Task 3400032

Name ParityMachine-1606531272-23067-5_2
Workunit 1563570
Created 23 Dec 2020, 20:43:01 UTC
Sent 23 Dec 2020, 21:13:08 UTC
Report deadline 30 Dec 2020, 21:13:08 UTC
Received 24 Dec 2020, 1:22:44 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5035
Run time 49 min 53 sec
CPU time 49 min 47 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,461.21 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.69 GB
Peak swap size 48.64 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.6</core_client_version>
<![CDATA[
<stderr_txt>
             main:581]	:	INFO	:	Epoch 510 | loss: 0.031185 | val_loss: 0.0311933 | Time: 2911.2 ms
[2020-12-23 16:04:37	                main:581]	:	INFO	:	Epoch 511 | loss: 0.0311853 | val_loss: 0.0311928 | Time: 2912.25 ms
[2020-12-23 16:04:40	                main:581]	:	INFO	:	Epoch 512 | loss: 0.0311844 | val_loss: 0.0311931 | Time: 2918.46 ms
[2020-12-23 16:04:43	                main:581]	:	INFO	:	Epoch 513 | loss: 0.031184 | val_loss: 0.0311928 | Time: 2914.34 ms
[2020-12-23 16:04:46	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0311855 | val_loss: 0.0311933 | Time: 2900.7 ms
[2020-12-23 16:04:49	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0311842 | val_loss: 0.031193 | Time: 2896.94 ms
[2020-12-23 16:04:52	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0311845 | val_loss: 0.0311935 | Time: 2939.73 ms
[2020-12-23 16:04:55	                main:581]	:	INFO	:	Epoch 517 | loss: 0.0311878 | val_loss: 0.0311963 | Time: 2917.6 ms
[2020-12-23 16:04:58	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0311869 | val_loss: 0.0311939 | Time: 2911.78 ms
[2020-12-23 16:05:01	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0311855 | val_loss: 0.0311927 | Time: 2935.6 ms
[2020-12-23 16:05:03	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0311842 | val_loss: 0.0311945 | Time: 2916.76 ms
[2020-12-23 16:05:06	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0311855 | val_loss: 0.0311947 | Time: 2908.42 ms
[2020-12-23 16:05:09	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0311852 | val_loss: 0.0311939 | Time: 2919.51 ms
[2020-12-23 16:05:12	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0311851 | val_loss: 0.0311964 | Time: 2915.08 ms
[2020-12-23 16:05:15	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0311849 | val_loss: 0.0311931 | Time: 2913.77 ms
[2020-12-23 16:05:18	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0311844 | val_loss: 0.0311938 | Time: 2926.29 ms
[2020-12-23 16:05:21	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0311859 | val_loss: 0.031195 | Time: 2943.79 ms
[2020-12-23 16:05:24	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0311877 | val_loss: 0.0311937 | Time: 2915.12 ms
[2020-12-23 16:05:27	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0311859 | val_loss: 0.0311932 | Time: 2911.32 ms
[2020-12-23 16:05:30	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0311855 | val_loss: 0.0311973 | Time: 2931.3 ms
[2020-12-23 16:05:33	                main:581]	:	INFO	:	Epoch 530 | loss: 0.031185 | val_loss: 0.0311939 | Time: 2928.55 ms
[2020-12-23 16:05:36	                main:581]	:	INFO	:	Epoch 531 | loss: 0.0311843 | val_loss: 0.031194 | Time: 2910.51 ms
[2020-12-23 16:05:39	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0311857 | val_loss: 0.0311932 | Time: 2924.26 ms
[2020-12-23 16:05:41	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0311848 | val_loss: 0.0311931 | Time: 2916.92 ms
[2020-12-23 16:05:44	                main:581]	:	INFO	:	Epoch 534 | loss: 0.031186 | val_loss: 0.031201 | Time: 2901.98 ms
[2020-12-23 16:05:47	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0311853 | val_loss: 0.0311946 | Time: 2894.39 ms
[2020-12-23 16:05:50	                main:581]	:	INFO	:	Epoch 536 | loss: 0.031185 | val_loss: 0.031193 | Time: 2926.1 ms
[2020-12-23 16:05:53	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0311845 | val_loss: 0.0311943 | Time: 2941.5 ms
[2020-12-23 16:05:56	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0311848 | val_loss: 0.0311955 | Time: 2915.18 ms
[2020-12-23 16:05:59	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0311839 | val_loss: 0.0311928 | Time: 2912.57 ms
[2020-12-23 16:06:02	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0311837 | val_loss: 0.0311935 | Time: 2935.2 ms
[2020-12-23 16:06:05	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0311842 | val_loss: 0.0311938 | Time: 2916.7 ms
[2020-12-23 16:06:08	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0311841 | val_loss: 0.031193 | Time: 2917.26 ms
[2020-12-23 16:06:11	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0311842 | val_loss: 0.0311951 | Time: 2908.46 ms
[2020-12-23 16:06:13	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0311838 | val_loss: 0.0311949 | Time: 2857.17 ms
[2020-12-23 16:06:16	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0311841 | val_loss: 0.0311927 | Time: 2888.26 ms
[2020-12-23 16:06:19	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0311865 | val_loss: 0.0311931 | Time: 2872.05 ms
[2020-12-23 16:06:22	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0311878 | val_loss: 0.0311938 | Time: 2906.96 ms
[2020-12-23 16:06:25	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0311842 | val_loss: 0.0311934 | Time: 2913.08 ms
[2020-12-23 16:06:28	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0311842 | val_loss: 0.0311958 | Time: 2905.38 ms
[2020-12-23 16:06:31	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0311849 | val_loss: 0.0311935 | Time: 2916.08 ms
[2020-12-23 16:06:34	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0311849 | val_loss: 0.0311938 | Time: 2849.69 ms
[2020-12-23 16:06:37	                main:581]	:	INFO	:	Epoch 552 | loss: 0.0311848 | val_loss: 0.0311951 | Time: 2903.78 ms
[2020-12-23 16:06:40	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0311851 | val_loss: 0.0311954 | Time: 2893.77 ms
[2020-12-23 16:06:42	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0311836 | val_loss: 0.0311942 | Time: 2908.27 ms
[2020-12-23 16:06:45	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0311837 | val_loss: 0.0311941 | Time: 2905.83 ms
[2020-12-23 16:06:48	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0311842 | val_loss: 0.0311933 | Time: 2914.04 ms
[2020-12-23 16:06:51	                main:581]	:	INFO	:	Epoch 557 | loss: 0.031185 | val_loss: 0.0311985 | Time: 2939.68 ms
[2020-12-23 16:06:54	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0311844 | val_loss: 0.0311937 | Time: 2911.32 ms
[2020-12-23 16:06:57	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0311852 | val_loss: 0.0311941 | Time: 2921.75 ms
[2020-12-23 16:07:00	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0311846 | val_loss: 0.0311953 | Time: 2943.08 ms
[2020-12-23 16:07:03	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0311844 | val_loss: 0.0311935 | Time: 2921.38 ms
[2020-12-23 16:07:06	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0311879 | val_loss: 0.0311954 | Time: 2930.78 ms
[2020-12-23 16:07:09	                main:581]	:	INFO	:	Epoch 563 | loss: 0.0311843 | val_loss: 0.0311965 | Time: 2906.39 ms
[2020-12-23 16:07:12	                main:581]	:	INFO	:	Epoch 564 | loss: 0.0311859 | val_loss: 0.0311936 | Time: 2918.42 ms
[2020-12-23 16:07:15	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0311842 | val_loss: 0.031198 | Time: 2852.63 ms
[2020-12-23 16:07:17	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0311844 | val_loss: 0.0311948 | Time: 2880.8 ms
[2020-12-23 16:07:20	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0311876 | val_loss: 0.0311987 | Time: 2917.08 ms
[2020-12-23 16:07:23	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0311877 | val_loss: 0.031196 | Time: 2933.44 ms
[2020-12-23 16:07:26	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0311842 | val_loss: 0.031193 | Time: 2899.55 ms
[2020-12-23 16:07:29	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0311843 | val_loss: 0.0311962 | Time: 2919.49 ms
[2020-12-23 16:07:32	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0311848 | val_loss: 0.0311934 | Time: 2919.02 ms
[2020-12-23 16:07:35	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0311836 | val_loss: 0.0311948 | Time: 2922.69 ms
[2020-12-23 16:07:38	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0311845 | val_loss: 0.0311932 | Time: 2918.49 ms
[2020-12-23 16:07:41	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0311837 | val_loss: 0.0311949 | Time: 2923.59 ms
[2020-12-23 16:07:44	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0311841 | val_loss: 0.0311945 | Time: 2919.15 ms
[2020-12-23 16:07:47	                main:581]	:	INFO	:	Epoch 576 | loss: 0.0311849 | val_loss: 0.0311976 | Time: 2916.43 ms
[2020-12-23 16:07:50	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0311843 | val_loss: 0.031196 | Time: 2919.07 ms
[2020-12-23 16:07:52	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0311838 | val_loss: 0.0311938 | Time: 2944.86 ms
[2020-12-23 16:07:55	                main:581]	:	INFO	:	Epoch 579 | loss: 0.031184 | val_loss: 0.0311941 | Time: 2923.66 ms
[2020-12-23 16:07:58	                main:581]	:	INFO	:	Epoch 580 | loss: 0.0311834 | val_loss: 0.0311949 | Time: 2911.94 ms
[2020-12-23 16:08:01	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0311834 | val_loss: 0.0311969 | Time: 2938.89 ms
[2020-12-23 16:08:04	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0311849 | val_loss: 0.031195 | Time: 2922.1 ms
[2020-12-23 16:08:07	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0311835 | val_loss: 0.0311951 | Time: 2906.05 ms
[2020-12-23 16:08:10	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0311844 | val_loss: 0.0311963 | Time: 2906.11 ms
[2020-12-23 16:08:13	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0311849 | val_loss: 0.0311945 | Time: 2926.86 ms
[2020-12-23 16:08:16	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0311838 | val_loss: 0.0311981 | Time: 2920.54 ms
[2020-12-23 16:08:19	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0311848 | val_loss: 0.0311952 | Time: 2926.92 ms
[2020-12-23 16:08:22	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0311852 | val_loss: 0.0311937 | Time: 2952.76 ms
[2020-12-23 16:08:25	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0311834 | val_loss: 0.0311939 | Time: 2918.86 ms
[2020-12-23 16:08:28	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0311831 | val_loss: 0.0311963 | Time: 2931.75 ms
[2020-12-23 16:08:30	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0311832 | val_loss: 0.0311948 | Time: 2921.61 ms
[2020-12-23 16:08:33	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0311842 | val_loss: 0.0311936 | Time: 2926.35 ms
[2020-12-23 16:08:36	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0311832 | val_loss: 0.0311962 | Time: 2919.85 ms
[2020-12-23 16:08:39	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0311829 | val_loss: 0.0311965 | Time: 2928.21 ms
[2020-12-23 16:08:42	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0311842 | val_loss: 0.0311963 | Time: 2917.39 ms
[2020-12-23 16:08:45	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0311841 | val_loss: 0.0311957 | Time: 2916.3 ms
[2020-12-23 16:08:48	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0311859 | val_loss: 0.0312011 | Time: 2924.75 ms
[2020-12-23 16:08:51	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0311851 | val_loss: 0.031195 | Time: 2946.71 ms
[2020-12-23 16:08:54	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0311837 | val_loss: 0.031195 | Time: 2925.8 ms
[2020-12-23 16:08:57	                main:581]	:	INFO	:	Epoch 600 | loss: 0.0311844 | val_loss: 0.0311944 | Time: 2927.78 ms
[2020-12-23 16:09:00	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0311847 | val_loss: 0.0311938 | Time: 2931.07 ms
[2020-12-23 16:09:03	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0311837 | val_loss: 0.0311958 | Time: 2925.98 ms
[2020-12-23 16:09:06	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0311834 | val_loss: 0.0311941 | Time: 2925.03 ms
[2020-12-23 16:09:09	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0311831 | val_loss: 0.0311945 | Time: 2926.98 ms
[2020-12-23 16:09:11	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0311831 | val_loss: 0.031194 | Time: 2914.46 ms
[2020-12-23 16:09:14	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0311834 | val_loss: 0.031196 | Time: 2919.69 ms
[2020-12-23 16:09:17	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0311849 | val_loss: 0.0311976 | Time: 2923.52 ms
[2020-12-23 16:09:20	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0311854 | val_loss: 0.0311976 | Time: 2913.82 ms
[2020-12-23 16:09:23	                main:581]	:	INFO	:	Epoch 609 | loss: 0.0311832 | val_loss: 0.0311943 | Time: 2937.53 ms
[2020-12-23 16:09:26	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0311834 | val_loss: 0.0311951 | Time: 2923.47 ms
[2020-12-23 16:09:29	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0311829 | val_loss: 0.0311963 | Time: 2916.39 ms
[2020-12-23 16:09:32	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0311837 | val_loss: 0.0311939 | Time: 2896.7 ms
[2020-12-23 16:09:35	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0311843 | val_loss: 0.0311984 | Time: 2913.19 ms
[2020-12-23 16:09:38	                main:581]	:	INFO	:	Epoch 614 | loss: 0.031187 | val_loss: 0.0311939 | Time: 2909.17 ms
[2020-12-23 16:09:41	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0311839 | val_loss: 0.0311956 | Time: 2886.03 ms
[2020-12-23 16:09:43	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0311832 | val_loss: 0.0311936 | Time: 2905.22 ms
[2020-12-23 16:09:46	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0311849 | val_loss: 0.0312014 | Time: 2907.91 ms
[2020-12-23 16:09:49	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0311849 | val_loss: 0.0311963 | Time: 2924.73 ms
[2020-12-23 16:09:52	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0311841 | val_loss: 0.0311955 | Time: 2919.74 ms
[2020-12-23 16:09:55	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0311833 | val_loss: 0.0311937 | Time: 2894.06 ms
[2020-12-23 16:09:58	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0311839 | val_loss: 0.0311943 | Time: 2911.8 ms
[2020-12-23 16:10:01	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0311829 | val_loss: 0.0311947 | Time: 2933.83 ms
[2020-12-23 16:10:04	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0311835 | val_loss: 0.0311943 | Time: 2887.27 ms
[2020-12-23 16:10:07	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0311844 | val_loss: 0.0311957 | Time: 2910.12 ms
[2020-12-23 16:10:10	                main:581]	:	INFO	:	Epoch 625 | loss: 0.0311861 | val_loss: 0.0312081 | Time: 2910.48 ms
[2020-12-23 16:10:13	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0311919 | val_loss: 0.0312086 | Time: 2918.77 ms
[2020-12-23 16:10:16	                main:581]	:	INFO	:	Epoch 627 | loss: 0.0311855 | val_loss: 0.0311971 | Time: 2922.03 ms
[2020-12-23 16:10:18	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0311836 | val_loss: 0.0311951 | Time: 2928.13 ms
[2020-12-23 16:10:21	                main:581]	:	INFO	:	Epoch 629 | loss: 0.031183 | val_loss: 0.0311945 | Time: 2942.03 ms
[2020-12-23 16:10:24	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0311828 | val_loss: 0.0311955 | Time: 2928.58 ms
[2020-12-23 16:10:27	                main:581]	:	INFO	:	Epoch 631 | loss: 0.031183 | val_loss: 0.0311947 | Time: 2924.41 ms
[2020-12-23 16:10:30	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0311839 | val_loss: 0.0311994 | Time: 2910.34 ms
[2020-12-23 16:10:33	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0311847 | val_loss: 0.0311937 | Time: 2903.02 ms
[2020-12-23 16:10:36	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0311836 | val_loss: 0.0311976 | Time: 2891.37 ms
[2020-12-23 16:10:39	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0311852 | val_loss: 0.0311966 | Time: 2902.69 ms
[2020-12-23 16:10:42	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0311846 | val_loss: 0.031194 | Time: 2920.95 ms
[2020-12-23 16:10:45	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0311838 | val_loss: 0.0311942 | Time: 2923.6 ms
[2020-12-23 16:10:48	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0311837 | val_loss: 0.0311939 | Time: 2923.95 ms
[2020-12-23 16:10:51	                main:581]	:	INFO	:	Epoch 639 | loss: 0.0311836 | val_loss: 0.0311942 | Time: 2933.38 ms
[2020-12-23 16:10:54	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0311837 | val_loss: 0.0311934 | Time: 2922.54 ms
[2020-12-23 16:10:56	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0311829 | val_loss: 0.0311947 | Time: 2921.39 ms
[2020-12-23 16:10:59	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0311843 | val_loss: 0.0311937 | Time: 2919.15 ms
[2020-12-23 16:11:02	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0311854 | val_loss: 0.0311939 | Time: 2939.1 ms
[2020-12-23 16:11:05	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0311857 | val_loss: 0.031194 | Time: 2919.33 ms
[2020-12-23 16:11:08	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0311829 | val_loss: 0.031195 | Time: 2920.81 ms
[2020-12-23 16:11:11	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0311829 | val_loss: 0.0311953 | Time: 2918.18 ms
[2020-12-23 16:11:14	                main:581]	:	INFO	:	Epoch 647 | loss: 0.0311837 | val_loss: 0.0311932 | Time: 2921.4 ms
[2020-12-23 16:11:17	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0311831 | val_loss: 0.0311961 | Time: 2919.28 ms
[2020-12-23 16:11:20	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0311839 | val_loss: 0.031203 | Time: 2924.29 ms
[2020-12-23 16:11:23	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0311857 | val_loss: 0.0312005 | Time: 2931.99 ms
[2020-12-23 16:11:26	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0311888 | val_loss: 0.0311943 | Time: 2915.09 ms
[2020-12-23 16:11:29	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0311846 | val_loss: 0.031196 | Time: 2923.28 ms
[2020-12-23 16:11:32	                main:581]	:	INFO	:	Epoch 653 | loss: 0.0311846 | val_loss: 0.0311942 | Time: 2922.65 ms
[2020-12-23 16:11:34	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0311849 | val_loss: 0.0311932 | Time: 2897.45 ms
[2020-12-23 16:11:37	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0311844 | val_loss: 0.0311967 | Time: 2894.91 ms
[2020-12-23 16:11:40	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0311839 | val_loss: 0.0311951 | Time: 2908.49 ms
[2020-12-23 16:11:43	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0311823 | val_loss: 0.0311933 | Time: 2912.52 ms
[2020-12-23 16:11:46	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0311834 | val_loss: 0.0311943 | Time: 2872.51 ms
[2020-12-23 16:11:49	                main:581]	:	INFO	:	Epoch 659 | loss: 0.031183 | val_loss: 0.031194 | Time: 2918.68 ms
[2020-12-23 16:11:52	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0311827 | val_loss: 0.031193 | Time: 2916.39 ms
[2020-12-23 16:11:55	                main:581]	:	INFO	:	Epoch 661 | loss: 0.031183 | val_loss: 0.0311939 | Time: 2922.66 ms
[2020-12-23 16:11:58	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0311826 | val_loss: 0.0311954 | Time: 2912.85 ms
[2020-12-23 16:12:01	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0311854 | val_loss: 0.031202 | Time: 2924.3 ms
[2020-12-23 16:12:04	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0311867 | val_loss: 0.0311931 | Time: 2919.54 ms
[2020-12-23 16:12:06	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0311832 | val_loss: 0.031197 | Time: 2921.13 ms
[2020-12-23 16:12:09	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0311828 | val_loss: 0.0311929 | Time: 2918.19 ms
[2020-12-23 16:12:12	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0311827 | val_loss: 0.0311938 | Time: 2916.05 ms
[2020-12-23 16:12:15	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0311826 | val_loss: 0.0311941 | Time: 2911.06 ms
[2020-12-23 16:12:18	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0311827 | val_loss: 0.0311936 | Time: 2897.41 ms
[2020-12-23 16:12:21	                main:581]	:	INFO	:	Epoch 670 | loss: 0.0311826 | val_loss: 0.0311946 | Time: 2916.94 ms
[2020-12-23 16:12:24	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0311833 | val_loss: 0.0311948 | Time: 2893.61 ms
[2020-12-23 16:12:27	                main:581]	:	INFO	:	Epoch 672 | loss: 0.0311841 | val_loss: 0.0311937 | Time: 2914.83 ms
[2020-12-23 16:12:30	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0311831 | val_loss: 0.0311955 | Time: 2895.35 ms
[2020-12-23 16:12:33	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0311829 | val_loss: 0.031195 | Time: 2894.82 ms
[2020-12-23 16:12:35	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0311837 | val_loss: 0.0311962 | Time: 2898.64 ms
[2020-12-23 16:12:38	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0311822 | val_loss: 0.0311944 | Time: 2909.32 ms
[2020-12-23 16:12:41	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0311836 | val_loss: 0.0311942 | Time: 2881.12 ms
[2020-12-23 16:12:44	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0311842 | val_loss: 0.0312011 | Time: 2892.67 ms
[2020-12-23 16:12:47	                main:581]	:	INFO	:	Epoch 679 | loss: 0.031187 | val_loss: 0.0312044 | Time: 2916.99 ms
[2020-12-23 16:12:50	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0311862 | val_loss: 0.0311962 | Time: 2917.5 ms
[2020-12-23 16:12:53	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0311839 | val_loss: 0.0311959 | Time: 2945.21 ms
[2020-12-23 16:12:56	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0311828 | val_loss: 0.0311944 | Time: 2910.76 ms
[2020-12-23 16:12:59	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0311831 | val_loss: 0.0311954 | Time: 2922.8 ms
[2020-12-23 16:13:02	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0311834 | val_loss: 0.0311945 | Time: 2929.12 ms
[2020-12-23 16:13:05	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0311823 | val_loss: 0.0311929 | Time: 2910.32 ms
[2020-12-23 16:13:08	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0311828 | val_loss: 0.0311926 | Time: 2905.88 ms
[2020-12-23 16:13:10	                main:581]	:	INFO	:	Epoch 687 | loss: 0.031184 | val_loss: 0.031198 | Time: 2917.42 ms
[2020-12-23 16:13:13	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0311844 | val_loss: 0.0311945 | Time: 2916.54 ms
[2020-12-23 16:13:16	                main:581]	:	INFO	:	Epoch 689 | loss: 0.031183 | val_loss: 0.0311931 | Time: 2911.31 ms
[2020-12-23 16:13:19	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0311834 | val_loss: 0.0311946 | Time: 2912.28 ms
[2020-12-23 16:13:22	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0311927 | val_loss: 0.0312051 | Time: 2935.68 ms
[2020-12-23 16:13:25	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0311875 | val_loss: 0.0311936 | Time: 2906.38 ms
[2020-12-23 16:13:28	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0311826 | val_loss: 0.0311943 | Time: 2881.52 ms
[2020-12-23 16:13:31	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0311823 | val_loss: 0.031195 | Time: 2901.54 ms
[2020-12-23 16:13:34	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0311838 | val_loss: 0.0311931 | Time: 2919.77 ms
[2020-12-23 16:13:37	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0311855 | val_loss: 0.0311961 | Time: 2912.89 ms
[2020-12-23 16:13:40	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0311827 | val_loss: 0.0311931 | Time: 2918.66 ms
[2020-12-23 16:13:43	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0311828 | val_loss: 0.0311944 | Time: 2919.95 ms
[2020-12-23 16:13:45	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0311838 | val_loss: 0.0311946 | Time: 2920.22 ms
[2020-12-23 16:13:48	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0311835 | val_loss: 0.0311921 | Time: 2925.95 ms
[2020-12-23 16:13:51	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0311822 | val_loss: 0.0311943 | Time: 2933.28 ms
[2020-12-23 16:13:54	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0311824 | val_loss: 0.0311934 | Time: 2919.58 ms
[2020-12-23 16:13:57	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0311825 | val_loss: 0.0311942 | Time: 2926.83 ms
[2020-12-23 16:14:00	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0311827 | val_loss: 0.0311947 | Time: 2948.65 ms
[2020-12-23 16:14:03	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0311833 | val_loss: 0.031197 | Time: 2918.69 ms
[2020-12-23 16:14:06	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0311841 | val_loss: 0.0311933 | Time: 2922.53 ms
[2020-12-23 16:14:09	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0311835 | val_loss: 0.031195 | Time: 2920.88 ms
[2020-12-23 16:14:12	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0311822 | val_loss: 0.0311938 | Time: 2921.88 ms
[2020-12-23 16:14:15	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0311828 | val_loss: 0.0311935 | Time: 2915.72 ms
[2020-12-23 16:14:18	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0311832 | val_loss: 0.0311949 | Time: 2920.17 ms
[2020-12-23 16:14:21	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0311855 | val_loss: 0.0311932 | Time: 2929.7 ms
[2020-12-23 16:14:23	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0311824 | val_loss: 0.0311935 | Time: 2924.14 ms
[2020-12-23 16:14:26	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0311824 | val_loss: 0.0311948 | Time: 2929 ms
[2020-12-23 16:14:29	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0311826 | val_loss: 0.0311933 | Time: 2902.85 ms
[2020-12-23 16:14:32	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0311826 | val_loss: 0.0311962 | Time: 2926.87 ms
[2020-12-23 16:14:35	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0311845 | val_loss: 0.0311964 | Time: 2914.72 ms
[2020-12-23 16:14:38	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0311831 | val_loss: 0.031193 | Time: 2923.26 ms
[2020-12-23 16:14:41	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0311821 | val_loss: 0.0311949 | Time: 2920.94 ms
[2020-12-23 16:14:44	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0311836 | val_loss: 0.0311946 | Time: 2915.53 ms
[2020-12-23 16:14:47	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0311819 | val_loss: 0.0311938 | Time: 2914.46 ms
[2020-12-23 16:14:50	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0311827 | val_loss: 0.0311929 | Time: 2916.15 ms
[2020-12-23 16:14:53	                main:581]	:	INFO	:	Epoch 722 | loss: 0.0311825 | val_loss: 0.0311966 | Time: 2939.8 ms
[2020-12-23 16:14:56	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0311824 | val_loss: 0.0311949 | Time: 2917.85 ms
[2020-12-23 16:14:58	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0311833 | val_loss: 0.0311956 | Time: 2907.04 ms
[2020-12-23 16:15:01	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0311824 | val_loss: 0.0311966 | Time: 2938.62 ms
[2020-12-23 16:15:04	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0311841 | val_loss: 0.0311932 | Time: 2919 ms
[2020-12-23 16:15:07	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0311841 | val_loss: 0.0311965 | Time: 2925.67 ms
[2020-12-23 16:15:10	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0311834 | val_loss: 0.0311931 | Time: 2925.72 ms
[2020-12-23 16:15:13	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0311823 | val_loss: 0.0311925 | Time: 2917.25 ms
[2020-12-23 16:15:16	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0311829 | val_loss: 0.0311958 | Time: 2913.79 ms
[2020-12-23 16:15:19	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0311836 | val_loss: 0.0311954 | Time: 2924.52 ms
[2020-12-23 16:15:22	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0311842 | val_loss: 0.0311931 | Time: 2944.47 ms
[2020-12-23 16:15:25	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0311825 | val_loss: 0.0311949 | Time: 2912.93 ms
[2020-12-23 16:15:28	                main:581]	:	INFO	:	Epoch 734 | loss: 0.0311822 | val_loss: 0.0311947 | Time: 2919.55 ms
[2020-12-23 16:15:31	                main:581]	:	INFO	:	Epoch 735 | loss: 0.031183 | val_loss: 0.0311949 | Time: 2911.92 ms
[2020-12-23 16:15:34	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0311819 | val_loss: 0.0311946 | Time: 2923.57 ms
[2020-12-23 16:15:36	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0311822 | val_loss: 0.0311932 | Time: 2900.75 ms
[2020-12-23 16:15:39	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0311827 | val_loss: 0.031196 | Time: 2918.66 ms
[2020-12-23 16:15:42	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0311852 | val_loss: 0.0311983 | Time: 2916.72 ms
[2020-12-23 16:15:45	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0311835 | val_loss: 0.0311942 | Time: 2919.88 ms
[2020-12-23 16:15:48	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0311832 | val_loss: 0.0312012 | Time: 2920.84 ms
[2020-12-23 16:15:51	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0311862 | val_loss: 0.0312035 | Time: 2936.8 ms
[2020-12-23 16:15:54	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0311908 | val_loss: 0.0311997 | Time: 2917.57 ms
[2020-12-23 16:15:57	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0311873 | val_loss: 0.0312005 | Time: 2921.74 ms
[2020-12-23 16:16:00	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0311841 | val_loss: 0.0311951 | Time: 2904.24 ms
[2020-12-23 16:16:03	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0311821 | val_loss: 0.0311943 | Time: 2897.06 ms
[2020-12-23 16:16:06	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0311828 | val_loss: 0.0311976 | Time: 2922.96 ms
[2020-12-23 16:16:09	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0311828 | val_loss: 0.0311939 | Time: 2925.67 ms
[2020-12-23 16:16:12	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0311819 | val_loss: 0.0311964 | Time: 2924.64 ms
[2020-12-23 16:16:14	                main:581]	:	INFO	:	Epoch 750 | loss: 0.031182 | val_loss: 0.0311944 | Time: 2921.73 ms
[2020-12-23 16:16:17	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0311819 | val_loss: 0.0311948 | Time: 2921.21 ms
[2020-12-23 16:16:20	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0311821 | val_loss: 0.0311936 | Time: 2918.59 ms
[2020-12-23 16:16:23	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0311827 | val_loss: 0.0311949 | Time: 2934.5 ms
[2020-12-23 16:16:26	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0311828 | val_loss: 0.0311931 | Time: 2919.42 ms
[2020-12-23 16:16:29	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0311823 | val_loss: 0.0311955 | Time: 2914.45 ms
[2020-12-23 16:16:32	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0311824 | val_loss: 0.0311958 | Time: 2911.65 ms
[2020-12-23 16:16:35	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0311822 | val_loss: 0.0311935 | Time: 2917.22 ms
[2020-12-23 16:16:38	                main:581]	:	INFO	:	Epoch 758 | loss: 0.031182 | val_loss: 0.0311947 | Time: 2907.07 ms
[2020-12-23 16:16:41	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0311817 | val_loss: 0.0311942 | Time: 2906.09 ms
[2020-12-23 16:16:44	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0311826 | val_loss: 0.0311938 | Time: 2912.6 ms
[2020-12-23 16:16:47	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0311827 | val_loss: 0.0311954 | Time: 2908.44 ms
[2020-12-23 16:16:49	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0311822 | val_loss: 0.031195 | Time: 2922.8 ms
[2020-12-23 16:16:52	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0311823 | val_loss: 0.031193 | Time: 2938.51 ms
[2020-12-23 16:16:55	                main:581]	:	INFO	:	Epoch 764 | loss: 0.0311823 | val_loss: 0.031195 | Time: 2923.39 ms
[2020-12-23 16:16:58	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0311823 | val_loss: 0.0311936 | Time: 2921.42 ms
[2020-12-23 16:17:01	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0311818 | val_loss: 0.0311957 | Time: 2943.98 ms
[2020-12-23 16:17:04	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0311822 | val_loss: 0.0311943 | Time: 2913.13 ms
[2020-12-23 16:17:07	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0311847 | val_loss: 0.0311953 | Time: 2916.05 ms
[2020-12-23 16:17:10	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0311825 | val_loss: 0.0311953 | Time: 2911.62 ms
[2020-12-23 16:17:13	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0311821 | val_loss: 0.0311943 | Time: 2922.59 ms
[2020-12-23 16:17:16	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0311816 | val_loss: 0.0311952 | Time: 2922.84 ms
[2020-12-23 16:17:19	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0311817 | val_loss: 0.0311955 | Time: 2917.17 ms
[2020-12-23 16:17:22	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0311827 | val_loss: 0.0311997 | Time: 2918.37 ms
[2020-12-23 16:17:24	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0311844 | val_loss: 0.0311947 | Time: 2908.38 ms
[2020-12-23 16:17:27	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0311825 | val_loss: 0.0311945 | Time: 2911.59 ms
[2020-12-23 16:17:30	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0311819 | val_loss: 0.0311954 | Time: 2918.22 ms
[2020-12-23 16:17:33	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0311828 | val_loss: 0.0311926 | Time: 2914.06 ms
[2020-12-23 16:17:36	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0311814 | val_loss: 0.0311943 | Time: 2921.08 ms
[2020-12-23 16:17:39	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0311828 | val_loss: 0.0311943 | Time: 2907.43 ms
[2020-12-23 16:17:42	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0311833 | val_loss: 0.0311943 | Time: 2918.57 ms
[2020-12-23 16:17:45	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0311828 | val_loss: 0.0311949 | Time: 2919.08 ms
[2020-12-23 16:17:48	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0311847 | val_loss: 0.0311968 | Time: 2919.45 ms
[2020-12-23 16:17:51	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0311836 | val_loss: 0.0311949 | Time: 2913.17 ms
[2020-12-23 16:17:54	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0311844 | val_loss: 0.0311943 | Time: 2918.6 ms
[2020-12-23 16:17:57	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0311832 | val_loss: 0.0311988 | Time: 2925.2 ms
[2020-12-23 16:17:59	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0311819 | val_loss: 0.0311947 | Time: 2888.11 ms
[2020-12-23 16:18:02	                main:581]	:	INFO	:	Epoch 787 | loss: 0.031182 | val_loss: 0.0311938 | Time: 2935.95 ms
[2020-12-23 16:18:05	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0311815 | val_loss: 0.0311931 | Time: 2918.04 ms
[2020-12-23 16:18:08	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0311836 | val_loss: 0.0311986 | Time: 2922.69 ms
[2020-12-23 16:18:11	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0311861 | val_loss: 0.0311973 | Time: 2924.34 ms
[2020-12-23 16:18:14	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0311826 | val_loss: 0.0311959 | Time: 2915.98 ms
[2020-12-23 16:18:17	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0311816 | val_loss: 0.0311942 | Time: 2919.39 ms
[2020-12-23 16:18:20	                main:581]	:	INFO	:	Epoch 793 | loss: 0.0311834 | val_loss: 0.0312019 | Time: 2909.05 ms
[2020-12-23 16:18:23	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0311832 | val_loss: 0.0311934 | Time: 2947.7 ms
[2020-12-23 16:18:26	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0311821 | val_loss: 0.0311945 | Time: 2920.52 ms
[2020-12-23 16:18:29	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0311855 | val_loss: 0.0311946 | Time: 2925.3 ms
[2020-12-23 16:18:32	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0311818 | val_loss: 0.0311968 | Time: 2925.88 ms
[2020-12-23 16:18:35	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0311817 | val_loss: 0.0311968 | Time: 2918.88 ms
[2020-12-23 16:18:38	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0311829 | val_loss: 0.031196 | Time: 2928.75 ms
[2020-12-23 16:18:40	                main:581]	:	INFO	:	Epoch 800 | loss: 0.031182 | val_loss: 0.0311965 | Time: 2923.92 ms
[2020-12-23 16:18:43	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0311829 | val_loss: 0.0311957 | Time: 2922.97 ms
[2020-12-23 16:18:46	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0311818 | val_loss: 0.0311941 | Time: 2922.53 ms
[2020-12-23 16:18:49	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0311821 | val_loss: 0.0311997 | Time: 2920.34 ms
[2020-12-23 16:18:52	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0311862 | val_loss: 0.0312016 | Time: 2934.05 ms
[2020-12-23 16:18:55	                main:581]	:	INFO	:	Epoch 805 | loss: 0.031183 | val_loss: 0.0311945 | Time: 2920.32 ms
[2020-12-23 16:18:58	                main:581]	:	INFO	:	Epoch 806 | loss: 0.0311814 | val_loss: 0.0311968 | Time: 2920.46 ms
[2020-12-23 16:19:01	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0311824 | val_loss: 0.0311954 | Time: 2944.77 ms
[2020-12-23 16:19:04	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0311824 | val_loss: 0.0311942 | Time: 2919.96 ms
[2020-12-23 16:19:07	                main:581]	:	INFO	:	Epoch 809 | loss: 0.031182 | val_loss: 0.0311951 | Time: 2926.54 ms
[2020-12-23 16:19:10	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0311825 | val_loss: 0.0311954 | Time: 2916.2 ms
[2020-12-23 16:19:13	                main:581]	:	INFO	:	Epoch 811 | loss: 0.031182 | val_loss: 0.0311935 | Time: 2918.77 ms
[2020-12-23 16:19:16	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0311813 | val_loss: 0.0311989 | Time: 2925.5 ms
[2020-12-23 16:19:18	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0311833 | val_loss: 0.0311954 | Time: 2928.75 ms
[2020-12-23 16:19:21	                main:581]	:	INFO	:	Epoch 814 | loss: 0.0311821 | val_loss: 0.0311949 | Time: 2940.01 ms
[2020-12-23 16:19:24	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0311824 | val_loss: 0.0311965 | Time: 2917.25 ms
[2020-12-23 16:19:27	                main:581]	:	INFO	:	Epoch 816 | loss: 0.0311838 | val_loss: 0.031195 | Time: 2923.06 ms
[2020-12-23 16:19:30	                main:581]	:	INFO	:	Epoch 817 | loss: 0.0311832 | val_loss: 0.031195 | Time: 2924.51 ms
[2020-12-23 16:19:33	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0311812 | val_loss: 0.0311948 | Time: 2927.74 ms
[2020-12-23 16:19:36	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0311826 | val_loss: 0.0311963 | Time: 2918.85 ms
[2020-12-23 16:19:39	                main:581]	:	INFO	:	Epoch 820 | loss: 0.031182 | val_loss: 0.0311965 | Time: 2921.13 ms
[2020-12-23 16:19:42	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0311825 | val_loss: 0.0311992 | Time: 2908.78 ms
[2020-12-23 16:19:45	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0311828 | val_loss: 0.0311945 | Time: 2924.53 ms
[2020-12-23 16:19:48	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0311817 | val_loss: 0.0311936 | Time: 2922.22 ms
[2020-12-23 16:19:51	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0311822 | val_loss: 0.0311928 | Time: 2936.13 ms
[2020-12-23 16:19:54	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0311818 | val_loss: 0.0311949 | Time: 2921.45 ms
[2020-12-23 16:19:56	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0311821 | val_loss: 0.0312 | Time: 2925.58 ms
[2020-12-23 16:19:59	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0311846 | val_loss: 0.0311947 | Time: 2921.07 ms
[2020-12-23 16:20:02	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0311819 | val_loss: 0.0311948 | Time: 2940.82 ms
[2020-12-23 16:20:05	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0311815 | val_loss: 0.0311947 | Time: 2913.62 ms
[2020-12-23 16:20:08	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0311812 | val_loss: 0.0311942 | Time: 2919.35 ms
[2020-12-23 16:20:11	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0311814 | val_loss: 0.0311957 | Time: 2925.06 ms
[2020-12-23 16:20:14	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0311832 | val_loss: 0.0311936 | Time: 2919.5 ms
[2020-12-23 16:20:17	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0311814 | val_loss: 0.0311956 | Time: 2914.97 ms
[2020-12-23 16:20:20	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0311835 | val_loss: 0.0311966 | Time: 2926.06 ms
[2020-12-23 16:20:23	                main:581]	:	INFO	:	Epoch 835 | loss: 0.031182 | val_loss: 0.0311952 | Time: 2931.75 ms
[2020-12-23 16:20:26	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0311824 | val_loss: 0.0311946 | Time: 2907.37 ms
[2020-12-23 16:20:29	                main:581]	:	INFO	:	Epoch 837 | loss: 0.0311822 | val_loss: 0.0311956 | Time: 2916.72 ms
[2020-12-23 16:20:32	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0311821 | val_loss: 0.0311933 | Time: 2924.49 ms
[2020-12-23 16:20:34	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0311814 | val_loss: 0.0311967 | Time: 2912.96 ms
[2020-12-23 16:20:37	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0311813 | val_loss: 0.0311976 | Time: 2908.48 ms
[2020-12-23 16:20:40	                main:581]	:	INFO	:	Epoch 841 | loss: 0.0311822 | val_loss: 0.0311948 | Time: 2917.45 ms
[2020-12-23 16:20:43	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0311812 | val_loss: 0.0311957 | Time: 2924.27 ms
[2020-12-23 16:20:46	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0311809 | val_loss: 0.0311957 | Time: 2924.01 ms
[2020-12-23 16:20:49	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0311813 | val_loss: 0.0311942 | Time: 2908.5 ms
[2020-12-23 16:20:52	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0311814 | val_loss: 0.0311957 | Time: 2938.61 ms
[2020-12-23 16:20:55	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0311852 | val_loss: 0.0311976 | Time: 2896.59 ms
[2020-12-23 16:20:58	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0311851 | val_loss: 0.031197 | Time: 2908.17 ms
[2020-12-23 16:21:01	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0311836 | val_loss: 0.0311957 | Time: 2943.22 ms
[2020-12-23 16:21:04	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0311825 | val_loss: 0.0312004 | Time: 2912.56 ms
[2020-12-23 16:21:07	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0311854 | val_loss: 0.0311989 | Time: 2911.98 ms
[2020-12-23 16:21:09	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0311833 | val_loss: 0.0311954 | Time: 2914.28 ms
[2020-12-23 16:21:12	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0311816 | val_loss: 0.031196 | Time: 2916.7 ms
[2020-12-23 16:21:15	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0311815 | val_loss: 0.0311947 | Time: 2916.57 ms
[2020-12-23 16:21:18	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0311824 | val_loss: 0.0311954 | Time: 2920.12 ms
[2020-12-23 16:21:21	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0311819 | val_loss: 0.0311935 | Time: 2918.4 ms
[2020-12-23 16:21:24	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0311824 | val_loss: 0.0311965 | Time: 2897.16 ms
[2020-12-23 16:21:27	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0311821 | val_loss: 0.0311953 | Time: 2925.51 ms
[2020-12-23 16:21:30	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0311836 | val_loss: 0.0311935 | Time: 2928.78 ms
[2020-12-23 16:21:33	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0311822 | val_loss: 0.0311939 | Time: 2922.65 ms
[2020-12-23 16:21:36	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0311827 | val_loss: 0.0311932 | Time: 2924.6 ms
[2020-12-23 16:21:39	                main:581]	:	INFO	:	Epoch 861 | loss: 0.031182 | val_loss: 0.0311937 | Time: 2918.81 ms
[2020-12-23 16:21:42	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0311821 | val_loss: 0.031194 | Time: 2914.87 ms
[2020-12-23 16:21:44	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0311821 | val_loss: 0.031194 | Time: 2912.26 ms
[2020-12-23 16:21:47	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0311818 | val_loss: 0.031194 | Time: 2923.7 ms
[2020-12-23 16:21:50	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0311816 | val_loss: 0.0311952 | Time: 2923.62 ms
[2020-12-23 16:21:53	                main:581]	:	INFO	:	Epoch 866 | loss: 0.031182 | val_loss: 0.031202 | Time: 2943.08 ms
[2020-12-23 16:21:56	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0311829 | val_loss: 0.0311947 | Time: 2915.88 ms
[2020-12-23 16:21:59	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0311817 | val_loss: 0.031198 | Time: 2927.53 ms
[2020-12-23 16:22:02	                main:581]	:	INFO	:	Epoch 869 | loss: 0.0311814 | val_loss: 0.0311951 | Time: 2953.55 ms
[2020-12-23 16:22:05	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0311811 | val_loss: 0.0311948 | Time: 2918.27 ms
[2020-12-23 16:22:08	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0311821 | val_loss: 0.031195 | Time: 2918.16 ms
[2020-12-23 16:22:11	                main:581]	:	INFO	:	Epoch 872 | loss: 0.031181 | val_loss: 0.0311954 | Time: 2915.94 ms
[2020-12-23 16:22:14	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0311815 | val_loss: 0.0311956 | Time: 2918.99 ms
[2020-12-23 16:22:17	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0311812 | val_loss: 0.0311981 | Time: 2922.65 ms
[2020-12-23 16:22:20	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0311816 | val_loss: 0.0311952 | Time: 2918.62 ms
[2020-12-23 16:22:23	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0311812 | val_loss: 0.0311964 | Time: 2937.67 ms
[2020-12-23 16:22:25	                main:581]	:	INFO	:	Epoch 877 | loss: 0.0311814 | val_loss: 0.0311964 | Time: 2925.03 ms
[2020-12-23 16:22:28	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0311816 | val_loss: 0.0311961 | Time: 2918.24 ms
[2020-12-23 16:22:31	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0311823 | val_loss: 0.0311989 | Time: 2911.15 ms
[2020-12-23 16:22:34	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0311824 | val_loss: 0.0311958 | Time: 2910.3 ms
[2020-12-23 16:22:37	                main:581]	:	INFO	:	Epoch 881 | loss: 0.0311811 | val_loss: 0.0311929 | Time: 2916.48 ms
[2020-12-23 16:22:40	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0311812 | val_loss: 0.031199 | Time: 2915.94 ms
[2020-12-23 16:22:43	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0311819 | val_loss: 0.0311947 | Time: 2907.36 ms
[2020-12-23 16:22:46	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0311826 | val_loss: 0.0311955 | Time: 2928.52 ms
[2020-12-23 16:22:49	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0311824 | val_loss: 0.0311938 | Time: 2920.85 ms
[2020-12-23 16:22:52	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0311839 | val_loss: 0.0311959 | Time: 2936.1 ms
[2020-12-23 16:22:55	                main:581]	:	INFO	:	Epoch 887 | loss: 0.0311842 | val_loss: 0.0311963 | Time: 2928.34 ms
[2020-12-23 16:22:58	                main:581]	:	INFO	:	Epoch 888 | loss: 0.031184 | val_loss: 0.0311949 | Time: 2927.61 ms
[2020-12-23 16:23:01	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0311812 | val_loss: 0.0311948 | Time: 2946.51 ms
[2020-12-23 16:23:03	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0311817 | val_loss: 0.0311957 | Time: 2909.16 ms
[2020-12-23 16:23:06	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0311846 | val_loss: 0.031197 | Time: 2917.63 ms
[2020-12-23 16:23:09	                main:581]	:	INFO	:	Epoch 892 | loss: 0.031184 | val_loss: 0.0311946 | Time: 2913.37 ms
[2020-12-23 16:23:12	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0311822 | val_loss: 0.0311962 | Time: 2910.6 ms
[2020-12-23 16:23:15	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0311809 | val_loss: 0.031195 | Time: 2898.72 ms
[2020-12-23 16:23:18	                main:581]	:	INFO	:	Epoch 895 | loss: 0.031182 | val_loss: 0.0311941 | Time: 2914.66 ms
[2020-12-23 16:23:21	                main:581]	:	INFO	:	Epoch 896 | loss: 0.031181 | val_loss: 0.0311962 | Time: 2936.45 ms
[2020-12-23 16:23:24	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0311807 | val_loss: 0.0311941 | Time: 2922.13 ms
[2020-12-23 16:23:27	                main:581]	:	INFO	:	Epoch 898 | loss: 0.0311825 | val_loss: 0.0311958 | Time: 2924.59 ms
[2020-12-23 16:23:30	                main:581]	:	INFO	:	Epoch 899 | loss: 0.031183 | val_loss: 0.0311957 | Time: 2922.56 ms
[2020-12-23 16:23:33	                main:581]	:	INFO	:	Epoch 900 | loss: 0.0311817 | val_loss: 0.0311982 | Time: 2925.61 ms
[2020-12-23 16:23:36	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0311818 | val_loss: 0.0311942 | Time: 2918.94 ms
[2020-12-23 16:23:38	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0311815 | val_loss: 0.0312018 | Time: 2926.84 ms
[2020-12-23 16:23:41	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0311808 | val_loss: 0.031197 | Time: 2921.37 ms
[2020-12-23 16:23:44	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0311818 | val_loss: 0.0311973 | Time: 2914.62 ms
[2020-12-23 16:23:47	                main:581]	:	INFO	:	Epoch 905 | loss: 0.031183 | val_loss: 0.0311949 | Time: 2922.06 ms
[2020-12-23 16:23:50	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0311821 | val_loss: 0.0311972 | Time: 2916.34 ms
[2020-12-23 16:23:53	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0311811 | val_loss: 0.0311965 | Time: 2936.18 ms
[2020-12-23 16:23:56	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0311814 | val_loss: 0.0311967 | Time: 2899.02 ms
[2020-12-23 16:23:59	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0311812 | val_loss: 0.0311978 | Time: 2917.5 ms
[2020-12-23 16:24:02	                main:581]	:	INFO	:	Epoch 910 | loss: 0.031182 | val_loss: 0.031194 | Time: 2937.58 ms
[2020-12-23 16:24:05	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0311813 | val_loss: 0.0311948 | Time: 2923.38 ms
[2020-12-23 16:24:08	                main:581]	:	INFO	:	Epoch 912 | loss: 0.031182 | val_loss: 0.0311962 | Time: 2926.16 ms
[2020-12-23 16:24:11	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0311815 | val_loss: 0.0311966 | Time: 2915.49 ms
[2020-12-23 16:24:14	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0311811 | val_loss: 0.0311967 | Time: 2914.18 ms
[2020-12-23 16:24:16	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0311813 | val_loss: 0.0311943 | Time: 2887.97 ms
[2020-12-23 16:24:19	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0311809 | val_loss: 0.0311955 | Time: 2916.62 ms
[2020-12-23 16:24:22	                main:581]	:	INFO	:	Epoch 917 | loss: 0.0311811 | val_loss: 0.0311951 | Time: 2945.98 ms
[2020-12-23 16:24:25	                main:581]	:	INFO	:	Epoch 918 | loss: 0.0311821 | val_loss: 0.0311999 | Time: 2913.65 ms
[2020-12-23 16:24:28	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0311822 | val_loss: 0.0311978 | Time: 2922.77 ms
[2020-12-23 16:24:31	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0311807 | val_loss: 0.0311963 | Time: 2904.9 ms
[2020-12-23 16:24:34	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0311833 | val_loss: 0.031197 | Time: 2899.75 ms
[2020-12-23 16:24:37	                main:581]	:	INFO	:	Epoch 922 | loss: 0.031182 | val_loss: 0.0311966 | Time: 2916.3 ms
[2020-12-23 16:24:40	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0311807 | val_loss: 0.0311953 | Time: 2901.87 ms
[2020-12-23 16:24:43	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0311807 | val_loss: 0.0311976 | Time: 2895.64 ms
[2020-12-23 16:24:46	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0311809 | val_loss: 0.0311982 | Time: 2897.72 ms
[2020-12-23 16:24:48	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0311814 | val_loss: 0.0311948 | Time: 2924.65 ms
[2020-12-23 16:24:51	                main:581]	:	INFO	:	Epoch 927 | loss: 0.031181 | val_loss: 0.0311937 | Time: 2942.85 ms
[2020-12-23 16:24:54	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0311813 | val_loss: 0.0311934 | Time: 2932.83 ms
[2020-12-23 16:24:57	                main:581]	:	INFO	:	Epoch 929 | loss: 0.0311813 | val_loss: 0.0311951 | Time: 2920.78 ms
[2020-12-23 16:25:00	                main:581]	:	INFO	:	Epoch 930 | loss: 0.031181 | val_loss: 0.0311955 | Time: 2942.5 ms
[2020-12-23 16:25:03	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0311803 | val_loss: 0.0311974 | Time: 2927.73 ms
[2020-12-23 16:25:06	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0311805 | val_loss: 0.031195 | Time: 2916.66 ms
[2020-12-23 16:25:09	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0311806 | val_loss: 0.0311968 | Time: 2930.85 ms
[2020-12-23 16:25:12	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0311815 | val_loss: 0.0311972 | Time: 2917.95 ms
[2020-12-23 16:25:15	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0311825 | val_loss: 0.0311941 | Time: 2918.29 ms
[2020-12-23 16:25:18	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0311815 | val_loss: 0.0311955 | Time: 2919.39 ms
[2020-12-23 16:25:21	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0311822 | val_loss: 0.0311988 | Time: 2918.52 ms
[2020-12-23 16:25:24	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0311846 | val_loss: 0.0311994 | Time: 2918.77 ms
[2020-12-23 16:25:27	                main:581]	:	INFO	:	Epoch 939 | loss: 0.03119 | val_loss: 0.0312019 | Time: 2916.64 ms
[2020-12-23 16:25:29	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0311864 | val_loss: 0.0312007 | Time: 2924.44 ms
[2020-12-23 16:25:32	                main:581]	:	INFO	:	Epoch 941 | loss: 0.031183 | val_loss: 0.0311952 | Time: 2912.28 ms
[2020-12-23 16:25:35	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0311828 | val_loss: 0.0311957 | Time: 2914.2 ms
[2020-12-23 16:25:38	                main:581]	:	INFO	:	Epoch 943 | loss: 0.031181 | val_loss: 0.0311945 | Time: 2916.56 ms
[2020-12-23 16:25:41	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0311813 | val_loss: 0.0311937 | Time: 2911.95 ms
[2020-12-23 16:25:44	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0311812 | val_loss: 0.031196 | Time: 2919.52 ms
[2020-12-23 16:25:47	                main:581]	:	INFO	:	Epoch 946 | loss: 0.031181 | val_loss: 0.0311956 | Time: 2920.46 ms
[2020-12-23 16:25:50	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0311838 | val_loss: 0.031198 | Time: 2905.87 ms
[2020-12-23 16:25:53	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0311814 | val_loss: 0.0311969 | Time: 2933.78 ms
[2020-12-23 16:25:56	                main:581]	:	INFO	:	Epoch 949 | loss: 0.0311812 | val_loss: 0.0311981 | Time: 2909.89 ms
[2020-12-23 16:25:59	                main:581]	:	INFO	:	Epoch 950 | loss: 0.031182 | val_loss: 0.0311983 | Time: 2917.89 ms
[2020-12-23 16:26:02	                main:581]	:	INFO	:	Epoch 951 | loss: 0.031182 | val_loss: 0.0311958 | Time: 2940 ms
[2020-12-23 16:26:04	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0311807 | val_loss: 0.0311955 | Time: 2924.27 ms
[2020-12-23 16:26:07	                main:581]	:	INFO	:	Epoch 953 | loss: 0.0311809 | val_loss: 0.0311987 | Time: 2924.3 ms
[2020-12-23 16:26:10	                main:581]	:	INFO	:	Epoch 954 | loss: 0.0311811 | val_loss: 0.0311949 | Time: 2919.93 ms
[2020-12-23 16:26:13	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0311812 | val_loss: 0.0311942 | Time: 2913.17 ms
[2020-12-23 16:26:16	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0311814 | val_loss: 0.0312027 | Time: 2916.56 ms
[2020-12-23 16:26:19	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0311822 | val_loss: 0.0311959 | Time: 2930.95 ms
[2020-12-23 16:26:22	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0311811 | val_loss: 0.0311934 | Time: 2934.64 ms
[2020-12-23 16:26:25	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0311825 | val_loss: 0.0311961 | Time: 2922.58 ms
[2020-12-23 16:26:28	                main:581]	:	INFO	:	Epoch 960 | loss: 0.0311813 | val_loss: 0.0311942 | Time: 2914.38 ms
[2020-12-23 16:26:31	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0311805 | val_loss: 0.0311953 | Time: 2916.33 ms
[2020-12-23 16:26:34	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0311808 | val_loss: 0.0311961 | Time: 2919.58 ms
[2020-12-23 16:26:37	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0311808 | val_loss: 0.0311999 | Time: 2908.39 ms
[2020-12-23 16:26:39	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0311813 | val_loss: 0.0311945 | Time: 2832.01 ms
[2020-12-23 16:26:42	                main:581]	:	INFO	:	Epoch 965 | loss: 0.0311804 | val_loss: 0.031196 | Time: 2892.66 ms
[2020-12-23 16:26:45	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0311814 | val_loss: 0.031198 | Time: 2863.42 ms
[2020-12-23 16:26:48	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0311815 | val_loss: 0.0311949 | Time: 2914.88 ms
[2020-12-23 16:26:51	                main:581]	:	INFO	:	Epoch 968 | loss: 0.0311809 | val_loss: 0.0311999 | Time: 2929.53 ms
[2020-12-23 16:26:54	                main:581]	:	INFO	:	Epoch 969 | loss: 0.0311807 | val_loss: 0.0311934 | Time: 2901.81 ms
[2020-12-23 16:26:57	                main:581]	:	INFO	:	Epoch 970 | loss: 0.0311822 | val_loss: 0.0311984 | Time: 2913.83 ms
[2020-12-23 16:27:00	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0311824 | val_loss: 0.0311936 | Time: 2925.92 ms
[2020-12-23 16:27:03	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0311829 | val_loss: 0.0311936 | Time: 2926.4 ms
[2020-12-23 16:27:06	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0311823 | val_loss: 0.0311938 | Time: 2922.36 ms
[2020-12-23 16:27:09	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0311821 | val_loss: 0.0311952 | Time: 2913.96 ms
[2020-12-23 16:27:11	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0311818 | val_loss: 0.0311963 | Time: 2920.61 ms
[2020-12-23 16:27:14	                main:581]	:	INFO	:	Epoch 976 | loss: 0.0311819 | val_loss: 0.031199 | Time: 2916.24 ms
[2020-12-23 16:27:17	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0311809 | val_loss: 0.0311962 | Time: 2919.19 ms
[2020-12-23 16:27:20	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0311809 | val_loss: 0.0311947 | Time: 2921.63 ms
[2020-12-23 16:27:23	                main:581]	:	INFO	:	Epoch 979 | loss: 0.0311822 | val_loss: 0.0311944 | Time: 2947.11 ms
[2020-12-23 16:27:26	                main:581]	:	INFO	:	Epoch 980 | loss: 0.0311807 | val_loss: 0.0311951 | Time: 2923.08 ms
[2020-12-23 16:27:29	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0311807 | val_loss: 0.0311939 | Time: 2924.58 ms
[2020-12-23 16:27:32	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0311806 | val_loss: 0.0311959 | Time: 2914.19 ms
[2020-12-23 16:27:35	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0311808 | val_loss: 0.0311946 | Time: 2920.94 ms
[2020-12-23 16:27:38	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0311809 | val_loss: 0.0311952 | Time: 2920.44 ms
[2020-12-23 16:27:41	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0311803 | val_loss: 0.0311954 | Time: 2895.69 ms
[2020-12-23 16:27:44	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0311822 | val_loss: 0.0312046 | Time: 2921.12 ms
[2020-12-23 16:27:47	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0311973 | val_loss: 0.0312228 | Time: 2928.34 ms
[2020-12-23 16:27:49	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0311914 | val_loss: 0.0312033 | Time: 2924.54 ms
[2020-12-23 16:27:52	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0311837 | val_loss: 0.0311987 | Time: 2942.45 ms
[2020-12-23 16:27:55	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0311821 | val_loss: 0.0312 | Time: 2923.03 ms
[2020-12-23 16:27:58	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0311816 | val_loss: 0.0311974 | Time: 2908.65 ms
[2020-12-23 16:28:01	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0311807 | val_loss: 0.0311955 | Time: 2942.38 ms
[2020-12-23 16:28:04	                main:581]	:	INFO	:	Epoch 993 | loss: 0.0311807 | val_loss: 0.031198 | Time: 2879.06 ms
[2020-12-23 16:28:07	                main:581]	:	INFO	:	Epoch 994 | loss: 0.03118 | val_loss: 0.0311964 | Time: 2911.12 ms
[2020-12-23 16:28:10	                main:581]	:	INFO	:	Epoch 995 | loss: 0.0311814 | val_loss: 0.0311973 | Time: 2894.46 ms
[2020-12-23 16:28:13	                main:581]	:	INFO	:	Epoch 996 | loss: 0.0311805 | val_loss: 0.0311939 | Time: 2917.2 ms
[2020-12-23 16:28:16	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0311798 | val_loss: 0.0311999 | Time: 2917.67 ms
[2020-12-23 16:28:19	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0311805 | val_loss: 0.0311935 | Time: 2920.12 ms
[2020-12-23 16:28:22	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0311806 | val_loss: 0.0311968 | Time: 2932.93 ms
[2020-12-23 16:28:24	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0311802 | val_loss: 0.0311972 | Time: 2921.11 ms
[2020-12-23 16:28:27	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0311808 | val_loss: 0.0311956 | Time: 2918.6 ms
[2020-12-23 16:28:30	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0311819 | val_loss: 0.0311961 | Time: 2909.25 ms
[2020-12-23 16:28:33	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.0311808 | val_loss: 0.0311953 | Time: 2914.03 ms
[2020-12-23 16:28:36	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0311808 | val_loss: 0.0311979 | Time: 2926.34 ms
[2020-12-23 16:28:39	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0311823 | val_loss: 0.0311933 | Time: 2915.41 ms
[2020-12-23 16:28:42	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0311804 | val_loss: 0.0311955 | Time: 2916.27 ms
[2020-12-23 16:28:45	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.03118 | val_loss: 0.0311947 | Time: 2907.96 ms
[2020-12-23 16:28:48	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0311815 | val_loss: 0.0311992 | Time: 2911 ms
[2020-12-23 16:28:51	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0311809 | val_loss: 0.0311965 | Time: 2914.27 ms
[2020-12-23 16:28:54	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0311808 | val_loss: 0.0311991 | Time: 2915.89 ms
[2020-12-23 16:28:57	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0311821 | val_loss: 0.0312034 | Time: 2916.15 ms
[2020-12-23 16:28:59	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.0311871 | val_loss: 0.0312066 | Time: 2914.05 ms
[2020-12-23 16:29:02	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.0311815 | val_loss: 0.0311986 | Time: 2895.48 ms
[2020-12-23 16:29:05	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0311807 | val_loss: 0.0311947 | Time: 2899.62 ms
[2020-12-23 16:29:08	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0311806 | val_loss: 0.0311972 | Time: 2910.44 ms
[2020-12-23 16:29:11	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0311815 | val_loss: 0.031197 | Time: 2905.91 ms
[2020-12-23 16:29:14	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.0311803 | val_loss: 0.0311958 | Time: 2919.7 ms
[2020-12-23 16:29:17	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.031181 | val_loss: 0.0312004 | Time: 2911.63 ms
[2020-12-23 16:29:20	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0311806 | val_loss: 0.0311961 | Time: 2908.89 ms
[2020-12-23 16:29:23	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0311796 | val_loss: 0.0311952 | Time: 2939.06 ms
[2020-12-23 16:29:26	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.0311802 | val_loss: 0.0311967 | Time: 2914.53 ms
[2020-12-23 16:29:29	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.03118 | val_loss: 0.0312 | Time: 2922.41 ms
[2020-12-23 16:29:32	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0311825 | val_loss: 0.031199 | Time: 2924.5 ms
[2020-12-23 16:29:34	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.031185 | val_loss: 0.0311982 | Time: 2923.84 ms
[2020-12-23 16:29:34	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0311982
[2020-12-23 16:29:34	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-23 16:29:34	                main:615]	:	INFO	:	Success, exiting..
16:29:34 (2510421): 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)