Task 3194340

Name EightBitModified-1605455858-9237-1_2
Workunit 1424207
Created 7 Dec 2020, 17:02:09 UTC
Sent 7 Dec 2020, 18:19:38 UTC
Report deadline 14 Dec 2020, 18:19:38 UTC
Received 7 Dec 2020, 21:43:09 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4379
Run time 37 min 35 sec
CPU time 37 min 14 sec
Validate state Valid
Credit 2,080.00
Device peak FLOPS 4,498.73 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.33 GB
Peak swap size 10.46 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
h 526 | loss: 0.000131106 | val_loss: 0.000162628 | Time: 2240.92 ms
[2020-12-07 15:24:12	                main:581]	:	INFO	:	Epoch 527 | loss: 0.000140611 | val_loss: 0.000147629 | Time: 2218.76 ms
[2020-12-07 15:24:14	                main:581]	:	INFO	:	Epoch 528 | loss: 0.000122938 | val_loss: 0.000137767 | Time: 2213.23 ms
[2020-12-07 15:24:16	                main:581]	:	INFO	:	Epoch 529 | loss: 0.000148405 | val_loss: 0.00015339 | Time: 2202.92 ms
[2020-12-07 15:24:18	                main:581]	:	INFO	:	Epoch 530 | loss: 0.000123674 | val_loss: 0.00013066 | Time: 2206.65 ms
[2020-12-07 15:24:20	                main:581]	:	INFO	:	Epoch 531 | loss: 0.000111436 | val_loss: 0.00012327 | Time: 2215.15 ms
[2020-12-07 15:24:23	                main:581]	:	INFO	:	Epoch 532 | loss: 0.00011771 | val_loss: 0.000149207 | Time: 2199.12 ms
[2020-12-07 15:24:25	                main:581]	:	INFO	:	Epoch 533 | loss: 0.000124919 | val_loss: 0.000134669 | Time: 2208.34 ms
[2020-12-07 15:24:27	                main:581]	:	INFO	:	Epoch 534 | loss: 0.000144395 | val_loss: 0.000161731 | Time: 2190.08 ms
[2020-12-07 15:24:29	                main:581]	:	INFO	:	Epoch 535 | loss: 0.000140312 | val_loss: 0.000158875 | Time: 2162.69 ms
[2020-12-07 15:24:31	                main:581]	:	INFO	:	Epoch 536 | loss: 0.000138419 | val_loss: 0.000137232 | Time: 2197.05 ms
[2020-12-07 15:24:34	                main:581]	:	INFO	:	Epoch 537 | loss: 0.000118644 | val_loss: 0.00012643 | Time: 2201.84 ms
[2020-12-07 15:24:36	                main:581]	:	INFO	:	Epoch 538 | loss: 0.000112139 | val_loss: 0.000127018 | Time: 2190.12 ms
[2020-12-07 15:24:38	                main:581]	:	INFO	:	Epoch 539 | loss: 0.000122205 | val_loss: 0.000157561 | Time: 2198.85 ms
[2020-12-07 15:24:40	                main:581]	:	INFO	:	Epoch 540 | loss: 0.000133405 | val_loss: 0.000130509 | Time: 2209.24 ms
[2020-12-07 15:24:42	                main:581]	:	INFO	:	Epoch 541 | loss: 0.000123131 | val_loss: 0.000190725 | Time: 2225.66 ms
[2020-12-07 15:24:45	                main:581]	:	INFO	:	Epoch 542 | loss: 0.00016315 | val_loss: 0.000164967 | Time: 2206.53 ms
[2020-12-07 15:24:47	                main:581]	:	INFO	:	Epoch 543 | loss: 0.000127783 | val_loss: 0.000130141 | Time: 2185.15 ms
[2020-12-07 15:24:49	                main:581]	:	INFO	:	Epoch 544 | loss: 0.000111546 | val_loss: 0.000122925 | Time: 2180.49 ms
[2020-12-07 15:24:51	                main:581]	:	INFO	:	Epoch 545 | loss: 0.000110399 | val_loss: 0.000126034 | Time: 2237.23 ms
[2020-12-07 15:24:53	                main:581]	:	INFO	:	Epoch 546 | loss: 0.000122437 | val_loss: 0.00013833 | Time: 2161.15 ms
[2020-12-07 15:24:56	                main:581]	:	INFO	:	Epoch 547 | loss: 0.000135097 | val_loss: 0.000140529 | Time: 2207.22 ms
[2020-12-07 15:24:58	                main:581]	:	INFO	:	Epoch 548 | loss: 0.000118167 | val_loss: 0.000131285 | Time: 2185.31 ms
[2020-12-07 15:25:00	                main:581]	:	INFO	:	Epoch 549 | loss: 0.000126248 | val_loss: 0.00013626 | Time: 2194.87 ms
[2020-12-07 15:25:02	                main:581]	:	INFO	:	Epoch 550 | loss: 0.000125594 | val_loss: 0.000156308 | Time: 2215.66 ms
[2020-12-07 15:25:04	                main:581]	:	INFO	:	Epoch 551 | loss: 0.000144583 | val_loss: 0.000143533 | Time: 2192.57 ms
[2020-12-07 15:25:07	                main:581]	:	INFO	:	Epoch 552 | loss: 0.000125894 | val_loss: 0.000144156 | Time: 2192.38 ms
[2020-12-07 15:25:09	                main:581]	:	INFO	:	Epoch 553 | loss: 0.00011945 | val_loss: 0.000127039 | Time: 2218.13 ms
[2020-12-07 15:25:11	                main:581]	:	INFO	:	Epoch 554 | loss: 0.000122079 | val_loss: 0.000152258 | Time: 2194.77 ms
[2020-12-07 15:25:13	                main:581]	:	INFO	:	Epoch 555 | loss: 0.00014597 | val_loss: 0.000143124 | Time: 2197.94 ms
[2020-12-07 15:25:15	                main:581]	:	INFO	:	Epoch 556 | loss: 0.000119759 | val_loss: 0.000125768 | Time: 2198.96 ms
[2020-12-07 15:25:18	                main:581]	:	INFO	:	Epoch 557 | loss: 0.000114235 | val_loss: 0.000140424 | Time: 2189.41 ms
[2020-12-07 15:25:20	                main:581]	:	INFO	:	Epoch 558 | loss: 0.000140214 | val_loss: 0.000163505 | Time: 2196.84 ms
[2020-12-07 15:25:22	                main:581]	:	INFO	:	Epoch 559 | loss: 0.000136088 | val_loss: 0.000143214 | Time: 2170.03 ms
[2020-12-07 15:25:24	                main:581]	:	INFO	:	Epoch 560 | loss: 0.000126787 | val_loss: 0.000133894 | Time: 2197.09 ms
[2020-12-07 15:25:26	                main:581]	:	INFO	:	Epoch 561 | loss: 0.000116337 | val_loss: 0.000131934 | Time: 2189.13 ms
[2020-12-07 15:25:29	                main:581]	:	INFO	:	Epoch 562 | loss: 0.000129342 | val_loss: 0.000140744 | Time: 2201.85 ms
[2020-12-07 15:25:31	                main:581]	:	INFO	:	Epoch 563 | loss: 0.000130605 | val_loss: 0.000134218 | Time: 2193.21 ms
[2020-12-07 15:25:33	                main:581]	:	INFO	:	Epoch 564 | loss: 0.000115491 | val_loss: 0.000128373 | Time: 2174.4 ms
[2020-12-07 15:25:35	                main:581]	:	INFO	:	Epoch 565 | loss: 0.000116146 | val_loss: 0.000144132 | Time: 2219.27 ms
[2020-12-07 15:25:37	                main:581]	:	INFO	:	Epoch 566 | loss: 0.000149526 | val_loss: 0.000148644 | Time: 2193.36 ms
[2020-12-07 15:25:40	                main:581]	:	INFO	:	Epoch 567 | loss: 0.00012912 | val_loss: 0.000130615 | Time: 2217.9 ms
[2020-12-07 15:25:42	                main:581]	:	INFO	:	Epoch 568 | loss: 0.000118113 | val_loss: 0.000136812 | Time: 2185.46 ms
[2020-12-07 15:25:44	                main:581]	:	INFO	:	Epoch 569 | loss: 0.000112565 | val_loss: 0.000127174 | Time: 2211.3 ms
[2020-12-07 15:25:46	                main:581]	:	INFO	:	Epoch 570 | loss: 0.000140548 | val_loss: 0.000162947 | Time: 2178.43 ms
[2020-12-07 15:25:48	                main:581]	:	INFO	:	Epoch 571 | loss: 0.000129659 | val_loss: 0.000147709 | Time: 2210.81 ms
[2020-12-07 15:25:51	                main:581]	:	INFO	:	Epoch 572 | loss: 0.000136332 | val_loss: 0.000137848 | Time: 2195.24 ms
[2020-12-07 15:25:53	                main:581]	:	INFO	:	Epoch 573 | loss: 0.000122861 | val_loss: 0.000132687 | Time: 2227.62 ms
[2020-12-07 15:25:55	                main:581]	:	INFO	:	Epoch 574 | loss: 0.000118885 | val_loss: 0.000125925 | Time: 2172.13 ms
[2020-12-07 15:25:57	                main:581]	:	INFO	:	Epoch 575 | loss: 0.000110681 | val_loss: 0.000123129 | Time: 2209.7 ms
[2020-12-07 15:25:59	                main:581]	:	INFO	:	Epoch 576 | loss: 0.000136765 | val_loss: 0.000168354 | Time: 2178.2 ms
[2020-12-07 15:26:02	                main:581]	:	INFO	:	Epoch 577 | loss: 0.000200195 | val_loss: 0.000837348 | Time: 2214.05 ms
[2020-12-07 15:26:04	                main:581]	:	INFO	:	Epoch 578 | loss: 0.00958969 | val_loss: 0.00986885 | Time: 2202.42 ms
[2020-12-07 15:26:06	                main:581]	:	INFO	:	Epoch 579 | loss: 0.00562306 | val_loss: 0.00239968 | Time: 2204.14 ms
[2020-12-07 15:26:08	                main:581]	:	INFO	:	Epoch 580 | loss: 0.00144958 | val_loss: 0.000775669 | Time: 2195.74 ms
[2020-12-07 15:26:10	                main:581]	:	INFO	:	Epoch 581 | loss: 0.000532748 | val_loss: 0.00040733 | Time: 2177.63 ms
[2020-12-07 15:26:12	                main:581]	:	INFO	:	Epoch 582 | loss: 0.000340928 | val_loss: 0.000315065 | Time: 2192.29 ms
[2020-12-07 15:26:15	                main:581]	:	INFO	:	Epoch 583 | loss: 0.000280334 | val_loss: 0.000277767 | Time: 2201.58 ms
[2020-12-07 15:26:17	                main:581]	:	INFO	:	Epoch 584 | loss: 0.000248725 | val_loss: 0.000247988 | Time: 2187.64 ms
[2020-12-07 15:26:19	                main:581]	:	INFO	:	Epoch 585 | loss: 0.000221464 | val_loss: 0.000226258 | Time: 2205.48 ms
[2020-12-07 15:26:21	                main:581]	:	INFO	:	Epoch 586 | loss: 0.000201485 | val_loss: 0.000207263 | Time: 2187.59 ms
[2020-12-07 15:26:24	                main:581]	:	INFO	:	Epoch 587 | loss: 0.00018533 | val_loss: 0.000191456 | Time: 2240.64 ms
[2020-12-07 15:26:26	                main:581]	:	INFO	:	Epoch 588 | loss: 0.000172544 | val_loss: 0.000180988 | Time: 2201.56 ms
[2020-12-07 15:26:28	                main:581]	:	INFO	:	Epoch 589 | loss: 0.000163241 | val_loss: 0.00017287 | Time: 2229.85 ms
[2020-12-07 15:26:30	                main:581]	:	INFO	:	Epoch 590 | loss: 0.000156168 | val_loss: 0.000166729 | Time: 2146.6 ms
[2020-12-07 15:26:32	                main:581]	:	INFO	:	Epoch 591 | loss: 0.000150685 | val_loss: 0.000161985 | Time: 2206.72 ms
[2020-12-07 15:26:34	                main:581]	:	INFO	:	Epoch 592 | loss: 0.000146516 | val_loss: 0.000158398 | Time: 2195.29 ms
[2020-12-07 15:26:37	                main:581]	:	INFO	:	Epoch 593 | loss: 0.000147146 | val_loss: 0.000178753 | Time: 2200.15 ms
[2020-12-07 15:26:39	                main:581]	:	INFO	:	Epoch 594 | loss: 0.000172057 | val_loss: 0.00016077 | Time: 2157.27 ms
[2020-12-07 15:26:41	                main:581]	:	INFO	:	Epoch 595 | loss: 0.000142574 | val_loss: 0.000153063 | Time: 2173.41 ms
[2020-12-07 15:26:43	                main:581]	:	INFO	:	Epoch 596 | loss: 0.00013775 | val_loss: 0.00014952 | Time: 2187.93 ms
[2020-12-07 15:26:45	                main:581]	:	INFO	:	Epoch 597 | loss: 0.000135321 | val_loss: 0.000148053 | Time: 2191.08 ms
[2020-12-07 15:26:48	                main:581]	:	INFO	:	Epoch 598 | loss: 0.000133982 | val_loss: 0.00014692 | Time: 2224.1 ms
[2020-12-07 15:26:50	                main:581]	:	INFO	:	Epoch 599 | loss: 0.0001329 | val_loss: 0.000146063 | Time: 2176.14 ms
[2020-12-07 15:26:52	                main:581]	:	INFO	:	Epoch 600 | loss: 0.000131906 | val_loss: 0.00014502 | Time: 2173.23 ms
[2020-12-07 15:26:54	                main:581]	:	INFO	:	Epoch 601 | loss: 0.000131047 | val_loss: 0.000144152 | Time: 2211.06 ms
[2020-12-07 15:26:56	                main:581]	:	INFO	:	Epoch 602 | loss: 0.000130275 | val_loss: 0.000144143 | Time: 2227.24 ms
[2020-12-07 15:26:59	                main:581]	:	INFO	:	Epoch 603 | loss: 0.000132335 | val_loss: 0.000146217 | Time: 2211.56 ms
[2020-12-07 15:27:01	                main:581]	:	INFO	:	Epoch 604 | loss: 0.000135985 | val_loss: 0.000145156 | Time: 2207.52 ms
[2020-12-07 15:27:03	                main:581]	:	INFO	:	Epoch 605 | loss: 0.000129487 | val_loss: 0.000141041 | Time: 2193.18 ms
[2020-12-07 15:27:05	                main:581]	:	INFO	:	Epoch 606 | loss: 0.000127799 | val_loss: 0.000140896 | Time: 2161.73 ms
[2020-12-07 15:27:07	                main:581]	:	INFO	:	Epoch 607 | loss: 0.000127395 | val_loss: 0.000142914 | Time: 2236.88 ms
[2020-12-07 15:27:10	                main:581]	:	INFO	:	Epoch 608 | loss: 0.000144086 | val_loss: 0.000178887 | Time: 2231.68 ms
[2020-12-07 15:27:12	                main:581]	:	INFO	:	Epoch 609 | loss: 0.000135601 | val_loss: 0.000142484 | Time: 2216.17 ms
[2020-12-07 15:27:14	                main:581]	:	INFO	:	Epoch 610 | loss: 0.000126765 | val_loss: 0.000139376 | Time: 2185.11 ms
[2020-12-07 15:27:16	                main:581]	:	INFO	:	Epoch 611 | loss: 0.000125528 | val_loss: 0.000141612 | Time: 2196.32 ms
[2020-12-07 15:27:18	                main:581]	:	INFO	:	Epoch 612 | loss: 0.00013599 | val_loss: 0.000139502 | Time: 2170.49 ms
[2020-12-07 15:27:21	                main:581]	:	INFO	:	Epoch 613 | loss: 0.000126914 | val_loss: 0.000137694 | Time: 2176.52 ms
[2020-12-07 15:27:23	                main:581]	:	INFO	:	Epoch 614 | loss: 0.000124568 | val_loss: 0.000138026 | Time: 2165.62 ms
[2020-12-07 15:27:25	                main:581]	:	INFO	:	Epoch 615 | loss: 0.000123874 | val_loss: 0.000136815 | Time: 2182.95 ms
[2020-12-07 15:27:27	                main:581]	:	INFO	:	Epoch 616 | loss: 0.000123947 | val_loss: 0.000137642 | Time: 2185.59 ms
[2020-12-07 15:27:29	                main:581]	:	INFO	:	Epoch 617 | loss: 0.000126849 | val_loss: 0.0001524 | Time: 2201.94 ms
[2020-12-07 15:27:32	                main:581]	:	INFO	:	Epoch 618 | loss: 0.000141109 | val_loss: 0.000162599 | Time: 2216.92 ms
[2020-12-07 15:27:34	                main:581]	:	INFO	:	Epoch 619 | loss: 0.000131713 | val_loss: 0.000141153 | Time: 2178.42 ms
[2020-12-07 15:27:36	                main:581]	:	INFO	:	Epoch 620 | loss: 0.000123929 | val_loss: 0.000135497 | Time: 2201.01 ms
[2020-12-07 15:27:38	                main:581]	:	INFO	:	Epoch 621 | loss: 0.00012227 | val_loss: 0.000135152 | Time: 2213.72 ms
[2020-12-07 15:27:40	                main:581]	:	INFO	:	Epoch 622 | loss: 0.000121877 | val_loss: 0.000135633 | Time: 2192.14 ms
[2020-12-07 15:27:43	                main:581]	:	INFO	:	Epoch 623 | loss: 0.000131064 | val_loss: 0.000180393 | Time: 2168.89 ms
[2020-12-07 15:27:45	                main:581]	:	INFO	:	Epoch 624 | loss: 0.000140842 | val_loss: 0.000138761 | Time: 2169.42 ms
[2020-12-07 15:27:47	                main:581]	:	INFO	:	Epoch 625 | loss: 0.000123008 | val_loss: 0.000135368 | Time: 2184.53 ms
[2020-12-07 15:27:49	                main:581]	:	INFO	:	Epoch 626 | loss: 0.000121593 | val_loss: 0.000137417 | Time: 2258.11 ms
[2020-12-07 15:27:51	                main:581]	:	INFO	:	Epoch 627 | loss: 0.000139877 | val_loss: 0.000135823 | Time: 2180.01 ms
[2020-12-07 15:27:54	                main:581]	:	INFO	:	Epoch 628 | loss: 0.000124649 | val_loss: 0.000134769 | Time: 2195.04 ms
[2020-12-07 15:27:56	                main:581]	:	INFO	:	Epoch 629 | loss: 0.000121277 | val_loss: 0.000134156 | Time: 2174.78 ms
[2020-12-07 15:27:58	                main:581]	:	INFO	:	Epoch 630 | loss: 0.000120369 | val_loss: 0.000133838 | Time: 2251.95 ms
[2020-12-07 15:28:00	                main:581]	:	INFO	:	Epoch 631 | loss: 0.000120805 | val_loss: 0.000136618 | Time: 2159.93 ms
[2020-12-07 15:28:02	                main:581]	:	INFO	:	Epoch 632 | loss: 0.000134547 | val_loss: 0.000142269 | Time: 2190.99 ms
[2020-12-07 15:28:04	                main:581]	:	INFO	:	Epoch 633 | loss: 0.000123061 | val_loss: 0.000135934 | Time: 2205.88 ms
[2020-12-07 15:28:07	                main:581]	:	INFO	:	Epoch 634 | loss: 0.000121585 | val_loss: 0.000135181 | Time: 2183.89 ms
[2020-12-07 15:28:09	                main:581]	:	INFO	:	Epoch 635 | loss: 0.000134049 | val_loss: 0.000156118 | Time: 2193.3 ms
[2020-12-07 15:28:11	                main:581]	:	INFO	:	Epoch 636 | loss: 0.000126874 | val_loss: 0.000136716 | Time: 2188.1 ms
[2020-12-07 15:28:13	                main:581]	:	INFO	:	Epoch 637 | loss: 0.000120441 | val_loss: 0.000132386 | Time: 2207.69 ms
[2020-12-07 15:28:15	                main:581]	:	INFO	:	Epoch 638 | loss: 0.0001193 | val_loss: 0.000132275 | Time: 2200.01 ms
[2020-12-07 15:28:18	                main:581]	:	INFO	:	Epoch 639 | loss: 0.000119352 | val_loss: 0.000136926 | Time: 2231.36 ms
[2020-12-07 15:28:20	                main:581]	:	INFO	:	Epoch 640 | loss: 0.00014604 | val_loss: 0.000153224 | Time: 2263.39 ms
[2020-12-07 15:28:22	                main:581]	:	INFO	:	Epoch 641 | loss: 0.000133763 | val_loss: 0.000157045 | Time: 2160.67 ms
[2020-12-07 15:28:24	                main:581]	:	INFO	:	Epoch 642 | loss: 0.000126861 | val_loss: 0.000135605 | Time: 2214.17 ms
[2020-12-07 15:28:27	                main:581]	:	INFO	:	Epoch 643 | loss: 0.000120024 | val_loss: 0.000132227 | Time: 2224.05 ms
[2020-12-07 15:28:29	                main:581]	:	INFO	:	Epoch 644 | loss: 0.000120346 | val_loss: 0.000139668 | Time: 2200.4 ms
[2020-12-07 15:28:31	                main:581]	:	INFO	:	Epoch 645 | loss: 0.000150849 | val_loss: 0.000138224 | Time: 2231.74 ms
[2020-12-07 15:28:33	                main:581]	:	INFO	:	Epoch 646 | loss: 0.000124088 | val_loss: 0.00013591 | Time: 2223.38 ms
[2020-12-07 15:28:35	                main:581]	:	INFO	:	Epoch 647 | loss: 0.000119931 | val_loss: 0.000131508 | Time: 2235.41 ms
[2020-12-07 15:28:38	                main:581]	:	INFO	:	Epoch 648 | loss: 0.000118526 | val_loss: 0.000132605 | Time: 2143.28 ms
[2020-12-07 15:28:40	                main:581]	:	INFO	:	Epoch 649 | loss: 0.000125472 | val_loss: 0.000166924 | Time: 2170.61 ms
[2020-12-07 15:28:42	                main:581]	:	INFO	:	Epoch 650 | loss: 0.000151344 | val_loss: 0.000144835 | Time: 2207.98 ms
[2020-12-07 15:28:44	                main:581]	:	INFO	:	Epoch 651 | loss: 0.000122703 | val_loss: 0.000132305 | Time: 2196.92 ms
[2020-12-07 15:28:46	                main:581]	:	INFO	:	Epoch 652 | loss: 0.00011852 | val_loss: 0.000130812 | Time: 2208.19 ms
[2020-12-07 15:28:49	                main:581]	:	INFO	:	Epoch 653 | loss: 0.000117775 | val_loss: 0.000131295 | Time: 2201.18 ms
[2020-12-07 15:28:51	                main:581]	:	INFO	:	Epoch 654 | loss: 0.000118082 | val_loss: 0.000134372 | Time: 2210.3 ms
[2020-12-07 15:28:53	                main:581]	:	INFO	:	Epoch 655 | loss: 0.000191409 | val_loss: 0.000165221 | Time: 2183.48 ms
[2020-12-07 15:28:55	                main:581]	:	INFO	:	Epoch 656 | loss: 0.000147508 | val_loss: 0.000138117 | Time: 2158.84 ms
[2020-12-07 15:28:57	                main:581]	:	INFO	:	Epoch 657 | loss: 0.000124235 | val_loss: 0.000134672 | Time: 2178.23 ms
[2020-12-07 15:28:59	                main:581]	:	INFO	:	Epoch 658 | loss: 0.000119756 | val_loss: 0.000130953 | Time: 2173.79 ms
[2020-12-07 15:29:02	                main:581]	:	INFO	:	Epoch 659 | loss: 0.000117363 | val_loss: 0.00013077 | Time: 2195.05 ms
[2020-12-07 15:29:04	                main:581]	:	INFO	:	Epoch 660 | loss: 0.000128867 | val_loss: 0.0001729 | Time: 2167.58 ms
[2020-12-07 15:29:06	                main:581]	:	INFO	:	Epoch 661 | loss: 0.000128917 | val_loss: 0.000136031 | Time: 2220.32 ms
[2020-12-07 15:29:08	                main:581]	:	INFO	:	Epoch 662 | loss: 0.000118374 | val_loss: 0.000130085 | Time: 2197.44 ms
[2020-12-07 15:29:10	                main:581]	:	INFO	:	Epoch 663 | loss: 0.000116766 | val_loss: 0.000129828 | Time: 2151.93 ms
[2020-12-07 15:29:13	                main:581]	:	INFO	:	Epoch 664 | loss: 0.000122376 | val_loss: 0.000179328 | Time: 2194.6 ms
[2020-12-07 15:29:15	                main:581]	:	INFO	:	Epoch 665 | loss: 0.000162607 | val_loss: 0.000136575 | Time: 2201.16 ms
[2020-12-07 15:29:17	                main:581]	:	INFO	:	Epoch 666 | loss: 0.000123411 | val_loss: 0.000133086 | Time: 2206.09 ms
[2020-12-07 15:29:19	                main:581]	:	INFO	:	Epoch 667 | loss: 0.000119718 | val_loss: 0.000135639 | Time: 2191.07 ms
[2020-12-07 15:29:21	                main:581]	:	INFO	:	Epoch 668 | loss: 0.000126922 | val_loss: 0.000144747 | Time: 2169.65 ms
[2020-12-07 15:29:24	                main:581]	:	INFO	:	Epoch 669 | loss: 0.000121563 | val_loss: 0.000130542 | Time: 2197.77 ms
[2020-12-07 15:29:26	                main:581]	:	INFO	:	Epoch 670 | loss: 0.000118533 | val_loss: 0.000135468 | Time: 2174.1 ms
[2020-12-07 15:29:28	                main:581]	:	INFO	:	Epoch 671 | loss: 0.000152044 | val_loss: 0.000229604 | Time: 2234.65 ms
[2020-12-07 15:29:30	                main:581]	:	INFO	:	Epoch 672 | loss: 0.000147141 | val_loss: 0.000138398 | Time: 2191.88 ms
[2020-12-07 15:29:32	                main:581]	:	INFO	:	Epoch 673 | loss: 0.000121153 | val_loss: 0.00013144 | Time: 2236.21 ms
[2020-12-07 15:29:35	                main:581]	:	INFO	:	Epoch 674 | loss: 0.000117131 | val_loss: 0.000129651 | Time: 2189.21 ms
[2020-12-07 15:29:37	                main:581]	:	INFO	:	Epoch 675 | loss: 0.000116081 | val_loss: 0.000129461 | Time: 2206.32 ms
[2020-12-07 15:29:39	                main:581]	:	INFO	:	Epoch 676 | loss: 0.000139145 | val_loss: 0.000223488 | Time: 2193.14 ms
[2020-12-07 15:29:41	                main:581]	:	INFO	:	Epoch 677 | loss: 0.000144475 | val_loss: 0.000147143 | Time: 2178.48 ms
[2020-12-07 15:29:43	                main:581]	:	INFO	:	Epoch 678 | loss: 0.000163144 | val_loss: 0.000159832 | Time: 2227.8 ms
[2020-12-07 15:29:46	                main:581]	:	INFO	:	Epoch 679 | loss: 0.000127581 | val_loss: 0.000132561 | Time: 2216.04 ms
[2020-12-07 15:29:48	                main:581]	:	INFO	:	Epoch 680 | loss: 0.000118238 | val_loss: 0.00012972 | Time: 2184.97 ms
[2020-12-07 15:29:50	                main:581]	:	INFO	:	Epoch 681 | loss: 0.00011587 | val_loss: 0.000128719 | Time: 2171.44 ms
[2020-12-07 15:29:52	                main:581]	:	INFO	:	Epoch 682 | loss: 0.0001156 | val_loss: 0.000129242 | Time: 2197.07 ms
[2020-12-07 15:29:54	                main:581]	:	INFO	:	Epoch 683 | loss: 0.00012122 | val_loss: 0.000155687 | Time: 2196.28 ms
[2020-12-07 15:29:57	                main:581]	:	INFO	:	Epoch 684 | loss: 0.000170891 | val_loss: 0.000138066 | Time: 2237.58 ms
[2020-12-07 15:29:59	                main:581]	:	INFO	:	Epoch 685 | loss: 0.000131048 | val_loss: 0.000133965 | Time: 2186.51 ms
[2020-12-07 15:30:01	                main:581]	:	INFO	:	Epoch 686 | loss: 0.000118499 | val_loss: 0.000129685 | Time: 2197.04 ms
[2020-12-07 15:30:03	                main:581]	:	INFO	:	Epoch 687 | loss: 0.000116154 | val_loss: 0.000129124 | Time: 2177.32 ms
[2020-12-07 15:30:05	                main:581]	:	INFO	:	Epoch 688 | loss: 0.00011587 | val_loss: 0.000129218 | Time: 2209.72 ms
[2020-12-07 15:30:08	                main:581]	:	INFO	:	Epoch 689 | loss: 0.000116659 | val_loss: 0.00013469 | Time: 2234.27 ms
[2020-12-07 15:30:10	                main:581]	:	INFO	:	Epoch 690 | loss: 0.00014393 | val_loss: 0.000185902 | Time: 2216.39 ms
[2020-12-07 15:30:12	                main:581]	:	INFO	:	Epoch 691 | loss: 0.000158843 | val_loss: 0.000142228 | Time: 2197.22 ms
[2020-12-07 15:30:14	                main:581]	:	INFO	:	Epoch 692 | loss: 0.000121187 | val_loss: 0.000130642 | Time: 2195.61 ms
[2020-12-07 15:30:16	                main:581]	:	INFO	:	Epoch 693 | loss: 0.000116247 | val_loss: 0.000129398 | Time: 2211.76 ms
[2020-12-07 15:30:19	                main:581]	:	INFO	:	Epoch 694 | loss: 0.000115981 | val_loss: 0.000128859 | Time: 2203.98 ms
[2020-12-07 15:30:21	                main:581]	:	INFO	:	Epoch 695 | loss: 0.000115581 | val_loss: 0.00013189 | Time: 2199.29 ms
[2020-12-07 15:30:23	                main:581]	:	INFO	:	Epoch 696 | loss: 0.000196569 | val_loss: 0.000241638 | Time: 2167.18 ms
[2020-12-07 15:30:25	                main:581]	:	INFO	:	Epoch 697 | loss: 0.000151753 | val_loss: 0.000144622 | Time: 2212.74 ms
[2020-12-07 15:30:27	                main:581]	:	INFO	:	Epoch 698 | loss: 0.000121826 | val_loss: 0.000133078 | Time: 2187.19 ms
[2020-12-07 15:30:30	                main:581]	:	INFO	:	Epoch 699 | loss: 0.000117018 | val_loss: 0.0001294 | Time: 2206.67 ms
[2020-12-07 15:30:32	                main:581]	:	INFO	:	Epoch 700 | loss: 0.000117164 | val_loss: 0.000129422 | Time: 2208.99 ms
[2020-12-07 15:30:34	                main:581]	:	INFO	:	Epoch 701 | loss: 0.000118246 | val_loss: 0.000135059 | Time: 2163.36 ms
[2020-12-07 15:30:36	                main:581]	:	INFO	:	Epoch 702 | loss: 0.000126594 | val_loss: 0.000135744 | Time: 2201.09 ms
[2020-12-07 15:30:38	                main:581]	:	INFO	:	Epoch 703 | loss: 0.00011937 | val_loss: 0.000133958 | Time: 2145.31 ms
[2020-12-07 15:30:41	                main:581]	:	INFO	:	Epoch 704 | loss: 0.000129812 | val_loss: 0.000138151 | Time: 2194.16 ms
[2020-12-07 15:30:43	                main:581]	:	INFO	:	Epoch 705 | loss: 0.000120523 | val_loss: 0.000128881 | Time: 2230.03 ms
[2020-12-07 15:30:45	                main:581]	:	INFO	:	Epoch 706 | loss: 0.000122113 | val_loss: 0.000156497 | Time: 2189.49 ms
[2020-12-07 15:30:47	                main:581]	:	INFO	:	Epoch 707 | loss: 0.000149708 | val_loss: 0.000143087 | Time: 2241.4 ms
[2020-12-07 15:30:49	                main:581]	:	INFO	:	Epoch 708 | loss: 0.000122153 | val_loss: 0.00013226 | Time: 2151.41 ms
[2020-12-07 15:30:52	                main:581]	:	INFO	:	Epoch 709 | loss: 0.00011687 | val_loss: 0.00012835 | Time: 2192.9 ms
[2020-12-07 15:30:54	                main:581]	:	INFO	:	Epoch 710 | loss: 0.000116052 | val_loss: 0.000131759 | Time: 2193.03 ms
[2020-12-07 15:30:56	                main:581]	:	INFO	:	Epoch 711 | loss: 0.000184979 | val_loss: 0.000228352 | Time: 2222.37 ms
[2020-12-07 15:30:58	                main:581]	:	INFO	:	Epoch 712 | loss: 0.00016162 | val_loss: 0.000143232 | Time: 2205.96 ms
[2020-12-07 15:31:00	                main:581]	:	INFO	:	Epoch 713 | loss: 0.000123612 | val_loss: 0.000131721 | Time: 2189.05 ms
[2020-12-07 15:31:03	                main:581]	:	INFO	:	Epoch 714 | loss: 0.000122312 | val_loss: 0.000138412 | Time: 2172.77 ms
[2020-12-07 15:31:05	                main:581]	:	INFO	:	Epoch 715 | loss: 0.000121015 | val_loss: 0.00013046 | Time: 2224.46 ms
[2020-12-07 15:31:07	                main:581]	:	INFO	:	Epoch 716 | loss: 0.000115674 | val_loss: 0.000128886 | Time: 2237.9 ms
[2020-12-07 15:31:09	                main:581]	:	INFO	:	Epoch 717 | loss: 0.000118894 | val_loss: 0.000142007 | Time: 2200.18 ms
[2020-12-07 15:31:11	                main:581]	:	INFO	:	Epoch 718 | loss: 0.000133544 | val_loss: 0.000136374 | Time: 2175.99 ms
[2020-12-07 15:31:14	                main:581]	:	INFO	:	Epoch 719 | loss: 0.000119958 | val_loss: 0.000130643 | Time: 2182.11 ms
[2020-12-07 15:31:16	                main:581]	:	INFO	:	Epoch 720 | loss: 0.000159131 | val_loss: 0.00018526 | Time: 2208.26 ms
[2020-12-07 15:31:18	                main:581]	:	INFO	:	Epoch 721 | loss: 0.000137188 | val_loss: 0.000139057 | Time: 2210.41 ms
[2020-12-07 15:31:20	                main:581]	:	INFO	:	Epoch 722 | loss: 0.000120104 | val_loss: 0.000130131 | Time: 2185.99 ms
[2020-12-07 15:31:22	                main:581]	:	INFO	:	Epoch 723 | loss: 0.000116834 | val_loss: 0.000129683 | Time: 2174.49 ms
[2020-12-07 15:31:25	                main:581]	:	INFO	:	Epoch 724 | loss: 0.00011561 | val_loss: 0.000128438 | Time: 2191.87 ms
[2020-12-07 15:31:27	                main:581]	:	INFO	:	Epoch 725 | loss: 0.000115548 | val_loss: 0.000130009 | Time: 2203.68 ms
[2020-12-07 15:31:29	                main:581]	:	INFO	:	Epoch 726 | loss: 0.000159354 | val_loss: 0.000167968 | Time: 2176.62 ms
[2020-12-07 15:31:31	                main:581]	:	INFO	:	Epoch 727 | loss: 0.000132147 | val_loss: 0.000133963 | Time: 2147.53 ms
[2020-12-07 15:31:33	                main:581]	:	INFO	:	Epoch 728 | loss: 0.000119304 | val_loss: 0.000130913 | Time: 2222.15 ms
[2020-12-07 15:31:35	                main:581]	:	INFO	:	Epoch 729 | loss: 0.00011606 | val_loss: 0.000129526 | Time: 2181.46 ms
[2020-12-07 15:31:38	                main:581]	:	INFO	:	Epoch 730 | loss: 0.000121595 | val_loss: 0.000156741 | Time: 2175.13 ms
[2020-12-07 15:31:40	                main:581]	:	INFO	:	Epoch 731 | loss: 0.000168307 | val_loss: 0.000184191 | Time: 2213.09 ms
[2020-12-07 15:31:42	                main:581]	:	INFO	:	Epoch 732 | loss: 0.000144335 | val_loss: 0.000141642 | Time: 2212.43 ms
[2020-12-07 15:31:44	                main:581]	:	INFO	:	Epoch 733 | loss: 0.000121837 | val_loss: 0.000133867 | Time: 2201.69 ms
[2020-12-07 15:31:46	                main:581]	:	INFO	:	Epoch 734 | loss: 0.000119415 | val_loss: 0.000129057 | Time: 2190.89 ms
[2020-12-07 15:31:49	                main:581]	:	INFO	:	Epoch 735 | loss: 0.000117096 | val_loss: 0.000134209 | Time: 2177.65 ms
[2020-12-07 15:31:51	                main:581]	:	INFO	:	Epoch 736 | loss: 0.000117015 | val_loss: 0.000128233 | Time: 2214.7 ms
[2020-12-07 15:31:53	                main:581]	:	INFO	:	Epoch 737 | loss: 0.000133922 | val_loss: 0.000229384 | Time: 2180.16 ms
[2020-12-07 15:31:55	                main:581]	:	INFO	:	Epoch 738 | loss: 0.000172852 | val_loss: 0.000151781 | Time: 2185.26 ms
[2020-12-07 15:31:57	                main:581]	:	INFO	:	Epoch 739 | loss: 0.000125942 | val_loss: 0.000132661 | Time: 2162.1 ms
[2020-12-07 15:32:00	                main:581]	:	INFO	:	Epoch 740 | loss: 0.000117354 | val_loss: 0.000128643 | Time: 2237.72 ms
[2020-12-07 15:32:02	                main:581]	:	INFO	:	Epoch 741 | loss: 0.000116274 | val_loss: 0.000129942 | Time: 2192.51 ms
[2020-12-07 15:32:04	                main:581]	:	INFO	:	Epoch 742 | loss: 0.000133372 | val_loss: 0.000153418 | Time: 2200.79 ms
[2020-12-07 15:32:06	                main:581]	:	INFO	:	Epoch 743 | loss: 0.000129311 | val_loss: 0.000140582 | Time: 2211.77 ms
[2020-12-07 15:32:08	                main:581]	:	INFO	:	Epoch 744 | loss: 0.000123117 | val_loss: 0.000132145 | Time: 2238.08 ms
[2020-12-07 15:32:11	                main:581]	:	INFO	:	Epoch 745 | loss: 0.000118901 | val_loss: 0.000139487 | Time: 2238.07 ms
[2020-12-07 15:32:13	                main:581]	:	INFO	:	Epoch 746 | loss: 0.000160898 | val_loss: 0.000157018 | Time: 2194.61 ms
[2020-12-07 15:32:15	                main:581]	:	INFO	:	Epoch 747 | loss: 0.000126534 | val_loss: 0.000133749 | Time: 2190.74 ms
[2020-12-07 15:32:17	                main:581]	:	INFO	:	Epoch 748 | loss: 0.000118644 | val_loss: 0.000131736 | Time: 2204.46 ms
[2020-12-07 15:32:20	                main:581]	:	INFO	:	Epoch 749 | loss: 0.000128075 | val_loss: 0.000138283 | Time: 2241.67 ms
[2020-12-07 15:32:22	                main:581]	:	INFO	:	Epoch 750 | loss: 0.000123262 | val_loss: 0.000147816 | Time: 2192.35 ms
[2020-12-07 15:32:24	                main:581]	:	INFO	:	Epoch 751 | loss: 0.000125597 | val_loss: 0.000130029 | Time: 2147.31 ms
[2020-12-07 15:32:26	                main:581]	:	INFO	:	Epoch 752 | loss: 0.000129714 | val_loss: 0.000247484 | Time: 2192.82 ms
[2020-12-07 15:32:28	                main:581]	:	INFO	:	Epoch 753 | loss: 0.000199719 | val_loss: 0.000158281 | Time: 2162.3 ms
[2020-12-07 15:32:30	                main:581]	:	INFO	:	Epoch 754 | loss: 0.000132824 | val_loss: 0.000137289 | Time: 2164.49 ms
[2020-12-07 15:32:33	                main:581]	:	INFO	:	Epoch 755 | loss: 0.000120375 | val_loss: 0.000128904 | Time: 2179.53 ms
[2020-12-07 15:32:35	                main:581]	:	INFO	:	Epoch 756 | loss: 0.000115557 | val_loss: 0.000129528 | Time: 2234.65 ms
[2020-12-07 15:32:37	                main:581]	:	INFO	:	Epoch 757 | loss: 0.000123363 | val_loss: 0.000148147 | Time: 2175.15 ms
[2020-12-07 15:32:39	                main:581]	:	INFO	:	Epoch 758 | loss: 0.000127103 | val_loss: 0.000136471 | Time: 2219.35 ms
[2020-12-07 15:32:41	                main:581]	:	INFO	:	Epoch 759 | loss: 0.000118566 | val_loss: 0.000131437 | Time: 2209.07 ms
[2020-12-07 15:32:44	                main:581]	:	INFO	:	Epoch 760 | loss: 0.000120457 | val_loss: 0.000128608 | Time: 2200.75 ms
[2020-12-07 15:32:46	                main:581]	:	INFO	:	Epoch 761 | loss: 0.000134539 | val_loss: 0.000161079 | Time: 2199.47 ms
[2020-12-07 15:32:48	                main:581]	:	INFO	:	Epoch 762 | loss: 0.000125618 | val_loss: 0.000136326 | Time: 2176.34 ms
[2020-12-07 15:32:50	                main:581]	:	INFO	:	Epoch 763 | loss: 0.000179904 | val_loss: 0.000195809 | Time: 2220.22 ms
[2020-12-07 15:32:52	                main:581]	:	INFO	:	Epoch 764 | loss: 0.000149063 | val_loss: 0.000143395 | Time: 2199.41 ms
[2020-12-07 15:32:55	                main:581]	:	INFO	:	Epoch 765 | loss: 0.000121919 | val_loss: 0.000131128 | Time: 2168.5 ms
[2020-12-07 15:32:57	                main:581]	:	INFO	:	Epoch 766 | loss: 0.000115336 | val_loss: 0.000127807 | Time: 2180.35 ms
[2020-12-07 15:32:59	                main:581]	:	INFO	:	Epoch 767 | loss: 0.000116323 | val_loss: 0.000134868 | Time: 2185.39 ms
[2020-12-07 15:33:01	                main:581]	:	INFO	:	Epoch 768 | loss: 0.000125784 | val_loss: 0.000140167 | Time: 2235.02 ms
[2020-12-07 15:33:03	                main:581]	:	INFO	:	Epoch 769 | loss: 0.000117796 | val_loss: 0.000130916 | Time: 2196.66 ms
[2020-12-07 15:33:06	                main:581]	:	INFO	:	Epoch 770 | loss: 0.000121318 | val_loss: 0.000142035 | Time: 2195.72 ms
[2020-12-07 15:33:08	                main:581]	:	INFO	:	Epoch 771 | loss: 0.000132663 | val_loss: 0.000151856 | Time: 2170.43 ms
[2020-12-07 15:33:10	                main:581]	:	INFO	:	Epoch 772 | loss: 0.000167757 | val_loss: 0.000168522 | Time: 2209.39 ms
[2020-12-07 15:33:12	                main:581]	:	INFO	:	Epoch 773 | loss: 0.000134025 | val_loss: 0.000133421 | Time: 2209.08 ms
[2020-12-07 15:33:14	                main:581]	:	INFO	:	Epoch 774 | loss: 0.000121171 | val_loss: 0.000133257 | Time: 2196.48 ms
[2020-12-07 15:33:17	                main:581]	:	INFO	:	Epoch 775 | loss: 0.000116568 | val_loss: 0.000129963 | Time: 2160.94 ms
[2020-12-07 15:33:19	                main:581]	:	INFO	:	Epoch 776 | loss: 0.000117669 | val_loss: 0.00013426 | Time: 2185.78 ms
[2020-12-07 15:33:21	                main:581]	:	INFO	:	Epoch 777 | loss: 0.000138894 | val_loss: 0.000141131 | Time: 2216.85 ms
[2020-12-07 15:33:23	                main:581]	:	INFO	:	Epoch 778 | loss: 0.000124535 | val_loss: 0.000142457 | Time: 2214.58 ms
[2020-12-07 15:33:25	                main:581]	:	INFO	:	Epoch 779 | loss: 0.000155535 | val_loss: 0.000137009 | Time: 2142.69 ms
[2020-12-07 15:33:27	                main:581]	:	INFO	:	Epoch 780 | loss: 0.000130719 | val_loss: 0.00013228 | Time: 2222.67 ms
[2020-12-07 15:33:30	                main:581]	:	INFO	:	Epoch 781 | loss: 0.000119805 | val_loss: 0.000142517 | Time: 2217.11 ms
[2020-12-07 15:33:32	                main:581]	:	INFO	:	Epoch 782 | loss: 0.000132093 | val_loss: 0.000139931 | Time: 2167.54 ms
[2020-12-07 15:33:34	                main:581]	:	INFO	:	Epoch 783 | loss: 0.000119966 | val_loss: 0.000139329 | Time: 2158.52 ms
[2020-12-07 15:33:36	                main:581]	:	INFO	:	Epoch 784 | loss: 0.000132255 | val_loss: 0.000131961 | Time: 2160.62 ms
[2020-12-07 15:33:38	                main:581]	:	INFO	:	Epoch 785 | loss: 0.000121528 | val_loss: 0.000151727 | Time: 2219.58 ms
[2020-12-07 15:33:41	                main:581]	:	INFO	:	Epoch 786 | loss: 0.000159828 | val_loss: 0.000150534 | Time: 2186.59 ms
[2020-12-07 15:33:43	                main:581]	:	INFO	:	Epoch 787 | loss: 0.000127572 | val_loss: 0.000133559 | Time: 2180.54 ms
[2020-12-07 15:33:45	                main:581]	:	INFO	:	Epoch 788 | loss: 0.000116512 | val_loss: 0.000129506 | Time: 2195.71 ms
[2020-12-07 15:33:47	                main:581]	:	INFO	:	Epoch 789 | loss: 0.000117241 | val_loss: 0.000133534 | Time: 2184.39 ms
[2020-12-07 15:33:49	                main:581]	:	INFO	:	Epoch 790 | loss: 0.000118888 | val_loss: 0.000139177 | Time: 2187.69 ms
[2020-12-07 15:33:52	                main:581]	:	INFO	:	Epoch 791 | loss: 0.000151822 | val_loss: 0.000160514 | Time: 2199.13 ms
[2020-12-07 15:33:54	                main:581]	:	INFO	:	Epoch 792 | loss: 0.000130224 | val_loss: 0.00014334 | Time: 2219.92 ms
[2020-12-07 15:33:56	                main:581]	:	INFO	:	Epoch 793 | loss: 0.000125863 | val_loss: 0.000133161 | Time: 2185.27 ms
[2020-12-07 15:33:58	                main:581]	:	INFO	:	Epoch 794 | loss: 0.00011669 | val_loss: 0.000129874 | Time: 2192.44 ms
[2020-12-07 15:34:00	                main:581]	:	INFO	:	Epoch 795 | loss: 0.000123203 | val_loss: 0.000148697 | Time: 2242.89 ms
[2020-12-07 15:34:03	                main:581]	:	INFO	:	Epoch 796 | loss: 0.000148808 | val_loss: 0.000181129 | Time: 2193.62 ms
[2020-12-07 15:34:05	                main:581]	:	INFO	:	Epoch 797 | loss: 0.000147464 | val_loss: 0.00014035 | Time: 2201.85 ms
[2020-12-07 15:34:07	                main:581]	:	INFO	:	Epoch 798 | loss: 0.000122367 | val_loss: 0.000130374 | Time: 2221.76 ms
[2020-12-07 15:34:09	                main:581]	:	INFO	:	Epoch 799 | loss: 0.000115377 | val_loss: 0.000130301 | Time: 2217.78 ms
[2020-12-07 15:34:11	                main:581]	:	INFO	:	Epoch 800 | loss: 0.000124791 | val_loss: 0.000164774 | Time: 2167.54 ms
[2020-12-07 15:34:14	                main:581]	:	INFO	:	Epoch 801 | loss: 0.000130087 | val_loss: 0.000144253 | Time: 2188.46 ms
[2020-12-07 15:34:16	                main:581]	:	INFO	:	Epoch 802 | loss: 0.00014598 | val_loss: 0.000138112 | Time: 2189.49 ms
[2020-12-07 15:34:18	                main:581]	:	INFO	:	Epoch 803 | loss: 0.000123734 | val_loss: 0.000132706 | Time: 2205.31 ms
[2020-12-07 15:34:20	                main:581]	:	INFO	:	Epoch 804 | loss: 0.000119989 | val_loss: 0.000142159 | Time: 2186.49 ms
[2020-12-07 15:34:22	                main:581]	:	INFO	:	Epoch 805 | loss: 0.000137842 | val_loss: 0.000138036 | Time: 2198.65 ms
[2020-12-07 15:34:25	                main:581]	:	INFO	:	Epoch 806 | loss: 0.000118989 | val_loss: 0.000128792 | Time: 2200.54 ms
[2020-12-07 15:34:27	                main:581]	:	INFO	:	Epoch 807 | loss: 0.000180481 | val_loss: 0.000189073 | Time: 2191.93 ms
[2020-12-07 15:34:29	                main:581]	:	INFO	:	Epoch 808 | loss: 0.000157194 | val_loss: 0.000170789 | Time: 2197.86 ms
[2020-12-07 15:34:31	                main:581]	:	INFO	:	Epoch 809 | loss: 0.000135106 | val_loss: 0.000137871 | Time: 2219.78 ms
[2020-12-07 15:34:33	                main:581]	:	INFO	:	Epoch 810 | loss: 0.000120169 | val_loss: 0.000127989 | Time: 2248.82 ms
[2020-12-07 15:34:36	                main:581]	:	INFO	:	Epoch 811 | loss: 0.000115122 | val_loss: 0.000130734 | Time: 2186.4 ms
[2020-12-07 15:34:38	                main:581]	:	INFO	:	Epoch 812 | loss: 0.000129166 | val_loss: 0.0001293 | Time: 2188.73 ms
[2020-12-07 15:34:40	                main:581]	:	INFO	:	Epoch 813 | loss: 0.000119808 | val_loss: 0.000142943 | Time: 2156.91 ms
[2020-12-07 15:34:42	                main:581]	:	INFO	:	Epoch 814 | loss: 0.000130978 | val_loss: 0.000133985 | Time: 2192.52 ms
[2020-12-07 15:34:44	                main:581]	:	INFO	:	Epoch 815 | loss: 0.000118176 | val_loss: 0.000131845 | Time: 2194.85 ms
[2020-12-07 15:34:47	                main:581]	:	INFO	:	Epoch 816 | loss: 0.000117005 | val_loss: 0.000132942 | Time: 2188.34 ms
[2020-12-07 15:34:49	                main:581]	:	INFO	:	Epoch 817 | loss: 0.000147371 | val_loss: 0.000201198 | Time: 2216.83 ms
[2020-12-07 15:34:51	                main:581]	:	INFO	:	Epoch 818 | loss: 0.000140115 | val_loss: 0.000141931 | Time: 2201.77 ms
[2020-12-07 15:34:53	                main:581]	:	INFO	:	Epoch 819 | loss: 0.000121304 | val_loss: 0.000135538 | Time: 2203.43 ms
[2020-12-07 15:34:55	                main:581]	:	INFO	:	Epoch 820 | loss: 0.000115341 | val_loss: 0.00012803 | Time: 2187.42 ms
[2020-12-07 15:34:58	                main:581]	:	INFO	:	Epoch 821 | loss: 0.000122555 | val_loss: 0.000151035 | Time: 2208.43 ms
[2020-12-07 15:35:00	                main:581]	:	INFO	:	Epoch 822 | loss: 0.000156537 | val_loss: 0.000155147 | Time: 2181.75 ms
[2020-12-07 15:35:02	                main:581]	:	INFO	:	Epoch 823 | loss: 0.000130537 | val_loss: 0.000130342 | Time: 2194.46 ms
[2020-12-07 15:35:04	                main:581]	:	INFO	:	Epoch 824 | loss: 0.000116167 | val_loss: 0.000128049 | Time: 2213.25 ms
[2020-12-07 15:35:06	                main:581]	:	INFO	:	Epoch 825 | loss: 0.000113539 | val_loss: 0.000127659 | Time: 2186.35 ms
[2020-12-07 15:35:09	                main:581]	:	INFO	:	Epoch 826 | loss: 0.000115524 | val_loss: 0.000132666 | Time: 2217.87 ms
[2020-12-07 15:35:11	                main:581]	:	INFO	:	Epoch 827 | loss: 0.000152709 | val_loss: 0.000227424 | Time: 2226.9 ms
[2020-12-07 15:35:13	                main:581]	:	INFO	:	Epoch 828 | loss: 0.000168194 | val_loss: 0.000146036 | Time: 2193.32 ms
[2020-12-07 15:35:15	                main:581]	:	INFO	:	Epoch 829 | loss: 0.000124122 | val_loss: 0.000131943 | Time: 2169.89 ms
[2020-12-07 15:35:17	                main:581]	:	INFO	:	Epoch 830 | loss: 0.000115747 | val_loss: 0.000129518 | Time: 2196.03 ms
[2020-12-07 15:35:20	                main:581]	:	INFO	:	Epoch 831 | loss: 0.000114553 | val_loss: 0.000126506 | Time: 2199.48 ms
[2020-12-07 15:35:22	                main:581]	:	INFO	:	Epoch 832 | loss: 0.000117496 | val_loss: 0.000138527 | Time: 2164.59 ms
[2020-12-07 15:35:24	                main:581]	:	INFO	:	Epoch 833 | loss: 0.000160086 | val_loss: 0.000198991 | Time: 2207.57 ms
[2020-12-07 15:35:26	                main:581]	:	INFO	:	Epoch 834 | loss: 0.000148636 | val_loss: 0.00013927 | Time: 2221.07 ms
[2020-12-07 15:35:28	                main:581]	:	INFO	:	Epoch 835 | loss: 0.000121336 | val_loss: 0.000130736 | Time: 2213.11 ms
[2020-12-07 15:35:31	                main:581]	:	INFO	:	Epoch 836 | loss: 0.000114686 | val_loss: 0.000128837 | Time: 2198.03 ms
[2020-12-07 15:35:33	                main:581]	:	INFO	:	Epoch 837 | loss: 0.000113046 | val_loss: 0.000125961 | Time: 2204.25 ms
[2020-12-07 15:35:35	                main:581]	:	INFO	:	Epoch 838 | loss: 0.000118721 | val_loss: 0.000156076 | Time: 2210.76 ms
[2020-12-07 15:35:37	                main:581]	:	INFO	:	Epoch 839 | loss: 0.000158394 | val_loss: 0.000145408 | Time: 2177.94 ms
[2020-12-07 15:35:39	                main:581]	:	INFO	:	Epoch 840 | loss: 0.00012662 | val_loss: 0.000135027 | Time: 2187.52 ms
[2020-12-07 15:35:41	                main:581]	:	INFO	:	Epoch 841 | loss: 0.000116856 | val_loss: 0.000129859 | Time: 2187.88 ms
[2020-12-07 15:35:44	                main:581]	:	INFO	:	Epoch 842 | loss: 0.000115703 | val_loss: 0.000131198 | Time: 2193.08 ms
[2020-12-07 15:35:46	                main:581]	:	INFO	:	Epoch 843 | loss: 0.000133562 | val_loss: 0.000163311 | Time: 2199.37 ms
[2020-12-07 15:35:48	                main:581]	:	INFO	:	Epoch 844 | loss: 0.000144464 | val_loss: 0.000148687 | Time: 2199.59 ms
[2020-12-07 15:35:50	                main:581]	:	INFO	:	Epoch 845 | loss: 0.00014162 | val_loss: 0.000149573 | Time: 2187.43 ms
[2020-12-07 15:35:52	                main:581]	:	INFO	:	Epoch 846 | loss: 0.000120742 | val_loss: 0.0001278 | Time: 2202.33 ms
[2020-12-07 15:35:55	                main:581]	:	INFO	:	Epoch 847 | loss: 0.0001147 | val_loss: 0.000130174 | Time: 2189.85 ms
[2020-12-07 15:35:57	                main:581]	:	INFO	:	Epoch 848 | loss: 0.000114188 | val_loss: 0.000129148 | Time: 2212.28 ms
[2020-12-07 15:35:59	                main:581]	:	INFO	:	Epoch 849 | loss: 0.000147842 | val_loss: 0.000245554 | Time: 2222.8 ms
[2020-12-07 15:36:01	                main:581]	:	INFO	:	Epoch 850 | loss: 0.000151578 | val_loss: 0.000140577 | Time: 2171.85 ms
[2020-12-07 15:36:03	                main:581]	:	INFO	:	Epoch 851 | loss: 0.000126405 | val_loss: 0.000132006 | Time: 2194.08 ms
[2020-12-07 15:36:06	                main:581]	:	INFO	:	Epoch 852 | loss: 0.000115967 | val_loss: 0.000126149 | Time: 2183.09 ms
[2020-12-07 15:36:08	                main:581]	:	INFO	:	Epoch 853 | loss: 0.000113909 | val_loss: 0.000130686 | Time: 2193.32 ms
[2020-12-07 15:36:10	                main:581]	:	INFO	:	Epoch 854 | loss: 0.000139926 | val_loss: 0.000161069 | Time: 2209.11 ms
[2020-12-07 15:36:12	                main:581]	:	INFO	:	Epoch 855 | loss: 0.000143891 | val_loss: 0.000147101 | Time: 2166.3 ms
[2020-12-07 15:36:14	                main:581]	:	INFO	:	Epoch 856 | loss: 0.000121626 | val_loss: 0.000132446 | Time: 2195.42 ms
[2020-12-07 15:36:17	                main:581]	:	INFO	:	Epoch 857 | loss: 0.000117105 | val_loss: 0.000133449 | Time: 2191.85 ms
[2020-12-07 15:36:19	                main:581]	:	INFO	:	Epoch 858 | loss: 0.000122819 | val_loss: 0.000146238 | Time: 2199.89 ms
[2020-12-07 15:36:21	                main:581]	:	INFO	:	Epoch 859 | loss: 0.000137887 | val_loss: 0.000149235 | Time: 2208.78 ms
[2020-12-07 15:36:23	                main:581]	:	INFO	:	Epoch 860 | loss: 0.000148482 | val_loss: 0.00015318 | Time: 2256.29 ms
[2020-12-07 15:36:25	                main:581]	:	INFO	:	Epoch 861 | loss: 0.000124066 | val_loss: 0.00013111 | Time: 2197.79 ms
[2020-12-07 15:36:28	                main:581]	:	INFO	:	Epoch 862 | loss: 0.000116025 | val_loss: 0.000130887 | Time: 2240.16 ms
[2020-12-07 15:36:30	                main:581]	:	INFO	:	Epoch 863 | loss: 0.000136779 | val_loss: 0.000161931 | Time: 2208.71 ms
[2020-12-07 15:36:32	                main:581]	:	INFO	:	Epoch 864 | loss: 0.000129024 | val_loss: 0.0001313 | Time: 2223.26 ms
[2020-12-07 15:36:34	                main:581]	:	INFO	:	Epoch 865 | loss: 0.000117728 | val_loss: 0.000131555 | Time: 2200.74 ms
[2020-12-07 15:36:37	                main:581]	:	INFO	:	Epoch 866 | loss: 0.000154965 | val_loss: 0.000151328 | Time: 2205.76 ms
[2020-12-07 15:36:39	                main:581]	:	INFO	:	Epoch 867 | loss: 0.000143777 | val_loss: 0.000159636 | Time: 2159.75 ms
[2020-12-07 15:36:41	                main:581]	:	INFO	:	Epoch 868 | loss: 0.000124962 | val_loss: 0.000131078 | Time: 2201.29 ms
[2020-12-07 15:36:43	                main:581]	:	INFO	:	Epoch 869 | loss: 0.000115605 | val_loss: 0.000126945 | Time: 2227.31 ms
[2020-12-07 15:36:45	                main:581]	:	INFO	:	Epoch 870 | loss: 0.000117805 | val_loss: 0.000143876 | Time: 2230.84 ms
[2020-12-07 15:36:48	                main:581]	:	INFO	:	Epoch 871 | loss: 0.000142235 | val_loss: 0.000152777 | Time: 2209.83 ms
[2020-12-07 15:36:50	                main:581]	:	INFO	:	Epoch 872 | loss: 0.000121606 | val_loss: 0.000129198 | Time: 2245.34 ms
[2020-12-07 15:36:52	                main:581]	:	INFO	:	Epoch 873 | loss: 0.000116101 | val_loss: 0.000132864 | Time: 2175.36 ms
[2020-12-07 15:36:54	                main:581]	:	INFO	:	Epoch 874 | loss: 0.000160681 | val_loss: 0.000169686 | Time: 2178.84 ms
[2020-12-07 15:36:56	                main:581]	:	INFO	:	Epoch 875 | loss: 0.000148445 | val_loss: 0.000140839 | Time: 2227.72 ms
[2020-12-07 15:36:59	                main:581]	:	INFO	:	Epoch 876 | loss: 0.000119678 | val_loss: 0.000128303 | Time: 2192.3 ms
[2020-12-07 15:37:01	                main:581]	:	INFO	:	Epoch 877 | loss: 0.000112746 | val_loss: 0.000126322 | Time: 2201.86 ms
[2020-12-07 15:37:03	                main:581]	:	INFO	:	Epoch 878 | loss: 0.000112534 | val_loss: 0.000127805 | Time: 2235.83 ms
[2020-12-07 15:37:05	                main:581]	:	INFO	:	Epoch 879 | loss: 0.000119662 | val_loss: 0.000157608 | Time: 2236.49 ms
[2020-12-07 15:37:08	                main:581]	:	INFO	:	Epoch 880 | loss: 0.000145328 | val_loss: 0.000137358 | Time: 2242.64 ms
[2020-12-07 15:37:10	                main:581]	:	INFO	:	Epoch 881 | loss: 0.000119836 | val_loss: 0.000129613 | Time: 2225.51 ms
[2020-12-07 15:37:12	                main:581]	:	INFO	:	Epoch 882 | loss: 0.000121686 | val_loss: 0.000162052 | Time: 2222.42 ms
[2020-12-07 15:37:14	                main:581]	:	INFO	:	Epoch 883 | loss: 0.000138176 | val_loss: 0.000133282 | Time: 2219.3 ms
[2020-12-07 15:37:16	                main:581]	:	INFO	:	Epoch 884 | loss: 0.000123941 | val_loss: 0.00014011 | Time: 2220.83 ms
[2020-12-07 15:37:19	                main:581]	:	INFO	:	Epoch 885 | loss: 0.000127411 | val_loss: 0.000131428 | Time: 2231.26 ms
[2020-12-07 15:37:21	                main:581]	:	INFO	:	Epoch 886 | loss: 0.000114384 | val_loss: 0.00012766 | Time: 2183.48 ms
[2020-12-07 15:37:23	                main:581]	:	INFO	:	Epoch 887 | loss: 0.000125957 | val_loss: 0.000153933 | Time: 2166.27 ms
[2020-12-07 15:37:25	                main:581]	:	INFO	:	Epoch 888 | loss: 0.000158824 | val_loss: 0.000169185 | Time: 2196.79 ms
[2020-12-07 15:37:27	                main:581]	:	INFO	:	Epoch 889 | loss: 0.00013594 | val_loss: 0.000132757 | Time: 2179.11 ms
[2020-12-07 15:37:30	                main:581]	:	INFO	:	Epoch 890 | loss: 0.000120423 | val_loss: 0.000134293 | Time: 2199.29 ms
[2020-12-07 15:37:32	                main:581]	:	INFO	:	Epoch 891 | loss: 0.000114072 | val_loss: 0.000126984 | Time: 2223.56 ms
[2020-12-07 15:37:34	                main:581]	:	INFO	:	Epoch 892 | loss: 0.000112045 | val_loss: 0.000126316 | Time: 2189.77 ms
[2020-12-07 15:37:36	                main:581]	:	INFO	:	Epoch 893 | loss: 0.000125763 | val_loss: 0.000188698 | Time: 2191.74 ms
[2020-12-07 15:37:38	                main:581]	:	INFO	:	Epoch 894 | loss: 0.000151802 | val_loss: 0.000142497 | Time: 2189.84 ms
[2020-12-07 15:37:41	                main:581]	:	INFO	:	Epoch 895 | loss: 0.000122743 | val_loss: 0.000129006 | Time: 2178.07 ms
[2020-12-07 15:37:43	                main:581]	:	INFO	:	Epoch 896 | loss: 0.000118471 | val_loss: 0.000155123 | Time: 2202.47 ms
[2020-12-07 15:37:45	                main:581]	:	INFO	:	Epoch 897 | loss: 0.000151345 | val_loss: 0.000145088 | Time: 2236.11 ms
[2020-12-07 15:37:47	                main:581]	:	INFO	:	Epoch 898 | loss: 0.000122015 | val_loss: 0.000127352 | Time: 2206.09 ms
[2020-12-07 15:37:49	                main:581]	:	INFO	:	Epoch 899 | loss: 0.000115481 | val_loss: 0.000146249 | Time: 2181.29 ms
[2020-12-07 15:37:52	                main:581]	:	INFO	:	Epoch 900 | loss: 0.000141053 | val_loss: 0.000143211 | Time: 2173.69 ms
[2020-12-07 15:37:54	                main:581]	:	INFO	:	Epoch 901 | loss: 0.000128789 | val_loss: 0.00013342 | Time: 2214.14 ms
[2020-12-07 15:37:56	                main:581]	:	INFO	:	Epoch 902 | loss: 0.000115047 | val_loss: 0.000129778 | Time: 2212.18 ms
[2020-12-07 15:37:58	                main:581]	:	INFO	:	Epoch 903 | loss: 0.000132009 | val_loss: 0.000169921 | Time: 2175.18 ms
[2020-12-07 15:38:00	                main:581]	:	INFO	:	Epoch 904 | loss: 0.00013432 | val_loss: 0.000138444 | Time: 2164 ms
[2020-12-07 15:38:02	                main:581]	:	INFO	:	Epoch 905 | loss: 0.000119182 | val_loss: 0.000129494 | Time: 2156.14 ms
[2020-12-07 15:38:05	                main:581]	:	INFO	:	Epoch 906 | loss: 0.000114375 | val_loss: 0.000129829 | Time: 2212.92 ms
[2020-12-07 15:38:07	                main:581]	:	INFO	:	Epoch 907 | loss: 0.000134994 | val_loss: 0.000191856 | Time: 2188.54 ms
[2020-12-07 15:38:09	                main:581]	:	INFO	:	Epoch 908 | loss: 0.000140081 | val_loss: 0.000136855 | Time: 2189.44 ms
[2020-12-07 15:38:11	                main:581]	:	INFO	:	Epoch 909 | loss: 0.000119684 | val_loss: 0.000135895 | Time: 2215.39 ms
[2020-12-07 15:38:13	                main:581]	:	INFO	:	Epoch 910 | loss: 0.000125191 | val_loss: 0.000134421 | Time: 2156.07 ms
[2020-12-07 15:38:16	                main:581]	:	INFO	:	Epoch 911 | loss: 0.000118082 | val_loss: 0.000129764 | Time: 2191.51 ms
[2020-12-07 15:38:18	                main:581]	:	INFO	:	Epoch 912 | loss: 0.000117572 | val_loss: 0.000131622 | Time: 2186.29 ms
[2020-12-07 15:38:20	                main:581]	:	INFO	:	Epoch 913 | loss: 0.000136271 | val_loss: 0.000258557 | Time: 2195.74 ms
[2020-12-07 15:38:22	                main:581]	:	INFO	:	Epoch 914 | loss: 0.000188604 | val_loss: 0.00016996 | Time: 2183.98 ms
[2020-12-07 15:38:24	                main:581]	:	INFO	:	Epoch 915 | loss: 0.000140525 | val_loss: 0.000142236 | Time: 2192.7 ms
[2020-12-07 15:38:27	                main:581]	:	INFO	:	Epoch 916 | loss: 0.000121071 | val_loss: 0.000127377 | Time: 2180.64 ms
[2020-12-07 15:38:29	                main:581]	:	INFO	:	Epoch 917 | loss: 0.000114591 | val_loss: 0.000136563 | Time: 2217.89 ms
[2020-12-07 15:38:31	                main:581]	:	INFO	:	Epoch 918 | loss: 0.000120017 | val_loss: 0.000133605 | Time: 2183.04 ms
[2020-12-07 15:38:33	                main:581]	:	INFO	:	Epoch 919 | loss: 0.000114511 | val_loss: 0.000127083 | Time: 2191.15 ms
[2020-12-07 15:38:35	                main:581]	:	INFO	:	Epoch 920 | loss: 0.000114979 | val_loss: 0.00014017 | Time: 2187.06 ms
[2020-12-07 15:38:38	                main:581]	:	INFO	:	Epoch 921 | loss: 0.000150906 | val_loss: 0.000168784 | Time: 2255.87 ms
[2020-12-07 15:38:40	                main:581]	:	INFO	:	Epoch 922 | loss: 0.000127911 | val_loss: 0.000132536 | Time: 2165.76 ms
[2020-12-07 15:38:42	                main:581]	:	INFO	:	Epoch 923 | loss: 0.000113716 | val_loss: 0.000125823 | Time: 2184.87 ms
[2020-12-07 15:38:44	                main:581]	:	INFO	:	Epoch 924 | loss: 0.00011139 | val_loss: 0.000127505 | Time: 2187.5 ms
[2020-12-07 15:38:46	                main:581]	:	INFO	:	Epoch 925 | loss: 0.00013655 | val_loss: 0.000139592 | Time: 2187.3 ms
[2020-12-07 15:38:49	                main:581]	:	INFO	:	Epoch 926 | loss: 0.000119375 | val_loss: 0.000127927 | Time: 2190.99 ms
[2020-12-07 15:38:51	                main:581]	:	INFO	:	Epoch 927 | loss: 0.000113417 | val_loss: 0.000127799 | Time: 2217.69 ms
[2020-12-07 15:38:53	                main:581]	:	INFO	:	Epoch 928 | loss: 0.00013285 | val_loss: 0.000172453 | Time: 2211.54 ms
[2020-12-07 15:38:55	                main:581]	:	INFO	:	Epoch 929 | loss: 0.00013012 | val_loss: 0.000134062 | Time: 2160.29 ms
[2020-12-07 15:38:57	                main:581]	:	INFO	:	Epoch 930 | loss: 0.0001536 | val_loss: 0.000155651 | Time: 2199.82 ms
[2020-12-07 15:39:00	                main:581]	:	INFO	:	Epoch 931 | loss: 0.000129901 | val_loss: 0.000130177 | Time: 2226.33 ms
[2020-12-07 15:39:02	                main:581]	:	INFO	:	Epoch 932 | loss: 0.000116735 | val_loss: 0.000128039 | Time: 2211.04 ms
[2020-12-07 15:39:04	                main:581]	:	INFO	:	Epoch 933 | loss: 0.000115703 | val_loss: 0.000130046 | Time: 2193.57 ms
[2020-12-07 15:39:06	                main:581]	:	INFO	:	Epoch 934 | loss: 0.000121923 | val_loss: 0.000149712 | Time: 2217.18 ms
[2020-12-07 15:39:08	                main:581]	:	INFO	:	Epoch 935 | loss: 0.000134601 | val_loss: 0.000149926 | Time: 2186.6 ms
[2020-12-07 15:39:11	                main:581]	:	INFO	:	Epoch 936 | loss: 0.000120763 | val_loss: 0.000128867 | Time: 2171.03 ms
[2020-12-07 15:39:13	                main:581]	:	INFO	:	Epoch 937 | loss: 0.000132272 | val_loss: 0.000203159 | Time: 2245.57 ms
[2020-12-07 15:39:15	                main:581]	:	INFO	:	Epoch 938 | loss: 0.000142938 | val_loss: 0.000139161 | Time: 2189.89 ms
[2020-12-07 15:39:17	                main:581]	:	INFO	:	Epoch 939 | loss: 0.000119577 | val_loss: 0.000131482 | Time: 2163.12 ms
[2020-12-07 15:39:19	                main:581]	:	INFO	:	Epoch 940 | loss: 0.000132136 | val_loss: 0.000159213 | Time: 2194.51 ms
[2020-12-07 15:39:21	                main:581]	:	INFO	:	Epoch 941 | loss: 0.00012624 | val_loss: 0.000145393 | Time: 2175.76 ms
[2020-12-07 15:39:24	                main:581]	:	INFO	:	Epoch 942 | loss: 0.000129061 | val_loss: 0.000130932 | Time: 2163.69 ms
[2020-12-07 15:39:26	                main:581]	:	INFO	:	Epoch 943 | loss: 0.000120219 | val_loss: 0.000133857 | Time: 2187.14 ms
[2020-12-07 15:39:28	                main:581]	:	INFO	:	Epoch 944 | loss: 0.000116061 | val_loss: 0.000129879 | Time: 2233.95 ms
[2020-12-07 15:39:30	                main:581]	:	INFO	:	Epoch 945 | loss: 0.000115454 | val_loss: 0.000131744 | Time: 2230.02 ms
[2020-12-07 15:39:32	                main:581]	:	INFO	:	Epoch 946 | loss: 0.000145705 | val_loss: 0.00021493 | Time: 2198.48 ms
[2020-12-07 15:39:35	                main:581]	:	INFO	:	Epoch 947 | loss: 0.000153488 | val_loss: 0.00015574 | Time: 2205.49 ms
[2020-12-07 15:39:37	                main:581]	:	INFO	:	Epoch 948 | loss: 0.000124942 | val_loss: 0.000130264 | Time: 2161.16 ms
[2020-12-07 15:39:39	                main:581]	:	INFO	:	Epoch 949 | loss: 0.000112522 | val_loss: 0.000125974 | Time: 2205.79 ms
[2020-12-07 15:39:41	                main:581]	:	INFO	:	Epoch 950 | loss: 0.000120816 | val_loss: 0.000155519 | Time: 2185.8 ms
[2020-12-07 15:39:43	                main:581]	:	INFO	:	Epoch 951 | loss: 0.000125078 | val_loss: 0.000129228 | Time: 2194.5 ms
[2020-12-07 15:39:46	                main:581]	:	INFO	:	Epoch 952 | loss: 0.000121493 | val_loss: 0.00014291 | Time: 2219.43 ms
[2020-12-07 15:39:48	                main:581]	:	INFO	:	Epoch 953 | loss: 0.000119488 | val_loss: 0.000135335 | Time: 2146.88 ms
[2020-12-07 15:39:50	                main:581]	:	INFO	:	Epoch 954 | loss: 0.00011545 | val_loss: 0.000129094 | Time: 2203.64 ms
[2020-12-07 15:39:52	                main:581]	:	INFO	:	Epoch 955 | loss: 0.00012874 | val_loss: 0.000151084 | Time: 2230.32 ms
[2020-12-07 15:39:54	                main:581]	:	INFO	:	Epoch 956 | loss: 0.000124664 | val_loss: 0.000131193 | Time: 2216.52 ms
[2020-12-07 15:39:57	                main:581]	:	INFO	:	Epoch 957 | loss: 0.000132404 | val_loss: 0.000167735 | Time: 2240.39 ms
[2020-12-07 15:39:59	                main:581]	:	INFO	:	Epoch 958 | loss: 0.000137626 | val_loss: 0.000140447 | Time: 2207.26 ms
[2020-12-07 15:40:01	                main:581]	:	INFO	:	Epoch 959 | loss: 0.000118739 | val_loss: 0.000128525 | Time: 2207.24 ms
[2020-12-07 15:40:03	                main:581]	:	INFO	:	Epoch 960 | loss: 0.000113404 | val_loss: 0.000133247 | Time: 2173.56 ms
[2020-12-07 15:40:05	                main:581]	:	INFO	:	Epoch 961 | loss: 0.000160189 | val_loss: 0.000179501 | Time: 2189.72 ms
[2020-12-07 15:40:08	                main:581]	:	INFO	:	Epoch 962 | loss: 0.00013925 | val_loss: 0.00013709 | Time: 2206.29 ms
[2020-12-07 15:40:10	                main:581]	:	INFO	:	Epoch 963 | loss: 0.000117013 | val_loss: 0.000129736 | Time: 2241.79 ms
[2020-12-07 15:40:12	                main:581]	:	INFO	:	Epoch 964 | loss: 0.000127302 | val_loss: 0.000134774 | Time: 2204.27 ms
[2020-12-07 15:40:14	                main:581]	:	INFO	:	Epoch 965 | loss: 0.00011897 | val_loss: 0.000134443 | Time: 2198.46 ms
[2020-12-07 15:40:17	                main:581]	:	INFO	:	Epoch 966 | loss: 0.000115977 | val_loss: 0.000130722 | Time: 2211.53 ms
[2020-12-07 15:40:19	                main:581]	:	INFO	:	Epoch 967 | loss: 0.000121109 | val_loss: 0.000138363 | Time: 2201.2 ms
[2020-12-07 15:40:21	                main:581]	:	INFO	:	Epoch 968 | loss: 0.000117945 | val_loss: 0.000135003 | Time: 2185.87 ms
[2020-12-07 15:40:23	                main:581]	:	INFO	:	Epoch 969 | loss: 0.000118464 | val_loss: 0.000129526 | Time: 2191.16 ms
[2020-12-07 15:40:25	                main:581]	:	INFO	:	Epoch 970 | loss: 0.000127042 | val_loss: 0.000146601 | Time: 2222.48 ms
[2020-12-07 15:40:28	                main:581]	:	INFO	:	Epoch 971 | loss: 0.000147153 | val_loss: 0.000155901 | Time: 2193.52 ms
[2020-12-07 15:40:30	                main:581]	:	INFO	:	Epoch 972 | loss: 0.000124269 | val_loss: 0.000130278 | Time: 2186.9 ms
[2020-12-07 15:40:32	                main:581]	:	INFO	:	Epoch 973 | loss: 0.000112621 | val_loss: 0.000126295 | Time: 2190.85 ms
[2020-12-07 15:40:34	                main:581]	:	INFO	:	Epoch 974 | loss: 0.000120734 | val_loss: 0.000136971 | Time: 2210.86 ms
[2020-12-07 15:40:36	                main:581]	:	INFO	:	Epoch 975 | loss: 0.000145217 | val_loss: 0.000162042 | Time: 2177.2 ms
[2020-12-07 15:40:38	                main:581]	:	INFO	:	Epoch 976 | loss: 0.000139394 | val_loss: 0.000139774 | Time: 2178.66 ms
[2020-12-07 15:40:41	                main:581]	:	INFO	:	Epoch 977 | loss: 0.000119699 | val_loss: 0.000130067 | Time: 2190.68 ms
[2020-12-07 15:40:43	                main:581]	:	INFO	:	Epoch 978 | loss: 0.00011309 | val_loss: 0.000126532 | Time: 2189.66 ms
[2020-12-07 15:40:45	                main:581]	:	INFO	:	Epoch 979 | loss: 0.000122115 | val_loss: 0.000149402 | Time: 2177.14 ms
[2020-12-07 15:40:47	                main:581]	:	INFO	:	Epoch 980 | loss: 0.000123879 | val_loss: 0.000127598 | Time: 2196.58 ms
[2020-12-07 15:40:49	                main:581]	:	INFO	:	Epoch 981 | loss: 0.000112219 | val_loss: 0.000125263 | Time: 2193.24 ms
[2020-12-07 15:40:52	                main:581]	:	INFO	:	Epoch 982 | loss: 0.000133477 | val_loss: 0.000174755 | Time: 2173.99 ms
[2020-12-07 15:40:54	                main:581]	:	INFO	:	Epoch 983 | loss: 0.000145431 | val_loss: 0.000144917 | Time: 2204.48 ms
[2020-12-07 15:40:56	                main:581]	:	INFO	:	Epoch 984 | loss: 0.000130088 | val_loss: 0.000128518 | Time: 2216.01 ms
[2020-12-07 15:40:58	                main:581]	:	INFO	:	Epoch 985 | loss: 0.000115115 | val_loss: 0.000128372 | Time: 2196.72 ms
[2020-12-07 15:41:00	                main:581]	:	INFO	:	Epoch 986 | loss: 0.000114255 | val_loss: 0.000138635 | Time: 2190.28 ms
[2020-12-07 15:41:03	                main:581]	:	INFO	:	Epoch 987 | loss: 0.000116688 | val_loss: 0.000129948 | Time: 2209.19 ms
[2020-12-07 15:41:05	                main:581]	:	INFO	:	Epoch 988 | loss: 0.000125309 | val_loss: 0.000145761 | Time: 2166.32 ms
[2020-12-07 15:41:07	                main:581]	:	INFO	:	Epoch 989 | loss: 0.00015457 | val_loss: 0.000168892 | Time: 2198.24 ms
[2020-12-07 15:41:09	                main:581]	:	INFO	:	Epoch 990 | loss: 0.000130123 | val_loss: 0.000134661 | Time: 2221.32 ms
[2020-12-07 15:41:11	                main:581]	:	INFO	:	Epoch 991 | loss: 0.000116523 | val_loss: 0.000127819 | Time: 2189.84 ms
[2020-12-07 15:41:14	                main:581]	:	INFO	:	Epoch 992 | loss: 0.000111175 | val_loss: 0.000127053 | Time: 2170.84 ms
[2020-12-07 15:41:16	                main:581]	:	INFO	:	Epoch 993 | loss: 0.000120576 | val_loss: 0.000178028 | Time: 2189.77 ms
[2020-12-07 15:41:18	                main:581]	:	INFO	:	Epoch 994 | loss: 0.000155477 | val_loss: 0.00014079 | Time: 2245.09 ms
[2020-12-07 15:41:20	                main:581]	:	INFO	:	Epoch 995 | loss: 0.000120339 | val_loss: 0.000129118 | Time: 2202.32 ms
[2020-12-07 15:41:22	                main:581]	:	INFO	:	Epoch 996 | loss: 0.000111992 | val_loss: 0.000126026 | Time: 2197.04 ms
[2020-12-07 15:41:25	                main:581]	:	INFO	:	Epoch 997 | loss: 0.000115704 | val_loss: 0.000141691 | Time: 2197.03 ms
[2020-12-07 15:41:27	                main:581]	:	INFO	:	Epoch 998 | loss: 0.000127362 | val_loss: 0.000137865 | Time: 2205.56 ms
[2020-12-07 15:41:29	                main:581]	:	INFO	:	Epoch 999 | loss: 0.000126946 | val_loss: 0.000142368 | Time: 2187.83 ms
[2020-12-07 15:41:31	                main:581]	:	INFO	:	Epoch 1000 | loss: 0.000118106 | val_loss: 0.000126817 | Time: 2227.81 ms
[2020-12-07 15:41:33	                main:581]	:	INFO	:	Epoch 1001 | loss: 0.000120083 | val_loss: 0.000151045 | Time: 2224.71 ms
[2020-12-07 15:41:36	                main:581]	:	INFO	:	Epoch 1002 | loss: 0.000142451 | val_loss: 0.000151909 | Time: 2172.03 ms
[2020-12-07 15:41:38	                main:581]	:	INFO	:	Epoch 1003 | loss: 0.000122061 | val_loss: 0.00013166 | Time: 2199.87 ms
[2020-12-07 15:41:40	                main:581]	:	INFO	:	Epoch 1004 | loss: 0.000113575 | val_loss: 0.000130787 | Time: 2236.13 ms
[2020-12-07 15:41:42	                main:581]	:	INFO	:	Epoch 1005 | loss: 0.000122699 | val_loss: 0.000132578 | Time: 2191.35 ms
[2020-12-07 15:41:44	                main:581]	:	INFO	:	Epoch 1006 | loss: 0.000122403 | val_loss: 0.000134462 | Time: 2189.61 ms
[2020-12-07 15:41:47	                main:581]	:	INFO	:	Epoch 1007 | loss: 0.000117148 | val_loss: 0.000138444 | Time: 2176.67 ms
[2020-12-07 15:41:49	                main:581]	:	INFO	:	Epoch 1008 | loss: 0.000136896 | val_loss: 0.000134322 | Time: 2190.39 ms
[2020-12-07 15:41:51	                main:581]	:	INFO	:	Epoch 1009 | loss: 0.000124492 | val_loss: 0.000148154 | Time: 2201.91 ms
[2020-12-07 15:41:53	                main:581]	:	INFO	:	Epoch 1010 | loss: 0.000118015 | val_loss: 0.000126584 | Time: 2192.34 ms
[2020-12-07 15:41:55	                main:581]	:	INFO	:	Epoch 1011 | loss: 0.000110397 | val_loss: 0.000125115 | Time: 2186.93 ms
[2020-12-07 15:41:58	                main:581]	:	INFO	:	Epoch 1012 | loss: 0.000128848 | val_loss: 0.000151128 | Time: 2206.89 ms
[2020-12-07 15:42:00	                main:581]	:	INFO	:	Epoch 1013 | loss: 0.000139796 | val_loss: 0.000146949 | Time: 2178.84 ms
[2020-12-07 15:42:02	                main:581]	:	INFO	:	Epoch 1014 | loss: 0.000123076 | val_loss: 0.000128021 | Time: 2210.45 ms
[2020-12-07 15:42:04	                main:581]	:	INFO	:	Epoch 1015 | loss: 0.000113598 | val_loss: 0.000127246 | Time: 2192.95 ms
[2020-12-07 15:42:06	                main:581]	:	INFO	:	Epoch 1016 | loss: 0.00012023 | val_loss: 0.000138849 | Time: 2193.58 ms
[2020-12-07 15:42:09	                main:581]	:	INFO	:	Epoch 1017 | loss: 0.000125382 | val_loss: 0.000154986 | Time: 2219.1 ms
[2020-12-07 15:42:11	                main:581]	:	INFO	:	Epoch 1018 | loss: 0.00014254 | val_loss: 0.000154816 | Time: 2192.51 ms
[2020-12-07 15:42:13	                main:581]	:	INFO	:	Epoch 1019 | loss: 0.00013447 | val_loss: 0.000134224 | Time: 2199.21 ms
[2020-12-07 15:42:15	                main:581]	:	INFO	:	Epoch 1020 | loss: 0.000113677 | val_loss: 0.000125105 | Time: 2206.48 ms
[2020-12-07 15:42:17	                main:581]	:	INFO	:	Epoch 1021 | loss: 0.000111183 | val_loss: 0.00012894 | Time: 2176.69 ms
[2020-12-07 15:42:20	                main:581]	:	INFO	:	Epoch 1022 | loss: 0.000136339 | val_loss: 0.00018117 | Time: 2181.12 ms
[2020-12-07 15:42:22	                main:581]	:	INFO	:	Epoch 1023 | loss: 0.000128931 | val_loss: 0.000127681 | Time: 2205.11 ms
[2020-12-07 15:42:24	                main:581]	:	INFO	:	Epoch 1024 | loss: 0.000112885 | val_loss: 0.000125515 | Time: 2233.83 ms
[2020-12-07 15:42:24	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.000125515
[2020-12-07 15:42:24	                main:610]	:	INFO	:	Saving end state to config to file
[2020-12-07 15:42:24	                main:615]	:	INFO	:	Success, exiting..
15:42:24 (2519957): called boinc_finish(0)

</stderr_txt>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)