Task 3179514
| Name | EightBitModified-1605456040-14820-5_0 |
| Workunit | 1474480 |
| Created | 5 Dec 2020, 1:36:25 UTC |
| Sent | 5 Dec 2020, 22:56:31 UTC |
| Report deadline | 12 Dec 2020, 22:56:31 UTC |
| Received | 6 Dec 2020, 0:43:47 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 12399 |
| Run time | 53 min 20 sec |
| CPU time | 53 min 17 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 1,642.29 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.80 (cuda10200) x86_64-pc-linux-gnu |
| Peak working set size | 1.70 GB |
| Peak swap size | 32.65 GB |
| Peak disk usage | 2.98 GB |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> | Time: 3073.14 ms [2020-12-06 00:24:14 main:581] : INFO : Epoch 526 | loss: 0.000620416 | val_loss: 0.000684954 | Time: 3124.61 ms [2020-12-06 00:24:17 main:581] : INFO : Epoch 527 | loss: 0.00063059 | val_loss: 0.000628778 | Time: 3146.32 ms [2020-12-06 00:24:20 main:581] : INFO : Epoch 528 | loss: 0.000610653 | val_loss: 0.000630228 | Time: 3072.41 ms [2020-12-06 00:24:23 main:581] : INFO : Epoch 529 | loss: 0.00060927 | val_loss: 0.000631876 | Time: 3109.64 ms [2020-12-06 00:24:26 main:581] : INFO : Epoch 530 | loss: 0.000612331 | val_loss: 0.000630165 | Time: 3137.82 ms [2020-12-06 00:24:29 main:581] : INFO : Epoch 531 | loss: 0.000610406 | val_loss: 0.000632439 | Time: 3107.41 ms [2020-12-06 00:24:32 main:581] : INFO : Epoch 532 | loss: 0.000609361 | val_loss: 0.000626558 | Time: 3124.56 ms [2020-12-06 00:24:35 main:581] : INFO : Epoch 533 | loss: 0.000607488 | val_loss: 0.000635314 | Time: 3101.16 ms [2020-12-06 00:24:38 main:581] : INFO : Epoch 534 | loss: 0.000608004 | val_loss: 0.000649913 | Time: 3079.87 ms [2020-12-06 00:24:42 main:581] : INFO : Epoch 535 | loss: 0.00252567 | val_loss: 0.00892198 | Time: 3150.55 ms [2020-12-06 00:24:45 main:581] : INFO : Epoch 536 | loss: 0.0117323 | val_loss: 0.00557546 | Time: 3153.19 ms [2020-12-06 00:24:48 main:581] : INFO : Epoch 537 | loss: 0.00487441 | val_loss: 0.00261658 | Time: 3104.1 ms [2020-12-06 00:24:51 main:581] : INFO : Epoch 538 | loss: 0.00203067 | val_loss: 0.00160449 | Time: 3115.91 ms [2020-12-06 00:24:54 main:581] : INFO : Epoch 539 | loss: 0.00141727 | val_loss: 0.00131933 | Time: 3094.18 ms [2020-12-06 00:24:57 main:581] : INFO : Epoch 540 | loss: 0.00124353 | val_loss: 0.00122249 | Time: 3135.63 ms [2020-12-06 00:25:00 main:581] : INFO : Epoch 541 | loss: 0.0011807 | val_loss: 0.00118336 | Time: 3138.46 ms [2020-12-06 00:25:03 main:581] : INFO : Epoch 542 | loss: 0.00114167 | val_loss: 0.00115282 | Time: 3095.85 ms [2020-12-06 00:25:07 main:581] : INFO : Epoch 543 | loss: 0.00111374 | val_loss: 0.00113125 | Time: 3069.04 ms [2020-12-06 00:25:10 main:581] : INFO : Epoch 544 | loss: 0.00109252 | val_loss: 0.00110769 | Time: 3086.59 ms [2020-12-06 00:25:13 main:581] : INFO : Epoch 545 | loss: 0.00107521 | val_loss: 0.00109386 | Time: 3082.53 ms [2020-12-06 00:25:16 main:581] : INFO : Epoch 546 | loss: 0.0010638 | val_loss: 0.00108419 | Time: 3099.66 ms [2020-12-06 00:25:19 main:581] : INFO : Epoch 547 | loss: 0.00105418 | val_loss: 0.00107326 | Time: 3106.47 ms [2020-12-06 00:25:22 main:581] : INFO : Epoch 548 | loss: 0.00104468 | val_loss: 0.00106468 | Time: 3104.57 ms [2020-12-06 00:25:25 main:581] : INFO : Epoch 549 | loss: 0.00103817 | val_loss: 0.00105617 | Time: 3111.58 ms [2020-12-06 00:25:28 main:581] : INFO : Epoch 550 | loss: 0.00102998 | val_loss: 0.00105012 | Time: 3127.06 ms [2020-12-06 00:25:31 main:581] : INFO : Epoch 551 | loss: 0.00102243 | val_loss: 0.00104405 | Time: 3103.67 ms [2020-12-06 00:25:34 main:581] : INFO : Epoch 552 | loss: 0.00101577 | val_loss: 0.00103673 | Time: 3109.35 ms [2020-12-06 00:25:38 main:581] : INFO : Epoch 553 | loss: 0.00100956 | val_loss: 0.00102787 | Time: 3119.32 ms [2020-12-06 00:25:41 main:581] : INFO : Epoch 554 | loss: 0.00100056 | val_loss: 0.00101936 | Time: 3090.85 ms [2020-12-06 00:25:44 main:581] : INFO : Epoch 555 | loss: 0.000992403 | val_loss: 0.00101159 | Time: 3137.37 ms [2020-12-06 00:25:47 main:581] : INFO : Epoch 556 | loss: 0.00098553 | val_loss: 0.0010069 | Time: 3099.86 ms [2020-12-06 00:25:50 main:581] : INFO : Epoch 557 | loss: 0.000979753 | val_loss: 0.000999374 | Time: 3088.46 ms [2020-12-06 00:25:53 main:581] : INFO : Epoch 558 | loss: 0.000970785 | val_loss: 0.000992229 | Time: 3142.59 ms [2020-12-06 00:25:56 main:581] : INFO : Epoch 559 | loss: 0.0010085 | val_loss: 0.000987864 | Time: 3123.7 ms [2020-12-06 00:25:59 main:581] : INFO : Epoch 560 | loss: 0.000975878 | val_loss: 0.000980323 | Time: 3095.43 ms [2020-12-06 00:26:02 main:581] : INFO : Epoch 561 | loss: 0.000954231 | val_loss: 0.000967434 | Time: 3113.96 ms [2020-12-06 00:26:06 main:581] : INFO : Epoch 562 | loss: 0.000937888 | val_loss: 0.000948813 | Time: 3110.38 ms [2020-12-06 00:26:09 main:581] : INFO : Epoch 563 | loss: 0.000908576 | val_loss: 0.00094059 | Time: 3116.84 ms [2020-12-06 00:26:12 main:581] : INFO : Epoch 564 | loss: 0.000896768 | val_loss: 0.000910102 | Time: 3138.99 ms [2020-12-06 00:26:15 main:581] : INFO : Epoch 565 | loss: 0.000880305 | val_loss: 0.000899086 | Time: 3100.88 ms [2020-12-06 00:26:18 main:581] : INFO : Epoch 566 | loss: 0.000870867 | val_loss: 0.000891507 | Time: 3082.43 ms [2020-12-06 00:26:21 main:581] : INFO : Epoch 567 | loss: 0.000865597 | val_loss: 0.00088548 | Time: 3158.93 ms [2020-12-06 00:26:24 main:581] : INFO : Epoch 568 | loss: 0.000858436 | val_loss: 0.000889276 | Time: 3078.11 ms [2020-12-06 00:26:27 main:581] : INFO : Epoch 569 | loss: 0.000861056 | val_loss: 0.000877408 | Time: 3114.25 ms [2020-12-06 00:26:31 main:581] : INFO : Epoch 570 | loss: 0.000847277 | val_loss: 0.000867173 | Time: 3150.29 ms [2020-12-06 00:26:34 main:581] : INFO : Epoch 571 | loss: 0.000845273 | val_loss: 0.000953058 | Time: 3068.44 ms [2020-12-06 00:26:37 main:581] : INFO : Epoch 572 | loss: 0.000872806 | val_loss: 0.000871711 | Time: 3145.82 ms [2020-12-06 00:26:40 main:581] : INFO : Epoch 573 | loss: 0.000848083 | val_loss: 0.00086161 | Time: 3113.94 ms [2020-12-06 00:26:43 main:581] : INFO : Epoch 574 | loss: 0.000834955 | val_loss: 0.000854548 | Time: 3090.9 ms [2020-12-06 00:26:46 main:581] : INFO : Epoch 575 | loss: 0.000828288 | val_loss: 0.000849748 | Time: 3142.15 ms [2020-12-06 00:26:49 main:581] : INFO : Epoch 576 | loss: 0.000829901 | val_loss: 0.000861711 | Time: 3103.02 ms [2020-12-06 00:26:52 main:581] : INFO : Epoch 577 | loss: 0.000853655 | val_loss: 0.000858278 | Time: 3107.45 ms [2020-12-06 00:26:55 main:581] : INFO : Epoch 578 | loss: 0.000829709 | val_loss: 0.000839786 | Time: 3116.21 ms [2020-12-06 00:26:59 main:581] : INFO : Epoch 579 | loss: 0.000815943 | val_loss: 0.000837904 | Time: 3142.81 ms [2020-12-06 00:27:02 main:581] : INFO : Epoch 580 | loss: 0.000813026 | val_loss: 0.000835243 | Time: 3100.38 ms [2020-12-06 00:27:05 main:581] : INFO : Epoch 581 | loss: 0.000811014 | val_loss: 0.00083169 | Time: 3112.32 ms [2020-12-06 00:27:08 main:581] : INFO : Epoch 582 | loss: 0.000806624 | val_loss: 0.000901618 | Time: 3134.77 ms [2020-12-06 00:27:11 main:581] : INFO : Epoch 583 | loss: 0.000868267 | val_loss: 0.000869848 | Time: 3068.97 ms [2020-12-06 00:27:14 main:581] : INFO : Epoch 584 | loss: 0.000832865 | val_loss: 0.000842181 | Time: 3174.9 ms [2020-12-06 00:27:17 main:581] : INFO : Epoch 585 | loss: 0.000813229 | val_loss: 0.000833694 | Time: 3110.65 ms [2020-12-06 00:27:20 main:581] : INFO : Epoch 586 | loss: 0.000806617 | val_loss: 0.00082612 | Time: 3087.76 ms [2020-12-06 00:27:24 main:581] : INFO : Epoch 587 | loss: 0.000801852 | val_loss: 0.000826637 | Time: 3159.39 ms [2020-12-06 00:27:27 main:581] : INFO : Epoch 588 | loss: 0.000801882 | val_loss: 0.000834743 | Time: 3064.33 ms [2020-12-06 00:27:30 main:581] : INFO : Epoch 589 | loss: 0.000804191 | val_loss: 0.000819861 | Time: 3113.65 ms [2020-12-06 00:27:33 main:581] : INFO : Epoch 590 | loss: 0.000815748 | val_loss: 0.000829942 | Time: 3136.22 ms [2020-12-06 00:27:36 main:581] : INFO : Epoch 591 | loss: 0.000802165 | val_loss: 0.000817771 | Time: 3103.29 ms [2020-12-06 00:27:39 main:581] : INFO : Epoch 592 | loss: 0.000795984 | val_loss: 0.000816765 | Time: 3120.29 ms [2020-12-06 00:27:42 main:581] : INFO : Epoch 593 | loss: 0.000790052 | val_loss: 0.000815711 | Time: 3103.26 ms [2020-12-06 00:27:45 main:581] : INFO : Epoch 594 | loss: 0.000790342 | val_loss: 0.000813033 | Time: 3102.76 ms [2020-12-06 00:27:48 main:581] : INFO : Epoch 595 | loss: 0.000786964 | val_loss: 0.000807208 | Time: 3109.62 ms [2020-12-06 00:27:51 main:581] : INFO : Epoch 596 | loss: 0.000797999 | val_loss: 0.000838843 | Time: 3135.01 ms [2020-12-06 00:27:55 main:581] : INFO : Epoch 597 | loss: 0.000791619 | val_loss: 0.000854652 | Time: 3099.05 ms [2020-12-06 00:27:58 main:581] : INFO : Epoch 598 | loss: 0.000812948 | val_loss: 0.00082431 | Time: 3110.3 ms [2020-12-06 00:28:01 main:581] : INFO : Epoch 599 | loss: 0.000791134 | val_loss: 0.000808674 | Time: 3144.8 ms [2020-12-06 00:28:04 main:581] : INFO : Epoch 600 | loss: 0.000786353 | val_loss: 0.000807733 | Time: 3057.76 ms [2020-12-06 00:28:07 main:581] : INFO : Epoch 601 | loss: 0.000783014 | val_loss: 0.000807988 | Time: 3141 ms [2020-12-06 00:28:10 main:581] : INFO : Epoch 602 | loss: 0.000782199 | val_loss: 0.000808289 | Time: 3165.02 ms [2020-12-06 00:28:13 main:581] : INFO : Epoch 603 | loss: 0.000783396 | val_loss: 0.000806696 | Time: 3067.97 ms [2020-12-06 00:28:16 main:581] : INFO : Epoch 604 | loss: 0.00106244 | val_loss: 0.000984638 | Time: 3141.43 ms [2020-12-06 00:28:20 main:581] : INFO : Epoch 605 | loss: 0.000903253 | val_loss: 0.000871312 | Time: 3100.28 ms [2020-12-06 00:28:23 main:581] : INFO : Epoch 606 | loss: 0.00082723 | val_loss: 0.000835947 | Time: 3128.54 ms [2020-12-06 00:28:26 main:581] : INFO : Epoch 607 | loss: 0.00080661 | val_loss: 0.000825558 | Time: 3164.06 ms [2020-12-06 00:28:29 main:581] : INFO : Epoch 608 | loss: 0.000796513 | val_loss: 0.000815923 | Time: 3086.88 ms [2020-12-06 00:28:32 main:581] : INFO : Epoch 609 | loss: 0.000790076 | val_loss: 0.000813614 | Time: 3118.21 ms [2020-12-06 00:28:35 main:581] : INFO : Epoch 610 | loss: 0.000786047 | val_loss: 0.000807536 | Time: 3102.31 ms [2020-12-06 00:28:38 main:581] : INFO : Epoch 611 | loss: 0.000782773 | val_loss: 0.000804671 | Time: 3126.47 ms [2020-12-06 00:28:41 main:581] : INFO : Epoch 612 | loss: 0.00077979 | val_loss: 0.000800775 | Time: 3108.26 ms [2020-12-06 00:28:44 main:581] : INFO : Epoch 613 | loss: 0.00077737 | val_loss: 0.000801753 | Time: 3086.51 ms [2020-12-06 00:28:48 main:581] : INFO : Epoch 614 | loss: 0.000777929 | val_loss: 0.000808712 | Time: 3102.23 ms [2020-12-06 00:28:51 main:581] : INFO : Epoch 615 | loss: 0.000804278 | val_loss: 0.000822447 | Time: 3104.23 ms [2020-12-06 00:28:54 main:581] : INFO : Epoch 616 | loss: 0.000782087 | val_loss: 0.000799119 | Time: 3160.03 ms [2020-12-06 00:28:57 main:581] : INFO : Epoch 617 | loss: 0.000772186 | val_loss: 0.000794953 | Time: 3097.22 ms [2020-12-06 00:29:00 main:581] : INFO : Epoch 618 | loss: 0.000764612 | val_loss: 0.000776744 | Time: 3105.42 ms [2020-12-06 00:29:03 main:581] : INFO : Epoch 619 | loss: 0.000758529 | val_loss: 0.000776834 | Time: 3138.73 ms [2020-12-06 00:29:06 main:581] : INFO : Epoch 620 | loss: 0.000764384 | val_loss: 0.000785317 | Time: 3100.67 ms [2020-12-06 00:29:09 main:581] : INFO : Epoch 621 | loss: 0.000757945 | val_loss: 0.000774125 | Time: 3127.73 ms [2020-12-06 00:29:13 main:581] : INFO : Epoch 622 | loss: 0.000768413 | val_loss: 0.000804265 | Time: 3128.51 ms [2020-12-06 00:29:16 main:581] : INFO : Epoch 623 | loss: 0.00077362 | val_loss: 0.000773986 | Time: 3062.35 ms [2020-12-06 00:29:19 main:581] : INFO : Epoch 624 | loss: 0.000755291 | val_loss: 0.000775769 | Time: 3141.17 ms [2020-12-06 00:29:22 main:581] : INFO : Epoch 625 | loss: 0.00075683 | val_loss: 0.000786675 | Time: 3134.56 ms [2020-12-06 00:29:25 main:581] : INFO : Epoch 626 | loss: 0.000760609 | val_loss: 0.000784975 | Time: 3108.9 ms [2020-12-06 00:29:28 main:581] : INFO : Epoch 627 | loss: 0.000755317 | val_loss: 0.000770457 | Time: 3108.75 ms [2020-12-06 00:29:31 main:581] : INFO : Epoch 628 | loss: 0.000749439 | val_loss: 0.000765968 | Time: 3080.1 ms [2020-12-06 00:29:34 main:581] : INFO : Epoch 629 | loss: 0.000950266 | val_loss: 0.00102551 | Time: 3147.49 ms [2020-12-06 00:29:37 main:581] : INFO : Epoch 630 | loss: 0.000904466 | val_loss: 0.000853401 | Time: 3138.35 ms [2020-12-06 00:29:41 main:581] : INFO : Epoch 631 | loss: 0.000802773 | val_loss: 0.000797152 | Time: 3098.92 ms [2020-12-06 00:29:44 main:581] : INFO : Epoch 632 | loss: 0.000769796 | val_loss: 0.000780426 | Time: 3091.96 ms [2020-12-06 00:29:47 main:581] : INFO : Epoch 633 | loss: 0.000755855 | val_loss: 0.000768258 | Time: 3113.68 ms [2020-12-06 00:29:50 main:581] : INFO : Epoch 634 | loss: 0.000748755 | val_loss: 0.000764708 | Time: 3162.12 ms [2020-12-06 00:29:53 main:581] : INFO : Epoch 635 | loss: 0.000775234 | val_loss: 0.000790285 | Time: 3089.42 ms [2020-12-06 00:29:56 main:581] : INFO : Epoch 636 | loss: 0.000769389 | val_loss: 0.000785215 | Time: 3126.17 ms [2020-12-06 00:29:59 main:581] : INFO : Epoch 637 | loss: 0.00075808 | val_loss: 0.000775113 | Time: 3086.94 ms [2020-12-06 00:30:02 main:581] : INFO : Epoch 638 | loss: 0.000751209 | val_loss: 0.000770571 | Time: 3106.57 ms [2020-12-06 00:30:06 main:581] : INFO : Epoch 639 | loss: 0.000750702 | val_loss: 0.000758644 | Time: 3205.09 ms [2020-12-06 00:30:09 main:581] : INFO : Epoch 640 | loss: 0.00074399 | val_loss: 0.000762491 | Time: 3078.74 ms [2020-12-06 00:30:12 main:581] : INFO : Epoch 641 | loss: 0.000739718 | val_loss: 0.000754472 | Time: 3072.96 ms [2020-12-06 00:30:15 main:581] : INFO : Epoch 642 | loss: 0.000746225 | val_loss: 0.00079182 | Time: 3140.42 ms [2020-12-06 00:30:18 main:581] : INFO : Epoch 643 | loss: 0.000781819 | val_loss: 0.000757413 | Time: 3120.83 ms [2020-12-06 00:30:21 main:581] : INFO : Epoch 644 | loss: 0.000743179 | val_loss: 0.000750606 | Time: 3166.7 ms [2020-12-06 00:30:24 main:581] : INFO : Epoch 645 | loss: 0.000930274 | val_loss: 0.000929395 | Time: 3080.24 ms [2020-12-06 00:30:27 main:581] : INFO : Epoch 646 | loss: 0.0008413 | val_loss: 0.000810818 | Time: 3089.07 ms [2020-12-06 00:30:30 main:581] : INFO : Epoch 647 | loss: 0.000769183 | val_loss: 0.000773244 | Time: 3153.29 ms [2020-12-06 00:30:34 main:581] : INFO : Epoch 648 | loss: 0.000746274 | val_loss: 0.000757812 | Time: 3124.43 ms [2020-12-06 00:30:37 main:581] : INFO : Epoch 649 | loss: 0.000736775 | val_loss: 0.000750889 | Time: 3093.14 ms [2020-12-06 00:30:40 main:581] : INFO : Epoch 650 | loss: 0.000731524 | val_loss: 0.000745612 | Time: 3113.88 ms [2020-12-06 00:30:43 main:581] : INFO : Epoch 651 | loss: 0.000728031 | val_loss: 0.000744211 | Time: 3119.75 ms [2020-12-06 00:30:46 main:581] : INFO : Epoch 652 | loss: 0.000725209 | val_loss: 0.000740567 | Time: 3116.29 ms [2020-12-06 00:30:49 main:581] : INFO : Epoch 653 | loss: 0.000724611 | val_loss: 0.000754655 | Time: 3177.31 ms [2020-12-06 00:30:52 main:581] : INFO : Epoch 654 | loss: 0.000756 | val_loss: 0.000767423 | Time: 3078.9 ms [2020-12-06 00:30:55 main:581] : INFO : Epoch 655 | loss: 0.000733342 | val_loss: 0.000740582 | Time: 3063.91 ms [2020-12-06 00:30:58 main:581] : INFO : Epoch 656 | loss: 0.000718893 | val_loss: 0.000731369 | Time: 3153.6 ms [2020-12-06 00:31:02 main:581] : INFO : Epoch 657 | loss: 0.000715242 | val_loss: 0.00073409 | Time: 3142.53 ms [2020-12-06 00:31:05 main:581] : INFO : Epoch 658 | loss: 0.000713453 | val_loss: 0.000732844 | Time: 3106.17 ms [2020-12-06 00:31:08 main:581] : INFO : Epoch 659 | loss: 0.000778459 | val_loss: 0.00121862 | Time: 3079.01 ms [2020-12-06 00:31:11 main:581] : INFO : Epoch 660 | loss: 0.000889 | val_loss: 0.000809294 | Time: 3139.9 ms [2020-12-06 00:31:14 main:581] : INFO : Epoch 661 | loss: 0.000761841 | val_loss: 0.000750217 | Time: 3130.68 ms [2020-12-06 00:31:17 main:581] : INFO : Epoch 662 | loss: 0.000722728 | val_loss: 0.000731266 | Time: 3110.5 ms [2020-12-06 00:31:20 main:581] : INFO : Epoch 663 | loss: 0.000709473 | val_loss: 0.000724629 | Time: 3120.58 ms [2020-12-06 00:31:23 main:581] : INFO : Epoch 664 | loss: 0.000706013 | val_loss: 0.000720734 | Time: 3088.89 ms [2020-12-06 00:31:27 main:581] : INFO : Epoch 665 | loss: 0.000702239 | val_loss: 0.000714413 | Time: 3126.97 ms [2020-12-06 00:31:30 main:581] : INFO : Epoch 666 | loss: 0.000699144 | val_loss: 0.000714197 | Time: 3162.43 ms [2020-12-06 00:31:33 main:581] : INFO : Epoch 667 | loss: 0.00070162 | val_loss: 0.000741747 | Time: 3102.48 ms [2020-12-06 00:31:36 main:581] : INFO : Epoch 668 | loss: 0.000726434 | val_loss: 0.000717925 | Time: 3079.11 ms [2020-12-06 00:31:39 main:581] : INFO : Epoch 669 | loss: 0.000700627 | val_loss: 0.000712912 | Time: 3105.42 ms [2020-12-06 00:31:42 main:581] : INFO : Epoch 670 | loss: 0.000698126 | val_loss: 0.00071891 | Time: 3177.73 ms [2020-12-06 00:31:45 main:581] : INFO : Epoch 671 | loss: 0.00145416 | val_loss: 0.00160812 | Time: 3131.79 ms [2020-12-06 00:31:48 main:581] : INFO : Epoch 672 | loss: 0.00376887 | val_loss: 0.00212661 | Time: 3074.23 ms [2020-12-06 00:31:51 main:581] : INFO : Epoch 673 | loss: 0.00177305 | val_loss: 0.00143068 | Time: 3082 ms [2020-12-06 00:31:55 main:581] : INFO : Epoch 674 | loss: 0.00116151 | val_loss: 0.000942126 | Time: 3115.59 ms [2020-12-06 00:31:58 main:581] : INFO : Epoch 675 | loss: 0.000849197 | val_loss: 0.000817608 | Time: 3171.64 ms [2020-12-06 00:32:01 main:581] : INFO : Epoch 676 | loss: 0.000789009 | val_loss: 0.000791085 | Time: 3097 ms [2020-12-06 00:32:04 main:581] : INFO : Epoch 677 | loss: 0.000770531 | val_loss: 0.000779839 | Time: 3081.84 ms [2020-12-06 00:32:07 main:581] : INFO : Epoch 678 | loss: 0.000760692 | val_loss: 0.000772885 | Time: 3105.78 ms [2020-12-06 00:32:10 main:581] : INFO : Epoch 679 | loss: 0.000753158 | val_loss: 0.00076662 | Time: 3113.69 ms [2020-12-06 00:32:13 main:581] : INFO : Epoch 680 | loss: 0.000746564 | val_loss: 0.000760116 | Time: 3183.65 ms [2020-12-06 00:32:16 main:581] : INFO : Epoch 681 | loss: 0.000741769 | val_loss: 0.000755942 | Time: 3072.3 ms [2020-12-06 00:32:19 main:581] : INFO : Epoch 682 | loss: 0.000736831 | val_loss: 0.000750685 | Time: 3079.68 ms [2020-12-06 00:32:23 main:581] : INFO : Epoch 683 | loss: 0.000731809 | val_loss: 0.000745928 | Time: 3139.75 ms [2020-12-06 00:32:26 main:581] : INFO : Epoch 684 | loss: 0.000728038 | val_loss: 0.000744426 | Time: 3144.37 ms [2020-12-06 00:32:29 main:581] : INFO : Epoch 685 | loss: 0.00072532 | val_loss: 0.000740118 | Time: 3135.92 ms [2020-12-06 00:32:32 main:581] : INFO : Epoch 686 | loss: 0.000720572 | val_loss: 0.000735016 | Time: 3085.46 ms [2020-12-06 00:32:35 main:581] : INFO : Epoch 687 | loss: 0.00071716 | val_loss: 0.0007302 | Time: 3114.96 ms [2020-12-06 00:32:38 main:581] : INFO : Epoch 688 | loss: 0.000713916 | val_loss: 0.000728164 | Time: 3139.74 ms [2020-12-06 00:32:41 main:581] : INFO : Epoch 689 | loss: 0.000712962 | val_loss: 0.00072548 | Time: 3131.25 ms [2020-12-06 00:32:44 main:581] : INFO : Epoch 690 | loss: 0.00071163 | val_loss: 0.00074081 | Time: 3098.24 ms [2020-12-06 00:32:48 main:581] : INFO : Epoch 691 | loss: 0.000732185 | val_loss: 0.000729658 | Time: 3092.62 ms [2020-12-06 00:32:51 main:581] : INFO : Epoch 692 | loss: 0.000709369 | val_loss: 0.000722511 | Time: 3106.01 ms [2020-12-06 00:32:54 main:581] : INFO : Epoch 693 | loss: 0.000705544 | val_loss: 0.000719526 | Time: 3150.17 ms [2020-12-06 00:32:57 main:581] : INFO : Epoch 694 | loss: 0.000703091 | val_loss: 0.000716732 | Time: 3125.13 ms [2020-12-06 00:33:00 main:581] : INFO : Epoch 695 | loss: 0.000701091 | val_loss: 0.00071646 | Time: 3084.87 ms [2020-12-06 00:33:03 main:581] : INFO : Epoch 696 | loss: 0.000711802 | val_loss: 0.000744165 | Time: 3078.98 ms [2020-12-06 00:33:06 main:581] : INFO : Epoch 697 | loss: 0.000710846 | val_loss: 0.000717392 | Time: 3197.83 ms [2020-12-06 00:33:09 main:581] : INFO : Epoch 698 | loss: 0.000703843 | val_loss: 0.00071576 | Time: 3153.72 ms [2020-12-06 00:33:13 main:581] : INFO : Epoch 699 | loss: 0.00070033 | val_loss: 0.000717215 | Time: 3082.19 ms [2020-12-06 00:33:16 main:581] : INFO : Epoch 700 | loss: 0.000698309 | val_loss: 0.000716575 | Time: 3096.55 ms [2020-12-06 00:33:19 main:581] : INFO : Epoch 701 | loss: 0.00069956 | val_loss: 0.000717351 | Time: 3091.88 ms [2020-12-06 00:33:22 main:581] : INFO : Epoch 702 | loss: 0.000698269 | val_loss: 0.000713242 | Time: 3162.27 ms [2020-12-06 00:33:25 main:581] : INFO : Epoch 703 | loss: 0.000694721 | val_loss: 0.000707129 | Time: 3166.59 ms [2020-12-06 00:33:28 main:581] : INFO : Epoch 704 | loss: 0.000692379 | val_loss: 0.000713369 | Time: 3081.27 ms [2020-12-06 00:33:31 main:581] : INFO : Epoch 705 | loss: 0.000739105 | val_loss: 0.000784493 | Time: 3114.49 ms [2020-12-06 00:33:34 main:581] : INFO : Epoch 706 | loss: 0.00118393 | val_loss: 0.000943116 | Time: 3105.97 ms [2020-12-06 00:33:37 main:581] : INFO : Epoch 707 | loss: 0.000805501 | val_loss: 0.000746567 | Time: 3135.02 ms [2020-12-06 00:33:41 main:581] : INFO : Epoch 708 | loss: 0.000686196 | val_loss: 0.000672985 | Time: 3119.1 ms [2020-12-06 00:33:44 main:581] : INFO : Epoch 709 | loss: 0.000641936 | val_loss: 0.00065171 | Time: 3082.96 ms [2020-12-06 00:33:47 main:581] : INFO : Epoch 710 | loss: 0.000624296 | val_loss: 0.000632563 | Time: 3095.82 ms [2020-12-06 00:33:50 main:581] : INFO : Epoch 711 | loss: 0.000597866 | val_loss: 0.000605775 | Time: 3131.97 ms [2020-12-06 00:33:53 main:581] : INFO : Epoch 712 | loss: 0.000585062 | val_loss: 0.000598737 | Time: 3174.93 ms [2020-12-06 00:33:56 main:581] : INFO : Epoch 713 | loss: 0.000579256 | val_loss: 0.000593911 | Time: 3076.46 ms [2020-12-06 00:33:59 main:581] : INFO : Epoch 714 | loss: 0.000575427 | val_loss: 0.000590886 | Time: 3113.95 ms [2020-12-06 00:34:02 main:581] : INFO : Epoch 715 | loss: 0.000572504 | val_loss: 0.000588763 | Time: 3182.61 ms [2020-12-06 00:34:06 main:581] : INFO : Epoch 716 | loss: 0.00057154 | val_loss: 0.000587229 | Time: 3066.92 ms [2020-12-06 00:34:09 main:581] : INFO : Epoch 717 | loss: 0.000568834 | val_loss: 0.000584819 | Time: 3137.77 ms [2020-12-06 00:34:12 main:581] : INFO : Epoch 718 | loss: 0.000567089 | val_loss: 0.000583594 | Time: 3090.17 ms [2020-12-06 00:34:15 main:581] : INFO : Epoch 719 | loss: 0.000566005 | val_loss: 0.000583832 | Time: 3104.78 ms [2020-12-06 00:34:18 main:581] : INFO : Epoch 720 | loss: 0.000565671 | val_loss: 0.000581776 | Time: 3181.08 ms [2020-12-06 00:34:21 main:581] : INFO : Epoch 721 | loss: 0.000564692 | val_loss: 0.000584924 | Time: 3093.66 ms [2020-12-06 00:34:24 main:581] : INFO : Epoch 722 | loss: 0.000564096 | val_loss: 0.000578308 | Time: 3089.59 ms [2020-12-06 00:34:27 main:581] : INFO : Epoch 723 | loss: 0.000561729 | val_loss: 0.000589307 | Time: 3088.12 ms [2020-12-06 00:34:30 main:581] : INFO : Epoch 724 | loss: 0.000595937 | val_loss: 0.000611646 | Time: 3131.84 ms [2020-12-06 00:34:34 main:581] : INFO : Epoch 725 | loss: 0.00056891 | val_loss: 0.000578864 | Time: 3157.44 ms [2020-12-06 00:34:37 main:581] : INFO : Epoch 726 | loss: 0.000559802 | val_loss: 0.000577731 | Time: 3096.72 ms [2020-12-06 00:34:40 main:581] : INFO : Epoch 727 | loss: 0.000558535 | val_loss: 0.000576332 | Time: 3090.05 ms [2020-12-06 00:34:43 main:581] : INFO : Epoch 728 | loss: 0.000557484 | val_loss: 0.000575375 | Time: 3092.27 ms [2020-12-06 00:34:46 main:581] : INFO : Epoch 729 | loss: 0.000557464 | val_loss: 0.000574587 | Time: 3209.91 ms [2020-12-06 00:34:49 main:581] : INFO : Epoch 730 | loss: 0.000556268 | val_loss: 0.000575122 | Time: 3108.21 ms [2020-12-06 00:34:52 main:581] : INFO : Epoch 731 | loss: 0.000592032 | val_loss: 0.000637319 | Time: 3080.07 ms [2020-12-06 00:34:55 main:581] : INFO : Epoch 732 | loss: 0.000573685 | val_loss: 0.00057835 | Time: 3130.22 ms [2020-12-06 00:34:58 main:581] : INFO : Epoch 733 | loss: 0.000558909 | val_loss: 0.00057308 | Time: 3069.3 ms [2020-12-06 00:35:02 main:581] : INFO : Epoch 734 | loss: 0.000555028 | val_loss: 0.000571683 | Time: 3188.19 ms [2020-12-06 00:35:05 main:581] : INFO : Epoch 735 | loss: 0.000553551 | val_loss: 0.000570153 | Time: 3140.48 ms [2020-12-06 00:35:08 main:581] : INFO : Epoch 736 | loss: 0.000553905 | val_loss: 0.000580124 | Time: 3065.71 ms [2020-12-06 00:35:11 main:581] : INFO : Epoch 737 | loss: 0.000569288 | val_loss: 0.000577254 | Time: 3148.98 ms [2020-12-06 00:35:14 main:581] : INFO : Epoch 738 | loss: 0.000558327 | val_loss: 0.000569893 | Time: 3089.72 ms [2020-12-06 00:35:17 main:581] : INFO : Epoch 739 | loss: 0.000552645 | val_loss: 0.000575822 | Time: 3130.83 ms [2020-12-06 00:35:20 main:581] : INFO : Epoch 740 | loss: 0.000554651 | val_loss: 0.000569123 | Time: 3126.32 ms [2020-12-06 00:35:23 main:581] : INFO : Epoch 741 | loss: 0.000551424 | val_loss: 0.000567663 | Time: 3092.96 ms [2020-12-06 00:35:27 main:581] : INFO : Epoch 742 | loss: 0.000550731 | val_loss: 0.000569181 | Time: 3108.24 ms [2020-12-06 00:35:30 main:581] : INFO : Epoch 743 | loss: 0.000586208 | val_loss: 0.000570736 | Time: 3099.78 ms [2020-12-06 00:35:33 main:581] : INFO : Epoch 744 | loss: 0.00056276 | val_loss: 0.000569896 | Time: 3132.29 ms [2020-12-06 00:35:36 main:581] : INFO : Epoch 745 | loss: 0.000550469 | val_loss: 0.000567227 | Time: 3075.39 ms [2020-12-06 00:35:39 main:581] : INFO : Epoch 746 | loss: 0.000549793 | val_loss: 0.00056603 | Time: 3139.48 ms [2020-12-06 00:35:42 main:581] : INFO : Epoch 747 | loss: 0.00054953 | val_loss: 0.000568279 | Time: 3155.96 ms [2020-12-06 00:35:45 main:581] : INFO : Epoch 748 | loss: 0.000550507 | val_loss: 0.000565238 | Time: 3089.63 ms [2020-12-06 00:35:48 main:581] : INFO : Epoch 749 | loss: 0.000548304 | val_loss: 0.00057298 | Time: 3123.56 ms [2020-12-06 00:35:51 main:581] : INFO : Epoch 750 | loss: 0.000582287 | val_loss: 0.000576119 | Time: 3062.7 ms [2020-12-06 00:35:55 main:581] : INFO : Epoch 751 | loss: 0.000557614 | val_loss: 0.000563973 | Time: 3160.7 ms [2020-12-06 00:35:58 main:581] : INFO : Epoch 752 | loss: 0.000548075 | val_loss: 0.000563976 | Time: 3175.93 ms [2020-12-06 00:36:01 main:581] : INFO : Epoch 753 | loss: 0.000545713 | val_loss: 0.00056179 | Time: 3072.27 ms [2020-12-06 00:36:04 main:581] : INFO : Epoch 754 | loss: 0.000549419 | val_loss: 0.000566486 | Time: 3121.02 ms [2020-12-06 00:36:07 main:581] : INFO : Epoch 755 | loss: 0.00055021 | val_loss: 0.000569517 | Time: 3089.89 ms [2020-12-06 00:36:10 main:581] : INFO : Epoch 756 | loss: 0.000547031 | val_loss: 0.000563514 | Time: 3136.91 ms [2020-12-06 00:36:13 main:581] : INFO : Epoch 757 | loss: 0.000564795 | val_loss: 0.000647808 | Time: 3158.15 ms [2020-12-06 00:36:17 main:581] : INFO : Epoch 758 | loss: 0.000565957 | val_loss: 0.000567362 | Time: 3107.77 ms [2020-12-06 00:36:20 main:581] : INFO : Epoch 759 | loss: 0.000546722 | val_loss: 0.000563279 | Time: 3060.86 ms [2020-12-06 00:36:23 main:581] : INFO : Epoch 760 | loss: 0.000544709 | val_loss: 0.000560438 | Time: 3104.75 ms [2020-12-06 00:36:26 main:581] : INFO : Epoch 761 | loss: 0.000545335 | val_loss: 0.000562973 | Time: 3152.57 ms [2020-12-06 00:36:29 main:581] : INFO : Epoch 762 | loss: 0.000559471 | val_loss: 0.000597589 | Time: 3098.02 ms [2020-12-06 00:36:32 main:581] : INFO : Epoch 763 | loss: 0.000552707 | val_loss: 0.000568632 | Time: 3126.29 ms [2020-12-06 00:36:35 main:581] : INFO : Epoch 764 | loss: 0.000544685 | val_loss: 0.000563135 | Time: 3109.66 ms [2020-12-06 00:36:38 main:581] : INFO : Epoch 765 | loss: 0.000544922 | val_loss: 0.000560018 | Time: 3085.05 ms [2020-12-06 00:36:41 main:581] : INFO : Epoch 766 | loss: 0.000544884 | val_loss: 0.000564009 | Time: 3149.36 ms [2020-12-06 00:36:44 main:581] : INFO : Epoch 767 | loss: 0.000545893 | val_loss: 0.000585212 | Time: 3106.7 ms [2020-12-06 00:36:48 main:581] : INFO : Epoch 768 | loss: 0.000602781 | val_loss: 0.000571603 | Time: 3106.37 ms [2020-12-06 00:36:51 main:581] : INFO : Epoch 769 | loss: 0.000555273 | val_loss: 0.000566673 | Time: 3134.95 ms [2020-12-06 00:36:54 main:581] : INFO : Epoch 770 | loss: 0.000548236 | val_loss: 0.000561504 | Time: 3093.95 ms [2020-12-06 00:36:57 main:581] : INFO : Epoch 771 | loss: 0.000544073 | val_loss: 0.00055932 | Time: 3116.7 ms [2020-12-06 00:37:00 main:581] : INFO : Epoch 772 | loss: 0.000542781 | val_loss: 0.000561158 | Time: 3132.62 ms [2020-12-06 00:37:03 main:581] : INFO : Epoch 773 | loss: 0.000542405 | val_loss: 0.000558935 | Time: 3093.26 ms [2020-12-06 00:37:06 main:581] : INFO : Epoch 774 | loss: 0.000543599 | val_loss: 0.000560646 | Time: 3140.22 ms [2020-12-06 00:37:09 main:581] : INFO : Epoch 775 | loss: 0.000544991 | val_loss: 0.000559582 | Time: 3147.58 ms [2020-12-06 00:37:13 main:581] : INFO : Epoch 776 | loss: 0.000546277 | val_loss: 0.00056976 | Time: 3061.65 ms [2020-12-06 00:37:16 main:581] : INFO : Epoch 777 | loss: 0.000553947 | val_loss: 0.000571766 | Time: 3129.51 ms [2020-12-06 00:37:19 main:581] : INFO : Epoch 778 | loss: 0.000547973 | val_loss: 0.000559762 | Time: 3146.6 ms [2020-12-06 00:37:22 main:581] : INFO : Epoch 779 | loss: 0.000541545 | val_loss: 0.000557215 | Time: 3107.82 ms [2020-12-06 00:37:25 main:581] : INFO : Epoch 780 | loss: 0.000557545 | val_loss: 0.000607924 | Time: 3138.48 ms [2020-12-06 00:37:28 main:581] : INFO : Epoch 781 | loss: 0.000553681 | val_loss: 0.00056083 | Time: 3102.85 ms [2020-12-06 00:37:31 main:581] : INFO : Epoch 782 | loss: 0.000540177 | val_loss: 0.000557805 | Time: 3092.74 ms [2020-12-06 00:37:34 main:581] : INFO : Epoch 783 | loss: 0.000541961 | val_loss: 0.000556537 | Time: 3145.58 ms [2020-12-06 00:37:38 main:581] : INFO : Epoch 784 | loss: 0.000540842 | val_loss: 0.000561988 | Time: 3135.72 ms [2020-12-06 00:37:41 main:581] : INFO : Epoch 785 | loss: 0.000542574 | val_loss: 0.000561918 | Time: 3085.13 ms [2020-12-06 00:37:44 main:581] : INFO : Epoch 786 | loss: 0.000544279 | val_loss: 0.000575583 | Time: 3124.52 ms [2020-12-06 00:37:47 main:581] : INFO : Epoch 787 | loss: 0.000560223 | val_loss: 0.000574958 | Time: 3080.76 ms [2020-12-06 00:37:50 main:581] : INFO : Epoch 788 | loss: 0.000547137 | val_loss: 0.000557679 | Time: 3113.71 ms [2020-12-06 00:37:53 main:581] : INFO : Epoch 789 | loss: 0.000545758 | val_loss: 0.000558861 | Time: 3155.37 ms [2020-12-06 00:37:56 main:581] : INFO : Epoch 790 | loss: 0.000541296 | val_loss: 0.000555376 | Time: 3104.06 ms [2020-12-06 00:37:59 main:581] : INFO : Epoch 791 | loss: 0.000540779 | val_loss: 0.000560515 | Time: 3091.24 ms [2020-12-06 00:38:02 main:581] : INFO : Epoch 792 | loss: 0.000555542 | val_loss: 0.000580999 | Time: 3156.67 ms [2020-12-06 00:38:06 main:581] : INFO : Epoch 793 | loss: 0.000552105 | val_loss: 0.000568299 | Time: 3085.07 ms [2020-12-06 00:38:09 main:581] : INFO : Epoch 794 | loss: 0.000541975 | val_loss: 0.000555792 | Time: 3105.56 ms [2020-12-06 00:38:12 main:581] : INFO : Epoch 795 | loss: 0.000541028 | val_loss: 0.000561036 | Time: 3154.53 ms [2020-12-06 00:38:15 main:581] : INFO : Epoch 796 | loss: 0.000541713 | val_loss: 0.000558481 | Time: 3084.83 ms [2020-12-06 00:38:18 main:581] : INFO : Epoch 797 | loss: 0.00055831 | val_loss: 0.000557999 | Time: 3123.23 ms [2020-12-06 00:38:21 main:581] : INFO : Epoch 798 | loss: 0.000557446 | val_loss: 0.000566992 | Time: 3108.87 ms [2020-12-06 00:38:24 main:581] : INFO : Epoch 799 | loss: 0.000543587 | val_loss: 0.000555823 | Time: 3117.3 ms [2020-12-06 00:38:27 main:581] : INFO : Epoch 800 | loss: 0.00053846 | val_loss: 0.000554242 | Time: 3141.68 ms [2020-12-06 00:38:30 main:581] : INFO : Epoch 801 | loss: 0.00053691 | val_loss: 0.000555698 | Time: 3091.39 ms [2020-12-06 00:38:34 main:581] : INFO : Epoch 802 | loss: 0.000546861 | val_loss: 0.00056223 | Time: 3079.29 ms [2020-12-06 00:38:37 main:581] : INFO : Epoch 803 | loss: 0.000546228 | val_loss: 0.000571285 | Time: 3126.64 ms [2020-12-06 00:38:40 main:581] : INFO : Epoch 804 | loss: 0.000543564 | val_loss: 0.000558062 | Time: 3118.98 ms [2020-12-06 00:38:43 main:581] : INFO : Epoch 805 | loss: 0.000538159 | val_loss: 0.000554911 | Time: 3095.09 ms [2020-12-06 00:38:46 main:581] : INFO : Epoch 806 | loss: 0.00053799 | val_loss: 0.000555665 | Time: 3143.26 ms [2020-12-06 00:38:49 main:581] : INFO : Epoch 807 | loss: 0.000554224 | val_loss: 0.00058627 | Time: 3116 ms [2020-12-06 00:38:52 main:581] : INFO : Epoch 808 | loss: 0.000550024 | val_loss: 0.00055959 | Time: 3081.18 ms [2020-12-06 00:38:55 main:581] : INFO : Epoch 809 | loss: 0.000540761 | val_loss: 0.000557157 | Time: 3142.17 ms [2020-12-06 00:38:58 main:581] : INFO : Epoch 810 | loss: 0.000538616 | val_loss: 0.000552668 | Time: 3103.92 ms [2020-12-06 00:39:02 main:581] : INFO : Epoch 811 | loss: 0.000983257 | val_loss: 0.0017625 | Time: 3107.89 ms [2020-12-06 00:39:05 main:581] : INFO : Epoch 812 | loss: 0.00183267 | val_loss: 0.0013253 | Time: 3155.44 ms [2020-12-06 00:39:08 main:581] : INFO : Epoch 813 | loss: 0.00104681 | val_loss: 0.000844716 | Time: 3073.88 ms [2020-12-06 00:39:11 main:581] : INFO : Epoch 814 | loss: 0.000757319 | val_loss: 0.000725633 | Time: 3122.53 ms [2020-12-06 00:39:14 main:581] : INFO : Epoch 815 | loss: 0.000672053 | val_loss: 0.000668453 | Time: 3116.7 ms [2020-12-06 00:39:17 main:581] : INFO : Epoch 816 | loss: 0.000638732 | val_loss: 0.000649208 | Time: 3108.85 ms [2020-12-06 00:39:20 main:581] : INFO : Epoch 817 | loss: 0.000614134 | val_loss: 0.000614831 | Time: 3122.19 ms [2020-12-06 00:39:23 main:581] : INFO : Epoch 818 | loss: 0.000591645 | val_loss: 0.000607483 | Time: 3100.11 ms [2020-12-06 00:39:26 main:581] : INFO : Epoch 819 | loss: 0.000578125 | val_loss: 0.000587903 | Time: 3091.52 ms [2020-12-06 00:39:30 main:581] : INFO : Epoch 820 | loss: 0.000566504 | val_loss: 0.000576495 | Time: 3135.37 ms [2020-12-06 00:39:33 main:581] : INFO : Epoch 821 | loss: 0.000554885 | val_loss: 0.000568205 | Time: 3126.69 ms [2020-12-06 00:39:36 main:581] : INFO : Epoch 822 | loss: 0.000549352 | val_loss: 0.000565195 | Time: 3096.1 ms [2020-12-06 00:39:39 main:581] : INFO : Epoch 823 | loss: 0.000547162 | val_loss: 0.000563301 | Time: 3126.8 ms [2020-12-06 00:39:42 main:581] : INFO : Epoch 824 | loss: 0.000545492 | val_loss: 0.000563157 | Time: 3103.71 ms [2020-12-06 00:39:45 main:581] : INFO : Epoch 825 | loss: 0.000545073 | val_loss: 0.000559769 | Time: 3102.3 ms [2020-12-06 00:39:48 main:581] : INFO : Epoch 826 | loss: 0.000541731 | val_loss: 0.000556976 | Time: 3133.72 ms [2020-12-06 00:39:51 main:581] : INFO : Epoch 827 | loss: 0.000539634 | val_loss: 0.000556896 | Time: 3122.19 ms [2020-12-06 00:39:55 main:581] : INFO : Epoch 828 | loss: 0.000539216 | val_loss: 0.000556267 | Time: 3078.74 ms [2020-12-06 00:39:58 main:581] : INFO : Epoch 829 | loss: 0.000577387 | val_loss: 0.000586768 | Time: 3109.75 ms [2020-12-06 00:40:01 main:581] : INFO : Epoch 830 | loss: 0.000552732 | val_loss: 0.000560614 | Time: 3089.09 ms [2020-12-06 00:40:04 main:581] : INFO : Epoch 831 | loss: 0.000540033 | val_loss: 0.00055313 | Time: 3138.23 ms [2020-12-06 00:40:07 main:581] : INFO : Epoch 832 | loss: 0.000535586 | val_loss: 0.000552191 | Time: 3129.42 ms [2020-12-06 00:40:10 main:581] : INFO : Epoch 833 | loss: 0.000535592 | val_loss: 0.000553941 | Time: 3106.35 ms [2020-12-06 00:40:13 main:581] : INFO : Epoch 834 | loss: 0.000534664 | val_loss: 0.000551093 | Time: 3125.55 ms [2020-12-06 00:40:16 main:581] : INFO : Epoch 835 | loss: 0.000534784 | val_loss: 0.000550473 | Time: 3093.94 ms [2020-12-06 00:40:19 main:581] : INFO : Epoch 836 | loss: 0.000541883 | val_loss: 0.00062116 | Time: 3128.99 ms [2020-12-06 00:40:23 main:581] : INFO : Epoch 837 | loss: 0.000583571 | val_loss: 0.000569941 | Time: 3100.02 ms [2020-12-06 00:40:26 main:581] : INFO : Epoch 838 | loss: 0.00054229 | val_loss: 0.000553561 | Time: 3123.07 ms [2020-12-06 00:40:29 main:581] : INFO : Epoch 839 | loss: 0.000533349 | val_loss: 0.000551339 | Time: 3146.64 ms [2020-12-06 00:40:32 main:581] : INFO : Epoch 840 | loss: 0.000531009 | val_loss: 0.000546944 | Time: 3089.97 ms [2020-12-06 00:40:35 main:581] : INFO : Epoch 841 | loss: 0.000530526 | val_loss: 0.000549306 | Time: 3123.07 ms [2020-12-06 00:40:38 main:581] : INFO : Epoch 842 | loss: 0.000536568 | val_loss: 0.000551392 | Time: 3100.36 ms [2020-12-06 00:40:41 main:581] : INFO : Epoch 843 | loss: 0.000535822 | val_loss: 0.000552261 | Time: 3128.01 ms [2020-12-06 00:40:44 main:581] : INFO : Epoch 844 | loss: 0.00053697 | val_loss: 0.000557128 | Time: 3131.54 ms [2020-12-06 00:40:47 main:581] : INFO : Epoch 845 | loss: 0.000546532 | val_loss: 0.000550828 | Time: 3076.28 ms [2020-12-06 00:40:51 main:581] : INFO : Epoch 846 | loss: 0.000537401 | val_loss: 0.000550455 | Time: 3106.53 ms [2020-12-06 00:40:54 main:581] : INFO : Epoch 847 | loss: 0.000530713 | val_loss: 0.000550559 | Time: 3104.99 ms [2020-12-06 00:40:57 main:581] : INFO : Epoch 848 | loss: 0.000533288 | val_loss: 0.000551773 | Time: 3134.91 ms [2020-12-06 00:41:00 main:581] : INFO : Epoch 849 | loss: 0.000536586 | val_loss: 0.000562809 | Time: 3129.84 ms [2020-12-06 00:41:03 main:581] : INFO : Epoch 850 | loss: 0.000543031 | val_loss: 0.000553583 | Time: 3094.7 ms [2020-12-06 00:41:06 main:581] : INFO : Epoch 851 | loss: 0.000535959 | val_loss: 0.000548888 | Time: 3130.01 ms [2020-12-06 00:41:09 main:581] : INFO : Epoch 852 | loss: 0.000533903 | val_loss: 0.00055289 | Time: 3093.39 ms [2020-12-06 00:41:12 main:581] : INFO : Epoch 853 | loss: 0.000530123 | val_loss: 0.000545543 | Time: 3145.28 ms [2020-12-06 00:41:16 main:581] : INFO : Epoch 854 | loss: 0.000530328 | val_loss: 0.000556851 | Time: 3118.16 ms [2020-12-06 00:41:19 main:581] : INFO : Epoch 855 | loss: 0.000547838 | val_loss: 0.000548275 | Time: 3104.94 ms [2020-12-06 00:41:22 main:581] : INFO : Epoch 856 | loss: 0.000530551 | val_loss: 0.000547234 | Time: 3109.4 ms [2020-12-06 00:41:25 main:581] : INFO : Epoch 857 | loss: 0.00052801 | val_loss: 0.000546275 | Time: 3097.95 ms [2020-12-06 00:41:28 main:581] : INFO : Epoch 858 | loss: 0.000529981 | val_loss: 0.000551658 | Time: 3173.33 ms [2020-12-06 00:41:31 main:581] : INFO : Epoch 859 | loss: 0.000536014 | val_loss: 0.000582842 | Time: 3103.38 ms [2020-12-06 00:41:34 main:581] : INFO : Epoch 860 | loss: 0.000580176 | val_loss: 0.000554769 | Time: 3101.75 ms [2020-12-06 00:41:37 main:581] : INFO : Epoch 861 | loss: 0.000532806 | val_loss: 0.000544803 | Time: 3134.12 ms [2020-12-06 00:41:40 main:581] : INFO : Epoch 862 | loss: 0.000526865 | val_loss: 0.000541703 | Time: 3102.25 ms [2020-12-06 00:41:44 main:581] : INFO : Epoch 863 | loss: 0.00052441 | val_loss: 0.000540637 | Time: 3122.89 ms [2020-12-06 00:41:47 main:581] : INFO : Epoch 864 | loss: 0.000525598 | val_loss: 0.000546908 | Time: 3097.66 ms [2020-12-06 00:41:50 main:581] : INFO : Epoch 865 | loss: 0.000527988 | val_loss: 0.000543832 | Time: 3126.24 ms [2020-12-06 00:41:53 main:581] : INFO : Epoch 866 | loss: 0.0005324 | val_loss: 0.000552215 | Time: 3141.89 ms [2020-12-06 00:41:56 main:581] : INFO : Epoch 867 | loss: 0.000532285 | val_loss: 0.000545638 | Time: 3095.54 ms [2020-12-06 00:41:59 main:581] : INFO : Epoch 868 | loss: 0.000526612 | val_loss: 0.000548557 | Time: 3128.72 ms [2020-12-06 00:42:02 main:581] : INFO : Epoch 869 | loss: 0.000535421 | val_loss: 0.000551554 | Time: 3088.98 ms [2020-12-06 00:42:05 main:581] : INFO : Epoch 870 | loss: 0.000530583 | val_loss: 0.000546765 | Time: 3117.98 ms [2020-12-06 00:42:09 main:581] : INFO : Epoch 871 | loss: 0.000547761 | val_loss: 0.000598618 | Time: 3147.63 ms [2020-12-06 00:42:12 main:581] : INFO : Epoch 872 | loss: 0.000543387 | val_loss: 0.000552254 | Time: 3080.2 ms [2020-12-06 00:42:15 main:581] : INFO : Epoch 873 | loss: 0.00052847 | val_loss: 0.00054775 | Time: 3099.71 ms [2020-12-06 00:42:18 main:581] : INFO : Epoch 874 | loss: 0.00052561 | val_loss: 0.000540414 | Time: 3115.78 ms [2020-12-06 00:42:21 main:581] : INFO : Epoch 875 | loss: 0.000523073 | val_loss: 0.000540289 | Time: 3149.89 ms [2020-12-06 00:42:24 main:581] : INFO : Epoch 876 | loss: 0.000524501 | val_loss: 0.000538931 | Time: 3142.31 ms [2020-12-06 00:42:27 main:581] : INFO : Epoch 877 | loss: 0.000524705 | val_loss: 0.000542409 | Time: 3090.27 ms [2020-12-06 00:42:30 main:581] : INFO : Epoch 878 | loss: 0.000533539 | val_loss: 0.000580152 | Time: 3101.23 ms [2020-12-06 00:42:33 main:581] : INFO : Epoch 879 | loss: 0.00057577 | val_loss: 0.000552915 | Time: 3119.74 ms [2020-12-06 00:42:37 main:581] : INFO : Epoch 880 | loss: 0.000544259 | val_loss: 0.000549471 | Time: 3143.09 ms [2020-12-06 00:42:40 main:581] : INFO : Epoch 881 | loss: 0.000528521 | val_loss: 0.000540997 | Time: 3100.91 ms [2020-12-06 00:42:43 main:581] : INFO : Epoch 882 | loss: 0.000524124 | val_loss: 0.000541065 | Time: 3119.49 ms [2020-12-06 00:42:46 main:581] : INFO : Epoch 883 | loss: 0.000524515 | val_loss: 0.000540888 | Time: 3087.1 ms [2020-12-06 00:42:49 main:581] : INFO : Epoch 884 | loss: 0.000523526 | val_loss: 0.000540601 | Time: 3082.54 ms [2020-12-06 00:42:52 main:581] : INFO : Epoch 885 | loss: 0.000524008 | val_loss: 0.000538492 | Time: 3175.72 ms [2020-12-06 00:42:55 main:581] : INFO : Epoch 886 | loss: 0.000525453 | val_loss: 0.000542604 | Time: 3099.6 ms [2020-12-06 00:42:58 main:581] : INFO : Epoch 887 | loss: 0.000552108 | val_loss: 0.000606512 | Time: 3076.48 ms [2020-12-06 00:43:01 main:581] : INFO : Epoch 888 | loss: 0.000544481 | val_loss: 0.000545959 | Time: 3154.96 ms [2020-12-06 00:43:05 main:581] : INFO : Epoch 889 | loss: 0.000525677 | val_loss: 0.000538355 | Time: 3096.44 ms [2020-12-06 00:43:08 main:581] : INFO : Epoch 890 | loss: 0.000522951 | val_loss: 0.000538277 | Time: 3115.36 ms [2020-12-06 00:43:11 main:581] : INFO : Epoch 891 | loss: 0.000522084 | val_loss: 0.000540216 | Time: 3106.72 ms [2020-12-06 00:43:14 main:581] : INFO : Epoch 892 | loss: 0.000526648 | val_loss: 0.000550357 | Time: 3120.45 ms [2020-12-06 00:43:17 main:581] : INFO : Epoch 893 | loss: 0.000529342 | val_loss: 0.000543403 | Time: 3160.53 ms [2020-12-06 00:43:20 main:581] : INFO : Epoch 894 | loss: 0.000526002 | val_loss: 0.000542699 | Time: 3074.26 ms [2020-12-06 00:43:23 main:581] : INFO : Epoch 895 | loss: 0.000534015 | val_loss: 0.000583283 | Time: 3121.56 ms [2020-12-06 00:43:26 main:581] : INFO : Epoch 896 | loss: 0.00054141 | val_loss: 0.000546263 | Time: 3094.59 ms [2020-12-06 00:43:29 main:581] : INFO : Epoch 897 | loss: 0.000525627 | val_loss: 0.000539523 | Time: 3095.49 ms [2020-12-06 00:43:33 main:581] : INFO : Epoch 898 | loss: 0.000525314 | val_loss: 0.000545576 | Time: 3167.34 ms [2020-12-06 00:43:36 main:581] : INFO : Epoch 899 | loss: 0.000528638 | val_loss: 0.000543149 | Time: 3101.65 ms [2020-12-06 00:43:39 main:581] : INFO : Epoch 900 | loss: 0.000528783 | val_loss: 0.000546799 | Time: 3100.83 ms [2020-12-06 00:43:42 main:581] : INFO : Epoch 901 | loss: 0.000525991 | val_loss: 0.000541852 | Time: 3069.53 ms [2020-12-06 00:43:45 main:581] : INFO : Epoch 902 | loss: 0.000539475 | val_loss: 0.00056315 | Time: 3164.14 ms [2020-12-06 00:43:48 main:581] : INFO : Epoch 903 | loss: 0.000531328 | val_loss: 0.000542583 | Time: 3153.51 ms [2020-12-06 00:43:51 main:581] : INFO : Epoch 904 | loss: 0.000528315 | val_loss: 0.000548367 | Time: 3063.87 ms [2020-12-06 00:43:54 main:581] : INFO : Epoch 905 | loss: 0.000526514 | val_loss: 0.000537362 | Time: 3138.46 ms [2020-12-06 00:43:57 main:581] : INFO : Epoch 906 | loss: 0.000522425 | val_loss: 0.0005384 | Time: 3067.25 ms [2020-12-06 00:44:01 main:581] : INFO : Epoch 907 | loss: 0.000524137 | val_loss: 0.000538757 | Time: 3138.65 ms [2020-12-06 00:44:04 main:581] : INFO : Epoch 908 | loss: 0.000538714 | val_loss: 0.000624329 | Time: 3152.47 ms [2020-12-06 00:44:07 main:581] : INFO : Epoch 909 | loss: 0.000577876 | val_loss: 0.00056524 | Time: 3072.38 ms [2020-12-06 00:44:10 main:581] : INFO : Epoch 910 | loss: 0.000541065 | val_loss: 0.000550939 | Time: 3134.08 ms [2020-12-06 00:44:13 main:581] : INFO : Epoch 911 | loss: 0.000531928 | val_loss: 0.00054491 | Time: 3089.58 ms [2020-12-06 00:44:16 main:581] : INFO : Epoch 912 | loss: 0.000527934 | val_loss: 0.00054304 | Time: 3153.23 ms [2020-12-06 00:44:19 main:581] : INFO : Epoch 913 | loss: 0.000524217 | val_loss: 0.000542251 | Time: 3119.53 ms [2020-12-06 00:44:22 main:581] : INFO : Epoch 914 | loss: 0.000523436 | val_loss: 0.000543299 | Time: 3079.12 ms [2020-12-06 00:44:26 main:581] : INFO : Epoch 915 | loss: 0.000524175 | val_loss: 0.00053868 | Time: 3086.23 ms [2020-12-06 00:44:29 main:581] : INFO : Epoch 916 | loss: 0.000529978 | val_loss: 0.000558936 | Time: 3130.04 ms [2020-12-06 00:44:32 main:581] : INFO : Epoch 917 | loss: 0.00056031 | val_loss: 0.000556682 | Time: 3145.81 ms [2020-12-06 00:44:35 main:581] : INFO : Epoch 918 | loss: 0.000526376 | val_loss: 0.000538644 | Time: 3067.69 ms [2020-12-06 00:44:38 main:581] : INFO : Epoch 919 | loss: 0.000522397 | val_loss: 0.00054415 | Time: 3136.33 ms [2020-12-06 00:44:41 main:581] : INFO : Epoch 920 | loss: 0.000523314 | val_loss: 0.000537697 | Time: 3156.26 ms [2020-12-06 00:44:44 main:581] : INFO : Epoch 921 | loss: 0.00052306 | val_loss: 0.000543501 | Time: 3088.73 ms [2020-12-06 00:44:47 main:581] : INFO : Epoch 922 | loss: 0.000525723 | val_loss: 0.000548602 | Time: 3134.27 ms [2020-12-06 00:44:50 main:581] : INFO : Epoch 923 | loss: 0.000550471 | val_loss: 0.000545692 | Time: 3083.77 ms [2020-12-06 00:44:54 main:581] : INFO : Epoch 924 | loss: 0.000524286 | val_loss: 0.000537246 | Time: 3140.6 ms [2020-12-06 00:44:57 main:581] : INFO : Epoch 925 | loss: 0.000521328 | val_loss: 0.000540003 | Time: 3152.71 ms [2020-12-06 00:45:00 main:581] : INFO : Epoch 926 | loss: 0.000523595 | val_loss: 0.000539805 | Time: 3089.86 ms [2020-12-06 00:45:03 main:581] : INFO : Epoch 927 | loss: 0.000520907 | val_loss: 0.000538334 | Time: 3107.13 ms [2020-12-06 00:45:06 main:581] : INFO : Epoch 928 | loss: 0.000525213 | val_loss: 0.000540463 | Time: 3090.45 ms [2020-12-06 00:45:09 main:581] : INFO : Epoch 929 | loss: 0.000567047 | val_loss: 0.000574582 | Time: 3135.69 ms [2020-12-06 00:45:12 main:581] : INFO : Epoch 930 | loss: 0.000545297 | val_loss: 0.000548825 | Time: 3110.96 ms [2020-12-06 00:45:15 main:581] : INFO : Epoch 931 | loss: 0.000523405 | val_loss: 0.000538206 | Time: 3112.46 ms [2020-12-06 00:45:18 main:581] : INFO : Epoch 932 | loss: 0.000519876 | val_loss: 0.000538218 | Time: 3081.76 ms [2020-12-06 00:45:22 main:581] : INFO : Epoch 933 | loss: 0.000521808 | val_loss: 0.000539547 | Time: 3116.97 ms [2020-12-06 00:45:25 main:581] : INFO : Epoch 934 | loss: 0.00052122 | val_loss: 0.000541427 | Time: 3199.08 ms [2020-12-06 00:45:28 main:581] : INFO : Epoch 935 | loss: 0.000523317 | val_loss: 0.000542627 | Time: 3079.72 ms [2020-12-06 00:45:31 main:581] : INFO : Epoch 936 | loss: 0.000521784 | val_loss: 0.000537455 | Time: 3094.73 ms [2020-12-06 00:45:34 main:581] : INFO : Epoch 937 | loss: 0.000521526 | val_loss: 0.000538595 | Time: 3141.85 ms [2020-12-06 00:45:37 main:581] : INFO : Epoch 938 | loss: 0.000521692 | val_loss: 0.000539166 | Time: 3088.78 ms [2020-12-06 00:45:40 main:581] : INFO : Epoch 939 | loss: 0.000524046 | val_loss: 0.000574155 | Time: 3155.14 ms [2020-12-06 00:45:43 main:581] : INFO : Epoch 940 | loss: 0.000565898 | val_loss: 0.000547764 | Time: 3110.25 ms [2020-12-06 00:45:47 main:581] : INFO : Epoch 941 | loss: 0.000526217 | val_loss: 0.000539793 | Time: 3086.15 ms [2020-12-06 00:45:50 main:581] : INFO : Epoch 942 | loss: 0.000520467 | val_loss: 0.000536584 | Time: 3132.99 ms [2020-12-06 00:45:53 main:581] : INFO : Epoch 943 | loss: 0.000518195 | val_loss: 0.000534378 | Time: 3124.86 ms [2020-12-06 00:45:56 main:581] : INFO : Epoch 944 | loss: 0.000518114 | val_loss: 0.000538823 | Time: 3116.38 ms [2020-12-06 00:45:59 main:581] : INFO : Epoch 945 | loss: 0.000528446 | val_loss: 0.000546018 | Time: 3081.26 ms [2020-12-06 00:46:02 main:581] : INFO : Epoch 946 | loss: 0.000528012 | val_loss: 0.000541439 | Time: 3120.86 ms [2020-12-06 00:46:05 main:581] : INFO : Epoch 947 | loss: 0.000520681 | val_loss: 0.000534939 | Time: 3132.23 ms [2020-12-06 00:46:08 main:581] : INFO : Epoch 948 | loss: 0.000523151 | val_loss: 0.000561425 | Time: 3126.45 ms [2020-12-06 00:46:11 main:581] : INFO : Epoch 949 | loss: 0.000550024 | val_loss: 0.000563271 | Time: 3073.46 ms [2020-12-06 00:46:15 main:581] : INFO : Epoch 950 | loss: 0.000526856 | val_loss: 0.000540041 | Time: 3103.25 ms [2020-12-06 00:46:18 main:581] : INFO : Epoch 951 | loss: 0.00051961 | val_loss: 0.000535691 | Time: 3144.71 ms [2020-12-06 00:46:21 main:581] : INFO : Epoch 952 | loss: 0.000518505 | val_loss: 0.000537325 | Time: 3114.06 ms [2020-12-06 00:46:24 main:581] : INFO : Epoch 953 | loss: 0.000521223 | val_loss: 0.000542191 | Time: 3111.34 ms [2020-12-06 00:46:27 main:581] : INFO : Epoch 954 | loss: 0.000527777 | val_loss: 0.000568075 | Time: 3130.16 ms [2020-12-06 00:46:30 main:581] : INFO : Epoch 955 | loss: 0.000560562 | val_loss: 0.000549825 | Time: 3069.76 ms [2020-12-06 00:46:33 main:581] : INFO : Epoch 956 | loss: 0.00052647 | val_loss: 0.000539887 | Time: 3180.54 ms [2020-12-06 00:46:36 main:581] : INFO : Epoch 957 | loss: 0.000520459 | val_loss: 0.000535681 | Time: 3136.16 ms [2020-12-06 00:46:40 main:581] : INFO : Epoch 958 | loss: 0.000518215 | val_loss: 0.000538509 | Time: 3055.82 ms [2020-12-06 00:46:43 main:581] : INFO : Epoch 959 | loss: 0.000519064 | val_loss: 0.000539646 | Time: 3146.93 ms [2020-12-06 00:46:46 main:581] : INFO : Epoch 960 | loss: 0.00053261 | val_loss: 0.000561765 | Time: 3093.94 ms [2020-12-06 00:46:49 main:581] : INFO : Epoch 961 | loss: 0.000527484 | val_loss: 0.000546876 | Time: 3153.66 ms [2020-12-06 00:46:52 main:581] : INFO : Epoch 962 | loss: 0.000524243 | val_loss: 0.000545141 | Time: 3116.05 ms [2020-12-06 00:46:55 main:581] : INFO : Epoch 963 | loss: 0.000523715 | val_loss: 0.000541348 | Time: 3079.75 ms [2020-12-06 00:46:58 main:581] : INFO : Epoch 964 | loss: 0.000519488 | val_loss: 0.000542089 | Time: 3102.91 ms [2020-12-06 00:47:01 main:581] : INFO : Epoch 965 | loss: 0.000527224 | val_loss: 0.000561527 | Time: 3119.34 ms [2020-12-06 00:47:04 main:581] : INFO : Epoch 966 | loss: 0.000530979 | val_loss: 0.000548463 | Time: 3161.24 ms [2020-12-06 00:47:08 main:581] : INFO : Epoch 967 | loss: 0.000522779 | val_loss: 0.000540813 | Time: 3086.39 ms [2020-12-06 00:47:11 main:581] : INFO : Epoch 968 | loss: 0.000522611 | val_loss: 0.000546342 | Time: 3097.33 ms [2020-12-06 00:47:14 main:581] : INFO : Epoch 969 | loss: 0.000523474 | val_loss: 0.000542295 | Time: 3110.63 ms [2020-12-06 00:47:17 main:581] : INFO : Epoch 970 | loss: 0.000544262 | val_loss: 0.000557924 | Time: 3118.58 ms [2020-12-06 00:47:20 main:581] : INFO : Epoch 971 | loss: 0.000527571 | val_loss: 0.000537333 | Time: 3180.11 ms [2020-12-06 00:47:23 main:581] : INFO : Epoch 972 | loss: 0.000519051 | val_loss: 0.00053555 | Time: 3053.85 ms [2020-12-06 00:47:26 main:581] : INFO : Epoch 973 | loss: 0.000518565 | val_loss: 0.000538768 | Time: 3117.76 ms [2020-12-06 00:47:29 main:581] : INFO : Epoch 974 | loss: 0.000526079 | val_loss: 0.000549536 | Time: 3160.86 ms [2020-12-06 00:47:33 main:581] : INFO : Epoch 975 | loss: 0.000543475 | val_loss: 0.000608272 | Time: 3094.49 ms [2020-12-06 00:47:36 main:581] : INFO : Epoch 976 | loss: 0.000542013 | val_loss: 0.00054867 | Time: 3108.88 ms [2020-12-06 00:47:39 main:581] : INFO : Epoch 977 | loss: 0.000519809 | val_loss: 0.000533656 | Time: 3090.69 ms [2020-12-06 00:47:42 main:581] : INFO : Epoch 978 | loss: 0.000517204 | val_loss: 0.000533469 | Time: 3121.88 ms [2020-12-06 00:47:45 main:581] : INFO : Epoch 979 | loss: 0.000516879 | val_loss: 0.000533322 | Time: 3143.08 ms [2020-12-06 00:47:48 main:581] : INFO : Epoch 980 | loss: 0.000517706 | val_loss: 0.000536518 | Time: 3120.74 ms [2020-12-06 00:47:51 main:581] : INFO : Epoch 981 | loss: 0.000535002 | val_loss: 0.00054924 | Time: 3075.26 ms [2020-12-06 00:47:54 main:581] : INFO : Epoch 982 | loss: 0.000524844 | val_loss: 0.000545322 | Time: 3102.85 ms [2020-12-06 00:47:57 main:581] : INFO : Epoch 983 | loss: 0.000525919 | val_loss: 0.000538132 | Time: 3194.88 ms [2020-12-06 00:48:01 main:581] : INFO : Epoch 984 | loss: 0.000519656 | val_loss: 0.000537236 | Time: 3095.24 ms [2020-12-06 00:48:04 main:581] : INFO : Epoch 985 | loss: 0.000524013 | val_loss: 0.000564425 | Time: 3126.85 ms [2020-12-06 00:48:07 main:581] : INFO : Epoch 986 | loss: 0.000537051 | val_loss: 0.000544665 | Time: 3097.18 ms [2020-12-06 00:48:10 main:581] : INFO : Epoch 987 | loss: 0.000522806 | val_loss: 0.000540992 | Time: 3086.68 ms [2020-12-06 00:48:13 main:581] : INFO : Epoch 988 | loss: 0.000518601 | val_loss: 0.000533082 | Time: 3212.42 ms [2020-12-06 00:48:16 main:581] : INFO : Epoch 989 | loss: 0.000516428 | val_loss: 0.000536379 | Time: 3108.98 ms [2020-12-06 00:48:19 main:581] : INFO : Epoch 990 | loss: 0.000522984 | val_loss: 0.000543102 | Time: 3082.31 ms [2020-12-06 00:48:22 main:581] : INFO : Epoch 991 | loss: 0.000539854 | val_loss: 0.000566418 | Time: 3134.84 ms [2020-12-06 00:48:26 main:581] : INFO : Epoch 992 | loss: 0.000527148 | val_loss: 0.00053774 | Time: 3085.77 ms [2020-12-06 00:48:29 main:581] : INFO : Epoch 993 | loss: 0.000516196 | val_loss: 0.000532516 | Time: 3174.99 ms [2020-12-06 00:48:32 main:581] : INFO : Epoch 994 | loss: 0.00272289 | val_loss: 0.00794138 | Time: 3104.41 ms [2020-12-06 00:48:35 main:581] : INFO : Epoch 995 | loss: 0.0057591 | val_loss: 0.00328445 | Time: 3074.74 ms [2020-12-06 00:48:38 main:581] : INFO : Epoch 996 | loss: 0.00242773 | val_loss: 0.00184345 | Time: 3133.38 ms [2020-12-06 00:48:41 main:581] : INFO : Epoch 997 | loss: 0.00156728 | val_loss: 0.00140351 | Time: 3150.51 ms [2020-12-06 00:48:44 main:581] : INFO : Epoch 998 | loss: 0.00123068 | val_loss: 0.00116571 | Time: 3096.05 ms [2020-12-06 00:48:47 main:581] : INFO : Epoch 999 | loss: 0.00109154 | val_loss: 0.00102718 | Time: 3100.42 ms [2020-12-06 00:48:50 main:581] : INFO : Epoch 1000 | loss: 0.000967329 | val_loss: 0.00095694 | Time: 3140.2 ms [2020-12-06 00:48:54 main:581] : INFO : Epoch 1001 | loss: 0.000925169 | val_loss: 0.000929254 | Time: 3089.71 ms [2020-12-06 00:48:57 main:581] : INFO : Epoch 1002 | loss: 0.000900728 | val_loss: 0.000907982 | Time: 3123.31 ms [2020-12-06 00:49:00 main:581] : INFO : Epoch 1003 | loss: 0.000879297 | val_loss: 0.000889201 | Time: 3098.38 ms [2020-12-06 00:49:03 main:581] : INFO : Epoch 1004 | loss: 0.00086448 | val_loss: 0.000873685 | Time: 3066.11 ms [2020-12-06 00:49:06 main:581] : INFO : Epoch 1005 | loss: 0.000852468 | val_loss: 0.000878338 | Time: 3180.22 ms [2020-12-06 00:49:09 main:581] : INFO : Epoch 1006 | loss: 0.000846914 | val_loss: 0.000857186 | Time: 3111.38 ms [2020-12-06 00:49:12 main:581] : INFO : Epoch 1007 | loss: 0.00083014 | val_loss: 0.000857311 | Time: 3102.52 ms [2020-12-06 00:49:15 main:581] : INFO : Epoch 1008 | loss: 0.00083261 | val_loss: 0.000848755 | Time: 3103.21 ms [2020-12-06 00:49:18 main:581] : INFO : Epoch 1009 | loss: 0.000822771 | val_loss: 0.000837395 | Time: 3100.81 ms [2020-12-06 00:49:22 main:581] : INFO : Epoch 1010 | loss: 0.000812685 | val_loss: 0.000827058 | Time: 3159.44 ms [2020-12-06 00:49:25 main:581] : INFO : Epoch 1011 | loss: 0.000804111 | val_loss: 0.000816675 | Time: 3124.3 ms [2020-12-06 00:49:28 main:581] : INFO : Epoch 1012 | loss: 0.000795392 | val_loss: 0.000808187 | Time: 3094.87 ms [2020-12-06 00:49:31 main:581] : INFO : Epoch 1013 | loss: 0.000785721 | val_loss: 0.000798937 | Time: 3101.93 ms [2020-12-06 00:49:34 main:581] : INFO : Epoch 1014 | loss: 0.000775836 | val_loss: 0.000789536 | Time: 3134.67 ms [2020-12-06 00:49:37 main:581] : INFO : Epoch 1015 | loss: 0.000763657 | val_loss: 0.000774505 | Time: 3125.54 ms [2020-12-06 00:49:40 main:581] : INFO : Epoch 1016 | loss: 0.000747608 | val_loss: 0.000758809 | Time: 3092.45 ms [2020-12-06 00:49:43 main:581] : INFO : Epoch 1017 | loss: 0.000727567 | val_loss: 0.00072984 | Time: 3099.31 ms [2020-12-06 00:49:46 main:581] : INFO : Epoch 1018 | loss: 0.000700914 | val_loss: 0.000713098 | Time: 3092.54 ms [2020-12-06 00:49:50 main:581] : INFO : Epoch 1019 | loss: 0.000689967 | val_loss: 0.000707083 | Time: 3122.44 ms [2020-12-06 00:49:53 main:581] : INFO : Epoch 1020 | loss: 0.000682659 | val_loss: 0.000697761 | Time: 3166.8 ms [2020-12-06 00:49:56 main:581] : INFO : Epoch 1021 | loss: 0.00067697 | val_loss: 0.000693084 | Time: 3070.15 ms [2020-12-06 00:49:59 main:581] : INFO : Epoch 1022 | loss: 0.000672837 | val_loss: 0.000689467 | Time: 3113.6 ms [2020-12-06 00:50:02 main:581] : INFO : Epoch 1023 | loss: 0.000670104 | val_loss: 0.000693389 | Time: 3136.93 ms [2020-12-06 00:50:05 main:581] : INFO : Epoch 1024 | loss: 0.000673412 | val_loss: 0.000685139 | Time: 3098.31 ms [2020-12-06 00:50:05 main:604] : INFO : Saving trained model to model-final.pt, val_loss 0.000685139 [2020-12-06 00:50:05 main:610] : INFO : Saving end state to config to file [2020-12-06 00:50:05 main:615] : INFO : Success, exiting.. 00:50:05 (4658): 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)