Task 2959090

Name ParityModified-1605453774-25145-0_0
Workunit 1335705
Created 15 Nov 2020, 15:22:59 UTC
Sent 20 Nov 2020, 16:52:17 UTC
Report deadline 28 Nov 2020, 16:52:17 UTC
Received 20 Nov 2020, 18:55:48 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 3097
Run time 50 min 31 sec
CPU time 48 min 55 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 1,641.98 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.55 GB
Peak swap size 3.45 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
          main:574]	:	INFO	:	Epoch 514 | loss: 0.031007 | val_loss: 0.0313112 | Time: 2901.24 ms
[2020-11-20 13:30:32	                main:574]	:	INFO	:	Epoch 515 | loss: 0.0310073 | val_loss: 0.031351 | Time: 2998.05 ms
[2020-11-20 13:30:35	                main:574]	:	INFO	:	Epoch 516 | loss: 0.03101 | val_loss: 0.0313266 | Time: 3002.85 ms
[2020-11-20 13:30:38	                main:574]	:	INFO	:	Epoch 517 | loss: 0.0310118 | val_loss: 0.0312996 | Time: 2936.98 ms
[2020-11-20 13:30:41	                main:574]	:	INFO	:	Epoch 518 | loss: 0.0310139 | val_loss: 0.0313327 | Time: 3017.9 ms
[2020-11-20 13:30:44	                main:574]	:	INFO	:	Epoch 519 | loss: 0.0310118 | val_loss: 0.0313144 | Time: 3017.98 ms
[2020-11-20 13:30:47	                main:574]	:	INFO	:	Epoch 520 | loss: 0.0310113 | val_loss: 0.0313202 | Time: 2961.47 ms
[2020-11-20 13:30:50	                main:574]	:	INFO	:	Epoch 521 | loss: 0.0310114 | val_loss: 0.0313061 | Time: 2965.78 ms
[2020-11-20 13:30:53	                main:574]	:	INFO	:	Epoch 522 | loss: 0.0310097 | val_loss: 0.0313224 | Time: 2955.39 ms
[2020-11-20 13:30:56	                main:574]	:	INFO	:	Epoch 523 | loss: 0.0310088 | val_loss: 0.0312941 | Time: 2962.58 ms
[2020-11-20 13:30:59	                main:574]	:	INFO	:	Epoch 524 | loss: 0.0310039 | val_loss: 0.0313199 | Time: 3024.01 ms
[2020-11-20 13:31:03	                main:574]	:	INFO	:	Epoch 525 | loss: 0.0310085 | val_loss: 0.0313311 | Time: 3095.43 ms
[2020-11-20 13:31:06	                main:574]	:	INFO	:	Epoch 526 | loss: 0.0310071 | val_loss: 0.0313146 | Time: 3002.55 ms
[2020-11-20 13:31:09	                main:574]	:	INFO	:	Epoch 527 | loss: 0.0310062 | val_loss: 0.031321 | Time: 2970.58 ms
[2020-11-20 13:31:12	                main:574]	:	INFO	:	Epoch 528 | loss: 0.0310081 | val_loss: 0.0313072 | Time: 2871.1 ms
[2020-11-20 13:31:15	                main:574]	:	INFO	:	Epoch 529 | loss: 0.0310124 | val_loss: 0.031278 | Time: 2813.74 ms
[2020-11-20 13:31:17	                main:574]	:	INFO	:	Epoch 530 | loss: 0.0310115 | val_loss: 0.0313235 | Time: 2877.57 ms
[2020-11-20 13:31:20	                main:574]	:	INFO	:	Epoch 531 | loss: 0.0310055 | val_loss: 0.0313127 | Time: 2894.2 ms
[2020-11-20 13:31:23	                main:574]	:	INFO	:	Epoch 532 | loss: 0.0310024 | val_loss: 0.0313273 | Time: 2997.14 ms
[2020-11-20 13:31:27	                main:574]	:	INFO	:	Epoch 533 | loss: 0.0310125 | val_loss: 0.0313252 | Time: 3047.15 ms
[2020-11-20 13:31:30	                main:574]	:	INFO	:	Epoch 534 | loss: 0.0310088 | val_loss: 0.0313023 | Time: 3037.05 ms
[2020-11-20 13:31:33	                main:574]	:	INFO	:	Epoch 535 | loss: 0.0310078 | val_loss: 0.0313143 | Time: 3014.72 ms
[2020-11-20 13:31:36	                main:574]	:	INFO	:	Epoch 536 | loss: 0.0310077 | val_loss: 0.0313528 | Time: 2939.31 ms
[2020-11-20 13:31:39	                main:574]	:	INFO	:	Epoch 537 | loss: 0.0310113 | val_loss: 0.0313626 | Time: 2877.21 ms
[2020-11-20 13:31:42	                main:574]	:	INFO	:	Epoch 538 | loss: 0.0310127 | val_loss: 0.0312841 | Time: 2896.93 ms
[2020-11-20 13:31:45	                main:574]	:	INFO	:	Epoch 539 | loss: 0.0310116 | val_loss: 0.0313046 | Time: 2883.01 ms
[2020-11-20 13:31:48	                main:574]	:	INFO	:	Epoch 540 | loss: 0.0310107 | val_loss: 0.0313537 | Time: 2894.6 ms
[2020-11-20 13:31:50	                main:574]	:	INFO	:	Epoch 541 | loss: 0.0310047 | val_loss: 0.0313121 | Time: 2886.68 ms
[2020-11-20 13:31:53	                main:574]	:	INFO	:	Epoch 542 | loss: 0.0310057 | val_loss: 0.0313095 | Time: 2912.52 ms
[2020-11-20 13:31:56	                main:574]	:	INFO	:	Epoch 543 | loss: 0.031002 | val_loss: 0.0313273 | Time: 2913.58 ms
[2020-11-20 13:32:00	                main:574]	:	INFO	:	Epoch 544 | loss: 0.0309993 | val_loss: 0.0313577 | Time: 3048.22 ms
[2020-11-20 13:32:03	                main:574]	:	INFO	:	Epoch 545 | loss: 0.0310015 | val_loss: 0.031353 | Time: 2961.66 ms
[2020-11-20 13:32:05	                main:574]	:	INFO	:	Epoch 546 | loss: 0.0310131 | val_loss: 0.0313199 | Time: 2910.72 ms
[2020-11-20 13:32:08	                main:574]	:	INFO	:	Epoch 547 | loss: 0.0310051 | val_loss: 0.031336 | Time: 2893.67 ms
[2020-11-20 13:32:11	                main:574]	:	INFO	:	Epoch 548 | loss: 0.0310041 | val_loss: 0.0313277 | Time: 2911.67 ms
[2020-11-20 13:32:14	                main:574]	:	INFO	:	Epoch 549 | loss: 0.0310037 | val_loss: 0.0312804 | Time: 2980.3 ms
[2020-11-20 13:32:17	                main:574]	:	INFO	:	Epoch 550 | loss: 0.0310072 | val_loss: 0.0313231 | Time: 2971.77 ms
[2020-11-20 13:32:21	                main:574]	:	INFO	:	Epoch 551 | loss: 0.031009 | val_loss: 0.0313389 | Time: 2981.55 ms
[2020-11-20 13:32:24	                main:574]	:	INFO	:	Epoch 552 | loss: 0.0310084 | val_loss: 0.0313481 | Time: 3068.89 ms
[2020-11-20 13:32:27	                main:574]	:	INFO	:	Epoch 553 | loss: 0.031001 | val_loss: 0.0313175 | Time: 2940.38 ms
[2020-11-20 13:32:30	                main:574]	:	INFO	:	Epoch 554 | loss: 0.0309996 | val_loss: 0.0313259 | Time: 3079.16 ms
[2020-11-20 13:32:33	                main:574]	:	INFO	:	Epoch 555 | loss: 0.0309988 | val_loss: 0.0313195 | Time: 3044.67 ms
[2020-11-20 13:32:36	                main:574]	:	INFO	:	Epoch 556 | loss: 0.0310026 | val_loss: 0.0313179 | Time: 2967.97 ms
[2020-11-20 13:32:39	                main:574]	:	INFO	:	Epoch 557 | loss: 0.0310017 | val_loss: 0.0313059 | Time: 2999.33 ms
[2020-11-20 13:32:42	                main:574]	:	INFO	:	Epoch 558 | loss: 0.0310064 | val_loss: 0.0313079 | Time: 2985.45 ms
[2020-11-20 13:32:45	                main:574]	:	INFO	:	Epoch 559 | loss: 0.0310079 | val_loss: 0.0313202 | Time: 2862.79 ms
[2020-11-20 13:32:48	                main:574]	:	INFO	:	Epoch 560 | loss: 0.0310051 | val_loss: 0.0313185 | Time: 2913.35 ms
[2020-11-20 13:32:51	                main:574]	:	INFO	:	Epoch 561 | loss: 0.031011 | val_loss: 0.0313483 | Time: 3001.68 ms
[2020-11-20 13:32:54	                main:574]	:	INFO	:	Epoch 562 | loss: 0.0310086 | val_loss: 0.0312988 | Time: 3058.57 ms
[2020-11-20 13:32:57	                main:574]	:	INFO	:	Epoch 563 | loss: 0.0310117 | val_loss: 0.0313262 | Time: 3075.27 ms
[2020-11-20 13:33:00	                main:574]	:	INFO	:	Epoch 564 | loss: 0.0310078 | val_loss: 0.031301 | Time: 2971.35 ms
[2020-11-20 13:33:03	                main:574]	:	INFO	:	Epoch 565 | loss: 0.031005 | val_loss: 0.0312896 | Time: 2972.49 ms
[2020-11-20 13:33:06	                main:574]	:	INFO	:	Epoch 566 | loss: 0.0310021 | val_loss: 0.0313206 | Time: 2864.52 ms
[2020-11-20 13:33:09	                main:574]	:	INFO	:	Epoch 567 | loss: 0.0310064 | val_loss: 0.0313242 | Time: 2903.47 ms
[2020-11-20 13:33:12	                main:574]	:	INFO	:	Epoch 568 | loss: 0.031014 | val_loss: 0.0313253 | Time: 2872.9 ms
[2020-11-20 13:33:15	                main:574]	:	INFO	:	Epoch 569 | loss: 0.0310134 | val_loss: 0.0313115 | Time: 2950.13 ms
[2020-11-20 13:33:18	                main:574]	:	INFO	:	Epoch 570 | loss: 0.0310095 | val_loss: 0.031292 | Time: 2926.64 ms
[2020-11-20 13:33:21	                main:574]	:	INFO	:	Epoch 571 | loss: 0.0310095 | val_loss: 0.0313555 | Time: 2880.94 ms
[2020-11-20 13:33:24	                main:574]	:	INFO	:	Epoch 572 | loss: 0.0310057 | val_loss: 0.0313228 | Time: 3026.14 ms
[2020-11-20 13:33:27	                main:574]	:	INFO	:	Epoch 573 | loss: 0.0310058 | val_loss: 0.0313236 | Time: 3040.71 ms
[2020-11-20 13:33:30	                main:574]	:	INFO	:	Epoch 574 | loss: 0.0310107 | val_loss: 0.0313202 | Time: 2927.18 ms
[2020-11-20 13:33:33	                main:574]	:	INFO	:	Epoch 575 | loss: 0.0310003 | val_loss: 0.0313091 | Time: 2943.06 ms
[2020-11-20 13:33:36	                main:574]	:	INFO	:	Epoch 576 | loss: 0.0310075 | val_loss: 0.0313271 | Time: 2808.92 ms
[2020-11-20 13:33:39	                main:574]	:	INFO	:	Epoch 577 | loss: 0.0310076 | val_loss: 0.0313395 | Time: 2830.68 ms
[2020-11-20 13:33:42	                main:574]	:	INFO	:	Epoch 578 | loss: 0.0310028 | val_loss: 0.0313056 | Time: 2840.88 ms
[2020-11-20 13:33:45	                main:574]	:	INFO	:	Epoch 579 | loss: 0.0310037 | val_loss: 0.0313346 | Time: 2994.98 ms
[2020-11-20 13:33:48	                main:574]	:	INFO	:	Epoch 580 | loss: 0.0310119 | val_loss: 0.0312915 | Time: 2921.85 ms
[2020-11-20 13:33:51	                main:574]	:	INFO	:	Epoch 581 | loss: 0.0310075 | val_loss: 0.0313103 | Time: 2890.61 ms
[2020-11-20 13:33:54	                main:574]	:	INFO	:	Epoch 582 | loss: 0.0310069 | val_loss: 0.0313309 | Time: 2994.69 ms
[2020-11-20 13:33:57	                main:574]	:	INFO	:	Epoch 583 | loss: 0.0310085 | val_loss: 0.0313251 | Time: 3001.69 ms
[2020-11-20 13:34:00	                main:574]	:	INFO	:	Epoch 584 | loss: 0.0310064 | val_loss: 0.0312975 | Time: 3018.49 ms
[2020-11-20 13:34:03	                main:574]	:	INFO	:	Epoch 585 | loss: 0.0310009 | val_loss: 0.031299 | Time: 2921.99 ms
[2020-11-20 13:34:06	                main:574]	:	INFO	:	Epoch 586 | loss: 0.0310083 | val_loss: 0.0313523 | Time: 2986.15 ms
[2020-11-20 13:34:09	                main:574]	:	INFO	:	Epoch 587 | loss: 0.0310071 | val_loss: 0.0313517 | Time: 2998.28 ms
[2020-11-20 13:34:12	                main:574]	:	INFO	:	Epoch 588 | loss: 0.0310061 | val_loss: 0.0312964 | Time: 2962.67 ms
[2020-11-20 13:34:15	                main:574]	:	INFO	:	Epoch 589 | loss: 0.0310106 | val_loss: 0.0313242 | Time: 2976.47 ms
[2020-11-20 13:34:18	                main:574]	:	INFO	:	Epoch 590 | loss: 0.0310076 | val_loss: 0.031301 | Time: 3005.12 ms
[2020-11-20 13:34:21	                main:574]	:	INFO	:	Epoch 591 | loss: 0.0310085 | val_loss: 0.0313661 | Time: 2980.91 ms
[2020-11-20 13:34:24	                main:574]	:	INFO	:	Epoch 592 | loss: 0.0310117 | val_loss: 0.0312967 | Time: 2873.68 ms
[2020-11-20 13:34:27	                main:574]	:	INFO	:	Epoch 593 | loss: 0.0310164 | val_loss: 0.0313441 | Time: 2936.52 ms
[2020-11-20 13:34:30	                main:574]	:	INFO	:	Epoch 594 | loss: 0.0310104 | val_loss: 0.0313271 | Time: 2791.11 ms
[2020-11-20 13:34:33	                main:574]	:	INFO	:	Epoch 595 | loss: 0.0310018 | val_loss: 0.0313134 | Time: 2784.95 ms
[2020-11-20 13:34:36	                main:574]	:	INFO	:	Epoch 596 | loss: 0.031007 | val_loss: 0.0313304 | Time: 2876.53 ms
[2020-11-20 13:34:39	                main:574]	:	INFO	:	Epoch 597 | loss: 0.0310033 | val_loss: 0.0313238 | Time: 2845.79 ms
[2020-11-20 13:34:42	                main:574]	:	INFO	:	Epoch 598 | loss: 0.0310078 | val_loss: 0.0313154 | Time: 2904.1 ms
[2020-11-20 13:34:45	                main:574]	:	INFO	:	Epoch 599 | loss: 0.0310035 | val_loss: 0.0313269 | Time: 2882.58 ms
[2020-11-20 13:34:47	                main:574]	:	INFO	:	Epoch 600 | loss: 0.0310015 | val_loss: 0.0313337 | Time: 2880.27 ms
[2020-11-20 13:34:50	                main:574]	:	INFO	:	Epoch 601 | loss: 0.0310056 | val_loss: 0.0313518 | Time: 2867.89 ms
[2020-11-20 13:34:53	                main:574]	:	INFO	:	Epoch 602 | loss: 0.0310044 | val_loss: 0.0313148 | Time: 2876.78 ms
[2020-11-20 13:34:56	                main:574]	:	INFO	:	Epoch 603 | loss: 0.0310052 | val_loss: 0.0313159 | Time: 2916 ms
[2020-11-20 13:34:59	                main:574]	:	INFO	:	Epoch 604 | loss: 0.0309993 | val_loss: 0.0313448 | Time: 2889.45 ms
[2020-11-20 13:35:02	                main:574]	:	INFO	:	Epoch 605 | loss: 0.031007 | val_loss: 0.0313303 | Time: 2874.8 ms
[2020-11-20 13:35:05	                main:574]	:	INFO	:	Epoch 606 | loss: 0.0310114 | val_loss: 0.0313272 | Time: 2890.39 ms
[2020-11-20 13:35:08	                main:574]	:	INFO	:	Epoch 607 | loss: 0.0310094 | val_loss: 0.0313249 | Time: 2864.36 ms
[2020-11-20 13:35:11	                main:574]	:	INFO	:	Epoch 608 | loss: 0.0309998 | val_loss: 0.0313058 | Time: 2864.42 ms
[2020-11-20 13:35:14	                main:574]	:	INFO	:	Epoch 609 | loss: 0.0310054 | val_loss: 0.0313672 | Time: 2836.36 ms
[2020-11-20 13:35:17	                main:574]	:	INFO	:	Epoch 610 | loss: 0.0310043 | val_loss: 0.0313277 | Time: 3008.44 ms
[2020-11-20 13:35:20	                main:574]	:	INFO	:	Epoch 611 | loss: 0.0309996 | val_loss: 0.0313122 | Time: 2967.21 ms
[2020-11-20 13:35:23	                main:574]	:	INFO	:	Epoch 612 | loss: 0.0309989 | val_loss: 0.0313449 | Time: 2842.89 ms
[2020-11-20 13:35:26	                main:574]	:	INFO	:	Epoch 613 | loss: 0.030998 | val_loss: 0.0313519 | Time: 2976.79 ms
[2020-11-20 13:35:29	                main:574]	:	INFO	:	Epoch 614 | loss: 0.0310084 | val_loss: 0.0312995 | Time: 2887.34 ms
[2020-11-20 13:35:32	                main:574]	:	INFO	:	Epoch 615 | loss: 0.0310016 | val_loss: 0.0312835 | Time: 2882.47 ms
[2020-11-20 13:35:35	                main:574]	:	INFO	:	Epoch 616 | loss: 0.0310062 | val_loss: 0.0313125 | Time: 2886.92 ms
[2020-11-20 13:35:38	                main:574]	:	INFO	:	Epoch 617 | loss: 0.0310017 | val_loss: 0.0313688 | Time: 2932.8 ms
[2020-11-20 13:35:41	                main:574]	:	INFO	:	Epoch 618 | loss: 0.0310035 | val_loss: 0.0313472 | Time: 2885.19 ms
[2020-11-20 13:35:44	                main:574]	:	INFO	:	Epoch 619 | loss: 0.0310027 | val_loss: 0.0313165 | Time: 2810.55 ms
[2020-11-20 13:35:46	                main:574]	:	INFO	:	Epoch 620 | loss: 0.0310017 | val_loss: 0.031315 | Time: 2908.94 ms
[2020-11-20 13:35:49	                main:574]	:	INFO	:	Epoch 621 | loss: 0.0310049 | val_loss: 0.0313199 | Time: 2828.28 ms
[2020-11-20 13:35:52	                main:574]	:	INFO	:	Epoch 622 | loss: 0.0310008 | val_loss: 0.0313127 | Time: 2843.41 ms
[2020-11-20 13:35:55	                main:574]	:	INFO	:	Epoch 623 | loss: 0.0310008 | val_loss: 0.0313173 | Time: 2940.03 ms
[2020-11-20 13:35:58	                main:574]	:	INFO	:	Epoch 624 | loss: 0.0310091 | val_loss: 0.031334 | Time: 3021.36 ms
[2020-11-20 13:36:01	                main:574]	:	INFO	:	Epoch 625 | loss: 0.0310046 | val_loss: 0.0313567 | Time: 2979.31 ms
[2020-11-20 13:36:05	                main:574]	:	INFO	:	Epoch 626 | loss: 0.0310087 | val_loss: 0.0313029 | Time: 2998.21 ms
[2020-11-20 13:36:08	                main:574]	:	INFO	:	Epoch 627 | loss: 0.0310044 | val_loss: 0.0313156 | Time: 2949.59 ms
[2020-11-20 13:36:11	                main:574]	:	INFO	:	Epoch 628 | loss: 0.0310013 | val_loss: 0.0313431 | Time: 2926.93 ms
[2020-11-20 13:36:13	                main:574]	:	INFO	:	Epoch 629 | loss: 0.0309984 | val_loss: 0.0313388 | Time: 2902.41 ms
[2020-11-20 13:36:16	                main:574]	:	INFO	:	Epoch 630 | loss: 0.031011 | val_loss: 0.031291 | Time: 2842.04 ms
[2020-11-20 13:36:19	                main:574]	:	INFO	:	Epoch 631 | loss: 0.0310135 | val_loss: 0.031361 | Time: 2845.65 ms
[2020-11-20 13:36:22	                main:574]	:	INFO	:	Epoch 632 | loss: 0.0310138 | val_loss: 0.0312985 | Time: 2849.54 ms
[2020-11-20 13:36:25	                main:574]	:	INFO	:	Epoch 633 | loss: 0.0310069 | val_loss: 0.0312994 | Time: 2936.13 ms
[2020-11-20 13:36:28	                main:574]	:	INFO	:	Epoch 634 | loss: 0.0310075 | val_loss: 0.0313355 | Time: 3033.36 ms
[2020-11-20 13:36:31	                main:574]	:	INFO	:	Epoch 635 | loss: 0.0309997 | val_loss: 0.0313226 | Time: 2981.53 ms
[2020-11-20 13:36:34	                main:574]	:	INFO	:	Epoch 636 | loss: 0.0309993 | val_loss: 0.0313491 | Time: 3004.23 ms
[2020-11-20 13:36:37	                main:574]	:	INFO	:	Epoch 637 | loss: 0.0310008 | val_loss: 0.0312998 | Time: 3030.16 ms
[2020-11-20 13:36:40	                main:574]	:	INFO	:	Epoch 638 | loss: 0.031 | val_loss: 0.0313579 | Time: 2857.83 ms
[2020-11-20 13:36:43	                main:574]	:	INFO	:	Epoch 639 | loss: 0.0310007 | val_loss: 0.0313019 | Time: 2892.77 ms
[2020-11-20 13:36:46	                main:574]	:	INFO	:	Epoch 640 | loss: 0.0309998 | val_loss: 0.0313135 | Time: 2844.35 ms
[2020-11-20 13:36:49	                main:574]	:	INFO	:	Epoch 641 | loss: 0.0309996 | val_loss: 0.0313301 | Time: 2858.95 ms
[2020-11-20 13:36:52	                main:574]	:	INFO	:	Epoch 642 | loss: 0.0310038 | val_loss: 0.0313141 | Time: 2886.54 ms
[2020-11-20 13:36:55	                main:574]	:	INFO	:	Epoch 643 | loss: 0.0310105 | val_loss: 0.0313624 | Time: 2887.44 ms
[2020-11-20 13:36:58	                main:574]	:	INFO	:	Epoch 644 | loss: 0.0310092 | val_loss: 0.0313196 | Time: 2997.07 ms
[2020-11-20 13:37:01	                main:574]	:	INFO	:	Epoch 645 | loss: 0.0310101 | val_loss: 0.0312845 | Time: 2995.01 ms
[2020-11-20 13:37:04	                main:574]	:	INFO	:	Epoch 646 | loss: 0.0310006 | val_loss: 0.0313484 | Time: 2978.65 ms
[2020-11-20 13:37:07	                main:574]	:	INFO	:	Epoch 647 | loss: 0.0310071 | val_loss: 0.0313045 | Time: 2995.31 ms
[2020-11-20 13:37:10	                main:574]	:	INFO	:	Epoch 648 | loss: 0.0310043 | val_loss: 0.0313313 | Time: 2925.42 ms
[2020-11-20 13:37:13	                main:574]	:	INFO	:	Epoch 649 | loss: 0.0310002 | val_loss: 0.0313364 | Time: 2994.41 ms
[2020-11-20 13:37:16	                main:574]	:	INFO	:	Epoch 650 | loss: 0.0309974 | val_loss: 0.0313083 | Time: 2954.2 ms
[2020-11-20 13:37:19	                main:574]	:	INFO	:	Epoch 651 | loss: 0.030996 | val_loss: 0.0313453 | Time: 3008.17 ms
[2020-11-20 13:37:22	                main:574]	:	INFO	:	Epoch 652 | loss: 0.0309979 | val_loss: 0.0313273 | Time: 2877.68 ms
[2020-11-20 13:37:25	                main:574]	:	INFO	:	Epoch 653 | loss: 0.0310032 | val_loss: 0.031362 | Time: 2880.94 ms
[2020-11-20 13:37:28	                main:574]	:	INFO	:	Epoch 654 | loss: 0.0310049 | val_loss: 0.0313286 | Time: 2859.43 ms
[2020-11-20 13:37:31	                main:574]	:	INFO	:	Epoch 655 | loss: 0.0310086 | val_loss: 0.0313109 | Time: 2872.79 ms
[2020-11-20 13:37:34	                main:574]	:	INFO	:	Epoch 656 | loss: 0.031012 | val_loss: 0.0312874 | Time: 2941.98 ms
[2020-11-20 13:37:37	                main:574]	:	INFO	:	Epoch 657 | loss: 0.0310033 | val_loss: 0.0313003 | Time: 2881.06 ms
[2020-11-20 13:37:40	                main:574]	:	INFO	:	Epoch 658 | loss: 0.0310034 | val_loss: 0.0313236 | Time: 2848.14 ms
[2020-11-20 13:37:43	                main:574]	:	INFO	:	Epoch 659 | loss: 0.0310065 | val_loss: 0.0313276 | Time: 2916.52 ms
[2020-11-20 13:37:46	                main:574]	:	INFO	:	Epoch 660 | loss: 0.0310011 | val_loss: 0.0313247 | Time: 2896.01 ms
[2020-11-20 13:37:49	                main:574]	:	INFO	:	Epoch 661 | loss: 0.0310007 | val_loss: 0.0313123 | Time: 2841.84 ms
[2020-11-20 13:37:52	                main:574]	:	INFO	:	Epoch 662 | loss: 0.0309987 | val_loss: 0.0313481 | Time: 2888.48 ms
[2020-11-20 13:37:54	                main:574]	:	INFO	:	Epoch 663 | loss: 0.0309966 | val_loss: 0.0313453 | Time: 2838.42 ms
[2020-11-20 13:37:58	                main:574]	:	INFO	:	Epoch 664 | loss: 0.0309975 | val_loss: 0.0313117 | Time: 3022.77 ms
[2020-11-20 13:38:01	                main:574]	:	INFO	:	Epoch 665 | loss: 0.0309987 | val_loss: 0.0313109 | Time: 3035.88 ms
[2020-11-20 13:38:04	                main:574]	:	INFO	:	Epoch 666 | loss: 0.0310013 | val_loss: 0.0313203 | Time: 3015.87 ms
[2020-11-20 13:38:07	                main:574]	:	INFO	:	Epoch 667 | loss: 0.0309993 | val_loss: 0.0313248 | Time: 2843.3 ms
[2020-11-20 13:38:09	                main:574]	:	INFO	:	Epoch 668 | loss: 0.0310018 | val_loss: 0.0313539 | Time: 2802.8 ms
[2020-11-20 13:38:12	                main:574]	:	INFO	:	Epoch 669 | loss: 0.0310079 | val_loss: 0.0313232 | Time: 2902.46 ms
[2020-11-20 13:38:15	                main:574]	:	INFO	:	Epoch 670 | loss: 0.0310135 | val_loss: 0.0313175 | Time: 2861.93 ms
[2020-11-20 13:38:18	                main:574]	:	INFO	:	Epoch 671 | loss: 0.0310141 | val_loss: 0.0313147 | Time: 3043.04 ms
[2020-11-20 13:38:21	                main:574]	:	INFO	:	Epoch 672 | loss: 0.0309999 | val_loss: 0.0313062 | Time: 2955.47 ms
[2020-11-20 13:38:24	                main:574]	:	INFO	:	Epoch 673 | loss: 0.0310036 | val_loss: 0.0313439 | Time: 2885.13 ms
[2020-11-20 13:38:27	                main:574]	:	INFO	:	Epoch 674 | loss: 0.0310007 | val_loss: 0.0313192 | Time: 2867.36 ms
[2020-11-20 13:38:30	                main:574]	:	INFO	:	Epoch 675 | loss: 0.031006 | val_loss: 0.0313188 | Time: 2902.01 ms
[2020-11-20 13:38:33	                main:574]	:	INFO	:	Epoch 676 | loss: 0.0310003 | val_loss: 0.0313461 | Time: 2995.1 ms
[2020-11-20 13:38:36	                main:574]	:	INFO	:	Epoch 677 | loss: 0.0310051 | val_loss: 0.0313147 | Time: 3030.79 ms
[2020-11-20 13:38:40	                main:574]	:	INFO	:	Epoch 678 | loss: 0.0310009 | val_loss: 0.0313052 | Time: 3058.74 ms
[2020-11-20 13:38:43	                main:574]	:	INFO	:	Epoch 679 | loss: 0.0309976 | val_loss: 0.0313431 | Time: 2952.3 ms
[2020-11-20 13:38:46	                main:574]	:	INFO	:	Epoch 680 | loss: 0.0310089 | val_loss: 0.0313252 | Time: 2989.71 ms
[2020-11-20 13:38:49	                main:574]	:	INFO	:	Epoch 681 | loss: 0.0310009 | val_loss: 0.0313294 | Time: 2976.72 ms
[2020-11-20 13:38:52	                main:574]	:	INFO	:	Epoch 682 | loss: 0.0310019 | val_loss: 0.0313262 | Time: 2859.2 ms
[2020-11-20 13:38:55	                main:574]	:	INFO	:	Epoch 683 | loss: 0.031004 | val_loss: 0.0313065 | Time: 2845.25 ms
[2020-11-20 13:38:57	                main:574]	:	INFO	:	Epoch 684 | loss: 0.0310025 | val_loss: 0.0313525 | Time: 2807.32 ms
[2020-11-20 13:39:00	                main:574]	:	INFO	:	Epoch 685 | loss: 0.031008 | val_loss: 0.031317 | Time: 2833.24 ms
[2020-11-20 13:39:03	                main:574]	:	INFO	:	Epoch 686 | loss: 0.0310048 | val_loss: 0.0312933 | Time: 2812.75 ms
[2020-11-20 13:39:06	                main:574]	:	INFO	:	Epoch 687 | loss: 0.0310071 | val_loss: 0.0313463 | Time: 2819.8 ms
[2020-11-20 13:39:09	                main:574]	:	INFO	:	Epoch 688 | loss: 0.0310028 | val_loss: 0.0313247 | Time: 2808.31 ms
[2020-11-20 13:39:12	                main:574]	:	INFO	:	Epoch 689 | loss: 0.0310015 | val_loss: 0.0313468 | Time: 2810.71 ms
[2020-11-20 13:39:15	                main:574]	:	INFO	:	Epoch 690 | loss: 0.0310115 | val_loss: 0.0313293 | Time: 2810.42 ms
[2020-11-20 13:39:18	                main:574]	:	INFO	:	Epoch 691 | loss: 0.0310122 | val_loss: 0.0313062 | Time: 2833.5 ms
[2020-11-20 13:39:21	                main:574]	:	INFO	:	Epoch 692 | loss: 0.0309971 | val_loss: 0.0313356 | Time: 2916.57 ms
[2020-11-20 13:39:24	                main:574]	:	INFO	:	Epoch 693 | loss: 0.0310011 | val_loss: 0.0313005 | Time: 2980.33 ms
[2020-11-20 13:39:27	                main:574]	:	INFO	:	Epoch 694 | loss: 0.0309961 | val_loss: 0.0313255 | Time: 2944.14 ms
[2020-11-20 13:39:30	                main:574]	:	INFO	:	Epoch 695 | loss: 0.0309992 | val_loss: 0.031341 | Time: 3105.13 ms
[2020-11-20 13:39:33	                main:574]	:	INFO	:	Epoch 696 | loss: 0.031002 | val_loss: 0.0313252 | Time: 2911.97 ms
[2020-11-20 13:39:36	                main:574]	:	INFO	:	Epoch 697 | loss: 0.0309985 | val_loss: 0.031333 | Time: 2883.9 ms
[2020-11-20 13:39:39	                main:574]	:	INFO	:	Epoch 698 | loss: 0.0310002 | val_loss: 0.0313312 | Time: 2910.96 ms
[2020-11-20 13:39:42	                main:574]	:	INFO	:	Epoch 699 | loss: 0.03101 | val_loss: 0.0313221 | Time: 2852 ms
[2020-11-20 13:39:45	                main:574]	:	INFO	:	Epoch 700 | loss: 0.0309985 | val_loss: 0.0313358 | Time: 2842.25 ms
[2020-11-20 13:39:47	                main:574]	:	INFO	:	Epoch 701 | loss: 0.0309976 | val_loss: 0.0313082 | Time: 2841.03 ms
[2020-11-20 13:39:50	                main:574]	:	INFO	:	Epoch 702 | loss: 0.0309986 | val_loss: 0.0313069 | Time: 2837.45 ms
[2020-11-20 13:39:53	                main:574]	:	INFO	:	Epoch 703 | loss: 0.0309973 | val_loss: 0.0313398 | Time: 2831.99 ms
[2020-11-20 13:39:56	                main:574]	:	INFO	:	Epoch 704 | loss: 0.0310011 | val_loss: 0.0313502 | Time: 2853.7 ms
[2020-11-20 13:39:59	                main:574]	:	INFO	:	Epoch 705 | loss: 0.0309958 | val_loss: 0.0313165 | Time: 2851.63 ms
[2020-11-20 13:40:02	                main:574]	:	INFO	:	Epoch 706 | loss: 0.0309935 | val_loss: 0.0312946 | Time: 2843.8 ms
[2020-11-20 13:40:05	                main:574]	:	INFO	:	Epoch 707 | loss: 0.0309984 | val_loss: 0.0313344 | Time: 2824.23 ms
[2020-11-20 13:40:08	                main:574]	:	INFO	:	Epoch 708 | loss: 0.030997 | val_loss: 0.0313239 | Time: 2808.99 ms
[2020-11-20 13:40:11	                main:574]	:	INFO	:	Epoch 709 | loss: 0.0309982 | val_loss: 0.0313668 | Time: 2831.57 ms
[2020-11-20 13:40:14	                main:574]	:	INFO	:	Epoch 710 | loss: 0.0309969 | val_loss: 0.0313356 | Time: 2861.84 ms
[2020-11-20 13:40:17	                main:574]	:	INFO	:	Epoch 711 | loss: 0.0309954 | val_loss: 0.0313241 | Time: 2859.28 ms
[2020-11-20 13:40:20	                main:574]	:	INFO	:	Epoch 712 | loss: 0.0309978 | val_loss: 0.0312968 | Time: 2855.18 ms
[2020-11-20 13:40:23	                main:574]	:	INFO	:	Epoch 713 | loss: 0.03101 | val_loss: 0.0313102 | Time: 2953.96 ms
[2020-11-20 13:40:26	                main:574]	:	INFO	:	Epoch 714 | loss: 0.0309983 | val_loss: 0.0313502 | Time: 3000.38 ms
[2020-11-20 13:40:29	                main:574]	:	INFO	:	Epoch 715 | loss: 0.0309935 | val_loss: 0.0313173 | Time: 2845.57 ms
[2020-11-20 13:40:31	                main:574]	:	INFO	:	Epoch 716 | loss: 0.030994 | val_loss: 0.0313338 | Time: 2833.35 ms
[2020-11-20 13:40:34	                main:574]	:	INFO	:	Epoch 717 | loss: 0.0310065 | val_loss: 0.0313354 | Time: 2847.08 ms
[2020-11-20 13:40:37	                main:574]	:	INFO	:	Epoch 718 | loss: 0.0310036 | val_loss: 0.0313374 | Time: 2833.32 ms
[2020-11-20 13:40:40	                main:574]	:	INFO	:	Epoch 719 | loss: 0.0310075 | val_loss: 0.0313241 | Time: 2810.61 ms
[2020-11-20 13:40:43	                main:574]	:	INFO	:	Epoch 720 | loss: 0.0310018 | val_loss: 0.0313117 | Time: 2741.28 ms
[2020-11-20 13:40:46	                main:574]	:	INFO	:	Epoch 721 | loss: 0.0310048 | val_loss: 0.0313554 | Time: 2810.63 ms
[2020-11-20 13:40:49	                main:574]	:	INFO	:	Epoch 722 | loss: 0.030999 | val_loss: 0.0313448 | Time: 2829.38 ms
[2020-11-20 13:40:52	                main:574]	:	INFO	:	Epoch 723 | loss: 0.0309924 | val_loss: 0.0313268 | Time: 2848.11 ms
[2020-11-20 13:40:54	                main:574]	:	INFO	:	Epoch 724 | loss: 0.0309951 | val_loss: 0.0313495 | Time: 2850.01 ms
[2020-11-20 13:40:57	                main:574]	:	INFO	:	Epoch 725 | loss: 0.0309986 | val_loss: 0.0313364 | Time: 2839.48 ms
[2020-11-20 13:41:00	                main:574]	:	INFO	:	Epoch 726 | loss: 0.0310032 | val_loss: 0.0313225 | Time: 2834.87 ms
[2020-11-20 13:41:03	                main:574]	:	INFO	:	Epoch 727 | loss: 0.0310101 | val_loss: 0.0313092 | Time: 2849.2 ms
[2020-11-20 13:41:06	                main:574]	:	INFO	:	Epoch 728 | loss: 0.0309983 | val_loss: 0.0313457 | Time: 2827.2 ms
[2020-11-20 13:41:09	                main:574]	:	INFO	:	Epoch 729 | loss: 0.0309975 | val_loss: 0.0313239 | Time: 2825.94 ms
[2020-11-20 13:41:12	                main:574]	:	INFO	:	Epoch 730 | loss: 0.0310107 | val_loss: 0.0313056 | Time: 2826.92 ms
[2020-11-20 13:41:15	                main:574]	:	INFO	:	Epoch 731 | loss: 0.0310078 | val_loss: 0.0313059 | Time: 2854.43 ms
[2020-11-20 13:41:18	                main:574]	:	INFO	:	Epoch 732 | loss: 0.030998 | val_loss: 0.031351 | Time: 2825.77 ms
[2020-11-20 13:41:20	                main:574]	:	INFO	:	Epoch 733 | loss: 0.0309987 | val_loss: 0.0313335 | Time: 2795.47 ms
[2020-11-20 13:41:23	                main:574]	:	INFO	:	Epoch 734 | loss: 0.031004 | val_loss: 0.0313215 | Time: 2798.04 ms
[2020-11-20 13:41:26	                main:574]	:	INFO	:	Epoch 735 | loss: 0.0309973 | val_loss: 0.0313488 | Time: 2803.64 ms
[2020-11-20 13:41:29	                main:574]	:	INFO	:	Epoch 736 | loss: 0.0309942 | val_loss: 0.0313314 | Time: 2791.53 ms
[2020-11-20 13:41:32	                main:574]	:	INFO	:	Epoch 737 | loss: 0.0310146 | val_loss: 0.0313123 | Time: 2791.46 ms
[2020-11-20 13:41:35	                main:574]	:	INFO	:	Epoch 738 | loss: 0.0310121 | val_loss: 0.031337 | Time: 2812.81 ms
[2020-11-20 13:41:38	                main:574]	:	INFO	:	Epoch 739 | loss: 0.0310012 | val_loss: 0.0313242 | Time: 2794.96 ms
[2020-11-20 13:41:40	                main:574]	:	INFO	:	Epoch 740 | loss: 0.0310004 | val_loss: 0.0313293 | Time: 2836.86 ms
[2020-11-20 13:41:43	                main:574]	:	INFO	:	Epoch 741 | loss: 0.0309972 | val_loss: 0.031328 | Time: 2820.44 ms
[2020-11-20 13:41:46	                main:574]	:	INFO	:	Epoch 742 | loss: 0.0310068 | val_loss: 0.0313071 | Time: 2864.01 ms
[2020-11-20 13:41:49	                main:574]	:	INFO	:	Epoch 743 | loss: 0.0310006 | val_loss: 0.0313286 | Time: 2815.02 ms
[2020-11-20 13:41:52	                main:574]	:	INFO	:	Epoch 744 | loss: 0.0309943 | val_loss: 0.0313101 | Time: 2798.21 ms
[2020-11-20 13:41:55	                main:574]	:	INFO	:	Epoch 745 | loss: 0.0309982 | val_loss: 0.03132 | Time: 2797.92 ms
[2020-11-20 13:41:58	                main:574]	:	INFO	:	Epoch 746 | loss: 0.0309938 | val_loss: 0.0313115 | Time: 2804.74 ms
[2020-11-20 13:42:01	                main:574]	:	INFO	:	Epoch 747 | loss: 0.0309975 | val_loss: 0.0313075 | Time: 2809.14 ms
[2020-11-20 13:42:03	                main:574]	:	INFO	:	Epoch 748 | loss: 0.031002 | val_loss: 0.0313185 | Time: 2795.32 ms
[2020-11-20 13:42:06	                main:574]	:	INFO	:	Epoch 749 | loss: 0.031005 | val_loss: 0.0312895 | Time: 2809.2 ms
[2020-11-20 13:42:09	                main:574]	:	INFO	:	Epoch 750 | loss: 0.0310051 | val_loss: 0.0313262 | Time: 2849.88 ms
[2020-11-20 13:42:12	                main:574]	:	INFO	:	Epoch 751 | loss: 0.0310161 | val_loss: 0.031331 | Time: 2766.88 ms
[2020-11-20 13:42:15	                main:574]	:	INFO	:	Epoch 752 | loss: 0.0310014 | val_loss: 0.031306 | Time: 2560.82 ms
[2020-11-20 13:42:17	                main:574]	:	INFO	:	Epoch 753 | loss: 0.0310004 | val_loss: 0.0313404 | Time: 2671.79 ms
[2020-11-20 13:42:20	                main:574]	:	INFO	:	Epoch 754 | loss: 0.0309967 | val_loss: 0.0313265 | Time: 2808.5 ms
[2020-11-20 13:42:23	                main:574]	:	INFO	:	Epoch 755 | loss: 0.0310015 | val_loss: 0.0313433 | Time: 2826.71 ms
[2020-11-20 13:42:26	                main:574]	:	INFO	:	Epoch 756 | loss: 0.0310042 | val_loss: 0.0313165 | Time: 2832.38 ms
[2020-11-20 13:42:29	                main:574]	:	INFO	:	Epoch 757 | loss: 0.0309974 | val_loss: 0.0313053 | Time: 2808.76 ms
[2020-11-20 13:42:32	                main:574]	:	INFO	:	Epoch 758 | loss: 0.0310015 | val_loss: 0.031366 | Time: 2811.84 ms
[2020-11-20 13:42:35	                main:574]	:	INFO	:	Epoch 759 | loss: 0.0310282 | val_loss: 0.0313869 | Time: 2832.99 ms
[2020-11-20 13:42:37	                main:574]	:	INFO	:	Epoch 760 | loss: 0.0310523 | val_loss: 0.0313103 | Time: 2821.05 ms
[2020-11-20 13:42:40	                main:574]	:	INFO	:	Epoch 761 | loss: 0.0310001 | val_loss: 0.031329 | Time: 2836.45 ms
[2020-11-20 13:42:43	                main:574]	:	INFO	:	Epoch 762 | loss: 0.0309955 | val_loss: 0.0312986 | Time: 2841.17 ms
[2020-11-20 13:42:46	                main:574]	:	INFO	:	Epoch 763 | loss: 0.0310129 | val_loss: 0.0313169 | Time: 2836.36 ms
[2020-11-20 13:42:49	                main:574]	:	INFO	:	Epoch 764 | loss: 0.0310075 | val_loss: 0.0312986 | Time: 2815.21 ms
[2020-11-20 13:42:52	                main:574]	:	INFO	:	Epoch 765 | loss: 0.0310055 | val_loss: 0.0313101 | Time: 2832.91 ms
[2020-11-20 13:42:55	                main:574]	:	INFO	:	Epoch 766 | loss: 0.0309948 | val_loss: 0.0313243 | Time: 2835.6 ms
[2020-11-20 13:42:58	                main:574]	:	INFO	:	Epoch 767 | loss: 0.0309955 | val_loss: 0.0313515 | Time: 2836.66 ms
[2020-11-20 13:43:01	                main:574]	:	INFO	:	Epoch 768 | loss: 0.0310068 | val_loss: 0.0312911 | Time: 2817.08 ms
[2020-11-20 13:43:03	                main:574]	:	INFO	:	Epoch 769 | loss: 0.0310061 | val_loss: 0.0312966 | Time: 2833.42 ms
[2020-11-20 13:43:06	                main:574]	:	INFO	:	Epoch 770 | loss: 0.0310021 | val_loss: 0.0313195 | Time: 2835.59 ms
[2020-11-20 13:43:09	                main:574]	:	INFO	:	Epoch 771 | loss: 0.0309969 | val_loss: 0.031335 | Time: 2834.15 ms
[2020-11-20 13:43:12	                main:574]	:	INFO	:	Epoch 772 | loss: 0.0310007 | val_loss: 0.0313267 | Time: 2815.14 ms
[2020-11-20 13:43:15	                main:574]	:	INFO	:	Epoch 773 | loss: 0.031003 | val_loss: 0.0313134 | Time: 2831.75 ms
[2020-11-20 13:43:18	                main:574]	:	INFO	:	Epoch 774 | loss: 0.0310006 | val_loss: 0.0313119 | Time: 2874.29 ms
[2020-11-20 13:43:21	                main:574]	:	INFO	:	Epoch 775 | loss: 0.0310011 | val_loss: 0.0313447 | Time: 2737.03 ms
[2020-11-20 13:43:24	                main:574]	:	INFO	:	Epoch 776 | loss: 0.031008 | val_loss: 0.0312864 | Time: 2806.53 ms
[2020-11-20 13:43:26	                main:574]	:	INFO	:	Epoch 777 | loss: 0.0310101 | val_loss: 0.0312996 | Time: 2818.36 ms
[2020-11-20 13:43:29	                main:574]	:	INFO	:	Epoch 778 | loss: 0.0310026 | val_loss: 0.031323 | Time: 2828.49 ms
[2020-11-20 13:43:32	                main:574]	:	INFO	:	Epoch 779 | loss: 0.0309967 | val_loss: 0.0313378 | Time: 2810.88 ms
[2020-11-20 13:43:35	                main:574]	:	INFO	:	Epoch 780 | loss: 0.0309926 | val_loss: 0.0313287 | Time: 2578.19 ms
[2020-11-20 13:43:38	                main:574]	:	INFO	:	Epoch 781 | loss: 0.031 | val_loss: 0.0313313 | Time: 2834.74 ms
[2020-11-20 13:43:41	                main:574]	:	INFO	:	Epoch 782 | loss: 0.0309957 | val_loss: 0.0313448 | Time: 2831.63 ms
[2020-11-20 13:43:44	                main:574]	:	INFO	:	Epoch 783 | loss: 0.0310079 | val_loss: 0.0312929 | Time: 2815.41 ms
[2020-11-20 13:43:46	                main:574]	:	INFO	:	Epoch 784 | loss: 0.0310082 | val_loss: 0.0313148 | Time: 2815.01 ms
[2020-11-20 13:43:49	                main:574]	:	INFO	:	Epoch 785 | loss: 0.0310092 | val_loss: 0.0313556 | Time: 2844.03 ms
[2020-11-20 13:43:52	                main:574]	:	INFO	:	Epoch 786 | loss: 0.031 | val_loss: 0.0313575 | Time: 2774.09 ms
[2020-11-20 13:43:55	                main:574]	:	INFO	:	Epoch 787 | loss: 0.0310066 | val_loss: 0.0313306 | Time: 2829.41 ms
[2020-11-20 13:43:58	                main:574]	:	INFO	:	Epoch 788 | loss: 0.0310065 | val_loss: 0.0313235 | Time: 2827.95 ms
[2020-11-20 13:44:01	                main:574]	:	INFO	:	Epoch 789 | loss: 0.0310018 | val_loss: 0.031343 | Time: 2831.33 ms
[2020-11-20 13:44:04	                main:574]	:	INFO	:	Epoch 790 | loss: 0.0309991 | val_loss: 0.0313098 | Time: 2834.08 ms
[2020-11-20 13:44:07	                main:574]	:	INFO	:	Epoch 791 | loss: 0.0310032 | val_loss: 0.0313291 | Time: 2844.7 ms
[2020-11-20 13:44:10	                main:574]	:	INFO	:	Epoch 792 | loss: 0.0310039 | val_loss: 0.0313171 | Time: 2827.35 ms
[2020-11-20 13:44:12	                main:574]	:	INFO	:	Epoch 793 | loss: 0.0309985 | val_loss: 0.0313286 | Time: 2823.2 ms
[2020-11-20 13:44:15	                main:574]	:	INFO	:	Epoch 794 | loss: 0.0309963 | val_loss: 0.0313466 | Time: 2820.5 ms
[2020-11-20 13:44:18	                main:574]	:	INFO	:	Epoch 795 | loss: 0.031002 | val_loss: 0.031334 | Time: 2839.81 ms
[2020-11-20 13:44:21	                main:574]	:	INFO	:	Epoch 796 | loss: 0.0310069 | val_loss: 0.0313195 | Time: 2860.14 ms
[2020-11-20 13:44:24	                main:574]	:	INFO	:	Epoch 797 | loss: 0.0310017 | val_loss: 0.0313253 | Time: 2816.04 ms
[2020-11-20 13:44:27	                main:574]	:	INFO	:	Epoch 798 | loss: 0.0309997 | val_loss: 0.0313379 | Time: 2802.52 ms
[2020-11-20 13:44:30	                main:574]	:	INFO	:	Epoch 799 | loss: 0.0309959 | val_loss: 0.0313237 | Time: 2800.5 ms
[2020-11-20 13:44:33	                main:574]	:	INFO	:	Epoch 800 | loss: 0.0309972 | val_loss: 0.0313054 | Time: 2798.62 ms
[2020-11-20 13:44:35	                main:574]	:	INFO	:	Epoch 801 | loss: 0.0310033 | val_loss: 0.0312968 | Time: 2829.67 ms
[2020-11-20 13:44:38	                main:574]	:	INFO	:	Epoch 802 | loss: 0.0309971 | val_loss: 0.0313219 | Time: 3006.85 ms
[2020-11-20 13:44:42	                main:574]	:	INFO	:	Epoch 803 | loss: 0.0310099 | val_loss: 0.0313325 | Time: 2983.18 ms
[2020-11-20 13:44:45	                main:574]	:	INFO	:	Epoch 804 | loss: 0.0310156 | val_loss: 0.0312953 | Time: 3007.39 ms
[2020-11-20 13:44:48	                main:574]	:	INFO	:	Epoch 805 | loss: 0.0309983 | val_loss: 0.0313079 | Time: 2880.67 ms
[2020-11-20 13:44:50	                main:574]	:	INFO	:	Epoch 806 | loss: 0.0309989 | val_loss: 0.0313212 | Time: 2791.63 ms
[2020-11-20 13:44:53	                main:574]	:	INFO	:	Epoch 807 | loss: 0.0309988 | val_loss: 0.0313466 | Time: 2787.02 ms
[2020-11-20 13:44:56	                main:574]	:	INFO	:	Epoch 808 | loss: 0.0309956 | val_loss: 0.0313441 | Time: 2790.49 ms
[2020-11-20 13:44:59	                main:574]	:	INFO	:	Epoch 809 | loss: 0.0310018 | val_loss: 0.0313281 | Time: 2799.46 ms
[2020-11-20 13:45:02	                main:574]	:	INFO	:	Epoch 810 | loss: 0.031004 | val_loss: 0.0313227 | Time: 2786.32 ms
[2020-11-20 13:45:05	                main:574]	:	INFO	:	Epoch 811 | loss: 0.0309961 | val_loss: 0.0313289 | Time: 2783.35 ms
[2020-11-20 13:45:07	                main:574]	:	INFO	:	Epoch 812 | loss: 0.0309962 | val_loss: 0.0313492 | Time: 2818.04 ms
[2020-11-20 13:45:10	                main:574]	:	INFO	:	Epoch 813 | loss: 0.0310043 | val_loss: 0.0313127 | Time: 2802.91 ms
[2020-11-20 13:45:13	                main:574]	:	INFO	:	Epoch 814 | loss: 0.0310006 | val_loss: 0.0313416 | Time: 2808.39 ms
[2020-11-20 13:45:16	                main:574]	:	INFO	:	Epoch 815 | loss: 0.0309948 | val_loss: 0.0313364 | Time: 2798.17 ms
[2020-11-20 13:45:19	                main:574]	:	INFO	:	Epoch 816 | loss: 0.0310037 | val_loss: 0.0313191 | Time: 2806.93 ms
[2020-11-20 13:45:22	                main:574]	:	INFO	:	Epoch 817 | loss: 0.0309992 | val_loss: 0.0313265 | Time: 2791.11 ms
[2020-11-20 13:45:25	                main:574]	:	INFO	:	Epoch 818 | loss: 0.0309977 | val_loss: 0.031348 | Time: 2806.52 ms
[2020-11-20 13:45:27	                main:574]	:	INFO	:	Epoch 819 | loss: 0.031004 | val_loss: 0.0313325 | Time: 2848.44 ms
[2020-11-20 13:45:31	                main:574]	:	INFO	:	Epoch 820 | loss: 0.0310102 | val_loss: 0.0313443 | Time: 3018.72 ms
[2020-11-20 13:45:34	                main:574]	:	INFO	:	Epoch 821 | loss: 0.0310106 | val_loss: 0.0313266 | Time: 2949.41 ms
[2020-11-20 13:45:36	                main:574]	:	INFO	:	Epoch 822 | loss: 0.0310061 | val_loss: 0.0313441 | Time: 2809.35 ms
[2020-11-20 13:45:39	                main:574]	:	INFO	:	Epoch 823 | loss: 0.0309978 | val_loss: 0.0313139 | Time: 2787.24 ms
[2020-11-20 13:45:42	                main:574]	:	INFO	:	Epoch 824 | loss: 0.0310017 | val_loss: 0.031342 | Time: 2801.66 ms
[2020-11-20 13:45:45	                main:574]	:	INFO	:	Epoch 825 | loss: 0.0309946 | val_loss: 0.0313098 | Time: 2832.28 ms
[2020-11-20 13:45:48	                main:574]	:	INFO	:	Epoch 826 | loss: 0.0309975 | val_loss: 0.0313587 | Time: 2803.9 ms
[2020-11-20 13:45:51	                main:574]	:	INFO	:	Epoch 827 | loss: 0.0309985 | val_loss: 0.0312999 | Time: 2877.89 ms
[2020-11-20 13:45:54	                main:574]	:	INFO	:	Epoch 828 | loss: 0.0309973 | val_loss: 0.0313118 | Time: 2997.07 ms
[2020-11-20 13:45:57	                main:574]	:	INFO	:	Epoch 829 | loss: 0.0309989 | val_loss: 0.0313864 | Time: 2991.03 ms
[2020-11-20 13:46:00	                main:574]	:	INFO	:	Epoch 830 | loss: 0.0309907 | val_loss: 0.0313226 | Time: 2980.78 ms
[2020-11-20 13:46:03	                main:574]	:	INFO	:	Epoch 831 | loss: 0.0309904 | val_loss: 0.0313251 | Time: 2889.76 ms
[2020-11-20 13:46:06	                main:574]	:	INFO	:	Epoch 832 | loss: 0.0309964 | val_loss: 0.0312819 | Time: 2786.86 ms
[2020-11-20 13:46:09	                main:574]	:	INFO	:	Epoch 833 | loss: 0.031008 | val_loss: 0.0313111 | Time: 2831.27 ms
[2020-11-20 13:46:12	                main:574]	:	INFO	:	Epoch 834 | loss: 0.0310089 | val_loss: 0.0313808 | Time: 2838.02 ms
[2020-11-20 13:46:14	                main:574]	:	INFO	:	Epoch 835 | loss: 0.0310013 | val_loss: 0.0313319 | Time: 2799.4 ms
[2020-11-20 13:46:17	                main:574]	:	INFO	:	Epoch 836 | loss: 0.030996 | val_loss: 0.031335 | Time: 2797.05 ms
[2020-11-20 13:46:20	                main:574]	:	INFO	:	Epoch 837 | loss: 0.0309939 | val_loss: 0.0313236 | Time: 2812.18 ms
[2020-11-20 13:46:23	                main:574]	:	INFO	:	Epoch 838 | loss: 0.0309922 | val_loss: 0.0313719 | Time: 2841.14 ms
[2020-11-20 13:46:26	                main:574]	:	INFO	:	Epoch 839 | loss: 0.0309918 | val_loss: 0.0313142 | Time: 2805.42 ms
[2020-11-20 13:46:29	                main:574]	:	INFO	:	Epoch 840 | loss: 0.0310154 | val_loss: 0.031317 | Time: 2784.74 ms
[2020-11-20 13:46:32	                main:574]	:	INFO	:	Epoch 841 | loss: 0.0310103 | val_loss: 0.031303 | Time: 2779.65 ms
[2020-11-20 13:46:34	                main:574]	:	INFO	:	Epoch 842 | loss: 0.0310023 | val_loss: 0.0313531 | Time: 2811.26 ms
[2020-11-20 13:46:37	                main:574]	:	INFO	:	Epoch 843 | loss: 0.0309953 | val_loss: 0.0313326 | Time: 2805.99 ms
[2020-11-20 13:46:40	                main:574]	:	INFO	:	Epoch 844 | loss: 0.0310051 | val_loss: 0.0312944 | Time: 2784.34 ms
[2020-11-20 13:46:43	                main:574]	:	INFO	:	Epoch 845 | loss: 0.0310014 | val_loss: 0.0313395 | Time: 2812.29 ms
[2020-11-20 13:46:46	                main:574]	:	INFO	:	Epoch 846 | loss: 0.0309952 | val_loss: 0.0313103 | Time: 2810.98 ms
[2020-11-20 13:46:49	                main:574]	:	INFO	:	Epoch 847 | loss: 0.0309982 | val_loss: 0.03133 | Time: 2795.44 ms
[2020-11-20 13:46:52	                main:574]	:	INFO	:	Epoch 848 | loss: 0.0310019 | val_loss: 0.0313639 | Time: 2797.58 ms
[2020-11-20 13:46:54	                main:574]	:	INFO	:	Epoch 849 | loss: 0.030999 | val_loss: 0.0313192 | Time: 2788.47 ms
[2020-11-20 13:46:57	                main:574]	:	INFO	:	Epoch 850 | loss: 0.0310002 | val_loss: 0.0313081 | Time: 2820.38 ms
[2020-11-20 13:47:00	                main:574]	:	INFO	:	Epoch 851 | loss: 0.0310086 | val_loss: 0.0313256 | Time: 2806.93 ms
[2020-11-20 13:47:03	                main:574]	:	INFO	:	Epoch 852 | loss: 0.030995 | val_loss: 0.0313323 | Time: 2794.53 ms
[2020-11-20 13:47:06	                main:574]	:	INFO	:	Epoch 853 | loss: 0.0309965 | val_loss: 0.0313308 | Time: 2808 ms
[2020-11-20 13:47:09	                main:574]	:	INFO	:	Epoch 854 | loss: 0.0309975 | val_loss: 0.0313516 | Time: 2831.8 ms
[2020-11-20 13:47:12	                main:574]	:	INFO	:	Epoch 855 | loss: 0.0309993 | val_loss: 0.0312862 | Time: 2826.36 ms
[2020-11-20 13:47:15	                main:574]	:	INFO	:	Epoch 856 | loss: 0.0310046 | val_loss: 0.031332 | Time: 2799.68 ms
[2020-11-20 13:47:17	                main:574]	:	INFO	:	Epoch 857 | loss: 0.0309975 | val_loss: 0.03137 | Time: 2802.07 ms
[2020-11-20 13:47:20	                main:574]	:	INFO	:	Epoch 858 | loss: 0.0310036 | val_loss: 0.0313049 | Time: 2791.28 ms
[2020-11-20 13:47:23	                main:574]	:	INFO	:	Epoch 859 | loss: 0.0310017 | val_loss: 0.0313332 | Time: 2781.01 ms
[2020-11-20 13:47:26	                main:574]	:	INFO	:	Epoch 860 | loss: 0.0309882 | val_loss: 0.0313248 | Time: 2794.87 ms
[2020-11-20 13:47:29	                main:574]	:	INFO	:	Epoch 861 | loss: 0.0309963 | val_loss: 0.0313146 | Time: 2826.63 ms
[2020-11-20 13:47:32	                main:574]	:	INFO	:	Epoch 862 | loss: 0.0310063 | val_loss: 0.0313421 | Time: 2804.88 ms
[2020-11-20 13:47:34	                main:574]	:	INFO	:	Epoch 863 | loss: 0.0310021 | val_loss: 0.0313232 | Time: 2791.6 ms
[2020-11-20 13:47:37	                main:574]	:	INFO	:	Epoch 864 | loss: 0.0309925 | val_loss: 0.0313251 | Time: 2849.82 ms
[2020-11-20 13:47:40	                main:574]	:	INFO	:	Epoch 865 | loss: 0.0309973 | val_loss: 0.0313309 | Time: 2821.75 ms
[2020-11-20 13:47:43	                main:574]	:	INFO	:	Epoch 866 | loss: 0.0310045 | val_loss: 0.0313307 | Time: 2818.14 ms
[2020-11-20 13:47:46	                main:574]	:	INFO	:	Epoch 867 | loss: 0.0309965 | val_loss: 0.0313268 | Time: 2803.24 ms
[2020-11-20 13:47:49	                main:574]	:	INFO	:	Epoch 868 | loss: 0.0309911 | val_loss: 0.0313292 | Time: 2797.03 ms
[2020-11-20 13:47:52	                main:574]	:	INFO	:	Epoch 869 | loss: 0.0309992 | val_loss: 0.03135 | Time: 2801.9 ms
[2020-11-20 13:47:55	                main:574]	:	INFO	:	Epoch 870 | loss: 0.0309979 | val_loss: 0.031356 | Time: 2807.5 ms
[2020-11-20 13:47:57	                main:574]	:	INFO	:	Epoch 871 | loss: 0.0309995 | val_loss: 0.0313146 | Time: 2799.54 ms
[2020-11-20 13:48:00	                main:574]	:	INFO	:	Epoch 872 | loss: 0.0309889 | val_loss: 0.03133 | Time: 2816.24 ms
[2020-11-20 13:48:03	                main:574]	:	INFO	:	Epoch 873 | loss: 0.0309874 | val_loss: 0.0313146 | Time: 2874.5 ms
[2020-11-20 13:48:06	                main:574]	:	INFO	:	Epoch 874 | loss: 0.0309945 | val_loss: 0.0313429 | Time: 2905.05 ms
[2020-11-20 13:48:09	                main:574]	:	INFO	:	Epoch 875 | loss: 0.0309979 | val_loss: 0.0313183 | Time: 2812.02 ms
[2020-11-20 13:48:12	                main:574]	:	INFO	:	Epoch 876 | loss: 0.0309962 | val_loss: 0.0313378 | Time: 2791.85 ms
[2020-11-20 13:48:15	                main:574]	:	INFO	:	Epoch 877 | loss: 0.0309946 | val_loss: 0.0313243 | Time: 2823.15 ms
[2020-11-20 13:48:18	                main:574]	:	INFO	:	Epoch 878 | loss: 0.0310003 | val_loss: 0.0313146 | Time: 2806.3 ms
[2020-11-20 13:48:21	                main:574]	:	INFO	:	Epoch 879 | loss: 0.0309942 | val_loss: 0.0313546 | Time: 2844.5 ms
[2020-11-20 13:48:24	                main:574]	:	INFO	:	Epoch 880 | loss: 0.0310036 | val_loss: 0.0313142 | Time: 3019.54 ms
[2020-11-20 13:48:27	                main:574]	:	INFO	:	Epoch 881 | loss: 0.030999 | val_loss: 0.0313377 | Time: 3006.69 ms
[2020-11-20 13:48:30	                main:574]	:	INFO	:	Epoch 882 | loss: 0.0309972 | val_loss: 0.0313485 | Time: 2992.94 ms
[2020-11-20 13:48:33	                main:574]	:	INFO	:	Epoch 883 | loss: 0.0309951 | val_loss: 0.0313314 | Time: 3017.52 ms
[2020-11-20 13:48:36	                main:574]	:	INFO	:	Epoch 884 | loss: 0.0309956 | val_loss: 0.0313582 | Time: 2988.76 ms
[2020-11-20 13:48:39	                main:574]	:	INFO	:	Epoch 885 | loss: 0.0310012 | val_loss: 0.0313126 | Time: 3006.88 ms
[2020-11-20 13:48:42	                main:574]	:	INFO	:	Epoch 886 | loss: 0.0309936 | val_loss: 0.0313051 | Time: 2919.57 ms
[2020-11-20 13:48:45	                main:574]	:	INFO	:	Epoch 887 | loss: 0.0309989 | val_loss: 0.0313419 | Time: 2847.17 ms
[2020-11-20 13:48:48	                main:574]	:	INFO	:	Epoch 888 | loss: 0.0310063 | val_loss: 0.0313296 | Time: 2821.33 ms
[2020-11-20 13:48:51	                main:574]	:	INFO	:	Epoch 889 | loss: 0.0310057 | val_loss: 0.0313298 | Time: 2859.45 ms
[2020-11-20 13:48:54	                main:574]	:	INFO	:	Epoch 890 | loss: 0.0309962 | val_loss: 0.0313308 | Time: 2829.91 ms
[2020-11-20 13:48:56	                main:574]	:	INFO	:	Epoch 891 | loss: 0.0309997 | val_loss: 0.0313837 | Time: 2532.08 ms
[2020-11-20 13:48:59	                main:574]	:	INFO	:	Epoch 892 | loss: 0.0310018 | val_loss: 0.031322 | Time: 2525.33 ms
[2020-11-20 13:49:01	                main:574]	:	INFO	:	Epoch 893 | loss: 0.0309998 | val_loss: 0.0313453 | Time: 2659.31 ms
[2020-11-20 13:49:04	                main:574]	:	INFO	:	Epoch 894 | loss: 0.0309955 | val_loss: 0.0313334 | Time: 2792.4 ms
[2020-11-20 13:49:07	                main:574]	:	INFO	:	Epoch 895 | loss: 0.0309938 | val_loss: 0.0313252 | Time: 2795.45 ms
[2020-11-20 13:49:10	                main:574]	:	INFO	:	Epoch 896 | loss: 0.0309953 | val_loss: 0.0313169 | Time: 2791.39 ms
[2020-11-20 13:49:13	                main:574]	:	INFO	:	Epoch 897 | loss: 0.0309941 | val_loss: 0.031329 | Time: 2808.74 ms
[2020-11-20 13:49:16	                main:574]	:	INFO	:	Epoch 898 | loss: 0.0310006 | val_loss: 0.0313667 | Time: 2802.41 ms
[2020-11-20 13:49:19	                main:574]	:	INFO	:	Epoch 899 | loss: 0.0310019 | val_loss: 0.0313225 | Time: 2755.14 ms
[2020-11-20 13:49:21	                main:574]	:	INFO	:	Epoch 900 | loss: 0.0310019 | val_loss: 0.0312963 | Time: 2754.54 ms
[2020-11-20 13:49:24	                main:574]	:	INFO	:	Epoch 901 | loss: 0.0310096 | val_loss: 0.0313312 | Time: 2787.26 ms
[2020-11-20 13:49:27	                main:574]	:	INFO	:	Epoch 902 | loss: 0.0309977 | val_loss: 0.0313228 | Time: 2797.8 ms
[2020-11-20 13:49:30	                main:574]	:	INFO	:	Epoch 903 | loss: 0.0309967 | val_loss: 0.0313528 | Time: 2838.96 ms
[2020-11-20 13:49:33	                main:574]	:	INFO	:	Epoch 904 | loss: 0.0309929 | val_loss: 0.0313119 | Time: 2800.86 ms
[2020-11-20 13:49:36	                main:574]	:	INFO	:	Epoch 905 | loss: 0.0309885 | val_loss: 0.0313595 | Time: 2808.77 ms
[2020-11-20 13:49:39	                main:574]	:	INFO	:	Epoch 906 | loss: 0.0309951 | val_loss: 0.0313626 | Time: 2795.4 ms
[2020-11-20 13:49:41	                main:574]	:	INFO	:	Epoch 907 | loss: 0.031003 | val_loss: 0.0312865 | Time: 2796.91 ms
[2020-11-20 13:49:44	                main:574]	:	INFO	:	Epoch 908 | loss: 0.0310039 | val_loss: 0.0313473 | Time: 2640.68 ms
[2020-11-20 13:49:47	                main:574]	:	INFO	:	Epoch 909 | loss: 0.0309954 | val_loss: 0.031318 | Time: 2659.15 ms
[2020-11-20 13:49:50	                main:574]	:	INFO	:	Epoch 910 | loss: 0.0309982 | val_loss: 0.0313101 | Time: 2810.8 ms
[2020-11-20 13:49:52	                main:574]	:	INFO	:	Epoch 911 | loss: 0.0310049 | val_loss: 0.0313365 | Time: 2789.6 ms
[2020-11-20 13:49:55	                main:574]	:	INFO	:	Epoch 912 | loss: 0.0309996 | val_loss: 0.031314 | Time: 2832.92 ms
[2020-11-20 13:49:58	                main:574]	:	INFO	:	Epoch 913 | loss: 0.0309961 | val_loss: 0.0313165 | Time: 2830.16 ms
[2020-11-20 13:50:01	                main:574]	:	INFO	:	Epoch 914 | loss: 0.030991 | val_loss: 0.0313509 | Time: 2839.74 ms
[2020-11-20 13:50:04	                main:574]	:	INFO	:	Epoch 915 | loss: 0.0309917 | val_loss: 0.0313592 | Time: 2831.36 ms
[2020-11-20 13:50:07	                main:574]	:	INFO	:	Epoch 916 | loss: 0.0309909 | val_loss: 0.0313526 | Time: 2849.56 ms
[2020-11-20 13:50:10	                main:574]	:	INFO	:	Epoch 917 | loss: 0.0309891 | val_loss: 0.0313673 | Time: 2821.87 ms
[2020-11-20 13:50:13	                main:574]	:	INFO	:	Epoch 918 | loss: 0.0310054 | val_loss: 0.03131 | Time: 2820.37 ms
[2020-11-20 13:50:16	                main:574]	:	INFO	:	Epoch 919 | loss: 0.0310009 | val_loss: 0.0313053 | Time: 2833.97 ms
[2020-11-20 13:50:18	                main:574]	:	INFO	:	Epoch 920 | loss: 0.030997 | val_loss: 0.0313094 | Time: 2832.51 ms
[2020-11-20 13:50:21	                main:574]	:	INFO	:	Epoch 921 | loss: 0.0309958 | val_loss: 0.0313403 | Time: 2834.34 ms
[2020-11-20 13:50:24	                main:574]	:	INFO	:	Epoch 922 | loss: 0.0310008 | val_loss: 0.0313228 | Time: 2796 ms
[2020-11-20 13:50:27	                main:574]	:	INFO	:	Epoch 923 | loss: 0.0310011 | val_loss: 0.0313103 | Time: 2831.34 ms
[2020-11-20 13:50:30	                main:574]	:	INFO	:	Epoch 924 | loss: 0.0309993 | val_loss: 0.031329 | Time: 2826.33 ms
[2020-11-20 13:50:33	                main:574]	:	INFO	:	Epoch 925 | loss: 0.0309948 | val_loss: 0.0313202 | Time: 2811.74 ms
[2020-11-20 13:50:36	                main:574]	:	INFO	:	Epoch 926 | loss: 0.0309988 | val_loss: 0.0313507 | Time: 2805.98 ms
[2020-11-20 13:50:39	                main:574]	:	INFO	:	Epoch 927 | loss: 0.0309949 | val_loss: 0.0312985 | Time: 2806.97 ms
[2020-11-20 13:50:42	                main:574]	:	INFO	:	Epoch 928 | loss: 0.0309953 | val_loss: 0.0313274 | Time: 2799.16 ms
[2020-11-20 13:50:44	                main:574]	:	INFO	:	Epoch 929 | loss: 0.0309892 | val_loss: 0.0313253 | Time: 2813 ms
[2020-11-20 13:50:47	                main:574]	:	INFO	:	Epoch 930 | loss: 0.0309971 | val_loss: 0.0313296 | Time: 2856.17 ms
[2020-11-20 13:50:50	                main:574]	:	INFO	:	Epoch 931 | loss: 0.0310073 | val_loss: 0.0313223 | Time: 2844.61 ms
[2020-11-20 13:50:53	                main:574]	:	INFO	:	Epoch 932 | loss: 0.0310016 | val_loss: 0.0313191 | Time: 2825.55 ms
[2020-11-20 13:50:56	                main:574]	:	INFO	:	Epoch 933 | loss: 0.0309963 | val_loss: 0.0313109 | Time: 2789.99 ms
[2020-11-20 13:50:59	                main:574]	:	INFO	:	Epoch 934 | loss: 0.0309957 | val_loss: 0.0313488 | Time: 2820.8 ms
[2020-11-20 13:51:02	                main:574]	:	INFO	:	Epoch 935 | loss: 0.031 | val_loss: 0.0313147 | Time: 2803.1 ms
[2020-11-20 13:51:05	                main:574]	:	INFO	:	Epoch 936 | loss: 0.0310023 | val_loss: 0.0313053 | Time: 2823.78 ms
[2020-11-20 13:51:07	                main:574]	:	INFO	:	Epoch 937 | loss: 0.030997 | val_loss: 0.0313254 | Time: 2808.46 ms
[2020-11-20 13:51:10	                main:574]	:	INFO	:	Epoch 938 | loss: 0.0309952 | val_loss: 0.0313144 | Time: 2789.81 ms
[2020-11-20 13:51:13	                main:574]	:	INFO	:	Epoch 939 | loss: 0.0310095 | val_loss: 0.0313405 | Time: 2730.32 ms
[2020-11-20 13:51:16	                main:574]	:	INFO	:	Epoch 940 | loss: 0.0309938 | val_loss: 0.0313354 | Time: 2819.97 ms
[2020-11-20 13:51:19	                main:574]	:	INFO	:	Epoch 941 | loss: 0.0309994 | val_loss: 0.0313286 | Time: 2809.77 ms
[2020-11-20 13:51:22	                main:574]	:	INFO	:	Epoch 942 | loss: 0.0310057 | val_loss: 0.0313253 | Time: 2837.44 ms
[2020-11-20 13:51:25	                main:574]	:	INFO	:	Epoch 943 | loss: 0.0309999 | val_loss: 0.031319 | Time: 2830.01 ms
[2020-11-20 13:51:27	                main:574]	:	INFO	:	Epoch 944 | loss: 0.0309977 | val_loss: 0.0313073 | Time: 2835.71 ms
[2020-11-20 13:51:30	                main:574]	:	INFO	:	Epoch 945 | loss: 0.0310029 | val_loss: 0.031315 | Time: 2826.32 ms
[2020-11-20 13:51:33	                main:574]	:	INFO	:	Epoch 946 | loss: 0.030997 | val_loss: 0.0312844 | Time: 2821.53 ms
[2020-11-20 13:51:36	                main:574]	:	INFO	:	Epoch 947 | loss: 0.0310019 | val_loss: 0.0313251 | Time: 2820.28 ms
[2020-11-20 13:51:39	                main:574]	:	INFO	:	Epoch 948 | loss: 0.0309898 | val_loss: 0.0313559 | Time: 2813.78 ms
[2020-11-20 13:51:42	                main:574]	:	INFO	:	Epoch 949 | loss: 0.0309904 | val_loss: 0.031342 | Time: 2810.27 ms
[2020-11-20 13:51:45	                main:574]	:	INFO	:	Epoch 950 | loss: 0.0309929 | val_loss: 0.0313375 | Time: 2816.98 ms
[2020-11-20 13:51:48	                main:574]	:	INFO	:	Epoch 951 | loss: 0.030995 | val_loss: 0.0313241 | Time: 2852.21 ms
[2020-11-20 13:51:51	                main:574]	:	INFO	:	Epoch 952 | loss: 0.0309988 | val_loss: 0.0313496 | Time: 2960.65 ms
[2020-11-20 13:51:54	                main:574]	:	INFO	:	Epoch 953 | loss: 0.0310066 | val_loss: 0.0313413 | Time: 2977.34 ms
[2020-11-20 13:51:57	                main:574]	:	INFO	:	Epoch 954 | loss: 0.0310069 | val_loss: 0.0313461 | Time: 2823.48 ms
[2020-11-20 13:51:59	                main:574]	:	INFO	:	Epoch 955 | loss: 0.0309936 | val_loss: 0.0313287 | Time: 2793.45 ms
[2020-11-20 13:52:02	                main:574]	:	INFO	:	Epoch 956 | loss: 0.0309897 | val_loss: 0.0313313 | Time: 2858.85 ms
[2020-11-20 13:52:05	                main:574]	:	INFO	:	Epoch 957 | loss: 0.030994 | val_loss: 0.0313203 | Time: 2826.77 ms
[2020-11-20 13:52:08	                main:574]	:	INFO	:	Epoch 958 | loss: 0.0309947 | val_loss: 0.0313046 | Time: 2816.14 ms
[2020-11-20 13:52:11	                main:574]	:	INFO	:	Epoch 959 | loss: 0.030991 | val_loss: 0.0313396 | Time: 2797.5 ms
[2020-11-20 13:52:14	                main:574]	:	INFO	:	Epoch 960 | loss: 0.0309934 | val_loss: 0.0312944 | Time: 2808.7 ms
[2020-11-20 13:52:17	                main:574]	:	INFO	:	Epoch 961 | loss: 0.0309935 | val_loss: 0.0313433 | Time: 2791.03 ms
[2020-11-20 13:52:19	                main:574]	:	INFO	:	Epoch 962 | loss: 0.0309952 | val_loss: 0.0313298 | Time: 2791.84 ms
[2020-11-20 13:52:23	                main:574]	:	INFO	:	Epoch 963 | loss: 0.0309957 | val_loss: 0.031338 | Time: 2993.21 ms
[2020-11-20 13:52:26	                main:574]	:	INFO	:	Epoch 964 | loss: 0.0310021 | val_loss: 0.0313278 | Time: 3003.22 ms
[2020-11-20 13:52:29	                main:574]	:	INFO	:	Epoch 965 | loss: 0.0309982 | val_loss: 0.0313434 | Time: 3012.22 ms
[2020-11-20 13:52:32	                main:574]	:	INFO	:	Epoch 966 | loss: 0.0310022 | val_loss: 0.0313284 | Time: 2965.82 ms
[2020-11-20 13:52:35	                main:574]	:	INFO	:	Epoch 967 | loss: 0.0310094 | val_loss: 0.0313257 | Time: 3040.83 ms
[2020-11-20 13:52:38	                main:574]	:	INFO	:	Epoch 968 | loss: 0.0309978 | val_loss: 0.0313569 | Time: 3014.39 ms
[2020-11-20 13:52:41	                main:574]	:	INFO	:	Epoch 969 | loss: 0.0309964 | val_loss: 0.0313118 | Time: 3001.21 ms
[2020-11-20 13:52:44	                main:574]	:	INFO	:	Epoch 970 | loss: 0.0309941 | val_loss: 0.0313313 | Time: 3010.03 ms
[2020-11-20 13:52:47	                main:574]	:	INFO	:	Epoch 971 | loss: 0.030998 | val_loss: 0.0313291 | Time: 2911.87 ms
[2020-11-20 13:52:50	                main:574]	:	INFO	:	Epoch 972 | loss: 0.0309922 | val_loss: 0.0313579 | Time: 2802.28 ms
[2020-11-20 13:52:53	                main:574]	:	INFO	:	Epoch 973 | loss: 0.0309962 | val_loss: 0.0313001 | Time: 2803.47 ms
[2020-11-20 13:52:56	                main:574]	:	INFO	:	Epoch 974 | loss: 0.0309966 | val_loss: 0.0313324 | Time: 2898.23 ms
[2020-11-20 13:52:59	                main:574]	:	INFO	:	Epoch 975 | loss: 0.0310034 | val_loss: 0.031317 | Time: 2977.85 ms
[2020-11-20 13:53:02	                main:574]	:	INFO	:	Epoch 976 | loss: 0.0310025 | val_loss: 0.0313144 | Time: 2997.6 ms
[2020-11-20 13:53:05	                main:574]	:	INFO	:	Epoch 977 | loss: 0.0309923 | val_loss: 0.0313172 | Time: 2999.81 ms
[2020-11-20 13:53:08	                main:574]	:	INFO	:	Epoch 978 | loss: 0.0310081 | val_loss: 0.0313195 | Time: 2985.31 ms
[2020-11-20 13:53:11	                main:574]	:	INFO	:	Epoch 979 | loss: 0.0310136 | val_loss: 0.0312917 | Time: 2973.14 ms
[2020-11-20 13:53:14	                main:574]	:	INFO	:	Epoch 980 | loss: 0.0310183 | val_loss: 0.0313363 | Time: 2814.31 ms
[2020-11-20 13:53:17	                main:574]	:	INFO	:	Epoch 981 | loss: 0.0309975 | val_loss: 0.0313158 | Time: 2798.17 ms
[2020-11-20 13:53:19	                main:574]	:	INFO	:	Epoch 982 | loss: 0.0309949 | val_loss: 0.0313116 | Time: 2793.91 ms
[2020-11-20 13:53:22	                main:574]	:	INFO	:	Epoch 983 | loss: 0.0309899 | val_loss: 0.0313081 | Time: 2774.57 ms
[2020-11-20 13:53:25	                main:574]	:	INFO	:	Epoch 984 | loss: 0.0309922 | val_loss: 0.0313179 | Time: 2799.67 ms
[2020-11-20 13:53:28	                main:574]	:	INFO	:	Epoch 985 | loss: 0.0310036 | val_loss: 0.0313474 | Time: 2799.28 ms
[2020-11-20 13:53:31	                main:574]	:	INFO	:	Epoch 986 | loss: 0.0310028 | val_loss: 0.0313007 | Time: 2823.71 ms
[2020-11-20 13:53:34	                main:574]	:	INFO	:	Epoch 987 | loss: 0.0309989 | val_loss: 0.0313284 | Time: 2957.12 ms
[2020-11-20 13:53:37	                main:574]	:	INFO	:	Epoch 988 | loss: 0.0309978 | val_loss: 0.0313223 | Time: 2794.78 ms
[2020-11-20 13:53:40	                main:574]	:	INFO	:	Epoch 989 | loss: 0.0309986 | val_loss: 0.0313448 | Time: 2794.73 ms
[2020-11-20 13:53:42	                main:574]	:	INFO	:	Epoch 990 | loss: 0.0310101 | val_loss: 0.0313238 | Time: 2806.03 ms
[2020-11-20 13:53:45	                main:574]	:	INFO	:	Epoch 991 | loss: 0.0310017 | val_loss: 0.0313091 | Time: 2796.04 ms
[2020-11-20 13:53:48	                main:574]	:	INFO	:	Epoch 992 | loss: 0.030997 | val_loss: 0.0313451 | Time: 2802.7 ms
[2020-11-20 13:53:51	                main:574]	:	INFO	:	Epoch 993 | loss: 0.030991 | val_loss: 0.0313451 | Time: 2804.06 ms
[2020-11-20 13:53:54	                main:574]	:	INFO	:	Epoch 994 | loss: 0.0309958 | val_loss: 0.0313356 | Time: 2798.44 ms
[2020-11-20 13:53:57	                main:574]	:	INFO	:	Epoch 995 | loss: 0.0309958 | val_loss: 0.0313699 | Time: 2798.53 ms
[2020-11-20 13:54:00	                main:574]	:	INFO	:	Epoch 996 | loss: 0.0309946 | val_loss: 0.0313033 | Time: 2801.66 ms
[2020-11-20 13:54:02	                main:574]	:	INFO	:	Epoch 997 | loss: 0.0309941 | val_loss: 0.0313409 | Time: 2796.55 ms
[2020-11-20 13:54:05	                main:574]	:	INFO	:	Epoch 998 | loss: 0.0310015 | val_loss: 0.0313226 | Time: 2789.64 ms
[2020-11-20 13:54:08	                main:574]	:	INFO	:	Epoch 999 | loss: 0.030995 | val_loss: 0.0313318 | Time: 2850.06 ms
[2020-11-20 13:54:11	                main:574]	:	INFO	:	Epoch 1000 | loss: 0.0309956 | val_loss: 0.0313321 | Time: 2811.64 ms
[2020-11-20 13:54:14	                main:574]	:	INFO	:	Epoch 1001 | loss: 0.0309975 | val_loss: 0.0313603 | Time: 2799.96 ms
[2020-11-20 13:54:17	                main:574]	:	INFO	:	Epoch 1002 | loss: 0.0309874 | val_loss: 0.0313195 | Time: 2796.24 ms
[2020-11-20 13:54:20	                main:574]	:	INFO	:	Epoch 1003 | loss: 0.0309898 | val_loss: 0.0313487 | Time: 2798.09 ms
[2020-11-20 13:54:22	                main:574]	:	INFO	:	Epoch 1004 | loss: 0.0309885 | val_loss: 0.0313421 | Time: 2580.76 ms
[2020-11-20 13:54:25	                main:574]	:	INFO	:	Epoch 1005 | loss: 0.0309955 | val_loss: 0.031304 | Time: 2574.03 ms
[2020-11-20 13:54:27	                main:574]	:	INFO	:	Epoch 1006 | loss: 0.0310023 | val_loss: 0.0313636 | Time: 2580.09 ms
[2020-11-20 13:54:30	                main:574]	:	INFO	:	Epoch 1007 | loss: 0.03099 | val_loss: 0.0313655 | Time: 2679.7 ms
[2020-11-20 13:54:33	                main:574]	:	INFO	:	Epoch 1008 | loss: 0.0309936 | val_loss: 0.0313149 | Time: 2842.75 ms
[2020-11-20 13:54:36	                main:574]	:	INFO	:	Epoch 1009 | loss: 0.0310015 | val_loss: 0.0313259 | Time: 2774.88 ms
[2020-11-20 13:54:39	                main:574]	:	INFO	:	Epoch 1010 | loss: 0.031006 | val_loss: 0.0313059 | Time: 2727.87 ms
[2020-11-20 13:54:42	                main:574]	:	INFO	:	Epoch 1011 | loss: 0.0310019 | val_loss: 0.0313728 | Time: 2814.21 ms
[2020-11-20 13:54:44	                main:574]	:	INFO	:	Epoch 1012 | loss: 0.0309975 | val_loss: 0.0313271 | Time: 2836.83 ms
[2020-11-20 13:54:47	                main:574]	:	INFO	:	Epoch 1013 | loss: 0.0309891 | val_loss: 0.0313047 | Time: 2816.79 ms
[2020-11-20 13:54:50	                main:574]	:	INFO	:	Epoch 1014 | loss: 0.030997 | val_loss: 0.0313432 | Time: 2814.31 ms
[2020-11-20 13:54:53	                main:574]	:	INFO	:	Epoch 1015 | loss: 0.0309938 | val_loss: 0.0313456 | Time: 2829.2 ms
[2020-11-20 13:54:56	                main:574]	:	INFO	:	Epoch 1016 | loss: 0.0310057 | val_loss: 0.0313022 | Time: 2823.38 ms
[2020-11-20 13:54:59	                main:574]	:	INFO	:	Epoch 1017 | loss: 0.0310092 | val_loss: 0.0313003 | Time: 2828.54 ms
[2020-11-20 13:55:02	                main:574]	:	INFO	:	Epoch 1018 | loss: 0.0309976 | val_loss: 0.031303 | Time: 2759.13 ms
[2020-11-20 13:55:05	                main:574]	:	INFO	:	Epoch 1019 | loss: 0.0309998 | val_loss: 0.031334 | Time: 2835.41 ms
[2020-11-20 13:55:07	                main:574]	:	INFO	:	Epoch 1020 | loss: 0.0310021 | val_loss: 0.0313033 | Time: 2828.09 ms
[2020-11-20 13:55:10	                main:574]	:	INFO	:	Epoch 1021 | loss: 0.0310096 | val_loss: 0.0313293 | Time: 2828.68 ms
[2020-11-20 13:55:13	                main:574]	:	INFO	:	Epoch 1022 | loss: 0.0310129 | val_loss: 0.0313436 | Time: 2828.96 ms
[2020-11-20 13:55:16	                main:574]	:	INFO	:	Epoch 1023 | loss: 0.0310089 | val_loss: 0.0313038 | Time: 2800.48 ms
[2020-11-20 13:55:19	                main:574]	:	INFO	:	Epoch 1024 | loss: 0.0309999 | val_loss: 0.0313159 | Time: 2564.21 ms
[2020-11-20 13:55:19	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0313159
[2020-11-20 13:55:19	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-20 13:55:19	                main:608]	:	INFO	:	Success, exiting..
13:55:19 (15972): 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)