Task 3281799

Name EightBitModified-1605932762-27498-8_0
Workunit 1553343
Created 14 Dec 2020, 20:02:52 UTC
Sent 18 Dec 2020, 3:57:02 UTC
Report deadline 25 Dec 2020, 3:57:02 UTC
Received 18 Dec 2020, 17:52:44 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 5259
Run time 24 min 57 sec
CPU time 24 min 54 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 6,566.84 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 1.83 GB
Peak swap size 13.42 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
0.00133019 | val_loss: 0.00136507 | Time: 1451.86 ms
[2020-12-18 12:40:20	                main:581]	:	INFO	:	Epoch 519 | loss: 0.00131355 | val_loss: 0.00135951 | Time: 1485.81 ms
[2020-12-18 12:40:21	                main:581]	:	INFO	:	Epoch 520 | loss: 0.00131706 | val_loss: 0.00139921 | Time: 1479.82 ms
[2020-12-18 12:40:23	                main:581]	:	INFO	:	Epoch 521 | loss: 0.00137058 | val_loss: 0.0013802 | Time: 1468.79 ms
[2020-12-18 12:40:24	                main:581]	:	INFO	:	Epoch 522 | loss: 0.00131966 | val_loss: 0.00136293 | Time: 1466.24 ms
[2020-12-18 12:40:26	                main:581]	:	INFO	:	Epoch 523 | loss: 0.00131319 | val_loss: 0.00136387 | Time: 1494.08 ms
[2020-12-18 12:40:27	                main:581]	:	INFO	:	Epoch 524 | loss: 0.00131244 | val_loss: 0.00135353 | Time: 1481.18 ms
[2020-12-18 12:40:29	                main:581]	:	INFO	:	Epoch 525 | loss: 0.00132278 | val_loss: 0.00138568 | Time: 1468.44 ms
[2020-12-18 12:40:30	                main:581]	:	INFO	:	Epoch 526 | loss: 0.00132894 | val_loss: 0.00135474 | Time: 1474.97 ms
[2020-12-18 12:40:32	                main:581]	:	INFO	:	Epoch 527 | loss: 0.00131567 | val_loss: 0.00136507 | Time: 1458.35 ms
[2020-12-18 12:40:33	                main:581]	:	INFO	:	Epoch 528 | loss: 0.0013478 | val_loss: 0.00137216 | Time: 1461.52 ms
[2020-12-18 12:40:35	                main:581]	:	INFO	:	Epoch 529 | loss: 0.00132075 | val_loss: 0.00135869 | Time: 1459.26 ms
[2020-12-18 12:40:36	                main:581]	:	INFO	:	Epoch 530 | loss: 0.00131286 | val_loss: 0.00135325 | Time: 1457.47 ms
[2020-12-18 12:40:38	                main:581]	:	INFO	:	Epoch 531 | loss: 0.00131607 | val_loss: 0.00139269 | Time: 1481.75 ms
[2020-12-18 12:40:39	                main:581]	:	INFO	:	Epoch 532 | loss: 0.00134282 | val_loss: 0.00137414 | Time: 1492.61 ms
[2020-12-18 12:40:41	                main:581]	:	INFO	:	Epoch 533 | loss: 0.00131862 | val_loss: 0.00135865 | Time: 1477.31 ms
[2020-12-18 12:40:42	                main:581]	:	INFO	:	Epoch 534 | loss: 0.00131756 | val_loss: 0.00136265 | Time: 1489.17 ms
[2020-12-18 12:40:43	                main:581]	:	INFO	:	Epoch 535 | loss: 0.0013139 | val_loss: 0.00135798 | Time: 1476.02 ms
[2020-12-18 12:40:45	                main:581]	:	INFO	:	Epoch 536 | loss: 0.00134749 | val_loss: 0.00135462 | Time: 1469.98 ms
[2020-12-18 12:40:46	                main:581]	:	INFO	:	Epoch 537 | loss: 0.00131658 | val_loss: 0.00135632 | Time: 1476.92 ms
[2020-12-18 12:40:48	                main:581]	:	INFO	:	Epoch 538 | loss: 0.00132045 | val_loss: 0.00136003 | Time: 1424.7 ms
[2020-12-18 12:40:49	                main:581]	:	INFO	:	Epoch 539 | loss: 0.00130991 | val_loss: 0.0013561 | Time: 1451.44 ms
[2020-12-18 12:40:51	                main:581]	:	INFO	:	Epoch 540 | loss: 0.0013234 | val_loss: 0.00142797 | Time: 1457.39 ms
[2020-12-18 12:40:52	                main:581]	:	INFO	:	Epoch 541 | loss: 0.0013596 | val_loss: 0.00137595 | Time: 1423.81 ms
[2020-12-18 12:40:54	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00132208 | val_loss: 0.00137809 | Time: 1421.49 ms
[2020-12-18 12:40:55	                main:581]	:	INFO	:	Epoch 543 | loss: 0.00132184 | val_loss: 0.00136877 | Time: 1441.89 ms
[2020-12-18 12:40:56	                main:581]	:	INFO	:	Epoch 544 | loss: 0.00131511 | val_loss: 0.00136039 | Time: 1424.35 ms
[2020-12-18 12:40:58	                main:581]	:	INFO	:	Epoch 545 | loss: 0.00133631 | val_loss: 0.00136771 | Time: 1457.48 ms
[2020-12-18 12:40:59	                main:581]	:	INFO	:	Epoch 546 | loss: 0.00132345 | val_loss: 0.00135966 | Time: 1452.2 ms
[2020-12-18 12:41:01	                main:581]	:	INFO	:	Epoch 547 | loss: 0.00131662 | val_loss: 0.00135894 | Time: 1429.53 ms
[2020-12-18 12:41:02	                main:581]	:	INFO	:	Epoch 548 | loss: 0.00133308 | val_loss: 0.00137165 | Time: 1435.32 ms
[2020-12-18 12:41:04	                main:581]	:	INFO	:	Epoch 549 | loss: 0.00132418 | val_loss: 0.00136433 | Time: 1422.74 ms
[2020-12-18 12:41:05	                main:581]	:	INFO	:	Epoch 550 | loss: 0.00131281 | val_loss: 0.00135725 | Time: 1431.78 ms
[2020-12-18 12:41:07	                main:581]	:	INFO	:	Epoch 551 | loss: 0.00131139 | val_loss: 0.0013595 | Time: 1406.67 ms
[2020-12-18 12:41:08	                main:581]	:	INFO	:	Epoch 552 | loss: 0.00134444 | val_loss: 0.0013873 | Time: 1384.15 ms
[2020-12-18 12:41:09	                main:581]	:	INFO	:	Epoch 553 | loss: 0.00132266 | val_loss: 0.00136093 | Time: 1418.58 ms
[2020-12-18 12:41:11	                main:581]	:	INFO	:	Epoch 554 | loss: 0.00131422 | val_loss: 0.0013528 | Time: 1420.98 ms
[2020-12-18 12:41:12	                main:581]	:	INFO	:	Epoch 555 | loss: 0.0013132 | val_loss: 0.00135061 | Time: 1414.83 ms
[2020-12-18 12:41:14	                main:581]	:	INFO	:	Epoch 556 | loss: 0.0013409 | val_loss: 0.00143922 | Time: 1420.17 ms
[2020-12-18 12:41:15	                main:581]	:	INFO	:	Epoch 557 | loss: 0.00134452 | val_loss: 0.00136065 | Time: 1415.28 ms
[2020-12-18 12:41:16	                main:581]	:	INFO	:	Epoch 558 | loss: 0.00131882 | val_loss: 0.00136065 | Time: 1403.7 ms
[2020-12-18 12:41:18	                main:581]	:	INFO	:	Epoch 559 | loss: 0.00131261 | val_loss: 0.00134741 | Time: 1426.34 ms
[2020-12-18 12:41:19	                main:581]	:	INFO	:	Epoch 560 | loss: 0.0013121 | val_loss: 0.00136204 | Time: 1407.37 ms
[2020-12-18 12:41:21	                main:581]	:	INFO	:	Epoch 561 | loss: 0.00133326 | val_loss: 0.00136112 | Time: 1410.12 ms
[2020-12-18 12:41:22	                main:581]	:	INFO	:	Epoch 562 | loss: 0.00132266 | val_loss: 0.00135446 | Time: 1408.75 ms
[2020-12-18 12:41:23	                main:581]	:	INFO	:	Epoch 563 | loss: 0.00131686 | val_loss: 0.00135733 | Time: 1400.79 ms
[2020-12-18 12:41:25	                main:581]	:	INFO	:	Epoch 564 | loss: 0.00134715 | val_loss: 0.00138262 | Time: 1417.4 ms
[2020-12-18 12:41:26	                main:581]	:	INFO	:	Epoch 565 | loss: 0.00132463 | val_loss: 0.0013524 | Time: 1406.8 ms
[2020-12-18 12:41:28	                main:581]	:	INFO	:	Epoch 566 | loss: 0.00131512 | val_loss: 0.00135358 | Time: 1425.12 ms
[2020-12-18 12:41:29	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00131186 | val_loss: 0.00135618 | Time: 1412.21 ms
[2020-12-18 12:41:31	                main:581]	:	INFO	:	Epoch 568 | loss: 0.00131345 | val_loss: 0.00137265 | Time: 1427.65 ms
[2020-12-18 12:41:32	                main:581]	:	INFO	:	Epoch 569 | loss: 0.00141516 | val_loss: 0.00141051 | Time: 1492.18 ms
[2020-12-18 12:41:33	                main:581]	:	INFO	:	Epoch 570 | loss: 0.00133532 | val_loss: 0.00135969 | Time: 1444.24 ms
[2020-12-18 12:41:35	                main:581]	:	INFO	:	Epoch 571 | loss: 0.00131318 | val_loss: 0.00134818 | Time: 1411.52 ms
[2020-12-18 12:41:36	                main:581]	:	INFO	:	Epoch 572 | loss: 0.00131044 | val_loss: 0.00134903 | Time: 1434.64 ms
[2020-12-18 12:41:38	                main:581]	:	INFO	:	Epoch 573 | loss: 0.00131331 | val_loss: 0.00134649 | Time: 1476.71 ms
[2020-12-18 12:41:39	                main:581]	:	INFO	:	Epoch 574 | loss: 0.00131549 | val_loss: 0.00135848 | Time: 1494.51 ms
[2020-12-18 12:41:41	                main:581]	:	INFO	:	Epoch 575 | loss: 0.00131389 | val_loss: 0.00134854 | Time: 1423.14 ms
[2020-12-18 12:41:42	                main:581]	:	INFO	:	Epoch 576 | loss: 0.00131004 | val_loss: 0.00136015 | Time: 1459.87 ms
[2020-12-18 12:41:44	                main:581]	:	INFO	:	Epoch 577 | loss: 0.00134911 | val_loss: 0.0013797 | Time: 1431.35 ms
[2020-12-18 12:41:45	                main:581]	:	INFO	:	Epoch 578 | loss: 0.00132221 | val_loss: 0.0013539 | Time: 1455.36 ms
[2020-12-18 12:41:47	                main:581]	:	INFO	:	Epoch 579 | loss: 0.00131089 | val_loss: 0.00135169 | Time: 1450.37 ms
[2020-12-18 12:41:48	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00131087 | val_loss: 0.00136144 | Time: 1443.14 ms
[2020-12-18 12:41:49	                main:581]	:	INFO	:	Epoch 581 | loss: 0.00137281 | val_loss: 0.00138389 | Time: 1443.25 ms
[2020-12-18 12:41:51	                main:581]	:	INFO	:	Epoch 582 | loss: 0.00133261 | val_loss: 0.00137219 | Time: 1473.25 ms
[2020-12-18 12:41:52	                main:581]	:	INFO	:	Epoch 583 | loss: 0.00131509 | val_loss: 0.00135601 | Time: 1478.04 ms
[2020-12-18 12:41:54	                main:581]	:	INFO	:	Epoch 584 | loss: 0.0013101 | val_loss: 0.00135452 | Time: 1462.54 ms
[2020-12-18 12:41:55	                main:581]	:	INFO	:	Epoch 585 | loss: 0.0013086 | val_loss: 0.00135446 | Time: 1441.29 ms
[2020-12-18 12:41:57	                main:581]	:	INFO	:	Epoch 586 | loss: 0.00132636 | val_loss: 0.00141315 | Time: 1409.82 ms
[2020-12-18 12:41:58	                main:581]	:	INFO	:	Epoch 587 | loss: 0.00133413 | val_loss: 0.00136121 | Time: 1412.86 ms
[2020-12-18 12:41:59	                main:581]	:	INFO	:	Epoch 588 | loss: 0.00132019 | val_loss: 0.00137261 | Time: 1410.99 ms
[2020-12-18 12:42:01	                main:581]	:	INFO	:	Epoch 589 | loss: 0.00131836 | val_loss: 0.00135578 | Time: 1395.88 ms
[2020-12-18 12:42:02	                main:581]	:	INFO	:	Epoch 590 | loss: 0.00130902 | val_loss: 0.00136213 | Time: 1415.28 ms
[2020-12-18 12:42:04	                main:581]	:	INFO	:	Epoch 591 | loss: 0.00137564 | val_loss: 0.00141326 | Time: 1413.75 ms
[2020-12-18 12:42:05	                main:581]	:	INFO	:	Epoch 592 | loss: 0.00133495 | val_loss: 0.00136475 | Time: 1424.1 ms
[2020-12-18 12:42:07	                main:581]	:	INFO	:	Epoch 593 | loss: 0.00131554 | val_loss: 0.00135516 | Time: 1457.16 ms
[2020-12-18 12:42:08	                main:581]	:	INFO	:	Epoch 594 | loss: 0.00130869 | val_loss: 0.00135439 | Time: 1426.88 ms
[2020-12-18 12:42:09	                main:581]	:	INFO	:	Epoch 595 | loss: 0.00130885 | val_loss: 0.00135688 | Time: 1403.16 ms
[2020-12-18 12:42:11	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00130958 | val_loss: 0.00135699 | Time: 1455.26 ms
[2020-12-18 12:42:12	                main:581]	:	INFO	:	Epoch 597 | loss: 0.00134497 | val_loss: 0.00136245 | Time: 1490.39 ms
[2020-12-18 12:42:14	                main:581]	:	INFO	:	Epoch 598 | loss: 0.00132167 | val_loss: 0.00135804 | Time: 1461.14 ms
[2020-12-18 12:42:15	                main:581]	:	INFO	:	Epoch 599 | loss: 0.00131431 | val_loss: 0.00135996 | Time: 1452.23 ms
[2020-12-18 12:42:17	                main:581]	:	INFO	:	Epoch 600 | loss: 0.00131604 | val_loss: 0.00137632 | Time: 1443.89 ms
[2020-12-18 12:42:18	                main:581]	:	INFO	:	Epoch 601 | loss: 0.00132067 | val_loss: 0.00137459 | Time: 1425.1 ms
[2020-12-18 12:42:20	                main:581]	:	INFO	:	Epoch 602 | loss: 0.00133693 | val_loss: 0.00136802 | Time: 1443.65 ms
[2020-12-18 12:42:21	                main:581]	:	INFO	:	Epoch 603 | loss: 0.00131744 | val_loss: 0.00136789 | Time: 1450.08 ms
[2020-12-18 12:42:23	                main:581]	:	INFO	:	Epoch 604 | loss: 0.00131858 | val_loss: 0.00138759 | Time: 1481.94 ms
[2020-12-18 12:42:24	                main:581]	:	INFO	:	Epoch 605 | loss: 0.00134279 | val_loss: 0.00136874 | Time: 1493.45 ms
[2020-12-18 12:42:26	                main:581]	:	INFO	:	Epoch 606 | loss: 0.00132263 | val_loss: 0.00136237 | Time: 1475.99 ms
[2020-12-18 12:42:27	                main:581]	:	INFO	:	Epoch 607 | loss: 0.00132735 | val_loss: 0.00137423 | Time: 1497.98 ms
[2020-12-18 12:42:28	                main:581]	:	INFO	:	Epoch 608 | loss: 0.001321 | val_loss: 0.00135996 | Time: 1483.84 ms
[2020-12-18 12:42:30	                main:581]	:	INFO	:	Epoch 609 | loss: 0.00132253 | val_loss: 0.00138354 | Time: 1456.75 ms
[2020-12-18 12:42:31	                main:581]	:	INFO	:	Epoch 610 | loss: 0.00132451 | val_loss: 0.00135814 | Time: 1455.33 ms
[2020-12-18 12:42:33	                main:581]	:	INFO	:	Epoch 611 | loss: 0.00132224 | val_loss: 0.00140914 | Time: 1422.96 ms
[2020-12-18 12:42:34	                main:581]	:	INFO	:	Epoch 612 | loss: 0.00136962 | val_loss: 0.00138092 | Time: 1428.29 ms
[2020-12-18 12:42:36	                main:581]	:	INFO	:	Epoch 613 | loss: 0.00132118 | val_loss: 0.00136233 | Time: 1407.4 ms
[2020-12-18 12:42:37	                main:581]	:	INFO	:	Epoch 614 | loss: 0.00131331 | val_loss: 0.00135377 | Time: 1435.74 ms
[2020-12-18 12:42:39	                main:581]	:	INFO	:	Epoch 615 | loss: 0.0013126 | val_loss: 0.00135248 | Time: 1430.91 ms
[2020-12-18 12:42:40	                main:581]	:	INFO	:	Epoch 616 | loss: 0.00130766 | val_loss: 0.00135326 | Time: 1432.61 ms
[2020-12-18 12:42:41	                main:581]	:	INFO	:	Epoch 617 | loss: 0.00134208 | val_loss: 0.0013698 | Time: 1434.7 ms
[2020-12-18 12:42:43	                main:581]	:	INFO	:	Epoch 618 | loss: 0.0013388 | val_loss: 0.00136384 | Time: 1433.31 ms
[2020-12-18 12:42:44	                main:581]	:	INFO	:	Epoch 619 | loss: 0.00131285 | val_loss: 0.00135817 | Time: 1425.46 ms
[2020-12-18 12:42:46	                main:581]	:	INFO	:	Epoch 620 | loss: 0.00133484 | val_loss: 0.00136703 | Time: 1416.8 ms
[2020-12-18 12:42:47	                main:581]	:	INFO	:	Epoch 621 | loss: 0.00131263 | val_loss: 0.00135834 | Time: 1432.3 ms
[2020-12-18 12:42:49	                main:581]	:	INFO	:	Epoch 622 | loss: 0.00130751 | val_loss: 0.00135129 | Time: 1399.99 ms
[2020-12-18 12:42:50	                main:581]	:	INFO	:	Epoch 623 | loss: 0.00130855 | val_loss: 0.00137721 | Time: 1418.73 ms
[2020-12-18 12:42:51	                main:581]	:	INFO	:	Epoch 624 | loss: 0.00134803 | val_loss: 0.00135781 | Time: 1404.96 ms
[2020-12-18 12:42:53	                main:581]	:	INFO	:	Epoch 625 | loss: 0.00131421 | val_loss: 0.00135592 | Time: 1435.59 ms
[2020-12-18 12:42:54	                main:581]	:	INFO	:	Epoch 626 | loss: 0.0013101 | val_loss: 0.00135117 | Time: 1448.88 ms
[2020-12-18 12:42:56	                main:581]	:	INFO	:	Epoch 627 | loss: 0.00130623 | val_loss: 0.00136148 | Time: 1447.69 ms
[2020-12-18 12:42:57	                main:581]	:	INFO	:	Epoch 628 | loss: 0.00135053 | val_loss: 0.00135846 | Time: 1456.22 ms
[2020-12-18 12:42:59	                main:581]	:	INFO	:	Epoch 629 | loss: 0.0013248 | val_loss: 0.00136226 | Time: 1471.85 ms
[2020-12-18 12:43:00	                main:581]	:	INFO	:	Epoch 630 | loss: 0.00131029 | val_loss: 0.00135382 | Time: 1439.71 ms
[2020-12-18 12:43:01	                main:581]	:	INFO	:	Epoch 631 | loss: 0.00130753 | val_loss: 0.0013492 | Time: 1457.23 ms
[2020-12-18 12:43:03	                main:581]	:	INFO	:	Epoch 632 | loss: 0.00132591 | val_loss: 0.00148574 | Time: 1472.3 ms
[2020-12-18 12:43:04	                main:581]	:	INFO	:	Epoch 633 | loss: 0.00136186 | val_loss: 0.00136973 | Time: 1445.64 ms
[2020-12-18 12:43:06	                main:581]	:	INFO	:	Epoch 634 | loss: 0.00131334 | val_loss: 0.00135391 | Time: 1456.84 ms
[2020-12-18 12:43:07	                main:581]	:	INFO	:	Epoch 635 | loss: 0.00130748 | val_loss: 0.00135462 | Time: 1455.23 ms
[2020-12-18 12:43:09	                main:581]	:	INFO	:	Epoch 636 | loss: 0.0013184 | val_loss: 0.00141397 | Time: 1452.6 ms
[2020-12-18 12:43:10	                main:581]	:	INFO	:	Epoch 637 | loss: 0.00135304 | val_loss: 0.00136393 | Time: 1462.26 ms
[2020-12-18 12:43:12	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0013134 | val_loss: 0.00135384 | Time: 1475.55 ms
[2020-12-18 12:43:13	                main:581]	:	INFO	:	Epoch 639 | loss: 0.00130938 | val_loss: 0.00135569 | Time: 1456.85 ms
[2020-12-18 12:43:15	                main:581]	:	INFO	:	Epoch 640 | loss: 0.0013115 | val_loss: 0.00136594 | Time: 1438.28 ms
[2020-12-18 12:43:16	                main:581]	:	INFO	:	Epoch 641 | loss: 0.00131708 | val_loss: 0.00135448 | Time: 1465.73 ms
[2020-12-18 12:43:18	                main:581]	:	INFO	:	Epoch 642 | loss: 0.00132111 | val_loss: 0.00141804 | Time: 1477.13 ms
[2020-12-18 12:43:19	                main:581]	:	INFO	:	Epoch 643 | loss: 0.00133157 | val_loss: 0.00136028 | Time: 1458.14 ms
[2020-12-18 12:43:20	                main:581]	:	INFO	:	Epoch 644 | loss: 0.00131478 | val_loss: 0.00136551 | Time: 1481.05 ms
[2020-12-18 12:43:22	                main:581]	:	INFO	:	Epoch 645 | loss: 0.00131418 | val_loss: 0.00135876 | Time: 1485.55 ms
[2020-12-18 12:43:23	                main:581]	:	INFO	:	Epoch 646 | loss: 0.00131018 | val_loss: 0.00136222 | Time: 1466.06 ms
[2020-12-18 12:43:25	                main:581]	:	INFO	:	Epoch 647 | loss: 0.00135726 | val_loss: 0.00138742 | Time: 1478.66 ms
[2020-12-18 12:43:26	                main:581]	:	INFO	:	Epoch 648 | loss: 0.00132388 | val_loss: 0.00135492 | Time: 1447.76 ms
[2020-12-18 12:43:28	                main:581]	:	INFO	:	Epoch 649 | loss: 0.00130791 | val_loss: 0.00135208 | Time: 1489.71 ms
[2020-12-18 12:43:29	                main:581]	:	INFO	:	Epoch 650 | loss: 0.00131985 | val_loss: 0.00136341 | Time: 1454.11 ms
[2020-12-18 12:43:31	                main:581]	:	INFO	:	Epoch 651 | loss: 0.00132125 | val_loss: 0.00137576 | Time: 1466.43 ms
[2020-12-18 12:43:32	                main:581]	:	INFO	:	Epoch 652 | loss: 0.00131393 | val_loss: 0.00135522 | Time: 1455.17 ms
[2020-12-18 12:43:34	                main:581]	:	INFO	:	Epoch 653 | loss: 0.00132318 | val_loss: 0.00141926 | Time: 1466.47 ms
[2020-12-18 12:43:35	                main:581]	:	INFO	:	Epoch 654 | loss: 0.00134187 | val_loss: 0.00136189 | Time: 1437.13 ms
[2020-12-18 12:43:37	                main:581]	:	INFO	:	Epoch 655 | loss: 0.00131226 | val_loss: 0.00135893 | Time: 1422.33 ms
[2020-12-18 12:43:38	                main:581]	:	INFO	:	Epoch 656 | loss: 0.00130857 | val_loss: 0.00135738 | Time: 1448.8 ms
[2020-12-18 12:43:39	                main:581]	:	INFO	:	Epoch 657 | loss: 0.00134402 | val_loss: 0.00135432 | Time: 1459.34 ms
[2020-12-18 12:43:41	                main:581]	:	INFO	:	Epoch 658 | loss: 0.00131998 | val_loss: 0.00135868 | Time: 1509.49 ms
[2020-12-18 12:43:42	                main:581]	:	INFO	:	Epoch 659 | loss: 0.00130784 | val_loss: 0.00135052 | Time: 1453.33 ms
[2020-12-18 12:43:44	                main:581]	:	INFO	:	Epoch 660 | loss: 0.00131291 | val_loss: 0.00135961 | Time: 1477.82 ms
[2020-12-18 12:43:45	                main:581]	:	INFO	:	Epoch 661 | loss: 0.00264896 | val_loss: 0.014703 | Time: 1458.14 ms
[2020-12-18 12:43:47	                main:581]	:	INFO	:	Epoch 662 | loss: 0.00810141 | val_loss: 0.00397628 | Time: 1471.89 ms
[2020-12-18 12:43:48	                main:581]	:	INFO	:	Epoch 663 | loss: 0.00277321 | val_loss: 0.00209406 | Time: 1444.1 ms
[2020-12-18 12:43:50	                main:581]	:	INFO	:	Epoch 664 | loss: 0.00177387 | val_loss: 0.00163758 | Time: 1448.74 ms
[2020-12-18 12:43:51	                main:581]	:	INFO	:	Epoch 665 | loss: 0.00152114 | val_loss: 0.00151516 | Time: 1461.81 ms
[2020-12-18 12:43:53	                main:581]	:	INFO	:	Epoch 666 | loss: 0.00145761 | val_loss: 0.00147351 | Time: 1441.09 ms
[2020-12-18 12:43:54	                main:581]	:	INFO	:	Epoch 667 | loss: 0.00142218 | val_loss: 0.00145234 | Time: 1443.58 ms
[2020-12-18 12:43:56	                main:581]	:	INFO	:	Epoch 668 | loss: 0.00140695 | val_loss: 0.00143933 | Time: 1456.52 ms
[2020-12-18 12:43:57	                main:581]	:	INFO	:	Epoch 669 | loss: 0.00139873 | val_loss: 0.00142872 | Time: 1436.04 ms
[2020-12-18 12:43:58	                main:581]	:	INFO	:	Epoch 670 | loss: 0.00139275 | val_loss: 0.00142491 | Time: 1436.3 ms
[2020-12-18 12:44:00	                main:581]	:	INFO	:	Epoch 671 | loss: 0.00139074 | val_loss: 0.00141893 | Time: 1471.58 ms
[2020-12-18 12:44:01	                main:581]	:	INFO	:	Epoch 672 | loss: 0.00138344 | val_loss: 0.00141605 | Time: 1449.71 ms
[2020-12-18 12:44:03	                main:581]	:	INFO	:	Epoch 673 | loss: 0.00137911 | val_loss: 0.00141105 | Time: 1464.48 ms
[2020-12-18 12:44:04	                main:581]	:	INFO	:	Epoch 674 | loss: 0.00137793 | val_loss: 0.00140837 | Time: 1463.44 ms
[2020-12-18 12:44:06	                main:581]	:	INFO	:	Epoch 675 | loss: 0.00137682 | val_loss: 0.00140815 | Time: 1474.25 ms
[2020-12-18 12:44:07	                main:581]	:	INFO	:	Epoch 676 | loss: 0.00137641 | val_loss: 0.00140682 | Time: 1493.66 ms
[2020-12-18 12:44:09	                main:581]	:	INFO	:	Epoch 677 | loss: 0.00137632 | val_loss: 0.00140871 | Time: 1485.58 ms
[2020-12-18 12:44:10	                main:581]	:	INFO	:	Epoch 678 | loss: 0.00137556 | val_loss: 0.00141349 | Time: 1489.66 ms
[2020-12-18 12:44:12	                main:581]	:	INFO	:	Epoch 679 | loss: 0.00136848 | val_loss: 0.00139111 | Time: 1496.92 ms
[2020-12-18 12:44:13	                main:581]	:	INFO	:	Epoch 680 | loss: 0.00138531 | val_loss: 0.00142238 | Time: 1445.87 ms
[2020-12-18 12:44:15	                main:581]	:	INFO	:	Epoch 681 | loss: 0.00137201 | val_loss: 0.0014032 | Time: 1435.6 ms
[2020-12-18 12:44:16	                main:581]	:	INFO	:	Epoch 682 | loss: 0.00136875 | val_loss: 0.00140063 | Time: 1417.2 ms
[2020-12-18 12:44:17	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00136199 | val_loss: 0.00140804 | Time: 1433.88 ms
[2020-12-18 12:44:19	                main:581]	:	INFO	:	Epoch 684 | loss: 0.00138316 | val_loss: 0.00144378 | Time: 1432.71 ms
[2020-12-18 12:44:20	                main:581]	:	INFO	:	Epoch 685 | loss: 0.00136997 | val_loss: 0.00140373 | Time: 1441.03 ms
[2020-12-18 12:44:22	                main:581]	:	INFO	:	Epoch 686 | loss: 0.00136213 | val_loss: 0.00140921 | Time: 1423.7 ms
[2020-12-18 12:44:23	                main:581]	:	INFO	:	Epoch 687 | loss: 0.00137001 | val_loss: 0.00139487 | Time: 1424.96 ms
[2020-12-18 12:44:25	                main:581]	:	INFO	:	Epoch 688 | loss: 0.00134413 | val_loss: 0.00138131 | Time: 1407.43 ms
[2020-12-18 12:44:26	                main:581]	:	INFO	:	Epoch 689 | loss: 0.00133226 | val_loss: 0.0013639 | Time: 1413.14 ms
[2020-12-18 12:44:27	                main:581]	:	INFO	:	Epoch 690 | loss: 0.00132129 | val_loss: 0.0013639 | Time: 1436.86 ms
[2020-12-18 12:44:29	                main:581]	:	INFO	:	Epoch 691 | loss: 0.001332 | val_loss: 0.00147219 | Time: 1444.02 ms
[2020-12-18 12:44:30	                main:581]	:	INFO	:	Epoch 692 | loss: 0.00135665 | val_loss: 0.00138034 | Time: 1439.25 ms
[2020-12-18 12:44:32	                main:581]	:	INFO	:	Epoch 693 | loss: 0.00132363 | val_loss: 0.0013637 | Time: 1436.14 ms
[2020-12-18 12:44:33	                main:581]	:	INFO	:	Epoch 694 | loss: 0.00131882 | val_loss: 0.00136013 | Time: 1430.43 ms
[2020-12-18 12:44:35	                main:581]	:	INFO	:	Epoch 695 | loss: 0.00131654 | val_loss: 0.00136608 | Time: 1420.59 ms
[2020-12-18 12:44:36	                main:581]	:	INFO	:	Epoch 696 | loss: 0.00133186 | val_loss: 0.00135872 | Time: 1426.74 ms
[2020-12-18 12:44:37	                main:581]	:	INFO	:	Epoch 697 | loss: 0.00132826 | val_loss: 0.00136799 | Time: 1419.1 ms
[2020-12-18 12:44:39	                main:581]	:	INFO	:	Epoch 698 | loss: 0.00132062 | val_loss: 0.00136356 | Time: 1422.06 ms
[2020-12-18 12:44:40	                main:581]	:	INFO	:	Epoch 699 | loss: 0.00131814 | val_loss: 0.00137923 | Time: 1413.09 ms
[2020-12-18 12:44:42	                main:581]	:	INFO	:	Epoch 700 | loss: 0.00133211 | val_loss: 0.00135912 | Time: 1416.68 ms
[2020-12-18 12:44:43	                main:581]	:	INFO	:	Epoch 701 | loss: 0.00132285 | val_loss: 0.0013599 | Time: 1403.42 ms
[2020-12-18 12:44:45	                main:581]	:	INFO	:	Epoch 702 | loss: 0.00131477 | val_loss: 0.00135544 | Time: 1421 ms
[2020-12-18 12:44:46	                main:581]	:	INFO	:	Epoch 703 | loss: 0.00135677 | val_loss: 0.00143876 | Time: 1411.51 ms
[2020-12-18 12:44:47	                main:581]	:	INFO	:	Epoch 704 | loss: 0.00134034 | val_loss: 0.00136168 | Time: 1430.41 ms
[2020-12-18 12:44:49	                main:581]	:	INFO	:	Epoch 705 | loss: 0.00132036 | val_loss: 0.00133834 | Time: 1418.06 ms
[2020-12-18 12:44:50	                main:581]	:	INFO	:	Epoch 706 | loss: 0.00131302 | val_loss: 0.00135698 | Time: 1430.96 ms
[2020-12-18 12:44:52	                main:581]	:	INFO	:	Epoch 707 | loss: 0.00131634 | val_loss: 0.00134946 | Time: 1418.66 ms
[2020-12-18 12:44:53	                main:581]	:	INFO	:	Epoch 708 | loss: 0.00133226 | val_loss: 0.00133849 | Time: 1408.19 ms
[2020-12-18 12:44:54	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00131522 | val_loss: 0.00135248 | Time: 1417.32 ms
[2020-12-18 12:44:56	                main:581]	:	INFO	:	Epoch 710 | loss: 0.00131045 | val_loss: 0.00134235 | Time: 1421.46 ms
[2020-12-18 12:44:57	                main:581]	:	INFO	:	Epoch 711 | loss: 0.00134219 | val_loss: 0.00135091 | Time: 1439.44 ms
[2020-12-18 12:44:59	                main:581]	:	INFO	:	Epoch 712 | loss: 0.00131386 | val_loss: 0.00134694 | Time: 1426.04 ms
[2020-12-18 12:45:00	                main:581]	:	INFO	:	Epoch 713 | loss: 0.00130684 | val_loss: 0.00134522 | Time: 1474.68 ms
[2020-12-18 12:45:02	                main:581]	:	INFO	:	Epoch 714 | loss: 0.00131129 | val_loss: 0.00141333 | Time: 1470.04 ms
[2020-12-18 12:45:03	                main:581]	:	INFO	:	Epoch 715 | loss: 0.0013727 | val_loss: 0.00138462 | Time: 1492.33 ms
[2020-12-18 12:45:05	                main:581]	:	INFO	:	Epoch 716 | loss: 0.00131602 | val_loss: 0.00134972 | Time: 1457.37 ms
[2020-12-18 12:45:06	                main:581]	:	INFO	:	Epoch 717 | loss: 0.00130722 | val_loss: 0.00134852 | Time: 1485.55 ms
[2020-12-18 12:45:08	                main:581]	:	INFO	:	Epoch 718 | loss: 0.0013052 | val_loss: 0.00134509 | Time: 1488.03 ms
[2020-12-18 12:45:09	                main:581]	:	INFO	:	Epoch 719 | loss: 0.00130436 | val_loss: 0.00134687 | Time: 1400.98 ms
[2020-12-18 12:45:10	                main:581]	:	INFO	:	Epoch 720 | loss: 0.0013412 | val_loss: 0.00140466 | Time: 1433.54 ms
[2020-12-18 12:45:12	                main:581]	:	INFO	:	Epoch 721 | loss: 0.00132016 | val_loss: 0.00134562 | Time: 1416.43 ms
[2020-12-18 12:45:13	                main:581]	:	INFO	:	Epoch 722 | loss: 0.00130812 | val_loss: 0.0013469 | Time: 1510.1 ms
[2020-12-18 12:45:15	                main:581]	:	INFO	:	Epoch 723 | loss: 0.00131409 | val_loss: 0.00135139 | Time: 1474.27 ms
[2020-12-18 12:45:16	                main:581]	:	INFO	:	Epoch 724 | loss: 0.00130924 | val_loss: 0.00135414 | Time: 1455.19 ms
[2020-12-18 12:45:18	                main:581]	:	INFO	:	Epoch 725 | loss: 0.00134735 | val_loss: 0.00134839 | Time: 1468.07 ms
[2020-12-18 12:45:19	                main:581]	:	INFO	:	Epoch 726 | loss: 0.00132117 | val_loss: 0.00135524 | Time: 1409.75 ms
[2020-12-18 12:45:21	                main:581]	:	INFO	:	Epoch 727 | loss: 0.00131109 | val_loss: 0.00134784 | Time: 1466.02 ms
[2020-12-18 12:45:22	                main:581]	:	INFO	:	Epoch 728 | loss: 0.00130613 | val_loss: 0.00134988 | Time: 1473.03 ms
[2020-12-18 12:45:24	                main:581]	:	INFO	:	Epoch 729 | loss: 0.00137209 | val_loss: 0.00140114 | Time: 1487.44 ms
[2020-12-18 12:45:25	                main:581]	:	INFO	:	Epoch 730 | loss: 0.00134087 | val_loss: 0.00134991 | Time: 1450.95 ms
[2020-12-18 12:45:26	                main:581]	:	INFO	:	Epoch 731 | loss: 0.00131681 | val_loss: 0.00134259 | Time: 1433 ms
[2020-12-18 12:45:28	                main:581]	:	INFO	:	Epoch 732 | loss: 0.00131709 | val_loss: 0.00138484 | Time: 1464.64 ms
[2020-12-18 12:45:29	                main:581]	:	INFO	:	Epoch 733 | loss: 0.00137932 | val_loss: 0.00137223 | Time: 1442.31 ms
[2020-12-18 12:45:31	                main:581]	:	INFO	:	Epoch 734 | loss: 0.00132542 | val_loss: 0.00134009 | Time: 1436.2 ms
[2020-12-18 12:45:32	                main:581]	:	INFO	:	Epoch 735 | loss: 0.00131149 | val_loss: 0.00133519 | Time: 1449.73 ms
[2020-12-18 12:45:34	                main:581]	:	INFO	:	Epoch 736 | loss: 0.00130708 | val_loss: 0.00133374 | Time: 1429.13 ms
[2020-12-18 12:45:35	                main:581]	:	INFO	:	Epoch 737 | loss: 0.00130566 | val_loss: 0.00133193 | Time: 1435.37 ms
[2020-12-18 12:45:37	                main:581]	:	INFO	:	Epoch 738 | loss: 0.00131599 | val_loss: 0.00142494 | Time: 1460.02 ms
[2020-12-18 12:45:38	                main:581]	:	INFO	:	Epoch 739 | loss: 0.00137435 | val_loss: 0.00136151 | Time: 1522.21 ms
[2020-12-18 12:45:40	                main:581]	:	INFO	:	Epoch 740 | loss: 0.0013152 | val_loss: 0.00135071 | Time: 1448.4 ms
[2020-12-18 12:45:41	                main:581]	:	INFO	:	Epoch 741 | loss: 0.00130689 | val_loss: 0.00135199 | Time: 1485.61 ms
[2020-12-18 12:45:43	                main:581]	:	INFO	:	Epoch 742 | loss: 0.00130674 | val_loss: 0.00134863 | Time: 1491.36 ms
[2020-12-18 12:45:44	                main:581]	:	INFO	:	Epoch 743 | loss: 0.00130424 | val_loss: 0.00135052 | Time: 1445.35 ms
[2020-12-18 12:45:45	                main:581]	:	INFO	:	Epoch 744 | loss: 0.00130945 | val_loss: 0.00135268 | Time: 1490.75 ms
[2020-12-18 12:45:47	                main:581]	:	INFO	:	Epoch 745 | loss: 0.00131197 | val_loss: 0.00137203 | Time: 1485.03 ms
[2020-12-18 12:45:48	                main:581]	:	INFO	:	Epoch 746 | loss: 0.00132222 | val_loss: 0.00134896 | Time: 1488.61 ms
[2020-12-18 12:45:50	                main:581]	:	INFO	:	Epoch 747 | loss: 0.00130383 | val_loss: 0.00134816 | Time: 1533.25 ms
[2020-12-18 12:45:51	                main:581]	:	INFO	:	Epoch 748 | loss: 0.00131192 | val_loss: 0.00137781 | Time: 1479.9 ms
[2020-12-18 12:45:53	                main:581]	:	INFO	:	Epoch 749 | loss: 0.00134471 | val_loss: 0.00136892 | Time: 1485.84 ms
[2020-12-18 12:45:54	                main:581]	:	INFO	:	Epoch 750 | loss: 0.00131779 | val_loss: 0.00133546 | Time: 1502.65 ms
[2020-12-18 12:45:56	                main:581]	:	INFO	:	Epoch 751 | loss: 0.00130728 | val_loss: 0.00135581 | Time: 1514.28 ms
[2020-12-18 12:45:57	                main:581]	:	INFO	:	Epoch 752 | loss: 0.00132152 | val_loss: 0.00141802 | Time: 1517.23 ms
[2020-12-18 12:45:59	                main:581]	:	INFO	:	Epoch 753 | loss: 0.00132944 | val_loss: 0.00134862 | Time: 1495.33 ms
[2020-12-18 12:46:00	                main:581]	:	INFO	:	Epoch 754 | loss: 0.00131273 | val_loss: 0.00135203 | Time: 1469.55 ms
[2020-12-18 12:46:02	                main:581]	:	INFO	:	Epoch 755 | loss: 0.001307 | val_loss: 0.00134667 | Time: 1494.89 ms
[2020-12-18 12:46:03	                main:581]	:	INFO	:	Epoch 756 | loss: 0.00130458 | val_loss: 0.00134602 | Time: 1505.22 ms
[2020-12-18 12:46:05	                main:581]	:	INFO	:	Epoch 757 | loss: 0.00131487 | val_loss: 0.00139812 | Time: 1492.47 ms
[2020-12-18 12:46:06	                main:581]	:	INFO	:	Epoch 758 | loss: 0.00134311 | val_loss: 0.00135904 | Time: 1471.2 ms
[2020-12-18 12:46:08	                main:581]	:	INFO	:	Epoch 759 | loss: 0.00195927 | val_loss: 0.00214663 | Time: 1500.15 ms
[2020-12-18 12:46:09	                main:581]	:	INFO	:	Epoch 760 | loss: 0.00164736 | val_loss: 0.00144406 | Time: 1491.13 ms
[2020-12-18 12:46:11	                main:581]	:	INFO	:	Epoch 761 | loss: 0.00139525 | val_loss: 0.00137934 | Time: 1450.52 ms
[2020-12-18 12:46:12	                main:581]	:	INFO	:	Epoch 762 | loss: 0.00133457 | val_loss: 0.00135212 | Time: 1463.37 ms
[2020-12-18 12:46:14	                main:581]	:	INFO	:	Epoch 763 | loss: 0.00132147 | val_loss: 0.00134398 | Time: 1453.43 ms
[2020-12-18 12:46:15	                main:581]	:	INFO	:	Epoch 764 | loss: 0.00131847 | val_loss: 0.00134514 | Time: 1428.35 ms
[2020-12-18 12:46:17	                main:581]	:	INFO	:	Epoch 765 | loss: 0.00131764 | val_loss: 0.00134093 | Time: 1436.65 ms
[2020-12-18 12:46:18	                main:581]	:	INFO	:	Epoch 766 | loss: 0.0013168 | val_loss: 0.00134147 | Time: 1467.71 ms
[2020-12-18 12:46:20	                main:581]	:	INFO	:	Epoch 767 | loss: 0.00131722 | val_loss: 0.0013544 | Time: 1474.25 ms
[2020-12-18 12:46:21	                main:581]	:	INFO	:	Epoch 768 | loss: 0.00137566 | val_loss: 0.00134423 | Time: 1533.07 ms
[2020-12-18 12:46:23	                main:581]	:	INFO	:	Epoch 769 | loss: 0.0013236 | val_loss: 0.00134482 | Time: 1510.79 ms
[2020-12-18 12:46:24	                main:581]	:	INFO	:	Epoch 770 | loss: 0.00131788 | val_loss: 0.00134366 | Time: 1489.49 ms
[2020-12-18 12:46:26	                main:581]	:	INFO	:	Epoch 771 | loss: 0.00131552 | val_loss: 0.00133646 | Time: 1436.41 ms
[2020-12-18 12:46:27	                main:581]	:	INFO	:	Epoch 772 | loss: 0.00131385 | val_loss: 0.00133824 | Time: 1435.31 ms
[2020-12-18 12:46:28	                main:581]	:	INFO	:	Epoch 773 | loss: 0.00131656 | val_loss: 0.00136223 | Time: 1426.09 ms
[2020-12-18 12:46:30	                main:581]	:	INFO	:	Epoch 774 | loss: 0.00140392 | val_loss: 0.00140191 | Time: 1422.53 ms
[2020-12-18 12:46:31	                main:581]	:	INFO	:	Epoch 775 | loss: 0.00133654 | val_loss: 0.00134727 | Time: 1432.93 ms
[2020-12-18 12:46:33	                main:581]	:	INFO	:	Epoch 776 | loss: 0.00131948 | val_loss: 0.00133984 | Time: 1433.51 ms
[2020-12-18 12:46:34	                main:581]	:	INFO	:	Epoch 777 | loss: 0.00131485 | val_loss: 0.00133865 | Time: 1442.89 ms
[2020-12-18 12:46:36	                main:581]	:	INFO	:	Epoch 778 | loss: 0.00131528 | val_loss: 0.00133751 | Time: 1467.26 ms
[2020-12-18 12:46:37	                main:581]	:	INFO	:	Epoch 779 | loss: 0.00131289 | val_loss: 0.00133563 | Time: 1475.42 ms
[2020-12-18 12:46:39	                main:581]	:	INFO	:	Epoch 780 | loss: 0.0013123 | val_loss: 0.00133797 | Time: 1494.63 ms
[2020-12-18 12:46:40	                main:581]	:	INFO	:	Epoch 781 | loss: 0.00132543 | val_loss: 0.00139682 | Time: 1518.37 ms
[2020-12-18 12:46:42	                main:581]	:	INFO	:	Epoch 782 | loss: 0.00133992 | val_loss: 0.00133997 | Time: 1511.55 ms
[2020-12-18 12:46:43	                main:581]	:	INFO	:	Epoch 783 | loss: 0.00131483 | val_loss: 0.00133639 | Time: 1463.82 ms
[2020-12-18 12:46:45	                main:581]	:	INFO	:	Epoch 784 | loss: 0.00131423 | val_loss: 0.00133946 | Time: 1564.51 ms
[2020-12-18 12:46:46	                main:581]	:	INFO	:	Epoch 785 | loss: 0.00132791 | val_loss: 0.00138663 | Time: 1567.81 ms
[2020-12-18 12:46:48	                main:581]	:	INFO	:	Epoch 786 | loss: 0.00133861 | val_loss: 0.00134269 | Time: 1515.99 ms
[2020-12-18 12:46:49	                main:581]	:	INFO	:	Epoch 787 | loss: 0.00131529 | val_loss: 0.00134139 | Time: 1475.02 ms
[2020-12-18 12:46:51	                main:581]	:	INFO	:	Epoch 788 | loss: 0.00131358 | val_loss: 0.00133699 | Time: 1483.23 ms
[2020-12-18 12:46:52	                main:581]	:	INFO	:	Epoch 789 | loss: 0.00132829 | val_loss: 0.00139809 | Time: 1447.18 ms
[2020-12-18 12:46:54	                main:581]	:	INFO	:	Epoch 790 | loss: 0.00134029 | val_loss: 0.00134064 | Time: 1461.04 ms
[2020-12-18 12:46:55	                main:581]	:	INFO	:	Epoch 791 | loss: 0.00131648 | val_loss: 0.0013363 | Time: 1441.39 ms
[2020-12-18 12:46:56	                main:581]	:	INFO	:	Epoch 792 | loss: 0.00131428 | val_loss: 0.00133914 | Time: 1455.41 ms
[2020-12-18 12:46:58	                main:581]	:	INFO	:	Epoch 793 | loss: 0.00131703 | val_loss: 0.00135692 | Time: 1447.65 ms
[2020-12-18 12:46:59	                main:581]	:	INFO	:	Epoch 794 | loss: 0.00134344 | val_loss: 0.00135701 | Time: 1437.36 ms
[2020-12-18 12:47:01	                main:581]	:	INFO	:	Epoch 795 | loss: 0.00131867 | val_loss: 0.00134134 | Time: 1481.12 ms
[2020-12-18 12:47:02	                main:581]	:	INFO	:	Epoch 796 | loss: 0.00131382 | val_loss: 0.00133702 | Time: 1499.07 ms
[2020-12-18 12:47:04	                main:581]	:	INFO	:	Epoch 797 | loss: 0.00131746 | val_loss: 0.00137074 | Time: 1503.45 ms
[2020-12-18 12:47:05	                main:581]	:	INFO	:	Epoch 798 | loss: 0.00137312 | val_loss: 0.0013466 | Time: 1453.12 ms
[2020-12-18 12:47:07	                main:581]	:	INFO	:	Epoch 799 | loss: 0.00132262 | val_loss: 0.00133978 | Time: 1472.91 ms
[2020-12-18 12:47:08	                main:581]	:	INFO	:	Epoch 800 | loss: 0.00131447 | val_loss: 0.00133879 | Time: 1518.47 ms
[2020-12-18 12:47:10	                main:581]	:	INFO	:	Epoch 801 | loss: 0.00131519 | val_loss: 0.00134162 | Time: 1505.76 ms
[2020-12-18 12:47:11	                main:581]	:	INFO	:	Epoch 802 | loss: 0.00131367 | val_loss: 0.00133888 | Time: 1513.16 ms
[2020-12-18 12:47:13	                main:581]	:	INFO	:	Epoch 803 | loss: 0.00131543 | val_loss: 0.0013536 | Time: 1462.22 ms
[2020-12-18 12:47:14	                main:581]	:	INFO	:	Epoch 804 | loss: 0.00136675 | val_loss: 0.00135508 | Time: 1489.9 ms
[2020-12-18 12:47:16	                main:581]	:	INFO	:	Epoch 805 | loss: 0.00131939 | val_loss: 0.00134075 | Time: 1479.03 ms
[2020-12-18 12:47:17	                main:581]	:	INFO	:	Epoch 806 | loss: 0.00131367 | val_loss: 0.00133964 | Time: 1495.09 ms
[2020-12-18 12:47:19	                main:581]	:	INFO	:	Epoch 807 | loss: 0.00131359 | val_loss: 0.00133514 | Time: 1459.99 ms
[2020-12-18 12:47:20	                main:581]	:	INFO	:	Epoch 808 | loss: 0.00131745 | val_loss: 0.00134533 | Time: 1470.74 ms
[2020-12-18 12:47:22	                main:581]	:	INFO	:	Epoch 809 | loss: 0.00132295 | val_loss: 0.00137675 | Time: 1489.48 ms
[2020-12-18 12:47:23	                main:581]	:	INFO	:	Epoch 810 | loss: 0.00133667 | val_loss: 0.00133745 | Time: 1465.28 ms
[2020-12-18 12:47:25	                main:581]	:	INFO	:	Epoch 811 | loss: 0.00131392 | val_loss: 0.00133875 | Time: 1465.74 ms
[2020-12-18 12:47:26	                main:581]	:	INFO	:	Epoch 812 | loss: 0.00131316 | val_loss: 0.00133853 | Time: 1436.07 ms
[2020-12-18 12:47:27	                main:581]	:	INFO	:	Epoch 813 | loss: 0.00131709 | val_loss: 0.00134131 | Time: 1443.71 ms
[2020-12-18 12:47:29	                main:581]	:	INFO	:	Epoch 814 | loss: 0.00135569 | val_loss: 0.0013712 | Time: 1413.9 ms
[2020-12-18 12:47:30	                main:581]	:	INFO	:	Epoch 815 | loss: 0.00132507 | val_loss: 0.00133807 | Time: 1431.89 ms
[2020-12-18 12:47:32	                main:581]	:	INFO	:	Epoch 816 | loss: 0.00131298 | val_loss: 0.00133926 | Time: 1433.29 ms
[2020-12-18 12:47:33	                main:581]	:	INFO	:	Epoch 817 | loss: 0.00131281 | val_loss: 0.00134145 | Time: 1428.3 ms
[2020-12-18 12:47:35	                main:581]	:	INFO	:	Epoch 818 | loss: 0.00133302 | val_loss: 0.00137935 | Time: 1421.24 ms
[2020-12-18 12:47:36	                main:581]	:	INFO	:	Epoch 819 | loss: 0.00132584 | val_loss: 0.00133951 | Time: 1498.34 ms
[2020-12-18 12:47:38	                main:581]	:	INFO	:	Epoch 820 | loss: 0.00132924 | val_loss: 0.00134016 | Time: 1542.92 ms
[2020-12-18 12:47:39	                main:581]	:	INFO	:	Epoch 821 | loss: 0.00131748 | val_loss: 0.00134042 | Time: 1468.72 ms
[2020-12-18 12:47:41	                main:581]	:	INFO	:	Epoch 822 | loss: 0.00132461 | val_loss: 0.00136691 | Time: 1465.37 ms
[2020-12-18 12:47:42	                main:581]	:	INFO	:	Epoch 823 | loss: 0.00132274 | val_loss: 0.001351 | Time: 1439.15 ms
[2020-12-18 12:47:44	                main:581]	:	INFO	:	Epoch 824 | loss: 0.00131808 | val_loss: 0.00134787 | Time: 1477.25 ms
[2020-12-18 12:47:45	                main:581]	:	INFO	:	Epoch 825 | loss: 0.00133611 | val_loss: 0.00134548 | Time: 1488.13 ms
[2020-12-18 12:47:46	                main:581]	:	INFO	:	Epoch 826 | loss: 0.00132167 | val_loss: 0.00133928 | Time: 1464.68 ms
[2020-12-18 12:47:48	                main:581]	:	INFO	:	Epoch 827 | loss: 0.00131864 | val_loss: 0.00137142 | Time: 1456.89 ms
[2020-12-18 12:47:49	                main:581]	:	INFO	:	Epoch 828 | loss: 0.0013234 | val_loss: 0.0013605 | Time: 1457.58 ms
[2020-12-18 12:47:51	                main:581]	:	INFO	:	Epoch 829 | loss: 0.0013284 | val_loss: 0.00134232 | Time: 1450.63 ms
[2020-12-18 12:47:52	                main:581]	:	INFO	:	Epoch 830 | loss: 0.00131616 | val_loss: 0.00133652 | Time: 1443.44 ms
[2020-12-18 12:47:54	                main:581]	:	INFO	:	Epoch 831 | loss: 0.00131793 | val_loss: 0.00139263 | Time: 1447.3 ms
[2020-12-18 12:47:55	                main:581]	:	INFO	:	Epoch 832 | loss: 0.00138298 | val_loss: 0.00136414 | Time: 1439.28 ms
[2020-12-18 12:47:57	                main:581]	:	INFO	:	Epoch 833 | loss: 0.00132339 | val_loss: 0.00134998 | Time: 1431.35 ms
[2020-12-18 12:47:58	                main:581]	:	INFO	:	Epoch 834 | loss: 0.00131521 | val_loss: 0.00133678 | Time: 1468.71 ms
[2020-12-18 12:48:00	                main:581]	:	INFO	:	Epoch 835 | loss: 0.00130946 | val_loss: 0.00134676 | Time: 1455.77 ms
[2020-12-18 12:48:01	                main:581]	:	INFO	:	Epoch 836 | loss: 0.00131625 | val_loss: 0.00134045 | Time: 1453.6 ms
[2020-12-18 12:48:02	                main:581]	:	INFO	:	Epoch 837 | loss: 0.00132087 | val_loss: 0.00137073 | Time: 1502.47 ms
[2020-12-18 12:48:04	                main:581]	:	INFO	:	Epoch 838 | loss: 0.00133492 | val_loss: 0.00135487 | Time: 1460.61 ms
[2020-12-18 12:48:05	                main:581]	:	INFO	:	Epoch 839 | loss: 0.00131614 | val_loss: 0.00133985 | Time: 1485.91 ms
[2020-12-18 12:48:07	                main:581]	:	INFO	:	Epoch 840 | loss: 0.00133551 | val_loss: 0.00134669 | Time: 1433.41 ms
[2020-12-18 12:48:08	                main:581]	:	INFO	:	Epoch 841 | loss: 0.00131969 | val_loss: 0.00134795 | Time: 1412.92 ms
[2020-12-18 12:48:10	                main:581]	:	INFO	:	Epoch 842 | loss: 0.00131151 | val_loss: 0.00133615 | Time: 1447.33 ms
[2020-12-18 12:48:11	                main:581]	:	INFO	:	Epoch 843 | loss: 0.00131968 | val_loss: 0.00138506 | Time: 1444.5 ms
[2020-12-18 12:48:13	                main:581]	:	INFO	:	Epoch 844 | loss: 0.00134111 | val_loss: 0.00134029 | Time: 1473.69 ms
[2020-12-18 12:48:14	                main:581]	:	INFO	:	Epoch 845 | loss: 0.00131411 | val_loss: 0.00134265 | Time: 1448.03 ms
[2020-12-18 12:48:16	                main:581]	:	INFO	:	Epoch 846 | loss: 0.00131166 | val_loss: 0.00133468 | Time: 1445.85 ms
[2020-12-18 12:48:17	                main:581]	:	INFO	:	Epoch 847 | loss: 0.00130867 | val_loss: 0.00134345 | Time: 1426.36 ms
[2020-12-18 12:48:18	                main:581]	:	INFO	:	Epoch 848 | loss: 0.00133381 | val_loss: 0.00135139 | Time: 1437.05 ms
[2020-12-18 12:48:20	                main:581]	:	INFO	:	Epoch 849 | loss: 0.00136008 | val_loss: 0.0013447 | Time: 1434.47 ms
[2020-12-18 12:48:21	                main:581]	:	INFO	:	Epoch 850 | loss: 0.001319 | val_loss: 0.00134225 | Time: 1425.96 ms
[2020-12-18 12:48:23	                main:581]	:	INFO	:	Epoch 851 | loss: 0.00131129 | val_loss: 0.00133926 | Time: 1427.14 ms
[2020-12-18 12:48:24	                main:581]	:	INFO	:	Epoch 852 | loss: 0.00131812 | val_loss: 0.00136011 | Time: 1430.18 ms
[2020-12-18 12:48:26	                main:581]	:	INFO	:	Epoch 853 | loss: 0.00132809 | val_loss: 0.00133834 | Time: 1408.05 ms
[2020-12-18 12:48:27	                main:581]	:	INFO	:	Epoch 854 | loss: 0.00131408 | val_loss: 0.0013387 | Time: 1443.76 ms
[2020-12-18 12:48:28	                main:581]	:	INFO	:	Epoch 855 | loss: 0.0013136 | val_loss: 0.00134138 | Time: 1430.54 ms
[2020-12-18 12:48:30	                main:581]	:	INFO	:	Epoch 856 | loss: 0.00133375 | val_loss: 0.00136938 | Time: 1453.67 ms
[2020-12-18 12:48:31	                main:581]	:	INFO	:	Epoch 857 | loss: 0.00131941 | val_loss: 0.00133488 | Time: 1438.04 ms
[2020-12-18 12:48:33	                main:581]	:	INFO	:	Epoch 858 | loss: 0.00131128 | val_loss: 0.0013357 | Time: 1465.31 ms
[2020-12-18 12:48:34	                main:581]	:	INFO	:	Epoch 859 | loss: 0.00132322 | val_loss: 0.00136338 | Time: 1438.1 ms
[2020-12-18 12:48:36	                main:581]	:	INFO	:	Epoch 860 | loss: 0.00131826 | val_loss: 0.00133857 | Time: 1430.38 ms
[2020-12-18 12:48:37	                main:581]	:	INFO	:	Epoch 861 | loss: 0.00131459 | val_loss: 0.00133849 | Time: 1430.64 ms
[2020-12-18 12:48:38	                main:581]	:	INFO	:	Epoch 862 | loss: 0.00132783 | val_loss: 0.00145182 | Time: 1432.38 ms
[2020-12-18 12:48:40	                main:581]	:	INFO	:	Epoch 863 | loss: 0.00136207 | val_loss: 0.00134108 | Time: 1468.82 ms
[2020-12-18 12:48:41	                main:581]	:	INFO	:	Epoch 864 | loss: 0.00132008 | val_loss: 0.00133233 | Time: 1455.79 ms
[2020-12-18 12:48:43	                main:581]	:	INFO	:	Epoch 865 | loss: 0.00131149 | val_loss: 0.00134088 | Time: 1463.45 ms
[2020-12-18 12:48:44	                main:581]	:	INFO	:	Epoch 866 | loss: 0.001322 | val_loss: 0.00133085 | Time: 1434.04 ms
[2020-12-18 12:48:46	                main:581]	:	INFO	:	Epoch 867 | loss: 0.00131269 | val_loss: 0.00133668 | Time: 1478.38 ms
[2020-12-18 12:48:47	                main:581]	:	INFO	:	Epoch 868 | loss: 0.00131442 | val_loss: 0.00135112 | Time: 1416.81 ms
[2020-12-18 12:48:49	                main:581]	:	INFO	:	Epoch 869 | loss: 0.00134665 | val_loss: 0.0013416 | Time: 1426.46 ms
[2020-12-18 12:48:50	                main:581]	:	INFO	:	Epoch 870 | loss: 0.00130855 | val_loss: 0.00133313 | Time: 1428.14 ms
[2020-12-18 12:48:51	                main:581]	:	INFO	:	Epoch 871 | loss: 0.00130718 | val_loss: 0.00133133 | Time: 1425.97 ms
[2020-12-18 12:48:53	                main:581]	:	INFO	:	Epoch 872 | loss: 0.00130315 | val_loss: 0.00132588 | Time: 1439.53 ms
[2020-12-18 12:48:54	                main:581]	:	INFO	:	Epoch 873 | loss: 0.00134188 | val_loss: 0.00140626 | Time: 1428.49 ms
[2020-12-18 12:48:56	                main:581]	:	INFO	:	Epoch 874 | loss: 0.00132485 | val_loss: 0.00134427 | Time: 1409.26 ms
[2020-12-18 12:48:57	                main:581]	:	INFO	:	Epoch 875 | loss: 0.0013098 | val_loss: 0.00133853 | Time: 1440.59 ms
[2020-12-18 12:48:59	                main:581]	:	INFO	:	Epoch 876 | loss: 0.00130287 | val_loss: 0.00133882 | Time: 1432.91 ms
[2020-12-18 12:49:00	                main:581]	:	INFO	:	Epoch 877 | loss: 0.00131561 | val_loss: 0.00134796 | Time: 1459.81 ms
[2020-12-18 12:49:02	                main:581]	:	INFO	:	Epoch 878 | loss: 0.00130688 | val_loss: 0.00133815 | Time: 1430.11 ms
[2020-12-18 12:49:03	                main:581]	:	INFO	:	Epoch 879 | loss: 0.00130896 | val_loss: 0.00136462 | Time: 1406.64 ms
[2020-12-18 12:49:04	                main:581]	:	INFO	:	Epoch 880 | loss: 0.00133686 | val_loss: 0.00134902 | Time: 1438.42 ms
[2020-12-18 12:49:06	                main:581]	:	INFO	:	Epoch 881 | loss: 0.00131188 | val_loss: 0.00134563 | Time: 1466.17 ms
[2020-12-18 12:49:07	                main:581]	:	INFO	:	Epoch 882 | loss: 0.00130423 | val_loss: 0.00133388 | Time: 1463.32 ms
[2020-12-18 12:49:09	                main:581]	:	INFO	:	Epoch 883 | loss: 0.00130258 | val_loss: 0.00133761 | Time: 1445.61 ms
[2020-12-18 12:49:10	                main:581]	:	INFO	:	Epoch 884 | loss: 0.00138653 | val_loss: 0.00144313 | Time: 1422.3 ms
[2020-12-18 12:49:12	                main:581]	:	INFO	:	Epoch 885 | loss: 0.00133373 | val_loss: 0.00135416 | Time: 1453.98 ms
[2020-12-18 12:49:13	                main:581]	:	INFO	:	Epoch 886 | loss: 0.00130914 | val_loss: 0.00133931 | Time: 1467.01 ms
[2020-12-18 12:49:15	                main:581]	:	INFO	:	Epoch 887 | loss: 0.001302 | val_loss: 0.00133669 | Time: 1454.5 ms
[2020-12-18 12:49:16	                main:581]	:	INFO	:	Epoch 888 | loss: 0.00130396 | val_loss: 0.00134005 | Time: 1462.93 ms
[2020-12-18 12:49:17	                main:581]	:	INFO	:	Epoch 889 | loss: 0.0013033 | val_loss: 0.00133416 | Time: 1433.16 ms
[2020-12-18 12:49:19	                main:581]	:	INFO	:	Epoch 890 | loss: 0.00131142 | val_loss: 0.00136727 | Time: 1481.35 ms
[2020-12-18 12:49:20	                main:581]	:	INFO	:	Epoch 891 | loss: 0.0013115 | val_loss: 0.00136037 | Time: 1505.21 ms
[2020-12-18 12:49:22	                main:581]	:	INFO	:	Epoch 892 | loss: 0.00131094 | val_loss: 0.00135305 | Time: 1459.99 ms
[2020-12-18 12:49:23	                main:581]	:	INFO	:	Epoch 893 | loss: 0.00130354 | val_loss: 0.00135094 | Time: 1452.89 ms
[2020-12-18 12:49:25	                main:581]	:	INFO	:	Epoch 894 | loss: 0.00135175 | val_loss: 0.00138156 | Time: 1456.58 ms
[2020-12-18 12:49:26	                main:581]	:	INFO	:	Epoch 895 | loss: 0.00132311 | val_loss: 0.00135364 | Time: 1448.93 ms
[2020-12-18 12:49:28	                main:581]	:	INFO	:	Epoch 896 | loss: 0.00130156 | val_loss: 0.00134908 | Time: 1485.64 ms
[2020-12-18 12:49:29	                main:581]	:	INFO	:	Epoch 897 | loss: 0.001299 | val_loss: 0.00134897 | Time: 1456.23 ms
[2020-12-18 12:49:31	                main:581]	:	INFO	:	Epoch 898 | loss: 0.00130683 | val_loss: 0.00135643 | Time: 1482.69 ms
[2020-12-18 12:49:32	                main:581]	:	INFO	:	Epoch 899 | loss: 0.00130122 | val_loss: 0.00135777 | Time: 1459.63 ms
[2020-12-18 12:49:34	                main:581]	:	INFO	:	Epoch 900 | loss: 0.00131869 | val_loss: 0.00135914 | Time: 1458.53 ms
[2020-12-18 12:49:35	                main:581]	:	INFO	:	Epoch 901 | loss: 0.0013078 | val_loss: 0.00135448 | Time: 1453.73 ms
[2020-12-18 12:49:36	                main:581]	:	INFO	:	Epoch 902 | loss: 0.00129911 | val_loss: 0.00135146 | Time: 1435.56 ms
[2020-12-18 12:49:38	                main:581]	:	INFO	:	Epoch 903 | loss: 0.0013287 | val_loss: 0.00143137 | Time: 1497.25 ms
[2020-12-18 12:49:39	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00132996 | val_loss: 0.00137164 | Time: 1464.12 ms
[2020-12-18 12:49:41	                main:581]	:	INFO	:	Epoch 905 | loss: 0.00130983 | val_loss: 0.00135737 | Time: 1464.64 ms
[2020-12-18 12:49:42	                main:581]	:	INFO	:	Epoch 906 | loss: 0.00129952 | val_loss: 0.00134957 | Time: 1445.93 ms
[2020-12-18 12:49:44	                main:581]	:	INFO	:	Epoch 907 | loss: 0.00129897 | val_loss: 0.00136065 | Time: 1512.09 ms
[2020-12-18 12:49:45	                main:581]	:	INFO	:	Epoch 908 | loss: 0.00132882 | val_loss: 0.00135604 | Time: 1498.38 ms
[2020-12-18 12:49:47	                main:581]	:	INFO	:	Epoch 909 | loss: 0.00130682 | val_loss: 0.00135614 | Time: 1480.09 ms
[2020-12-18 12:49:48	                main:581]	:	INFO	:	Epoch 910 | loss: 0.00129926 | val_loss: 0.00135078 | Time: 1493.12 ms
[2020-12-18 12:49:50	                main:581]	:	INFO	:	Epoch 911 | loss: 0.0013023 | val_loss: 0.00139224 | Time: 1472.06 ms
[2020-12-18 12:49:51	                main:581]	:	INFO	:	Epoch 912 | loss: 0.00133913 | val_loss: 0.00135448 | Time: 1470.14 ms
[2020-12-18 12:49:53	                main:581]	:	INFO	:	Epoch 913 | loss: 0.00130478 | val_loss: 0.00135214 | Time: 1474.67 ms
[2020-12-18 12:49:54	                main:581]	:	INFO	:	Epoch 914 | loss: 0.00129767 | val_loss: 0.0013484 | Time: 1493.91 ms
[2020-12-18 12:49:56	                main:581]	:	INFO	:	Epoch 915 | loss: 0.00130895 | val_loss: 0.00141651 | Time: 1450.23 ms
[2020-12-18 12:49:57	                main:581]	:	INFO	:	Epoch 916 | loss: 0.00133968 | val_loss: 0.00135885 | Time: 1438.74 ms
[2020-12-18 12:49:59	                main:581]	:	INFO	:	Epoch 917 | loss: 0.00130482 | val_loss: 0.00135251 | Time: 1457.57 ms
[2020-12-18 12:50:00	                main:581]	:	INFO	:	Epoch 918 | loss: 0.00129908 | val_loss: 0.00135555 | Time: 1479.26 ms
[2020-12-18 12:50:02	                main:581]	:	INFO	:	Epoch 919 | loss: 0.00129862 | val_loss: 0.00135627 | Time: 1493.33 ms
[2020-12-18 12:50:03	                main:581]	:	INFO	:	Epoch 920 | loss: 0.00133996 | val_loss: 0.00138306 | Time: 1459.83 ms
[2020-12-18 12:50:05	                main:581]	:	INFO	:	Epoch 921 | loss: 0.0013088 | val_loss: 0.00134884 | Time: 1496.79 ms
[2020-12-18 12:50:06	                main:581]	:	INFO	:	Epoch 922 | loss: 0.00129961 | val_loss: 0.00134862 | Time: 1484.21 ms
[2020-12-18 12:50:07	                main:581]	:	INFO	:	Epoch 923 | loss: 0.00129832 | val_loss: 0.00135978 | Time: 1483.42 ms
[2020-12-18 12:50:09	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00131464 | val_loss: 0.00137113 | Time: 1484.18 ms
[2020-12-18 12:50:10	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00130497 | val_loss: 0.00134818 | Time: 1450.6 ms
[2020-12-18 12:50:12	                main:581]	:	INFO	:	Epoch 926 | loss: 0.00129722 | val_loss: 0.00135281 | Time: 1467.09 ms
[2020-12-18 12:50:13	                main:581]	:	INFO	:	Epoch 927 | loss: 0.00132663 | val_loss: 0.00138116 | Time: 1478.11 ms
[2020-12-18 12:50:15	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00130989 | val_loss: 0.00135449 | Time: 1462.12 ms
[2020-12-18 12:50:16	                main:581]	:	INFO	:	Epoch 929 | loss: 0.00129912 | val_loss: 0.00135083 | Time: 1461.45 ms
[2020-12-18 12:50:18	                main:581]	:	INFO	:	Epoch 930 | loss: 0.00131922 | val_loss: 0.00135029 | Time: 1479.25 ms
[2020-12-18 12:50:19	                main:581]	:	INFO	:	Epoch 931 | loss: 0.00129947 | val_loss: 0.00135447 | Time: 1466.42 ms
[2020-12-18 12:50:21	                main:581]	:	INFO	:	Epoch 932 | loss: 0.00129861 | val_loss: 0.00135876 | Time: 1437.83 ms
[2020-12-18 12:50:22	                main:581]	:	INFO	:	Epoch 933 | loss: 0.00130798 | val_loss: 0.0013472 | Time: 1431.74 ms
[2020-12-18 12:50:24	                main:581]	:	INFO	:	Epoch 934 | loss: 0.00129606 | val_loss: 0.00134666 | Time: 1428.76 ms
[2020-12-18 12:50:25	                main:581]	:	INFO	:	Epoch 935 | loss: 0.00135006 | val_loss: 0.00140314 | Time: 1436 ms
[2020-12-18 12:50:26	                main:581]	:	INFO	:	Epoch 936 | loss: 0.00132256 | val_loss: 0.00135857 | Time: 1476.15 ms
[2020-12-18 12:50:28	                main:581]	:	INFO	:	Epoch 937 | loss: 0.00130211 | val_loss: 0.00134928 | Time: 1488.03 ms
[2020-12-18 12:50:29	                main:581]	:	INFO	:	Epoch 938 | loss: 0.00130017 | val_loss: 0.0013405 | Time: 1468.74 ms
[2020-12-18 12:50:31	                main:581]	:	INFO	:	Epoch 939 | loss: 0.00129515 | val_loss: 0.00135262 | Time: 1455.89 ms
[2020-12-18 12:50:32	                main:581]	:	INFO	:	Epoch 940 | loss: 0.00130437 | val_loss: 0.00134754 | Time: 1467.22 ms
[2020-12-18 12:50:34	                main:581]	:	INFO	:	Epoch 941 | loss: 0.00130157 | val_loss: 0.00135729 | Time: 1470.33 ms
[2020-12-18 12:50:35	                main:581]	:	INFO	:	Epoch 942 | loss: 0.00131019 | val_loss: 0.00134447 | Time: 1468.07 ms
[2020-12-18 12:50:37	                main:581]	:	INFO	:	Epoch 943 | loss: 0.00129926 | val_loss: 0.0013502 | Time: 1473.67 ms
[2020-12-18 12:50:38	                main:581]	:	INFO	:	Epoch 944 | loss: 0.00130846 | val_loss: 0.00134993 | Time: 1476.11 ms
[2020-12-18 12:50:40	                main:581]	:	INFO	:	Epoch 945 | loss: 0.00131541 | val_loss: 0.00141763 | Time: 1440.06 ms
[2020-12-18 12:50:41	                main:581]	:	INFO	:	Epoch 946 | loss: 0.00132106 | val_loss: 0.00135417 | Time: 1460.19 ms
[2020-12-18 12:50:43	                main:581]	:	INFO	:	Epoch 947 | loss: 0.00129677 | val_loss: 0.0013471 | Time: 1468.98 ms
[2020-12-18 12:50:44	                main:581]	:	INFO	:	Epoch 948 | loss: 0.00129377 | val_loss: 0.00135271 | Time: 1466.88 ms
[2020-12-18 12:50:46	                main:581]	:	INFO	:	Epoch 949 | loss: 0.00133686 | val_loss: 0.0015748 | Time: 1468.84 ms
[2020-12-18 12:50:47	                main:581]	:	INFO	:	Epoch 950 | loss: 0.00136569 | val_loss: 0.00136233 | Time: 1456.1 ms
[2020-12-18 12:50:48	                main:581]	:	INFO	:	Epoch 951 | loss: 0.00130683 | val_loss: 0.00135307 | Time: 1467.24 ms
[2020-12-18 12:50:50	                main:581]	:	INFO	:	Epoch 952 | loss: 0.00129498 | val_loss: 0.0013463 | Time: 1471.37 ms
[2020-12-18 12:50:51	                main:581]	:	INFO	:	Epoch 953 | loss: 0.00129415 | val_loss: 0.00134879 | Time: 1445.68 ms
[2020-12-18 12:50:53	                main:581]	:	INFO	:	Epoch 954 | loss: 0.00129389 | val_loss: 0.00134953 | Time: 1447.58 ms
[2020-12-18 12:50:54	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00130837 | val_loss: 0.00135662 | Time: 1453.81 ms
[2020-12-18 12:50:56	                main:581]	:	INFO	:	Epoch 956 | loss: 0.00129755 | val_loss: 0.00135484 | Time: 1445.89 ms
[2020-12-18 12:50:57	                main:581]	:	INFO	:	Epoch 957 | loss: 0.00130189 | val_loss: 0.00136622 | Time: 1446.89 ms
[2020-12-18 12:50:59	                main:581]	:	INFO	:	Epoch 958 | loss: 0.00134208 | val_loss: 0.00138324 | Time: 1465.61 ms
[2020-12-18 12:51:00	                main:581]	:	INFO	:	Epoch 959 | loss: 0.00130365 | val_loss: 0.0013569 | Time: 1455.11 ms
[2020-12-18 12:51:02	                main:581]	:	INFO	:	Epoch 960 | loss: 0.00129409 | val_loss: 0.00135728 | Time: 1446.95 ms
[2020-12-18 12:51:03	                main:581]	:	INFO	:	Epoch 961 | loss: 0.00129444 | val_loss: 0.0013595 | Time: 1425.34 ms
[2020-12-18 12:51:04	                main:581]	:	INFO	:	Epoch 962 | loss: 0.0013129 | val_loss: 0.00140209 | Time: 1443.9 ms
[2020-12-18 12:51:06	                main:581]	:	INFO	:	Epoch 963 | loss: 0.00131183 | val_loss: 0.00136277 | Time: 1446.1 ms
[2020-12-18 12:51:07	                main:581]	:	INFO	:	Epoch 964 | loss: 0.00129881 | val_loss: 0.00136291 | Time: 1430.8 ms
[2020-12-18 12:51:09	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00131001 | val_loss: 0.00138206 | Time: 1426.81 ms
[2020-12-18 12:51:10	                main:581]	:	INFO	:	Epoch 966 | loss: 0.00130786 | val_loss: 0.00135813 | Time: 1425.12 ms
[2020-12-18 12:51:12	                main:581]	:	INFO	:	Epoch 967 | loss: 0.00129736 | val_loss: 0.00135622 | Time: 1453.82 ms
[2020-12-18 12:51:13	                main:581]	:	INFO	:	Epoch 968 | loss: 0.00130103 | val_loss: 0.00139555 | Time: 1437.16 ms
[2020-12-18 12:51:14	                main:581]	:	INFO	:	Epoch 969 | loss: 0.00136495 | val_loss: 0.00138775 | Time: 1425.89 ms
[2020-12-18 12:51:16	                main:581]	:	INFO	:	Epoch 970 | loss: 0.00130766 | val_loss: 0.00136161 | Time: 1445.46 ms
[2020-12-18 12:51:17	                main:581]	:	INFO	:	Epoch 971 | loss: 0.00129782 | val_loss: 0.00135562 | Time: 1467.45 ms
[2020-12-18 12:51:19	                main:581]	:	INFO	:	Epoch 972 | loss: 0.00129386 | val_loss: 0.00135592 | Time: 1429.64 ms
[2020-12-18 12:51:20	                main:581]	:	INFO	:	Epoch 973 | loss: 0.00130318 | val_loss: 0.00140828 | Time: 1430.66 ms
[2020-12-18 12:51:22	                main:581]	:	INFO	:	Epoch 974 | loss: 0.00132411 | val_loss: 0.00136603 | Time: 1460.03 ms
[2020-12-18 12:51:23	                main:581]	:	INFO	:	Epoch 975 | loss: 0.00129891 | val_loss: 0.00135443 | Time: 1458.16 ms
[2020-12-18 12:51:25	                main:581]	:	INFO	:	Epoch 976 | loss: 0.00130109 | val_loss: 0.00140044 | Time: 1473.1 ms
[2020-12-18 12:51:26	                main:581]	:	INFO	:	Epoch 977 | loss: 0.00133576 | val_loss: 0.00135825 | Time: 1461.81 ms
[2020-12-18 12:51:28	                main:581]	:	INFO	:	Epoch 978 | loss: 0.00142999 | val_loss: 0.00161674 | Time: 1453.48 ms
[2020-12-18 12:51:29	                main:581]	:	INFO	:	Epoch 979 | loss: 0.00162111 | val_loss: 0.00174082 | Time: 1470.44 ms
[2020-12-18 12:51:30	                main:581]	:	INFO	:	Epoch 980 | loss: 0.00165978 | val_loss: 0.00148686 | Time: 1461.69 ms
[2020-12-18 12:51:32	                main:581]	:	INFO	:	Epoch 981 | loss: 0.00148748 | val_loss: 0.00143323 | Time: 1460.51 ms
[2020-12-18 12:51:33	                main:581]	:	INFO	:	Epoch 982 | loss: 0.00137432 | val_loss: 0.00138854 | Time: 1444.57 ms
[2020-12-18 12:51:35	                main:581]	:	INFO	:	Epoch 983 | loss: 0.00132805 | val_loss: 0.00138264 | Time: 1463.66 ms
[2020-12-18 12:51:36	                main:581]	:	INFO	:	Epoch 984 | loss: 0.00132077 | val_loss: 0.00135965 | Time: 1453.74 ms
[2020-12-18 12:51:38	                main:581]	:	INFO	:	Epoch 985 | loss: 0.00514938 | val_loss: 0.00872467 | Time: 1421.92 ms
[2020-12-18 12:51:39	                main:581]	:	INFO	:	Epoch 986 | loss: 0.00576356 | val_loss: 0.0037295 | Time: 1466.74 ms
[2020-12-18 12:51:41	                main:581]	:	INFO	:	Epoch 987 | loss: 0.00353349 | val_loss: 0.0029519 | Time: 1448.41 ms
[2020-12-18 12:51:42	                main:581]	:	INFO	:	Epoch 988 | loss: 0.00281221 | val_loss: 0.002479 | Time: 1442.09 ms
[2020-12-18 12:51:44	                main:581]	:	INFO	:	Epoch 989 | loss: 0.002427 | val_loss: 0.00231407 | Time: 1443.98 ms
[2020-12-18 12:51:45	                main:581]	:	INFO	:	Epoch 990 | loss: 0.00246415 | val_loss: 0.00321311 | Time: 1449.56 ms
[2020-12-18 12:51:46	                main:581]	:	INFO	:	Epoch 991 | loss: 0.00253884 | val_loss: 0.00231099 | Time: 1460.49 ms
[2020-12-18 12:51:48	                main:581]	:	INFO	:	Epoch 992 | loss: 0.0023771 | val_loss: 0.00223436 | Time: 1451.47 ms
[2020-12-18 12:51:49	                main:581]	:	INFO	:	Epoch 993 | loss: 0.00228543 | val_loss: 0.00213094 | Time: 1461.3 ms
[2020-12-18 12:51:51	                main:581]	:	INFO	:	Epoch 994 | loss: 0.00217735 | val_loss: 0.00203855 | Time: 1467.99 ms
[2020-12-18 12:51:52	                main:581]	:	INFO	:	Epoch 995 | loss: 0.00205352 | val_loss: 0.00194596 | Time: 1504.16 ms
[2020-12-18 12:51:54	                main:581]	:	INFO	:	Epoch 996 | loss: 0.00198705 | val_loss: 0.00198781 | Time: 1443.57 ms
[2020-12-18 12:51:55	                main:581]	:	INFO	:	Epoch 997 | loss: 0.00196101 | val_loss: 0.00189544 | Time: 1472.9 ms
[2020-12-18 12:51:57	                main:581]	:	INFO	:	Epoch 998 | loss: 0.00192301 | val_loss: 0.00187048 | Time: 1466.23 ms
[2020-12-18 12:51:58	                main:581]	:	INFO	:	Epoch 999 | loss: 0.00189905 | val_loss: 0.00187599 | Time: 1467.56 ms
[2020-12-18 12:52:00	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.00190713 | val_loss: 0.00185498 | Time: 1464.46 ms
[2020-12-18 12:52:01	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.0018697 | val_loss: 0.00179194 | Time: 1456.73 ms
[2020-12-18 12:52:03	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.00181289 | val_loss: 0.00175265 | Time: 1469.79 ms
[2020-12-18 12:52:04	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.00175158 | val_loss: 0.00171838 | Time: 1475.66 ms
[2020-12-18 12:52:05	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.00173726 | val_loss: 0.00170182 | Time: 1439.46 ms
[2020-12-18 12:52:07	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.00171264 | val_loss: 0.00169184 | Time: 1451.44 ms
[2020-12-18 12:52:08	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.00170122 | val_loss: 0.00168802 | Time: 1455.58 ms
[2020-12-18 12:52:10	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.00169536 | val_loss: 0.00168384 | Time: 1454.71 ms
[2020-12-18 12:52:11	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.0016779 | val_loss: 0.00167961 | Time: 1449.99 ms
[2020-12-18 12:52:13	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.00167691 | val_loss: 0.0017001 | Time: 1420.61 ms
[2020-12-18 12:52:14	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.00169468 | val_loss: 0.00166998 | Time: 1443.08 ms
[2020-12-18 12:52:16	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.00166779 | val_loss: 0.00168542 | Time: 1466.79 ms
[2020-12-18 12:52:17	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.00167514 | val_loss: 0.0016681 | Time: 1477.25 ms
[2020-12-18 12:52:19	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.00165614 | val_loss: 0.00167559 | Time: 1488.72 ms
[2020-12-18 12:52:20	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.00168626 | val_loss: 0.00169273 | Time: 1471.84 ms
[2020-12-18 12:52:22	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.00166411 | val_loss: 0.00166692 | Time: 1477.43 ms
[2020-12-18 12:52:23	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00165412 | val_loss: 0.00166506 | Time: 1497.58 ms
[2020-12-18 12:52:24	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.00165391 | val_loss: 0.00166322 | Time: 1464.64 ms
[2020-12-18 12:52:26	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00165299 | val_loss: 0.00168227 | Time: 1462.99 ms
[2020-12-18 12:52:27	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.00168099 | val_loss: 0.00168693 | Time: 1413.36 ms
[2020-12-18 12:52:29	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.00165542 | val_loss: 0.00167087 | Time: 1445.29 ms
[2020-12-18 12:52:30	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.00165316 | val_loss: 0.00166619 | Time: 1442.53 ms
[2020-12-18 12:52:32	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.00164558 | val_loss: 0.001667 | Time: 1434.52 ms
[2020-12-18 12:52:33	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.00166125 | val_loss: 0.0016782 | Time: 1406.27 ms
[2020-12-18 12:52:35	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.00165429 | val_loss: 0.00168384 | Time: 1437.3 ms
[2020-12-18 12:52:35	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.00168384
[2020-12-18 12:52:35	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-18 12:52:35	                main:615]	:	INFO	:	Success, exiting..
12:52:35 (4183703): 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)