Task 3076697
| Name | EightBitModified-1605455611-1340-2_0 |
| Workunit | 1404711 |
| Created | 27 Nov 2020, 0:58:21 UTC |
| Sent | 30 Nov 2020, 23:09:57 UTC |
| Report deadline | 7 Dec 2020, 23:09:57 UTC |
| Received | 1 Dec 2020, 1:40:52 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4379 |
| Run time | 40 min 2 sec |
| CPU time | 39 min 42 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> 581] : INFO : Epoch 526 | loss: 0.000407183 | val_loss: 0.000365654 | Time: 2345.33 ms [2020-11-30 20:00:53 main:581] : INFO : Epoch 527 | loss: 0.000340388 | val_loss: 0.000339793 | Time: 2349.58 ms [2020-11-30 20:00:55 main:581] : INFO : Epoch 528 | loss: 0.000323299 | val_loss: 0.00033681 | Time: 2352.84 ms [2020-11-30 20:00:57 main:581] : INFO : Epoch 529 | loss: 0.000421146 | val_loss: 0.000468236 | Time: 2303.91 ms [2020-11-30 20:01:00 main:581] : INFO : Epoch 530 | loss: 0.000392552 | val_loss: 0.000377419 | Time: 2329.14 ms [2020-11-30 20:01:02 main:581] : INFO : Epoch 531 | loss: 0.000348398 | val_loss: 0.000341964 | Time: 2321.98 ms [2020-11-30 20:01:04 main:581] : INFO : Epoch 532 | loss: 0.000334173 | val_loss: 0.000375071 | Time: 2324.3 ms [2020-11-30 20:01:06 main:581] : INFO : Epoch 533 | loss: 0.000368757 | val_loss: 0.000354388 | Time: 2323.53 ms [2020-11-30 20:01:09 main:581] : INFO : Epoch 534 | loss: 0.00032975 | val_loss: 0.000348137 | Time: 2344.18 ms [2020-11-30 20:01:11 main:581] : INFO : Epoch 535 | loss: 0.000380839 | val_loss: 0.000353955 | Time: 2328.83 ms [2020-11-30 20:01:13 main:581] : INFO : Epoch 536 | loss: 0.000334136 | val_loss: 0.000338118 | Time: 2319.31 ms [2020-11-30 20:01:16 main:581] : INFO : Epoch 537 | loss: 0.000321469 | val_loss: 0.000333381 | Time: 2333.2 ms [2020-11-30 20:01:18 main:581] : INFO : Epoch 538 | loss: 0.000324272 | val_loss: 0.000383355 | Time: 2371.61 ms [2020-11-30 20:01:21 main:581] : INFO : Epoch 539 | loss: 0.000447377 | val_loss: 0.000406981 | Time: 2330.79 ms [2020-11-30 20:01:23 main:581] : INFO : Epoch 540 | loss: 0.000362247 | val_loss: 0.000350256 | Time: 2306.85 ms [2020-11-30 20:01:25 main:581] : INFO : Epoch 541 | loss: 0.000332052 | val_loss: 0.000351416 | Time: 2367.29 ms [2020-11-30 20:01:28 main:581] : INFO : Epoch 542 | loss: 0.000349446 | val_loss: 0.000340488 | Time: 2366.58 ms [2020-11-30 20:01:30 main:581] : INFO : Epoch 543 | loss: 0.000332528 | val_loss: 0.000352644 | Time: 2382.9 ms [2020-11-30 20:01:32 main:581] : INFO : Epoch 544 | loss: 0.000371659 | val_loss: 0.000383607 | Time: 2351.01 ms [2020-11-30 20:01:35 main:581] : INFO : Epoch 545 | loss: 0.000340649 | val_loss: 0.000342676 | Time: 2343.25 ms [2020-11-30 20:01:37 main:581] : INFO : Epoch 546 | loss: 0.000328895 | val_loss: 0.000353651 | Time: 2368.94 ms [2020-11-30 20:01:39 main:581] : INFO : Epoch 547 | loss: 0.000373643 | val_loss: 0.00035506 | Time: 2369.7 ms [2020-11-30 20:01:42 main:581] : INFO : Epoch 548 | loss: 0.000332399 | val_loss: 0.00034187 | Time: 2330.02 ms [2020-11-30 20:01:44 main:581] : INFO : Epoch 549 | loss: 0.000347876 | val_loss: 0.00038922 | Time: 2317.94 ms [2020-11-30 20:01:46 main:581] : INFO : Epoch 550 | loss: 0.000356874 | val_loss: 0.000388989 | Time: 2308.57 ms [2020-11-30 20:01:49 main:581] : INFO : Epoch 551 | loss: 0.000408263 | val_loss: 0.000390714 | Time: 2309.5 ms [2020-11-30 20:01:51 main:581] : INFO : Epoch 552 | loss: 0.000341469 | val_loss: 0.000352737 | Time: 2330.58 ms [2020-11-30 20:01:53 main:581] : INFO : Epoch 553 | loss: 0.00032827 | val_loss: 0.000341327 | Time: 2347.4 ms [2020-11-30 20:01:56 main:581] : INFO : Epoch 554 | loss: 0.000353425 | val_loss: 0.000379321 | Time: 2324.95 ms [2020-11-30 20:01:58 main:581] : INFO : Epoch 555 | loss: 0.00034428 | val_loss: 0.000345851 | Time: 2315.73 ms [2020-11-30 20:02:00 main:581] : INFO : Epoch 556 | loss: 0.000342134 | val_loss: 0.000408777 | Time: 2330.55 ms [2020-11-30 20:02:03 main:581] : INFO : Epoch 557 | loss: 0.00037565 | val_loss: 0.000353026 | Time: 2336.03 ms [2020-11-30 20:02:05 main:581] : INFO : Epoch 558 | loss: 0.000334599 | val_loss: 0.000341153 | Time: 2333.43 ms [2020-11-30 20:02:07 main:581] : INFO : Epoch 559 | loss: 0.000339058 | val_loss: 0.000392067 | Time: 2326.63 ms [2020-11-30 20:02:10 main:581] : INFO : Epoch 560 | loss: 0.000386053 | val_loss: 0.000384489 | Time: 2311.28 ms [2020-11-30 20:02:12 main:581] : INFO : Epoch 561 | loss: 0.000339887 | val_loss: 0.000345949 | Time: 2312.7 ms [2020-11-30 20:02:14 main:581] : INFO : Epoch 562 | loss: 0.000369852 | val_loss: 0.000446467 | Time: 2308.75 ms [2020-11-30 20:02:17 main:581] : INFO : Epoch 563 | loss: 0.000370915 | val_loss: 0.000344344 | Time: 2312.87 ms [2020-11-30 20:02:19 main:581] : INFO : Epoch 564 | loss: 0.000330165 | val_loss: 0.000336172 | Time: 2328.73 ms [2020-11-30 20:02:21 main:581] : INFO : Epoch 565 | loss: 0.000325949 | val_loss: 0.000350051 | Time: 2293.55 ms [2020-11-30 20:02:23 main:581] : INFO : Epoch 566 | loss: 0.000386845 | val_loss: 0.000479289 | Time: 2329.69 ms [2020-11-30 20:02:26 main:581] : INFO : Epoch 567 | loss: 0.00039615 | val_loss: 0.000369722 | Time: 2392.05 ms [2020-11-30 20:02:28 main:581] : INFO : Epoch 568 | loss: 0.000336443 | val_loss: 0.000338826 | Time: 2323.45 ms [2020-11-30 20:02:31 main:581] : INFO : Epoch 569 | loss: 0.000338246 | val_loss: 0.000416112 | Time: 2310.16 ms [2020-11-30 20:02:33 main:581] : INFO : Epoch 570 | loss: 0.000366822 | val_loss: 0.000356229 | Time: 2320.59 ms [2020-11-30 20:02:35 main:581] : INFO : Epoch 571 | loss: 0.000329069 | val_loss: 0.00034324 | Time: 2325.46 ms [2020-11-30 20:02:37 main:581] : INFO : Epoch 572 | loss: 0.000343877 | val_loss: 0.000396764 | Time: 2294.05 ms [2020-11-30 20:02:40 main:581] : INFO : Epoch 573 | loss: 0.000352738 | val_loss: 0.000402342 | Time: 2307.15 ms [2020-11-30 20:02:42 main:581] : INFO : Epoch 574 | loss: 0.000395017 | val_loss: 0.000354271 | Time: 2301 ms [2020-11-30 20:02:44 main:581] : INFO : Epoch 575 | loss: 0.000331651 | val_loss: 0.000339962 | Time: 2306.05 ms [2020-11-30 20:02:47 main:581] : INFO : Epoch 576 | loss: 0.000329595 | val_loss: 0.000375142 | Time: 2306.74 ms [2020-11-30 20:02:49 main:581] : INFO : Epoch 577 | loss: 0.00040425 | val_loss: 0.000380756 | Time: 2299.96 ms [2020-11-30 20:02:51 main:581] : INFO : Epoch 578 | loss: 0.000340913 | val_loss: 0.000345433 | Time: 2338.7 ms [2020-11-30 20:02:54 main:581] : INFO : Epoch 579 | loss: 0.00032666 | val_loss: 0.000339866 | Time: 2334.65 ms [2020-11-30 20:02:56 main:581] : INFO : Epoch 580 | loss: 0.000365186 | val_loss: 0.000410061 | Time: 2324.55 ms [2020-11-30 20:02:58 main:581] : INFO : Epoch 581 | loss: 0.000425098 | val_loss: 0.000399675 | Time: 2339.18 ms [2020-11-30 20:03:01 main:581] : INFO : Epoch 582 | loss: 0.00034998 | val_loss: 0.000347331 | Time: 2316.48 ms [2020-11-30 20:03:03 main:581] : INFO : Epoch 583 | loss: 0.000327162 | val_loss: 0.0003419 | Time: 2298.18 ms [2020-11-30 20:03:05 main:581] : INFO : Epoch 584 | loss: 0.000378328 | val_loss: 0.000386417 | Time: 2347.89 ms [2020-11-30 20:03:08 main:581] : INFO : Epoch 585 | loss: 0.000339024 | val_loss: 0.000341578 | Time: 2305.42 ms [2020-11-30 20:03:10 main:581] : INFO : Epoch 586 | loss: 0.000321881 | val_loss: 0.000335457 | Time: 2304.06 ms [2020-11-30 20:03:12 main:581] : INFO : Epoch 587 | loss: 0.000334948 | val_loss: 0.000419684 | Time: 2300.98 ms [2020-11-30 20:03:14 main:581] : INFO : Epoch 588 | loss: 0.000388006 | val_loss: 0.000356745 | Time: 2318.45 ms [2020-11-30 20:03:17 main:581] : INFO : Epoch 589 | loss: 0.000342597 | val_loss: 0.000342379 | Time: 2352.91 ms [2020-11-30 20:03:19 main:581] : INFO : Epoch 590 | loss: 0.000334966 | val_loss: 0.000384575 | Time: 2310.92 ms [2020-11-30 20:03:21 main:581] : INFO : Epoch 591 | loss: 0.000375885 | val_loss: 0.00036144 | Time: 2300.71 ms [2020-11-30 20:03:24 main:581] : INFO : Epoch 592 | loss: 0.000333614 | val_loss: 0.000340442 | Time: 2299.98 ms [2020-11-30 20:03:26 main:581] : INFO : Epoch 593 | loss: 0.000324039 | val_loss: 0.000343001 | Time: 2317.15 ms [2020-11-30 20:03:28 main:581] : INFO : Epoch 594 | loss: 0.000430995 | val_loss: 0.000416108 | Time: 2293.54 ms [2020-11-30 20:03:31 main:581] : INFO : Epoch 595 | loss: 0.000449631 | val_loss: 0.000444315 | Time: 2310.95 ms [2020-11-30 20:03:33 main:581] : INFO : Epoch 596 | loss: 0.000385656 | val_loss: 0.000398327 | Time: 2296.13 ms [2020-11-30 20:03:35 main:581] : INFO : Epoch 597 | loss: 0.000456871 | val_loss: 0.000418678 | Time: 2305.23 ms [2020-11-30 20:03:38 main:581] : INFO : Epoch 598 | loss: 0.000362211 | val_loss: 0.000352366 | Time: 2298.16 ms [2020-11-30 20:03:40 main:581] : INFO : Epoch 599 | loss: 0.000329092 | val_loss: 0.000334318 | Time: 2311.16 ms [2020-11-30 20:03:42 main:581] : INFO : Epoch 600 | loss: 0.000319017 | val_loss: 0.000333951 | Time: 2323.09 ms [2020-11-30 20:03:45 main:581] : INFO : Epoch 601 | loss: 0.00036512 | val_loss: 0.000453022 | Time: 2310.01 ms [2020-11-30 20:03:47 main:581] : INFO : Epoch 602 | loss: 0.000389352 | val_loss: 0.000373057 | Time: 2350.85 ms [2020-11-30 20:03:49 main:581] : INFO : Epoch 603 | loss: 0.000339999 | val_loss: 0.000345358 | Time: 2322.26 ms [2020-11-30 20:03:52 main:581] : INFO : Epoch 604 | loss: 0.000324841 | val_loss: 0.000336529 | Time: 2324.66 ms [2020-11-30 20:03:54 main:581] : INFO : Epoch 605 | loss: 0.000323236 | val_loss: 0.000339789 | Time: 2406.28 ms [2020-11-30 20:03:56 main:581] : INFO : Epoch 606 | loss: 0.00036821 | val_loss: 0.000341797 | Time: 2349.02 ms [2020-11-30 20:03:59 main:581] : INFO : Epoch 607 | loss: 0.000338437 | val_loss: 0.000340141 | Time: 2341.37 ms [2020-11-30 20:04:01 main:581] : INFO : Epoch 608 | loss: 0.000323988 | val_loss: 0.000335142 | Time: 2334.9 ms [2020-11-30 20:04:03 main:581] : INFO : Epoch 609 | loss: 0.000322831 | val_loss: 0.000341645 | Time: 2347.79 ms [2020-11-30 20:04:06 main:581] : INFO : Epoch 610 | loss: 0.000394984 | val_loss: 0.0003874 | Time: 2328.51 ms [2020-11-30 20:04:08 main:581] : INFO : Epoch 611 | loss: 0.000358358 | val_loss: 0.00034889 | Time: 2325.25 ms [2020-11-30 20:04:10 main:581] : INFO : Epoch 612 | loss: 0.00032523 | val_loss: 0.000336683 | Time: 2339.55 ms [2020-11-30 20:04:13 main:581] : INFO : Epoch 613 | loss: 0.000320758 | val_loss: 0.000335945 | Time: 2341.67 ms [2020-11-30 20:04:15 main:581] : INFO : Epoch 614 | loss: 0.000375895 | val_loss: 0.000459206 | Time: 2366.67 ms [2020-11-30 20:04:17 main:581] : INFO : Epoch 615 | loss: 0.000395408 | val_loss: 0.000372949 | Time: 2358.09 ms [2020-11-30 20:04:20 main:581] : INFO : Epoch 616 | loss: 0.000336373 | val_loss: 0.000343018 | Time: 2333.72 ms [2020-11-30 20:04:22 main:581] : INFO : Epoch 617 | loss: 0.000326542 | val_loss: 0.000338449 | Time: 2321.03 ms [2020-11-30 20:04:24 main:581] : INFO : Epoch 618 | loss: 0.000322783 | val_loss: 0.000343765 | Time: 2343.38 ms [2020-11-30 20:04:27 main:581] : INFO : Epoch 619 | loss: 0.000393525 | val_loss: 0.000530525 | Time: 2352.81 ms [2020-11-30 20:04:29 main:581] : INFO : Epoch 620 | loss: 0.00041003 | val_loss: 0.000401057 | Time: 2334.57 ms [2020-11-30 20:04:31 main:581] : INFO : Epoch 621 | loss: 0.000351737 | val_loss: 0.000344033 | Time: 2347.75 ms [2020-11-30 20:04:34 main:581] : INFO : Epoch 622 | loss: 0.000330121 | val_loss: 0.00034661 | Time: 2358.25 ms [2020-11-30 20:04:36 main:581] : INFO : Epoch 623 | loss: 0.000329505 | val_loss: 0.000341758 | Time: 2343.08 ms [2020-11-30 20:04:38 main:581] : INFO : Epoch 624 | loss: 0.000339647 | val_loss: 0.000380153 | Time: 2325.97 ms [2020-11-30 20:04:41 main:581] : INFO : Epoch 625 | loss: 0.000343591 | val_loss: 0.000350831 | Time: 2329.64 ms [2020-11-30 20:04:43 main:581] : INFO : Epoch 626 | loss: 0.000326757 | val_loss: 0.000344299 | Time: 2316.51 ms [2020-11-30 20:04:45 main:581] : INFO : Epoch 627 | loss: 0.000347954 | val_loss: 0.000347098 | Time: 2308.48 ms [2020-11-30 20:04:48 main:581] : INFO : Epoch 628 | loss: 0.000367191 | val_loss: 0.000605643 | Time: 2301.47 ms [2020-11-30 20:04:50 main:581] : INFO : Epoch 629 | loss: 0.00041431 | val_loss: 0.000368201 | Time: 2326.27 ms [2020-11-30 20:04:52 main:581] : INFO : Epoch 630 | loss: 0.000333841 | val_loss: 0.000340274 | Time: 2312.84 ms [2020-11-30 20:04:55 main:581] : INFO : Epoch 631 | loss: 0.000321874 | val_loss: 0.000332862 | Time: 2346.55 ms [2020-11-30 20:04:57 main:581] : INFO : Epoch 632 | loss: 0.000336033 | val_loss: 0.000417406 | Time: 2329.06 ms [2020-11-30 20:04:59 main:581] : INFO : Epoch 633 | loss: 0.000360654 | val_loss: 0.000342505 | Time: 2366.86 ms [2020-11-30 20:05:02 main:581] : INFO : Epoch 634 | loss: 0.000337159 | val_loss: 0.000372551 | Time: 2384.29 ms [2020-11-30 20:05:04 main:581] : INFO : Epoch 635 | loss: 0.000355124 | val_loss: 0.000351918 | Time: 2361.46 ms [2020-11-30 20:05:06 main:581] : INFO : Epoch 636 | loss: 0.000333365 | val_loss: 0.00035555 | Time: 2350.58 ms [2020-11-30 20:05:09 main:581] : INFO : Epoch 637 | loss: 0.000353618 | val_loss: 0.000407155 | Time: 2369.42 ms [2020-11-30 20:05:11 main:581] : INFO : Epoch 638 | loss: 0.000415278 | val_loss: 0.000392472 | Time: 2339.83 ms [2020-11-30 20:05:14 main:581] : INFO : Epoch 639 | loss: 0.000350212 | val_loss: 0.000343076 | Time: 2347.77 ms [2020-11-30 20:05:16 main:581] : INFO : Epoch 640 | loss: 0.000326895 | val_loss: 0.000335612 | Time: 2353.08 ms [2020-11-30 20:05:18 main:581] : INFO : Epoch 641 | loss: 0.000324948 | val_loss: 0.000376556 | Time: 2340.11 ms [2020-11-30 20:05:21 main:581] : INFO : Epoch 642 | loss: 0.000427757 | val_loss: 0.000370371 | Time: 2322.94 ms [2020-11-30 20:05:23 main:581] : INFO : Epoch 643 | loss: 0.000345816 | val_loss: 0.000345085 | Time: 2324.36 ms [2020-11-30 20:05:25 main:581] : INFO : Epoch 644 | loss: 0.000329089 | val_loss: 0.000341707 | Time: 2356.91 ms [2020-11-30 20:05:28 main:581] : INFO : Epoch 645 | loss: 0.000355359 | val_loss: 0.00038308 | Time: 2355.68 ms [2020-11-30 20:05:30 main:581] : INFO : Epoch 646 | loss: 0.000335128 | val_loss: 0.000341498 | Time: 2352.42 ms [2020-11-30 20:05:32 main:581] : INFO : Epoch 647 | loss: 0.000384818 | val_loss: 0.000566001 | Time: 2396.96 ms [2020-11-30 20:05:35 main:581] : INFO : Epoch 648 | loss: 0.000391486 | val_loss: 0.000376889 | Time: 2367.56 ms [2020-11-30 20:05:37 main:581] : INFO : Epoch 649 | loss: 0.00034003 | val_loss: 0.000342349 | Time: 2371.95 ms [2020-11-30 20:05:39 main:581] : INFO : Epoch 650 | loss: 0.000335951 | val_loss: 0.000390892 | Time: 2368.34 ms [2020-11-30 20:05:42 main:581] : INFO : Epoch 651 | loss: 0.00035227 | val_loss: 0.000342506 | Time: 2364.39 ms [2020-11-30 20:05:44 main:581] : INFO : Epoch 652 | loss: 0.000329726 | val_loss: 0.000345148 | Time: 2371.09 ms [2020-11-30 20:05:47 main:581] : INFO : Epoch 653 | loss: 0.000338279 | val_loss: 0.000362097 | Time: 2359.65 ms [2020-11-30 20:05:49 main:581] : INFO : Epoch 654 | loss: 0.000350206 | val_loss: 0.000347937 | Time: 2363.74 ms [2020-11-30 20:05:51 main:581] : INFO : Epoch 655 | loss: 0.000328292 | val_loss: 0.000337106 | Time: 2385.44 ms [2020-11-30 20:05:54 main:581] : INFO : Epoch 656 | loss: 0.00037092 | val_loss: 0.00051137 | Time: 2303.45 ms [2020-11-30 20:05:56 main:581] : INFO : Epoch 657 | loss: 0.000390975 | val_loss: 0.000361293 | Time: 2337.63 ms [2020-11-30 20:05:58 main:581] : INFO : Epoch 658 | loss: 0.000338431 | val_loss: 0.000344204 | Time: 2339.87 ms [2020-11-30 20:06:01 main:581] : INFO : Epoch 659 | loss: 0.00032546 | val_loss: 0.00034477 | Time: 2360.99 ms [2020-11-30 20:06:03 main:581] : INFO : Epoch 660 | loss: 0.000367637 | val_loss: 0.000404237 | Time: 2326.79 ms [2020-11-30 20:06:05 main:581] : INFO : Epoch 661 | loss: 0.000359971 | val_loss: 0.000348225 | Time: 2332.49 ms [2020-11-30 20:06:08 main:581] : INFO : Epoch 662 | loss: 0.000331332 | val_loss: 0.000345147 | Time: 2325.08 ms [2020-11-30 20:06:10 main:581] : INFO : Epoch 663 | loss: 0.000360756 | val_loss: 0.000369949 | Time: 2336.08 ms [2020-11-30 20:06:12 main:581] : INFO : Epoch 664 | loss: 0.000375436 | val_loss: 0.000371092 | Time: 2327.21 ms [2020-11-30 20:06:15 main:581] : INFO : Epoch 665 | loss: 0.000338294 | val_loss: 0.000348959 | Time: 2350.8 ms [2020-11-30 20:06:17 main:581] : INFO : Epoch 666 | loss: 0.000349686 | val_loss: 0.00037621 | Time: 2340.39 ms [2020-11-30 20:06:19 main:581] : INFO : Epoch 667 | loss: 0.000338794 | val_loss: 0.000346071 | Time: 2344.41 ms [2020-11-30 20:06:22 main:581] : INFO : Epoch 668 | loss: 0.000331347 | val_loss: 0.000362885 | Time: 2343.06 ms [2020-11-30 20:06:24 main:581] : INFO : Epoch 669 | loss: 0.00037883 | val_loss: 0.000391327 | Time: 2380.43 ms [2020-11-30 20:06:26 main:581] : INFO : Epoch 670 | loss: 0.00034593 | val_loss: 0.000348038 | Time: 2387.33 ms [2020-11-30 20:06:29 main:581] : INFO : Epoch 671 | loss: 0.000334202 | val_loss: 0.000350011 | Time: 2353.95 ms [2020-11-30 20:06:31 main:581] : INFO : Epoch 672 | loss: 0.0003903 | val_loss: 0.00039661 | Time: 2346.14 ms [2020-11-30 20:06:33 main:581] : INFO : Epoch 673 | loss: 0.000353937 | val_loss: 0.000353156 | Time: 2329.37 ms [2020-11-30 20:06:36 main:581] : INFO : Epoch 674 | loss: 0.000327238 | val_loss: 0.000337686 | Time: 2321.66 ms [2020-11-30 20:06:38 main:581] : INFO : Epoch 675 | loss: 0.00034368 | val_loss: 0.000428742 | Time: 2339.26 ms [2020-11-30 20:06:40 main:581] : INFO : Epoch 676 | loss: 0.000380712 | val_loss: 0.00035458 | Time: 2328.86 ms [2020-11-30 20:06:43 main:581] : INFO : Epoch 677 | loss: 0.000336695 | val_loss: 0.000339671 | Time: 2350.93 ms [2020-11-30 20:06:45 main:581] : INFO : Epoch 678 | loss: 0.000323562 | val_loss: 0.000340212 | Time: 2334.27 ms [2020-11-30 20:06:47 main:581] : INFO : Epoch 679 | loss: 0.000362501 | val_loss: 0.000395196 | Time: 2328.28 ms [2020-11-30 20:06:50 main:581] : INFO : Epoch 680 | loss: 0.000401882 | val_loss: 0.000364399 | Time: 2326.73 ms [2020-11-30 20:06:52 main:581] : INFO : Epoch 681 | loss: 0.000342945 | val_loss: 0.000343846 | Time: 2298.71 ms [2020-11-30 20:06:54 main:581] : INFO : Epoch 682 | loss: 0.000328745 | val_loss: 0.00035378 | Time: 2336.03 ms [2020-11-30 20:06:57 main:581] : INFO : Epoch 683 | loss: 0.000402657 | val_loss: 0.000371678 | Time: 2320.79 ms [2020-11-30 20:06:59 main:581] : INFO : Epoch 684 | loss: 0.000344667 | val_loss: 0.00034384 | Time: 2359.92 ms [2020-11-30 20:07:01 main:581] : INFO : Epoch 685 | loss: 0.000328981 | val_loss: 0.000348126 | Time: 2394.01 ms [2020-11-30 20:07:04 main:581] : INFO : Epoch 686 | loss: 0.000357923 | val_loss: 0.000338005 | Time: 2361.3 ms [2020-11-30 20:07:06 main:581] : INFO : Epoch 687 | loss: 0.000330207 | val_loss: 0.000340919 | Time: 2364.19 ms [2020-11-30 20:07:09 main:581] : INFO : Epoch 688 | loss: 0.000414818 | val_loss: 0.000427296 | Time: 2378.97 ms [2020-11-30 20:07:11 main:581] : INFO : Epoch 689 | loss: 0.000376553 | val_loss: 0.00035776 | Time: 2363.98 ms [2020-11-30 20:07:13 main:581] : INFO : Epoch 690 | loss: 0.000332276 | val_loss: 0.000336474 | Time: 2348.5 ms [2020-11-30 20:07:16 main:581] : INFO : Epoch 691 | loss: 0.000328849 | val_loss: 0.0003685 | Time: 2336.32 ms [2020-11-30 20:07:18 main:581] : INFO : Epoch 692 | loss: 0.000405614 | val_loss: 0.000378487 | Time: 2349.66 ms [2020-11-30 20:07:20 main:581] : INFO : Epoch 693 | loss: 0.000342039 | val_loss: 0.000341679 | Time: 2332.88 ms [2020-11-30 20:07:23 main:581] : INFO : Epoch 694 | loss: 0.000322669 | val_loss: 0.000335648 | Time: 2350.08 ms [2020-11-30 20:07:25 main:581] : INFO : Epoch 695 | loss: 0.000339224 | val_loss: 0.000504294 | Time: 2350.52 ms [2020-11-30 20:07:27 main:581] : INFO : Epoch 696 | loss: 0.000420413 | val_loss: 0.00036005 | Time: 2368.22 ms [2020-11-30 20:07:30 main:581] : INFO : Epoch 697 | loss: 0.000337524 | val_loss: 0.000339784 | Time: 2336.57 ms [2020-11-30 20:07:32 main:581] : INFO : Epoch 698 | loss: 0.000323128 | val_loss: 0.000333895 | Time: 2336.54 ms [2020-11-30 20:07:34 main:581] : INFO : Epoch 699 | loss: 0.000322508 | val_loss: 0.000356184 | Time: 2338.06 ms [2020-11-30 20:07:37 main:581] : INFO : Epoch 700 | loss: 0.000373872 | val_loss: 0.000370051 | Time: 2323.62 ms [2020-11-30 20:07:39 main:581] : INFO : Epoch 701 | loss: 0.000352149 | val_loss: 0.000354888 | Time: 2309.01 ms [2020-11-30 20:07:41 main:581] : INFO : Epoch 702 | loss: 0.000342715 | val_loss: 0.000351637 | Time: 2305.21 ms [2020-11-30 20:07:44 main:581] : INFO : Epoch 703 | loss: 0.000328266 | val_loss: 0.000339388 | Time: 2317.53 ms [2020-11-30 20:07:46 main:581] : INFO : Epoch 704 | loss: 0.000347903 | val_loss: 0.000398933 | Time: 2372.85 ms [2020-11-30 20:07:48 main:581] : INFO : Epoch 705 | loss: 0.00036431 | val_loss: 0.000373568 | Time: 2370.02 ms [2020-11-30 20:07:51 main:581] : INFO : Epoch 706 | loss: 0.000340736 | val_loss: 0.000350584 | Time: 2342.57 ms [2020-11-30 20:07:53 main:581] : INFO : Epoch 707 | loss: 0.000348257 | val_loss: 0.000394908 | Time: 2327.13 ms [2020-11-30 20:07:55 main:581] : INFO : Epoch 708 | loss: 0.000345297 | val_loss: 0.000340156 | Time: 2330.49 ms [2020-11-30 20:07:58 main:581] : INFO : Epoch 709 | loss: 0.000323376 | val_loss: 0.000339206 | Time: 2338.05 ms [2020-11-30 20:08:00 main:581] : INFO : Epoch 710 | loss: 0.000391751 | val_loss: 0.000405428 | Time: 2331.43 ms [2020-11-30 20:08:02 main:581] : INFO : Epoch 711 | loss: 0.000353353 | val_loss: 0.000350172 | Time: 2372.35 ms [2020-11-30 20:08:05 main:581] : INFO : Epoch 712 | loss: 0.000331739 | val_loss: 0.000342849 | Time: 2341.62 ms [2020-11-30 20:08:07 main:581] : INFO : Epoch 713 | loss: 0.000360598 | val_loss: 0.000512268 | Time: 2337.14 ms [2020-11-30 20:08:09 main:581] : INFO : Epoch 714 | loss: 0.000393832 | val_loss: 0.000437446 | Time: 2308.61 ms [2020-11-30 20:08:12 main:581] : INFO : Epoch 715 | loss: 0.000379773 | val_loss: 0.000403561 | Time: 2314.18 ms [2020-11-30 20:08:14 main:581] : INFO : Epoch 716 | loss: 0.000344252 | val_loss: 0.00033937 | Time: 2298.16 ms [2020-11-30 20:08:16 main:581] : INFO : Epoch 717 | loss: 0.000324788 | val_loss: 0.000341735 | Time: 2322.45 ms [2020-11-30 20:08:19 main:581] : INFO : Epoch 718 | loss: 0.000398053 | val_loss: 0.000418912 | Time: 2310.8 ms [2020-11-30 20:08:21 main:581] : INFO : Epoch 719 | loss: 0.000350886 | val_loss: 0.000350636 | Time: 2323.8 ms [2020-11-30 20:08:23 main:581] : INFO : Epoch 720 | loss: 0.000326386 | val_loss: 0.000338227 | Time: 2323.15 ms [2020-11-30 20:08:26 main:581] : INFO : Epoch 721 | loss: 0.000325334 | val_loss: 0.000359739 | Time: 2347.32 ms [2020-11-30 20:08:28 main:581] : INFO : Epoch 722 | loss: 0.00039388 | val_loss: 0.00036908 | Time: 2352.39 ms [2020-11-30 20:08:30 main:581] : INFO : Epoch 723 | loss: 0.000335689 | val_loss: 0.000338646 | Time: 2341.84 ms [2020-11-30 20:08:33 main:581] : INFO : Epoch 724 | loss: 0.000323169 | val_loss: 0.000341582 | Time: 2325.87 ms [2020-11-30 20:08:35 main:581] : INFO : Epoch 725 | loss: 0.000365856 | val_loss: 0.000363016 | Time: 2335.97 ms [2020-11-30 20:08:37 main:581] : INFO : Epoch 726 | loss: 0.000380326 | val_loss: 0.000354067 | Time: 2338.08 ms [2020-11-30 20:08:40 main:581] : INFO : Epoch 727 | loss: 0.000338712 | val_loss: 0.000340571 | Time: 2341.28 ms [2020-11-30 20:08:42 main:581] : INFO : Epoch 728 | loss: 0.000324293 | val_loss: 0.000335749 | Time: 2307.44 ms [2020-11-30 20:08:44 main:581] : INFO : Epoch 729 | loss: 0.000383225 | val_loss: 0.000423294 | Time: 2288.29 ms [2020-11-30 20:08:47 main:581] : INFO : Epoch 730 | loss: 0.000369202 | val_loss: 0.000347485 | Time: 2276.93 ms [2020-11-30 20:08:49 main:581] : INFO : Epoch 731 | loss: 0.000328267 | val_loss: 0.000335846 | Time: 2340.35 ms [2020-11-30 20:08:51 main:581] : INFO : Epoch 732 | loss: 0.000324972 | val_loss: 0.000340614 | Time: 2338.37 ms [2020-11-30 20:08:54 main:581] : INFO : Epoch 733 | loss: 0.00032922 | val_loss: 0.000402308 | Time: 2374.8 ms [2020-11-30 20:08:56 main:581] : INFO : Epoch 734 | loss: 0.000418435 | val_loss: 0.000379137 | Time: 2327.8 ms [2020-11-30 20:08:58 main:581] : INFO : Epoch 735 | loss: 0.000339504 | val_loss: 0.000343489 | Time: 2318.67 ms [2020-11-30 20:09:01 main:581] : INFO : Epoch 736 | loss: 0.000326244 | val_loss: 0.000335871 | Time: 2328.73 ms [2020-11-30 20:09:03 main:581] : INFO : Epoch 737 | loss: 0.000332758 | val_loss: 0.000381371 | Time: 2356.76 ms [2020-11-30 20:09:05 main:581] : INFO : Epoch 738 | loss: 0.000368248 | val_loss: 0.000380006 | Time: 2324.33 ms [2020-11-30 20:09:08 main:581] : INFO : Epoch 739 | loss: 0.000339745 | val_loss: 0.000340471 | Time: 2319.89 ms [2020-11-30 20:09:10 main:581] : INFO : Epoch 740 | loss: 0.000351464 | val_loss: 0.00047688 | Time: 2335.26 ms [2020-11-30 20:09:12 main:581] : INFO : Epoch 741 | loss: 0.000388436 | val_loss: 0.000371066 | Time: 2334.65 ms [2020-11-30 20:09:15 main:581] : INFO : Epoch 742 | loss: 0.000336462 | val_loss: 0.000344594 | Time: 2341.36 ms [2020-11-30 20:09:17 main:581] : INFO : Epoch 743 | loss: 0.00032455 | val_loss: 0.000342117 | Time: 2347.56 ms [2020-11-30 20:09:19 main:581] : INFO : Epoch 744 | loss: 0.000385113 | val_loss: 0.000386705 | Time: 2330.46 ms [2020-11-30 20:09:22 main:581] : INFO : Epoch 745 | loss: 0.000345962 | val_loss: 0.000344106 | Time: 2323.97 ms [2020-11-30 20:09:24 main:581] : INFO : Epoch 746 | loss: 0.000326042 | val_loss: 0.000339619 | Time: 2334.43 ms [2020-11-30 20:09:26 main:581] : INFO : Epoch 747 | loss: 0.000349746 | val_loss: 0.000366342 | Time: 2335.96 ms [2020-11-30 20:09:29 main:581] : INFO : Epoch 748 | loss: 0.000344176 | val_loss: 0.000370305 | Time: 2319.94 ms [2020-11-30 20:09:31 main:581] : INFO : Epoch 749 | loss: 0.000366149 | val_loss: 0.00037124 | Time: 2318.76 ms [2020-11-30 20:09:33 main:581] : INFO : Epoch 750 | loss: 0.000338877 | val_loss: 0.000349807 | Time: 2334.28 ms [2020-11-30 20:09:36 main:581] : INFO : Epoch 751 | loss: 0.00034216 | val_loss: 0.000389617 | Time: 2323.99 ms [2020-11-30 20:09:38 main:581] : INFO : Epoch 752 | loss: 0.000355949 | val_loss: 0.000360792 | Time: 2329.64 ms [2020-11-30 20:09:40 main:581] : INFO : Epoch 753 | loss: 0.000334531 | val_loss: 0.00035654 | Time: 2348.06 ms [2020-11-30 20:09:43 main:581] : INFO : Epoch 754 | loss: 0.000335752 | val_loss: 0.000354418 | Time: 2348.13 ms [2020-11-30 20:09:45 main:581] : INFO : Epoch 755 | loss: 0.000392919 | val_loss: 0.000378154 | Time: 2351.03 ms [2020-11-30 20:09:47 main:581] : INFO : Epoch 756 | loss: 0.000354085 | val_loss: 0.000355852 | Time: 2338.76 ms [2020-11-30 20:09:50 main:581] : INFO : Epoch 757 | loss: 0.000332831 | val_loss: 0.000353644 | Time: 2359.65 ms [2020-11-30 20:09:52 main:581] : INFO : Epoch 758 | loss: 0.000390922 | val_loss: 0.000389773 | Time: 2354.88 ms [2020-11-30 20:09:54 main:581] : INFO : Epoch 759 | loss: 0.000355732 | val_loss: 0.000343973 | Time: 2362.53 ms [2020-11-30 20:09:57 main:581] : INFO : Epoch 760 | loss: 0.000328135 | val_loss: 0.000338314 | Time: 2348.13 ms [2020-11-30 20:09:59 main:581] : INFO : Epoch 761 | loss: 0.000325241 | val_loss: 0.000341741 | Time: 2340.79 ms [2020-11-30 20:10:01 main:581] : INFO : Epoch 762 | loss: 0.000381701 | val_loss: 0.000420808 | Time: 2346.14 ms [2020-11-30 20:10:04 main:581] : INFO : Epoch 763 | loss: 0.000380314 | val_loss: 0.000366117 | Time: 2356.46 ms [2020-11-30 20:10:06 main:581] : INFO : Epoch 764 | loss: 0.000333079 | val_loss: 0.000340805 | Time: 2381.37 ms [2020-11-30 20:10:09 main:581] : INFO : Epoch 765 | loss: 0.000323406 | val_loss: 0.000335189 | Time: 2357.58 ms [2020-11-30 20:10:11 main:581] : INFO : Epoch 766 | loss: 0.000334313 | val_loss: 0.000475717 | Time: 2369.65 ms [2020-11-30 20:10:13 main:581] : INFO : Epoch 767 | loss: 0.000457191 | val_loss: 0.000444999 | Time: 2348.98 ms [2020-11-30 20:10:16 main:581] : INFO : Epoch 768 | loss: 0.000380093 | val_loss: 0.000351633 | Time: 2358.11 ms [2020-11-30 20:10:18 main:581] : INFO : Epoch 769 | loss: 0.000329751 | val_loss: 0.000341997 | Time: 2363.41 ms [2020-11-30 20:10:20 main:581] : INFO : Epoch 770 | loss: 0.000330461 | val_loss: 0.000355897 | Time: 2409.67 ms [2020-11-30 20:10:23 main:581] : INFO : Epoch 771 | loss: 0.000340021 | val_loss: 0.000363951 | Time: 2404.73 ms [2020-11-30 20:10:25 main:581] : INFO : Epoch 772 | loss: 0.000368756 | val_loss: 0.000364775 | Time: 2317.07 ms [2020-11-30 20:10:27 main:581] : INFO : Epoch 773 | loss: 0.000336972 | val_loss: 0.000338683 | Time: 2306.01 ms [2020-11-30 20:10:30 main:581] : INFO : Epoch 774 | loss: 0.000322096 | val_loss: 0.000336787 | Time: 2314.33 ms [2020-11-30 20:10:32 main:581] : INFO : Epoch 775 | loss: 0.000379147 | val_loss: 0.000360006 | Time: 2338.76 ms [2020-11-30 20:10:34 main:581] : INFO : Epoch 776 | loss: 0.000356722 | val_loss: 0.000358641 | Time: 2364.41 ms [2020-11-30 20:10:37 main:581] : INFO : Epoch 777 | loss: 0.000330268 | val_loss: 0.000338044 | Time: 2369.67 ms [2020-11-30 20:10:39 main:581] : INFO : Epoch 778 | loss: 0.000322817 | val_loss: 0.000341999 | Time: 2371.21 ms [2020-11-30 20:10:42 main:581] : INFO : Epoch 779 | loss: 0.000351254 | val_loss: 0.000353509 | Time: 2358.48 ms [2020-11-30 20:10:44 main:581] : INFO : Epoch 780 | loss: 0.000353675 | val_loss: 0.000373838 | Time: 2358.52 ms [2020-11-30 20:10:46 main:581] : INFO : Epoch 781 | loss: 0.000378202 | val_loss: 0.000366265 | Time: 2350.34 ms [2020-11-30 20:10:49 main:581] : INFO : Epoch 782 | loss: 0.000331296 | val_loss: 0.000339554 | Time: 2385.49 ms [2020-11-30 20:10:51 main:581] : INFO : Epoch 783 | loss: 0.000323579 | val_loss: 0.000339224 | Time: 2349.33 ms [2020-11-30 20:10:53 main:581] : INFO : Epoch 784 | loss: 0.000378269 | val_loss: 0.00042312 | Time: 2328.19 ms [2020-11-30 20:10:56 main:581] : INFO : Epoch 785 | loss: 0.0003658 | val_loss: 0.000353742 | Time: 2352.49 ms [2020-11-30 20:10:58 main:581] : INFO : Epoch 786 | loss: 0.000335359 | val_loss: 0.000336903 | Time: 2349.72 ms [2020-11-30 20:11:00 main:581] : INFO : Epoch 787 | loss: 0.000325279 | val_loss: 0.000342481 | Time: 2330.04 ms [2020-11-30 20:11:03 main:581] : INFO : Epoch 788 | loss: 0.000359073 | val_loss: 0.00049378 | Time: 2333.12 ms [2020-11-30 20:11:05 main:581] : INFO : Epoch 789 | loss: 0.00038177 | val_loss: 0.000367048 | Time: 2332.01 ms [2020-11-30 20:11:07 main:581] : INFO : Epoch 790 | loss: 0.000340808 | val_loss: 0.000361188 | Time: 2332.17 ms [2020-11-30 20:11:10 main:581] : INFO : Epoch 791 | loss: 0.000338118 | val_loss: 0.000345831 | Time: 2353.48 ms [2020-11-30 20:11:12 main:581] : INFO : Epoch 792 | loss: 0.000343253 | val_loss: 0.00038637 | Time: 2335.14 ms [2020-11-30 20:11:14 main:581] : INFO : Epoch 793 | loss: 0.000358863 | val_loss: 0.00034766 | Time: 2319.99 ms [2020-11-30 20:11:17 main:581] : INFO : Epoch 794 | loss: 0.000326816 | val_loss: 0.000338691 | Time: 2386.17 ms [2020-11-30 20:11:19 main:581] : INFO : Epoch 795 | loss: 0.000326527 | val_loss: 0.000375175 | Time: 2324.13 ms [2020-11-30 20:11:21 main:581] : INFO : Epoch 796 | loss: 0.000457164 | val_loss: 0.000399035 | Time: 2342.5 ms [2020-11-30 20:11:24 main:581] : INFO : Epoch 797 | loss: 0.000361113 | val_loss: 0.000352402 | Time: 2327.19 ms [2020-11-30 20:11:26 main:581] : INFO : Epoch 798 | loss: 0.000329798 | val_loss: 0.000344357 | Time: 2358.18 ms [2020-11-30 20:11:28 main:581] : INFO : Epoch 799 | loss: 0.000355989 | val_loss: 0.000364387 | Time: 2289.08 ms [2020-11-30 20:11:31 main:581] : INFO : Epoch 800 | loss: 0.000350936 | val_loss: 0.000372125 | Time: 2299.08 ms [2020-11-30 20:11:33 main:581] : INFO : Epoch 801 | loss: 0.000331829 | val_loss: 0.000338224 | Time: 2303.11 ms [2020-11-30 20:11:35 main:581] : INFO : Epoch 802 | loss: 0.00032142 | val_loss: 0.000337323 | Time: 2318.08 ms [2020-11-30 20:11:38 main:581] : INFO : Epoch 803 | loss: 0.000320904 | val_loss: 0.000335688 | Time: 2321.73 ms [2020-11-30 20:11:40 main:581] : INFO : Epoch 804 | loss: 0.00045257 | val_loss: 0.000463873 | Time: 2333.59 ms [2020-11-30 20:11:42 main:581] : INFO : Epoch 805 | loss: 0.000407893 | val_loss: 0.0003879 | Time: 2318.07 ms [2020-11-30 20:11:45 main:581] : INFO : Epoch 806 | loss: 0.000352271 | val_loss: 0.000347205 | Time: 2302.67 ms [2020-11-30 20:11:47 main:581] : INFO : Epoch 807 | loss: 0.00032722 | val_loss: 0.000347246 | Time: 2320.24 ms [2020-11-30 20:11:49 main:581] : INFO : Epoch 808 | loss: 0.000331915 | val_loss: 0.000346472 | Time: 2317.64 ms [2020-11-30 20:11:52 main:581] : INFO : Epoch 809 | loss: 0.000336148 | val_loss: 0.000391615 | Time: 2318.92 ms [2020-11-30 20:11:54 main:581] : INFO : Epoch 810 | loss: 0.000357501 | val_loss: 0.000364941 | Time: 2346.77 ms [2020-11-30 20:11:56 main:581] : INFO : Epoch 811 | loss: 0.000332993 | val_loss: 0.000341732 | Time: 2339.06 ms [2020-11-30 20:11:59 main:581] : INFO : Epoch 812 | loss: 0.000329795 | val_loss: 0.000375305 | Time: 2370.96 ms [2020-11-30 20:12:01 main:581] : INFO : Epoch 813 | loss: 0.000387485 | val_loss: 0.000350335 | Time: 2361.29 ms [2020-11-30 20:12:03 main:581] : INFO : Epoch 814 | loss: 0.000330424 | val_loss: 0.000339832 | Time: 2353.18 ms [2020-11-30 20:12:06 main:581] : INFO : Epoch 815 | loss: 0.000330094 | val_loss: 0.000366562 | Time: 2334.72 ms [2020-11-30 20:12:08 main:581] : INFO : Epoch 816 | loss: 0.000348147 | val_loss: 0.000360957 | Time: 2334.4 ms [2020-11-30 20:12:10 main:581] : INFO : Epoch 817 | loss: 0.000363829 | val_loss: 0.000381538 | Time: 2309.64 ms [2020-11-30 20:12:13 main:581] : INFO : Epoch 818 | loss: 0.000342293 | val_loss: 0.00034685 | Time: 2314.06 ms [2020-11-30 20:12:15 main:581] : INFO : Epoch 819 | loss: 0.000327388 | val_loss: 0.000347755 | Time: 2320.74 ms [2020-11-30 20:12:17 main:581] : INFO : Epoch 820 | loss: 0.000393851 | val_loss: 0.000388186 | Time: 2322.63 ms [2020-11-30 20:12:20 main:581] : INFO : Epoch 821 | loss: 0.0003461 | val_loss: 0.000342413 | Time: 2328.15 ms [2020-11-30 20:12:22 main:581] : INFO : Epoch 822 | loss: 0.000325323 | val_loss: 0.000335485 | Time: 2340.28 ms [2020-11-30 20:12:24 main:581] : INFO : Epoch 823 | loss: 0.000327223 | val_loss: 0.000380861 | Time: 2365.36 ms [2020-11-30 20:12:27 main:581] : INFO : Epoch 824 | loss: 0.000383131 | val_loss: 0.000339784 | Time: 2291.64 ms [2020-11-30 20:12:29 main:581] : INFO : Epoch 825 | loss: 0.000329006 | val_loss: 0.000336119 | Time: 2352.36 ms [2020-11-30 20:12:31 main:581] : INFO : Epoch 826 | loss: 0.000330686 | val_loss: 0.000416374 | Time: 2370.54 ms [2020-11-30 20:12:34 main:581] : INFO : Epoch 827 | loss: 0.000396761 | val_loss: 0.000363079 | Time: 2366.17 ms [2020-11-30 20:12:36 main:581] : INFO : Epoch 828 | loss: 0.000338536 | val_loss: 0.000341794 | Time: 2393.93 ms [2020-11-30 20:12:38 main:581] : INFO : Epoch 829 | loss: 0.000335998 | val_loss: 0.000386475 | Time: 2389.38 ms [2020-11-30 20:12:41 main:581] : INFO : Epoch 830 | loss: 0.000393538 | val_loss: 0.000347813 | Time: 2343.7 ms [2020-11-30 20:12:43 main:581] : INFO : Epoch 831 | loss: 0.00033201 | val_loss: 0.000338978 | Time: 2350.55 ms [2020-11-30 20:12:45 main:581] : INFO : Epoch 832 | loss: 0.000322107 | val_loss: 0.000333422 | Time: 2300.66 ms [2020-11-30 20:12:48 main:581] : INFO : Epoch 833 | loss: 0.000351208 | val_loss: 0.000549069 | Time: 2299.29 ms [2020-11-30 20:12:50 main:581] : INFO : Epoch 834 | loss: 0.000407909 | val_loss: 0.000365546 | Time: 2297.99 ms [2020-11-30 20:12:52 main:581] : INFO : Epoch 835 | loss: 0.000332548 | val_loss: 0.000339935 | Time: 2288.41 ms [2020-11-30 20:12:55 main:581] : INFO : Epoch 836 | loss: 0.000321679 | val_loss: 0.000333054 | Time: 2281.8 ms [2020-11-30 20:12:57 main:581] : INFO : Epoch 837 | loss: 0.000330489 | val_loss: 0.000396802 | Time: 2283.1 ms [2020-11-30 20:12:59 main:581] : INFO : Epoch 838 | loss: 0.000372981 | val_loss: 0.000359529 | Time: 2305.62 ms [2020-11-30 20:13:01 main:581] : INFO : Epoch 839 | loss: 0.000348034 | val_loss: 0.000347253 | Time: 2288.87 ms [2020-11-30 20:13:04 main:581] : INFO : Epoch 840 | loss: 0.00032369 | val_loss: 0.00033609 | Time: 2311.6 ms [2020-11-30 20:13:06 main:581] : INFO : Epoch 841 | loss: 0.000364189 | val_loss: 0.000512428 | Time: 2351.34 ms [2020-11-30 20:13:08 main:581] : INFO : Epoch 842 | loss: 0.000390446 | val_loss: 0.000353514 | Time: 2341.86 ms [2020-11-30 20:13:11 main:581] : INFO : Epoch 843 | loss: 0.000333221 | val_loss: 0.000338919 | Time: 2327.1 ms [2020-11-30 20:13:13 main:581] : INFO : Epoch 844 | loss: 0.000321327 | val_loss: 0.000336315 | Time: 2311.12 ms [2020-11-30 20:13:15 main:581] : INFO : Epoch 845 | loss: 0.000329817 | val_loss: 0.000352568 | Time: 2317.33 ms [2020-11-30 20:13:18 main:581] : INFO : Epoch 846 | loss: 0.000356015 | val_loss: 0.000347264 | Time: 2328.94 ms [2020-11-30 20:13:20 main:581] : INFO : Epoch 847 | loss: 0.000436777 | val_loss: 0.00039741 | Time: 2373.44 ms [2020-11-30 20:13:22 main:581] : INFO : Epoch 848 | loss: 0.000379586 | val_loss: 0.000356319 | Time: 2331.2 ms [2020-11-30 20:13:25 main:581] : INFO : Epoch 849 | loss: 0.000337204 | val_loss: 0.000341732 | Time: 2332.17 ms [2020-11-30 20:13:27 main:581] : INFO : Epoch 850 | loss: 0.000323469 | val_loss: 0.000336819 | Time: 2349.56 ms [2020-11-30 20:13:29 main:581] : INFO : Epoch 851 | loss: 0.000364321 | val_loss: 0.000351969 | Time: 2332.14 ms [2020-11-30 20:13:32 main:581] : INFO : Epoch 852 | loss: 0.000334751 | val_loss: 0.000339456 | Time: 2370.38 ms [2020-11-30 20:13:34 main:581] : INFO : Epoch 853 | loss: 0.000322392 | val_loss: 0.000334743 | Time: 2360.18 ms [2020-11-30 20:13:37 main:581] : INFO : Epoch 854 | loss: 0.000324291 | val_loss: 0.000359427 | Time: 2358.99 ms [2020-11-30 20:13:39 main:581] : INFO : Epoch 855 | loss: 0.000359764 | val_loss: 0.000371268 | Time: 2359.88 ms [2020-11-30 20:13:41 main:581] : INFO : Epoch 856 | loss: 0.000374243 | val_loss: 0.000352474 | Time: 2357.72 ms [2020-11-30 20:13:44 main:581] : INFO : Epoch 857 | loss: 0.000333379 | val_loss: 0.0003377 | Time: 2353.93 ms [2020-11-30 20:13:46 main:581] : INFO : Epoch 858 | loss: 0.000324185 | val_loss: 0.000339172 | Time: 2334.62 ms [2020-11-30 20:13:48 main:581] : INFO : Epoch 859 | loss: 0.000387684 | val_loss: 0.000370623 | Time: 2341.81 ms [2020-11-30 20:13:51 main:581] : INFO : Epoch 860 | loss: 0.000348804 | val_loss: 0.000355169 | Time: 2355.69 ms [2020-11-30 20:13:53 main:581] : INFO : Epoch 861 | loss: 0.000337838 | val_loss: 0.000335294 | Time: 2361.46 ms [2020-11-30 20:13:55 main:581] : INFO : Epoch 862 | loss: 0.000323067 | val_loss: 0.000338399 | Time: 2354.27 ms [2020-11-30 20:13:58 main:581] : INFO : Epoch 863 | loss: 0.00038486 | val_loss: 0.000365522 | Time: 2344.64 ms [2020-11-30 20:14:00 main:581] : INFO : Epoch 864 | loss: 0.00035418 | val_loss: 0.000365836 | Time: 2363.98 ms [2020-11-30 20:14:02 main:581] : INFO : Epoch 865 | loss: 0.00033834 | val_loss: 0.000341008 | Time: 2360.62 ms [2020-11-30 20:14:05 main:581] : INFO : Epoch 866 | loss: 0.000326521 | val_loss: 0.000337744 | Time: 2331.34 ms [2020-11-30 20:14:07 main:581] : INFO : Epoch 867 | loss: 0.000361936 | val_loss: 0.000370209 | Time: 2300.95 ms [2020-11-30 20:14:09 main:581] : INFO : Epoch 868 | loss: 0.00035306 | val_loss: 0.000352386 | Time: 2311.25 ms [2020-11-30 20:14:12 main:581] : INFO : Epoch 869 | loss: 0.000338889 | val_loss: 0.000351196 | Time: 2338.49 ms [2020-11-30 20:14:14 main:581] : INFO : Epoch 870 | loss: 0.000330748 | val_loss: 0.000371038 | Time: 2373.51 ms [2020-11-30 20:14:16 main:581] : INFO : Epoch 871 | loss: 0.000410634 | val_loss: 0.00041779 | Time: 2315.85 ms [2020-11-30 20:14:19 main:581] : INFO : Epoch 872 | loss: 0.0441037 | val_loss: 0.0473781 | Time: 2324.61 ms [2020-11-30 20:14:21 main:581] : INFO : Epoch 873 | loss: 0.0379319 | val_loss: 0.0215558 | Time: 2336.05 ms [2020-11-30 20:14:23 main:581] : INFO : Epoch 874 | loss: 0.0102116 | val_loss: 0.00586028 | Time: 2320.8 ms [2020-11-30 20:14:26 main:581] : INFO : Epoch 875 | loss: 0.00355907 | val_loss: 0.00199946 | Time: 2292.7 ms [2020-11-30 20:14:28 main:581] : INFO : Epoch 876 | loss: 0.00130113 | val_loss: 0.000917084 | Time: 2331.44 ms [2020-11-30 20:14:30 main:581] : INFO : Epoch 877 | loss: 0.000773571 | val_loss: 0.00068743 | Time: 2333.64 ms [2020-11-30 20:14:33 main:581] : INFO : Epoch 878 | loss: 0.000633277 | val_loss: 0.000613181 | Time: 2336 ms [2020-11-30 20:14:35 main:581] : INFO : Epoch 879 | loss: 0.000577049 | val_loss: 0.000569506 | Time: 2325.54 ms [2020-11-30 20:14:37 main:581] : INFO : Epoch 880 | loss: 0.00053721 | val_loss: 0.000537721 | Time: 2350.05 ms [2020-11-30 20:14:40 main:581] : INFO : Epoch 881 | loss: 0.000509293 | val_loss: 0.000512688 | Time: 2336.84 ms [2020-11-30 20:14:42 main:581] : INFO : Epoch 882 | loss: 0.000486396 | val_loss: 0.000491249 | Time: 2316.36 ms [2020-11-30 20:14:44 main:581] : INFO : Epoch 883 | loss: 0.00046682 | val_loss: 0.000473019 | Time: 2334.37 ms [2020-11-30 20:14:47 main:581] : INFO : Epoch 884 | loss: 0.00045023 | val_loss: 0.000457445 | Time: 2325.1 ms [2020-11-30 20:14:49 main:581] : INFO : Epoch 885 | loss: 0.000436138 | val_loss: 0.000444297 | Time: 2327.99 ms [2020-11-30 20:14:51 main:581] : INFO : Epoch 886 | loss: 0.000424348 | val_loss: 0.000433187 | Time: 2350.26 ms [2020-11-30 20:14:54 main:581] : INFO : Epoch 887 | loss: 0.000413979 | val_loss: 0.000423743 | Time: 2354.74 ms [2020-11-30 20:14:56 main:581] : INFO : Epoch 888 | loss: 0.000405269 | val_loss: 0.000415705 | Time: 2326.43 ms [2020-11-30 20:14:59 main:581] : INFO : Epoch 889 | loss: 0.000398023 | val_loss: 0.000413442 | Time: 2435.93 ms [2020-11-30 20:15:01 main:581] : INFO : Epoch 890 | loss: 0.000393079 | val_loss: 0.000407064 | Time: 2347.2 ms [2020-11-30 20:15:03 main:581] : INFO : Epoch 891 | loss: 0.000387929 | val_loss: 0.000396945 | Time: 2336.21 ms [2020-11-30 20:15:06 main:581] : INFO : Epoch 892 | loss: 0.000382615 | val_loss: 0.00039305 | Time: 2333.48 ms [2020-11-30 20:15:08 main:581] : INFO : Epoch 893 | loss: 0.00037848 | val_loss: 0.000388068 | Time: 2378.36 ms [2020-11-30 20:15:10 main:581] : INFO : Epoch 894 | loss: 0.000373746 | val_loss: 0.000384444 | Time: 2344.38 ms [2020-11-30 20:15:13 main:581] : INFO : Epoch 895 | loss: 0.000375819 | val_loss: 0.000393706 | Time: 2350.66 ms [2020-11-30 20:15:15 main:581] : INFO : Epoch 896 | loss: 0.000401595 | val_loss: 0.000398109 | Time: 2343.73 ms [2020-11-30 20:15:17 main:581] : INFO : Epoch 897 | loss: 0.000376553 | val_loss: 0.000382282 | Time: 2326.42 ms [2020-11-30 20:15:20 main:581] : INFO : Epoch 898 | loss: 0.000364528 | val_loss: 0.000375505 | Time: 2323.27 ms [2020-11-30 20:15:22 main:581] : INFO : Epoch 899 | loss: 0.000359989 | val_loss: 0.00037184 | Time: 2328.32 ms [2020-11-30 20:15:24 main:581] : INFO : Epoch 900 | loss: 0.000357525 | val_loss: 0.000369588 | Time: 2348.99 ms [2020-11-30 20:15:27 main:581] : INFO : Epoch 901 | loss: 0.000355336 | val_loss: 0.000367361 | Time: 2309.04 ms [2020-11-30 20:15:29 main:581] : INFO : Epoch 902 | loss: 0.000353155 | val_loss: 0.000366005 | Time: 2322.29 ms [2020-11-30 20:15:31 main:581] : INFO : Epoch 903 | loss: 0.000351444 | val_loss: 0.000364278 | Time: 2315.54 ms [2020-11-30 20:15:34 main:581] : INFO : Epoch 904 | loss: 0.000350505 | val_loss: 0.000364861 | Time: 2321.05 ms [2020-11-30 20:15:36 main:581] : INFO : Epoch 905 | loss: 0.000353787 | val_loss: 0.000379552 | Time: 2307.02 ms [2020-11-30 20:15:38 main:581] : INFO : Epoch 906 | loss: 0.000387818 | val_loss: 0.000362157 | Time: 2317.76 ms [2020-11-30 20:15:40 main:581] : INFO : Epoch 907 | loss: 0.000355271 | val_loss: 0.000366552 | Time: 2328.24 ms [2020-11-30 20:15:43 main:581] : INFO : Epoch 908 | loss: 0.000349303 | val_loss: 0.000364858 | Time: 2335.3 ms [2020-11-30 20:15:45 main:581] : INFO : Epoch 909 | loss: 0.000351325 | val_loss: 0.000360377 | Time: 2319.43 ms [2020-11-30 20:15:47 main:581] : INFO : Epoch 910 | loss: 0.000353109 | val_loss: 0.000379502 | Time: 2297.08 ms [2020-11-30 20:15:50 main:581] : INFO : Epoch 911 | loss: 0.00037651 | val_loss: 0.000365898 | Time: 2357.84 ms [2020-11-30 20:15:52 main:581] : INFO : Epoch 912 | loss: 0.000347964 | val_loss: 0.000366395 | Time: 2401.18 ms [2020-11-30 20:15:55 main:581] : INFO : Epoch 913 | loss: 0.000347831 | val_loss: 0.000354058 | Time: 2356.05 ms [2020-11-30 20:15:57 main:581] : INFO : Epoch 914 | loss: 0.000377112 | val_loss: 0.000490242 | Time: 2356.63 ms [2020-11-30 20:15:59 main:581] : INFO : Epoch 915 | loss: 0.000384903 | val_loss: 0.000375118 | Time: 2354.53 ms [2020-11-30 20:16:02 main:581] : INFO : Epoch 916 | loss: 0.000347496 | val_loss: 0.000356065 | Time: 2355.98 ms [2020-11-30 20:16:04 main:581] : INFO : Epoch 917 | loss: 0.000340285 | val_loss: 0.000351494 | Time: 2378.58 ms [2020-11-30 20:16:06 main:581] : INFO : Epoch 918 | loss: 0.000341008 | val_loss: 0.000359273 | Time: 2308.84 ms [2020-11-30 20:16:09 main:581] : INFO : Epoch 919 | loss: 0.000369478 | val_loss: 0.000457582 | Time: 2309.01 ms [2020-11-30 20:16:11 main:581] : INFO : Epoch 920 | loss: 0.000389429 | val_loss: 0.000355665 | Time: 2371.1 ms [2020-11-30 20:16:13 main:581] : INFO : Epoch 921 | loss: 0.000349292 | val_loss: 0.000350804 | Time: 2361.51 ms [2020-11-30 20:16:16 main:581] : INFO : Epoch 922 | loss: 0.000344284 | val_loss: 0.000374009 | Time: 2383.12 ms [2020-11-30 20:16:18 main:581] : INFO : Epoch 923 | loss: 0.000361677 | val_loss: 0.00036961 | Time: 2376.22 ms [2020-11-30 20:16:20 main:581] : INFO : Epoch 924 | loss: 0.000350011 | val_loss: 0.000355887 | Time: 2305.44 ms [2020-11-30 20:16:23 main:581] : INFO : Epoch 925 | loss: 0.000338156 | val_loss: 0.000348455 | Time: 2331.88 ms [2020-11-30 20:16:25 main:581] : INFO : Epoch 926 | loss: 0.00034359 | val_loss: 0.000400186 | Time: 2354.14 ms [2020-11-30 20:16:27 main:581] : INFO : Epoch 927 | loss: 0.000425076 | val_loss: 0.000392243 | Time: 2360.16 ms [2020-11-30 20:16:30 main:581] : INFO : Epoch 928 | loss: 0.000355692 | val_loss: 0.000357579 | Time: 2364.01 ms [2020-11-30 20:16:32 main:581] : INFO : Epoch 929 | loss: 0.000338952 | val_loss: 0.000351073 | Time: 2362.34 ms [2020-11-30 20:16:35 main:581] : INFO : Epoch 930 | loss: 0.000346254 | val_loss: 0.000394694 | Time: 2382.74 ms [2020-11-30 20:16:37 main:581] : INFO : Epoch 931 | loss: 0.000361753 | val_loss: 0.000346862 | Time: 2344.81 ms [2020-11-30 20:16:39 main:581] : INFO : Epoch 932 | loss: 0.000336491 | val_loss: 0.000348819 | Time: 2348.03 ms [2020-11-30 20:16:42 main:581] : INFO : Epoch 933 | loss: 0.000335262 | val_loss: 0.000347909 | Time: 2346.83 ms [2020-11-30 20:16:44 main:581] : INFO : Epoch 934 | loss: 0.000341766 | val_loss: 0.000374024 | Time: 2331.92 ms [2020-11-30 20:16:46 main:581] : INFO : Epoch 935 | loss: 0.000446537 | val_loss: 0.000421789 | Time: 2378.55 ms [2020-11-30 20:16:49 main:581] : INFO : Epoch 936 | loss: 0.000373922 | val_loss: 0.000356327 | Time: 2374.48 ms [2020-11-30 20:16:51 main:581] : INFO : Epoch 937 | loss: 0.000337252 | val_loss: 0.000348219 | Time: 2358.18 ms [2020-11-30 20:16:53 main:581] : INFO : Epoch 938 | loss: 0.000346966 | val_loss: 0.000366786 | Time: 2332.56 ms [2020-11-30 20:16:56 main:581] : INFO : Epoch 939 | loss: 0.000336531 | val_loss: 0.000348862 | Time: 2364.71 ms [2020-11-30 20:16:58 main:581] : INFO : Epoch 940 | loss: 0.000334244 | val_loss: 0.000350532 | Time: 2362.86 ms [2020-11-30 20:17:01 main:581] : INFO : Epoch 941 | loss: 0.000366511 | val_loss: 0.000431092 | Time: 2408.04 ms [2020-11-30 20:17:03 main:581] : INFO : Epoch 942 | loss: 0.000377774 | val_loss: 0.000368692 | Time: 2340.17 ms [2020-11-30 20:17:05 main:581] : INFO : Epoch 943 | loss: 0.000337707 | val_loss: 0.000353172 | Time: 2342.4 ms [2020-11-30 20:17:08 main:581] : INFO : Epoch 944 | loss: 0.000332693 | val_loss: 0.000343269 | Time: 2357.74 ms [2020-11-30 20:17:10 main:581] : INFO : Epoch 945 | loss: 0.000330913 | val_loss: 0.000344235 | Time: 2360.46 ms [2020-11-30 20:17:12 main:581] : INFO : Epoch 946 | loss: 0.000377918 | val_loss: 0.000579754 | Time: 2341.83 ms [2020-11-30 20:17:15 main:581] : INFO : Epoch 947 | loss: 0.00041073 | val_loss: 0.000355761 | Time: 2345.56 ms [2020-11-30 20:17:17 main:581] : INFO : Epoch 948 | loss: 0.000340652 | val_loss: 0.000346865 | Time: 2307.37 ms [2020-11-30 20:17:19 main:581] : INFO : Epoch 949 | loss: 0.000332518 | val_loss: 0.000346948 | Time: 2359.69 ms [2020-11-30 20:17:22 main:581] : INFO : Epoch 950 | loss: 0.000339366 | val_loss: 0.000374642 | Time: 2242.48 ms [2020-11-30 20:17:24 main:581] : INFO : Epoch 951 | loss: 0.000359897 | val_loss: 0.000366285 | Time: 2235.02 ms [2020-11-30 20:17:26 main:581] : INFO : Epoch 952 | loss: 0.000350848 | val_loss: 0.000347335 | Time: 2329.01 ms [2020-11-30 20:17:28 main:581] : INFO : Epoch 953 | loss: 0.000333494 | val_loss: 0.000350933 | Time: 2367.35 ms [2020-11-30 20:17:31 main:581] : INFO : Epoch 954 | loss: 0.000358738 | val_loss: 0.000388194 | Time: 2364.83 ms [2020-11-30 20:17:33 main:581] : INFO : Epoch 955 | loss: 0.000351482 | val_loss: 0.000362189 | Time: 2320.48 ms [2020-11-30 20:17:35 main:581] : INFO : Epoch 956 | loss: 0.000338825 | val_loss: 0.000347316 | Time: 2331.32 ms [2020-11-30 20:17:38 main:581] : INFO : Epoch 957 | loss: 0.000333728 | val_loss: 0.000351217 | Time: 2382.67 ms [2020-11-30 20:17:40 main:581] : INFO : Epoch 958 | loss: 0.000398657 | val_loss: 0.000369152 | Time: 2334.18 ms [2020-11-30 20:17:43 main:581] : INFO : Epoch 959 | loss: 0.000375515 | val_loss: 0.000351314 | Time: 2313.98 ms [2020-11-30 20:17:45 main:581] : INFO : Epoch 960 | loss: 0.000338384 | val_loss: 0.000349604 | Time: 2302.32 ms [2020-11-30 20:17:47 main:581] : INFO : Epoch 961 | loss: 0.00033351 | val_loss: 0.000345723 | Time: 2299.56 ms [2020-11-30 20:17:49 main:581] : INFO : Epoch 962 | loss: 0.0003701 | val_loss: 0.000352971 | Time: 2304.7 ms [2020-11-30 20:17:52 main:581] : INFO : Epoch 963 | loss: 0.000339877 | val_loss: 0.000345837 | Time: 2315.45 ms [2020-11-30 20:17:54 main:581] : INFO : Epoch 964 | loss: 0.000331693 | val_loss: 0.00036098 | Time: 2308.97 ms [2020-11-30 20:17:56 main:581] : INFO : Epoch 965 | loss: 0.000375394 | val_loss: 0.000392249 | Time: 2320.26 ms [2020-11-30 20:17:59 main:581] : INFO : Epoch 966 | loss: 0.000373757 | val_loss: 0.000358158 | Time: 2330.96 ms [2020-11-30 20:18:01 main:581] : INFO : Epoch 967 | loss: 0.000335234 | val_loss: 0.000341714 | Time: 2304.12 ms [2020-11-30 20:18:03 main:581] : INFO : Epoch 968 | loss: 0.000327912 | val_loss: 0.00034049 | Time: 2347.88 ms [2020-11-30 20:18:06 main:581] : INFO : Epoch 969 | loss: 0.000330533 | val_loss: 0.000375384 | Time: 2314.64 ms [2020-11-30 20:18:08 main:581] : INFO : Epoch 970 | loss: 0.000480689 | val_loss: 0.000435157 | Time: 2326.9 ms [2020-11-30 20:18:10 main:581] : INFO : Epoch 971 | loss: 0.000358079 | val_loss: 0.000359501 | Time: 2340.17 ms [2020-11-30 20:18:13 main:581] : INFO : Epoch 972 | loss: 0.000334023 | val_loss: 0.000345497 | Time: 2352.72 ms [2020-11-30 20:18:15 main:581] : INFO : Epoch 973 | loss: 0.00033233 | val_loss: 0.00036854 | Time: 2383.18 ms [2020-11-30 20:18:17 main:581] : INFO : Epoch 974 | loss: 0.000378334 | val_loss: 0.000378605 | Time: 2329.07 ms [2020-11-30 20:18:20 main:581] : INFO : Epoch 975 | loss: 0.000364356 | val_loss: 0.000361047 | Time: 2310.38 ms [2020-11-30 20:18:22 main:581] : INFO : Epoch 976 | loss: 0.000335244 | val_loss: 0.000345602 | Time: 2309.01 ms [2020-11-30 20:18:24 main:581] : INFO : Epoch 977 | loss: 0.000326865 | val_loss: 0.000339355 | Time: 2315.29 ms [2020-11-30 20:18:27 main:581] : INFO : Epoch 978 | loss: 0.000326974 | val_loss: 0.000341 | Time: 2327.11 ms [2020-11-30 20:18:29 main:581] : INFO : Epoch 979 | loss: 0.000328355 | val_loss: 0.000345978 | Time: 2336.81 ms [2020-11-30 20:18:31 main:581] : INFO : Epoch 980 | loss: 0.000412112 | val_loss: 0.000414944 | Time: 2333.04 ms [2020-11-30 20:18:34 main:581] : INFO : Epoch 981 | loss: 0.000351303 | val_loss: 0.000351348 | Time: 2324.05 ms [2020-11-30 20:18:36 main:581] : INFO : Epoch 982 | loss: 0.000333683 | val_loss: 0.000344885 | Time: 2309.07 ms [2020-11-30 20:18:38 main:581] : INFO : Epoch 983 | loss: 0.000341805 | val_loss: 0.000400774 | Time: 2301.86 ms [2020-11-30 20:18:41 main:581] : INFO : Epoch 984 | loss: 0.00037211 | val_loss: 0.000358121 | Time: 2348.36 ms [2020-11-30 20:18:43 main:581] : INFO : Epoch 985 | loss: 0.000334411 | val_loss: 0.000340318 | Time: 2337.17 ms [2020-11-30 20:18:45 main:581] : INFO : Epoch 986 | loss: 0.000327231 | val_loss: 0.000343202 | Time: 2314.77 ms [2020-11-30 20:18:48 main:581] : INFO : Epoch 987 | loss: 0.000379229 | val_loss: 0.000385406 | Time: 2310.4 ms [2020-11-30 20:18:50 main:581] : INFO : Epoch 988 | loss: 0.000342219 | val_loss: 0.00034867 | Time: 2306.21 ms [2020-11-30 20:18:52 main:581] : INFO : Epoch 989 | loss: 0.000329116 | val_loss: 0.000338532 | Time: 2329.14 ms [2020-11-30 20:18:55 main:581] : INFO : Epoch 990 | loss: 0.0003259 | val_loss: 0.000341428 | Time: 2350.31 ms [2020-11-30 20:18:57 main:581] : INFO : Epoch 991 | loss: 0.000361567 | val_loss: 0.000356162 | Time: 2335.97 ms [2020-11-30 20:18:59 main:581] : INFO : Epoch 992 | loss: 0.000386567 | val_loss: 0.000356255 | Time: 2369.66 ms [2020-11-30 20:19:02 main:581] : INFO : Epoch 993 | loss: 0.000338955 | val_loss: 0.000344777 | Time: 2352.63 ms [2020-11-30 20:19:04 main:581] : INFO : Epoch 994 | loss: 0.000329617 | val_loss: 0.000348078 | Time: 2335.35 ms [2020-11-30 20:19:06 main:581] : INFO : Epoch 995 | loss: 0.000410295 | val_loss: 0.000377976 | Time: 2320.48 ms [2020-11-30 20:19:09 main:581] : INFO : Epoch 996 | loss: 0.000350881 | val_loss: 0.000351756 | Time: 2342.28 ms [2020-11-30 20:19:11 main:581] : INFO : Epoch 997 | loss: 0.00032998 | val_loss: 0.000341993 | Time: 2334.38 ms [2020-11-30 20:19:13 main:581] : INFO : Epoch 998 | loss: 0.000326695 | val_loss: 0.000340976 | Time: 2315.17 ms [2020-11-30 20:19:16 main:581] : INFO : Epoch 999 | loss: 0.000349385 | val_loss: 0.000406031 | Time: 2332.22 ms [2020-11-30 20:19:18 main:581] : INFO : Epoch 1000 | loss: 0.000374459 | val_loss: 0.000353167 | Time: 2301.09 ms [2020-11-30 20:19:20 main:581] : INFO : Epoch 1001 | loss: 0.00033453 | val_loss: 0.000340387 | Time: 2361.73 ms [2020-11-30 20:19:23 main:581] : INFO : Epoch 1002 | loss: 0.000327352 | val_loss: 0.000339884 | Time: 2353.78 ms [2020-11-30 20:19:25 main:581] : INFO : Epoch 1003 | loss: 0.000325316 | val_loss: 0.000340246 | Time: 2337.69 ms [2020-11-30 20:19:27 main:581] : INFO : Epoch 1004 | loss: 0.000397897 | val_loss: 0.000373104 | Time: 2340.35 ms [2020-11-30 20:19:30 main:581] : INFO : Epoch 1005 | loss: 0.000352846 | val_loss: 0.000343363 | Time: 2316.25 ms [2020-11-30 20:19:32 main:581] : INFO : Epoch 1006 | loss: 0.000331308 | val_loss: 0.000343318 | Time: 2332.59 ms [2020-11-30 20:19:34 main:581] : INFO : Epoch 1007 | loss: 0.000388981 | val_loss: 0.000377847 | Time: 2312.5 ms [2020-11-30 20:19:37 main:581] : INFO : Epoch 1008 | loss: 0.000351021 | val_loss: 0.000348456 | Time: 2314.01 ms [2020-11-30 20:19:39 main:581] : INFO : Epoch 1009 | loss: 0.000329418 | val_loss: 0.000341974 | Time: 2317.68 ms [2020-11-30 20:19:41 main:581] : INFO : Epoch 1010 | loss: 0.000328537 | val_loss: 0.00034129 | Time: 2351.38 ms [2020-11-30 20:19:44 main:581] : INFO : Epoch 1011 | loss: 0.000337641 | val_loss: 0.00037977 | Time: 2349.51 ms [2020-11-30 20:19:46 main:581] : INFO : Epoch 1012 | loss: 0.000363129 | val_loss: 0.000348186 | Time: 2328.38 ms [2020-11-30 20:19:48 main:581] : INFO : Epoch 1013 | loss: 0.000339131 | val_loss: 0.000347305 | Time: 2326.43 ms [2020-11-30 20:19:51 main:581] : INFO : Epoch 1014 | loss: 0.000333866 | val_loss: 0.000347443 | Time: 2310.22 ms [2020-11-30 20:19:53 main:581] : INFO : Epoch 1015 | loss: 0.000341868 | val_loss: 0.000359311 | Time: 2329.95 ms [2020-11-30 20:19:55 main:581] : INFO : Epoch 1016 | loss: 0.000370136 | val_loss: 0.000413676 | Time: 2306.99 ms [2020-11-30 20:19:58 main:581] : INFO : Epoch 1017 | loss: 0.000347891 | val_loss: 0.000344695 | Time: 2327.63 ms [2020-11-30 20:20:00 main:581] : INFO : Epoch 1018 | loss: 0.000328444 | val_loss: 0.000342364 | Time: 2339.34 ms [2020-11-30 20:20:02 main:581] : INFO : Epoch 1019 | loss: 0.000362713 | val_loss: 0.000408243 | Time: 2351.93 ms [2020-11-30 20:20:05 main:581] : INFO : Epoch 1020 | loss: 0.000359162 | val_loss: 0.000352942 | Time: 2361.93 ms [2020-11-30 20:20:07 main:581] : INFO : Epoch 1021 | loss: 0.000334275 | val_loss: 0.000344523 | Time: 2297.63 ms [2020-11-30 20:20:09 main:581] : INFO : Epoch 1022 | loss: 0.000347201 | val_loss: 0.000367539 | Time: 2381.63 ms [2020-11-30 20:20:12 main:581] : INFO : Epoch 1023 | loss: 0.000336128 | val_loss: 0.000351372 | Time: 2327.71 ms [2020-11-30 20:20:14 main:581] : INFO : Epoch 1024 | loss: 0.000352431 | val_loss: 0.000409944 | Time: 2338.43 ms [2020-11-30 20:20:14 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000409944 [2020-11-30 20:20:14 main:610] : INFO : Saving end state to config to file [2020-11-30 20:20:14 main:615] : INFO : Success, exiting.. 20:20:14 (949516): 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)