Task 3319709

Name EightBitModified-1605455498-30395-11_1
Workunit 1546302
Created 17 Dec 2020, 7:36:10 UTC
Sent 17 Dec 2020, 8:07:47 UTC
Report deadline 24 Dec 2020, 8:07:47 UTC
Received 17 Dec 2020, 10:31:54 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5035
Run time 48 min 4 sec
CPU time 48 min 1 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>
:581]	:	INFO	:	Epoch 510 | loss: 0.0337606 | val_loss: 0.0337315 | Time: 2805.98 ms
[2020-12-17 01:41:44	                main:581]	:	INFO	:	Epoch 511 | loss: 0.033854 | val_loss: 0.0340666 | Time: 2812.04 ms
[2020-12-17 01:41:46	                main:581]	:	INFO	:	Epoch 512 | loss: 0.0342832 | val_loss: 0.034379 | Time: 2810.04 ms
[2020-12-17 01:41:49	                main:581]	:	INFO	:	Epoch 513 | loss: 0.0344591 | val_loss: 0.0344027 | Time: 2807.32 ms
[2020-12-17 01:41:52	                main:581]	:	INFO	:	Epoch 514 | loss: 0.0345177 | val_loss: 0.0344729 | Time: 2810.21 ms
[2020-12-17 01:41:55	                main:581]	:	INFO	:	Epoch 515 | loss: 0.0345598 | val_loss: 0.0344419 | Time: 2811.92 ms
[2020-12-17 01:41:58	                main:581]	:	INFO	:	Epoch 516 | loss: 0.0349555 | val_loss: 0.0353088 | Time: 2810.41 ms
[2020-12-17 01:42:00	                main:581]	:	INFO	:	Epoch 517 | loss: 0.03566 | val_loss: 0.035818 | Time: 2832.47 ms
[2020-12-17 01:42:03	                main:581]	:	INFO	:	Epoch 518 | loss: 0.0359881 | val_loss: 0.0360953 | Time: 2809.62 ms
[2020-12-17 01:42:06	                main:581]	:	INFO	:	Epoch 519 | loss: 0.0361545 | val_loss: 0.0361232 | Time: 2803.73 ms
[2020-12-17 01:42:09	                main:581]	:	INFO	:	Epoch 520 | loss: 0.0361493 | val_loss: 0.0361881 | Time: 2819.9 ms
[2020-12-17 01:42:12	                main:581]	:	INFO	:	Epoch 521 | loss: 0.0369122 | val_loss: 0.0381679 | Time: 2795.22 ms
[2020-12-17 01:42:14	                main:581]	:	INFO	:	Epoch 522 | loss: 0.0382456 | val_loss: 0.038088 | Time: 2808.17 ms
[2020-12-17 01:42:17	                main:581]	:	INFO	:	Epoch 523 | loss: 0.0387329 | val_loss: 0.0398694 | Time: 2804.42 ms
[2020-12-17 01:42:20	                main:581]	:	INFO	:	Epoch 524 | loss: 0.0398097 | val_loss: 0.0399188 | Time: 2808.37 ms
[2020-12-17 01:42:23	                main:581]	:	INFO	:	Epoch 525 | loss: 0.0402418 | val_loss: 0.0403722 | Time: 2809.31 ms
[2020-12-17 01:42:26	                main:581]	:	INFO	:	Epoch 526 | loss: 0.0395676 | val_loss: 0.0381186 | Time: 2808.36 ms
[2020-12-17 01:42:28	                main:581]	:	INFO	:	Epoch 527 | loss: 0.0389575 | val_loss: 0.0402381 | Time: 2813.44 ms
[2020-12-17 01:42:31	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0401742 | val_loss: 0.0390249 | Time: 2814.56 ms
[2020-12-17 01:42:34	                main:581]	:	INFO	:	Epoch 529 | loss: 0.0385386 | val_loss: 0.0381032 | Time: 2811.84 ms
[2020-12-17 01:42:37	                main:581]	:	INFO	:	Epoch 530 | loss: 0.0376648 | val_loss: 0.0372586 | Time: 2805.51 ms
[2020-12-17 01:42:40	                main:581]	:	INFO	:	Epoch 531 | loss: 0.037673 | val_loss: 0.0379633 | Time: 2840.07 ms
[2020-12-17 01:42:43	                main:581]	:	INFO	:	Epoch 532 | loss: 0.0380024 | val_loss: 0.0379772 | Time: 2812.13 ms
[2020-12-17 01:42:45	                main:581]	:	INFO	:	Epoch 533 | loss: 0.0379511 | val_loss: 0.0378753 | Time: 2811.86 ms
[2020-12-17 01:42:48	                main:581]	:	INFO	:	Epoch 534 | loss: 0.0378964 | val_loss: 0.0378521 | Time: 2809.65 ms
[2020-12-17 01:42:51	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0380156 | val_loss: 0.0382252 | Time: 2823.59 ms
[2020-12-17 01:42:54	                main:581]	:	INFO	:	Epoch 536 | loss: 0.0386 | val_loss: 0.0388075 | Time: 2823.08 ms
[2020-12-17 01:42:57	                main:581]	:	INFO	:	Epoch 537 | loss: 0.0386945 | val_loss: 0.0380215 | Time: 2816.39 ms
[2020-12-17 01:42:59	                main:581]	:	INFO	:	Epoch 538 | loss: 0.0377282 | val_loss: 0.0369485 | Time: 2823.79 ms
[2020-12-17 01:43:02	                main:581]	:	INFO	:	Epoch 539 | loss: 0.0385266 | val_loss: 0.0389927 | Time: 2842.24 ms
[2020-12-17 01:43:05	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0392776 | val_loss: 0.039198 | Time: 2800.7 ms
[2020-12-17 01:43:08	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0389146 | val_loss: 0.0386617 | Time: 2827.78 ms
[2020-12-17 01:43:11	                main:581]	:	INFO	:	Epoch 542 | loss: 0.0384461 | val_loss: 0.0381006 | Time: 2806.99 ms
[2020-12-17 01:43:14	                main:581]	:	INFO	:	Epoch 543 | loss: 0.0393507 | val_loss: 0.0406231 | Time: 2802.7 ms
[2020-12-17 01:43:16	                main:581]	:	INFO	:	Epoch 544 | loss: 0.0405741 | val_loss: 0.0405332 | Time: 2807.11 ms
[2020-12-17 01:43:19	                main:581]	:	INFO	:	Epoch 545 | loss: 0.0416965 | val_loss: 0.0419104 | Time: 2808.64 ms
[2020-12-17 01:43:22	                main:581]	:	INFO	:	Epoch 546 | loss: 0.0416311 | val_loss: 0.0410656 | Time: 2815.33 ms
[2020-12-17 01:43:25	                main:581]	:	INFO	:	Epoch 547 | loss: 0.0396791 | val_loss: 0.0396087 | Time: 2808.59 ms
[2020-12-17 01:43:28	                main:581]	:	INFO	:	Epoch 548 | loss: 0.0399671 | val_loss: 0.0408476 | Time: 2810.77 ms
[2020-12-17 01:43:30	                main:581]	:	INFO	:	Epoch 549 | loss: 0.0402824 | val_loss: 0.0390461 | Time: 2809.03 ms
[2020-12-17 01:43:33	                main:581]	:	INFO	:	Epoch 550 | loss: 0.0388262 | val_loss: 0.0387012 | Time: 2811.24 ms
[2020-12-17 01:43:36	                main:581]	:	INFO	:	Epoch 551 | loss: 0.0385861 | val_loss: 0.0388297 | Time: 2809.02 ms
[2020-12-17 01:43:39	                main:581]	:	INFO	:	Epoch 552 | loss: 0.038476 | val_loss: 0.0380046 | Time: 2834.87 ms
[2020-12-17 01:43:42	                main:581]	:	INFO	:	Epoch 553 | loss: 0.0378425 | val_loss: 0.0379049 | Time: 2805.57 ms
[2020-12-17 01:43:45	                main:581]	:	INFO	:	Epoch 554 | loss: 0.0376815 | val_loss: 0.0376173 | Time: 2808.17 ms
[2020-12-17 01:43:47	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0368089 | val_loss: 0.0364429 | Time: 2806.63 ms
[2020-12-17 01:43:50	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0362558 | val_loss: 0.0361547 | Time: 2813.05 ms
[2020-12-17 01:43:53	                main:581]	:	INFO	:	Epoch 557 | loss: 0.0360033 | val_loss: 0.0359662 | Time: 2814.62 ms
[2020-12-17 01:43:56	                main:581]	:	INFO	:	Epoch 558 | loss: 0.0360599 | val_loss: 0.0360497 | Time: 2795.53 ms
[2020-12-17 01:43:59	                main:581]	:	INFO	:	Epoch 559 | loss: 0.0362904 | val_loss: 0.0367435 | Time: 2813.58 ms
[2020-12-17 01:44:01	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0366021 | val_loss: 0.0363235 | Time: 2841.38 ms
[2020-12-17 01:44:04	                main:581]	:	INFO	:	Epoch 561 | loss: 0.0365027 | val_loss: 0.0367909 | Time: 2803.52 ms
[2020-12-17 01:44:07	                main:581]	:	INFO	:	Epoch 562 | loss: 0.0368767 | val_loss: 0.0367984 | Time: 2807.84 ms
[2020-12-17 01:44:10	                main:581]	:	INFO	:	Epoch 563 | loss: 0.0368052 | val_loss: 0.0367418 | Time: 2834.61 ms
[2020-12-17 01:44:13	                main:581]	:	INFO	:	Epoch 564 | loss: 0.036747 | val_loss: 0.0368317 | Time: 2815.46 ms
[2020-12-17 01:44:15	                main:581]	:	INFO	:	Epoch 565 | loss: 0.0389112 | val_loss: 0.0400793 | Time: 2810.43 ms
[2020-12-17 01:44:18	                main:581]	:	INFO	:	Epoch 566 | loss: 0.0401206 | val_loss: 0.04 | Time: 2810.43 ms
[2020-12-17 01:44:21	                main:581]	:	INFO	:	Epoch 567 | loss: 0.0452861 | val_loss: 0.0588395 | Time: 2808.28 ms
[2020-12-17 01:44:24	                main:581]	:	INFO	:	Epoch 568 | loss: 0.0643014 | val_loss: 0.0607128 | Time: 2807.71 ms
[2020-12-17 01:44:27	                main:581]	:	INFO	:	Epoch 569 | loss: 0.0513799 | val_loss: 0.0467602 | Time: 2804.23 ms
[2020-12-17 01:44:30	                main:581]	:	INFO	:	Epoch 570 | loss: 0.0456345 | val_loss: 0.0430306 | Time: 2803.97 ms
[2020-12-17 01:44:32	                main:581]	:	INFO	:	Epoch 571 | loss: 0.0415804 | val_loss: 0.0407015 | Time: 2802.98 ms
[2020-12-17 01:44:35	                main:581]	:	INFO	:	Epoch 572 | loss: 0.0405826 | val_loss: 0.0405064 | Time: 2798.01 ms
[2020-12-17 01:44:38	                main:581]	:	INFO	:	Epoch 573 | loss: 0.0405167 | val_loss: 0.0403445 | Time: 2814.6 ms
[2020-12-17 01:44:41	                main:581]	:	INFO	:	Epoch 574 | loss: 0.0403571 | val_loss: 0.0402401 | Time: 2802.61 ms
[2020-12-17 01:44:44	                main:581]	:	INFO	:	Epoch 575 | loss: 0.0404054 | val_loss: 0.0403711 | Time: 2805.74 ms
[2020-12-17 01:44:46	                main:581]	:	INFO	:	Epoch 576 | loss: 0.040345 | val_loss: 0.0401963 | Time: 2803.95 ms
[2020-12-17 01:44:49	                main:581]	:	INFO	:	Epoch 577 | loss: 0.0399685 | val_loss: 0.0397779 | Time: 2805.21 ms
[2020-12-17 01:44:52	                main:581]	:	INFO	:	Epoch 578 | loss: 0.0396238 | val_loss: 0.0395522 | Time: 2806.29 ms
[2020-12-17 01:44:55	                main:581]	:	INFO	:	Epoch 579 | loss: 0.0395851 | val_loss: 0.0402302 | Time: 2808.12 ms
[2020-12-17 01:44:58	                main:581]	:	INFO	:	Epoch 580 | loss: 0.040189 | val_loss: 0.0400205 | Time: 2815.58 ms
[2020-12-17 01:45:00	                main:581]	:	INFO	:	Epoch 581 | loss: 0.0399244 | val_loss: 0.0398438 | Time: 2838.49 ms
[2020-12-17 01:45:03	                main:581]	:	INFO	:	Epoch 582 | loss: 0.0398137 | val_loss: 0.0397629 | Time: 2814.48 ms
[2020-12-17 01:45:06	                main:581]	:	INFO	:	Epoch 583 | loss: 0.0396651 | val_loss: 0.039424 | Time: 2810.87 ms
[2020-12-17 01:45:09	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0393432 | val_loss: 0.0394136 | Time: 2837.26 ms
[2020-12-17 01:45:12	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0394022 | val_loss: 0.039432 | Time: 2811.31 ms
[2020-12-17 01:45:14	                main:581]	:	INFO	:	Epoch 586 | loss: 0.0395334 | val_loss: 0.0394682 | Time: 2808.33 ms
[2020-12-17 01:45:17	                main:581]	:	INFO	:	Epoch 587 | loss: 0.0394301 | val_loss: 0.0394031 | Time: 2816.01 ms
[2020-12-17 01:45:20	                main:581]	:	INFO	:	Epoch 588 | loss: 0.0394032 | val_loss: 0.0394263 | Time: 2810.53 ms
[2020-12-17 01:45:23	                main:581]	:	INFO	:	Epoch 589 | loss: 0.0396848 | val_loss: 0.0398357 | Time: 2796.12 ms
[2020-12-17 01:45:26	                main:581]	:	INFO	:	Epoch 590 | loss: 0.0396958 | val_loss: 0.0396889 | Time: 2811.81 ms
[2020-12-17 01:45:29	                main:581]	:	INFO	:	Epoch 591 | loss: 0.0396389 | val_loss: 0.0396508 | Time: 2815.16 ms
[2020-12-17 01:45:31	                main:581]	:	INFO	:	Epoch 592 | loss: 0.0395374 | val_loss: 0.0395195 | Time: 2799.22 ms
[2020-12-17 01:45:34	                main:581]	:	INFO	:	Epoch 593 | loss: 0.0394945 | val_loss: 0.03956 | Time: 2806.22 ms
[2020-12-17 01:45:37	                main:581]	:	INFO	:	Epoch 594 | loss: 0.0451303 | val_loss: 0.0565213 | Time: 2804.79 ms
[2020-12-17 01:45:40	                main:581]	:	INFO	:	Epoch 595 | loss: 0.0543306 | val_loss: 0.0457587 | Time: 2830.29 ms
[2020-12-17 01:45:43	                main:581]	:	INFO	:	Epoch 596 | loss: 0.0412989 | val_loss: 0.0403403 | Time: 2816.86 ms
[2020-12-17 01:45:45	                main:581]	:	INFO	:	Epoch 597 | loss: 0.0399997 | val_loss: 0.0398587 | Time: 2812.06 ms
[2020-12-17 01:45:48	                main:581]	:	INFO	:	Epoch 598 | loss: 0.0397313 | val_loss: 0.0396094 | Time: 2816.14 ms
[2020-12-17 01:45:51	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0394753 | val_loss: 0.0394476 | Time: 2814 ms
[2020-12-17 01:45:54	                main:581]	:	INFO	:	Epoch 600 | loss: 0.03942 | val_loss: 0.039412 | Time: 2815.16 ms
[2020-12-17 01:45:57	                main:581]	:	INFO	:	Epoch 601 | loss: 0.0394061 | val_loss: 0.0394314 | Time: 2802.97 ms
[2020-12-17 01:45:59	                main:581]	:	INFO	:	Epoch 602 | loss: 0.0394051 | val_loss: 0.0392357 | Time: 2818.95 ms
[2020-12-17 01:46:02	                main:581]	:	INFO	:	Epoch 603 | loss: 0.0391319 | val_loss: 0.0390184 | Time: 2836.29 ms
[2020-12-17 01:46:05	                main:581]	:	INFO	:	Epoch 604 | loss: 0.0391738 | val_loss: 0.0392435 | Time: 2814.52 ms
[2020-12-17 01:46:08	                main:581]	:	INFO	:	Epoch 605 | loss: 0.0391102 | val_loss: 0.039104 | Time: 2833.04 ms
[2020-12-17 01:46:11	                main:581]	:	INFO	:	Epoch 606 | loss: 0.0395341 | val_loss: 0.0401435 | Time: 2812.86 ms
[2020-12-17 01:46:14	                main:581]	:	INFO	:	Epoch 607 | loss: 0.0401528 | val_loss: 0.0402844 | Time: 2807.85 ms
[2020-12-17 01:46:16	                main:581]	:	INFO	:	Epoch 608 | loss: 0.0400927 | val_loss: 0.0401995 | Time: 2810.63 ms
[2020-12-17 01:46:19	                main:581]	:	INFO	:	Epoch 609 | loss: 0.040033 | val_loss: 0.0401683 | Time: 2814.65 ms
[2020-12-17 01:46:22	                main:581]	:	INFO	:	Epoch 610 | loss: 0.0400418 | val_loss: 0.0401738 | Time: 2816.19 ms
[2020-12-17 01:46:25	                main:581]	:	INFO	:	Epoch 611 | loss: 0.0400291 | val_loss: 0.0401779 | Time: 2813.15 ms
[2020-12-17 01:46:28	                main:581]	:	INFO	:	Epoch 612 | loss: 0.0400239 | val_loss: 0.0401318 | Time: 2813.79 ms
[2020-12-17 01:46:30	                main:581]	:	INFO	:	Epoch 613 | loss: 0.0399796 | val_loss: 0.0400908 | Time: 2811.66 ms
[2020-12-17 01:46:33	                main:581]	:	INFO	:	Epoch 614 | loss: 0.0399736 | val_loss: 0.040212 | Time: 2812.3 ms
[2020-12-17 01:46:36	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0401876 | val_loss: 0.0403465 | Time: 2814.48 ms
[2020-12-17 01:46:39	                main:581]	:	INFO	:	Epoch 616 | loss: 0.0402742 | val_loss: 0.0403027 | Time: 2836.7 ms
[2020-12-17 01:46:42	                main:581]	:	INFO	:	Epoch 617 | loss: 0.0403602 | val_loss: 0.0403159 | Time: 2811.28 ms
[2020-12-17 01:46:45	                main:581]	:	INFO	:	Epoch 618 | loss: 0.04014 | val_loss: 0.040211 | Time: 2813.66 ms
[2020-12-17 01:46:47	                main:581]	:	INFO	:	Epoch 619 | loss: 0.0401792 | val_loss: 0.0403762 | Time: 2812.29 ms
[2020-12-17 01:46:50	                main:581]	:	INFO	:	Epoch 620 | loss: 0.0402095 | val_loss: 0.0403111 | Time: 2813.26 ms
[2020-12-17 01:46:53	                main:581]	:	INFO	:	Epoch 621 | loss: 0.0401288 | val_loss: 0.0401925 | Time: 2812.71 ms
[2020-12-17 01:46:56	                main:581]	:	INFO	:	Epoch 622 | loss: 0.0401211 | val_loss: 0.0402559 | Time: 2816.04 ms
[2020-12-17 01:46:59	                main:581]	:	INFO	:	Epoch 623 | loss: 0.0401787 | val_loss: 0.040258 | Time: 2810.92 ms
[2020-12-17 01:47:01	                main:581]	:	INFO	:	Epoch 624 | loss: 0.0402818 | val_loss: 0.0404834 | Time: 2839.03 ms
[2020-12-17 01:47:04	                main:581]	:	INFO	:	Epoch 625 | loss: 0.0402363 | val_loss: 0.0402526 | Time: 2807.78 ms
[2020-12-17 01:47:07	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0400374 | val_loss: 0.0400801 | Time: 2807.47 ms
[2020-12-17 01:47:10	                main:581]	:	INFO	:	Epoch 627 | loss: 0.039932 | val_loss: 0.0400208 | Time: 2837.2 ms
[2020-12-17 01:47:13	                main:581]	:	INFO	:	Epoch 628 | loss: 0.0399533 | val_loss: 0.0400661 | Time: 2811.92 ms
[2020-12-17 01:47:16	                main:581]	:	INFO	:	Epoch 629 | loss: 0.039959 | val_loss: 0.0399985 | Time: 2799.33 ms
[2020-12-17 01:47:18	                main:581]	:	INFO	:	Epoch 630 | loss: 0.0399021 | val_loss: 0.0399812 | Time: 2816.03 ms
[2020-12-17 01:47:21	                main:581]	:	INFO	:	Epoch 631 | loss: 0.0398744 | val_loss: 0.0399553 | Time: 2812.21 ms
[2020-12-17 01:47:24	                main:581]	:	INFO	:	Epoch 632 | loss: 0.0398572 | val_loss: 0.0400207 | Time: 2809.16 ms
[2020-12-17 01:47:27	                main:581]	:	INFO	:	Epoch 633 | loss: 0.0398883 | val_loss: 0.0400352 | Time: 2817.66 ms
[2020-12-17 01:47:30	                main:581]	:	INFO	:	Epoch 634 | loss: 0.0398501 | val_loss: 0.0399912 | Time: 2813.57 ms
[2020-12-17 01:47:32	                main:581]	:	INFO	:	Epoch 635 | loss: 0.0398373 | val_loss: 0.0399296 | Time: 2809.74 ms
[2020-12-17 01:47:35	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0397852 | val_loss: 0.0400875 | Time: 2788.5 ms
[2020-12-17 01:47:38	                main:581]	:	INFO	:	Epoch 637 | loss: 0.0401322 | val_loss: 0.0403072 | Time: 2836.48 ms
[2020-12-17 01:47:41	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0401793 | val_loss: 0.0403022 | Time: 2812.83 ms
[2020-12-17 01:47:44	                main:581]	:	INFO	:	Epoch 639 | loss: 0.040117 | val_loss: 0.0402326 | Time: 2813.6 ms
[2020-12-17 01:47:46	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0401152 | val_loss: 0.0402248 | Time: 2811.85 ms
[2020-12-17 01:47:49	                main:581]	:	INFO	:	Epoch 641 | loss: 0.0400584 | val_loss: 0.0401337 | Time: 2813.31 ms
[2020-12-17 01:47:52	                main:581]	:	INFO	:	Epoch 642 | loss: 0.0399707 | val_loss: 0.0400282 | Time: 2811.36 ms
[2020-12-17 01:47:55	                main:581]	:	INFO	:	Epoch 643 | loss: 0.0398922 | val_loss: 0.0399889 | Time: 2814.35 ms
[2020-12-17 01:47:58	                main:581]	:	INFO	:	Epoch 644 | loss: 0.0398641 | val_loss: 0.0398977 | Time: 2809.5 ms
[2020-12-17 01:48:01	                main:581]	:	INFO	:	Epoch 645 | loss: 0.0399284 | val_loss: 0.0399581 | Time: 2830.95 ms
[2020-12-17 01:48:03	                main:581]	:	INFO	:	Epoch 646 | loss: 0.0397816 | val_loss: 0.0397936 | Time: 2807.34 ms
[2020-12-17 01:48:06	                main:581]	:	INFO	:	Epoch 647 | loss: 0.039589 | val_loss: 0.0395982 | Time: 2802.96 ms
[2020-12-17 01:48:09	                main:581]	:	INFO	:	Epoch 648 | loss: 0.0396073 | val_loss: 0.0399187 | Time: 2822.32 ms
[2020-12-17 01:48:12	                main:581]	:	INFO	:	Epoch 649 | loss: 0.0397424 | val_loss: 0.0398319 | Time: 2809.92 ms
[2020-12-17 01:48:15	                main:581]	:	INFO	:	Epoch 650 | loss: 0.0405306 | val_loss: 0.0443585 | Time: 2811.78 ms
[2020-12-17 01:48:17	                main:581]	:	INFO	:	Epoch 651 | loss: 0.0421868 | val_loss: 0.0405883 | Time: 2810.68 ms
[2020-12-17 01:48:20	                main:581]	:	INFO	:	Epoch 652 | loss: 0.0399747 | val_loss: 0.0393786 | Time: 2813.17 ms
[2020-12-17 01:48:23	                main:581]	:	INFO	:	Epoch 653 | loss: 0.039368 | val_loss: 0.0387193 | Time: 2815.95 ms
[2020-12-17 01:48:26	                main:581]	:	INFO	:	Epoch 654 | loss: 0.0395383 | val_loss: 0.0386125 | Time: 2809.51 ms
[2020-12-17 01:48:29	                main:581]	:	INFO	:	Epoch 655 | loss: 0.0381572 | val_loss: 0.037671 | Time: 2803.94 ms
[2020-12-17 01:48:31	                main:581]	:	INFO	:	Epoch 656 | loss: 0.0399686 | val_loss: 0.0388527 | Time: 2810.76 ms
[2020-12-17 01:48:34	                main:581]	:	INFO	:	Epoch 657 | loss: 0.0375499 | val_loss: 0.0367741 | Time: 2803.8 ms
[2020-12-17 01:48:37	                main:581]	:	INFO	:	Epoch 658 | loss: 0.0365518 | val_loss: 0.0363148 | Time: 2811.77 ms
[2020-12-17 01:48:40	                main:581]	:	INFO	:	Epoch 659 | loss: 0.0362604 | val_loss: 0.036164 | Time: 2839.67 ms
[2020-12-17 01:48:43	                main:581]	:	INFO	:	Epoch 660 | loss: 0.0361503 | val_loss: 0.0360464 | Time: 2814.29 ms
[2020-12-17 01:48:46	                main:581]	:	INFO	:	Epoch 661 | loss: 0.0359951 | val_loss: 0.0358757 | Time: 2802.03 ms
[2020-12-17 01:48:48	                main:581]	:	INFO	:	Epoch 662 | loss: 0.0358722 | val_loss: 0.0358912 | Time: 2807.89 ms
[2020-12-17 01:48:51	                main:581]	:	INFO	:	Epoch 663 | loss: 0.0360792 | val_loss: 0.0358657 | Time: 2813.34 ms
[2020-12-17 01:48:54	                main:581]	:	INFO	:	Epoch 664 | loss: 0.0358967 | val_loss: 0.035832 | Time: 2808.79 ms
[2020-12-17 01:48:57	                main:581]	:	INFO	:	Epoch 665 | loss: 0.0357943 | val_loss: 0.0357299 | Time: 2806.8 ms
[2020-12-17 01:49:00	                main:581]	:	INFO	:	Epoch 666 | loss: 0.0357466 | val_loss: 0.0357251 | Time: 2814.51 ms
[2020-12-17 01:49:02	                main:581]	:	INFO	:	Epoch 667 | loss: 0.0357194 | val_loss: 0.0356879 | Time: 2811.3 ms
[2020-12-17 01:49:05	                main:581]	:	INFO	:	Epoch 668 | loss: 0.0356956 | val_loss: 0.0356585 | Time: 2816.14 ms
[2020-12-17 01:49:08	                main:581]	:	INFO	:	Epoch 669 | loss: 0.0356661 | val_loss: 0.0356326 | Time: 2824.95 ms
[2020-12-17 01:49:11	                main:581]	:	INFO	:	Epoch 670 | loss: 0.035723 | val_loss: 0.0356235 | Time: 2821.36 ms
[2020-12-17 01:49:14	                main:581]	:	INFO	:	Epoch 671 | loss: 0.0355807 | val_loss: 0.0354929 | Time: 2812.56 ms
[2020-12-17 01:49:17	                main:581]	:	INFO	:	Epoch 672 | loss: 0.035495 | val_loss: 0.0353524 | Time: 2808.93 ms
[2020-12-17 01:49:19	                main:581]	:	INFO	:	Epoch 673 | loss: 0.0515448 | val_loss: 0.0595003 | Time: 2808.92 ms
[2020-12-17 01:49:22	                main:581]	:	INFO	:	Epoch 674 | loss: 0.0580781 | val_loss: 0.0577101 | Time: 2803.11 ms
[2020-12-17 01:49:25	                main:581]	:	INFO	:	Epoch 675 | loss: 0.0576421 | val_loss: 0.0575987 | Time: 2809.41 ms
[2020-12-17 01:49:28	                main:581]	:	INFO	:	Epoch 676 | loss: 0.0575538 | val_loss: 0.0575189 | Time: 2805.63 ms
[2020-12-17 01:49:31	                main:581]	:	INFO	:	Epoch 677 | loss: 0.0575087 | val_loss: 0.0575155 | Time: 2807.79 ms
[2020-12-17 01:49:33	                main:581]	:	INFO	:	Epoch 678 | loss: 0.0574905 | val_loss: 0.0574606 | Time: 2811.71 ms
[2020-12-17 01:49:36	                main:581]	:	INFO	:	Epoch 679 | loss: 0.057444 | val_loss: 0.0573412 | Time: 2804.45 ms
[2020-12-17 01:49:39	                main:581]	:	INFO	:	Epoch 680 | loss: 0.0572526 | val_loss: 0.0571646 | Time: 2836.65 ms
[2020-12-17 01:49:42	                main:581]	:	INFO	:	Epoch 681 | loss: 0.0571678 | val_loss: 0.0571426 | Time: 2811.55 ms
[2020-12-17 01:49:45	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0571278 | val_loss: 0.0571477 | Time: 2813.73 ms
[2020-12-17 01:49:47	                main:581]	:	INFO	:	Epoch 683 | loss: 0.0571132 | val_loss: 0.0570621 | Time: 2809.14 ms
[2020-12-17 01:49:50	                main:581]	:	INFO	:	Epoch 684 | loss: 0.0570741 | val_loss: 0.0570556 | Time: 2810.72 ms
[2020-12-17 01:49:53	                main:581]	:	INFO	:	Epoch 685 | loss: 0.0571261 | val_loss: 0.0571968 | Time: 2790.34 ms
[2020-12-17 01:49:56	                main:581]	:	INFO	:	Epoch 686 | loss: 0.0586052 | val_loss: 0.0602994 | Time: 2814.39 ms
[2020-12-17 01:49:59	                main:581]	:	INFO	:	Epoch 687 | loss: 0.058232 | val_loss: 0.0572902 | Time: 2812.17 ms
[2020-12-17 01:50:02	                main:581]	:	INFO	:	Epoch 688 | loss: 0.0571533 | val_loss: 0.0571214 | Time: 2830.88 ms
[2020-12-17 01:50:04	                main:581]	:	INFO	:	Epoch 689 | loss: 0.0570595 | val_loss: 0.0569844 | Time: 2813.01 ms
[2020-12-17 01:50:07	                main:581]	:	INFO	:	Epoch 690 | loss: 0.0569522 | val_loss: 0.0569225 | Time: 2792.78 ms
[2020-12-17 01:50:10	                main:581]	:	INFO	:	Epoch 691 | loss: 0.0568673 | val_loss: 0.0568322 | Time: 2838.91 ms
[2020-12-17 01:50:13	                main:581]	:	INFO	:	Epoch 692 | loss: 0.0567881 | val_loss: 0.0567842 | Time: 2809.1 ms
[2020-12-17 01:50:16	                main:581]	:	INFO	:	Epoch 693 | loss: 0.0567744 | val_loss: 0.0568099 | Time: 2804.05 ms
[2020-12-17 01:50:18	                main:581]	:	INFO	:	Epoch 694 | loss: 0.0567846 | val_loss: 0.0567554 | Time: 2811.86 ms
[2020-12-17 01:50:21	                main:581]	:	INFO	:	Epoch 695 | loss: 0.0563019 | val_loss: 0.0549485 | Time: 2804.17 ms
[2020-12-17 01:50:24	                main:581]	:	INFO	:	Epoch 696 | loss: 0.0555063 | val_loss: 0.0565994 | Time: 2813.32 ms
[2020-12-17 01:50:27	                main:581]	:	INFO	:	Epoch 697 | loss: 0.0566843 | val_loss: 0.0566414 | Time: 2813.21 ms
[2020-12-17 01:50:30	                main:581]	:	INFO	:	Epoch 698 | loss: 0.0565424 | val_loss: 0.0559731 | Time: 2809.85 ms
[2020-12-17 01:50:32	                main:581]	:	INFO	:	Epoch 699 | loss: 0.0453007 | val_loss: 0.0354 | Time: 2801.72 ms
[2020-12-17 01:50:35	                main:581]	:	INFO	:	Epoch 700 | loss: 0.0351387 | val_loss: 0.0350617 | Time: 2813.67 ms
[2020-12-17 01:50:38	                main:581]	:	INFO	:	Epoch 701 | loss: 0.0350405 | val_loss: 0.0349868 | Time: 2834.37 ms
[2020-12-17 01:50:41	                main:581]	:	INFO	:	Epoch 702 | loss: 0.0349622 | val_loss: 0.0349358 | Time: 2812.58 ms
[2020-12-17 01:50:44	                main:581]	:	INFO	:	Epoch 703 | loss: 0.0349021 | val_loss: 0.0348561 | Time: 2818.05 ms
[2020-12-17 01:50:46	                main:581]	:	INFO	:	Epoch 704 | loss: 0.0348245 | val_loss: 0.0348224 | Time: 2795.69 ms
[2020-12-17 01:50:49	                main:581]	:	INFO	:	Epoch 705 | loss: 0.0348106 | val_loss: 0.0348546 | Time: 2795.21 ms
[2020-12-17 01:50:52	                main:581]	:	INFO	:	Epoch 706 | loss: 0.0348254 | val_loss: 0.0350001 | Time: 2809.14 ms
[2020-12-17 01:50:55	                main:581]	:	INFO	:	Epoch 707 | loss: 0.0349024 | val_loss: 0.0348054 | Time: 2810.42 ms
[2020-12-17 01:50:58	                main:581]	:	INFO	:	Epoch 708 | loss: 0.0348029 | val_loss: 0.0347607 | Time: 2808.9 ms
[2020-12-17 01:51:01	                main:581]	:	INFO	:	Epoch 709 | loss: 0.0346919 | val_loss: 0.0347314 | Time: 2832.7 ms
[2020-12-17 01:51:03	                main:581]	:	INFO	:	Epoch 710 | loss: 0.0346335 | val_loss: 0.0347232 | Time: 2809.03 ms
[2020-12-17 01:51:06	                main:581]	:	INFO	:	Epoch 711 | loss: 0.0348141 | val_loss: 0.0348051 | Time: 2810.48 ms
[2020-12-17 01:51:09	                main:581]	:	INFO	:	Epoch 712 | loss: 0.0347544 | val_loss: 0.0347655 | Time: 2837.6 ms
[2020-12-17 01:51:12	                main:581]	:	INFO	:	Epoch 713 | loss: 0.0347978 | val_loss: 0.0348099 | Time: 2813.76 ms
[2020-12-17 01:51:15	                main:581]	:	INFO	:	Epoch 714 | loss: 0.0348893 | val_loss: 0.034949 | Time: 2815.81 ms
[2020-12-17 01:51:17	                main:581]	:	INFO	:	Epoch 715 | loss: 0.034973 | val_loss: 0.0349359 | Time: 2813.04 ms
[2020-12-17 01:51:20	                main:581]	:	INFO	:	Epoch 716 | loss: 0.0349063 | val_loss: 0.034808 | Time: 2816.88 ms
[2020-12-17 01:51:23	                main:581]	:	INFO	:	Epoch 717 | loss: 0.0348058 | val_loss: 0.0347329 | Time: 2815.3 ms
[2020-12-17 01:51:26	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0346838 | val_loss: 0.0346628 | Time: 2815.5 ms
[2020-12-17 01:51:29	                main:581]	:	INFO	:	Epoch 719 | loss: 0.0346042 | val_loss: 0.03486 | Time: 2814.75 ms
[2020-12-17 01:51:32	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0346405 | val_loss: 0.0347189 | Time: 2812.03 ms
[2020-12-17 01:51:34	                main:581]	:	INFO	:	Epoch 721 | loss: 0.0356526 | val_loss: 0.0444718 | Time: 2813.76 ms
[2020-12-17 01:51:37	                main:581]	:	INFO	:	Epoch 722 | loss: 0.056926 | val_loss: 0.0584723 | Time: 2805.79 ms
[2020-12-17 01:51:40	                main:581]	:	INFO	:	Epoch 723 | loss: 0.0572667 | val_loss: 0.0562115 | Time: 2832.88 ms
[2020-12-17 01:51:43	                main:581]	:	INFO	:	Epoch 724 | loss: 0.0476066 | val_loss: 0.0410205 | Time: 2814.13 ms
[2020-12-17 01:51:46	                main:581]	:	INFO	:	Epoch 725 | loss: 0.0375936 | val_loss: 0.0351751 | Time: 2810.58 ms
[2020-12-17 01:51:48	                main:581]	:	INFO	:	Epoch 726 | loss: 0.0350125 | val_loss: 0.0350235 | Time: 2812.87 ms
[2020-12-17 01:51:51	                main:581]	:	INFO	:	Epoch 727 | loss: 0.0349879 | val_loss: 0.0353345 | Time: 2816.86 ms
[2020-12-17 01:51:54	                main:581]	:	INFO	:	Epoch 728 | loss: 0.0350008 | val_loss: 0.0349127 | Time: 2818.62 ms
[2020-12-17 01:51:57	                main:581]	:	INFO	:	Epoch 729 | loss: 0.0348596 | val_loss: 0.0348851 | Time: 2812.32 ms
[2020-12-17 01:52:00	                main:581]	:	INFO	:	Epoch 730 | loss: 0.0348616 | val_loss: 0.0348724 | Time: 2820.36 ms
[2020-12-17 01:52:03	                main:581]	:	INFO	:	Epoch 731 | loss: 0.0348172 | val_loss: 0.0348291 | Time: 2801.04 ms
[2020-12-17 01:52:05	                main:581]	:	INFO	:	Epoch 732 | loss: 0.0347995 | val_loss: 0.0348298 | Time: 2817.18 ms
[2020-12-17 01:52:08	                main:581]	:	INFO	:	Epoch 733 | loss: 0.0347669 | val_loss: 0.0347823 | Time: 2819.55 ms
[2020-12-17 01:52:11	                main:581]	:	INFO	:	Epoch 734 | loss: 0.034741 | val_loss: 0.0347957 | Time: 2804.05 ms
[2020-12-17 01:52:14	                main:581]	:	INFO	:	Epoch 735 | loss: 0.034735 | val_loss: 0.0347546 | Time: 2811.03 ms
[2020-12-17 01:52:17	                main:581]	:	INFO	:	Epoch 736 | loss: 0.0346805 | val_loss: 0.0347066 | Time: 2815.31 ms
[2020-12-17 01:52:19	                main:581]	:	INFO	:	Epoch 737 | loss: 0.0346346 | val_loss: 0.0347111 | Time: 2815.18 ms
[2020-12-17 01:52:22	                main:581]	:	INFO	:	Epoch 738 | loss: 0.0347493 | val_loss: 0.0351108 | Time: 2808.38 ms
[2020-12-17 01:52:25	                main:581]	:	INFO	:	Epoch 739 | loss: 0.0349307 | val_loss: 0.0348117 | Time: 2807.74 ms
[2020-12-17 01:52:28	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0347896 | val_loss: 0.0347331 | Time: 2808.48 ms
[2020-12-17 01:52:31	                main:581]	:	INFO	:	Epoch 741 | loss: 0.0347096 | val_loss: 0.0346756 | Time: 2808.44 ms
[2020-12-17 01:52:33	                main:581]	:	INFO	:	Epoch 742 | loss: 0.0346244 | val_loss: 0.0346301 | Time: 2810.64 ms
[2020-12-17 01:52:36	                main:581]	:	INFO	:	Epoch 743 | loss: 0.0344973 | val_loss: 0.0345141 | Time: 2810.94 ms
[2020-12-17 01:52:39	                main:581]	:	INFO	:	Epoch 744 | loss: 0.0345836 | val_loss: 0.0345218 | Time: 2832.29 ms
[2020-12-17 01:52:42	                main:581]	:	INFO	:	Epoch 745 | loss: 0.0345582 | val_loss: 0.034661 | Time: 2807.92 ms
[2020-12-17 01:52:45	                main:581]	:	INFO	:	Epoch 746 | loss: 0.0345418 | val_loss: 0.0346117 | Time: 2805.78 ms
[2020-12-17 01:52:47	                main:581]	:	INFO	:	Epoch 747 | loss: 0.0344667 | val_loss: 0.03454 | Time: 2807.86 ms
[2020-12-17 01:52:50	                main:581]	:	INFO	:	Epoch 748 | loss: 0.0350044 | val_loss: 0.034467 | Time: 2790.4 ms
[2020-12-17 01:52:53	                main:581]	:	INFO	:	Epoch 749 | loss: 0.0343044 | val_loss: 0.0342757 | Time: 2809.71 ms
[2020-12-17 01:52:56	                main:581]	:	INFO	:	Epoch 750 | loss: 0.0342202 | val_loss: 0.0342888 | Time: 2807.56 ms
[2020-12-17 01:52:59	                main:581]	:	INFO	:	Epoch 751 | loss: 0.0342077 | val_loss: 0.0342985 | Time: 2807.76 ms
[2020-12-17 01:53:02	                main:581]	:	INFO	:	Epoch 752 | loss: 0.0343692 | val_loss: 0.0343153 | Time: 2833.55 ms
[2020-12-17 01:53:04	                main:581]	:	INFO	:	Epoch 753 | loss: 0.0342306 | val_loss: 0.0342479 | Time: 2808.81 ms
[2020-12-17 01:53:07	                main:581]	:	INFO	:	Epoch 754 | loss: 0.0342368 | val_loss: 0.0342997 | Time: 2806.45 ms
[2020-12-17 01:53:10	                main:581]	:	INFO	:	Epoch 755 | loss: 0.0343013 | val_loss: 0.0344716 | Time: 2828.77 ms
[2020-12-17 01:53:13	                main:581]	:	INFO	:	Epoch 756 | loss: 0.0343241 | val_loss: 0.0344387 | Time: 2810.98 ms
[2020-12-17 01:53:16	                main:581]	:	INFO	:	Epoch 757 | loss: 0.0343077 | val_loss: 0.0343609 | Time: 2809.15 ms
[2020-12-17 01:53:18	                main:581]	:	INFO	:	Epoch 758 | loss: 0.0343334 | val_loss: 0.0343314 | Time: 2809.47 ms
[2020-12-17 01:53:21	                main:581]	:	INFO	:	Epoch 759 | loss: 0.0342731 | val_loss: 0.0343552 | Time: 2809.49 ms
[2020-12-17 01:53:24	                main:581]	:	INFO	:	Epoch 760 | loss: 0.0342476 | val_loss: 0.0343485 | Time: 2806.52 ms
[2020-12-17 01:53:27	                main:581]	:	INFO	:	Epoch 761 | loss: 0.0343643 | val_loss: 0.0344787 | Time: 2812.91 ms
[2020-12-17 01:53:30	                main:581]	:	INFO	:	Epoch 762 | loss: 0.0343349 | val_loss: 0.0344169 | Time: 2807.66 ms
[2020-12-17 01:53:32	                main:581]	:	INFO	:	Epoch 763 | loss: 0.0343054 | val_loss: 0.0343689 | Time: 2811.04 ms
[2020-12-17 01:53:35	                main:581]	:	INFO	:	Epoch 764 | loss: 0.03426 | val_loss: 0.0343391 | Time: 2811.04 ms
[2020-12-17 01:53:38	                main:581]	:	INFO	:	Epoch 765 | loss: 0.0342361 | val_loss: 0.0343113 | Time: 2823.39 ms
[2020-12-17 01:53:41	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0343037 | val_loss: 0.0346315 | Time: 2803.45 ms
[2020-12-17 01:53:44	                main:581]	:	INFO	:	Epoch 767 | loss: 0.0343079 | val_loss: 0.0343903 | Time: 2809.41 ms
[2020-12-17 01:53:47	                main:581]	:	INFO	:	Epoch 768 | loss: 0.0342588 | val_loss: 0.0343275 | Time: 2800.79 ms
[2020-12-17 01:53:49	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0342248 | val_loss: 0.0342933 | Time: 2813.56 ms
[2020-12-17 01:53:52	                main:581]	:	INFO	:	Epoch 770 | loss: 0.0342147 | val_loss: 0.0343104 | Time: 2814.15 ms
[2020-12-17 01:53:55	                main:581]	:	INFO	:	Epoch 771 | loss: 0.0342556 | val_loss: 0.0343321 | Time: 2812.2 ms
[2020-12-17 01:53:58	                main:581]	:	INFO	:	Epoch 772 | loss: 0.0342527 | val_loss: 0.0344242 | Time: 2807.09 ms
[2020-12-17 01:54:01	                main:581]	:	INFO	:	Epoch 773 | loss: 0.0343108 | val_loss: 0.0343489 | Time: 2833.08 ms
[2020-12-17 01:54:03	                main:581]	:	INFO	:	Epoch 774 | loss: 0.0342288 | val_loss: 0.0342747 | Time: 2813.31 ms
[2020-12-17 01:54:06	                main:581]	:	INFO	:	Epoch 775 | loss: 0.0341985 | val_loss: 0.0343316 | Time: 2813.98 ms
[2020-12-17 01:54:09	                main:581]	:	INFO	:	Epoch 776 | loss: 0.0342566 | val_loss: 0.0342703 | Time: 2824.87 ms
[2020-12-17 01:54:12	                main:581]	:	INFO	:	Epoch 777 | loss: 0.0341594 | val_loss: 0.0341927 | Time: 2813.28 ms
[2020-12-17 01:54:15	                main:581]	:	INFO	:	Epoch 778 | loss: 0.0341443 | val_loss: 0.0341801 | Time: 2809.69 ms
[2020-12-17 01:54:17	                main:581]	:	INFO	:	Epoch 779 | loss: 0.0341507 | val_loss: 0.0341546 | Time: 2813.33 ms
[2020-12-17 01:54:20	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0341291 | val_loss: 0.0341814 | Time: 2814.05 ms
[2020-12-17 01:54:23	                main:581]	:	INFO	:	Epoch 781 | loss: 0.0342346 | val_loss: 0.0344259 | Time: 2806.11 ms
[2020-12-17 01:54:26	                main:581]	:	INFO	:	Epoch 782 | loss: 0.0342962 | val_loss: 0.0343027 | Time: 2815.74 ms
[2020-12-17 01:54:29	                main:581]	:	INFO	:	Epoch 783 | loss: 0.0342579 | val_loss: 0.0344614 | Time: 2808.14 ms
[2020-12-17 01:54:32	                main:581]	:	INFO	:	Epoch 784 | loss: 0.0343655 | val_loss: 0.0344381 | Time: 2818.33 ms
[2020-12-17 01:54:34	                main:581]	:	INFO	:	Epoch 785 | loss: 0.0344289 | val_loss: 0.0344328 | Time: 2814.46 ms
[2020-12-17 01:54:37	                main:581]	:	INFO	:	Epoch 786 | loss: 0.0343129 | val_loss: 0.0343582 | Time: 2814.86 ms
[2020-12-17 01:54:40	                main:581]	:	INFO	:	Epoch 787 | loss: 0.0342907 | val_loss: 0.0342708 | Time: 2832.5 ms
[2020-12-17 01:54:43	                main:581]	:	INFO	:	Epoch 788 | loss: 0.0343673 | val_loss: 0.0373781 | Time: 2805.12 ms
[2020-12-17 01:54:46	                main:581]	:	INFO	:	Epoch 789 | loss: 0.0456793 | val_loss: 0.0469446 | Time: 2813.22 ms
[2020-12-17 01:54:48	                main:581]	:	INFO	:	Epoch 790 | loss: 0.0376004 | val_loss: 0.0349078 | Time: 2801.35 ms
[2020-12-17 01:54:51	                main:581]	:	INFO	:	Epoch 791 | loss: 0.0347511 | val_loss: 0.0346835 | Time: 2805.72 ms
[2020-12-17 01:54:54	                main:581]	:	INFO	:	Epoch 792 | loss: 0.0345679 | val_loss: 0.0345655 | Time: 2810.34 ms
[2020-12-17 01:54:57	                main:581]	:	INFO	:	Epoch 793 | loss: 0.034481 | val_loss: 0.0344788 | Time: 2808.88 ms
[2020-12-17 01:55:00	                main:581]	:	INFO	:	Epoch 794 | loss: 0.0344211 | val_loss: 0.0344587 | Time: 2813.73 ms
[2020-12-17 01:55:02	                main:581]	:	INFO	:	Epoch 795 | loss: 0.0344116 | val_loss: 0.034427 | Time: 2798.49 ms
[2020-12-17 01:55:05	                main:581]	:	INFO	:	Epoch 796 | loss: 0.0343271 | val_loss: 0.0342369 | Time: 2812.26 ms
[2020-12-17 01:55:08	                main:581]	:	INFO	:	Epoch 797 | loss: 0.0340654 | val_loss: 0.0341353 | Time: 2819.15 ms
[2020-12-17 01:55:11	                main:581]	:	INFO	:	Epoch 798 | loss: 0.0340026 | val_loss: 0.0340689 | Time: 2808.43 ms
[2020-12-17 01:55:14	                main:581]	:	INFO	:	Epoch 799 | loss: 0.0342274 | val_loss: 0.0365832 | Time: 2812.48 ms
[2020-12-17 01:55:17	                main:581]	:	INFO	:	Epoch 800 | loss: 0.0368208 | val_loss: 0.0368785 | Time: 2812.48 ms
[2020-12-17 01:55:19	                main:581]	:	INFO	:	Epoch 801 | loss: 0.0367281 | val_loss: 0.0358851 | Time: 2813.71 ms
[2020-12-17 01:55:22	                main:581]	:	INFO	:	Epoch 802 | loss: 0.0359518 | val_loss: 0.036865 | Time: 2814.38 ms
[2020-12-17 01:55:25	                main:581]	:	INFO	:	Epoch 803 | loss: 0.0370344 | val_loss: 0.0368194 | Time: 2816.52 ms
[2020-12-17 01:55:28	                main:581]	:	INFO	:	Epoch 804 | loss: 0.0361879 | val_loss: 0.0341423 | Time: 2813.2 ms
[2020-12-17 01:55:31	                main:581]	:	INFO	:	Epoch 805 | loss: 0.0341297 | val_loss: 0.0342766 | Time: 2811.81 ms
[2020-12-17 01:55:33	                main:581]	:	INFO	:	Epoch 806 | loss: 0.0341673 | val_loss: 0.0342862 | Time: 2817.87 ms
[2020-12-17 01:55:36	                main:581]	:	INFO	:	Epoch 807 | loss: 0.0342246 | val_loss: 0.0366571 | Time: 2809.95 ms
[2020-12-17 01:55:39	                main:581]	:	INFO	:	Epoch 808 | loss: 0.0539865 | val_loss: 0.0508257 | Time: 2829.5 ms
[2020-12-17 01:55:42	                main:581]	:	INFO	:	Epoch 809 | loss: 0.037881 | val_loss: 0.0349086 | Time: 2811.05 ms
[2020-12-17 01:55:45	                main:581]	:	INFO	:	Epoch 810 | loss: 0.0345824 | val_loss: 0.0346157 | Time: 2801.96 ms
[2020-12-17 01:55:48	                main:581]	:	INFO	:	Epoch 811 | loss: 0.0344153 | val_loss: 0.0345444 | Time: 2808.99 ms
[2020-12-17 01:55:50	                main:581]	:	INFO	:	Epoch 812 | loss: 0.0343095 | val_loss: 0.0343815 | Time: 2811.76 ms
[2020-12-17 01:55:53	                main:581]	:	INFO	:	Epoch 813 | loss: 0.0342091 | val_loss: 0.0342849 | Time: 2811.5 ms
[2020-12-17 01:55:56	                main:581]	:	INFO	:	Epoch 814 | loss: 0.034151 | val_loss: 0.0342581 | Time: 2812.36 ms
[2020-12-17 01:55:59	                main:581]	:	INFO	:	Epoch 815 | loss: 0.0341225 | val_loss: 0.0342384 | Time: 2811.36 ms
[2020-12-17 01:56:02	                main:581]	:	INFO	:	Epoch 816 | loss: 0.034109 | val_loss: 0.0342239 | Time: 2838.33 ms
[2020-12-17 01:56:04	                main:581]	:	INFO	:	Epoch 817 | loss: 0.034119 | val_loss: 0.0342875 | Time: 2813.64 ms
[2020-12-17 01:56:07	                main:581]	:	INFO	:	Epoch 818 | loss: 0.0343942 | val_loss: 0.0346533 | Time: 2782.6 ms
[2020-12-17 01:56:10	                main:581]	:	INFO	:	Epoch 819 | loss: 0.0342681 | val_loss: 0.0343783 | Time: 2843.69 ms
[2020-12-17 01:56:13	                main:581]	:	INFO	:	Epoch 820 | loss: 0.0341408 | val_loss: 0.0341999 | Time: 2815.01 ms
[2020-12-17 01:56:16	                main:581]	:	INFO	:	Epoch 821 | loss: 0.0340787 | val_loss: 0.0341778 | Time: 2808.26 ms
[2020-12-17 01:56:18	                main:581]	:	INFO	:	Epoch 822 | loss: 0.0340533 | val_loss: 0.0341609 | Time: 2819.34 ms
[2020-12-17 01:56:21	                main:581]	:	INFO	:	Epoch 823 | loss: 0.0340723 | val_loss: 0.03419 | Time: 2807.02 ms
[2020-12-17 01:56:24	                main:581]	:	INFO	:	Epoch 824 | loss: 0.0340633 | val_loss: 0.0341767 | Time: 2814.79 ms
[2020-12-17 01:56:27	                main:581]	:	INFO	:	Epoch 825 | loss: 0.0340515 | val_loss: 0.0341971 | Time: 2810.64 ms
[2020-12-17 01:56:30	                main:581]	:	INFO	:	Epoch 826 | loss: 0.0340848 | val_loss: 0.0341839 | Time: 2811.16 ms
[2020-12-17 01:56:33	                main:581]	:	INFO	:	Epoch 827 | loss: 0.0340993 | val_loss: 0.0340137 | Time: 2807.78 ms
[2020-12-17 01:56:35	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0438144 | val_loss: 0.0352744 | Time: 2807.27 ms
[2020-12-17 01:56:38	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0346997 | val_loss: 0.0345286 | Time: 2828.9 ms
[2020-12-17 01:56:41	                main:581]	:	INFO	:	Epoch 830 | loss: 0.0342988 | val_loss: 0.0343451 | Time: 2807.4 ms
[2020-12-17 01:56:44	                main:581]	:	INFO	:	Epoch 831 | loss: 0.0342086 | val_loss: 0.0342939 | Time: 2806.73 ms
[2020-12-17 01:56:47	                main:581]	:	INFO	:	Epoch 832 | loss: 0.0341767 | val_loss: 0.0342626 | Time: 2808.35 ms
[2020-12-17 01:56:49	                main:581]	:	INFO	:	Epoch 833 | loss: 0.0341667 | val_loss: 0.0342856 | Time: 2817.53 ms
[2020-12-17 01:56:52	                main:581]	:	INFO	:	Epoch 834 | loss: 0.0341707 | val_loss: 0.0342963 | Time: 2818.1 ms
[2020-12-17 01:56:55	                main:581]	:	INFO	:	Epoch 835 | loss: 0.0341654 | val_loss: 0.0342623 | Time: 2813.84 ms
[2020-12-17 01:56:58	                main:581]	:	INFO	:	Epoch 836 | loss: 0.0341644 | val_loss: 0.0342832 | Time: 2811.83 ms
[2020-12-17 01:57:01	                main:581]	:	INFO	:	Epoch 837 | loss: 0.034403 | val_loss: 0.0345506 | Time: 2839.16 ms
[2020-12-17 01:57:04	                main:581]	:	INFO	:	Epoch 838 | loss: 0.0345703 | val_loss: 0.0348181 | Time: 2808.81 ms
[2020-12-17 01:57:06	                main:581]	:	INFO	:	Epoch 839 | loss: 0.0348161 | val_loss: 0.0349586 | Time: 2810.07 ms
[2020-12-17 01:57:09	                main:581]	:	INFO	:	Epoch 840 | loss: 0.0349012 | val_loss: 0.0350465 | Time: 2824.2 ms
[2020-12-17 01:57:12	                main:581]	:	INFO	:	Epoch 841 | loss: 0.0352711 | val_loss: 0.0356039 | Time: 2816.07 ms
[2020-12-17 01:57:15	                main:581]	:	INFO	:	Epoch 842 | loss: 0.0354935 | val_loss: 0.035487 | Time: 2808.18 ms
[2020-12-17 01:57:18	                main:581]	:	INFO	:	Epoch 843 | loss: 0.0350696 | val_loss: 0.035545 | Time: 2815.72 ms
[2020-12-17 01:57:20	                main:581]	:	INFO	:	Epoch 844 | loss: 0.0358194 | val_loss: 0.0361121 | Time: 2812.79 ms
[2020-12-17 01:57:23	                main:581]	:	INFO	:	Epoch 845 | loss: 0.0362574 | val_loss: 0.0363586 | Time: 2815.28 ms
[2020-12-17 01:57:26	                main:581]	:	INFO	:	Epoch 846 | loss: 0.0362248 | val_loss: 0.0363127 | Time: 2793.36 ms
[2020-12-17 01:57:29	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0361929 | val_loss: 0.0361621 | Time: 2808.91 ms
[2020-12-17 01:57:32	                main:581]	:	INFO	:	Epoch 848 | loss: 0.0362898 | val_loss: 0.0363719 | Time: 2814.13 ms
[2020-12-17 01:57:34	                main:581]	:	INFO	:	Epoch 849 | loss: 0.0362519 | val_loss: 0.0363067 | Time: 2814.61 ms
[2020-12-17 01:57:37	                main:581]	:	INFO	:	Epoch 850 | loss: 0.0364769 | val_loss: 0.0380891 | Time: 2813.77 ms
[2020-12-17 01:57:40	                main:581]	:	INFO	:	Epoch 851 | loss: 0.0419474 | val_loss: 0.0478316 | Time: 2836.04 ms
[2020-12-17 01:57:43	                main:581]	:	INFO	:	Epoch 852 | loss: 0.0433659 | val_loss: 0.040489 | Time: 2812.37 ms
[2020-12-17 01:57:46	                main:581]	:	INFO	:	Epoch 853 | loss: 0.0405334 | val_loss: 0.0403723 | Time: 2806.53 ms
[2020-12-17 01:57:49	                main:581]	:	INFO	:	Epoch 854 | loss: 0.0402007 | val_loss: 0.0400967 | Time: 2815.34 ms
[2020-12-17 01:57:51	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0400388 | val_loss: 0.0399628 | Time: 2813.35 ms
[2020-12-17 01:57:54	                main:581]	:	INFO	:	Epoch 856 | loss: 0.0399256 | val_loss: 0.0399004 | Time: 2812.58 ms
[2020-12-17 01:57:57	                main:581]	:	INFO	:	Epoch 857 | loss: 0.0398536 | val_loss: 0.039825 | Time: 2813.83 ms
[2020-12-17 01:58:00	                main:581]	:	INFO	:	Epoch 858 | loss: 0.0397844 | val_loss: 0.0397588 | Time: 2814.05 ms
[2020-12-17 01:58:03	                main:581]	:	INFO	:	Epoch 859 | loss: 0.0397313 | val_loss: 0.03973 | Time: 2811.42 ms
[2020-12-17 01:58:05	                main:581]	:	INFO	:	Epoch 860 | loss: 0.0396921 | val_loss: 0.0397063 | Time: 2809.2 ms
[2020-12-17 01:58:08	                main:581]	:	INFO	:	Epoch 861 | loss: 0.0396688 | val_loss: 0.0397227 | Time: 2832.22 ms
[2020-12-17 01:58:11	                main:581]	:	INFO	:	Epoch 862 | loss: 0.0397411 | val_loss: 0.0398 | Time: 2811.77 ms
[2020-12-17 01:58:14	                main:581]	:	INFO	:	Epoch 863 | loss: 0.0397702 | val_loss: 0.0397925 | Time: 2809.44 ms
[2020-12-17 01:58:17	                main:581]	:	INFO	:	Epoch 864 | loss: 0.0397369 | val_loss: 0.0397376 | Time: 2814.64 ms
[2020-12-17 01:58:19	                main:581]	:	INFO	:	Epoch 865 | loss: 0.0397012 | val_loss: 0.03977 | Time: 2811.06 ms
[2020-12-17 01:58:22	                main:581]	:	INFO	:	Epoch 866 | loss: 0.0398496 | val_loss: 0.0399258 | Time: 2811.15 ms
[2020-12-17 01:58:25	                main:581]	:	INFO	:	Epoch 867 | loss: 0.0397544 | val_loss: 0.0397587 | Time: 2811.74 ms
[2020-12-17 01:58:28	                main:581]	:	INFO	:	Epoch 868 | loss: 0.0399216 | val_loss: 0.0399015 | Time: 2811.16 ms
[2020-12-17 01:58:31	                main:581]	:	INFO	:	Epoch 869 | loss: 0.039792 | val_loss: 0.0397909 | Time: 2813.76 ms
[2020-12-17 01:58:34	                main:581]	:	INFO	:	Epoch 870 | loss: 0.0397319 | val_loss: 0.0397428 | Time: 2815.94 ms
[2020-12-17 01:58:36	                main:581]	:	INFO	:	Epoch 871 | loss: 0.0397027 | val_loss: 0.0397394 | Time: 2814.31 ms
[2020-12-17 01:58:39	                main:581]	:	INFO	:	Epoch 872 | loss: 0.0396541 | val_loss: 0.0396751 | Time: 2837.41 ms
[2020-12-17 01:58:42	                main:581]	:	INFO	:	Epoch 873 | loss: 0.0391155 | val_loss: 0.037407 | Time: 2793.95 ms
[2020-12-17 01:58:45	                main:581]	:	INFO	:	Epoch 874 | loss: 0.0369262 | val_loss: 0.0363996 | Time: 2804.87 ms
[2020-12-17 01:58:48	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0359548 | val_loss: 0.0357338 | Time: 2811.47 ms
[2020-12-17 01:58:50	                main:581]	:	INFO	:	Epoch 876 | loss: 0.0355516 | val_loss: 0.0354246 | Time: 2809.56 ms
[2020-12-17 01:58:53	                main:581]	:	INFO	:	Epoch 877 | loss: 0.035407 | val_loss: 0.0355651 | Time: 2815.42 ms
[2020-12-17 01:58:56	                main:581]	:	INFO	:	Epoch 878 | loss: 0.0354746 | val_loss: 0.0353619 | Time: 2807.89 ms
[2020-12-17 01:58:59	                main:581]	:	INFO	:	Epoch 879 | loss: 0.0351991 | val_loss: 0.0351842 | Time: 2809.66 ms
[2020-12-17 01:59:02	                main:581]	:	INFO	:	Epoch 880 | loss: 0.0351374 | val_loss: 0.0351462 | Time: 2809.33 ms
[2020-12-17 01:59:04	                main:581]	:	INFO	:	Epoch 881 | loss: 0.035147 | val_loss: 0.035105 | Time: 2814.88 ms
[2020-12-17 01:59:07	                main:581]	:	INFO	:	Epoch 882 | loss: 0.0351149 | val_loss: 0.0351926 | Time: 2813.8 ms
[2020-12-17 01:59:10	                main:581]	:	INFO	:	Epoch 883 | loss: 0.0350623 | val_loss: 0.0350141 | Time: 2836.81 ms
[2020-12-17 01:59:13	                main:581]	:	INFO	:	Epoch 884 | loss: 0.0348995 | val_loss: 0.0349134 | Time: 2804.21 ms
[2020-12-17 01:59:16	                main:581]	:	INFO	:	Epoch 885 | loss: 0.0348761 | val_loss: 0.0349544 | Time: 2804.04 ms
[2020-12-17 01:59:19	                main:581]	:	INFO	:	Epoch 886 | loss: 0.0348791 | val_loss: 0.0348403 | Time: 2801.52 ms
[2020-12-17 01:59:21	                main:581]	:	INFO	:	Epoch 887 | loss: 0.0346937 | val_loss: 0.03468 | Time: 2797.24 ms
[2020-12-17 01:59:24	                main:581]	:	INFO	:	Epoch 888 | loss: 0.0346312 | val_loss: 0.0346966 | Time: 2811.48 ms
[2020-12-17 01:59:27	                main:581]	:	INFO	:	Epoch 889 | loss: 0.034581 | val_loss: 0.034633 | Time: 2813.4 ms
[2020-12-17 01:59:30	                main:581]	:	INFO	:	Epoch 890 | loss: 0.0347653 | val_loss: 0.0346979 | Time: 2800.68 ms
[2020-12-17 01:59:33	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0346479 | val_loss: 0.0347023 | Time: 2814.4 ms
[2020-12-17 01:59:35	                main:581]	:	INFO	:	Epoch 892 | loss: 0.0345882 | val_loss: 0.0346205 | Time: 2807.55 ms
[2020-12-17 01:59:38	                main:581]	:	INFO	:	Epoch 893 | loss: 0.0345579 | val_loss: 0.0346179 | Time: 2836.21 ms
[2020-12-17 01:59:41	                main:581]	:	INFO	:	Epoch 894 | loss: 0.0345703 | val_loss: 0.034622 | Time: 2803.61 ms
[2020-12-17 01:59:44	                main:581]	:	INFO	:	Epoch 895 | loss: 0.0345704 | val_loss: 0.0346506 | Time: 2797.19 ms
[2020-12-17 01:59:47	                main:581]	:	INFO	:	Epoch 896 | loss: 0.0345877 | val_loss: 0.0346048 | Time: 2801.45 ms
[2020-12-17 01:59:49	                main:581]	:	INFO	:	Epoch 897 | loss: 0.0344765 | val_loss: 0.034481 | Time: 2813.03 ms
[2020-12-17 01:59:52	                main:581]	:	INFO	:	Epoch 898 | loss: 0.0344368 | val_loss: 0.0345408 | Time: 2810.36 ms
[2020-12-17 01:59:55	                main:581]	:	INFO	:	Epoch 899 | loss: 0.0345026 | val_loss: 0.0344452 | Time: 2802.75 ms
[2020-12-17 01:59:58	                main:581]	:	INFO	:	Epoch 900 | loss: 0.0345538 | val_loss: 0.0345482 | Time: 2814.47 ms
[2020-12-17 02:00:01	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0343967 | val_loss: 0.0343696 | Time: 2820.25 ms
[2020-12-17 02:00:04	                main:581]	:	INFO	:	Epoch 902 | loss: 0.0342882 | val_loss: 0.0343433 | Time: 2814.23 ms
[2020-12-17 02:00:06	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0343809 | val_loss: 0.0344314 | Time: 2807.67 ms
[2020-12-17 02:00:09	                main:581]	:	INFO	:	Epoch 904 | loss: 0.0342844 | val_loss: 0.034361 | Time: 2830.98 ms
[2020-12-17 02:00:12	                main:581]	:	INFO	:	Epoch 905 | loss: 0.0342615 | val_loss: 0.0343421 | Time: 2811.19 ms
[2020-12-17 02:00:15	                main:581]	:	INFO	:	Epoch 906 | loss: 0.0342484 | val_loss: 0.0343348 | Time: 2809.17 ms
[2020-12-17 02:00:18	                main:581]	:	INFO	:	Epoch 907 | loss: 0.0342815 | val_loss: 0.0344356 | Time: 2813.16 ms
[2020-12-17 02:00:20	                main:581]	:	INFO	:	Epoch 908 | loss: 0.0343757 | val_loss: 0.0343336 | Time: 2810.93 ms
[2020-12-17 02:00:23	                main:581]	:	INFO	:	Epoch 909 | loss: 0.0352122 | val_loss: 0.0344249 | Time: 2814.52 ms
[2020-12-17 02:00:26	                main:581]	:	INFO	:	Epoch 910 | loss: 0.0343987 | val_loss: 0.0344816 | Time: 2813.48 ms
[2020-12-17 02:00:29	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0345376 | val_loss: 0.0347449 | Time: 2810.87 ms
[2020-12-17 02:00:32	                main:581]	:	INFO	:	Epoch 912 | loss: 0.0347707 | val_loss: 0.0348497 | Time: 2809.68 ms
[2020-12-17 02:00:34	                main:581]	:	INFO	:	Epoch 913 | loss: 0.0349834 | val_loss: 0.0352378 | Time: 2811.53 ms
[2020-12-17 02:00:37	                main:581]	:	INFO	:	Epoch 914 | loss: 0.0353042 | val_loss: 0.035361 | Time: 2802.45 ms
[2020-12-17 02:00:40	                main:581]	:	INFO	:	Epoch 915 | loss: 0.0352879 | val_loss: 0.0353955 | Time: 2838.49 ms
[2020-12-17 02:00:43	                main:581]	:	INFO	:	Epoch 916 | loss: 0.0352081 | val_loss: 0.0353252 | Time: 2812.53 ms
[2020-12-17 02:00:46	                main:581]	:	INFO	:	Epoch 917 | loss: 0.035167 | val_loss: 0.0352979 | Time: 2816.14 ms
[2020-12-17 02:00:49	                main:581]	:	INFO	:	Epoch 918 | loss: 0.035165 | val_loss: 0.0352615 | Time: 2816.44 ms
[2020-12-17 02:00:51	                main:581]	:	INFO	:	Epoch 919 | loss: 0.0361328 | val_loss: 0.0351809 | Time: 2813.61 ms
[2020-12-17 02:00:54	                main:581]	:	INFO	:	Epoch 920 | loss: 0.0349063 | val_loss: 0.0344963 | Time: 2813.84 ms
[2020-12-17 02:00:57	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0342598 | val_loss: 0.0341369 | Time: 2813.13 ms
[2020-12-17 02:01:00	                main:581]	:	INFO	:	Epoch 922 | loss: 0.0340104 | val_loss: 0.0340894 | Time: 2824.52 ms
[2020-12-17 02:01:03	                main:581]	:	INFO	:	Epoch 923 | loss: 0.0341003 | val_loss: 0.0340588 | Time: 2804.69 ms
[2020-12-17 02:01:05	                main:581]	:	INFO	:	Epoch 924 | loss: 0.0339698 | val_loss: 0.0339443 | Time: 2811.54 ms
[2020-12-17 02:01:08	                main:581]	:	INFO	:	Epoch 925 | loss: 0.0338592 | val_loss: 0.0338722 | Time: 2830.4 ms
[2020-12-17 02:01:11	                main:581]	:	INFO	:	Epoch 926 | loss: 0.0337836 | val_loss: 0.0337988 | Time: 2802.07 ms
[2020-12-17 02:01:14	                main:581]	:	INFO	:	Epoch 927 | loss: 0.0337893 | val_loss: 0.0338355 | Time: 2804.13 ms
[2020-12-17 02:01:17	                main:581]	:	INFO	:	Epoch 928 | loss: 0.0337792 | val_loss: 0.033759 | Time: 2800.2 ms
[2020-12-17 02:01:19	                main:581]	:	INFO	:	Epoch 929 | loss: 0.033783 | val_loss: 0.0338959 | Time: 2803.65 ms
[2020-12-17 02:01:22	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0338178 | val_loss: 0.0337454 | Time: 2807.27 ms
[2020-12-17 02:01:25	                main:581]	:	INFO	:	Epoch 931 | loss: 0.0337624 | val_loss: 0.033758 | Time: 2810.79 ms
[2020-12-17 02:01:28	                main:581]	:	INFO	:	Epoch 932 | loss: 0.0338062 | val_loss: 0.0338853 | Time: 2808.12 ms
[2020-12-17 02:01:31	                main:581]	:	INFO	:	Epoch 933 | loss: 0.0337765 | val_loss: 0.0337503 | Time: 2808.9 ms
[2020-12-17 02:01:34	                main:581]	:	INFO	:	Epoch 934 | loss: 0.0337412 | val_loss: 0.0336819 | Time: 2817.25 ms
[2020-12-17 02:01:36	                main:581]	:	INFO	:	Epoch 935 | loss: 0.0338635 | val_loss: 0.0344089 | Time: 2809.44 ms
[2020-12-17 02:01:39	                main:581]	:	INFO	:	Epoch 936 | loss: 0.0339515 | val_loss: 0.0336859 | Time: 2837.55 ms
[2020-12-17 02:01:42	                main:581]	:	INFO	:	Epoch 937 | loss: 0.0337156 | val_loss: 0.0336529 | Time: 2813.31 ms
[2020-12-17 02:01:45	                main:581]	:	INFO	:	Epoch 938 | loss: 0.0336555 | val_loss: 0.0336223 | Time: 2819.4 ms
[2020-12-17 02:01:48	                main:581]	:	INFO	:	Epoch 939 | loss: 0.0336371 | val_loss: 0.0336059 | Time: 2811.07 ms
[2020-12-17 02:01:50	                main:581]	:	INFO	:	Epoch 940 | loss: 0.0336278 | val_loss: 0.0336046 | Time: 2789.82 ms
[2020-12-17 02:01:53	                main:581]	:	INFO	:	Epoch 941 | loss: 0.0336188 | val_loss: 0.0335896 | Time: 2810.94 ms
[2020-12-17 02:01:56	                main:581]	:	INFO	:	Epoch 942 | loss: 0.0336172 | val_loss: 0.0335921 | Time: 2812.3 ms
[2020-12-17 02:01:59	                main:581]	:	INFO	:	Epoch 943 | loss: 0.0336207 | val_loss: 0.0335846 | Time: 2814.37 ms
[2020-12-17 02:02:02	                main:581]	:	INFO	:	Epoch 944 | loss: 0.0336241 | val_loss: 0.0336041 | Time: 2827.82 ms
[2020-12-17 02:02:04	                main:581]	:	INFO	:	Epoch 945 | loss: 0.0336559 | val_loss: 0.0336358 | Time: 2811.54 ms
[2020-12-17 02:02:07	                main:581]	:	INFO	:	Epoch 946 | loss: 0.0336294 | val_loss: 0.0336022 | Time: 2813.69 ms
[2020-12-17 02:02:10	                main:581]	:	INFO	:	Epoch 947 | loss: 0.0336159 | val_loss: 0.0335951 | Time: 2837.23 ms
[2020-12-17 02:02:13	                main:581]	:	INFO	:	Epoch 948 | loss: 0.0337582 | val_loss: 0.0336433 | Time: 2806.03 ms
[2020-12-17 02:02:16	                main:581]	:	INFO	:	Epoch 949 | loss: 0.033669 | val_loss: 0.0336358 | Time: 2813.15 ms
[2020-12-17 02:02:19	                main:581]	:	INFO	:	Epoch 950 | loss: 0.0336265 | val_loss: 0.0335932 | Time: 2804.37 ms
[2020-12-17 02:02:21	                main:581]	:	INFO	:	Epoch 951 | loss: 0.0336179 | val_loss: 0.0335998 | Time: 2810.72 ms
[2020-12-17 02:02:24	                main:581]	:	INFO	:	Epoch 952 | loss: 0.0336142 | val_loss: 0.0335868 | Time: 2809.26 ms
[2020-12-17 02:02:27	                main:581]	:	INFO	:	Epoch 953 | loss: 0.033667 | val_loss: 0.0337169 | Time: 2798.85 ms
[2020-12-17 02:02:30	                main:581]	:	INFO	:	Epoch 954 | loss: 0.033686 | val_loss: 0.0336328 | Time: 2810.18 ms
[2020-12-17 02:02:33	                main:581]	:	INFO	:	Epoch 955 | loss: 0.0336262 | val_loss: 0.0335954 | Time: 2817.85 ms
[2020-12-17 02:02:35	                main:581]	:	INFO	:	Epoch 956 | loss: 0.0336309 | val_loss: 0.0336313 | Time: 2804.48 ms
[2020-12-17 02:02:38	                main:581]	:	INFO	:	Epoch 957 | loss: 0.0336307 | val_loss: 0.0336112 | Time: 2837.32 ms
[2020-12-17 02:02:41	                main:581]	:	INFO	:	Epoch 958 | loss: 0.0336586 | val_loss: 0.0338613 | Time: 2784.91 ms
[2020-12-17 02:02:44	                main:581]	:	INFO	:	Epoch 959 | loss: 0.0337012 | val_loss: 0.0336078 | Time: 2810.21 ms
[2020-12-17 02:02:47	                main:581]	:	INFO	:	Epoch 960 | loss: 0.0336304 | val_loss: 0.0335886 | Time: 2803.02 ms
[2020-12-17 02:02:49	                main:581]	:	INFO	:	Epoch 961 | loss: 0.0336024 | val_loss: 0.0335795 | Time: 2804.66 ms
[2020-12-17 02:02:52	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0335914 | val_loss: 0.0335796 | Time: 2806.19 ms
[2020-12-17 02:02:55	                main:581]	:	INFO	:	Epoch 963 | loss: 0.0336301 | val_loss: 0.0336076 | Time: 2807.52 ms
[2020-12-17 02:02:58	                main:581]	:	INFO	:	Epoch 964 | loss: 0.0336084 | val_loss: 0.0335831 | Time: 2810.82 ms
[2020-12-17 02:03:01	                main:581]	:	INFO	:	Epoch 965 | loss: 0.0336097 | val_loss: 0.0336002 | Time: 2839.92 ms
[2020-12-17 02:03:04	                main:581]	:	INFO	:	Epoch 966 | loss: 0.0336513 | val_loss: 0.0335993 | Time: 2815.35 ms
[2020-12-17 02:03:06	                main:581]	:	INFO	:	Epoch 967 | loss: 0.0336189 | val_loss: 0.033583 | Time: 2814.39 ms
[2020-12-17 02:03:09	                main:581]	:	INFO	:	Epoch 968 | loss: 0.033622 | val_loss: 0.0336601 | Time: 2836.17 ms
[2020-12-17 02:03:12	                main:581]	:	INFO	:	Epoch 969 | loss: 0.0336539 | val_loss: 0.0336382 | Time: 2811.89 ms
[2020-12-17 02:03:15	                main:581]	:	INFO	:	Epoch 970 | loss: 0.0336625 | val_loss: 0.0336075 | Time: 2814.38 ms
[2020-12-17 02:03:18	                main:581]	:	INFO	:	Epoch 971 | loss: 0.0336012 | val_loss: 0.0335661 | Time: 2811.34 ms
[2020-12-17 02:03:20	                main:581]	:	INFO	:	Epoch 972 | loss: 0.0335937 | val_loss: 0.0336242 | Time: 2810.31 ms
[2020-12-17 02:03:23	                main:581]	:	INFO	:	Epoch 973 | loss: 0.0337838 | val_loss: 0.0336309 | Time: 2801.45 ms
[2020-12-17 02:03:26	                main:581]	:	INFO	:	Epoch 974 | loss: 0.0336434 | val_loss: 0.0336093 | Time: 2802.04 ms
[2020-12-17 02:03:29	                main:581]	:	INFO	:	Epoch 975 | loss: 0.0336072 | val_loss: 0.0335783 | Time: 2806.08 ms
[2020-12-17 02:03:32	                main:581]	:	INFO	:	Epoch 976 | loss: 0.0335996 | val_loss: 0.0335885 | Time: 2805.41 ms
[2020-12-17 02:03:34	                main:581]	:	INFO	:	Epoch 977 | loss: 0.0335938 | val_loss: 0.033574 | Time: 2805.7 ms
[2020-12-17 02:03:37	                main:581]	:	INFO	:	Epoch 978 | loss: 0.0336025 | val_loss: 0.0336504 | Time: 2812.53 ms
[2020-12-17 02:03:40	                main:581]	:	INFO	:	Epoch 979 | loss: 0.033622 | val_loss: 0.0335756 | Time: 2836.93 ms
[2020-12-17 02:03:43	                main:581]	:	INFO	:	Epoch 980 | loss: 0.0335911 | val_loss: 0.0335819 | Time: 2814.17 ms
[2020-12-17 02:03:46	                main:581]	:	INFO	:	Epoch 981 | loss: 0.0337653 | val_loss: 0.0338689 | Time: 2814.72 ms
[2020-12-17 02:03:49	                main:581]	:	INFO	:	Epoch 982 | loss: 0.0337126 | val_loss: 0.0335986 | Time: 2810.68 ms
[2020-12-17 02:03:51	                main:581]	:	INFO	:	Epoch 983 | loss: 0.0336093 | val_loss: 0.033563 | Time: 2812.27 ms
[2020-12-17 02:03:54	                main:581]	:	INFO	:	Epoch 984 | loss: 0.0335762 | val_loss: 0.0335448 | Time: 2809.58 ms
[2020-12-17 02:03:57	                main:581]	:	INFO	:	Epoch 985 | loss: 0.0335618 | val_loss: 0.0335449 | Time: 2808.65 ms
[2020-12-17 02:04:00	                main:581]	:	INFO	:	Epoch 986 | loss: 0.0335528 | val_loss: 0.0335337 | Time: 2816.57 ms
[2020-12-17 02:04:03	                main:581]	:	INFO	:	Epoch 987 | loss: 0.0335504 | val_loss: 0.0335432 | Time: 2803.39 ms
[2020-12-17 02:04:05	                main:581]	:	INFO	:	Epoch 988 | loss: 0.0335922 | val_loss: 0.0337748 | Time: 2807.74 ms
[2020-12-17 02:04:08	                main:581]	:	INFO	:	Epoch 989 | loss: 0.0336429 | val_loss: 0.033569 | Time: 2836.16 ms
[2020-12-17 02:04:11	                main:581]	:	INFO	:	Epoch 990 | loss: 0.0335652 | val_loss: 0.0335438 | Time: 2807.62 ms
[2020-12-17 02:04:14	                main:581]	:	INFO	:	Epoch 991 | loss: 0.0335517 | val_loss: 0.033529 | Time: 2802.16 ms
[2020-12-17 02:04:17	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0335624 | val_loss: 0.0337144 | Time: 2805.5 ms
[2020-12-17 02:04:19	                main:581]	:	INFO	:	Epoch 993 | loss: 0.0337993 | val_loss: 0.03359 | Time: 2814.54 ms
[2020-12-17 02:04:22	                main:581]	:	INFO	:	Epoch 994 | loss: 0.0336098 | val_loss: 0.0335467 | Time: 2815.25 ms
[2020-12-17 02:04:25	                main:581]	:	INFO	:	Epoch 995 | loss: 0.03356 | val_loss: 0.0335463 | Time: 2810.79 ms
[2020-12-17 02:04:28	                main:581]	:	INFO	:	Epoch 996 | loss: 0.0335595 | val_loss: 0.0335492 | Time: 2814.93 ms
[2020-12-17 02:04:31	                main:581]	:	INFO	:	Epoch 997 | loss: 0.0335453 | val_loss: 0.0335621 | Time: 2813.45 ms
[2020-12-17 02:04:34	                main:581]	:	INFO	:	Epoch 998 | loss: 0.0335638 | val_loss: 0.0335753 | Time: 2814.44 ms
[2020-12-17 02:04:36	                main:581]	:	INFO	:	Epoch 999 | loss: 0.0335941 | val_loss: 0.033575 | Time: 2817.44 ms
[2020-12-17 02:04:39	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.0335676 | val_loss: 0.033554 | Time: 2831.29 ms
[2020-12-17 02:04:42	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0335953 | val_loss: 0.0335474 | Time: 2810.73 ms
[2020-12-17 02:04:45	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.0335533 | val_loss: 0.033542 | Time: 2816.14 ms
[2020-12-17 02:04:48	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.03372 | val_loss: 0.0336327 | Time: 2819.42 ms
[2020-12-17 02:04:50	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.0336615 | val_loss: 0.0335799 | Time: 2812.05 ms
[2020-12-17 02:04:53	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.0335655 | val_loss: 0.0335413 | Time: 2809.18 ms
[2020-12-17 02:04:56	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.0335462 | val_loss: 0.0335279 | Time: 2800.83 ms
[2020-12-17 02:04:59	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.0335517 | val_loss: 0.0335275 | Time: 2818.23 ms
[2020-12-17 02:05:02	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0335451 | val_loss: 0.033537 | Time: 2833.85 ms
[2020-12-17 02:05:05	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.0335817 | val_loss: 0.0335521 | Time: 2804.64 ms
[2020-12-17 02:05:07	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.0335565 | val_loss: 0.0335293 | Time: 2813.33 ms
[2020-12-17 02:05:10	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.0335442 | val_loss: 0.0335641 | Time: 2834.29 ms
[2020-12-17 02:05:13	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.0339555 | val_loss: 0.0338219 | Time: 2818.22 ms
[2020-12-17 02:05:16	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.0336471 | val_loss: 0.0335842 | Time: 2809.75 ms
[2020-12-17 02:05:19	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.0335708 | val_loss: 0.033538 | Time: 2806.27 ms
[2020-12-17 02:05:21	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.0335487 | val_loss: 0.0335304 | Time: 2810.49 ms
[2020-12-17 02:05:24	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.0335461 | val_loss: 0.0335233 | Time: 2807.32 ms
[2020-12-17 02:05:27	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.0335394 | val_loss: 0.0335258 | Time: 2802.44 ms
[2020-12-17 02:05:30	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.0335444 | val_loss: 0.0335281 | Time: 2818.03 ms
[2020-12-17 02:05:33	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.0335486 | val_loss: 0.0335424 | Time: 2807.13 ms
[2020-12-17 02:05:35	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.0335802 | val_loss: 0.0335481 | Time: 2815.81 ms
[2020-12-17 02:05:38	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.0335583 | val_loss: 0.0335428 | Time: 2826.91 ms
[2020-12-17 02:05:41	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.0335486 | val_loss: 0.03355 | Time: 2808.3 ms
[2020-12-17 02:05:44	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.0336214 | val_loss: 0.0335505 | Time: 2803.7 ms
[2020-12-17 02:05:47	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.0335679 | val_loss: 0.0335564 | Time: 2806.47 ms
[2020-12-17 02:05:47	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0335564
[2020-12-17 02:05:47	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-17 02:05:47	                main:615]	:	INFO	:	Success, exiting..
02:05:47 (1791333): 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)