05	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0311982 | val_loss: 0.0312036 | Time: 2028.12 ms
[2020-12-21 17:37:07	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0311987 | val_loss: 0.0312025 | Time: 2017.76 ms
[2020-12-21 17:37:09	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0311983 | val_loss: 0.0312031 | Time: 2029.66 ms
[2020-12-21 17:37:11	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0311981 | val_loss: 0.031203 | Time: 2029.38 ms
[2020-12-21 17:37:13	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0311982 | val_loss: 0.0312036 | Time: 2025.91 ms
[2020-12-21 17:37:15	                main:581]	:	INFO	:	Epoch 742 | loss: 0.031198 | val_loss: 0.0312042 | Time: 2028.08 ms
[2020-12-21 17:37:17	                main:581]	:	INFO	:	Epoch 743 | loss: 0.031198 | val_loss: 0.031204 | Time: 2026.69 ms
[2020-12-21 17:37:19	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0311982 | val_loss: 0.0312035 | Time: 2023.31 ms
[2020-12-21 17:37:21	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0311988 | val_loss: 0.0312031 | Time: 2031.82 ms
[2020-12-21 17:37:23	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0311984 | val_loss: 0.0312038 | Time: 2027.25 ms
[2020-12-21 17:37:25	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0311985 | val_loss: 0.0312036 | Time: 2034.31 ms
[2020-12-21 17:37:27	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0311986 | val_loss: 0.0312032 | Time: 2022.14 ms
[2020-12-21 17:37:29	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0311975 | val_loss: 0.0312029 | Time: 2030.22 ms
[2020-12-21 17:37:31	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0311979 | val_loss: 0.0312029 | Time: 2030.88 ms
[2020-12-21 17:37:33	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0311975 | val_loss: 0.0312033 | Time: 2032.52 ms
[2020-12-21 17:37:35	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0311984 | val_loss: 0.031203 | Time: 2030.58 ms
[2020-12-21 17:37:37	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0311977 | val_loss: 0.0312035 | Time: 2026.09 ms
[2020-12-21 17:37:39	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0311972 | val_loss: 0.031203 | Time: 2032.4 ms
[2020-12-21 17:37:41	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0311971 | val_loss: 0.0312037 | Time: 2025.54 ms
[2020-12-21 17:37:43	                main:581]	:	INFO	:	Epoch 756 | loss: 0.031197 | val_loss: 0.0312032 | Time: 2030.18 ms
[2020-12-21 17:37:45	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0311968 | val_loss: 0.0312025 | Time: 2033.35 ms
[2020-12-21 17:37:47	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0311974 | val_loss: 0.0312032 | Time: 2030.07 ms
[2020-12-21 17:37:49	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0311973 | val_loss: 0.0312027 | Time: 2033.58 ms
[2020-12-21 17:37:51	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0311972 | val_loss: 0.0312034 | Time: 2033.54 ms
[2020-12-21 17:37:53	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0312006 | val_loss: 0.0312087 | Time: 2033.73 ms
[2020-12-21 17:37:56	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0312023 | val_loss: 0.0312073 | Time: 2031.06 ms
[2020-12-21 17:37:58	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0312012 | val_loss: 0.0312078 | Time: 2028.62 ms
[2020-12-21 17:38:00	                main:581]	:	INFO	:	Epoch 764 | loss: 0.031201 | val_loss: 0.031207 | Time: 2034.38 ms
[2020-12-21 17:38:02	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0312004 | val_loss: 0.0312065 | Time: 2028.67 ms
[2020-12-21 17:38:04	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0311995 | val_loss: 0.031205 | Time: 2032.63 ms
[2020-12-21 17:38:06	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0311991 | val_loss: 0.0312047 | Time: 2031.26 ms
[2020-12-21 17:38:08	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0311995 | val_loss: 0.0312055 | Time: 2018.7 ms
[2020-12-21 17:38:10	                main:581]	:	INFO	:	Epoch 769 | loss: 0.031199 | val_loss: 0.0312055 | Time: 2024.38 ms
[2020-12-21 17:38:12	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0311989 | val_loss: 0.0312053 | Time: 2031.54 ms
[2020-12-21 17:38:14	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0311987 | val_loss: 0.0312055 | Time: 2031.77 ms
[2020-12-21 17:38:16	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0311987 | val_loss: 0.0312045 | Time: 2020.87 ms
[2020-12-21 17:38:18	                main:581]	:	INFO	:	Epoch 773 | loss: 0.031199 | val_loss: 0.0312041 | Time: 2021.52 ms
[2020-12-21 17:38:20	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0311988 | val_loss: 0.0312043 | Time: 2024.83 ms
[2020-12-21 17:38:22	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0311986 | val_loss: 0.0312046 | Time: 2029.37 ms
[2020-12-21 17:38:24	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0311983 | val_loss: 0.0312044 | Time: 2026.83 ms
[2020-12-21 17:38:26	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0311986 | val_loss: 0.0312077 | Time: 2027.15 ms
[2020-12-21 17:38:28	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0311992 | val_loss: 0.0312053 | Time: 2031.02 ms
[2020-12-21 17:38:30	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0311983 | val_loss: 0.0312051 | Time: 2026.99 ms
[2020-12-21 17:38:32	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0311986 | val_loss: 0.0312045 | Time: 2026.5 ms
[2020-12-21 17:38:34	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0311981 | val_loss: 0.0312052 | Time: 2024.86 ms
[2020-12-21 17:38:36	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0311982 | val_loss: 0.0312046 | Time: 2027.4 ms
[2020-12-21 17:38:38	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0311982 | val_loss: 0.0312044 | Time: 2014.18 ms
[2020-12-21 17:38:40	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0311983 | val_loss: 0.0312057 | Time: 2029.78 ms
[2020-12-21 17:38:42	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0311981 | val_loss: 0.0312042 | Time: 2042.45 ms
[2020-12-21 17:38:44	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0311979 | val_loss: 0.0312044 | Time: 2021.87 ms
[2020-12-21 17:38:46	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0311976 | val_loss: 0.0312046 | Time: 2017.68 ms
[2020-12-21 17:38:48	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0311973 | val_loss: 0.0312044 | Time: 2025.54 ms
[2020-12-21 17:38:50	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0311979 | val_loss: 0.0312038 | Time: 2018.42 ms
[2020-12-21 17:38:52	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0311974 | val_loss: 0.0312043 | Time: 2013.42 ms
[2020-12-21 17:38:54	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0311977 | val_loss: 0.031204 | Time: 2034.72 ms
[2020-12-21 17:38:56	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0311972 | val_loss: 0.0312042 | Time: 2018.73 ms
[2020-12-21 17:38:58	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0311974 | val_loss: 0.031204 | Time: 2027.17 ms
[2020-12-21 17:39:00	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0311971 | val_loss: 0.0312041 | Time: 2017.06 ms
[2020-12-21 17:39:02	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0311972 | val_loss: 0.0312042 | Time: 2034.22 ms
[2020-12-21 17:39:04	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0311971 | val_loss: 0.0312053 | Time: 2012.74 ms
[2020-12-21 17:39:06	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0311977 | val_loss: 0.0312044 | Time: 2027.93 ms
[2020-12-21 17:39:08	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0311973 | val_loss: 0.0312043 | Time: 2039.63 ms
[2020-12-21 17:39:10	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0311975 | val_loss: 0.0312072 | Time: 2024.33 ms
[2020-12-21 17:39:13	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0311978 | val_loss: 0.0312041 | Time: 2034.61 ms
[2020-12-21 17:39:15	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0311968 | val_loss: 0.0312055 | Time: 2027.41 ms
[2020-12-21 17:39:17	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0311966 | val_loss: 0.0312048 | Time: 2024.8 ms
[2020-12-21 17:39:19	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0311969 | val_loss: 0.0312051 | Time: 2022.53 ms
[2020-12-21 17:39:21	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0311965 | val_loss: 0.0312046 | Time: 2026.44 ms
[2020-12-21 17:39:23	                main:581]	:	INFO	:	Epoch 805 | loss: 0.0311971 | val_loss: 0.0312051 | Time: 2043.65 ms
[2020-12-21 17:39:25	                main:581]	:	INFO	:	Epoch 806 | loss: 0.0311965 | val_loss: 0.0312053 | Time: 2029.1 ms
[2020-12-21 17:39:27	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0311964 | val_loss: 0.0312045 | Time: 2029.64 ms
[2020-12-21 17:39:29	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0311964 | val_loss: 0.0312049 | Time: 2029.37 ms
[2020-12-21 17:39:31	                main:581]	:	INFO	:	Epoch 809 | loss: 0.0311965 | val_loss: 0.0312051 | Time: 2030.81 ms
[2020-12-21 17:39:33	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0311965 | val_loss: 0.0312054 | Time: 2025.8 ms
[2020-12-21 17:39:35	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0311962 | val_loss: 0.0312055 | Time: 2030.52 ms
[2020-12-21 17:39:37	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0311961 | val_loss: 0.0312048 | Time: 2030.25 ms
[2020-12-21 17:39:39	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0311961 | val_loss: 0.031205 | Time: 2022.21 ms
[2020-12-21 17:39:41	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0311967 | val_loss: 0.0312072 | Time: 2026.46 ms
[2020-12-21 17:39:43	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0311969 | val_loss: 0.0312078 | Time: 2021.53 ms
[2020-12-21 17:39:45	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0311971 | val_loss: 0.031207 | Time: 2023.25 ms
[2020-12-21 17:39:47	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0311968 | val_loss: 0.0312055 | Time: 2026.65 ms
[2020-12-21 17:39:49	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0311968 | val_loss: 0.0312055 | Time: 2029.99 ms
[2020-12-21 17:39:51	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0311983 | val_loss: 0.031207 | Time: 2020.06 ms
[2020-12-21 17:39:53	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0311979 | val_loss: 0.031206 | Time: 2031.84 ms
[2020-12-21 17:39:55	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0311976 | val_loss: 0.0312083 | Time: 2036.56 ms
[2020-12-21 17:39:57	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0311984 | val_loss: 0.0312054 | Time: 2021.68 ms
[2020-12-21 17:39:59	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0311978 | val_loss: 0.0312047 | Time: 2035.27 ms
[2020-12-21 17:40:01	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0311985 | val_loss: 0.0312054 | Time: 2033.77 ms
[2020-12-21 17:40:03	                main:581]	:	INFO	:	Epoch 825 | loss: 0.031198 | val_loss: 0.0312073 | Time: 2034.97 ms
[2020-12-21 17:40:05	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0311985 | val_loss: 0.031205 | Time: 2021.99 ms
[2020-12-21 17:40:07	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0311973 | val_loss: 0.0312062 | Time: 2023.13 ms
[2020-12-21 17:40:09	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0311971 | val_loss: 0.0312045 | Time: 2027.92 ms
[2020-12-21 17:40:11	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0311964 | val_loss: 0.0312039 | Time: 2038.05 ms
[2020-12-21 17:40:13	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0311961 | val_loss: 0.0312058 | Time: 2028.17 ms
[2020-12-21 17:40:15	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0311972 | val_loss: 0.0312047 | Time: 2030.94 ms
[2020-12-21 17:40:17	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0311973 | val_loss: 0.0312046 | Time: 2030.03 ms
[2020-12-21 17:40:19	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0311968 | val_loss: 0.0312045 | Time: 2034.63 ms
[2020-12-21 17:40:22	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0311972 | val_loss: 0.0312058 | Time: 2021.39 ms
[2020-12-21 17:40:24	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0311969 | val_loss: 0.031206 | Time: 2023.96 ms
[2020-12-21 17:40:26	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0311965 | val_loss: 0.0312052 | Time: 2025.02 ms
[2020-12-21 17:40:28	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0311968 | val_loss: 0.0312058 | Time: 2025.49 ms
[2020-12-21 17:40:30	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0311975 | val_loss: 0.0312057 | Time: 2022.34 ms
[2020-12-21 17:40:32	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0311964 | val_loss: 0.0312057 | Time: 2025.04 ms
[2020-12-21 17:40:34	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0311962 | val_loss: 0.0312044 | Time: 2021.86 ms
[2020-12-21 17:40:36	                main:581]	:	INFO	:	Epoch 841 | loss: 0.031196 | val_loss: 0.0312043 | Time: 2023.98 ms
[2020-12-21 17:40:38	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0311958 | val_loss: 0.0312051 | Time: 2029.58 ms
[2020-12-21 17:40:40	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0311963 | val_loss: 0.0312055 | Time: 2038.06 ms
[2020-12-21 17:40:42	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0311963 | val_loss: 0.0312047 | Time: 2037.48 ms
[2020-12-21 17:40:44	                main:581]	:	INFO	:	Epoch 845 | loss: 0.031196 | val_loss: 0.0312048 | Time: 2038.43 ms
[2020-12-21 17:40:46	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0311962 | val_loss: 0.0312042 | Time: 2031.27 ms
[2020-12-21 17:40:48	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0311964 | val_loss: 0.0312055 | Time: 2033.95 ms
[2020-12-21 17:40:50	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0311962 | val_loss: 0.0312045 | Time: 2036.39 ms
[2020-12-21 17:40:52	                main:581]	:	INFO	:	Epoch 849 | loss: 0.031196 | val_loss: 0.0312055 | Time: 2028.32 ms
[2020-12-21 17:40:54	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0311973 | val_loss: 0.0312062 | Time: 2036.62 ms
[2020-12-21 17:40:56	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0311962 | val_loss: 0.0312045 | Time: 2037.61 ms
[2020-12-21 17:40:58	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0311962 | val_loss: 0.031205 | Time: 2037.8 ms
[2020-12-21 17:41:00	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0311959 | val_loss: 0.0312043 | Time: 2026.32 ms
[2020-12-21 17:41:02	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0311958 | val_loss: 0.0312067 | Time: 2024.64 ms
[2020-12-21 17:41:04	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0311974 | val_loss: 0.0312048 | Time: 2038.75 ms
[2020-12-21 17:41:06	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0311965 | val_loss: 0.0312044 | Time: 2025.46 ms
[2020-12-21 17:41:08	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0311956 | val_loss: 0.0312054 | Time: 2040.94 ms
[2020-12-21 17:41:10	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0311961 | val_loss: 0.0312054 | Time: 2035.58 ms
[2020-12-21 17:41:12	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0311964 | val_loss: 0.0312048 | Time: 2027.54 ms
[2020-12-21 17:41:14	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0311963 | val_loss: 0.0312053 | Time: 2031.27 ms
[2020-12-21 17:41:16	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0311967 | val_loss: 0.031207 | Time: 2027.79 ms
[2020-12-21 17:41:18	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0312034 | val_loss: 0.0312165 | Time: 2027.75 ms
[2020-12-21 17:41:20	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0311994 | val_loss: 0.0312062 | Time: 2038.3 ms
[2020-12-21 17:41:22	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0311971 | val_loss: 0.0312051 | Time: 2034.98 ms
[2020-12-21 17:41:24	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0311968 | val_loss: 0.0312048 | Time: 2035.09 ms
[2020-12-21 17:41:27	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0311969 | val_loss: 0.0312054 | Time: 2032.34 ms
[2020-12-21 17:41:29	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0311963 | val_loss: 0.0312048 | Time: 2027.06 ms
[2020-12-21 17:41:31	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0311962 | val_loss: 0.0312048 | Time: 2037.73 ms
[2020-12-21 17:41:33	                main:581]	:	INFO	:	Epoch 869 | loss: 0.0311962 | val_loss: 0.0312052 | Time: 2041.59 ms
[2020-12-21 17:41:35	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0311965 | val_loss: 0.0312086 | Time: 2034.43 ms
[2020-12-21 17:41:37	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0311976 | val_loss: 0.031206 | Time: 2030.48 ms
[2020-12-21 17:41:39	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0311981 | val_loss: 0.0312095 | Time: 2022.9 ms
[2020-12-21 17:41:41	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0311966 | val_loss: 0.0312053 | Time: 2042.42 ms
[2020-12-21 17:41:43	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0311957 | val_loss: 0.0312068 | Time: 2032.42 ms
[2020-12-21 17:41:45	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0311961 | val_loss: 0.0312056 | Time: 2037.04 ms
[2020-12-21 17:41:47	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0311954 | val_loss: 0.0312042 | Time: 2035.11 ms
[2020-12-21 17:41:49	                main:581]	:	INFO	:	Epoch 877 | loss: 0.0311951 | val_loss: 0.0312049 | Time: 2042.29 ms
[2020-12-21 17:41:51	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0311959 | val_loss: 0.0312055 | Time: 2032.86 ms
[2020-12-21 17:41:53	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0311954 | val_loss: 0.0312044 | Time: 2030.31 ms
[2020-12-21 17:41:55	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0311957 | val_loss: 0.031204 | Time: 2022.27 ms
[2020-12-21 17:41:57	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0311951 | val_loss: 0.0312028 | Time: 2027.6 ms
[2020-12-21 17:41:59	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0311951 | val_loss: 0.0312026 | Time: 2035.95 ms
[2020-12-21 17:42:01	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0311946 | val_loss: 0.0312025 | Time: 2035.23 ms
[2020-12-21 17:42:03	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0311947 | val_loss: 0.0312027 | Time: 2036.27 ms
[2020-12-21 17:42:05	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0311947 | val_loss: 0.0312032 | Time: 2036.24 ms
[2020-12-21 17:42:07	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0311947 | val_loss: 0.0312023 | Time: 2030.29 ms
[2020-12-21 17:42:09	                main:581]	:	INFO	:	Epoch 887 | loss: 0.0311941 | val_loss: 0.0312021 | Time: 2031.87 ms
[2020-12-21 17:42:11	                main:581]	:	INFO	:	Epoch 888 | loss: 0.0311954 | val_loss: 0.0312019 | Time: 2036.29 ms
[2020-12-21 17:42:13	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0311944 | val_loss: 0.0312022 | Time: 2037.01 ms
[2020-12-21 17:42:15	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0311943 | val_loss: 0.031202 | Time: 2035.71 ms
[2020-12-21 17:42:17	                main:581]	:	INFO	:	Epoch 891 | loss: 0.031194 | val_loss: 0.0312029 | Time: 2036.38 ms
[2020-12-21 17:42:19	                main:581]	:	INFO	:	Epoch 892 | loss: 0.0311946 | val_loss: 0.0312029 | Time: 2043.74 ms
[2020-12-21 17:42:21	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0311941 | val_loss: 0.0312019 | Time: 2035.47 ms
[2020-12-21 17:42:23	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0311941 | val_loss: 0.0312023 | Time: 2028.21 ms
[2020-12-21 17:42:26	                main:581]	:	INFO	:	Epoch 895 | loss: 0.0311945 | val_loss: 0.0312043 | Time: 2040.58 ms
[2020-12-21 17:42:28	                main:581]	:	INFO	:	Epoch 896 | loss: 0.0311946 | val_loss: 0.0312022 | Time: 2037.29 ms
[2020-12-21 17:42:30	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0311932 | val_loss: 0.0312023 | Time: 2029.83 ms
[2020-12-21 17:42:32	                main:581]	:	INFO	:	Epoch 898 | loss: 0.031193 | val_loss: 0.0312026 | Time: 2029.07 ms
[2020-12-21 17:42:34	                main:581]	:	INFO	:	Epoch 899 | loss: 0.0311935 | val_loss: 0.0312018 | Time: 2031.59 ms
[2020-12-21 17:42:36	                main:581]	:	INFO	:	Epoch 900 | loss: 0.0311948 | val_loss: 0.031208 | Time: 2034.72 ms
[2020-12-21 17:42:38	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0311968 | val_loss: 0.0312057 | Time: 2038.71 ms
[2020-12-21 17:42:40	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0311952 | val_loss: 0.0312012 | Time: 2034.87 ms
[2020-12-21 17:42:42	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0311946 | val_loss: 0.0312011 | Time: 2038.66 ms
[2020-12-21 17:42:44	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0311952 | val_loss: 0.0312032 | Time: 2033.55 ms
[2020-12-21 17:42:46	                main:581]	:	INFO	:	Epoch 905 | loss: 0.0311949 | val_loss: 0.0312019 | Time: 2036.06 ms
[2020-12-21 17:42:48	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0311951 | val_loss: 0.0312028 | Time: 2034.15 ms
[2020-12-21 17:42:50	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0311962 | val_loss: 0.031201 | Time: 2036.08 ms
[2020-12-21 17:42:52	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0311947 | val_loss: 0.0312056 | Time: 2048.03 ms
[2020-12-21 17:42:54	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0311976 | val_loss: 0.0312053 | Time: 2038.32 ms
[2020-12-21 17:42:56	                main:581]	:	INFO	:	Epoch 910 | loss: 0.0311951 | val_loss: 0.0312034 | Time: 2039.71 ms
[2020-12-21 17:42:58	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0311972 | val_loss: 0.0312035 | Time: 2026.81 ms
[2020-12-21 17:43:00	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0311946 | val_loss: 0.0312017 | Time: 2034.11 ms
[2020-12-21 17:43:02	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0311939 | val_loss: 0.0312026 | Time: 2047.3 ms
[2020-12-21 17:43:04	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0311949 | val_loss: 0.0312018 | Time: 2035.43 ms
[2020-12-21 17:43:06	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0311941 | val_loss: 0.0312012 | Time: 2027.71 ms
[2020-12-21 17:43:08	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0311937 | val_loss: 0.0312011 | Time: 2039.31 ms
[2020-12-21 17:43:10	                main:581]	:	INFO	:	Epoch 917 | loss: 0.0311944 | val_loss: 0.0312053 | Time: 2048 ms
[2020-12-21 17:43:12	                main:581]	:	INFO	:	Epoch 918 | loss: 0.0311957 | val_loss: 0.0312031 | Time: 2047.93 ms
[2020-12-21 17:43:14	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0311946 | val_loss: 0.0312009 | Time: 2038.95 ms
[2020-12-21 17:43:16	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0311948 | val_loss: 0.0312015 | Time: 2034.41 ms
[2020-12-21 17:43:18	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0311948 | val_loss: 0.031202 | Time: 2042.75 ms
[2020-12-21 17:43:21	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0311942 | val_loss: 0.0312028 | Time: 2033.13 ms
[2020-12-21 17:43:23	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0311947 | val_loss: 0.0312056 | Time: 2045.33 ms
[2020-12-21 17:43:25	                main:581]	:	INFO	:	Epoch 924 | loss: 0.031195 | val_loss: 0.0312034 | Time: 2035.75 ms
[2020-12-21 17:43:27	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0311944 | val_loss: 0.0312019 | Time: 2035.43 ms
[2020-12-21 17:43:29	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0311939 | val_loss: 0.031202 | Time: 2041.17 ms
[2020-12-21 17:43:31	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0311933 | val_loss: 0.0312019 | Time: 2035.43 ms
[2020-12-21 17:43:33	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0311944 | val_loss: 0.0312036 | Time: 2038.17 ms
[2020-12-21 17:43:35	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0311939 | val_loss: 0.0312012 | Time: 2038.24 ms
[2020-12-21 17:43:37	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0311941 | val_loss: 0.0312004 | Time: 2036.85 ms
[2020-12-21 17:43:39	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0311931 | val_loss: 0.0312046 | Time: 2036.18 ms
[2020-12-21 17:43:41	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0311926 | val_loss: 0.0311992 | Time: 2039.71 ms
[2020-12-21 17:43:43	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0311932 | val_loss: 0.0312011 | Time: 2028.62 ms
[2020-12-21 17:43:45	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0311937 | val_loss: 0.0311992 | Time: 2033.92 ms
[2020-12-21 17:43:47	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0311925 | val_loss: 0.0311994 | Time: 2026.83 ms
[2020-12-21 17:43:49	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0311929 | val_loss: 0.0311988 | Time: 2024.29 ms
[2020-12-21 17:43:51	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0311922 | val_loss: 0.0311991 | Time: 2034.74 ms
[2020-12-21 17:43:53	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0311923 | val_loss: 0.0311998 | Time: 2044.18 ms
[2020-12-21 17:43:55	                main:581]	:	INFO	:	Epoch 939 | loss: 0.0311947 | val_loss: 0.031204 | Time: 2027.5 ms
[2020-12-21 17:43:57	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0311926 | val_loss: 0.0311993 | Time: 2033.52 ms
[2020-12-21 17:43:59	                main:581]	:	INFO	:	Epoch 941 | loss: 0.0311923 | val_loss: 0.0311998 | Time: 2035.25 ms
[2020-12-21 17:44:01	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0311928 | val_loss: 0.0312004 | Time: 2035.54 ms
[2020-12-21 17:44:03	                main:581]	:	INFO	:	Epoch 943 | loss: 0.031193 | val_loss: 0.0312021 | Time: 2037.27 ms
[2020-12-21 17:44:05	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0311919 | val_loss: 0.0311987 | Time: 2043.05 ms
[2020-12-21 17:44:07	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0311913 | val_loss: 0.0311993 | Time: 2032.48 ms
[2020-12-21 17:44:09	                main:581]	:	INFO	:	Epoch 946 | loss: 0.0311932 | val_loss: 0.0312088 | Time: 2033.87 ms
[2020-12-21 17:44:11	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0311995 | val_loss: 0.031205 | Time: 2036.55 ms
[2020-12-21 17:44:13	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0311955 | val_loss: 0.0311995 | Time: 2034.36 ms
[2020-12-21 17:44:15	                main:581]	:	INFO	:	Epoch 949 | loss: 0.0311916 | val_loss: 0.0311999 | Time: 2036.99 ms
[2020-12-21 17:44:18	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0311919 | val_loss: 0.0311998 | Time: 2034.99 ms
[2020-12-21 17:44:20	                main:581]	:	INFO	:	Epoch 951 | loss: 0.0311918 | val_loss: 0.0311995 | Time: 2030.76 ms
[2020-12-21 17:44:22	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0311912 | val_loss: 0.0311989 | Time: 2030.75 ms
[2020-12-21 17:44:24	                main:581]	:	INFO	:	Epoch 953 | loss: 0.0311932 | val_loss: 0.0311995 | Time: 2036.9 ms
[2020-12-21 17:44:26	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0311918 | val_loss: 0.0311998 | Time: 2043.53 ms
[2020-12-21 17:44:28	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0311929 | val_loss: 0.0312036 | Time: 2033.85 ms
[2020-12-21 17:44:30	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0311923 | val_loss: 0.0312032 | Time: 2043.91 ms
[2020-12-21 17:44:32	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0311915 | val_loss: 0.0311981 | Time: 2041.85 ms
[2020-12-21 17:44:34	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0311898 | val_loss: 0.0311989 | Time: 2037.47 ms
[2020-12-21 17:44:36	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0311907 | val_loss: 0.0311975 | Time: 2036.28 ms
[2020-12-21 17:44:38	                main:581]	:	INFO	:	Epoch 960 | loss: 0.0311908 | val_loss: 0.0311965 | Time: 2036.19 ms
[2020-12-21 17:44:40	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0311894 | val_loss: 0.0311991 | Time: 2036.34 ms
[2020-12-21 17:44:42	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0311918 | val_loss: 0.0312016 | Time: 2036.16 ms
[2020-12-21 17:44:44	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0311899 | val_loss: 0.0311969 | Time: 2039.32 ms
[2020-12-21 17:44:46	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0311893 | val_loss: 0.0311964 | Time: 2044.33 ms
[2020-12-21 17:44:48	                main:581]	:	INFO	:	Epoch 965 | loss: 0.0311899 | val_loss: 0.0311989 | Time: 2032.63 ms
[2020-12-21 17:44:50	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0311939 | val_loss: 0.031202 | Time: 2034.93 ms
[2020-12-21 17:44:52	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0311928 | val_loss: 0.0311962 | Time: 2034.59 ms
[2020-12-21 17:44:54	                main:581]	:	INFO	:	Epoch 968 | loss: 0.0311917 | val_loss: 0.0311957 | Time: 2042.32 ms
[2020-12-21 17:44:56	                main:581]	:	INFO	:	Epoch 969 | loss: 0.0311942 | val_loss: 0.0312016 | Time: 2037.3 ms
[2020-12-21 17:44:58	                main:581]	:	INFO	:	Epoch 970 | loss: 0.0311965 | val_loss: 0.0311984 | Time: 2033.52 ms
[2020-12-21 17:45:00	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0311966 | val_loss: 0.0312072 | Time: 2035.6 ms
[2020-12-21 17:45:02	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0311913 | val_loss: 0.0311963 | Time: 2033.61 ms
[2020-12-21 17:45:04	                main:581]	:	INFO	:	Epoch 973 | loss: 0.031188 | val_loss: 0.0312003 | Time: 2038.63 ms
[2020-12-21 17:45:06	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0311845 | val_loss: 0.0311891 | Time: 2035.81 ms
[2020-12-21 17:45:08	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0311827 | val_loss: 0.0311938 | Time: 2038.74 ms
[2020-12-21 17:45:10	                main:581]	:	INFO	:	Epoch 976 | loss: 0.0311814 | val_loss: 0.0311885 | Time: 2042.33 ms
[2020-12-21 17:45:13	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0311801 | val_loss: 0.0311859 | Time: 2033.32 ms
[2020-12-21 17:45:15	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0311784 | val_loss: 0.0311886 | Time: 2038.92 ms
[2020-12-21 17:45:17	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0311788 | val_loss: 0.031186 | Time: 2034.88 ms
[2020-12-21 17:45:19	                main:581]	:	INFO	:	Epoch 980 | loss: 0.0311784 | val_loss: 0.0311868 | Time: 2047.31 ms
[2020-12-21 17:45:21	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0311786 | val_loss: 0.0311874 | Time: 2045.68 ms
[2020-12-21 17:45:23	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0311779 | val_loss: 0.031187 | Time: 2031.9 ms
[2020-12-21 17:45:25	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0311773 | val_loss: 0.0311858 | Time: 2040.02 ms
[2020-12-21 17:45:27	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0311772 | val_loss: 0.0311883 | Time: 2036.09 ms
[2020-12-21 17:45:29	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0311797 | val_loss: 0.031188 | Time: 2028.13 ms
[2020-12-21 17:45:31	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0311768 | val_loss: 0.0311854 | Time: 2039.19 ms
[2020-12-21 17:45:33	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0311781 | val_loss: 0.0311987 | Time: 2035.01 ms
[2020-12-21 17:45:35	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0311807 | val_loss: 0.031185 | Time: 2048.56 ms
[2020-12-21 17:45:37	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0311763 | val_loss: 0.0311889 | Time: 2049.06 ms
[2020-12-21 17:45:39	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0311761 | val_loss: 0.0311844 | Time: 2039.8 ms
[2020-12-21 17:45:41	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0311743 | val_loss: 0.0311854 | Time: 2043.33 ms
[2020-12-21 17:45:43	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0311743 | val_loss: 0.0311839 | Time: 2043.63 ms
[2020-12-21 17:45:45	                main:581]	:	INFO	:	Epoch 993 | loss: 0.0311744 | val_loss: 0.031184 | Time: 2033.94 ms
[2020-12-21 17:45:47	                main:581]	:	INFO	:	Epoch 994 | loss: 0.0311742 | val_loss: 0.0311832 | Time: 2049.45 ms
[2020-12-21 17:45:49	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0311741 | val_loss: 0.0311835 | Time: 2048.03 ms
[2020-12-21 17:45:51	                main:581]	:	INFO	:	Epoch 996 | loss: 0.0311738 | val_loss: 0.0311838 | Time: 2033.61 ms
[2020-12-21 17:45:53	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0311754 | val_loss: 0.0311832 | Time: 2040.75 ms
[2020-12-21 17:45:55	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0311742 | val_loss: 0.0311847 | Time: 2042.9 ms
[2020-12-21 17:45:57	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0311754 | val_loss: 0.0311843 | Time: 2035.55 ms
[2020-12-21 17:45:59	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0311739 | val_loss: 0.0311835 | Time: 2040.11 ms
[2020-12-21 17:46:01	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0311752 | val_loss: 0.0311862 | Time: 2038.9 ms
[2020-12-21 17:46:04	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0311754 | val_loss: 0.0311849 | Time: 2032.22 ms
[2020-12-21 17:46:06	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.031174 | val_loss: 0.0311844 | Time: 2038.35 ms
[2020-12-21 17:46:08	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0311741 | val_loss: 0.0311851 | Time: 2040.35 ms
[2020-12-21 17:46:10	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0311753 | val_loss: 0.0311909 | Time: 2035.83 ms
[2020-12-21 17:46:12	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0311747 | val_loss: 0.0311842 | Time: 2048.66 ms
[2020-12-21 17:46:14	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.0311747 | val_loss: 0.0311845 | Time: 2034.78 ms
[2020-12-21 17:46:16	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0311752 | val_loss: 0.0311855 | Time: 2031.32 ms
[2020-12-21 17:46:18	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0311743 | val_loss: 0.0311875 | Time: 2047.53 ms
[2020-12-21 17:46:20	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0311753 | val_loss: 0.0311854 | Time: 2043.9 ms
[2020-12-21 17:46:22	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0311765 | val_loss: 0.0311819 | Time: 2041.92 ms
[2020-12-21 17:46:24	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.031174 | val_loss: 0.0311851 | Time: 2040.71 ms
[2020-12-21 17:46:26	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.0311737 | val_loss: 0.031183 | Time: 2037.29 ms
[2020-12-21 17:46:28	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0311729 | val_loss: 0.0311832 | Time: 2035.32 ms
[2020-12-21 17:46:30	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0311725 | val_loss: 0.0311844 | Time: 2036.84 ms
[2020-12-21 17:46:32	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0311743 | val_loss: 0.0311889 | Time: 2045.89 ms
[2020-12-21 17:46:34	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.031177 | val_loss: 0.0311847 | Time: 2049.59 ms
[2020-12-21 17:46:36	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.0311741 | val_loss: 0.031183 | Time: 2033.43 ms
[2020-12-21 17:46:38	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0311725 | val_loss: 0.0311814 | Time: 2036.8 ms
[2020-12-21 17:46:40	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.031173 | val_loss: 0.0311861 | Time: 2028.1 ms
[2020-12-21 17:46:42	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.031175 | val_loss: 0.0311838 | Time: 2037.89 ms
[2020-12-21 17:46:44	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.0311752 | val_loss: 0.0311846 | Time: 2038.42 ms
[2020-12-21 17:46:46	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0311732 | val_loss: 0.0311823 | Time: 2043.47 ms
[2020-12-21 17:46:48	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.0311742 | val_loss: 0.0311857 | Time: 2041.21 ms
[2020-12-21 17:46:48	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311857
[2020-12-21 17:46:48	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-21 17:46:48	                main:615]	:	INFO	:	Success, exiting..
17:46:48 (1427113): 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)