Task 3136963
| Name | EightBitModified-1605931050-4856-2_0 |
| Workunit | 1445172 |
| Created | 29 Nov 2020, 7:13:47 UTC |
| Sent | 3 Dec 2020, 14:06:06 UTC |
| Report deadline | 10 Dec 2020, 14:06:06 UTC |
| Received | 4 Dec 2020, 0:35:32 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4186 |
| Run time | 42 min 25 sec |
| CPU time | 37 min 27 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 7,469.70 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.64 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> :14:41 main:574] : INFO : Epoch 530 | loss: 0.00042313 | val_loss: 0.000424899 | Time: 2402.06 ms [2020-12-03 16:14:43 main:574] : INFO : Epoch 531 | loss: 0.0004221 | val_loss: 0.00042481 | Time: 2412.22 ms [2020-12-03 16:14:46 main:574] : INFO : Epoch 532 | loss: 0.000421345 | val_loss: 0.000422275 | Time: 2405.47 ms [2020-12-03 16:14:48 main:574] : INFO : Epoch 533 | loss: 0.000421828 | val_loss: 0.00042518 | Time: 2434.55 ms [2020-12-03 16:14:50 main:574] : INFO : Epoch 534 | loss: 0.000429941 | val_loss: 0.000430179 | Time: 2400.04 ms [2020-12-03 16:14:53 main:574] : INFO : Epoch 535 | loss: 0.000431434 | val_loss: 0.000434973 | Time: 2378.7 ms [2020-12-03 16:14:55 main:574] : INFO : Epoch 536 | loss: 0.000428198 | val_loss: 0.00042893 | Time: 2351.55 ms [2020-12-03 16:14:58 main:574] : INFO : Epoch 537 | loss: 0.000425406 | val_loss: 0.000429495 | Time: 2386.06 ms [2020-12-03 16:15:00 main:574] : INFO : Epoch 538 | loss: 0.00042324 | val_loss: 0.000424424 | Time: 2427.3 ms [2020-12-03 16:15:02 main:574] : INFO : Epoch 539 | loss: 0.000422942 | val_loss: 0.000428653 | Time: 2413.66 ms [2020-12-03 16:15:05 main:574] : INFO : Epoch 540 | loss: 0.000428195 | val_loss: 0.00043021 | Time: 2392.87 ms [2020-12-03 16:15:07 main:574] : INFO : Epoch 541 | loss: 0.000424628 | val_loss: 0.000426536 | Time: 2429.53 ms [2020-12-03 16:15:10 main:574] : INFO : Epoch 542 | loss: 0.000422973 | val_loss: 0.000427177 | Time: 2435.37 ms [2020-12-03 16:15:12 main:574] : INFO : Epoch 543 | loss: 0.000423904 | val_loss: 0.000428314 | Time: 2432.44 ms [2020-12-03 16:15:15 main:574] : INFO : Epoch 544 | loss: 0.000425341 | val_loss: 0.000431594 | Time: 2485.27 ms [2020-12-03 16:15:17 main:574] : INFO : Epoch 545 | loss: 0.000426973 | val_loss: 0.00043022 | Time: 2441.05 ms [2020-12-03 16:15:20 main:574] : INFO : Epoch 546 | loss: 0.000432418 | val_loss: 0.000437557 | Time: 2499.01 ms [2020-12-03 16:15:22 main:574] : INFO : Epoch 547 | loss: 0.00042645 | val_loss: 0.000425376 | Time: 2524.4 ms [2020-12-03 16:15:25 main:574] : INFO : Epoch 548 | loss: 0.000423215 | val_loss: 0.000425655 | Time: 2475.94 ms [2020-12-03 16:15:27 main:574] : INFO : Epoch 549 | loss: 0.00042248 | val_loss: 0.000425459 | Time: 2494.42 ms [2020-12-03 16:15:30 main:574] : INFO : Epoch 550 | loss: 0.000422874 | val_loss: 0.000426973 | Time: 2451 ms [2020-12-03 16:15:32 main:574] : INFO : Epoch 551 | loss: 0.000421295 | val_loss: 0.000427498 | Time: 2445.73 ms [2020-12-03 16:15:35 main:574] : INFO : Epoch 552 | loss: 0.000423284 | val_loss: 0.000432459 | Time: 2449.59 ms [2020-12-03 16:15:37 main:574] : INFO : Epoch 553 | loss: 0.000433004 | val_loss: 0.000436518 | Time: 2463.57 ms [2020-12-03 16:15:40 main:574] : INFO : Epoch 554 | loss: 0.000430646 | val_loss: 0.000436236 | Time: 2446.75 ms [2020-12-03 16:15:42 main:574] : INFO : Epoch 555 | loss: 0.000425256 | val_loss: 0.000426284 | Time: 2487.48 ms [2020-12-03 16:15:45 main:574] : INFO : Epoch 556 | loss: 0.000421527 | val_loss: 0.000425349 | Time: 2550.6 ms [2020-12-03 16:15:47 main:574] : INFO : Epoch 557 | loss: 0.000422237 | val_loss: 0.000427445 | Time: 2469.05 ms [2020-12-03 16:15:50 main:574] : INFO : Epoch 558 | loss: 0.000421109 | val_loss: 0.000424914 | Time: 2442.4 ms [2020-12-03 16:15:52 main:574] : INFO : Epoch 559 | loss: 0.000422087 | val_loss: 0.000434055 | Time: 2468.67 ms [2020-12-03 16:15:55 main:574] : INFO : Epoch 560 | loss: 0.000432647 | val_loss: 0.000432351 | Time: 2442.55 ms [2020-12-03 16:15:57 main:574] : INFO : Epoch 561 | loss: 0.000422855 | val_loss: 0.000425799 | Time: 2468 ms [2020-12-03 16:16:00 main:574] : INFO : Epoch 562 | loss: 0.000424369 | val_loss: 0.000430295 | Time: 2524.4 ms [2020-12-03 16:16:03 main:574] : INFO : Epoch 563 | loss: 0.00042859 | val_loss: 0.000435111 | Time: 2457.1 ms [2020-12-03 16:16:05 main:574] : INFO : Epoch 564 | loss: 0.000425446 | val_loss: 0.000425808 | Time: 2464.94 ms [2020-12-03 16:16:07 main:574] : INFO : Epoch 565 | loss: 0.000422229 | val_loss: 0.000428522 | Time: 2457.34 ms [2020-12-03 16:16:10 main:574] : INFO : Epoch 566 | loss: 0.000425334 | val_loss: 0.000431363 | Time: 2441.35 ms [2020-12-03 16:16:13 main:574] : INFO : Epoch 567 | loss: 0.000432906 | val_loss: 0.000436927 | Time: 2514.27 ms [2020-12-03 16:16:15 main:574] : INFO : Epoch 568 | loss: 0.00042703 | val_loss: 0.000431086 | Time: 2527.43 ms [2020-12-03 16:16:18 main:574] : INFO : Epoch 569 | loss: 0.000426944 | val_loss: 0.000431122 | Time: 2461.29 ms [2020-12-03 16:16:20 main:574] : INFO : Epoch 570 | loss: 0.000423441 | val_loss: 0.00042671 | Time: 2487.75 ms [2020-12-03 16:16:23 main:574] : INFO : Epoch 571 | loss: 0.000422931 | val_loss: 0.000428114 | Time: 2455.38 ms [2020-12-03 16:16:25 main:574] : INFO : Epoch 572 | loss: 0.000427604 | val_loss: 0.000430184 | Time: 2479.64 ms [2020-12-03 16:16:28 main:574] : INFO : Epoch 573 | loss: 0.00042349 | val_loss: 0.00042925 | Time: 2458.8 ms [2020-12-03 16:16:30 main:574] : INFO : Epoch 574 | loss: 0.000425249 | val_loss: 0.000430885 | Time: 2498.84 ms [2020-12-03 16:16:33 main:574] : INFO : Epoch 575 | loss: 0.000423952 | val_loss: 0.000426025 | Time: 2484.66 ms [2020-12-03 16:16:35 main:574] : INFO : Epoch 576 | loss: 0.00042215 | val_loss: 0.000428354 | Time: 2437.24 ms [2020-12-03 16:16:38 main:574] : INFO : Epoch 577 | loss: 0.000426564 | val_loss: 0.000440022 | Time: 2421.17 ms [2020-12-03 16:16:40 main:574] : INFO : Epoch 578 | loss: 0.00042762 | val_loss: 0.000431329 | Time: 2445.74 ms [2020-12-03 16:16:43 main:574] : INFO : Epoch 579 | loss: 0.000426004 | val_loss: 0.000429154 | Time: 2481.73 ms [2020-12-03 16:16:45 main:574] : INFO : Epoch 580 | loss: 0.000423116 | val_loss: 0.000427659 | Time: 2431.39 ms [2020-12-03 16:16:48 main:574] : INFO : Epoch 581 | loss: 0.000421872 | val_loss: 0.000426623 | Time: 2502.21 ms [2020-12-03 16:16:50 main:574] : INFO : Epoch 582 | loss: 0.000424712 | val_loss: 0.000437211 | Time: 2503.17 ms [2020-12-03 16:16:53 main:574] : INFO : Epoch 583 | loss: 0.000430934 | val_loss: 0.000428011 | Time: 2480.94 ms [2020-12-03 16:16:55 main:574] : INFO : Epoch 584 | loss: 0.000423597 | val_loss: 0.000427025 | Time: 2460.04 ms [2020-12-03 16:16:58 main:574] : INFO : Epoch 585 | loss: 0.000424757 | val_loss: 0.00044292 | Time: 2471.41 ms [2020-12-03 16:17:00 main:574] : INFO : Epoch 586 | loss: 0.000434791 | val_loss: 0.000428584 | Time: 2468.12 ms [2020-12-03 16:17:03 main:574] : INFO : Epoch 587 | loss: 0.000424627 | val_loss: 0.000427461 | Time: 2472.98 ms [2020-12-03 16:17:05 main:574] : INFO : Epoch 588 | loss: 0.000424902 | val_loss: 0.000437475 | Time: 2460.93 ms [2020-12-03 16:17:08 main:574] : INFO : Epoch 589 | loss: 0.000438506 | val_loss: 0.000434155 | Time: 2422.79 ms [2020-12-03 16:17:10 main:574] : INFO : Epoch 590 | loss: 0.000423518 | val_loss: 0.00042678 | Time: 2505.04 ms [2020-12-03 16:17:13 main:574] : INFO : Epoch 591 | loss: 0.000421666 | val_loss: 0.000428465 | Time: 2492.26 ms [2020-12-03 16:17:15 main:574] : INFO : Epoch 592 | loss: 0.000420688 | val_loss: 0.000426208 | Time: 2519.05 ms [2020-12-03 16:17:18 main:574] : INFO : Epoch 593 | loss: 0.000423139 | val_loss: 0.000426848 | Time: 2454.97 ms [2020-12-03 16:17:20 main:574] : INFO : Epoch 594 | loss: 0.000422007 | val_loss: 0.000426242 | Time: 2458.24 ms [2020-12-03 16:17:23 main:574] : INFO : Epoch 595 | loss: 0.000423096 | val_loss: 0.000427883 | Time: 2470.61 ms [2020-12-03 16:17:25 main:574] : INFO : Epoch 596 | loss: 0.000425079 | val_loss: 0.000426378 | Time: 2538.98 ms [2020-12-03 16:17:28 main:574] : INFO : Epoch 597 | loss: 0.000421886 | val_loss: 0.000428882 | Time: 2498.12 ms [2020-12-03 16:17:30 main:574] : INFO : Epoch 598 | loss: 0.00042288 | val_loss: 0.000429759 | Time: 2477.88 ms [2020-12-03 16:17:33 main:574] : INFO : Epoch 599 | loss: 0.000422621 | val_loss: 0.000424401 | Time: 2492.58 ms [2020-12-03 16:17:35 main:574] : INFO : Epoch 600 | loss: 0.000424583 | val_loss: 0.000430008 | Time: 2425.52 ms [2020-12-03 16:17:38 main:574] : INFO : Epoch 601 | loss: 0.000430981 | val_loss: 0.000432307 | Time: 2461.33 ms [2020-12-03 16:17:40 main:574] : INFO : Epoch 602 | loss: 0.000424569 | val_loss: 0.000426725 | Time: 2440.14 ms [2020-12-03 16:17:43 main:574] : INFO : Epoch 603 | loss: 0.000422019 | val_loss: 0.000428903 | Time: 2512.05 ms [2020-12-03 16:17:45 main:574] : INFO : Epoch 604 | loss: 0.000422505 | val_loss: 0.000427661 | Time: 2461.12 ms [2020-12-03 16:17:48 main:574] : INFO : Epoch 605 | loss: 0.000421644 | val_loss: 0.000428968 | Time: 2443.34 ms [2020-12-03 16:17:50 main:574] : INFO : Epoch 606 | loss: 0.000422371 | val_loss: 0.000432362 | Time: 2474.75 ms [2020-12-03 16:17:53 main:574] : INFO : Epoch 607 | loss: 0.000430146 | val_loss: 0.00042846 | Time: 2519.61 ms [2020-12-03 16:17:56 main:574] : INFO : Epoch 608 | loss: 0.000425696 | val_loss: 0.000424936 | Time: 2472.91 ms [2020-12-03 16:17:58 main:574] : INFO : Epoch 609 | loss: 0.000421514 | val_loss: 0.00043366 | Time: 2434.48 ms [2020-12-03 16:18:01 main:574] : INFO : Epoch 610 | loss: 0.000432004 | val_loss: 0.000431239 | Time: 2481.13 ms [2020-12-03 16:18:03 main:574] : INFO : Epoch 611 | loss: 0.000424836 | val_loss: 0.000430204 | Time: 2490.13 ms [2020-12-03 16:18:06 main:574] : INFO : Epoch 612 | loss: 0.000428849 | val_loss: 0.000428774 | Time: 2517.6 ms [2020-12-03 16:18:08 main:574] : INFO : Epoch 613 | loss: 0.00042263 | val_loss: 0.000424562 | Time: 2441.98 ms [2020-12-03 16:18:11 main:574] : INFO : Epoch 614 | loss: 0.000419257 | val_loss: 0.000423876 | Time: 2464.9 ms [2020-12-03 16:18:13 main:574] : INFO : Epoch 615 | loss: 0.000421332 | val_loss: 0.000432875 | Time: 2496.15 ms [2020-12-03 16:18:16 main:574] : INFO : Epoch 616 | loss: 0.000423972 | val_loss: 0.000431584 | Time: 2461.87 ms [2020-12-03 16:18:18 main:574] : INFO : Epoch 617 | loss: 0.000424371 | val_loss: 0.000426615 | Time: 2462.5 ms [2020-12-03 16:18:21 main:574] : INFO : Epoch 618 | loss: 0.000422385 | val_loss: 0.000426994 | Time: 2497.32 ms [2020-12-03 16:18:23 main:574] : INFO : Epoch 619 | loss: 0.000421862 | val_loss: 0.000428788 | Time: 2460.81 ms [2020-12-03 16:18:26 main:574] : INFO : Epoch 620 | loss: 0.000431788 | val_loss: 0.000429025 | Time: 2480.35 ms [2020-12-03 16:18:28 main:574] : INFO : Epoch 621 | loss: 0.000422619 | val_loss: 0.000428101 | Time: 2456.56 ms [2020-12-03 16:18:31 main:574] : INFO : Epoch 622 | loss: 0.000423453 | val_loss: 0.000431951 | Time: 2514.48 ms [2020-12-03 16:18:33 main:574] : INFO : Epoch 623 | loss: 0.000425215 | val_loss: 0.000430418 | Time: 2511.82 ms [2020-12-03 16:18:36 main:574] : INFO : Epoch 624 | loss: 0.000422219 | val_loss: 0.000429579 | Time: 2474.65 ms [2020-12-03 16:18:38 main:574] : INFO : Epoch 625 | loss: 0.000420227 | val_loss: 0.000424393 | Time: 2508.06 ms [2020-12-03 16:18:41 main:574] : INFO : Epoch 626 | loss: 0.000419975 | val_loss: 0.000426398 | Time: 2462.55 ms [2020-12-03 16:18:43 main:574] : INFO : Epoch 627 | loss: 0.000421192 | val_loss: 0.000431677 | Time: 2489.55 ms [2020-12-03 16:18:46 main:574] : INFO : Epoch 628 | loss: 0.000423214 | val_loss: 0.000431803 | Time: 2444.37 ms [2020-12-03 16:18:48 main:574] : INFO : Epoch 629 | loss: 0.000428916 | val_loss: 0.000434035 | Time: 2460.87 ms [2020-12-03 16:18:51 main:574] : INFO : Epoch 630 | loss: 0.000426947 | val_loss: 0.000428198 | Time: 2431.56 ms [2020-12-03 16:18:53 main:574] : INFO : Epoch 631 | loss: 0.000423425 | val_loss: 0.000428478 | Time: 2448.42 ms [2020-12-03 16:18:56 main:574] : INFO : Epoch 632 | loss: 0.000425978 | val_loss: 0.000430758 | Time: 2516.82 ms [2020-12-03 16:18:59 main:574] : INFO : Epoch 633 | loss: 0.000427291 | val_loss: 0.000433502 | Time: 2754.68 ms [2020-12-03 16:19:01 main:574] : INFO : Epoch 634 | loss: 0.000424578 | val_loss: 0.000427731 | Time: 2658.57 ms [2020-12-03 16:19:04 main:574] : INFO : Epoch 635 | loss: 0.000421767 | val_loss: 0.000428429 | Time: 2789.23 ms [2020-12-03 16:19:07 main:574] : INFO : Epoch 636 | loss: 0.000424658 | val_loss: 0.00043407 | Time: 2624.56 ms [2020-12-03 16:19:10 main:574] : INFO : Epoch 637 | loss: 0.000426689 | val_loss: 0.000433224 | Time: 2452.43 ms [2020-12-03 16:19:12 main:574] : INFO : Epoch 638 | loss: 0.000423755 | val_loss: 0.000428151 | Time: 2470.79 ms [2020-12-03 16:19:15 main:574] : INFO : Epoch 639 | loss: 0.000421115 | val_loss: 0.000431222 | Time: 2460.23 ms [2020-12-03 16:19:17 main:574] : INFO : Epoch 640 | loss: 0.000423154 | val_loss: 0.00042857 | Time: 2469.8 ms [2020-12-03 16:19:20 main:574] : INFO : Epoch 641 | loss: 0.000421593 | val_loss: 0.000423879 | Time: 2490.69 ms [2020-12-03 16:19:22 main:574] : INFO : Epoch 642 | loss: 0.000421053 | val_loss: 0.000429146 | Time: 2488.7 ms [2020-12-03 16:19:25 main:574] : INFO : Epoch 643 | loss: 0.000425342 | val_loss: 0.000440736 | Time: 2472.46 ms [2020-12-03 16:19:27 main:574] : INFO : Epoch 644 | loss: 0.000426714 | val_loss: 0.000431295 | Time: 2517.21 ms [2020-12-03 16:19:30 main:574] : INFO : Epoch 645 | loss: 0.000423975 | val_loss: 0.000425728 | Time: 2474.98 ms [2020-12-03 16:19:32 main:574] : INFO : Epoch 646 | loss: 0.000421699 | val_loss: 0.000428619 | Time: 2451.62 ms [2020-12-03 16:19:35 main:574] : INFO : Epoch 647 | loss: 0.00042008 | val_loss: 0.000427642 | Time: 2474.5 ms [2020-12-03 16:19:37 main:574] : INFO : Epoch 648 | loss: 0.000424302 | val_loss: 0.000431899 | Time: 2455.41 ms [2020-12-03 16:19:40 main:574] : INFO : Epoch 649 | loss: 0.000425856 | val_loss: 0.000429939 | Time: 2455.46 ms [2020-12-03 16:19:42 main:574] : INFO : Epoch 650 | loss: 0.000421961 | val_loss: 0.000428049 | Time: 2476.48 ms [2020-12-03 16:19:45 main:574] : INFO : Epoch 651 | loss: 0.000423017 | val_loss: 0.000434343 | Time: 2490.86 ms [2020-12-03 16:19:47 main:574] : INFO : Epoch 652 | loss: 0.000440268 | val_loss: 0.0004359 | Time: 2474.76 ms [2020-12-03 16:19:50 main:574] : INFO : Epoch 653 | loss: 0.000425678 | val_loss: 0.0004275 | Time: 2439.03 ms [2020-12-03 16:19:52 main:574] : INFO : Epoch 654 | loss: 0.000418986 | val_loss: 0.000426198 | Time: 2465.36 ms [2020-12-03 16:19:55 main:574] : INFO : Epoch 655 | loss: 0.000420269 | val_loss: 0.000425318 | Time: 2460.68 ms [2020-12-03 16:19:57 main:574] : INFO : Epoch 656 | loss: 0.000420287 | val_loss: 0.000428653 | Time: 2440.24 ms [2020-12-03 16:20:00 main:574] : INFO : Epoch 657 | loss: 0.000424162 | val_loss: 0.000439811 | Time: 2486.4 ms [2020-12-03 16:20:02 main:574] : INFO : Epoch 658 | loss: 0.000425584 | val_loss: 0.000431404 | Time: 2491.86 ms [2020-12-03 16:20:05 main:574] : INFO : Epoch 659 | loss: 0.000420031 | val_loss: 0.000427401 | Time: 2465.2 ms [2020-12-03 16:20:07 main:574] : INFO : Epoch 660 | loss: 0.000421226 | val_loss: 0.000435402 | Time: 2491.66 ms [2020-12-03 16:20:10 main:574] : INFO : Epoch 661 | loss: 0.000428947 | val_loss: 0.00042795 | Time: 2489.36 ms [2020-12-03 16:20:12 main:574] : INFO : Epoch 662 | loss: 0.000421594 | val_loss: 0.000430685 | Time: 2467.27 ms [2020-12-03 16:20:15 main:574] : INFO : Epoch 663 | loss: 0.000419706 | val_loss: 0.000423891 | Time: 2460.6 ms [2020-12-03 16:20:17 main:574] : INFO : Epoch 664 | loss: 0.000419105 | val_loss: 0.000426631 | Time: 2483.56 ms [2020-12-03 16:20:20 main:574] : INFO : Epoch 665 | loss: 0.000422857 | val_loss: 0.000439671 | Time: 2459.8 ms [2020-12-03 16:20:22 main:574] : INFO : Epoch 666 | loss: 0.000430811 | val_loss: 0.000432919 | Time: 2468.89 ms [2020-12-03 16:20:25 main:574] : INFO : Epoch 667 | loss: 0.000424573 | val_loss: 0.000428484 | Time: 2502.06 ms [2020-12-03 16:20:27 main:574] : INFO : Epoch 668 | loss: 0.000421612 | val_loss: 0.000426424 | Time: 2537.03 ms [2020-12-03 16:20:30 main:574] : INFO : Epoch 669 | loss: 0.00042157 | val_loss: 0.000425607 | Time: 2462.09 ms [2020-12-03 16:20:32 main:574] : INFO : Epoch 670 | loss: 0.000423025 | val_loss: 0.000449876 | Time: 2429.7 ms [2020-12-03 16:20:35 main:574] : INFO : Epoch 671 | loss: 0.000430647 | val_loss: 0.000432633 | Time: 2417.79 ms [2020-12-03 16:20:37 main:574] : INFO : Epoch 672 | loss: 0.000420695 | val_loss: 0.00042736 | Time: 2438.14 ms [2020-12-03 16:20:40 main:574] : INFO : Epoch 673 | loss: 0.000419202 | val_loss: 0.000430095 | Time: 2458 ms [2020-12-03 16:20:42 main:574] : INFO : Epoch 674 | loss: 0.000432473 | val_loss: 0.000435978 | Time: 2450.29 ms [2020-12-03 16:20:45 main:574] : INFO : Epoch 675 | loss: 0.000422184 | val_loss: 0.00042828 | Time: 2481.69 ms [2020-12-03 16:20:47 main:574] : INFO : Epoch 676 | loss: 0.000418854 | val_loss: 0.000426201 | Time: 2513.16 ms [2020-12-03 16:20:50 main:574] : INFO : Epoch 677 | loss: 0.000418379 | val_loss: 0.000429081 | Time: 2466.8 ms [2020-12-03 16:20:52 main:574] : INFO : Epoch 678 | loss: 0.000422541 | val_loss: 0.000430471 | Time: 2457.81 ms [2020-12-03 16:20:55 main:574] : INFO : Epoch 679 | loss: 0.00042345 | val_loss: 0.000426317 | Time: 2445.22 ms [2020-12-03 16:20:57 main:574] : INFO : Epoch 680 | loss: 0.000419654 | val_loss: 0.000428843 | Time: 2434.38 ms [2020-12-03 16:21:00 main:574] : INFO : Epoch 681 | loss: 0.000423486 | val_loss: 0.000432421 | Time: 2521.18 ms [2020-12-03 16:21:02 main:574] : INFO : Epoch 682 | loss: 0.000423675 | val_loss: 0.000430604 | Time: 2466.29 ms [2020-12-03 16:21:05 main:574] : INFO : Epoch 683 | loss: 0.00042025 | val_loss: 0.000428698 | Time: 2452.83 ms [2020-12-03 16:21:07 main:574] : INFO : Epoch 684 | loss: 0.000427173 | val_loss: 0.000434991 | Time: 2425.69 ms [2020-12-03 16:21:10 main:574] : INFO : Epoch 685 | loss: 0.000421194 | val_loss: 0.000427778 | Time: 2406.55 ms [2020-12-03 16:21:12 main:574] : INFO : Epoch 686 | loss: 0.000419133 | val_loss: 0.000430117 | Time: 2427.35 ms [2020-12-03 16:21:15 main:574] : INFO : Epoch 687 | loss: 0.000421746 | val_loss: 0.000437902 | Time: 2503.16 ms [2020-12-03 16:21:17 main:574] : INFO : Epoch 688 | loss: 0.000424834 | val_loss: 0.00043296 | Time: 2518.14 ms [2020-12-03 16:21:20 main:574] : INFO : Epoch 689 | loss: 0.000421733 | val_loss: 0.000432357 | Time: 2542.96 ms [2020-12-03 16:21:22 main:574] : INFO : Epoch 690 | loss: 0.000423679 | val_loss: 0.000434744 | Time: 2467.25 ms [2020-12-03 16:21:25 main:574] : INFO : Epoch 691 | loss: 0.000427863 | val_loss: 0.000435625 | Time: 2418.44 ms [2020-12-03 16:21:27 main:574] : INFO : Epoch 692 | loss: 0.00042375 | val_loss: 0.000431546 | Time: 2459.23 ms [2020-12-03 16:21:30 main:574] : INFO : Epoch 693 | loss: 0.000421088 | val_loss: 0.000428395 | Time: 2421.02 ms [2020-12-03 16:21:32 main:574] : INFO : Epoch 694 | loss: 0.000421302 | val_loss: 0.000430541 | Time: 2474.63 ms [2020-12-03 16:21:35 main:574] : INFO : Epoch 695 | loss: 0.000439513 | val_loss: 0.0004417 | Time: 2448.9 ms [2020-12-03 16:21:38 main:574] : INFO : Epoch 696 | loss: 0.000426116 | val_loss: 0.000428209 | Time: 2521.12 ms [2020-12-03 16:21:40 main:574] : INFO : Epoch 697 | loss: 0.000419098 | val_loss: 0.000426425 | Time: 2485.37 ms [2020-12-03 16:21:42 main:574] : INFO : Epoch 698 | loss: 0.000416028 | val_loss: 0.000423935 | Time: 2416.67 ms [2020-12-03 16:21:45 main:574] : INFO : Epoch 699 | loss: 0.000417657 | val_loss: 0.00042712 | Time: 2519.33 ms [2020-12-03 16:21:48 main:574] : INFO : Epoch 700 | loss: 0.000417855 | val_loss: 0.000425852 | Time: 2465.57 ms [2020-12-03 16:21:50 main:574] : INFO : Epoch 701 | loss: 0.00042135 | val_loss: 0.000428625 | Time: 2474.29 ms [2020-12-03 16:21:53 main:574] : INFO : Epoch 702 | loss: 0.000425376 | val_loss: 0.000426682 | Time: 2517.25 ms [2020-12-03 16:21:55 main:574] : INFO : Epoch 703 | loss: 0.000420035 | val_loss: 0.000427892 | Time: 2474.33 ms [2020-12-03 16:21:58 main:574] : INFO : Epoch 704 | loss: 0.000421983 | val_loss: 0.000433343 | Time: 2504.81 ms [2020-12-03 16:22:00 main:574] : INFO : Epoch 705 | loss: 0.000420714 | val_loss: 0.000427614 | Time: 2486.4 ms [2020-12-03 16:22:03 main:574] : INFO : Epoch 706 | loss: 0.000421839 | val_loss: 0.00043135 | Time: 2503.43 ms [2020-12-03 16:22:05 main:574] : INFO : Epoch 707 | loss: 0.000421637 | val_loss: 0.000434643 | Time: 2449.38 ms [2020-12-03 16:22:08 main:574] : INFO : Epoch 708 | loss: 0.000421261 | val_loss: 0.000435127 | Time: 2503.05 ms [2020-12-03 16:22:10 main:574] : INFO : Epoch 709 | loss: 0.000425478 | val_loss: 0.000435752 | Time: 2462.77 ms [2020-12-03 16:22:13 main:574] : INFO : Epoch 710 | loss: 0.000420474 | val_loss: 0.00042747 | Time: 2512.63 ms [2020-12-03 16:22:15 main:574] : INFO : Epoch 711 | loss: 0.000422096 | val_loss: 0.000435281 | Time: 2468.27 ms [2020-12-03 16:22:18 main:574] : INFO : Epoch 712 | loss: 0.000424441 | val_loss: 0.000432845 | Time: 2519.05 ms [2020-12-03 16:22:20 main:574] : INFO : Epoch 713 | loss: 0.000418571 | val_loss: 0.000430679 | Time: 2471.31 ms [2020-12-03 16:22:23 main:574] : INFO : Epoch 714 | loss: 0.000418865 | val_loss: 0.000430083 | Time: 2472.7 ms [2020-12-03 16:22:25 main:574] : INFO : Epoch 715 | loss: 0.000418168 | val_loss: 0.000425018 | Time: 2483.03 ms [2020-12-03 16:22:28 main:574] : INFO : Epoch 716 | loss: 0.000420388 | val_loss: 0.000430561 | Time: 2428.1 ms [2020-12-03 16:22:30 main:574] : INFO : Epoch 717 | loss: 0.000424251 | val_loss: 0.000431558 | Time: 2530.29 ms [2020-12-03 16:22:33 main:574] : INFO : Epoch 718 | loss: 0.000423678 | val_loss: 0.000434614 | Time: 2467.36 ms [2020-12-03 16:22:35 main:574] : INFO : Epoch 719 | loss: 0.000424333 | val_loss: 0.000432362 | Time: 2479.4 ms [2020-12-03 16:22:38 main:574] : INFO : Epoch 720 | loss: 0.00042096 | val_loss: 0.000431406 | Time: 2469.71 ms [2020-12-03 16:22:40 main:574] : INFO : Epoch 721 | loss: 0.000420129 | val_loss: 0.000428913 | Time: 2468.23 ms [2020-12-03 16:22:43 main:574] : INFO : Epoch 722 | loss: 0.000419373 | val_loss: 0.00043696 | Time: 2454.76 ms [2020-12-03 16:22:45 main:574] : INFO : Epoch 723 | loss: 0.000423569 | val_loss: 0.000433066 | Time: 2444.69 ms [2020-12-03 16:22:48 main:574] : INFO : Epoch 724 | loss: 0.00042089 | val_loss: 0.000429724 | Time: 2399.12 ms [2020-12-03 16:22:50 main:574] : INFO : Epoch 725 | loss: 0.000419939 | val_loss: 0.000430758 | Time: 2425.76 ms [2020-12-03 16:22:53 main:574] : INFO : Epoch 726 | loss: 0.000431456 | val_loss: 0.000437833 | Time: 2456.21 ms [2020-12-03 16:22:55 main:574] : INFO : Epoch 727 | loss: 0.000424699 | val_loss: 0.000430873 | Time: 2455.23 ms [2020-12-03 16:22:58 main:574] : INFO : Epoch 728 | loss: 0.00042109 | val_loss: 0.000429695 | Time: 2470.26 ms [2020-12-03 16:23:00 main:574] : INFO : Epoch 729 | loss: 0.000418264 | val_loss: 0.0004267 | Time: 2441.69 ms [2020-12-03 16:23:03 main:574] : INFO : Epoch 730 | loss: 0.000425341 | val_loss: 0.000432424 | Time: 2495.9 ms [2020-12-03 16:23:05 main:574] : INFO : Epoch 731 | loss: 0.00042267 | val_loss: 0.000429503 | Time: 2453.89 ms [2020-12-03 16:23:08 main:574] : INFO : Epoch 732 | loss: 0.00041888 | val_loss: 0.000428985 | Time: 2517.25 ms [2020-12-03 16:23:10 main:574] : INFO : Epoch 733 | loss: 0.000417246 | val_loss: 0.000427122 | Time: 2421.16 ms [2020-12-03 16:23:13 main:574] : INFO : Epoch 734 | loss: 0.000416893 | val_loss: 0.000427453 | Time: 2488.61 ms [2020-12-03 16:23:15 main:574] : INFO : Epoch 735 | loss: 0.000418321 | val_loss: 0.000429749 | Time: 2477.6 ms [2020-12-03 16:23:18 main:574] : INFO : Epoch 736 | loss: 0.000423129 | val_loss: 0.000432337 | Time: 2456.18 ms [2020-12-03 16:23:20 main:574] : INFO : Epoch 737 | loss: 0.000421468 | val_loss: 0.000429364 | Time: 2538.44 ms [2020-12-03 16:23:23 main:574] : INFO : Epoch 738 | loss: 0.000421834 | val_loss: 0.00043182 | Time: 2506.58 ms [2020-12-03 16:23:25 main:574] : INFO : Epoch 739 | loss: 0.000427096 | val_loss: 0.000433287 | Time: 2434.8 ms [2020-12-03 16:23:28 main:574] : INFO : Epoch 740 | loss: 0.000419259 | val_loss: 0.000427433 | Time: 2464.49 ms [2020-12-03 16:23:30 main:574] : INFO : Epoch 741 | loss: 0.000417079 | val_loss: 0.000425465 | Time: 2446.66 ms [2020-12-03 16:23:33 main:574] : INFO : Epoch 742 | loss: 0.000417141 | val_loss: 0.000431768 | Time: 2480.89 ms [2020-12-03 16:23:35 main:574] : INFO : Epoch 743 | loss: 0.000419294 | val_loss: 0.000428973 | Time: 2430.03 ms [2020-12-03 16:23:38 main:574] : INFO : Epoch 744 | loss: 0.000418869 | val_loss: 0.000429463 | Time: 2471.95 ms [2020-12-03 16:23:40 main:574] : INFO : Epoch 745 | loss: 0.000426225 | val_loss: 0.000440231 | Time: 2469.05 ms [2020-12-03 16:23:43 main:574] : INFO : Epoch 746 | loss: 0.000435332 | val_loss: 0.000434826 | Time: 2439.82 ms [2020-12-03 16:23:45 main:574] : INFO : Epoch 747 | loss: 0.00042201 | val_loss: 0.000429845 | Time: 2425.44 ms [2020-12-03 16:23:48 main:574] : INFO : Epoch 748 | loss: 0.000417064 | val_loss: 0.000427359 | Time: 2466.51 ms [2020-12-03 16:23:50 main:574] : INFO : Epoch 749 | loss: 0.000417951 | val_loss: 0.000425202 | Time: 2465.17 ms [2020-12-03 16:23:53 main:574] : INFO : Epoch 750 | loss: 0.000415734 | val_loss: 0.000427704 | Time: 2421.9 ms [2020-12-03 16:23:55 main:574] : INFO : Epoch 751 | loss: 0.000415412 | val_loss: 0.000426075 | Time: 2538.97 ms [2020-12-03 16:23:58 main:574] : INFO : Epoch 752 | loss: 0.00042069 | val_loss: 0.000436859 | Time: 2475.8 ms [2020-12-03 16:24:00 main:574] : INFO : Epoch 753 | loss: 0.000422535 | val_loss: 0.000427706 | Time: 2462.93 ms [2020-12-03 16:24:03 main:574] : INFO : Epoch 754 | loss: 0.000417949 | val_loss: 0.000428487 | Time: 2511.95 ms [2020-12-03 16:24:05 main:574] : INFO : Epoch 755 | loss: 0.000418853 | val_loss: 0.000427113 | Time: 2473.8 ms [2020-12-03 16:24:08 main:574] : INFO : Epoch 756 | loss: 0.000421488 | val_loss: 0.000442433 | Time: 2625.46 ms [2020-12-03 16:24:11 main:574] : INFO : Epoch 757 | loss: 0.000423397 | val_loss: 0.00043051 | Time: 2629.15 ms [2020-12-03 16:24:14 main:574] : INFO : Epoch 758 | loss: 0.000417689 | val_loss: 0.000428177 | Time: 2765.51 ms [2020-12-03 16:24:16 main:574] : INFO : Epoch 759 | loss: 0.000417928 | val_loss: 0.000433378 | Time: 2720.44 ms [2020-12-03 16:24:19 main:574] : INFO : Epoch 760 | loss: 0.000419514 | val_loss: 0.000430731 | Time: 2478.76 ms [2020-12-03 16:24:21 main:574] : INFO : Epoch 761 | loss: 0.000421997 | val_loss: 0.000443832 | Time: 2449.91 ms [2020-12-03 16:24:24 main:574] : INFO : Epoch 762 | loss: 0.000431727 | val_loss: 0.000433179 | Time: 2442.99 ms [2020-12-03 16:24:26 main:574] : INFO : Epoch 763 | loss: 0.000421798 | val_loss: 0.000432792 | Time: 2507.43 ms [2020-12-03 16:24:29 main:574] : INFO : Epoch 764 | loss: 0.00042084 | val_loss: 0.000432387 | Time: 2478.87 ms [2020-12-03 16:24:32 main:574] : INFO : Epoch 765 | loss: 0.000418657 | val_loss: 0.000430798 | Time: 2513.23 ms [2020-12-03 16:24:34 main:574] : INFO : Epoch 766 | loss: 0.000420316 | val_loss: 0.000429207 | Time: 2418.22 ms [2020-12-03 16:24:36 main:574] : INFO : Epoch 767 | loss: 0.000419598 | val_loss: 0.000426382 | Time: 2393.1 ms [2020-12-03 16:24:39 main:574] : INFO : Epoch 768 | loss: 0.000419224 | val_loss: 0.000435072 | Time: 2418.87 ms [2020-12-03 16:24:41 main:574] : INFO : Epoch 769 | loss: 0.000421396 | val_loss: 0.000432184 | Time: 2410.82 ms [2020-12-03 16:24:44 main:574] : INFO : Epoch 770 | loss: 0.000418819 | val_loss: 0.000430312 | Time: 2384.46 ms [2020-12-03 16:24:46 main:574] : INFO : Epoch 771 | loss: 0.000423888 | val_loss: 0.000438192 | Time: 2441.87 ms [2020-12-03 16:24:49 main:574] : INFO : Epoch 772 | loss: 0.000425028 | val_loss: 0.000430228 | Time: 2419.03 ms [2020-12-03 16:24:51 main:574] : INFO : Epoch 773 | loss: 0.000419666 | val_loss: 0.000428708 | Time: 2464.42 ms [2020-12-03 16:24:54 main:574] : INFO : Epoch 774 | loss: 0.000419861 | val_loss: 0.000433258 | Time: 2461.83 ms [2020-12-03 16:24:56 main:574] : INFO : Epoch 775 | loss: 0.000422695 | val_loss: 0.000430085 | Time: 2503.11 ms [2020-12-03 16:24:59 main:574] : INFO : Epoch 776 | loss: 0.000419293 | val_loss: 0.000430742 | Time: 2490.28 ms [2020-12-03 16:25:01 main:574] : INFO : Epoch 777 | loss: 0.000418349 | val_loss: 0.000428546 | Time: 2504.39 ms [2020-12-03 16:25:04 main:574] : INFO : Epoch 778 | loss: 0.000417107 | val_loss: 0.000429484 | Time: 2496.22 ms [2020-12-03 16:25:06 main:574] : INFO : Epoch 779 | loss: 0.000416648 | val_loss: 0.000432929 | Time: 2467.77 ms [2020-12-03 16:25:09 main:574] : INFO : Epoch 780 | loss: 0.000423815 | val_loss: 0.000434882 | Time: 2398.31 ms [2020-12-03 16:25:11 main:574] : INFO : Epoch 781 | loss: 0.000421275 | val_loss: 0.000429352 | Time: 2392.38 ms [2020-12-03 16:25:14 main:574] : INFO : Epoch 782 | loss: 0.000377954 | val_loss: 0.00032181 | Time: 2428.83 ms [2020-12-03 16:25:16 main:574] : INFO : Epoch 783 | loss: 0.00116522 | val_loss: 0.00186671 | Time: 2437.24 ms [2020-12-03 16:25:19 main:574] : INFO : Epoch 784 | loss: 0.00118877 | val_loss: 0.000500133 | Time: 2520.9 ms [2020-12-03 16:25:21 main:574] : INFO : Epoch 785 | loss: 0.00032647 | val_loss: 0.00025069 | Time: 2473.75 ms [2020-12-03 16:25:24 main:574] : INFO : Epoch 786 | loss: 0.00023768 | val_loss: 0.000166002 | Time: 2440.76 ms [2020-12-03 16:25:26 main:574] : INFO : Epoch 787 | loss: 0.000131696 | val_loss: 0.000125214 | Time: 2432.48 ms [2020-12-03 16:25:29 main:574] : INFO : Epoch 788 | loss: 0.000111124 | val_loss: 0.000118852 | Time: 2429.77 ms [2020-12-03 16:25:31 main:574] : INFO : Epoch 789 | loss: 0.000106342 | val_loss: 0.000116559 | Time: 2427.93 ms [2020-12-03 16:25:33 main:574] : INFO : Epoch 790 | loss: 0.000105103 | val_loss: 0.000115603 | Time: 2395.38 ms [2020-12-03 16:25:36 main:574] : INFO : Epoch 791 | loss: 0.000104228 | val_loss: 0.000115171 | Time: 2491.05 ms [2020-12-03 16:25:39 main:574] : INFO : Epoch 792 | loss: 0.000104029 | val_loss: 0.000115015 | Time: 2426.46 ms [2020-12-03 16:25:41 main:574] : INFO : Epoch 793 | loss: 0.000103942 | val_loss: 0.000115006 | Time: 2407.35 ms [2020-12-03 16:25:43 main:574] : INFO : Epoch 794 | loss: 0.000103804 | val_loss: 0.000114662 | Time: 2441.15 ms [2020-12-03 16:25:46 main:574] : INFO : Epoch 795 | loss: 0.000103788 | val_loss: 0.000115171 | Time: 2449.02 ms [2020-12-03 16:25:48 main:574] : INFO : Epoch 796 | loss: 0.00010394 | val_loss: 0.000114855 | Time: 2461.05 ms [2020-12-03 16:25:51 main:574] : INFO : Epoch 797 | loss: 0.000103577 | val_loss: 0.000114601 | Time: 2472.35 ms [2020-12-03 16:25:53 main:574] : INFO : Epoch 798 | loss: 0.00010375 | val_loss: 0.000114944 | Time: 2445.61 ms [2020-12-03 16:25:56 main:574] : INFO : Epoch 799 | loss: 0.000103811 | val_loss: 0.000114694 | Time: 2468.34 ms [2020-12-03 16:25:58 main:574] : INFO : Epoch 800 | loss: 0.000104037 | val_loss: 0.000114715 | Time: 2463.85 ms [2020-12-03 16:26:01 main:574] : INFO : Epoch 801 | loss: 0.00010354 | val_loss: 0.000114163 | Time: 2461.13 ms [2020-12-03 16:26:03 main:574] : INFO : Epoch 802 | loss: 0.000102487 | val_loss: 0.000113782 | Time: 2440.89 ms [2020-12-03 16:26:06 main:574] : INFO : Epoch 803 | loss: 0.000102359 | val_loss: 0.00011341 | Time: 2444.49 ms [2020-12-03 16:26:08 main:574] : INFO : Epoch 804 | loss: 0.000102386 | val_loss: 0.000113741 | Time: 2410.06 ms [2020-12-03 16:26:11 main:574] : INFO : Epoch 805 | loss: 0.000102458 | val_loss: 0.000113418 | Time: 2489.55 ms [2020-12-03 16:26:13 main:574] : INFO : Epoch 806 | loss: 0.000103084 | val_loss: 0.00011614 | Time: 2500.87 ms [2020-12-03 16:26:16 main:574] : INFO : Epoch 807 | loss: 0.000126687 | val_loss: 0.000128203 | Time: 2506.22 ms [2020-12-03 16:26:18 main:574] : INFO : Epoch 808 | loss: 0.000109255 | val_loss: 0.000113609 | Time: 2454.65 ms [2020-12-03 16:26:21 main:574] : INFO : Epoch 809 | loss: 0.000103194 | val_loss: 0.00011322 | Time: 2456.02 ms [2020-12-03 16:26:23 main:574] : INFO : Epoch 810 | loss: 0.000102474 | val_loss: 0.00011334 | Time: 2494.27 ms [2020-12-03 16:26:26 main:574] : INFO : Epoch 811 | loss: 0.000102403 | val_loss: 0.00011326 | Time: 2520.06 ms [2020-12-03 16:26:28 main:574] : INFO : Epoch 812 | loss: 0.000102065 | val_loss: 0.000113489 | Time: 2450.8 ms [2020-12-03 16:26:31 main:574] : INFO : Epoch 813 | loss: 0.000102317 | val_loss: 0.000113078 | Time: 2471.73 ms [2020-12-03 16:26:34 main:574] : INFO : Epoch 814 | loss: 0.000102156 | val_loss: 0.000113218 | Time: 2481 ms [2020-12-03 16:26:36 main:574] : INFO : Epoch 815 | loss: 0.000102169 | val_loss: 0.000113166 | Time: 2472.84 ms [2020-12-03 16:26:39 main:574] : INFO : Epoch 816 | loss: 0.000102152 | val_loss: 0.000113081 | Time: 2484.7 ms [2020-12-03 16:26:41 main:574] : INFO : Epoch 817 | loss: 0.000102549 | val_loss: 0.000113428 | Time: 2383.62 ms [2020-12-03 16:26:43 main:574] : INFO : Epoch 818 | loss: 0.000103481 | val_loss: 0.000118349 | Time: 2396.25 ms [2020-12-03 16:26:46 main:574] : INFO : Epoch 819 | loss: 0.000105774 | val_loss: 0.000114631 | Time: 2432.24 ms [2020-12-03 16:26:48 main:574] : INFO : Epoch 820 | loss: 0.000102814 | val_loss: 0.000113154 | Time: 2530.61 ms [2020-12-03 16:26:51 main:574] : INFO : Epoch 821 | loss: 0.000102394 | val_loss: 0.000114384 | Time: 2468.73 ms [2020-12-03 16:26:54 main:574] : INFO : Epoch 822 | loss: 0.000113302 | val_loss: 0.000150355 | Time: 2549.87 ms [2020-12-03 16:26:56 main:574] : INFO : Epoch 823 | loss: 0.000112276 | val_loss: 0.000117402 | Time: 2483.96 ms [2020-12-03 16:26:59 main:574] : INFO : Epoch 824 | loss: 0.00010438 | val_loss: 0.000114981 | Time: 2487.35 ms [2020-12-03 16:27:01 main:574] : INFO : Epoch 825 | loss: 0.000102685 | val_loss: 0.000113458 | Time: 2499.13 ms [2020-12-03 16:27:04 main:574] : INFO : Epoch 826 | loss: 0.000102917 | val_loss: 0.00011428 | Time: 2458.86 ms [2020-12-03 16:27:06 main:574] : INFO : Epoch 827 | loss: 0.000104466 | val_loss: 0.000120038 | Time: 2452.29 ms [2020-12-03 16:27:09 main:574] : INFO : Epoch 828 | loss: 0.000107425 | val_loss: 0.000115751 | Time: 2464.83 ms [2020-12-03 16:27:11 main:574] : INFO : Epoch 829 | loss: 0.000103561 | val_loss: 0.00011412 | Time: 2477.64 ms [2020-12-03 16:27:14 main:574] : INFO : Epoch 830 | loss: 0.000102509 | val_loss: 0.000114253 | Time: 2443.14 ms [2020-12-03 16:27:16 main:574] : INFO : Epoch 831 | loss: 0.000102412 | val_loss: 0.000113725 | Time: 2491.8 ms [2020-12-03 16:27:19 main:574] : INFO : Epoch 832 | loss: 0.000103505 | val_loss: 0.000120561 | Time: 2479.45 ms [2020-12-03 16:27:21 main:574] : INFO : Epoch 833 | loss: 0.000129249 | val_loss: 0.000127834 | Time: 2451.13 ms [2020-12-03 16:27:24 main:574] : INFO : Epoch 834 | loss: 0.000107896 | val_loss: 0.000115339 | Time: 2440.92 ms [2020-12-03 16:27:26 main:574] : INFO : Epoch 835 | loss: 0.000103569 | val_loss: 0.000114035 | Time: 2451.34 ms [2020-12-03 16:27:29 main:574] : INFO : Epoch 836 | loss: 0.00010234 | val_loss: 0.000113496 | Time: 2534.53 ms [2020-12-03 16:27:31 main:574] : INFO : Epoch 837 | loss: 0.000104188 | val_loss: 0.000123574 | Time: 2435.57 ms [2020-12-03 16:27:34 main:574] : INFO : Epoch 838 | loss: 0.000113628 | val_loss: 0.000116631 | Time: 2499.85 ms [2020-12-03 16:27:36 main:574] : INFO : Epoch 839 | loss: 0.000103749 | val_loss: 0.000114191 | Time: 2429.09 ms [2020-12-03 16:27:39 main:574] : INFO : Epoch 840 | loss: 0.000102786 | val_loss: 0.000113353 | Time: 2453.45 ms [2020-12-03 16:27:41 main:574] : INFO : Epoch 841 | loss: 0.000102534 | val_loss: 0.000114701 | Time: 2463.18 ms [2020-12-03 16:27:44 main:574] : INFO : Epoch 842 | loss: 0.000103054 | val_loss: 0.000114036 | Time: 2416.26 ms [2020-12-03 16:27:46 main:574] : INFO : Epoch 843 | loss: 0.000102571 | val_loss: 0.000113549 | Time: 2485.08 ms [2020-12-03 16:27:49 main:574] : INFO : Epoch 844 | loss: 0.000104423 | val_loss: 0.000120919 | Time: 2481.13 ms [2020-12-03 16:27:51 main:574] : INFO : Epoch 845 | loss: 0.000115695 | val_loss: 0.000124455 | Time: 2401.03 ms [2020-12-03 16:27:54 main:574] : INFO : Epoch 846 | loss: 0.000107641 | val_loss: 0.000114855 | Time: 2439.55 ms [2020-12-03 16:27:56 main:574] : INFO : Epoch 847 | loss: 0.000104439 | val_loss: 0.000114398 | Time: 2480.47 ms [2020-12-03 16:27:58 main:574] : INFO : Epoch 848 | loss: 0.000102862 | val_loss: 0.000114335 | Time: 2430.97 ms [2020-12-03 16:28:01 main:574] : INFO : Epoch 849 | loss: 0.000104003 | val_loss: 0.000116895 | Time: 2463.83 ms [2020-12-03 16:28:03 main:574] : INFO : Epoch 850 | loss: 0.000108398 | val_loss: 0.000116545 | Time: 2416.03 ms [2020-12-03 16:28:06 main:574] : INFO : Epoch 851 | loss: 0.000105126 | val_loss: 0.000116147 | Time: 2394.01 ms [2020-12-03 16:28:08 main:574] : INFO : Epoch 852 | loss: 0.000106834 | val_loss: 0.000118583 | Time: 2417.33 ms [2020-12-03 16:28:11 main:574] : INFO : Epoch 853 | loss: 0.000104221 | val_loss: 0.000113847 | Time: 2480.88 ms [2020-12-03 16:28:13 main:574] : INFO : Epoch 854 | loss: 0.000104889 | val_loss: 0.000124428 | Time: 2459.13 ms [2020-12-03 16:28:16 main:574] : INFO : Epoch 855 | loss: 0.000116306 | val_loss: 0.000121587 | Time: 2466.68 ms [2020-12-03 16:28:18 main:574] : INFO : Epoch 856 | loss: 0.000106893 | val_loss: 0.000117045 | Time: 2458.03 ms [2020-12-03 16:28:21 main:574] : INFO : Epoch 857 | loss: 0.000105954 | val_loss: 0.000116255 | Time: 2470.64 ms [2020-12-03 16:28:23 main:574] : INFO : Epoch 858 | loss: 0.000106006 | val_loss: 0.000118297 | Time: 2455.95 ms [2020-12-03 16:28:26 main:574] : INFO : Epoch 859 | loss: 0.00010598 | val_loss: 0.0001165 | Time: 2447.24 ms [2020-12-03 16:28:28 main:574] : INFO : Epoch 860 | loss: 0.000104832 | val_loss: 0.0001161 | Time: 2482.17 ms [2020-12-03 16:28:31 main:574] : INFO : Epoch 861 | loss: 0.000105281 | val_loss: 0.000116423 | Time: 2458.79 ms [2020-12-03 16:28:33 main:574] : INFO : Epoch 862 | loss: 0.000111267 | val_loss: 0.000125869 | Time: 2516.16 ms [2020-12-03 16:28:36 main:574] : INFO : Epoch 863 | loss: 0.00011372 | val_loss: 0.000118345 | Time: 2419.19 ms [2020-12-03 16:28:38 main:574] : INFO : Epoch 864 | loss: 0.000107614 | val_loss: 0.000114553 | Time: 2438.03 ms [2020-12-03 16:28:41 main:574] : INFO : Epoch 865 | loss: 0.000103965 | val_loss: 0.000114482 | Time: 2549.29 ms [2020-12-03 16:28:43 main:574] : INFO : Epoch 866 | loss: 0.000103495 | val_loss: 0.000114724 | Time: 2414.87 ms [2020-12-03 16:28:46 main:574] : INFO : Epoch 867 | loss: 0.000108058 | val_loss: 0.000122504 | Time: 2421.62 ms [2020-12-03 16:28:48 main:574] : INFO : Epoch 868 | loss: 0.000109613 | val_loss: 0.00012202 | Time: 2409.47 ms [2020-12-03 16:28:51 main:574] : INFO : Epoch 869 | loss: 0.000109276 | val_loss: 0.000119611 | Time: 2462.76 ms [2020-12-03 16:28:53 main:574] : INFO : Epoch 870 | loss: 0.000105149 | val_loss: 0.000115887 | Time: 2468.79 ms [2020-12-03 16:28:56 main:574] : INFO : Epoch 871 | loss: 0.000109106 | val_loss: 0.000139839 | Time: 2487.25 ms [2020-12-03 16:28:58 main:574] : INFO : Epoch 872 | loss: 0.000120808 | val_loss: 0.000122902 | Time: 2492.6 ms [2020-12-03 16:29:01 main:574] : INFO : Epoch 873 | loss: 0.000108407 | val_loss: 0.00011614 | Time: 2469.1 ms [2020-12-03 16:29:03 main:574] : INFO : Epoch 874 | loss: 0.00010669 | val_loss: 0.000117085 | Time: 2442.61 ms [2020-12-03 16:29:06 main:574] : INFO : Epoch 875 | loss: 0.00010587 | val_loss: 0.000115389 | Time: 2521.72 ms [2020-12-03 16:29:08 main:574] : INFO : Epoch 876 | loss: 0.000105339 | val_loss: 0.000122431 | Time: 2501.83 ms [2020-12-03 16:29:11 main:574] : INFO : Epoch 877 | loss: 0.000108695 | val_loss: 0.000119438 | Time: 2456.37 ms [2020-12-03 16:29:13 main:574] : INFO : Epoch 878 | loss: 0.000105397 | val_loss: 0.000116071 | Time: 2443.44 ms [2020-12-03 16:29:16 main:574] : INFO : Epoch 879 | loss: 0.000114546 | val_loss: 0.000127338 | Time: 2483.04 ms [2020-12-03 16:29:18 main:574] : INFO : Epoch 880 | loss: 0.000108315 | val_loss: 0.000115487 | Time: 2614.13 ms [2020-12-03 16:29:21 main:574] : INFO : Epoch 881 | loss: 0.000103922 | val_loss: 0.000115964 | Time: 2665.55 ms [2020-12-03 16:29:24 main:574] : INFO : Epoch 882 | loss: 0.000105521 | val_loss: 0.000119211 | Time: 2710.52 ms [2020-12-03 16:29:27 main:574] : INFO : Epoch 883 | loss: 0.000116746 | val_loss: 0.000123765 | Time: 2648.47 ms [2020-12-03 16:29:29 main:574] : INFO : Epoch 884 | loss: 0.000110345 | val_loss: 0.000119712 | Time: 2544.85 ms [2020-12-03 16:29:32 main:574] : INFO : Epoch 885 | loss: 0.000109487 | val_loss: 0.000118359 | Time: 2490.55 ms [2020-12-03 16:29:34 main:574] : INFO : Epoch 886 | loss: 0.000106737 | val_loss: 0.000115124 | Time: 2423.86 ms [2020-12-03 16:29:37 main:574] : INFO : Epoch 887 | loss: 0.00010392 | val_loss: 0.000115665 | Time: 2471.03 ms [2020-12-03 16:29:39 main:574] : INFO : Epoch 888 | loss: 0.000105291 | val_loss: 0.000117883 | Time: 2438.38 ms [2020-12-03 16:29:42 main:574] : INFO : Epoch 889 | loss: 0.000110111 | val_loss: 0.000127625 | Time: 2465.39 ms [2020-12-03 16:29:44 main:574] : INFO : Epoch 890 | loss: 0.000109619 | val_loss: 0.000115824 | Time: 2407.67 ms [2020-12-03 16:29:47 main:574] : INFO : Epoch 891 | loss: 0.000107532 | val_loss: 0.000120656 | Time: 2463.27 ms [2020-12-03 16:29:49 main:574] : INFO : Epoch 892 | loss: 0.000108001 | val_loss: 0.00011949 | Time: 2458.44 ms [2020-12-03 16:29:52 main:574] : INFO : Epoch 893 | loss: 0.000106007 | val_loss: 0.000117673 | Time: 2471.74 ms [2020-12-03 16:29:54 main:574] : INFO : Epoch 894 | loss: 0.000106865 | val_loss: 0.000121109 | Time: 2515.79 ms [2020-12-03 16:29:57 main:574] : INFO : Epoch 895 | loss: 0.000117653 | val_loss: 0.000126966 | Time: 2449.03 ms [2020-12-03 16:29:59 main:574] : INFO : Epoch 896 | loss: 0.000112138 | val_loss: 0.000116909 | Time: 2457.31 ms [2020-12-03 16:30:02 main:574] : INFO : Epoch 897 | loss: 0.000105569 | val_loss: 0.000114923 | Time: 2489.27 ms [2020-12-03 16:30:04 main:574] : INFO : Epoch 898 | loss: 0.000104691 | val_loss: 0.000117233 | Time: 2553.79 ms [2020-12-03 16:30:07 main:574] : INFO : Epoch 899 | loss: 0.000107947 | val_loss: 0.000118243 | Time: 2480.8 ms [2020-12-03 16:30:09 main:574] : INFO : Epoch 900 | loss: 0.000109005 | val_loss: 0.000121914 | Time: 2476.54 ms [2020-12-03 16:30:12 main:574] : INFO : Epoch 901 | loss: 0.000111382 | val_loss: 0.000119788 | Time: 2421.17 ms [2020-12-03 16:30:14 main:574] : INFO : Epoch 902 | loss: 0.000108319 | val_loss: 0.000123719 | Time: 2470.44 ms [2020-12-03 16:30:17 main:574] : INFO : Epoch 903 | loss: 0.000109368 | val_loss: 0.000117881 | Time: 2441.47 ms [2020-12-03 16:30:19 main:574] : INFO : Epoch 904 | loss: 0.000110397 | val_loss: 0.000122216 | Time: 2442.84 ms [2020-12-03 16:30:22 main:574] : INFO : Epoch 905 | loss: 0.000108438 | val_loss: 0.000120417 | Time: 2455.14 ms [2020-12-03 16:30:24 main:574] : INFO : Epoch 906 | loss: 0.000108018 | val_loss: 0.000116852 | Time: 2471.77 ms [2020-12-03 16:30:27 main:574] : INFO : Epoch 907 | loss: 0.00010666 | val_loss: 0.000117399 | Time: 2474.64 ms [2020-12-03 16:30:29 main:574] : INFO : Epoch 908 | loss: 0.000106015 | val_loss: 0.000118485 | Time: 2435.97 ms [2020-12-03 16:30:32 main:574] : INFO : Epoch 909 | loss: 0.000107349 | val_loss: 0.000121069 | Time: 2443.81 ms [2020-12-03 16:30:34 main:574] : INFO : Epoch 910 | loss: 0.000113194 | val_loss: 0.000121948 | Time: 2464.63 ms [2020-12-03 16:30:37 main:574] : INFO : Epoch 911 | loss: 0.000117936 | val_loss: 0.000142691 | Time: 2422.61 ms [2020-12-03 16:30:39 main:574] : INFO : Epoch 912 | loss: 0.000115708 | val_loss: 0.00012541 | Time: 2468.36 ms [2020-12-03 16:30:42 main:574] : INFO : Epoch 913 | loss: 0.000112702 | val_loss: 0.000118059 | Time: 2490.07 ms [2020-12-03 16:30:44 main:574] : INFO : Epoch 914 | loss: 0.000105214 | val_loss: 0.000116182 | Time: 2471.97 ms [2020-12-03 16:30:47 main:574] : INFO : Epoch 915 | loss: 0.00010475 | val_loss: 0.000118331 | Time: 2455.21 ms [2020-12-03 16:30:49 main:574] : INFO : Epoch 916 | loss: 0.000106398 | val_loss: 0.000118347 | Time: 2446.69 ms [2020-12-03 16:30:52 main:574] : INFO : Epoch 917 | loss: 0.000110232 | val_loss: 0.000121773 | Time: 2479.43 ms [2020-12-03 16:30:54 main:574] : INFO : Epoch 918 | loss: 0.000108926 | val_loss: 0.000119218 | Time: 2471.05 ms [2020-12-03 16:30:57 main:574] : INFO : Epoch 919 | loss: 0.00010625 | val_loss: 0.000118078 | Time: 2460.49 ms [2020-12-03 16:30:59 main:574] : INFO : Epoch 920 | loss: 0.000107746 | val_loss: 0.000122132 | Time: 2424.72 ms [2020-12-03 16:31:02 main:574] : INFO : Epoch 921 | loss: 0.00011239 | val_loss: 0.000119403 | Time: 2478.97 ms [2020-12-03 16:31:04 main:574] : INFO : Epoch 922 | loss: 0.000112284 | val_loss: 0.000119491 | Time: 2512.49 ms [2020-12-03 16:31:07 main:574] : INFO : Epoch 923 | loss: 0.000111727 | val_loss: 0.000120421 | Time: 2517.48 ms [2020-12-03 16:31:09 main:574] : INFO : Epoch 924 | loss: 0.000107899 | val_loss: 0.000117966 | Time: 2510.81 ms [2020-12-03 16:31:12 main:574] : INFO : Epoch 925 | loss: 0.000105848 | val_loss: 0.000119778 | Time: 2446.32 ms [2020-12-03 16:31:14 main:574] : INFO : Epoch 926 | loss: 0.000110791 | val_loss: 0.000118547 | Time: 2456.16 ms [2020-12-03 16:31:17 main:574] : INFO : Epoch 927 | loss: 0.000106759 | val_loss: 0.000124405 | Time: 2517.36 ms [2020-12-03 16:31:20 main:574] : INFO : Epoch 928 | loss: 0.000119355 | val_loss: 0.000123747 | Time: 2491.61 ms [2020-12-03 16:31:22 main:574] : INFO : Epoch 929 | loss: 0.000107945 | val_loss: 0.000117546 | Time: 2512.43 ms [2020-12-03 16:31:25 main:574] : INFO : Epoch 930 | loss: 0.000105432 | val_loss: 0.000115925 | Time: 2443.58 ms [2020-12-03 16:31:27 main:574] : INFO : Epoch 931 | loss: 0.000108662 | val_loss: 0.000118028 | Time: 2400.62 ms [2020-12-03 16:31:29 main:574] : INFO : Epoch 932 | loss: 0.00010974 | val_loss: 0.000122594 | Time: 2438.24 ms [2020-12-03 16:31:32 main:574] : INFO : Epoch 933 | loss: 0.000110659 | val_loss: 0.000118603 | Time: 2432.77 ms [2020-12-03 16:31:34 main:574] : INFO : Epoch 934 | loss: 0.000108359 | val_loss: 0.000120243 | Time: 2464.54 ms [2020-12-03 16:31:37 main:574] : INFO : Epoch 935 | loss: 0.000108087 | val_loss: 0.000117589 | Time: 2433.43 ms [2020-12-03 16:31:39 main:574] : INFO : Epoch 936 | loss: 0.000106201 | val_loss: 0.00011899 | Time: 2460.37 ms [2020-12-03 16:31:42 main:574] : INFO : Epoch 937 | loss: 0.000116481 | val_loss: 0.00014057 | Time: 2499.63 ms [2020-12-03 16:31:44 main:574] : INFO : Epoch 938 | loss: 0.000116894 | val_loss: 0.000119213 | Time: 2445.68 ms [2020-12-03 16:31:47 main:574] : INFO : Epoch 939 | loss: 0.000105964 | val_loss: 0.000116633 | Time: 2447.56 ms [2020-12-03 16:31:49 main:574] : INFO : Epoch 940 | loss: 0.000108517 | val_loss: 0.000123473 | Time: 2446.21 ms [2020-12-03 16:31:52 main:574] : INFO : Epoch 941 | loss: 0.000106765 | val_loss: 0.000115907 | Time: 2480.46 ms [2020-12-03 16:31:54 main:574] : INFO : Epoch 942 | loss: 0.000105348 | val_loss: 0.000119657 | Time: 2481 ms [2020-12-03 16:31:57 main:574] : INFO : Epoch 943 | loss: 0.000114533 | val_loss: 0.000125747 | Time: 2480.45 ms [2020-12-03 16:31:59 main:574] : INFO : Epoch 944 | loss: 0.000113941 | val_loss: 0.000123534 | Time: 2441.57 ms [2020-12-03 16:32:02 main:574] : INFO : Epoch 945 | loss: 0.000107894 | val_loss: 0.000117479 | Time: 2447.26 ms [2020-12-03 16:32:05 main:574] : INFO : Epoch 946 | loss: 0.00010439 | val_loss: 0.000115967 | Time: 2463.88 ms [2020-12-03 16:32:07 main:574] : INFO : Epoch 947 | loss: 0.000105238 | val_loss: 0.000116512 | Time: 2486.99 ms [2020-12-03 16:32:09 main:574] : INFO : Epoch 948 | loss: 0.000109895 | val_loss: 0.00013454 | Time: 2427.31 ms [2020-12-03 16:32:12 main:574] : INFO : Epoch 949 | loss: 0.000124992 | val_loss: 0.000121399 | Time: 2453.19 ms [2020-12-03 16:32:14 main:574] : INFO : Epoch 950 | loss: 0.000107913 | val_loss: 0.000117709 | Time: 2441.43 ms [2020-12-03 16:32:17 main:574] : INFO : Epoch 951 | loss: 0.000109539 | val_loss: 0.000128326 | Time: 2449.33 ms [2020-12-03 16:32:19 main:574] : INFO : Epoch 952 | loss: 0.000110093 | val_loss: 0.000118447 | Time: 2427.86 ms [2020-12-03 16:32:22 main:574] : INFO : Epoch 953 | loss: 0.000105259 | val_loss: 0.000117917 | Time: 2494.16 ms [2020-12-03 16:32:24 main:574] : INFO : Epoch 954 | loss: 0.000113516 | val_loss: 0.000124874 | Time: 2486.22 ms [2020-12-03 16:32:27 main:574] : INFO : Epoch 955 | loss: 0.00011285 | val_loss: 0.000121188 | Time: 2472.51 ms [2020-12-03 16:32:29 main:574] : INFO : Epoch 956 | loss: 0.0001077 | val_loss: 0.000119836 | Time: 2494.8 ms [2020-12-03 16:32:32 main:574] : INFO : Epoch 957 | loss: 0.000108988 | val_loss: 0.000123222 | Time: 2453.8 ms [2020-12-03 16:32:34 main:574] : INFO : Epoch 958 | loss: 0.00011445 | val_loss: 0.000121063 | Time: 2453.42 ms [2020-12-03 16:32:37 main:574] : INFO : Epoch 959 | loss: 0.000107729 | val_loss: 0.000117649 | Time: 2442.39 ms [2020-12-03 16:32:39 main:574] : INFO : Epoch 960 | loss: 0.000104834 | val_loss: 0.000115266 | Time: 2436.22 ms [2020-12-03 16:32:42 main:574] : INFO : Epoch 961 | loss: 0.000104562 | val_loss: 0.000115782 | Time: 2415.96 ms [2020-12-03 16:32:44 main:574] : INFO : Epoch 962 | loss: 0.000111945 | val_loss: 0.000126535 | Time: 2472.63 ms [2020-12-03 16:32:47 main:574] : INFO : Epoch 963 | loss: 0.000111858 | val_loss: 0.000122571 | Time: 2452.19 ms [2020-12-03 16:32:49 main:574] : INFO : Epoch 964 | loss: 0.000111135 | val_loss: 0.000123108 | Time: 2494.53 ms [2020-12-03 16:32:52 main:574] : INFO : Epoch 965 | loss: 0.000113829 | val_loss: 0.000121512 | Time: 2452.19 ms [2020-12-03 16:32:54 main:574] : INFO : Epoch 966 | loss: 0.000114392 | val_loss: 0.000119636 | Time: 2401.71 ms [2020-12-03 16:32:57 main:574] : INFO : Epoch 967 | loss: 0.000108512 | val_loss: 0.000119077 | Time: 2481.69 ms [2020-12-03 16:32:59 main:574] : INFO : Epoch 968 | loss: 0.000109783 | val_loss: 0.000123726 | Time: 2445.84 ms [2020-12-03 16:33:02 main:574] : INFO : Epoch 969 | loss: 0.000109361 | val_loss: 0.00011875 | Time: 2483.58 ms [2020-12-03 16:33:04 main:574] : INFO : Epoch 970 | loss: 0.000112564 | val_loss: 0.000122038 | Time: 2453.91 ms [2020-12-03 16:33:07 main:574] : INFO : Epoch 971 | loss: 0.000107891 | val_loss: 0.000119359 | Time: 2485.86 ms [2020-12-03 16:33:09 main:574] : INFO : Epoch 972 | loss: 0.000105692 | val_loss: 0.000115787 | Time: 2459.21 ms [2020-12-03 16:33:12 main:574] : INFO : Epoch 973 | loss: 0.00010908 | val_loss: 0.000123399 | Time: 2466.16 ms [2020-12-03 16:33:14 main:574] : INFO : Epoch 974 | loss: 0.00010943 | val_loss: 0.000119369 | Time: 2440.9 ms [2020-12-03 16:33:17 main:574] : INFO : Epoch 975 | loss: 0.000109998 | val_loss: 0.000139468 | Time: 2512.96 ms [2020-12-03 16:33:19 main:574] : INFO : Epoch 976 | loss: 0.000120302 | val_loss: 0.000127071 | Time: 2460.96 ms [2020-12-03 16:33:22 main:574] : INFO : Epoch 977 | loss: 0.000113345 | val_loss: 0.000128978 | Time: 2443.01 ms [2020-12-03 16:33:24 main:574] : INFO : Epoch 978 | loss: 0.000113026 | val_loss: 0.000119984 | Time: 2457.55 ms [2020-12-03 16:33:27 main:574] : INFO : Epoch 979 | loss: 0.000107515 | val_loss: 0.000115442 | Time: 2497.92 ms [2020-12-03 16:33:29 main:574] : INFO : Epoch 980 | loss: 0.000105958 | val_loss: 0.000117156 | Time: 2463.02 ms [2020-12-03 16:33:32 main:574] : INFO : Epoch 981 | loss: 0.000107919 | val_loss: 0.00012137 | Time: 2456.72 ms [2020-12-03 16:33:34 main:574] : INFO : Epoch 982 | loss: 0.000110839 | val_loss: 0.000126979 | Time: 2460.64 ms [2020-12-03 16:33:37 main:574] : INFO : Epoch 983 | loss: 0.000111541 | val_loss: 0.000117627 | Time: 2419.77 ms [2020-12-03 16:33:39 main:574] : INFO : Epoch 984 | loss: 0.000106321 | val_loss: 0.000118849 | Time: 2502.8 ms [2020-12-03 16:33:42 main:574] : INFO : Epoch 985 | loss: 0.000107448 | val_loss: 0.000117542 | Time: 2422.16 ms [2020-12-03 16:33:44 main:574] : INFO : Epoch 986 | loss: 0.000107697 | val_loss: 0.000125303 | Time: 2446.12 ms [2020-12-03 16:33:47 main:574] : INFO : Epoch 987 | loss: 0.000119734 | val_loss: 0.00012559 | Time: 2464.93 ms [2020-12-03 16:33:49 main:574] : INFO : Epoch 988 | loss: 0.000114022 | val_loss: 0.000125706 | Time: 2478.16 ms [2020-12-03 16:33:52 main:574] : INFO : Epoch 989 | loss: 0.000110717 | val_loss: 0.000118975 | Time: 2518.24 ms [2020-12-03 16:33:54 main:574] : INFO : Epoch 990 | loss: 0.000106657 | val_loss: 0.00011821 | Time: 2474.61 ms [2020-12-03 16:33:57 main:574] : INFO : Epoch 991 | loss: 0.000106683 | val_loss: 0.000116197 | Time: 2506.12 ms [2020-12-03 16:33:59 main:574] : INFO : Epoch 992 | loss: 0.000107186 | val_loss: 0.000117523 | Time: 2508.48 ms [2020-12-03 16:34:02 main:574] : INFO : Epoch 993 | loss: 0.000111522 | val_loss: 0.000140828 | Time: 2486.31 ms [2020-12-03 16:34:04 main:574] : INFO : Epoch 994 | loss: 0.000129004 | val_loss: 0.000125616 | Time: 2439.49 ms [2020-12-03 16:34:07 main:574] : INFO : Epoch 995 | loss: 0.000113679 | val_loss: 0.00013589 | Time: 2459.65 ms [2020-12-03 16:34:09 main:574] : INFO : Epoch 996 | loss: 0.00011991 | val_loss: 0.000127274 | Time: 2490.16 ms [2020-12-03 16:34:12 main:574] : INFO : Epoch 997 | loss: 0.000107549 | val_loss: 0.000117591 | Time: 2441.03 ms [2020-12-03 16:34:14 main:574] : INFO : Epoch 998 | loss: 0.000107901 | val_loss: 0.000118053 | Time: 2450.94 ms [2020-12-03 16:34:17 main:574] : INFO : Epoch 999 | loss: 0.000109857 | val_loss: 0.000122667 | Time: 2506.18 ms [2020-12-03 16:34:19 main:574] : INFO : Epoch 1000 | loss: 0.000107601 | val_loss: 0.000116915 | Time: 2485.13 ms [2020-12-03 16:34:22 main:574] : INFO : Epoch 1001 | loss: 0.000104384 | val_loss: 0.000115252 | Time: 2513.65 ms [2020-12-03 16:34:25 main:574] : INFO : Epoch 1002 | loss: 0.000104905 | val_loss: 0.000118764 | Time: 2488.02 ms [2020-12-03 16:34:27 main:574] : INFO : Epoch 1003 | loss: 0.000105801 | val_loss: 0.000118431 | Time: 2503.95 ms [2020-12-03 16:34:30 main:574] : INFO : Epoch 1004 | loss: 0.000110253 | val_loss: 0.000127669 | Time: 2687.38 ms [2020-12-03 16:34:32 main:574] : INFO : Epoch 1005 | loss: 0.00011533 | val_loss: 0.000124286 | Time: 2543.98 ms [2020-12-03 16:34:35 main:574] : INFO : Epoch 1006 | loss: 0.000107319 | val_loss: 0.00011714 | Time: 2522.04 ms [2020-12-03 16:34:38 main:574] : INFO : Epoch 1007 | loss: 0.000106393 | val_loss: 0.000119416 | Time: 2644.91 ms [2020-12-03 16:34:40 main:574] : INFO : Epoch 1008 | loss: 0.000113092 | val_loss: 0.000118615 | Time: 2495.84 ms [2020-12-03 16:34:43 main:574] : INFO : Epoch 1009 | loss: 0.000108133 | val_loss: 0.000120017 | Time: 2496.47 ms [2020-12-03 16:34:45 main:574] : INFO : Epoch 1010 | loss: 0.0001083 | val_loss: 0.000121186 | Time: 2469.91 ms [2020-12-03 16:34:48 main:574] : INFO : Epoch 1011 | loss: 0.000109223 | val_loss: 0.000120252 | Time: 2481.38 ms [2020-12-03 16:34:50 main:574] : INFO : Epoch 1012 | loss: 0.000113865 | val_loss: 0.00012585 | Time: 2442.85 ms [2020-12-03 16:34:53 main:574] : INFO : Epoch 1013 | loss: 0.000110429 | val_loss: 0.000122071 | Time: 2469.31 ms [2020-12-03 16:34:55 main:574] : INFO : Epoch 1014 | loss: 0.00010847 | val_loss: 0.000125349 | Time: 2449.45 ms [2020-12-03 16:34:58 main:574] : INFO : Epoch 1015 | loss: 0.000114265 | val_loss: 0.000126981 | Time: 2468.23 ms [2020-12-03 16:35:00 main:574] : INFO : Epoch 1016 | loss: 0.000109587 | val_loss: 0.000118678 | Time: 2532.89 ms [2020-12-03 16:35:03 main:574] : INFO : Epoch 1017 | loss: 0.000111056 | val_loss: 0.000119411 | Time: 2437.33 ms [2020-12-03 16:35:05 main:574] : INFO : Epoch 1018 | loss: 0.000109401 | val_loss: 0.00012446 | Time: 2418.19 ms [2020-12-03 16:35:08 main:574] : INFO : Epoch 1019 | loss: 0.000110799 | val_loss: 0.000127382 | Time: 2481.71 ms [2020-12-03 16:35:10 main:574] : INFO : Epoch 1020 | loss: 0.000114278 | val_loss: 0.00012566 | Time: 2492.48 ms [2020-12-03 16:35:13 main:574] : INFO : Epoch 1021 | loss: 0.000109956 | val_loss: 0.000123797 | Time: 2445.73 ms [2020-12-03 16:35:15 main:574] : INFO : Epoch 1022 | loss: 0.000113125 | val_loss: 0.000135671 | Time: 2501.54 ms [2020-12-03 16:35:18 main:574] : INFO : Epoch 1023 | loss: 0.000110194 | val_loss: 0.000119902 | Time: 2415.79 ms [2020-12-03 16:35:20 main:574] : INFO : Epoch 1024 | loss: 0.000108078 | val_loss: 0.000126257 | Time: 2422.46 ms [2020-12-03 16:35:20 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000126257 [2020-12-03 16:35:20 main:603] : INFO : Saving end state to config to file [2020-12-03 16:35:20 main:608] : INFO : Success, exiting.. 16:35:20 (15900): 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)