| Name | EightBitModified-1605456038-14748-7_1 |
| Workunit | 1504794 |
| Created | 18 Dec 2020, 2:42:57 UTC |
| Sent | 18 Dec 2020, 4:51:11 UTC |
| Report deadline | 25 Dec 2020, 4:51:11 UTC |
| Received | 18 Dec 2020, 7:15:31 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5035 |
| Run time | 48 min 4 sec |
| CPU time | 48 min |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 1,461.21 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 1.69 GB |
| Peak swap size | 48.65 GB |
| Peak disk usage | 2.98 GB |
<core_client_version>7.16.6</core_client_version> <![CDATA[ <stderr_txt> s [2020-12-17 22:39:03 main:581] : INFO : Epoch 521 | loss: 0.00152145 | val_loss: 0.00135558 | Time: 2813.22 ms [2020-12-17 22:39:06 main:581] : INFO : Epoch 522 | loss: 0.00130297 | val_loss: 0.00128361 | Time: 2815.06 ms [2020-12-17 22:39:09 main:581] : INFO : Epoch 523 | loss: 0.00146586 | val_loss: 0.00145936 | Time: 2814.14 ms [2020-12-17 22:39:12 main:581] : INFO : Epoch 524 | loss: 0.00139279 | val_loss: 0.00133312 | Time: 2808.01 ms [2020-12-17 22:39:15 main:581] : INFO : Epoch 525 | loss: 0.00128552 | val_loss: 0.0012707 | Time: 2811.88 ms [2020-12-17 22:39:17 main:581] : INFO : Epoch 526 | loss: 0.00139057 | val_loss: 0.00152414 | Time: 2814.87 ms [2020-12-17 22:39:20 main:581] : INFO : Epoch 527 | loss: 0.00135482 | val_loss: 0.00126692 | Time: 2815.07 ms [2020-12-17 22:39:23 main:581] : INFO : Epoch 528 | loss: 0.0012508 | val_loss: 0.00134772 | Time: 2815.8 ms [2020-12-17 22:39:26 main:581] : INFO : Epoch 529 | loss: 0.00192846 | val_loss: 0.00156755 | Time: 2808.64 ms [2020-12-17 22:39:29 main:581] : INFO : Epoch 530 | loss: 0.00151053 | val_loss: 0.00137244 | Time: 2830.05 ms [2020-12-17 22:39:32 main:581] : INFO : Epoch 531 | loss: 0.00131232 | val_loss: 0.00128025 | Time: 2800.97 ms [2020-12-17 22:39:34 main:581] : INFO : Epoch 532 | loss: 0.00130018 | val_loss: 0.00146876 | Time: 2809.91 ms [2020-12-17 22:39:37 main:581] : INFO : Epoch 533 | loss: 0.00138154 | val_loss: 0.00126961 | Time: 2807.18 ms [2020-12-17 22:39:40 main:581] : INFO : Epoch 534 | loss: 0.00126048 | val_loss: 0.00124444 | Time: 2811.37 ms [2020-12-17 22:39:43 main:581] : INFO : Epoch 535 | loss: 0.00125939 | val_loss: 0.00139728 | Time: 2811.49 ms [2020-12-17 22:39:46 main:581] : INFO : Epoch 536 | loss: 0.00149098 | val_loss: 0.00142026 | Time: 2815.43 ms [2020-12-17 22:39:48 main:581] : INFO : Epoch 537 | loss: 0.00136781 | val_loss: 0.00127902 | Time: 2813.28 ms [2020-12-17 22:39:51 main:581] : INFO : Epoch 538 | loss: 0.00127952 | val_loss: 0.00140465 | Time: 2803 ms [2020-12-17 22:39:54 main:581] : INFO : Epoch 539 | loss: 0.00146301 | val_loss: 0.0013576 | Time: 2811.67 ms [2020-12-17 22:39:57 main:581] : INFO : Epoch 540 | loss: 0.0013214 | val_loss: 0.00134573 | Time: 2808.06 ms [2020-12-17 22:40:00 main:581] : INFO : Epoch 541 | loss: 0.00128242 | val_loss: 0.00127615 | Time: 2824.17 ms [2020-12-17 22:40:02 main:581] : INFO : Epoch 542 | loss: 0.00145358 | val_loss: 0.00161435 | Time: 2813.35 ms [2020-12-17 22:40:05 main:581] : INFO : Epoch 543 | loss: 0.00158624 | val_loss: 0.00147182 | Time: 2814.3 ms [2020-12-17 22:40:08 main:581] : INFO : Epoch 544 | loss: 0.00132841 | val_loss: 0.00129583 | Time: 2814.07 ms [2020-12-17 22:40:11 main:581] : INFO : Epoch 545 | loss: 0.00126326 | val_loss: 0.00126989 | Time: 2814.3 ms [2020-12-17 22:40:14 main:581] : INFO : Epoch 546 | loss: 0.00155757 | val_loss: 0.0013189 | Time: 2816.98 ms [2020-12-17 22:40:17 main:581] : INFO : Epoch 547 | loss: 0.00133461 | val_loss: 0.00129761 | Time: 2809.69 ms [2020-12-17 22:40:19 main:581] : INFO : Epoch 548 | loss: 0.00168804 | val_loss: 0.0016629 | Time: 2807.51 ms [2020-12-17 22:40:22 main:581] : INFO : Epoch 549 | loss: 0.00171362 | val_loss: 0.0016514 | Time: 2809.93 ms [2020-12-17 22:40:25 main:581] : INFO : Epoch 550 | loss: 0.0014806 | val_loss: 0.00133039 | Time: 2815.1 ms [2020-12-17 22:40:28 main:581] : INFO : Epoch 551 | loss: 0.00128069 | val_loss: 0.00126401 | Time: 2823.56 ms [2020-12-17 22:40:31 main:581] : INFO : Epoch 552 | loss: 0.00124518 | val_loss: 0.00123913 | Time: 2812.89 ms [2020-12-17 22:40:33 main:581] : INFO : Epoch 553 | loss: 0.00137202 | val_loss: 0.00242088 | Time: 2808.71 ms [2020-12-17 22:40:36 main:581] : INFO : Epoch 554 | loss: 0.00165176 | val_loss: 0.00146155 | Time: 2813.92 ms [2020-12-17 22:40:39 main:581] : INFO : Epoch 555 | loss: 0.00133767 | val_loss: 0.00129061 | Time: 2812.15 ms [2020-12-17 22:40:42 main:581] : INFO : Epoch 556 | loss: 0.0012605 | val_loss: 0.00124339 | Time: 2808.68 ms [2020-12-17 22:40:45 main:581] : INFO : Epoch 557 | loss: 0.00125243 | val_loss: 0.00126579 | Time: 2811.37 ms [2020-12-17 22:40:48 main:581] : INFO : Epoch 558 | loss: 0.00139996 | val_loss: 0.00137556 | Time: 2812.6 ms [2020-12-17 22:40:50 main:581] : INFO : Epoch 559 | loss: 0.0012852 | val_loss: 0.00124798 | Time: 2804.15 ms [2020-12-17 22:40:53 main:581] : INFO : Epoch 560 | loss: 0.00159028 | val_loss: 0.00167646 | Time: 2814.87 ms [2020-12-17 22:40:56 main:581] : INFO : Epoch 561 | loss: 0.00173083 | val_loss: 0.00146802 | Time: 2812.02 ms [2020-12-17 22:40:59 main:581] : INFO : Epoch 562 | loss: 0.00137575 | val_loss: 0.0013196 | Time: 2836.13 ms [2020-12-17 22:41:02 main:581] : INFO : Epoch 563 | loss: 0.00127052 | val_loss: 0.001259 | Time: 2840.53 ms [2020-12-17 22:41:04 main:581] : INFO : Epoch 564 | loss: 0.00124259 | val_loss: 0.00124802 | Time: 2816.05 ms [2020-12-17 22:41:07 main:581] : INFO : Epoch 565 | loss: 0.00142084 | val_loss: 0.0013007 | Time: 2812.75 ms [2020-12-17 22:41:10 main:581] : INFO : Epoch 566 | loss: 0.00129921 | val_loss: 0.00126436 | Time: 2814.74 ms [2020-12-17 22:41:13 main:581] : INFO : Epoch 567 | loss: 0.00123987 | val_loss: 0.00123434 | Time: 2809.18 ms [2020-12-17 22:41:16 main:581] : INFO : Epoch 568 | loss: 0.00161339 | val_loss: 0.00219445 | Time: 2812.69 ms [2020-12-17 22:41:18 main:581] : INFO : Epoch 569 | loss: 0.00164035 | val_loss: 0.00142647 | Time: 2799.26 ms [2020-12-17 22:41:21 main:581] : INFO : Epoch 570 | loss: 0.00136158 | val_loss: 0.00129273 | Time: 2807.04 ms [2020-12-17 22:41:24 main:581] : INFO : Epoch 571 | loss: 0.00126467 | val_loss: 0.00125112 | Time: 2795.89 ms [2020-12-17 22:41:27 main:581] : INFO : Epoch 572 | loss: 0.00126789 | val_loss: 0.00157985 | Time: 2809.23 ms [2020-12-17 22:41:30 main:581] : INFO : Epoch 573 | loss: 0.00151942 | val_loss: 0.00134798 | Time: 2837.76 ms [2020-12-17 22:41:33 main:581] : INFO : Epoch 574 | loss: 0.00129019 | val_loss: 0.0012491 | Time: 2813.68 ms [2020-12-17 22:41:35 main:581] : INFO : Epoch 575 | loss: 0.00128899 | val_loss: 0.00135717 | Time: 2811.02 ms [2020-12-17 22:41:38 main:581] : INFO : Epoch 576 | loss: 0.00131754 | val_loss: 0.00127038 | Time: 2815.1 ms [2020-12-17 22:41:41 main:581] : INFO : Epoch 577 | loss: 0.00127507 | val_loss: 0.00150207 | Time: 2807.63 ms [2020-12-17 22:41:44 main:581] : INFO : Epoch 578 | loss: 0.00166054 | val_loss: 0.00140594 | Time: 2816.17 ms [2020-12-17 22:41:47 main:581] : INFO : Epoch 579 | loss: 0.001364 | val_loss: 0.00128982 | Time: 2811.53 ms [2020-12-17 22:41:49 main:581] : INFO : Epoch 580 | loss: 0.00128354 | val_loss: 0.00140956 | Time: 2816 ms [2020-12-17 22:41:52 main:581] : INFO : Epoch 581 | loss: 0.00141951 | val_loss: 0.00127685 | Time: 2804.91 ms [2020-12-17 22:41:55 main:581] : INFO : Epoch 582 | loss: 0.0012636 | val_loss: 0.00125215 | Time: 2810.03 ms [2020-12-17 22:41:58 main:581] : INFO : Epoch 583 | loss: 0.00155059 | val_loss: 0.00143318 | Time: 2823.41 ms [2020-12-17 22:42:01 main:581] : INFO : Epoch 584 | loss: 0.00159302 | val_loss: 0.00150323 | Time: 2832.86 ms [2020-12-17 22:42:04 main:581] : INFO : Epoch 585 | loss: 0.00137117 | val_loss: 0.00130462 | Time: 2811.43 ms [2020-12-17 22:42:06 main:581] : INFO : Epoch 586 | loss: 0.00128004 | val_loss: 0.00135783 | Time: 2814.35 ms [2020-12-17 22:42:09 main:581] : INFO : Epoch 587 | loss: 0.00134359 | val_loss: 0.00125372 | Time: 2812.95 ms [2020-12-17 22:42:12 main:581] : INFO : Epoch 588 | loss: 0.00139234 | val_loss: 0.00174453 | Time: 2813.42 ms [2020-12-17 22:42:15 main:581] : INFO : Epoch 589 | loss: 0.00138292 | val_loss: 0.0012809 | Time: 2814.12 ms [2020-12-17 22:42:18 main:581] : INFO : Epoch 590 | loss: 0.0012574 | val_loss: 0.00124099 | Time: 2813.84 ms [2020-12-17 22:42:20 main:581] : INFO : Epoch 591 | loss: 0.0015544 | val_loss: 0.00195589 | Time: 2812.18 ms [2020-12-17 22:42:23 main:581] : INFO : Epoch 592 | loss: 0.00162965 | val_loss: 0.00149223 | Time: 2806.69 ms [2020-12-17 22:42:26 main:581] : INFO : Epoch 593 | loss: 0.00135684 | val_loss: 0.00132242 | Time: 2804.05 ms [2020-12-17 22:42:29 main:581] : INFO : Epoch 594 | loss: 0.00127091 | val_loss: 0.00124979 | Time: 2833.43 ms [2020-12-17 22:42:32 main:581] : INFO : Epoch 595 | loss: 0.00124715 | val_loss: 0.00131016 | Time: 2809.9 ms [2020-12-17 22:42:34 main:581] : INFO : Epoch 596 | loss: 0.00152289 | val_loss: 0.00130771 | Time: 2808.78 ms [2020-12-17 22:42:37 main:581] : INFO : Epoch 597 | loss: 0.00133398 | val_loss: 0.00136298 | Time: 2816.55 ms [2020-12-17 22:42:40 main:581] : INFO : Epoch 598 | loss: 0.00128511 | val_loss: 0.00127586 | Time: 2815.45 ms [2020-12-17 22:42:43 main:581] : INFO : Epoch 599 | loss: 0.0013416 | val_loss: 0.00184221 | Time: 2812.61 ms [2020-12-17 22:42:46 main:581] : INFO : Epoch 600 | loss: 0.00155732 | val_loss: 0.00130906 | Time: 2812.33 ms [2020-12-17 22:42:49 main:581] : INFO : Epoch 601 | loss: 0.00131218 | val_loss: 0.00125362 | Time: 2815.11 ms [2020-12-17 22:42:51 main:581] : INFO : Epoch 602 | loss: 0.00129017 | val_loss: 0.00149095 | Time: 2822.34 ms [2020-12-17 22:42:54 main:581] : INFO : Epoch 603 | loss: 0.0013989 | val_loss: 0.00125945 | Time: 2823.73 ms [2020-12-17 22:42:57 main:581] : INFO : Epoch 604 | loss: 0.00128101 | val_loss: 0.00152067 | Time: 2821.11 ms [2020-12-17 22:43:00 main:581] : INFO : Epoch 605 | loss: 0.00143426 | val_loss: 0.00127342 | Time: 2846.46 ms [2020-12-17 22:43:03 main:581] : INFO : Epoch 606 | loss: 0.00126303 | val_loss: 0.00123672 | Time: 2813.97 ms [2020-12-17 22:43:05 main:581] : INFO : Epoch 607 | loss: 0.00151955 | val_loss: 0.00134829 | Time: 2808.94 ms [2020-12-17 22:43:08 main:581] : INFO : Epoch 608 | loss: 0.00148374 | val_loss: 0.00141059 | Time: 2810.81 ms [2020-12-17 22:43:11 main:581] : INFO : Epoch 609 | loss: 0.0013487 | val_loss: 0.00132144 | Time: 2808.91 ms [2020-12-17 22:43:14 main:581] : INFO : Epoch 610 | loss: 0.00126533 | val_loss: 0.00127147 | Time: 2805.96 ms [2020-12-17 22:43:17 main:581] : INFO : Epoch 611 | loss: 0.00144394 | val_loss: 0.00129737 | Time: 2811.48 ms [2020-12-17 22:43:20 main:581] : INFO : Epoch 612 | loss: 0.00130927 | val_loss: 0.0012877 | Time: 2808.02 ms [2020-12-17 22:43:22 main:581] : INFO : Epoch 613 | loss: 0.00124181 | val_loss: 0.00126844 | Time: 2802.44 ms [2020-12-17 22:43:25 main:581] : INFO : Epoch 614 | loss: 0.00162314 | val_loss: 0.00141414 | Time: 2807.28 ms [2020-12-17 22:43:28 main:581] : INFO : Epoch 615 | loss: 0.00137654 | val_loss: 0.00140357 | Time: 2816.8 ms [2020-12-17 22:43:31 main:581] : INFO : Epoch 616 | loss: 0.00142055 | val_loss: 0.00127448 | Time: 2807.25 ms [2020-12-17 22:43:34 main:581] : INFO : Epoch 617 | loss: 0.00126871 | val_loss: 0.0012675 | Time: 2803.98 ms [2020-12-17 22:43:36 main:581] : INFO : Epoch 618 | loss: 0.00124136 | val_loss: 0.00124178 | Time: 2800.09 ms [2020-12-17 22:43:39 main:581] : INFO : Epoch 619 | loss: 0.00150411 | val_loss: 0.00143317 | Time: 2800.43 ms [2020-12-17 22:43:42 main:581] : INFO : Epoch 620 | loss: 0.00134509 | val_loss: 0.00139612 | Time: 2799.43 ms [2020-12-17 22:43:45 main:581] : INFO : Epoch 621 | loss: 0.00141495 | val_loss: 0.00131286 | Time: 2808.96 ms [2020-12-17 22:43:48 main:581] : INFO : Epoch 622 | loss: 0.00127294 | val_loss: 0.00128223 | Time: 2809.72 ms [2020-12-17 22:43:50 main:581] : INFO : Epoch 623 | loss: 0.00131755 | val_loss: 0.00132305 | Time: 2811.04 ms [2020-12-17 22:43:53 main:581] : INFO : Epoch 624 | loss: 0.00137434 | val_loss: 0.0016583 | Time: 2810.41 ms [2020-12-17 22:43:56 main:581] : INFO : Epoch 625 | loss: 0.00137822 | val_loss: 0.00126914 | Time: 2808.48 ms [2020-12-17 22:43:59 main:581] : INFO : Epoch 626 | loss: 0.00129309 | val_loss: 0.00161777 | Time: 2833.05 ms [2020-12-17 22:44:02 main:581] : INFO : Epoch 627 | loss: 0.00144838 | val_loss: 0.00133623 | Time: 2835.77 ms [2020-12-17 22:44:04 main:581] : INFO : Epoch 628 | loss: 0.001289 | val_loss: 0.00156564 | Time: 2814.78 ms [2020-12-17 22:44:07 main:581] : INFO : Epoch 629 | loss: 0.00165107 | val_loss: 0.00155317 | Time: 2815.11 ms [2020-12-17 22:44:10 main:581] : INFO : Epoch 630 | loss: 0.00139908 | val_loss: 0.00132595 | Time: 2813.65 ms [2020-12-17 22:44:13 main:581] : INFO : Epoch 631 | loss: 0.00130007 | val_loss: 0.00127488 | Time: 2804.31 ms [2020-12-17 22:44:16 main:581] : INFO : Epoch 632 | loss: 0.00135864 | val_loss: 0.00247063 | Time: 2817.28 ms [2020-12-17 22:44:19 main:581] : INFO : Epoch 633 | loss: 0.00168334 | val_loss: 0.00142128 | Time: 2816.58 ms [2020-12-17 22:44:21 main:581] : INFO : Epoch 634 | loss: 0.00134476 | val_loss: 0.00127869 | Time: 2818.07 ms [2020-12-17 22:44:24 main:581] : INFO : Epoch 635 | loss: 0.00126259 | val_loss: 0.0012744 | Time: 2813.84 ms [2020-12-17 22:44:27 main:581] : INFO : Epoch 636 | loss: 0.00161505 | val_loss: 0.00170374 | Time: 2812.13 ms [2020-12-17 22:44:30 main:581] : INFO : Epoch 637 | loss: 0.00143733 | val_loss: 0.00132813 | Time: 2829.61 ms [2020-12-17 22:44:33 main:581] : INFO : Epoch 638 | loss: 0.0012828 | val_loss: 0.00126267 | Time: 2810.79 ms [2020-12-17 22:44:35 main:581] : INFO : Epoch 639 | loss: 0.00124721 | val_loss: 0.0012721 | Time: 2810.3 ms [2020-12-17 22:44:38 main:581] : INFO : Epoch 640 | loss: 0.0013559 | val_loss: 0.00132548 | Time: 2812.47 ms [2020-12-17 22:44:41 main:581] : INFO : Epoch 641 | loss: 0.00125872 | val_loss: 0.00126656 | Time: 2816.62 ms [2020-12-17 22:44:44 main:581] : INFO : Epoch 642 | loss: 0.00151225 | val_loss: 0.00136516 | Time: 2812.83 ms [2020-12-17 22:44:47 main:581] : INFO : Epoch 643 | loss: 0.00140126 | val_loss: 0.00138768 | Time: 2805.65 ms [2020-12-17 22:44:50 main:581] : INFO : Epoch 644 | loss: 0.00128037 | val_loss: 0.0012531 | Time: 2807.76 ms [2020-12-17 22:44:52 main:581] : INFO : Epoch 645 | loss: 0.00150654 | val_loss: 0.00155402 | Time: 2817.07 ms [2020-12-17 22:44:55 main:581] : INFO : Epoch 646 | loss: 0.00136041 | val_loss: 0.00128949 | Time: 2813.81 ms [2020-12-17 22:44:58 main:581] : INFO : Epoch 647 | loss: 0.00126664 | val_loss: 0.00127006 | Time: 2834.1 ms [2020-12-17 22:45:01 main:581] : INFO : Epoch 648 | loss: 0.00153672 | val_loss: 0.00137183 | Time: 2838.72 ms [2020-12-17 22:45:04 main:581] : INFO : Epoch 649 | loss: 0.0013461 | val_loss: 0.00130957 | Time: 2803.12 ms [2020-12-17 22:45:06 main:581] : INFO : Epoch 650 | loss: 0.00128056 | val_loss: 0.00138684 | Time: 2813.27 ms [2020-12-17 22:45:09 main:581] : INFO : Epoch 651 | loss: 0.00141513 | val_loss: 0.00129418 | Time: 2817.97 ms [2020-12-17 22:45:12 main:581] : INFO : Epoch 652 | loss: 0.00126185 | val_loss: 0.00123794 | Time: 2808.93 ms [2020-12-17 22:45:15 main:581] : INFO : Epoch 653 | loss: 0.00148156 | val_loss: 0.00166956 | Time: 2811.58 ms [2020-12-17 22:45:18 main:581] : INFO : Epoch 654 | loss: 0.00142254 | val_loss: 0.00133555 | Time: 2814.58 ms [2020-12-17 22:45:20 main:581] : INFO : Epoch 655 | loss: 0.00128775 | val_loss: 0.00126956 | Time: 2798.8 ms [2020-12-17 22:45:23 main:581] : INFO : Epoch 656 | loss: 0.00145423 | val_loss: 0.00147786 | Time: 2816.33 ms [2020-12-17 22:45:26 main:581] : INFO : Epoch 657 | loss: 0.00130255 | val_loss: 0.00125051 | Time: 2801.22 ms [2020-12-17 22:45:29 main:581] : INFO : Epoch 658 | loss: 0.00123669 | val_loss: 0.00123195 | Time: 2831.47 ms [2020-12-17 22:45:32 main:581] : INFO : Epoch 659 | loss: 0.0015752 | val_loss: 0.0019099 | Time: 2819.32 ms [2020-12-17 22:45:35 main:581] : INFO : Epoch 660 | loss: 0.00151995 | val_loss: 0.00135093 | Time: 2804.37 ms [2020-12-17 22:45:37 main:581] : INFO : Epoch 661 | loss: 0.00130583 | val_loss: 0.00125907 | Time: 2813.74 ms [2020-12-17 22:45:40 main:581] : INFO : Epoch 662 | loss: 0.00124353 | val_loss: 0.00126278 | Time: 2815.57 ms [2020-12-17 22:45:43 main:581] : INFO : Epoch 663 | loss: 0.00143762 | val_loss: 0.00139513 | Time: 2808.96 ms [2020-12-17 22:45:46 main:581] : INFO : Epoch 664 | loss: 0.00130121 | val_loss: 0.00125411 | Time: 2816.89 ms [2020-12-17 22:45:49 main:581] : INFO : Epoch 665 | loss: 0.00130975 | val_loss: 0.00211938 | Time: 2803.98 ms [2020-12-17 22:45:51 main:581] : INFO : Epoch 666 | loss: 0.00177924 | val_loss: 0.00141426 | Time: 2818.31 ms [2020-12-17 22:45:54 main:581] : INFO : Epoch 667 | loss: 0.00139335 | val_loss: 0.00129881 | Time: 2799.2 ms [2020-12-17 22:45:57 main:581] : INFO : Epoch 668 | loss: 0.00127107 | val_loss: 0.00124189 | Time: 2818.38 ms [2020-12-17 22:46:00 main:581] : INFO : Epoch 669 | loss: 0.00129031 | val_loss: 0.0015778 | Time: 2843.34 ms [2020-12-17 22:46:03 main:581] : INFO : Epoch 670 | loss: 0.00137291 | val_loss: 0.00129438 | Time: 2813.41 ms [2020-12-17 22:46:06 main:581] : INFO : Epoch 671 | loss: 0.0012452 | val_loss: 0.001257 | Time: 2811.13 ms [2020-12-17 22:46:08 main:581] : INFO : Epoch 672 | loss: 0.0013964 | val_loss: 0.00151924 | Time: 2811.52 ms [2020-12-17 22:46:11 main:581] : INFO : Epoch 673 | loss: 0.00152432 | val_loss: 0.00137824 | Time: 2814.13 ms [2020-12-17 22:46:14 main:581] : INFO : Epoch 674 | loss: 0.00130372 | val_loss: 0.00124108 | Time: 2815.4 ms [2020-12-17 22:46:17 main:581] : INFO : Epoch 675 | loss: 0.00126496 | val_loss: 0.00155895 | Time: 2812.66 ms [2020-12-17 22:46:20 main:581] : INFO : Epoch 676 | loss: 0.00162177 | val_loss: 0.00148233 | Time: 2809.3 ms [2020-12-17 22:46:22 main:581] : INFO : Epoch 677 | loss: 0.00133774 | val_loss: 0.00127891 | Time: 2806.7 ms [2020-12-17 22:46:25 main:581] : INFO : Epoch 678 | loss: 0.00124258 | val_loss: 0.00123759 | Time: 2796.21 ms [2020-12-17 22:46:28 main:581] : INFO : Epoch 679 | loss: 0.00135624 | val_loss: 0.00150006 | Time: 2835.06 ms [2020-12-17 22:46:31 main:581] : INFO : Epoch 680 | loss: 0.00129595 | val_loss: 0.00125027 | Time: 2812.52 ms [2020-12-17 22:46:34 main:581] : INFO : Epoch 681 | loss: 0.00151229 | val_loss: 0.00147632 | Time: 2813.34 ms [2020-12-17 22:46:36 main:581] : INFO : Epoch 682 | loss: 0.00132546 | val_loss: 0.00131121 | Time: 2814.94 ms [2020-12-17 22:46:39 main:581] : INFO : Epoch 683 | loss: 0.00141685 | val_loss: 0.00126258 | Time: 2808.58 ms [2020-12-17 22:46:42 main:581] : INFO : Epoch 684 | loss: 0.00126779 | val_loss: 0.00123991 | Time: 2799.43 ms [2020-12-17 22:46:45 main:581] : INFO : Epoch 685 | loss: 0.00124912 | val_loss: 0.00141275 | Time: 2808.83 ms [2020-12-17 22:46:48 main:581] : INFO : Epoch 686 | loss: 0.00159619 | val_loss: 0.00129773 | Time: 2810.5 ms [2020-12-17 22:46:51 main:581] : INFO : Epoch 687 | loss: 0.00130836 | val_loss: 0.00132321 | Time: 2808.96 ms [2020-12-17 22:46:53 main:581] : INFO : Epoch 688 | loss: 0.00144453 | val_loss: 0.00136246 | Time: 2813.15 ms [2020-12-17 22:46:56 main:581] : INFO : Epoch 689 | loss: 0.00129675 | val_loss: 0.00130672 | Time: 2813 ms [2020-12-17 22:46:59 main:581] : INFO : Epoch 690 | loss: 0.0014118 | val_loss: 0.00128958 | Time: 2822.39 ms [2020-12-17 22:47:02 main:581] : INFO : Epoch 691 | loss: 0.0012602 | val_loss: 0.00123761 | Time: 2826.9 ms [2020-12-17 22:47:05 main:581] : INFO : Epoch 692 | loss: 0.00146621 | val_loss: 0.00137245 | Time: 2813.42 ms [2020-12-17 22:47:07 main:581] : INFO : Epoch 693 | loss: 0.00143165 | val_loss: 0.00133433 | Time: 2808.61 ms [2020-12-17 22:47:10 main:581] : INFO : Epoch 694 | loss: 0.0012919 | val_loss: 0.00126421 | Time: 2813.61 ms [2020-12-17 22:47:13 main:581] : INFO : Epoch 695 | loss: 0.00152051 | val_loss: 0.00175036 | Time: 2812.56 ms [2020-12-17 22:47:16 main:581] : INFO : Epoch 696 | loss: 0.00146661 | val_loss: 0.00139719 | Time: 2815.3 ms [2020-12-17 22:47:19 main:581] : INFO : Epoch 697 | loss: 0.00130574 | val_loss: 0.00128221 | Time: 2811.3 ms [2020-12-17 22:47:21 main:581] : INFO : Epoch 698 | loss: 0.00160249 | val_loss: 0.00142651 | Time: 2809.6 ms [2020-12-17 22:47:24 main:581] : INFO : Epoch 699 | loss: 0.00142035 | val_loss: 0.00132871 | Time: 2808.96 ms [2020-12-17 22:47:27 main:581] : INFO : Epoch 700 | loss: 0.00127576 | val_loss: 0.00124798 | Time: 2808.59 ms [2020-12-17 22:47:30 main:581] : INFO : Epoch 701 | loss: 0.00123943 | val_loss: 0.00124266 | Time: 2834.13 ms [2020-12-17 22:47:33 main:581] : INFO : Epoch 702 | loss: 0.00136376 | val_loss: 0.00145133 | Time: 2813.69 ms [2020-12-17 22:47:36 main:581] : INFO : Epoch 703 | loss: 0.00133223 | val_loss: 0.0012564 | Time: 2812.47 ms [2020-12-17 22:47:38 main:581] : INFO : Epoch 704 | loss: 0.00129624 | val_loss: 0.00172683 | Time: 2813.56 ms [2020-12-17 22:47:41 main:581] : INFO : Epoch 705 | loss: 0.00141295 | val_loss: 0.00133847 | Time: 2807.61 ms [2020-12-17 22:47:44 main:581] : INFO : Epoch 706 | loss: 0.0012664 | val_loss: 0.00126192 | Time: 2815.53 ms [2020-12-17 22:47:47 main:581] : INFO : Epoch 707 | loss: 0.00139165 | val_loss: 0.0013733 | Time: 2798.94 ms [2020-12-17 22:47:50 main:581] : INFO : Epoch 708 | loss: 0.00137963 | val_loss: 0.00131829 | Time: 2815.79 ms [2020-12-17 22:47:52 main:581] : INFO : Epoch 709 | loss: 0.00132445 | val_loss: 0.00225635 | Time: 2804.18 ms [2020-12-17 22:47:55 main:581] : INFO : Epoch 710 | loss: 0.00168987 | val_loss: 0.00137517 | Time: 2814.9 ms [2020-12-17 22:47:58 main:581] : INFO : Epoch 711 | loss: 0.00132987 | val_loss: 0.00127434 | Time: 2832.37 ms [2020-12-17 22:48:01 main:581] : INFO : Epoch 712 | loss: 0.00128064 | val_loss: 0.0013541 | Time: 2831.96 ms [2020-12-17 22:48:04 main:581] : INFO : Epoch 713 | loss: 0.00132931 | val_loss: 0.00123278 | Time: 2812.99 ms [2020-12-17 22:48:07 main:581] : INFO : Epoch 714 | loss: 0.00124022 | val_loss: 0.00128036 | Time: 2800.02 ms [2020-12-17 22:48:09 main:581] : INFO : Epoch 715 | loss: 0.00142501 | val_loss: 0.00127812 | Time: 2805.05 ms [2020-12-17 22:48:12 main:581] : INFO : Epoch 716 | loss: 0.00136313 | val_loss: 0.00151825 | Time: 2810.49 ms [2020-12-17 22:48:15 main:581] : INFO : Epoch 717 | loss: 0.00131006 | val_loss: 0.00128328 | Time: 2813.44 ms [2020-12-17 22:48:18 main:581] : INFO : Epoch 718 | loss: 0.00136445 | val_loss: 0.0012556 | Time: 2816.14 ms [2020-12-17 22:48:21 main:581] : INFO : Epoch 719 | loss: 0.00124351 | val_loss: 0.00124512 | Time: 2812.97 ms [2020-12-17 22:48:23 main:581] : INFO : Epoch 720 | loss: 0.00210272 | val_loss: 0.00268809 | Time: 2814.21 ms [2020-12-17 22:48:26 main:581] : INFO : Epoch 721 | loss: 0.00232829 | val_loss: 0.00170718 | Time: 2812.14 ms [2020-12-17 22:48:29 main:581] : INFO : Epoch 722 | loss: 0.00152395 | val_loss: 0.00136608 | Time: 2834.56 ms [2020-12-17 22:48:32 main:581] : INFO : Epoch 723 | loss: 0.00127282 | val_loss: 0.00103261 | Time: 2810.08 ms [2020-12-17 22:48:35 main:581] : INFO : Epoch 724 | loss: 0.00097188 | val_loss: 0.000918536 | Time: 2809.39 ms [2020-12-17 22:48:37 main:581] : INFO : Epoch 725 | loss: 0.000881964 | val_loss: 0.000867794 | Time: 2806.55 ms [2020-12-17 22:48:40 main:581] : INFO : Epoch 726 | loss: 0.000848528 | val_loss: 0.000856726 | Time: 2804.24 ms [2020-12-17 22:48:43 main:581] : INFO : Epoch 727 | loss: 0.00138094 | val_loss: 0.00120163 | Time: 2790.59 ms [2020-12-17 22:48:46 main:581] : INFO : Epoch 728 | loss: 0.00130164 | val_loss: 0.00107595 | Time: 2804.29 ms [2020-12-17 22:48:49 main:581] : INFO : Epoch 729 | loss: 0.00101775 | val_loss: 0.000923743 | Time: 2811.35 ms [2020-12-17 22:48:51 main:581] : INFO : Epoch 730 | loss: 0.000887149 | val_loss: 0.000876936 | Time: 2799.5 ms [2020-12-17 22:48:54 main:581] : INFO : Epoch 731 | loss: 0.00137875 | val_loss: 0.00166238 | Time: 2804.16 ms [2020-12-17 22:48:57 main:581] : INFO : Epoch 732 | loss: 0.0011237 | val_loss: 0.00095945 | Time: 2813.28 ms [2020-12-17 22:49:00 main:581] : INFO : Epoch 733 | loss: 0.000918544 | val_loss: 0.000893613 | Time: 2846.51 ms [2020-12-17 22:49:03 main:581] : INFO : Epoch 734 | loss: 0.000865577 | val_loss: 0.000865265 | Time: 2810.85 ms [2020-12-17 22:49:06 main:581] : INFO : Epoch 735 | loss: 0.000847998 | val_loss: 0.000860507 | Time: 2815.11 ms [2020-12-17 22:49:08 main:581] : INFO : Epoch 736 | loss: 0.00101197 | val_loss: 0.000887878 | Time: 2814.68 ms [2020-12-17 22:49:11 main:581] : INFO : Epoch 737 | loss: 0.000919158 | val_loss: 0.00087796 | Time: 2814.96 ms [2020-12-17 22:49:14 main:581] : INFO : Epoch 738 | loss: 0.000852886 | val_loss: 0.000852182 | Time: 2811.87 ms [2020-12-17 22:49:17 main:581] : INFO : Epoch 739 | loss: 0.00104783 | val_loss: 0.00177061 | Time: 2808.46 ms [2020-12-17 22:49:20 main:581] : INFO : Epoch 740 | loss: 0.00112952 | val_loss: 0.00100808 | Time: 2804.31 ms [2020-12-17 22:49:22 main:581] : INFO : Epoch 741 | loss: 0.000920753 | val_loss: 0.000902462 | Time: 2806.8 ms [2020-12-17 22:49:25 main:581] : INFO : Epoch 742 | loss: 0.000927208 | val_loss: 0.000865638 | Time: 2815.43 ms [2020-12-17 22:49:28 main:581] : INFO : Epoch 743 | loss: 0.000857723 | val_loss: 0.000855039 | Time: 2830.22 ms [2020-12-17 22:49:31 main:581] : INFO : Epoch 744 | loss: 0.000871585 | val_loss: 0.00135758 | Time: 2811.01 ms [2020-12-17 22:49:34 main:581] : INFO : Epoch 745 | loss: 0.00154814 | val_loss: 0.00118367 | Time: 2802.27 ms [2020-12-17 22:49:36 main:581] : INFO : Epoch 746 | loss: 0.00110325 | val_loss: 0.000980526 | Time: 2807.24 ms [2020-12-17 22:49:39 main:581] : INFO : Epoch 747 | loss: 0.000897537 | val_loss: 0.000870564 | Time: 2805.78 ms [2020-12-17 22:49:42 main:581] : INFO : Epoch 748 | loss: 0.000847032 | val_loss: 0.000852429 | Time: 2811.29 ms [2020-12-17 22:49:45 main:581] : INFO : Epoch 749 | loss: 0.000844162 | val_loss: 0.00091951 | Time: 2809.26 ms [2020-12-17 22:49:48 main:581] : INFO : Epoch 750 | loss: 0.0010987 | val_loss: 0.00094678 | Time: 2812.87 ms [2020-12-17 22:49:51 main:581] : INFO : Epoch 751 | loss: 0.000911248 | val_loss: 0.000889594 | Time: 2812.61 ms [2020-12-17 22:49:53 main:581] : INFO : Epoch 752 | loss: 0.00086619 | val_loss: 0.000852453 | Time: 2815.79 ms [2020-12-17 22:49:56 main:581] : INFO : Epoch 753 | loss: 0.000900317 | val_loss: 0.00122141 | Time: 2812.28 ms [2020-12-17 22:49:59 main:581] : INFO : Epoch 754 | loss: 0.00116409 | val_loss: 0.000984086 | Time: 2836.2 ms [2020-12-17 22:50:02 main:581] : INFO : Epoch 755 | loss: 0.000910889 | val_loss: 0.000890096 | Time: 2831.66 ms [2020-12-17 22:50:05 main:581] : INFO : Epoch 756 | loss: 0.00117841 | val_loss: 0.000980469 | Time: 2809.66 ms [2020-12-17 22:50:07 main:581] : INFO : Epoch 757 | loss: 0.00101314 | val_loss: 0.000953332 | Time: 2808.25 ms [2020-12-17 22:50:10 main:581] : INFO : Epoch 758 | loss: 0.000879778 | val_loss: 0.00086523 | Time: 2808.14 ms [2020-12-17 22:50:13 main:581] : INFO : Epoch 759 | loss: 0.000853818 | val_loss: 0.000973171 | Time: 2809.2 ms [2020-12-17 22:50:16 main:581] : INFO : Epoch 760 | loss: 0.00115689 | val_loss: 0.000993388 | Time: 2809.12 ms [2020-12-17 22:50:19 main:581] : INFO : Epoch 761 | loss: 0.000915224 | val_loss: 0.000885971 | Time: 2804.38 ms [2020-12-17 22:50:21 main:581] : INFO : Epoch 762 | loss: 0.000847258 | val_loss: 0.000844537 | Time: 2799.85 ms [2020-12-17 22:50:24 main:581] : INFO : Epoch 763 | loss: 0.0011285 | val_loss: 0.0012527 | Time: 2804.09 ms [2020-12-17 22:50:27 main:581] : INFO : Epoch 764 | loss: 0.00105913 | val_loss: 0.000935764 | Time: 2812.21 ms [2020-12-17 22:50:30 main:581] : INFO : Epoch 765 | loss: 0.000895818 | val_loss: 0.000913052 | Time: 2834.46 ms [2020-12-17 22:50:33 main:581] : INFO : Epoch 766 | loss: 0.00101069 | val_loss: 0.000925122 | Time: 2815.31 ms [2020-12-17 22:50:36 main:581] : INFO : Epoch 767 | loss: 0.00086804 | val_loss: 0.000853355 | Time: 2812.17 ms [2020-12-17 22:50:38 main:581] : INFO : Epoch 768 | loss: 0.000839947 | val_loss: 0.000842038 | Time: 2814.71 ms [2020-12-17 22:50:41 main:581] : INFO : Epoch 769 | loss: 0.00100472 | val_loss: 0.00169712 | Time: 2811.64 ms [2020-12-17 22:50:44 main:581] : INFO : Epoch 770 | loss: 0.0011695 | val_loss: 0.00108242 | Time: 2814.74 ms [2020-12-17 22:50:47 main:581] : INFO : Epoch 771 | loss: 0.000956765 | val_loss: 0.000904186 | Time: 2805.37 ms [2020-12-17 22:50:50 main:581] : INFO : Epoch 772 | loss: 0.000861027 | val_loss: 0.000864187 | Time: 2815.09 ms [2020-12-17 22:50:52 main:581] : INFO : Epoch 773 | loss: 0.00102881 | val_loss: 0.00110023 | Time: 2811.93 ms [2020-12-17 22:50:55 main:581] : INFO : Epoch 774 | loss: 0.000902765 | val_loss: 0.000876061 | Time: 2811.74 ms [2020-12-17 22:50:58 main:581] : INFO : Epoch 775 | loss: 0.00105919 | val_loss: 0.00101504 | Time: 2822.5 ms [2020-12-17 22:51:01 main:581] : INFO : Epoch 776 | loss: 0.00099118 | val_loss: 0.000959505 | Time: 2837.76 ms [2020-12-17 22:51:04 main:581] : INFO : Epoch 777 | loss: 0.00088281 | val_loss: 0.000870184 | Time: 2812.54 ms [2020-12-17 22:51:07 main:581] : INFO : Epoch 778 | loss: 0.00116972 | val_loss: 0.00125182 | Time: 2815.42 ms [2020-12-17 22:51:09 main:581] : INFO : Epoch 779 | loss: 0.00104004 | val_loss: 0.000976933 | Time: 2814.87 ms [2020-12-17 22:51:12 main:581] : INFO : Epoch 780 | loss: 0.000897207 | val_loss: 0.000875375 | Time: 2798.2 ms [2020-12-17 22:51:15 main:581] : INFO : Epoch 781 | loss: 0.000887475 | val_loss: 0.00138502 | Time: 2812.38 ms [2020-12-17 22:51:18 main:581] : INFO : Epoch 782 | loss: 0.00122603 | val_loss: 0.0010924 | Time: 2811.88 ms [2020-12-17 22:51:21 main:581] : INFO : Epoch 783 | loss: 0.000927117 | val_loss: 0.000865563 | Time: 2792.46 ms [2020-12-17 22:51:23 main:581] : INFO : Epoch 784 | loss: 0.000858728 | val_loss: 0.00087953 | Time: 2811.99 ms [2020-12-17 22:51:26 main:581] : INFO : Epoch 785 | loss: 0.00103169 | val_loss: 0.000937255 | Time: 2808.16 ms [2020-12-17 22:51:29 main:581] : INFO : Epoch 786 | loss: 0.000899431 | val_loss: 0.000929023 | Time: 2834 ms [2020-12-17 22:51:32 main:581] : INFO : Epoch 787 | loss: 0.000879293 | val_loss: 0.000854351 | Time: 2813.56 ms [2020-12-17 22:51:35 main:581] : INFO : Epoch 788 | loss: 0.00103686 | val_loss: 0.000904671 | Time: 2816.21 ms [2020-12-17 22:51:37 main:581] : INFO : Epoch 789 | loss: 0.000963597 | val_loss: 0.000936251 | Time: 2813.41 ms [2020-12-17 22:51:40 main:581] : INFO : Epoch 790 | loss: 0.000923308 | val_loss: 0.000863312 | Time: 2807.9 ms [2020-12-17 22:51:43 main:581] : INFO : Epoch 791 | loss: 0.000872118 | val_loss: 0.00107032 | Time: 2818.16 ms [2020-12-17 22:51:46 main:581] : INFO : Epoch 792 | loss: 0.00109556 | val_loss: 0.000945818 | Time: 2810.74 ms [2020-12-17 22:51:49 main:581] : INFO : Epoch 793 | loss: 0.000864005 | val_loss: 0.000856089 | Time: 2804.71 ms [2020-12-17 22:51:52 main:581] : INFO : Epoch 794 | loss: 0.00156137 | val_loss: 0.00127931 | Time: 2814.95 ms [2020-12-17 22:51:54 main:581] : INFO : Epoch 795 | loss: 0.00148034 | val_loss: 0.00114004 | Time: 2806.82 ms [2020-12-17 22:51:57 main:581] : INFO : Epoch 796 | loss: 0.00101114 | val_loss: 0.000927452 | Time: 2806.4 ms [2020-12-17 22:52:00 main:581] : INFO : Epoch 797 | loss: 0.000877195 | val_loss: 0.000861133 | Time: 2853.26 ms [2020-12-17 22:52:03 main:581] : INFO : Epoch 798 | loss: 0.00084219 | val_loss: 0.000847303 | Time: 2813.73 ms [2020-12-17 22:52:06 main:581] : INFO : Epoch 799 | loss: 0.000984535 | val_loss: 0.00167736 | Time: 2812.11 ms [2020-12-17 22:52:08 main:581] : INFO : Epoch 800 | loss: 0.00103037 | val_loss: 0.000900619 | Time: 2811.22 ms [2020-12-17 22:52:11 main:581] : INFO : Epoch 801 | loss: 0.000868724 | val_loss: 0.000858809 | Time: 2802.1 ms [2020-12-17 22:52:14 main:581] : INFO : Epoch 802 | loss: 0.000872018 | val_loss: 0.000985463 | Time: 2803.41 ms [2020-12-17 22:52:17 main:581] : INFO : Epoch 803 | loss: 0.00103121 | val_loss: 0.00094864 | Time: 2803.17 ms [2020-12-17 22:52:20 main:581] : INFO : Epoch 804 | loss: 0.000891591 | val_loss: 0.000859714 | Time: 2809.22 ms [2020-12-17 22:52:22 main:581] : INFO : Epoch 805 | loss: 0.000846958 | val_loss: 0.000871883 | Time: 2810.85 ms [2020-12-17 22:52:25 main:581] : INFO : Epoch 806 | loss: 0.00094068 | val_loss: 0.000885406 | Time: 2807.4 ms [2020-12-17 22:52:28 main:581] : INFO : Epoch 807 | loss: 0.00109546 | val_loss: 0.00101822 | Time: 2831.14 ms [2020-12-17 22:52:31 main:581] : INFO : Epoch 808 | loss: 0.00107338 | val_loss: 0.000995804 | Time: 2809.91 ms [2020-12-17 22:52:34 main:581] : INFO : Epoch 809 | loss: 0.000902049 | val_loss: 0.000872856 | Time: 2807.66 ms [2020-12-17 22:52:37 main:581] : INFO : Epoch 810 | loss: 0.000878145 | val_loss: 0.00120712 | Time: 2806.46 ms [2020-12-17 22:52:39 main:581] : INFO : Epoch 811 | loss: 0.00117286 | val_loss: 0.000941811 | Time: 2811.6 ms [2020-12-17 22:52:42 main:581] : INFO : Epoch 812 | loss: 0.000921185 | val_loss: 0.000879596 | Time: 2817.6 ms [2020-12-17 22:52:45 main:581] : INFO : Epoch 813 | loss: 0.00085106 | val_loss: 0.000854023 | Time: 2815.85 ms [2020-12-17 22:52:48 main:581] : INFO : Epoch 814 | loss: 0.000927453 | val_loss: 0.00132613 | Time: 2806.45 ms [2020-12-17 22:52:51 main:581] : INFO : Epoch 815 | loss: 0.00105569 | val_loss: 0.00089581 | Time: 2803.75 ms [2020-12-17 22:52:53 main:581] : INFO : Epoch 816 | loss: 0.000945324 | val_loss: 0.00177728 | Time: 2811.25 ms [2020-12-17 22:52:56 main:581] : INFO : Epoch 817 | loss: 0.0012338 | val_loss: 0.000924736 | Time: 2810.5 ms [2020-12-17 22:52:59 main:581] : INFO : Epoch 818 | loss: 0.000915362 | val_loss: 0.000882036 | Time: 2830.09 ms [2020-12-17 22:53:02 main:581] : INFO : Epoch 819 | loss: 0.00087079 | val_loss: 0.00100917 | Time: 2833.56 ms [2020-12-17 22:53:05 main:581] : INFO : Epoch 820 | loss: 0.00102689 | val_loss: 0.00091416 | Time: 2808.81 ms [2020-12-17 22:53:08 main:581] : INFO : Epoch 821 | loss: 0.000881501 | val_loss: 0.00089321 | Time: 2810.81 ms [2020-12-17 22:53:10 main:581] : INFO : Epoch 822 | loss: 0.000864959 | val_loss: 0.000928078 | Time: 2806.69 ms [2020-12-17 22:53:13 main:581] : INFO : Epoch 823 | loss: 0.00106529 | val_loss: 0.000960662 | Time: 2793.75 ms [2020-12-17 22:53:16 main:581] : INFO : Epoch 824 | loss: 0.000904013 | val_loss: 0.000872785 | Time: 2813.38 ms [2020-12-17 22:53:19 main:581] : INFO : Epoch 825 | loss: 0.000944905 | val_loss: 0.000873565 | Time: 2810.1 ms [2020-12-17 22:53:22 main:581] : INFO : Epoch 826 | loss: 0.000858075 | val_loss: 0.000859926 | Time: 2811.25 ms [2020-12-17 22:53:24 main:581] : INFO : Epoch 827 | loss: 0.00111811 | val_loss: 0.00107023 | Time: 2804.61 ms [2020-12-17 22:53:27 main:581] : INFO : Epoch 828 | loss: 0.00106359 | val_loss: 0.00100664 | Time: 2810.68 ms [2020-12-17 22:53:30 main:581] : INFO : Epoch 829 | loss: 0.000912464 | val_loss: 0.000875367 | Time: 2834.13 ms [2020-12-17 22:53:33 main:581] : INFO : Epoch 830 | loss: 0.000867322 | val_loss: 0.000926694 | Time: 2812 ms [2020-12-17 22:53:36 main:581] : INFO : Epoch 831 | loss: 0.00104275 | val_loss: 0.000915949 | Time: 2810.92 ms [2020-12-17 22:53:38 main:581] : INFO : Epoch 832 | loss: 0.000869941 | val_loss: 0.000843235 | Time: 2808.8 ms [2020-12-17 22:53:41 main:581] : INFO : Epoch 833 | loss: 0.00106924 | val_loss: 0.00105575 | Time: 2813.29 ms [2020-12-17 22:53:44 main:581] : INFO : Epoch 834 | loss: 0.00110756 | val_loss: 0.00105672 | Time: 2811.24 ms [2020-12-17 22:53:47 main:581] : INFO : Epoch 835 | loss: 0.000925375 | val_loss: 0.000881713 | Time: 2813.07 ms [2020-12-17 22:53:50 main:581] : INFO : Epoch 836 | loss: 0.000851302 | val_loss: 0.000850769 | Time: 2811.52 ms [2020-12-17 22:53:52 main:581] : INFO : Epoch 837 | loss: 0.000984009 | val_loss: 0.00130565 | Time: 2813.45 ms [2020-12-17 22:53:55 main:581] : INFO : Epoch 838 | loss: 0.000982543 | val_loss: 0.000935568 | Time: 2811.6 ms [2020-12-17 22:53:58 main:581] : INFO : Epoch 839 | loss: 0.000952883 | val_loss: 0.000907007 | Time: 2825.39 ms [2020-12-17 22:54:01 main:581] : INFO : Epoch 840 | loss: 0.000864913 | val_loss: 0.000847731 | Time: 2833.3 ms [2020-12-17 22:54:04 main:581] : INFO : Epoch 841 | loss: 0.000988664 | val_loss: 0.00094382 | Time: 2815.95 ms [2020-12-17 22:54:07 main:581] : INFO : Epoch 842 | loss: 0.000930887 | val_loss: 0.000899949 | Time: 2813.12 ms [2020-12-17 22:54:09 main:581] : INFO : Epoch 843 | loss: 0.00103813 | val_loss: 0.00125323 | Time: 2807.49 ms [2020-12-17 22:54:12 main:581] : INFO : Epoch 844 | loss: 0.000991701 | val_loss: 0.000888104 | Time: 2800.25 ms [2020-12-17 22:54:15 main:581] : INFO : Epoch 845 | loss: 0.000910662 | val_loss: 0.00106034 | Time: 2803.73 ms [2020-12-17 22:54:18 main:581] : INFO : Epoch 846 | loss: 0.00102764 | val_loss: 0.000939688 | Time: 2807.74 ms [2020-12-17 22:54:21 main:581] : INFO : Epoch 847 | loss: 0.000889068 | val_loss: 0.000859713 | Time: 2801.84 ms [2020-12-17 22:54:23 main:581] : INFO : Epoch 848 | loss: 0.000860581 | val_loss: 0.0010346 | Time: 2799.96 ms [2020-12-17 22:54:26 main:581] : INFO : Epoch 849 | loss: 0.00128278 | val_loss: 0.00111106 | Time: 2805.65 ms [2020-12-17 22:54:29 main:581] : INFO : Epoch 850 | loss: 0.00102409 | val_loss: 0.000976184 | Time: 2830.98 ms [2020-12-17 22:54:32 main:581] : INFO : Epoch 851 | loss: 0.000894595 | val_loss: 0.000867728 | Time: 2802.26 ms [2020-12-17 22:54:35 main:581] : INFO : Epoch 852 | loss: 0.000880488 | val_loss: 0.00113312 | Time: 2799.71 ms [2020-12-17 22:54:37 main:581] : INFO : Epoch 853 | loss: 0.00100507 | val_loss: 0.000906245 | Time: 2780.24 ms [2020-12-17 22:54:40 main:581] : INFO : Epoch 854 | loss: 0.000872157 | val_loss: 0.000910206 | Time: 2806.2 ms [2020-12-17 22:54:43 main:581] : INFO : Epoch 855 | loss: 0.00103811 | val_loss: 0.000981014 | Time: 2803.14 ms [2020-12-17 22:54:46 main:581] : INFO : Epoch 856 | loss: 0.00088667 | val_loss: 0.000847222 | Time: 2801.87 ms [2020-12-17 22:54:49 main:581] : INFO : Epoch 857 | loss: 0.00108927 | val_loss: 0.00100954 | Time: 2802.46 ms [2020-12-17 22:54:51 main:581] : INFO : Epoch 858 | loss: 0.00101738 | val_loss: 0.000940577 | Time: 2811.29 ms [2020-12-17 22:54:54 main:581] : INFO : Epoch 859 | loss: 0.0009085 | val_loss: 0.00103395 | Time: 2810.86 ms [2020-12-17 22:54:57 main:581] : INFO : Epoch 860 | loss: 0.00109029 | val_loss: 0.000979808 | Time: 2808.33 ms [2020-12-17 22:55:00 main:581] : INFO : Epoch 861 | loss: 0.000894824 | val_loss: 0.000877615 | Time: 2855.25 ms [2020-12-17 22:55:03 main:581] : INFO : Epoch 862 | loss: 0.000842806 | val_loss: 0.000866428 | Time: 2808.92 ms [2020-12-17 22:55:06 main:581] : INFO : Epoch 863 | loss: 0.0011794 | val_loss: 0.000904669 | Time: 2815.57 ms [2020-12-17 22:55:08 main:581] : INFO : Epoch 864 | loss: 0.000927657 | val_loss: 0.000878174 | Time: 2813.65 ms [2020-12-17 22:55:11 main:581] : INFO : Epoch 865 | loss: 0.00113903 | val_loss: 0.00148164 | Time: 2807.3 ms [2020-12-17 22:55:14 main:581] : INFO : Epoch 866 | loss: 0.00125425 | val_loss: 0.00110087 | Time: 2806.23 ms [2020-12-17 22:55:17 main:581] : INFO : Epoch 867 | loss: 0.00096679 | val_loss: 0.000911732 | Time: 2812.09 ms [2020-12-17 22:55:20 main:581] : INFO : Epoch 868 | loss: 0.00086734 | val_loss: 0.000870921 | Time: 2808.47 ms [2020-12-17 22:55:22 main:581] : INFO : Epoch 869 | loss: 0.00085492 | val_loss: 0.000913492 | Time: 2810.38 ms [2020-12-17 22:55:25 main:581] : INFO : Epoch 870 | loss: 0.00102101 | val_loss: 0.00085534 | Time: 2813.52 ms [2020-12-17 22:55:28 main:581] : INFO : Epoch 871 | loss: 0.00085965 | val_loss: 0.000848856 | Time: 2841.17 ms [2020-12-17 22:55:31 main:581] : INFO : Epoch 872 | loss: 0.00082735 | val_loss: 0.000845097 | Time: 2804.26 ms [2020-12-17 22:55:34 main:581] : INFO : Epoch 873 | loss: 0.00137311 | val_loss: 0.00149826 | Time: 2815.7 ms [2020-12-17 22:55:37 main:581] : INFO : Epoch 874 | loss: 0.00130681 | val_loss: 0.00111085 | Time: 2808.63 ms [2020-12-17 22:55:39 main:581] : INFO : Epoch 875 | loss: 0.000973712 | val_loss: 0.000903372 | Time: 2806.12 ms [2020-12-17 22:55:42 main:581] : INFO : Epoch 876 | loss: 0.000863237 | val_loss: 0.000856606 | Time: 2818.71 ms [2020-12-17 22:55:45 main:581] : INFO : Epoch 877 | loss: 0.000841918 | val_loss: 0.000847056 | Time: 2811.08 ms [2020-12-17 22:55:48 main:581] : INFO : Epoch 878 | loss: 0.00104893 | val_loss: 0.000950701 | Time: 2812.85 ms [2020-12-17 22:55:51 main:581] : INFO : Epoch 879 | loss: 0.000960763 | val_loss: 0.000972185 | Time: 2812.72 ms [2020-12-17 22:55:53 main:581] : INFO : Epoch 880 | loss: 0.000872637 | val_loss: 0.000863322 | Time: 2811.95 ms [2020-12-17 22:55:56 main:581] : INFO : Epoch 881 | loss: 0.000921479 | val_loss: 0.00176892 | Time: 2812.49 ms [2020-12-17 22:55:59 main:581] : INFO : Epoch 882 | loss: 0.00124004 | val_loss: 0.000981113 | Time: 2833.11 ms [2020-12-17 22:56:02 main:581] : INFO : Epoch 883 | loss: 0.000928813 | val_loss: 0.000875661 | Time: 2827.71 ms [2020-12-17 22:56:05 main:581] : INFO : Epoch 884 | loss: 0.000850569 | val_loss: 0.000870144 | Time: 2806.39 ms [2020-12-17 22:56:07 main:581] : INFO : Epoch 885 | loss: 0.00106262 | val_loss: 0.00087525 | Time: 2809.94 ms [2020-12-17 22:56:10 main:581] : INFO : Epoch 886 | loss: 0.000906587 | val_loss: 0.000872108 | Time: 2812.1 ms [2020-12-17 22:56:13 main:581] : INFO : Epoch 887 | loss: 0.000861717 | val_loss: 0.000996856 | Time: 2803.41 ms [2020-12-17 22:56:16 main:581] : INFO : Epoch 888 | loss: 0.00110637 | val_loss: 0.000954398 | Time: 2802.45 ms [2020-12-17 22:56:19 main:581] : INFO : Epoch 889 | loss: 0.000903008 | val_loss: 0.000869024 | Time: 2805.25 ms [2020-12-17 22:56:22 main:581] : INFO : Epoch 890 | loss: 0.000859701 | val_loss: 0.00101402 | Time: 2808.82 ms [2020-12-17 22:56:24 main:581] : INFO : Epoch 891 | loss: 0.00106073 | val_loss: 0.000977025 | Time: 2807.07 ms [2020-12-17 22:56:27 main:581] : INFO : Epoch 892 | loss: 0.000876872 | val_loss: 0.000885842 | Time: 2814.25 ms [2020-12-17 22:56:30 main:581] : INFO : Epoch 893 | loss: 0.00100325 | val_loss: 0.0010985 | Time: 2824.36 ms [2020-12-17 22:56:33 main:581] : INFO : Epoch 894 | loss: 0.000990771 | val_loss: 0.000855967 | Time: 2802.21 ms [2020-12-17 22:56:36 main:581] : INFO : Epoch 895 | loss: 0.000850011 | val_loss: 0.00083932 | Time: 2804.86 ms [2020-12-17 22:56:38 main:581] : INFO : Epoch 896 | loss: 0.00105713 | val_loss: 0.00106867 | Time: 2809.65 ms [2020-12-17 22:56:41 main:581] : INFO : Epoch 897 | loss: 0.000984778 | val_loss: 0.000925955 | Time: 2801 ms [2020-12-17 22:56:44 main:581] : INFO : Epoch 898 | loss: 0.0010044 | val_loss: 0.00111676 | Time: 2815.81 ms [2020-12-17 22:56:47 main:581] : INFO : Epoch 899 | loss: 0.000907213 | val_loss: 0.000870022 | Time: 2811.21 ms [2020-12-17 22:56:50 main:581] : INFO : Epoch 900 | loss: 0.000839758 | val_loss: 0.000831789 | Time: 2812.56 ms [2020-12-17 22:56:52 main:581] : INFO : Epoch 901 | loss: 0.000924716 | val_loss: 0.00148715 | Time: 2815.15 ms [2020-12-17 22:56:55 main:581] : INFO : Epoch 902 | loss: 0.00109077 | val_loss: 0.0010136 | Time: 2816.44 ms [2020-12-17 22:56:58 main:581] : INFO : Epoch 903 | loss: 0.000890914 | val_loss: 0.000879283 | Time: 2824.58 ms [2020-12-17 22:57:01 main:581] : INFO : Epoch 904 | loss: 0.0010002 | val_loss: 0.00108183 | Time: 2834.17 ms [2020-12-17 22:57:04 main:581] : INFO : Epoch 905 | loss: 0.000940619 | val_loss: 0.000883941 | Time: 2808.63 ms [2020-12-17 22:57:07 main:581] : INFO : Epoch 906 | loss: 0.000845815 | val_loss: 0.000841926 | Time: 2814.5 ms [2020-12-17 22:57:09 main:581] : INFO : Epoch 907 | loss: 0.00105324 | val_loss: 0.00114669 | Time: 2811.06 ms [2020-12-17 22:57:12 main:581] : INFO : Epoch 908 | loss: 0.00111958 | val_loss: 0.000997228 | Time: 2808.68 ms [2020-12-17 22:57:15 main:581] : INFO : Epoch 909 | loss: 0.000894867 | val_loss: 0.000850727 | Time: 2811.97 ms [2020-12-17 22:57:18 main:581] : INFO : Epoch 910 | loss: 0.000980011 | val_loss: 0.00145899 | Time: 2809.08 ms [2020-12-17 22:57:21 main:581] : INFO : Epoch 911 | loss: 0.00100181 | val_loss: 0.000892908 | Time: 2805.6 ms [2020-12-17 22:57:23 main:581] : INFO : Epoch 912 | loss: 0.00088199 | val_loss: 0.000957428 | Time: 2806.57 ms [2020-12-17 22:57:26 main:581] : INFO : Epoch 913 | loss: 0.00101228 | val_loss: 0.000884474 | Time: 2813.26 ms [2020-12-17 22:57:29 main:581] : INFO : Epoch 914 | loss: 0.000853398 | val_loss: 0.000845552 | Time: 2837.03 ms [2020-12-17 22:57:32 main:581] : INFO : Epoch 915 | loss: 0.000925871 | val_loss: 0.000966653 | Time: 2816.63 ms [2020-12-17 22:57:35 main:581] : INFO : Epoch 916 | loss: 0.0011557 | val_loss: 0.00108512 | Time: 2808.78 ms [2020-12-17 22:57:37 main:581] : INFO : Epoch 917 | loss: 0.000941306 | val_loss: 0.000923618 | Time: 2804.7 ms [2020-12-17 22:57:40 main:581] : INFO : Epoch 918 | loss: 0.00085105 | val_loss: 0.000858531 | Time: 2811.11 ms [2020-12-17 22:57:43 main:581] : INFO : Epoch 919 | loss: 0.00103069 | val_loss: 0.000961605 | Time: 2814.82 ms [2020-12-17 22:57:46 main:581] : INFO : Epoch 920 | loss: 0.00087886 | val_loss: 0.000856564 | Time: 2812.98 ms [2020-12-17 22:57:49 main:581] : INFO : Epoch 921 | loss: 0.0010887 | val_loss: 0.00130584 | Time: 2810.07 ms [2020-12-17 22:57:52 main:581] : INFO : Epoch 922 | loss: 0.00103666 | val_loss: 0.00100142 | Time: 2808.8 ms [2020-12-17 22:57:54 main:581] : INFO : Epoch 923 | loss: 0.000956194 | val_loss: 0.000908459 | Time: 2811.08 ms [2020-12-17 22:57:57 main:581] : INFO : Epoch 924 | loss: 0.00085318 | val_loss: 0.000859957 | Time: 2811.69 ms [2020-12-17 22:58:00 main:581] : INFO : Epoch 925 | loss: 0.00100087 | val_loss: 0.000921806 | Time: 2853.36 ms [2020-12-17 22:58:03 main:581] : INFO : Epoch 926 | loss: 0.000881982 | val_loss: 0.000847901 | Time: 2811.45 ms [2020-12-17 22:58:06 main:581] : INFO : Epoch 927 | loss: 0.00100308 | val_loss: 0.000914265 | Time: 2806.19 ms [2020-12-17 22:58:08 main:581] : INFO : Epoch 928 | loss: 0.000926855 | val_loss: 0.000877641 | Time: 2807.01 ms [2020-12-17 22:58:11 main:581] : INFO : Epoch 929 | loss: 0.000859573 | val_loss: 0.000962597 | Time: 2807.64 ms [2020-12-17 22:58:14 main:581] : INFO : Epoch 930 | loss: 0.00099704 | val_loss: 0.00116754 | Time: 2803.99 ms [2020-12-17 22:58:17 main:581] : INFO : Epoch 931 | loss: 0.00103959 | val_loss: 0.000906079 | Time: 2806.52 ms [2020-12-17 22:58:20 main:581] : INFO : Epoch 932 | loss: 0.000874551 | val_loss: 0.000844104 | Time: 2807.89 ms [2020-12-17 22:58:22 main:581] : INFO : Epoch 933 | loss: 0.000840749 | val_loss: 0.000861678 | Time: 2809.86 ms [2020-12-17 22:58:25 main:581] : INFO : Epoch 934 | loss: 0.00124354 | val_loss: 0.00107742 | Time: 2808.31 ms [2020-12-17 22:58:28 main:581] : INFO : Epoch 935 | loss: 0.00112493 | val_loss: 0.00100911 | Time: 2831.89 ms [2020-12-17 22:58:31 main:581] : INFO : Epoch 936 | loss: 0.000936272 | val_loss: 0.000889048 | Time: 2810.32 ms [2020-12-17 22:58:34 main:581] : INFO : Epoch 937 | loss: 0.000875623 | val_loss: 0.000966807 | Time: 2815.94 ms [2020-12-17 22:58:37 main:581] : INFO : Epoch 938 | loss: 0.0009747 | val_loss: 0.000899549 | Time: 2814.24 ms [2020-12-17 22:58:39 main:581] : INFO : Epoch 939 | loss: 0.000846655 | val_loss: 0.000845886 | Time: 2810.3 ms [2020-12-17 22:58:42 main:581] : INFO : Epoch 940 | loss: 0.000905597 | val_loss: 0.00140497 | Time: 2808.28 ms [2020-12-17 22:58:45 main:581] : INFO : Epoch 941 | loss: 0.0011176 | val_loss: 0.000918803 | Time: 2807.5 ms [2020-12-17 22:58:48 main:581] : INFO : Epoch 942 | loss: 0.000882992 | val_loss: 0.000852621 | Time: 2800.07 ms [2020-12-17 22:58:51 main:581] : INFO : Epoch 943 | loss: 0.0010783 | val_loss: 0.00120688 | Time: 2808.9 ms [2020-12-17 22:58:53 main:581] : INFO : Epoch 944 | loss: 0.000965241 | val_loss: 0.000938952 | Time: 2808.46 ms [2020-12-17 22:58:56 main:581] : INFO : Epoch 945 | loss: 0.000859475 | val_loss: 0.000849103 | Time: 2814.84 ms [2020-12-17 22:58:59 main:581] : INFO : Epoch 946 | loss: 0.00124069 | val_loss: 0.00104373 | Time: 2837.97 ms [2020-12-17 22:59:02 main:581] : INFO : Epoch 947 | loss: 0.0010224 | val_loss: 0.00090677 | Time: 2833.45 ms [2020-12-17 22:59:05 main:581] : INFO : Epoch 948 | loss: 0.000876099 | val_loss: 0.000850248 | Time: 2813.65 ms [2020-12-17 22:59:08 main:581] : INFO : Epoch 949 | loss: 0.000832283 | val_loss: 0.000927026 | Time: 2811.16 ms [2020-12-17 22:59:10 main:581] : INFO : Epoch 950 | loss: 0.00162441 | val_loss: 0.00146065 | Time: 2817.32 ms [2020-12-17 22:59:13 main:581] : INFO : Epoch 951 | loss: 0.0013077 | val_loss: 0.00112711 | Time: 2807.96 ms [2020-12-17 22:59:16 main:581] : INFO : Epoch 952 | loss: 0.000969495 | val_loss: 0.000896404 | Time: 2815.43 ms [2020-12-17 22:59:19 main:581] : INFO : Epoch 953 | loss: 0.000853729 | val_loss: 0.000835164 | Time: 2814.59 ms [2020-12-17 22:59:22 main:581] : INFO : Epoch 954 | loss: 0.000901225 | val_loss: 0.00126839 | Time: 2807.56 ms [2020-12-17 22:59:24 main:581] : INFO : Epoch 955 | loss: 0.000949358 | val_loss: 0.000844244 | Time: 2814.23 ms [2020-12-17 22:59:27 main:581] : INFO : Epoch 956 | loss: 0.000836123 | val_loss: 0.000829865 | Time: 2799.79 ms [2020-12-17 22:59:30 main:581] : INFO : Epoch 957 | loss: 0.000835474 | val_loss: 0.00115846 | Time: 2833.09 ms [2020-12-17 22:59:33 main:581] : INFO : Epoch 958 | loss: 0.00137284 | val_loss: 0.00125876 | Time: 2804.17 ms [2020-12-17 22:59:36 main:581] : INFO : Epoch 959 | loss: 0.000982634 | val_loss: 0.000919986 | Time: 2816.17 ms [2020-12-17 22:59:38 main:581] : INFO : Epoch 960 | loss: 0.000859963 | val_loss: 0.000843576 | Time: 2809.1 ms [2020-12-17 22:59:41 main:581] : INFO : Epoch 961 | loss: 0.00103664 | val_loss: 0.000961289 | Time: 2810.29 ms [2020-12-17 22:59:44 main:581] : INFO : Epoch 962 | loss: 0.00093543 | val_loss: 0.000910152 | Time: 2813.33 ms [2020-12-17 22:59:47 main:581] : INFO : Epoch 963 | loss: 0.000852733 | val_loss: 0.000829999 | Time: 2816.51 ms [2020-12-17 22:59:50 main:581] : INFO : Epoch 964 | loss: 0.000837961 | val_loss: 0.000940885 | Time: 2812.55 ms [2020-12-17 22:59:53 main:581] : INFO : Epoch 965 | loss: 0.00111208 | val_loss: 0.00146449 | Time: 2809.64 ms [2020-12-17 22:59:55 main:581] : INFO : Epoch 966 | loss: 0.00111995 | val_loss: 0.000925931 | Time: 2811.6 ms [2020-12-17 22:59:58 main:581] : INFO : Epoch 967 | loss: 0.000892084 | val_loss: 0.000846178 | Time: 2829.88 ms [2020-12-17 23:00:01 main:581] : INFO : Epoch 968 | loss: 0.000827588 | val_loss: 0.000824739 | Time: 2837.21 ms [2020-12-17 23:00:04 main:581] : INFO : Epoch 969 | loss: 0.00104724 | val_loss: 0.00110568 | Time: 2811.63 ms [2020-12-17 23:00:07 main:581] : INFO : Epoch 970 | loss: 0.00105872 | val_loss: 0.00102944 | Time: 2808.46 ms [2020-12-17 23:00:09 main:581] : INFO : Epoch 971 | loss: 0.000933273 | val_loss: 0.000875251 | Time: 2810.42 ms [2020-12-17 23:00:12 main:581] : INFO : Epoch 972 | loss: 0.000859616 | val_loss: 0.00091131 | Time: 2811.3 ms [2020-12-17 23:00:15 main:581] : INFO : Epoch 973 | loss: 0.000914782 | val_loss: 0.000863526 | Time: 2805.77 ms [2020-12-17 23:00:18 main:581] : INFO : Epoch 974 | loss: 0.00086118 | val_loss: 0.000950636 | Time: 2806.64 ms [2020-12-17 23:00:21 main:581] : INFO : Epoch 975 | loss: 0.000895807 | val_loss: 0.00097102 | Time: 2804.64 ms [2020-12-17 23:00:23 main:581] : INFO : Epoch 976 | loss: 0.00110323 | val_loss: 0.000973205 | Time: 2808.26 ms [2020-12-17 23:00:26 main:581] : INFO : Epoch 977 | loss: 0.000897485 | val_loss: 0.000847031 | Time: 2813.22 ms [2020-12-17 23:00:29 main:581] : INFO : Epoch 978 | loss: 0.000955179 | val_loss: 0.00108834 | Time: 2828.13 ms [2020-12-17 23:00:32 main:581] : INFO : Epoch 979 | loss: 0.000901023 | val_loss: 0.000842247 | Time: 2809.58 ms [2020-12-17 23:00:35 main:581] : INFO : Epoch 980 | loss: 0.000838881 | val_loss: 0.00084798 | Time: 2803.92 ms [2020-12-17 23:00:38 main:581] : INFO : Epoch 981 | loss: 0.00128463 | val_loss: 0.00132022 | Time: 2804.84 ms [2020-12-17 23:00:40 main:581] : INFO : Epoch 982 | loss: 0.00192553 | val_loss: 0.00361013 | Time: 2804.24 ms [2020-12-17 23:00:43 main:581] : INFO : Epoch 983 | loss: 0.00285501 | val_loss: 0.00284607 | Time: 2803.6 ms [2020-12-17 23:00:46 main:581] : INFO : Epoch 984 | loss: 0.00927597 | val_loss: 0.0228679 | Time: 2802.55 ms [2020-12-17 23:00:49 main:581] : INFO : Epoch 985 | loss: 0.0140524 | val_loss: 0.00793376 | Time: 2800.64 ms [2020-12-17 23:00:52 main:581] : INFO : Epoch 986 | loss: 0.00595067 | val_loss: 0.00357953 | Time: 2800.1 ms [2020-12-17 23:00:54 main:581] : INFO : Epoch 987 | loss: 0.00284887 | val_loss: 0.00233418 | Time: 2799.98 ms [2020-12-17 23:00:57 main:581] : INFO : Epoch 988 | loss: 0.00211238 | val_loss: 0.00199082 | Time: 2795.84 ms [2020-12-17 23:01:00 main:581] : INFO : Epoch 989 | loss: 0.00187258 | val_loss: 0.00181508 | Time: 2844.5 ms [2020-12-17 23:01:03 main:581] : INFO : Epoch 990 | loss: 0.00184982 | val_loss: 0.00250681 | Time: 2804.04 ms [2020-12-17 23:01:06 main:581] : INFO : Epoch 991 | loss: 0.00197975 | val_loss: 0.00168886 | Time: 2801.78 ms [2020-12-17 23:01:08 main:581] : INFO : Epoch 992 | loss: 0.00161784 | val_loss: 0.00155506 | Time: 2804.71 ms [2020-12-17 23:01:11 main:581] : INFO : Epoch 993 | loss: 0.00151112 | val_loss: 0.001503 | Time: 2791.94 ms [2020-12-17 23:01:14 main:581] : INFO : Epoch 994 | loss: 0.0014737 | val_loss: 0.0014931 | Time: 2800.88 ms [2020-12-17 23:01:17 main:581] : INFO : Epoch 995 | loss: 0.00213354 | val_loss: 0.00176383 | Time: 2800.93 ms [2020-12-17 23:01:20 main:581] : INFO : Epoch 996 | loss: 0.00169601 | val_loss: 0.00158157 | Time: 2794.28 ms [2020-12-17 23:01:22 main:581] : INFO : Epoch 997 | loss: 0.00151021 | val_loss: 0.00147364 | Time: 2805.12 ms [2020-12-17 23:01:25 main:581] : INFO : Epoch 998 | loss: 0.00144975 | val_loss: 0.00143973 | Time: 2803.63 ms [2020-12-17 23:01:28 main:581] : INFO : Epoch 999 | loss: 0.00140784 | val_loss: 0.00141851 | Time: 2827.75 ms [2020-12-17 23:01:31 main:581] : INFO : Epoch 1000 | loss: 0.0013844 | val_loss: 0.00140647 | Time: 2805.82 ms [2020-12-17 23:01:34 main:581] : INFO : Epoch 1001 | loss: 0.00142709 | val_loss: 0.00146925 | Time: 2803.02 ms [2020-12-17 23:01:36 main:581] : INFO : Epoch 1002 | loss: 0.00191848 | val_loss: 0.0017749 | Time: 2813.62 ms [2020-12-17 23:01:39 main:581] : INFO : Epoch 1003 | loss: 0.00151456 | val_loss: 0.00146235 | Time: 2810.07 ms [2020-12-17 23:01:42 main:581] : INFO : Epoch 1004 | loss: 0.00140146 | val_loss: 0.00140897 | Time: 2807.61 ms [2020-12-17 23:01:45 main:581] : INFO : Epoch 1005 | loss: 0.00158527 | val_loss: 0.00156069 | Time: 2814.95 ms [2020-12-17 23:01:48 main:581] : INFO : Epoch 1006 | loss: 0.00148134 | val_loss: 0.00141429 | Time: 2813.14 ms [2020-12-17 23:01:51 main:581] : INFO : Epoch 1007 | loss: 0.00138142 | val_loss: 0.0013866 | Time: 2818.66 ms [2020-12-17 23:01:53 main:581] : INFO : Epoch 1008 | loss: 0.00139565 | val_loss: 0.00173888 | Time: 2818.6 ms [2020-12-17 23:01:56 main:581] : INFO : Epoch 1009 | loss: 0.00246615 | val_loss: 0.0018678 | Time: 2812.35 ms [2020-12-17 23:01:59 main:581] : INFO : Epoch 1010 | loss: 0.00168351 | val_loss: 0.00149884 | Time: 2837.02 ms [2020-12-17 23:02:02 main:581] : INFO : Epoch 1011 | loss: 0.00144034 | val_loss: 0.00140957 | Time: 2835.85 ms [2020-12-17 23:02:05 main:581] : INFO : Epoch 1012 | loss: 0.00136941 | val_loss: 0.00138013 | Time: 2815.22 ms [2020-12-17 23:02:07 main:581] : INFO : Epoch 1013 | loss: 0.00134508 | val_loss: 0.00136403 | Time: 2808.42 ms [2020-12-17 23:02:10 main:581] : INFO : Epoch 1014 | loss: 0.00142811 | val_loss: 0.00203978 | Time: 2812.02 ms [2020-12-17 23:02:13 main:581] : INFO : Epoch 1015 | loss: 0.00154331 | val_loss: 0.00142924 | Time: 2814.08 ms [2020-12-17 23:02:16 main:581] : INFO : Epoch 1016 | loss: 0.00137834 | val_loss: 0.00141733 | Time: 2813.57 ms [2020-12-17 23:02:19 main:581] : INFO : Epoch 1017 | loss: 0.00146056 | val_loss: 0.00140881 | Time: 2809.52 ms [2020-12-17 23:02:22 main:581] : INFO : Epoch 1018 | loss: 0.00145658 | val_loss: 0.00149368 | Time: 2814.49 ms [2020-12-17 23:02:24 main:581] : INFO : Epoch 1019 | loss: 0.00136398 | val_loss: 0.00142157 | Time: 2808.85 ms [2020-12-17 23:02:27 main:581] : INFO : Epoch 1020 | loss: 0.00145152 | val_loss: 0.00155767 | Time: 2820.86 ms [2020-12-17 23:02:30 main:581] : INFO : Epoch 1021 | loss: 0.00143412 | val_loss: 0.00140036 | Time: 2821.95 ms [2020-12-17 23:02:33 main:581] : INFO : Epoch 1022 | loss: 0.00135823 | val_loss: 0.00164374 | Time: 2817.42 ms [2020-12-17 23:02:36 main:581] : INFO : Epoch 1023 | loss: 0.00175206 | val_loss: 0.00158914 | Time: 2809.36 ms [2020-12-17 23:02:38 main:581] : INFO : Epoch 1024 | loss: 0.00143309 | val_loss: 0.00138882 | Time: 2807.81 ms [2020-12-17 23:02:38 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.00138882 [2020-12-17 23:02:38 main:610] : INFO : Saving end state to config to file [2020-12-17 23:02:38 main:615] : INFO : Success, exiting.. 23:02:38 (1846780): 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)