| Name | ParityMachine-1605454898-16061-1_0 |
| Workunit | 1454345 |
| Created | 1 Dec 2020, 1:45:59 UTC |
| Sent | 3 Dec 2020, 15:27:14 UTC |
| Report deadline | 10 Dec 2020, 15:27:14 UTC |
| Received | 7 Dec 2020, 0:14:45 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4186 |
| Run time | 40 min 5 sec |
| CPU time | 38 min 47 sec |
| Validate state | Valid |
| Credit | 2,080.00 |
| Device peak FLOPS | 7,469.70 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.63 GB |
| Peak swap size | 3.64 GB |
| Peak disk usage | 1.54 GB |
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> n:574] : INFO : Epoch 559 | loss: 0.0312464 | val_loss: 0.0312456 | Time: 2333.82 ms [2020-12-06 15:52:50 main:574] : INFO : Epoch 560 | loss: 0.0312449 | val_loss: 0.031244 | Time: 2343.44 ms [2020-12-06 15:52:52 main:574] : INFO : Epoch 561 | loss: 0.0312436 | val_loss: 0.0312452 | Time: 2346.01 ms [2020-12-06 15:52:54 main:574] : INFO : Epoch 562 | loss: 0.0312455 | val_loss: 0.0312428 | Time: 2328.16 ms [2020-12-06 15:52:57 main:574] : INFO : Epoch 563 | loss: 0.0312466 | val_loss: 0.0312495 | Time: 2311.52 ms [2020-12-06 15:52:59 main:574] : INFO : Epoch 564 | loss: 0.0312453 | val_loss: 0.0312442 | Time: 2319.82 ms [2020-12-06 15:53:01 main:574] : INFO : Epoch 565 | loss: 0.0312427 | val_loss: 0.0312429 | Time: 2329.09 ms [2020-12-06 15:53:04 main:574] : INFO : Epoch 566 | loss: 0.0312414 | val_loss: 0.0312429 | Time: 2328.91 ms [2020-12-06 15:53:06 main:574] : INFO : Epoch 567 | loss: 0.0312439 | val_loss: 0.0312437 | Time: 2326.26 ms [2020-12-06 15:53:08 main:574] : INFO : Epoch 568 | loss: 0.0312421 | val_loss: 0.0312469 | Time: 2331.82 ms [2020-12-06 15:53:11 main:574] : INFO : Epoch 569 | loss: 0.0312439 | val_loss: 0.0312474 | Time: 2333.12 ms [2020-12-06 15:53:13 main:574] : INFO : Epoch 570 | loss: 0.031244 | val_loss: 0.03126 | Time: 2338.58 ms [2020-12-06 15:53:15 main:574] : INFO : Epoch 571 | loss: 0.031249 | val_loss: 0.0312458 | Time: 2328.85 ms [2020-12-06 15:53:18 main:574] : INFO : Epoch 572 | loss: 0.0312453 | val_loss: 0.0312445 | Time: 2334.41 ms [2020-12-06 15:53:20 main:574] : INFO : Epoch 573 | loss: 0.0312458 | val_loss: 0.0312466 | Time: 2345.87 ms [2020-12-06 15:53:22 main:574] : INFO : Epoch 574 | loss: 0.031245 | val_loss: 0.0312438 | Time: 2339.66 ms [2020-12-06 15:53:25 main:574] : INFO : Epoch 575 | loss: 0.0312434 | val_loss: 0.0312432 | Time: 2327.38 ms [2020-12-06 15:53:27 main:574] : INFO : Epoch 576 | loss: 0.0312437 | val_loss: 0.0312432 | Time: 2336.7 ms [2020-12-06 15:53:30 main:574] : INFO : Epoch 577 | loss: 0.031244 | val_loss: 0.0312477 | Time: 2339.26 ms [2020-12-06 15:53:32 main:574] : INFO : Epoch 578 | loss: 0.0312451 | val_loss: 0.0312471 | Time: 2340.39 ms [2020-12-06 15:53:34 main:574] : INFO : Epoch 579 | loss: 0.0312443 | val_loss: 0.0312436 | Time: 2330.69 ms [2020-12-06 15:53:37 main:574] : INFO : Epoch 580 | loss: 0.0312445 | val_loss: 0.0312568 | Time: 2321.05 ms [2020-12-06 15:53:39 main:574] : INFO : Epoch 581 | loss: 0.0312488 | val_loss: 0.031248 | Time: 2325.77 ms [2020-12-06 15:53:41 main:574] : INFO : Epoch 582 | loss: 0.0312472 | val_loss: 0.0312455 | Time: 2328.73 ms [2020-12-06 15:53:44 main:574] : INFO : Epoch 583 | loss: 0.0312444 | val_loss: 0.0312462 | Time: 2331.95 ms [2020-12-06 15:53:46 main:574] : INFO : Epoch 584 | loss: 0.0312425 | val_loss: 0.0312447 | Time: 2326.47 ms [2020-12-06 15:53:48 main:574] : INFO : Epoch 585 | loss: 0.0312438 | val_loss: 0.0312502 | Time: 2329.49 ms [2020-12-06 15:53:51 main:574] : INFO : Epoch 586 | loss: 0.0312441 | val_loss: 0.0312452 | Time: 2337.02 ms [2020-12-06 15:53:53 main:574] : INFO : Epoch 587 | loss: 0.0312426 | val_loss: 0.0312426 | Time: 2333.43 ms [2020-12-06 15:53:55 main:574] : INFO : Epoch 588 | loss: 0.0312411 | val_loss: 0.0312425 | Time: 2329.01 ms [2020-12-06 15:53:58 main:574] : INFO : Epoch 589 | loss: 0.0312417 | val_loss: 0.0312423 | Time: 2331.02 ms [2020-12-06 15:54:00 main:574] : INFO : Epoch 590 | loss: 0.0312421 | val_loss: 0.0312458 | Time: 2325.53 ms [2020-12-06 15:54:02 main:574] : INFO : Epoch 591 | loss: 0.0312417 | val_loss: 0.0312438 | Time: 2332.67 ms [2020-12-06 15:54:05 main:574] : INFO : Epoch 592 | loss: 0.0312425 | val_loss: 0.0312456 | Time: 2341.75 ms [2020-12-06 15:54:07 main:574] : INFO : Epoch 593 | loss: 0.0312422 | val_loss: 0.0312428 | Time: 2328.01 ms [2020-12-06 15:54:09 main:574] : INFO : Epoch 594 | loss: 0.0312422 | val_loss: 0.0312421 | Time: 2323.49 ms [2020-12-06 15:54:12 main:574] : INFO : Epoch 595 | loss: 0.0312443 | val_loss: 0.0312428 | Time: 2321.22 ms [2020-12-06 15:54:14 main:574] : INFO : Epoch 596 | loss: 0.0312429 | val_loss: 0.0312428 | Time: 2327.32 ms [2020-12-06 15:54:16 main:574] : INFO : Epoch 597 | loss: 0.0312422 | val_loss: 0.031243 | Time: 2316.87 ms [2020-12-06 15:54:19 main:574] : INFO : Epoch 598 | loss: 0.0312423 | val_loss: 0.0312439 | Time: 2320.73 ms [2020-12-06 15:54:21 main:574] : INFO : Epoch 599 | loss: 0.0312431 | val_loss: 0.0312442 | Time: 2327.4 ms [2020-12-06 15:54:23 main:574] : INFO : Epoch 600 | loss: 0.0312419 | val_loss: 0.0312421 | Time: 2329.65 ms [2020-12-06 15:54:26 main:574] : INFO : Epoch 601 | loss: 0.0312416 | val_loss: 0.0312433 | Time: 2329.03 ms [2020-12-06 15:54:28 main:574] : INFO : Epoch 602 | loss: 0.0312419 | val_loss: 0.0312419 | Time: 2322.53 ms [2020-12-06 15:54:30 main:574] : INFO : Epoch 603 | loss: 0.0312455 | val_loss: 0.0312441 | Time: 2322.64 ms [2020-12-06 15:54:33 main:574] : INFO : Epoch 604 | loss: 0.0312429 | val_loss: 0.031243 | Time: 2327.26 ms [2020-12-06 15:54:35 main:574] : INFO : Epoch 605 | loss: 0.0312458 | val_loss: 0.0312453 | Time: 2324.93 ms [2020-12-06 15:54:37 main:574] : INFO : Epoch 606 | loss: 0.0312425 | val_loss: 0.0312425 | Time: 2323.62 ms [2020-12-06 15:54:40 main:574] : INFO : Epoch 607 | loss: 0.0312429 | val_loss: 0.0312453 | Time: 2325.16 ms [2020-12-06 15:54:42 main:574] : INFO : Epoch 608 | loss: 0.0312423 | val_loss: 0.0312425 | Time: 2324.31 ms [2020-12-06 15:54:44 main:574] : INFO : Epoch 609 | loss: 0.0312422 | val_loss: 0.0312423 | Time: 2319.6 ms [2020-12-06 15:54:47 main:574] : INFO : Epoch 610 | loss: 0.0312408 | val_loss: 0.0312421 | Time: 2331.84 ms [2020-12-06 15:54:49 main:574] : INFO : Epoch 611 | loss: 0.0312416 | val_loss: 0.0312446 | Time: 2324.46 ms [2020-12-06 15:54:51 main:574] : INFO : Epoch 612 | loss: 0.0312418 | val_loss: 0.0312486 | Time: 2325.12 ms [2020-12-06 15:54:54 main:574] : INFO : Epoch 613 | loss: 0.0312429 | val_loss: 0.0312421 | Time: 2321.96 ms [2020-12-06 15:54:56 main:574] : INFO : Epoch 614 | loss: 0.031242 | val_loss: 0.031242 | Time: 2325.34 ms [2020-12-06 15:54:58 main:574] : INFO : Epoch 615 | loss: 0.0312427 | val_loss: 0.0312541 | Time: 2323.3 ms [2020-12-06 15:55:01 main:574] : INFO : Epoch 616 | loss: 0.0312473 | val_loss: 0.0312445 | Time: 2327.6 ms [2020-12-06 15:55:03 main:574] : INFO : Epoch 617 | loss: 0.0312437 | val_loss: 0.0312439 | Time: 2322.41 ms [2020-12-06 15:55:05 main:574] : INFO : Epoch 618 | loss: 0.031241 | val_loss: 0.0312416 | Time: 2325.81 ms [2020-12-06 15:55:08 main:574] : INFO : Epoch 619 | loss: 0.0312409 | val_loss: 0.0312427 | Time: 2328.38 ms [2020-12-06 15:55:10 main:574] : INFO : Epoch 620 | loss: 0.0312425 | val_loss: 0.0312432 | Time: 2332.94 ms [2020-12-06 15:55:12 main:574] : INFO : Epoch 621 | loss: 0.0312415 | val_loss: 0.0312418 | Time: 2331.13 ms [2020-12-06 15:55:15 main:574] : INFO : Epoch 622 | loss: 0.0312424 | val_loss: 0.0312444 | Time: 2335.91 ms [2020-12-06 15:55:17 main:574] : INFO : Epoch 623 | loss: 0.0312408 | val_loss: 0.0312468 | Time: 2322.89 ms [2020-12-06 15:55:19 main:574] : INFO : Epoch 624 | loss: 0.0312441 | val_loss: 0.0312443 | Time: 2321.31 ms [2020-12-06 15:55:22 main:574] : INFO : Epoch 625 | loss: 0.0312453 | val_loss: 0.0312494 | Time: 2309.87 ms [2020-12-06 15:55:24 main:574] : INFO : Epoch 626 | loss: 0.0312466 | val_loss: 0.0312449 | Time: 2322.47 ms [2020-12-06 15:55:26 main:574] : INFO : Epoch 627 | loss: 0.0312421 | val_loss: 0.0312444 | Time: 2328.24 ms [2020-12-06 15:55:29 main:574] : INFO : Epoch 628 | loss: 0.0312407 | val_loss: 0.0312462 | Time: 2324.16 ms [2020-12-06 15:55:31 main:574] : INFO : Epoch 629 | loss: 0.0312436 | val_loss: 0.0312434 | Time: 2330.82 ms [2020-12-06 15:55:33 main:574] : INFO : Epoch 630 | loss: 0.0312425 | val_loss: 0.0312441 | Time: 2325.2 ms [2020-12-06 15:55:36 main:574] : INFO : Epoch 631 | loss: 0.0312419 | val_loss: 0.0312421 | Time: 2324.64 ms [2020-12-06 15:55:38 main:574] : INFO : Epoch 632 | loss: 0.0312424 | val_loss: 0.0312449 | Time: 2324.6 ms [2020-12-06 15:55:40 main:574] : INFO : Epoch 633 | loss: 0.0312419 | val_loss: 0.0312427 | Time: 2332.81 ms [2020-12-06 15:55:43 main:574] : INFO : Epoch 634 | loss: 0.0312407 | val_loss: 0.0312453 | Time: 2330.78 ms [2020-12-06 15:55:45 main:574] : INFO : Epoch 635 | loss: 0.0312459 | val_loss: 0.0312468 | Time: 2326.37 ms [2020-12-06 15:55:47 main:574] : INFO : Epoch 636 | loss: 0.0312473 | val_loss: 0.0312444 | Time: 2329.07 ms [2020-12-06 15:55:50 main:574] : INFO : Epoch 637 | loss: 0.031245 | val_loss: 0.0312433 | Time: 2328.27 ms [2020-12-06 15:55:52 main:574] : INFO : Epoch 638 | loss: 0.0312414 | val_loss: 0.0312417 | Time: 2335.25 ms [2020-12-06 15:55:54 main:574] : INFO : Epoch 639 | loss: 0.0312411 | val_loss: 0.0312427 | Time: 2326.4 ms [2020-12-06 15:55:57 main:574] : INFO : Epoch 640 | loss: 0.0312422 | val_loss: 0.031245 | Time: 2329.27 ms [2020-12-06 15:55:59 main:574] : INFO : Epoch 641 | loss: 0.0312454 | val_loss: 0.0312436 | Time: 2321.45 ms [2020-12-06 15:56:01 main:574] : INFO : Epoch 642 | loss: 0.0312424 | val_loss: 0.0312417 | Time: 2316.93 ms [2020-12-06 15:56:04 main:574] : INFO : Epoch 643 | loss: 0.0312418 | val_loss: 0.0312415 | Time: 2326.98 ms [2020-12-06 15:56:06 main:574] : INFO : Epoch 644 | loss: 0.0312412 | val_loss: 0.031252 | Time: 2323.61 ms [2020-12-06 15:56:08 main:574] : INFO : Epoch 645 | loss: 0.0312448 | val_loss: 0.0312436 | Time: 2330.68 ms [2020-12-06 15:56:11 main:574] : INFO : Epoch 646 | loss: 0.031243 | val_loss: 0.0312442 | Time: 2326.52 ms [2020-12-06 15:56:13 main:574] : INFO : Epoch 647 | loss: 0.0312416 | val_loss: 0.0312452 | Time: 2326.22 ms [2020-12-06 15:56:15 main:574] : INFO : Epoch 648 | loss: 0.031241 | val_loss: 0.0312427 | Time: 2341.2 ms [2020-12-06 15:56:18 main:574] : INFO : Epoch 649 | loss: 0.0312426 | val_loss: 0.0312446 | Time: 2327.96 ms [2020-12-06 15:56:20 main:574] : INFO : Epoch 650 | loss: 0.0312419 | val_loss: 0.0312451 | Time: 2332.03 ms [2020-12-06 15:56:22 main:574] : INFO : Epoch 651 | loss: 0.0312447 | val_loss: 0.0312451 | Time: 2341.44 ms [2020-12-06 15:56:25 main:574] : INFO : Epoch 652 | loss: 0.0312416 | val_loss: 0.0312418 | Time: 2344.16 ms [2020-12-06 15:56:27 main:574] : INFO : Epoch 653 | loss: 0.0312409 | val_loss: 0.0312413 | Time: 2336.06 ms [2020-12-06 15:56:29 main:574] : INFO : Epoch 654 | loss: 0.0312399 | val_loss: 0.0312445 | Time: 2318.36 ms [2020-12-06 15:56:32 main:574] : INFO : Epoch 655 | loss: 0.0312419 | val_loss: 0.0312477 | Time: 2322.63 ms [2020-12-06 15:56:34 main:574] : INFO : Epoch 656 | loss: 0.0312433 | val_loss: 0.0312422 | Time: 2312.34 ms [2020-12-06 15:56:36 main:574] : INFO : Epoch 657 | loss: 0.0312421 | val_loss: 0.0312438 | Time: 2332.41 ms [2020-12-06 15:56:39 main:574] : INFO : Epoch 658 | loss: 0.0312426 | val_loss: 0.031245 | Time: 2322.66 ms [2020-12-06 15:56:41 main:574] : INFO : Epoch 659 | loss: 0.0312408 | val_loss: 0.0312545 | Time: 2333.06 ms [2020-12-06 15:56:43 main:574] : INFO : Epoch 660 | loss: 0.0312417 | val_loss: 0.0312414 | Time: 2331.61 ms [2020-12-06 15:56:46 main:574] : INFO : Epoch 661 | loss: 0.0312426 | val_loss: 0.0312415 | Time: 2334.72 ms [2020-12-06 15:56:48 main:574] : INFO : Epoch 662 | loss: 0.0312404 | val_loss: 0.031242 | Time: 2343.21 ms [2020-12-06 15:56:50 main:574] : INFO : Epoch 663 | loss: 0.0312464 | val_loss: 0.0312437 | Time: 2338.16 ms [2020-12-06 15:56:53 main:574] : INFO : Epoch 664 | loss: 0.031245 | val_loss: 0.0312441 | Time: 2328.76 ms [2020-12-06 15:56:55 main:574] : INFO : Epoch 665 | loss: 0.0312413 | val_loss: 0.0312431 | Time: 2322.85 ms [2020-12-06 15:56:57 main:574] : INFO : Epoch 666 | loss: 0.0312402 | val_loss: 0.0312413 | Time: 2325.29 ms [2020-12-06 15:57:00 main:574] : INFO : Epoch 667 | loss: 0.0312437 | val_loss: 0.0312437 | Time: 2325.93 ms [2020-12-06 15:57:02 main:574] : INFO : Epoch 668 | loss: 0.0312427 | val_loss: 0.0312425 | Time: 2321.45 ms [2020-12-06 15:57:04 main:574] : INFO : Epoch 669 | loss: 0.0312409 | val_loss: 0.0312437 | Time: 2322.8 ms [2020-12-06 15:57:07 main:574] : INFO : Epoch 670 | loss: 0.0312417 | val_loss: 0.0312466 | Time: 2329.83 ms [2020-12-06 15:57:09 main:574] : INFO : Epoch 671 | loss: 0.0312429 | val_loss: 0.0312418 | Time: 2333.29 ms [2020-12-06 15:57:11 main:574] : INFO : Epoch 672 | loss: 0.0312408 | val_loss: 0.0312413 | Time: 2329.2 ms [2020-12-06 15:57:14 main:574] : INFO : Epoch 673 | loss: 0.0312444 | val_loss: 0.0312452 | Time: 2329.3 ms [2020-12-06 15:57:16 main:574] : INFO : Epoch 674 | loss: 0.0312435 | val_loss: 0.0312465 | Time: 2326.14 ms [2020-12-06 15:57:18 main:574] : INFO : Epoch 675 | loss: 0.031243 | val_loss: 0.0312418 | Time: 2328.55 ms [2020-12-06 15:57:21 main:574] : INFO : Epoch 676 | loss: 0.0312456 | val_loss: 0.0312443 | Time: 2332.46 ms [2020-12-06 15:57:23 main:574] : INFO : Epoch 677 | loss: 0.0312454 | val_loss: 0.0312459 | Time: 2329.62 ms [2020-12-06 15:57:25 main:574] : INFO : Epoch 678 | loss: 0.0312422 | val_loss: 0.0312453 | Time: 2327.32 ms [2020-12-06 15:57:28 main:574] : INFO : Epoch 679 | loss: 0.0312438 | val_loss: 0.0312452 | Time: 2329.95 ms [2020-12-06 15:57:30 main:574] : INFO : Epoch 680 | loss: 0.0312441 | val_loss: 0.0312424 | Time: 2339.75 ms [2020-12-06 15:57:32 main:574] : INFO : Epoch 681 | loss: 0.031244 | val_loss: 0.031244 | Time: 2329.63 ms [2020-12-06 15:57:35 main:574] : INFO : Epoch 682 | loss: 0.0312432 | val_loss: 0.0312421 | Time: 2332.66 ms [2020-12-06 15:57:37 main:574] : INFO : Epoch 683 | loss: 0.031241 | val_loss: 0.0312409 | Time: 2335.47 ms [2020-12-06 15:57:39 main:574] : INFO : Epoch 684 | loss: 0.0312405 | val_loss: 0.0312418 | Time: 2326.28 ms [2020-12-06 15:57:42 main:574] : INFO : Epoch 685 | loss: 0.0312445 | val_loss: 0.0312448 | Time: 2329.24 ms [2020-12-06 15:57:44 main:574] : INFO : Epoch 686 | loss: 0.0312412 | val_loss: 0.0312414 | Time: 2326.09 ms [2020-12-06 15:57:46 main:574] : INFO : Epoch 687 | loss: 0.0312426 | val_loss: 0.0312417 | Time: 2335.29 ms [2020-12-06 15:57:49 main:574] : INFO : Epoch 688 | loss: 0.0312468 | val_loss: 0.031245 | Time: 2331.22 ms [2020-12-06 15:57:51 main:574] : INFO : Epoch 689 | loss: 0.0312425 | val_loss: 0.0312416 | Time: 2332.2 ms [2020-12-06 15:57:53 main:574] : INFO : Epoch 690 | loss: 0.0312404 | val_loss: 0.0312409 | Time: 2336 ms [2020-12-06 15:57:56 main:574] : INFO : Epoch 691 | loss: 0.0312406 | val_loss: 0.0312416 | Time: 2337.61 ms [2020-12-06 15:57:58 main:574] : INFO : Epoch 692 | loss: 0.0312435 | val_loss: 0.0312439 | Time: 2339.86 ms [2020-12-06 15:58:00 main:574] : INFO : Epoch 693 | loss: 0.0312433 | val_loss: 0.0312455 | Time: 2325.66 ms [2020-12-06 15:58:03 main:574] : INFO : Epoch 694 | loss: 0.0312408 | val_loss: 0.0312411 | Time: 2321.57 ms [2020-12-06 15:58:05 main:574] : INFO : Epoch 695 | loss: 0.0312416 | val_loss: 0.0312437 | Time: 2317.55 ms [2020-12-06 15:58:07 main:574] : INFO : Epoch 696 | loss: 0.0312411 | val_loss: 0.0312426 | Time: 2325.7 ms [2020-12-06 15:58:10 main:574] : INFO : Epoch 697 | loss: 0.0312406 | val_loss: 0.0312539 | Time: 2331.55 ms [2020-12-06 15:58:12 main:574] : INFO : Epoch 698 | loss: 0.0312429 | val_loss: 0.0312426 | Time: 2332.97 ms [2020-12-06 15:58:14 main:574] : INFO : Epoch 699 | loss: 0.0312416 | val_loss: 0.0312408 | Time: 2334.38 ms [2020-12-06 15:58:17 main:574] : INFO : Epoch 700 | loss: 0.0312401 | val_loss: 0.0312473 | Time: 2325.68 ms [2020-12-06 15:58:19 main:574] : INFO : Epoch 701 | loss: 0.0312423 | val_loss: 0.0312442 | Time: 2325.75 ms [2020-12-06 15:58:21 main:574] : INFO : Epoch 702 | loss: 0.0312422 | val_loss: 0.0312409 | Time: 2324.23 ms [2020-12-06 15:58:24 main:574] : INFO : Epoch 703 | loss: 0.031244 | val_loss: 0.031255 | Time: 2337.54 ms [2020-12-06 15:58:26 main:574] : INFO : Epoch 704 | loss: 0.0312459 | val_loss: 0.0312435 | Time: 2334.88 ms [2020-12-06 15:58:28 main:574] : INFO : Epoch 705 | loss: 0.0312423 | val_loss: 0.031244 | Time: 2325.46 ms [2020-12-06 15:58:31 main:574] : INFO : Epoch 706 | loss: 0.0312408 | val_loss: 0.0312442 | Time: 2329.14 ms [2020-12-06 15:58:33 main:574] : INFO : Epoch 707 | loss: 0.0312413 | val_loss: 0.0312434 | Time: 2328.05 ms [2020-12-06 15:58:35 main:574] : INFO : Epoch 708 | loss: 0.0312424 | val_loss: 0.0312413 | Time: 2329.5 ms [2020-12-06 15:58:38 main:574] : INFO : Epoch 709 | loss: 0.0312412 | val_loss: 0.0312416 | Time: 2338.07 ms [2020-12-06 15:58:40 main:574] : INFO : Epoch 710 | loss: 0.0312422 | val_loss: 0.0312507 | Time: 2345.43 ms [2020-12-06 15:58:43 main:574] : INFO : Epoch 711 | loss: 0.0312466 | val_loss: 0.0312446 | Time: 2337.91 ms [2020-12-06 15:58:45 main:574] : INFO : Epoch 712 | loss: 0.0312442 | val_loss: 0.0312454 | Time: 2321.65 ms [2020-12-06 15:58:47 main:574] : INFO : Epoch 713 | loss: 0.0312404 | val_loss: 0.0312466 | Time: 2336.37 ms [2020-12-06 15:58:50 main:574] : INFO : Epoch 714 | loss: 0.0312405 | val_loss: 0.0312406 | Time: 2331.22 ms [2020-12-06 15:58:52 main:574] : INFO : Epoch 715 | loss: 0.0312434 | val_loss: 0.0312419 | Time: 2326.54 ms [2020-12-06 15:58:54 main:574] : INFO : Epoch 716 | loss: 0.0312413 | val_loss: 0.0312461 | Time: 2323.62 ms [2020-12-06 15:58:57 main:574] : INFO : Epoch 717 | loss: 0.0312429 | val_loss: 0.0312457 | Time: 2334.47 ms [2020-12-06 15:58:59 main:574] : INFO : Epoch 718 | loss: 0.0312422 | val_loss: 0.0312412 | Time: 2335.08 ms [2020-12-06 15:59:01 main:574] : INFO : Epoch 719 | loss: 0.0312396 | val_loss: 0.0312411 | Time: 2325.53 ms [2020-12-06 15:59:04 main:574] : INFO : Epoch 720 | loss: 0.0312451 | val_loss: 0.0312503 | Time: 2325.55 ms [2020-12-06 15:59:06 main:574] : INFO : Epoch 721 | loss: 0.0312458 | val_loss: 0.0312432 | Time: 2335.42 ms [2020-12-06 15:59:08 main:574] : INFO : Epoch 722 | loss: 0.0312413 | val_loss: 0.0312409 | Time: 2333.28 ms [2020-12-06 15:59:11 main:574] : INFO : Epoch 723 | loss: 0.0312401 | val_loss: 0.0312405 | Time: 2325.22 ms [2020-12-06 15:59:13 main:574] : INFO : Epoch 724 | loss: 0.0312436 | val_loss: 0.0312451 | Time: 2327.06 ms [2020-12-06 15:59:15 main:574] : INFO : Epoch 725 | loss: 0.0312452 | val_loss: 0.0312452 | Time: 2329.9 ms [2020-12-06 15:59:18 main:574] : INFO : Epoch 726 | loss: 0.0312421 | val_loss: 0.0312423 | Time: 2337.29 ms [2020-12-06 15:59:20 main:574] : INFO : Epoch 727 | loss: 0.0312461 | val_loss: 0.0312484 | Time: 2331.74 ms [2020-12-06 15:59:22 main:574] : INFO : Epoch 728 | loss: 0.0312459 | val_loss: 0.0312433 | Time: 2335.33 ms [2020-12-06 15:59:25 main:574] : INFO : Epoch 729 | loss: 0.0312416 | val_loss: 0.0312418 | Time: 2333.81 ms [2020-12-06 15:59:27 main:574] : INFO : Epoch 730 | loss: 0.0312454 | val_loss: 0.0312442 | Time: 2327.56 ms [2020-12-06 15:59:29 main:574] : INFO : Epoch 731 | loss: 0.0312433 | val_loss: 0.0312422 | Time: 2326.78 ms [2020-12-06 15:59:32 main:574] : INFO : Epoch 732 | loss: 0.0312433 | val_loss: 0.0312456 | Time: 2327.17 ms [2020-12-06 15:59:34 main:574] : INFO : Epoch 733 | loss: 0.0312464 | val_loss: 0.0312458 | Time: 2317.99 ms [2020-12-06 15:59:36 main:574] : INFO : Epoch 734 | loss: 0.0312428 | val_loss: 0.0312472 | Time: 2322.5 ms [2020-12-06 15:59:39 main:574] : INFO : Epoch 735 | loss: 0.0312425 | val_loss: 0.0312455 | Time: 2331.07 ms [2020-12-06 15:59:41 main:574] : INFO : Epoch 736 | loss: 0.0312424 | val_loss: 0.0312446 | Time: 2334.99 ms [2020-12-06 15:59:43 main:574] : INFO : Epoch 737 | loss: 0.0312418 | val_loss: 0.0312417 | Time: 2325.67 ms [2020-12-06 15:59:46 main:574] : INFO : Epoch 738 | loss: 0.0312409 | val_loss: 0.0312434 | Time: 2323.94 ms [2020-12-06 15:59:48 main:574] : INFO : Epoch 739 | loss: 0.0312424 | val_loss: 0.0312416 | Time: 2330.25 ms [2020-12-06 15:59:50 main:574] : INFO : Epoch 740 | loss: 0.0312402 | val_loss: 0.0312447 | Time: 2339.35 ms [2020-12-06 15:59:53 main:574] : INFO : Epoch 741 | loss: 0.0312426 | val_loss: 0.0312452 | Time: 2334.29 ms [2020-12-06 15:59:55 main:574] : INFO : Epoch 742 | loss: 0.0312412 | val_loss: 0.0312519 | Time: 2337.47 ms [2020-12-06 15:59:57 main:574] : INFO : Epoch 743 | loss: 0.0312423 | val_loss: 0.0312475 | Time: 2334.54 ms [2020-12-06 16:00:00 main:574] : INFO : Epoch 744 | loss: 0.0312423 | val_loss: 0.0312446 | Time: 2324.12 ms [2020-12-06 16:00:02 main:574] : INFO : Epoch 745 | loss: 0.0312421 | val_loss: 0.0312418 | Time: 2320.76 ms [2020-12-06 16:00:04 main:574] : INFO : Epoch 746 | loss: 0.0312426 | val_loss: 0.0312418 | Time: 2320.38 ms [2020-12-06 16:00:07 main:574] : INFO : Epoch 747 | loss: 0.0312408 | val_loss: 0.0312422 | Time: 2328.61 ms [2020-12-06 16:00:09 main:574] : INFO : Epoch 748 | loss: 0.0312427 | val_loss: 0.031244 | Time: 2326.45 ms [2020-12-06 16:00:11 main:574] : INFO : Epoch 749 | loss: 0.0312402 | val_loss: 0.0312422 | Time: 2320.6 ms [2020-12-06 16:00:14 main:574] : INFO : Epoch 750 | loss: 0.0312401 | val_loss: 0.0312411 | Time: 2319.15 ms [2020-12-06 16:00:16 main:574] : INFO : Epoch 751 | loss: 0.0312408 | val_loss: 0.0312446 | Time: 2343.4 ms [2020-12-06 16:00:18 main:574] : INFO : Epoch 752 | loss: 0.0312398 | val_loss: 0.0312403 | Time: 2330.03 ms [2020-12-06 16:00:21 main:574] : INFO : Epoch 753 | loss: 0.0312399 | val_loss: 0.0312407 | Time: 2326.1 ms [2020-12-06 16:00:23 main:574] : INFO : Epoch 754 | loss: 0.03124 | val_loss: 0.0312438 | Time: 2328.36 ms [2020-12-06 16:00:25 main:574] : INFO : Epoch 755 | loss: 0.0312399 | val_loss: 0.0312408 | Time: 2326.88 ms [2020-12-06 16:00:28 main:574] : INFO : Epoch 756 | loss: 0.0312387 | val_loss: 0.0312447 | Time: 2339.36 ms [2020-12-06 16:00:30 main:574] : INFO : Epoch 757 | loss: 0.031245 | val_loss: 0.0312464 | Time: 2338.2 ms [2020-12-06 16:00:32 main:574] : INFO : Epoch 758 | loss: 0.0312419 | val_loss: 0.0312426 | Time: 2331.68 ms [2020-12-06 16:00:35 main:574] : INFO : Epoch 759 | loss: 0.0312404 | val_loss: 0.0312426 | Time: 2331.34 ms [2020-12-06 16:00:37 main:574] : INFO : Epoch 760 | loss: 0.031243 | val_loss: 0.0312413 | Time: 2335.73 ms [2020-12-06 16:00:39 main:574] : INFO : Epoch 761 | loss: 0.0312431 | val_loss: 0.0312425 | Time: 2338.83 ms [2020-12-06 16:00:42 main:574] : INFO : Epoch 762 | loss: 0.0312403 | val_loss: 0.0312467 | Time: 2322.59 ms [2020-12-06 16:00:44 main:574] : INFO : Epoch 763 | loss: 0.0312412 | val_loss: 0.031241 | Time: 2316.98 ms [2020-12-06 16:00:46 main:574] : INFO : Epoch 764 | loss: 0.0312464 | val_loss: 0.0312477 | Time: 2326.01 ms [2020-12-06 16:00:49 main:574] : INFO : Epoch 765 | loss: 0.0312469 | val_loss: 0.0312467 | Time: 2330.55 ms [2020-12-06 16:00:51 main:574] : INFO : Epoch 766 | loss: 0.0312419 | val_loss: 0.0312404 | Time: 2324.56 ms [2020-12-06 16:00:53 main:574] : INFO : Epoch 767 | loss: 0.0312388 | val_loss: 0.0312412 | Time: 2327.85 ms [2020-12-06 16:00:56 main:574] : INFO : Epoch 768 | loss: 0.0312434 | val_loss: 0.0312457 | Time: 2331.25 ms [2020-12-06 16:00:58 main:574] : INFO : Epoch 769 | loss: 0.0312438 | val_loss: 0.0312415 | Time: 2327.76 ms [2020-12-06 16:01:00 main:574] : INFO : Epoch 770 | loss: 0.03124 | val_loss: 0.0312426 | Time: 2329.09 ms [2020-12-06 16:01:03 main:574] : INFO : Epoch 771 | loss: 0.0312395 | val_loss: 0.0312405 | Time: 2333.31 ms [2020-12-06 16:01:05 main:574] : INFO : Epoch 772 | loss: 0.0312396 | val_loss: 0.0312409 | Time: 2327.02 ms [2020-12-06 16:01:07 main:574] : INFO : Epoch 773 | loss: 0.0312414 | val_loss: 0.0312407 | Time: 2330.2 ms [2020-12-06 16:01:10 main:574] : INFO : Epoch 774 | loss: 0.0312417 | val_loss: 0.0312509 | Time: 2324.75 ms [2020-12-06 16:01:12 main:574] : INFO : Epoch 775 | loss: 0.0312451 | val_loss: 0.0312461 | Time: 2324.44 ms [2020-12-06 16:01:14 main:574] : INFO : Epoch 776 | loss: 0.031242 | val_loss: 0.0312412 | Time: 2328.1 ms [2020-12-06 16:01:17 main:574] : INFO : Epoch 777 | loss: 0.0312417 | val_loss: 0.0312449 | Time: 2321.38 ms [2020-12-06 16:01:19 main:574] : INFO : Epoch 778 | loss: 0.0312403 | val_loss: 0.0312404 | Time: 2323.1 ms [2020-12-06 16:01:21 main:574] : INFO : Epoch 779 | loss: 0.0312391 | val_loss: 0.0312406 | Time: 2328.55 ms [2020-12-06 16:01:24 main:574] : INFO : Epoch 780 | loss: 0.03124 | val_loss: 0.0312434 | Time: 2330.22 ms [2020-12-06 16:01:26 main:574] : INFO : Epoch 781 | loss: 0.0312439 | val_loss: 0.0312501 | Time: 2340.18 ms [2020-12-06 16:01:29 main:574] : INFO : Epoch 782 | loss: 0.0312459 | val_loss: 0.0312459 | Time: 2341.12 ms [2020-12-06 16:01:31 main:574] : INFO : Epoch 783 | loss: 0.0312403 | val_loss: 0.0312405 | Time: 2332.92 ms [2020-12-06 16:01:33 main:574] : INFO : Epoch 784 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 2332.2 ms [2020-12-06 16:01:36 main:574] : INFO : Epoch 785 | loss: 0.0312395 | val_loss: 0.0312406 | Time: 2325.75 ms [2020-12-06 16:01:38 main:574] : INFO : Epoch 786 | loss: 0.0312422 | val_loss: 0.0312425 | Time: 2335.54 ms [2020-12-06 16:01:40 main:574] : INFO : Epoch 787 | loss: 0.0312397 | val_loss: 0.031242 | Time: 2337.62 ms [2020-12-06 16:01:43 main:574] : INFO : Epoch 788 | loss: 0.0312391 | val_loss: 0.0312534 | Time: 2317.62 ms [2020-12-06 16:01:45 main:574] : INFO : Epoch 789 | loss: 0.0312464 | val_loss: 0.0312508 | Time: 2332.73 ms [2020-12-06 16:01:47 main:574] : INFO : Epoch 790 | loss: 0.0312446 | val_loss: 0.0312428 | Time: 2329.1 ms [2020-12-06 16:01:50 main:574] : INFO : Epoch 791 | loss: 0.0312396 | val_loss: 0.0312432 | Time: 2328.14 ms [2020-12-06 16:01:52 main:574] : INFO : Epoch 792 | loss: 0.0312429 | val_loss: 0.0312479 | Time: 2325.01 ms [2020-12-06 16:01:54 main:574] : INFO : Epoch 793 | loss: 0.0312411 | val_loss: 0.0312467 | Time: 2332.28 ms [2020-12-06 16:01:57 main:574] : INFO : Epoch 794 | loss: 0.0312418 | val_loss: 0.0312437 | Time: 2331.25 ms [2020-12-06 16:01:59 main:574] : INFO : Epoch 795 | loss: 0.0312413 | val_loss: 0.0312415 | Time: 2325.76 ms [2020-12-06 16:02:01 main:574] : INFO : Epoch 796 | loss: 0.0312401 | val_loss: 0.0312406 | Time: 2322.46 ms [2020-12-06 16:02:04 main:574] : INFO : Epoch 797 | loss: 0.03124 | val_loss: 0.0312479 | Time: 2335.2 ms [2020-12-06 16:02:06 main:574] : INFO : Epoch 798 | loss: 0.0312412 | val_loss: 0.0312418 | Time: 2327.07 ms [2020-12-06 16:02:08 main:574] : INFO : Epoch 799 | loss: 0.0312401 | val_loss: 0.0312439 | Time: 2329.91 ms [2020-12-06 16:02:11 main:574] : INFO : Epoch 800 | loss: 0.0312397 | val_loss: 0.0312503 | Time: 2324.15 ms [2020-12-06 16:02:13 main:574] : INFO : Epoch 801 | loss: 0.0312469 | val_loss: 0.031245 | Time: 2331.04 ms [2020-12-06 16:02:15 main:574] : INFO : Epoch 802 | loss: 0.0312424 | val_loss: 0.0312436 | Time: 2334.44 ms [2020-12-06 16:02:18 main:574] : INFO : Epoch 803 | loss: 0.0312411 | val_loss: 0.0312427 | Time: 2326.66 ms [2020-12-06 16:02:20 main:574] : INFO : Epoch 804 | loss: 0.0312432 | val_loss: 0.0312454 | Time: 2323.18 ms [2020-12-06 16:02:22 main:574] : INFO : Epoch 805 | loss: 0.0312463 | val_loss: 0.0312471 | Time: 2328.08 ms [2020-12-06 16:02:25 main:574] : INFO : Epoch 806 | loss: 0.0312421 | val_loss: 0.0312451 | Time: 2324.71 ms [2020-12-06 16:02:27 main:574] : INFO : Epoch 807 | loss: 0.031244 | val_loss: 0.0312413 | Time: 2323.97 ms [2020-12-06 16:02:29 main:574] : INFO : Epoch 808 | loss: 0.0312445 | val_loss: 0.0312419 | Time: 2329.15 ms [2020-12-06 16:02:32 main:574] : INFO : Epoch 809 | loss: 0.0312439 | val_loss: 0.0312425 | Time: 2330.43 ms [2020-12-06 16:02:34 main:574] : INFO : Epoch 810 | loss: 0.0312436 | val_loss: 0.0312498 | Time: 2328.63 ms [2020-12-06 16:02:36 main:574] : INFO : Epoch 811 | loss: 0.0312416 | val_loss: 0.0312442 | Time: 2323.27 ms [2020-12-06 16:02:39 main:574] : INFO : Epoch 812 | loss: 0.0312422 | val_loss: 0.0312412 | Time: 2316.62 ms [2020-12-06 16:02:41 main:574] : INFO : Epoch 813 | loss: 0.0312397 | val_loss: 0.0312441 | Time: 2312.66 ms [2020-12-06 16:02:43 main:574] : INFO : Epoch 814 | loss: 0.0312385 | val_loss: 0.0312404 | Time: 2320.48 ms [2020-12-06 16:02:46 main:574] : INFO : Epoch 815 | loss: 0.0312393 | val_loss: 0.0312448 | Time: 2316.16 ms [2020-12-06 16:02:48 main:574] : INFO : Epoch 816 | loss: 0.0312402 | val_loss: 0.0312446 | Time: 2333.51 ms [2020-12-06 16:02:50 main:574] : INFO : Epoch 817 | loss: 0.0312414 | val_loss: 0.0312408 | Time: 2311.23 ms [2020-12-06 16:02:53 main:574] : INFO : Epoch 818 | loss: 0.0312392 | val_loss: 0.0312426 | Time: 2317.44 ms [2020-12-06 16:02:55 main:574] : INFO : Epoch 819 | loss: 0.0312387 | val_loss: 0.0312398 | Time: 2315.08 ms [2020-12-06 16:02:57 main:574] : INFO : Epoch 820 | loss: 0.0312389 | val_loss: 0.0312399 | Time: 2309.01 ms [2020-12-06 16:03:00 main:574] : INFO : Epoch 821 | loss: 0.0312428 | val_loss: 0.0312429 | Time: 2304.53 ms [2020-12-06 16:03:02 main:574] : INFO : Epoch 822 | loss: 0.0312433 | val_loss: 0.0312429 | Time: 2324.6 ms [2020-12-06 16:03:04 main:574] : INFO : Epoch 823 | loss: 0.0312399 | val_loss: 0.0312532 | Time: 2332.21 ms [2020-12-06 16:03:07 main:574] : INFO : Epoch 824 | loss: 0.031247 | val_loss: 0.0312474 | Time: 2331.36 ms [2020-12-06 16:03:09 main:574] : INFO : Epoch 825 | loss: 0.0312436 | val_loss: 0.0312472 | Time: 2328.39 ms [2020-12-06 16:03:11 main:574] : INFO : Epoch 826 | loss: 0.031243 | val_loss: 0.0312412 | Time: 2327.34 ms [2020-12-06 16:03:14 main:574] : INFO : Epoch 827 | loss: 0.0312399 | val_loss: 0.0312457 | Time: 2325.52 ms [2020-12-06 16:03:16 main:574] : INFO : Epoch 828 | loss: 0.0312421 | val_loss: 0.0312415 | Time: 2318.06 ms [2020-12-06 16:03:18 main:574] : INFO : Epoch 829 | loss: 0.0312411 | val_loss: 0.0312409 | Time: 2314.32 ms [2020-12-06 16:03:21 main:574] : INFO : Epoch 830 | loss: 0.03124 | val_loss: 0.0312564 | Time: 2325.76 ms [2020-12-06 16:03:23 main:574] : INFO : Epoch 831 | loss: 0.0312435 | val_loss: 0.0312411 | Time: 2331.71 ms [2020-12-06 16:03:25 main:574] : INFO : Epoch 832 | loss: 0.0312422 | val_loss: 0.031245 | Time: 2322.5 ms [2020-12-06 16:03:28 main:574] : INFO : Epoch 833 | loss: 0.0312398 | val_loss: 0.0312453 | Time: 2326.76 ms [2020-12-06 16:03:30 main:574] : INFO : Epoch 834 | loss: 0.0312416 | val_loss: 0.0312406 | Time: 2321.33 ms [2020-12-06 16:03:32 main:574] : INFO : Epoch 835 | loss: 0.0312443 | val_loss: 0.0312488 | Time: 2324.34 ms [2020-12-06 16:03:35 main:574] : INFO : Epoch 836 | loss: 0.0312449 | val_loss: 0.0312426 | Time: 2324.81 ms [2020-12-06 16:03:37 main:574] : INFO : Epoch 837 | loss: 0.0312409 | val_loss: 0.0312418 | Time: 2329.13 ms [2020-12-06 16:03:39 main:574] : INFO : Epoch 838 | loss: 0.0312412 | val_loss: 0.031241 | Time: 2325.94 ms [2020-12-06 16:03:42 main:574] : INFO : Epoch 839 | loss: 0.0312429 | val_loss: 0.031244 | Time: 2337.2 ms [2020-12-06 16:03:44 main:574] : INFO : Epoch 840 | loss: 0.0312405 | val_loss: 0.0312413 | Time: 2340.41 ms [2020-12-06 16:03:46 main:574] : INFO : Epoch 841 | loss: 0.0312454 | val_loss: 0.0312429 | Time: 2335.84 ms [2020-12-06 16:03:49 main:574] : INFO : Epoch 842 | loss: 0.0312419 | val_loss: 0.0312433 | Time: 2327.88 ms [2020-12-06 16:03:51 main:574] : INFO : Epoch 843 | loss: 0.0312391 | val_loss: 0.0312403 | Time: 2313.74 ms [2020-12-06 16:03:53 main:574] : INFO : Epoch 844 | loss: 0.031239 | val_loss: 0.0312408 | Time: 2321.11 ms [2020-12-06 16:03:56 main:574] : INFO : Epoch 845 | loss: 0.0312432 | val_loss: 0.0312441 | Time: 2315.44 ms [2020-12-06 16:03:58 main:574] : INFO : Epoch 846 | loss: 0.031241 | val_loss: 0.031252 | Time: 2321 ms [2020-12-06 16:04:00 main:574] : INFO : Epoch 847 | loss: 0.0312444 | val_loss: 0.0312419 | Time: 2324.49 ms [2020-12-06 16:04:03 main:574] : INFO : Epoch 848 | loss: 0.0312405 | val_loss: 0.0312424 | Time: 2319.45 ms [2020-12-06 16:04:05 main:574] : INFO : Epoch 849 | loss: 0.0312412 | val_loss: 0.0312407 | Time: 2318.4 ms [2020-12-06 16:04:07 main:574] : INFO : Epoch 850 | loss: 0.0312432 | val_loss: 0.0312504 | Time: 2325.27 ms [2020-12-06 16:04:10 main:574] : INFO : Epoch 851 | loss: 0.031246 | val_loss: 0.0312503 | Time: 2317.23 ms [2020-12-06 16:04:12 main:574] : INFO : Epoch 852 | loss: 0.0312443 | val_loss: 0.0312523 | Time: 2329.89 ms [2020-12-06 16:04:14 main:574] : INFO : Epoch 853 | loss: 0.0312454 | val_loss: 0.0312423 | Time: 2324.87 ms [2020-12-06 16:04:17 main:574] : INFO : Epoch 854 | loss: 0.0312412 | val_loss: 0.0312402 | Time: 2319.28 ms [2020-12-06 16:04:19 main:574] : INFO : Epoch 855 | loss: 0.0312414 | val_loss: 0.0312406 | Time: 2318.57 ms [2020-12-06 16:04:21 main:574] : INFO : Epoch 856 | loss: 0.031241 | val_loss: 0.0312489 | Time: 2333.25 ms [2020-12-06 16:04:24 main:574] : INFO : Epoch 857 | loss: 0.0312417 | val_loss: 0.0312402 | Time: 2316.76 ms [2020-12-06 16:04:26 main:574] : INFO : Epoch 858 | loss: 0.0312414 | val_loss: 0.03124 | Time: 2321.7 ms [2020-12-06 16:04:28 main:574] : INFO : Epoch 859 | loss: 0.0312396 | val_loss: 0.0312406 | Time: 2328.76 ms [2020-12-06 16:04:31 main:574] : INFO : Epoch 860 | loss: 0.0312406 | val_loss: 0.0312414 | Time: 2306.39 ms [2020-12-06 16:04:33 main:574] : INFO : Epoch 861 | loss: 0.0312412 | val_loss: 0.0312399 | Time: 2312.59 ms [2020-12-06 16:04:35 main:574] : INFO : Epoch 862 | loss: 0.0312395 | val_loss: 0.0312465 | Time: 2318.34 ms [2020-12-06 16:04:38 main:574] : INFO : Epoch 863 | loss: 0.0312395 | val_loss: 0.0312447 | Time: 2322.92 ms [2020-12-06 16:04:40 main:574] : INFO : Epoch 864 | loss: 0.0312394 | val_loss: 0.0312448 | Time: 2328.16 ms [2020-12-06 16:04:42 main:574] : INFO : Epoch 865 | loss: 0.0312399 | val_loss: 0.0312444 | Time: 2330.51 ms [2020-12-06 16:04:45 main:574] : INFO : Epoch 866 | loss: 0.0312412 | val_loss: 0.0312511 | Time: 2328.81 ms [2020-12-06 16:04:47 main:574] : INFO : Epoch 867 | loss: 0.0312441 | val_loss: 0.0312425 | Time: 2323.13 ms [2020-12-06 16:04:49 main:574] : INFO : Epoch 868 | loss: 0.0312428 | val_loss: 0.0312498 | Time: 2319.3 ms [2020-12-06 16:04:52 main:574] : INFO : Epoch 869 | loss: 0.0312401 | val_loss: 0.0312411 | Time: 2317.3 ms [2020-12-06 16:04:54 main:574] : INFO : Epoch 870 | loss: 0.0312423 | val_loss: 0.0312477 | Time: 2321.42 ms [2020-12-06 16:04:56 main:574] : INFO : Epoch 871 | loss: 0.0312433 | val_loss: 0.031241 | Time: 2319.25 ms [2020-12-06 16:04:59 main:574] : INFO : Epoch 872 | loss: 0.0312416 | val_loss: 0.0312402 | Time: 2326.67 ms [2020-12-06 16:05:01 main:574] : INFO : Epoch 873 | loss: 0.0312417 | val_loss: 0.0312463 | Time: 2331.4 ms [2020-12-06 16:05:03 main:574] : INFO : Epoch 874 | loss: 0.0312397 | val_loss: 0.0312413 | Time: 2327.98 ms [2020-12-06 16:05:06 main:574] : INFO : Epoch 875 | loss: 0.0312404 | val_loss: 0.0312423 | Time: 2320.34 ms [2020-12-06 16:05:08 main:574] : INFO : Epoch 876 | loss: 0.0312408 | val_loss: 0.0312407 | Time: 2329.4 ms [2020-12-06 16:05:10 main:574] : INFO : Epoch 877 | loss: 0.0312414 | val_loss: 0.03124 | Time: 2331.7 ms [2020-12-06 16:05:13 main:574] : INFO : Epoch 878 | loss: 0.0312422 | val_loss: 0.0312461 | Time: 2325.62 ms [2020-12-06 16:05:15 main:574] : INFO : Epoch 879 | loss: 0.031245 | val_loss: 0.0312422 | Time: 2336.73 ms [2020-12-06 16:05:17 main:574] : INFO : Epoch 880 | loss: 0.0312401 | val_loss: 0.0312436 | Time: 2324.65 ms [2020-12-06 16:05:20 main:574] : INFO : Epoch 881 | loss: 0.0312407 | val_loss: 0.0312408 | Time: 2329.17 ms [2020-12-06 16:05:22 main:574] : INFO : Epoch 882 | loss: 0.0312402 | val_loss: 0.0312396 | Time: 2307.01 ms [2020-12-06 16:05:24 main:574] : INFO : Epoch 883 | loss: 0.0312434 | val_loss: 0.0312418 | Time: 2320.87 ms [2020-12-06 16:05:27 main:574] : INFO : Epoch 884 | loss: 0.0312431 | val_loss: 0.0312409 | Time: 2325 ms [2020-12-06 16:05:29 main:574] : INFO : Epoch 885 | loss: 0.0312394 | val_loss: 0.0312499 | Time: 2325.18 ms [2020-12-06 16:05:32 main:574] : INFO : Epoch 886 | loss: 0.0312482 | val_loss: 0.0312444 | Time: 2322.67 ms [2020-12-06 16:05:34 main:574] : INFO : Epoch 887 | loss: 0.0312414 | val_loss: 0.0312414 | Time: 2322.69 ms [2020-12-06 16:05:36 main:574] : INFO : Epoch 888 | loss: 0.0312396 | val_loss: 0.0312397 | Time: 2325.25 ms [2020-12-06 16:05:39 main:574] : INFO : Epoch 889 | loss: 0.0312402 | val_loss: 0.0312401 | Time: 2336.27 ms [2020-12-06 16:05:41 main:574] : INFO : Epoch 890 | loss: 0.0312461 | val_loss: 0.0312461 | Time: 2325.32 ms [2020-12-06 16:05:43 main:574] : INFO : Epoch 891 | loss: 0.0312397 | val_loss: 0.0312416 | Time: 2329.99 ms [2020-12-06 16:05:46 main:574] : INFO : Epoch 892 | loss: 0.0312457 | val_loss: 0.0312435 | Time: 2311 ms [2020-12-06 16:05:48 main:574] : INFO : Epoch 893 | loss: 0.0312421 | val_loss: 0.031256 | Time: 2319.15 ms [2020-12-06 16:05:50 main:574] : INFO : Epoch 894 | loss: 0.0312421 | val_loss: 0.0312433 | Time: 2310.85 ms [2020-12-06 16:05:52 main:574] : INFO : Epoch 895 | loss: 0.0312413 | val_loss: 0.0312426 | Time: 2329.41 ms [2020-12-06 16:05:55 main:574] : INFO : Epoch 896 | loss: 0.0312447 | val_loss: 0.0312419 | Time: 2325.89 ms [2020-12-06 16:05:57 main:574] : INFO : Epoch 897 | loss: 0.0312438 | val_loss: 0.031245 | Time: 2321.27 ms [2020-12-06 16:05:59 main:574] : INFO : Epoch 898 | loss: 0.0312404 | val_loss: 0.0312458 | Time: 2319.56 ms [2020-12-06 16:06:02 main:574] : INFO : Epoch 899 | loss: 0.0312397 | val_loss: 0.0312408 | Time: 2318.85 ms [2020-12-06 16:06:04 main:574] : INFO : Epoch 900 | loss: 0.0312393 | val_loss: 0.0312427 | Time: 2321.62 ms [2020-12-06 16:06:06 main:574] : INFO : Epoch 901 | loss: 0.0312419 | val_loss: 0.0312467 | Time: 2307.91 ms [2020-12-06 16:06:09 main:574] : INFO : Epoch 902 | loss: 0.0312432 | val_loss: 0.031245 | Time: 2320.8 ms [2020-12-06 16:06:11 main:574] : INFO : Epoch 903 | loss: 0.0312429 | val_loss: 0.0312414 | Time: 2307.88 ms [2020-12-06 16:06:13 main:574] : INFO : Epoch 904 | loss: 0.031239 | val_loss: 0.0312396 | Time: 2315.78 ms [2020-12-06 16:06:16 main:574] : INFO : Epoch 905 | loss: 0.0312383 | val_loss: 0.0312434 | Time: 2317.86 ms [2020-12-06 16:06:18 main:574] : INFO : Epoch 906 | loss: 0.0312383 | val_loss: 0.0312411 | Time: 2322.41 ms [2020-12-06 16:06:20 main:574] : INFO : Epoch 907 | loss: 0.0312388 | val_loss: 0.031239 | Time: 2321.83 ms [2020-12-06 16:06:23 main:574] : INFO : Epoch 908 | loss: 0.0312407 | val_loss: 0.0312415 | Time: 2337.9 ms [2020-12-06 16:06:25 main:574] : INFO : Epoch 909 | loss: 0.0312421 | val_loss: 0.0312421 | Time: 2336.21 ms [2020-12-06 16:06:28 main:574] : INFO : Epoch 910 | loss: 0.0312414 | val_loss: 0.0312417 | Time: 2330.69 ms [2020-12-06 16:06:30 main:574] : INFO : Epoch 911 | loss: 0.0312391 | val_loss: 0.0312421 | Time: 2335.61 ms [2020-12-06 16:06:32 main:574] : INFO : Epoch 912 | loss: 0.03124 | val_loss: 0.0312427 | Time: 2331.24 ms [2020-12-06 16:06:35 main:574] : INFO : Epoch 913 | loss: 0.0312428 | val_loss: 0.031241 | Time: 2326.86 ms [2020-12-06 16:06:37 main:574] : INFO : Epoch 914 | loss: 0.0312387 | val_loss: 0.0312396 | Time: 2323.11 ms [2020-12-06 16:06:39 main:574] : INFO : Epoch 915 | loss: 0.0312391 | val_loss: 0.0312412 | Time: 2320.87 ms [2020-12-06 16:06:42 main:574] : INFO : Epoch 916 | loss: 0.0312409 | val_loss: 0.0312421 | Time: 2315.69 ms [2020-12-06 16:06:44 main:574] : INFO : Epoch 917 | loss: 0.0312434 | val_loss: 0.0312499 | Time: 2324.59 ms [2020-12-06 16:06:46 main:574] : INFO : Epoch 918 | loss: 0.0312439 | val_loss: 0.0312434 | Time: 2329.44 ms [2020-12-06 16:06:49 main:574] : INFO : Epoch 919 | loss: 0.0312406 | val_loss: 0.0312471 | Time: 2321.24 ms [2020-12-06 16:06:51 main:574] : INFO : Epoch 920 | loss: 0.0312426 | val_loss: 0.0312492 | Time: 2316.65 ms [2020-12-06 16:06:53 main:574] : INFO : Epoch 921 | loss: 0.0312413 | val_loss: 0.0312395 | Time: 2320.67 ms [2020-12-06 16:06:56 main:574] : INFO : Epoch 922 | loss: 0.0312381 | val_loss: 0.0312402 | Time: 2317.59 ms [2020-12-06 16:06:58 main:574] : INFO : Epoch 923 | loss: 0.0312379 | val_loss: 0.0312403 | Time: 2318.61 ms [2020-12-06 16:07:00 main:574] : INFO : Epoch 924 | loss: 0.0312381 | val_loss: 0.03124 | Time: 2325.52 ms [2020-12-06 16:07:03 main:574] : INFO : Epoch 925 | loss: 0.0312378 | val_loss: 0.0312436 | Time: 2325.94 ms [2020-12-06 16:07:05 main:574] : INFO : Epoch 926 | loss: 0.0312406 | val_loss: 0.0312431 | Time: 2319.33 ms [2020-12-06 16:07:07 main:574] : INFO : Epoch 927 | loss: 0.0312397 | val_loss: 0.0312398 | Time: 2323.57 ms [2020-12-06 16:07:10 main:574] : INFO : Epoch 928 | loss: 0.0312378 | val_loss: 0.0312408 | Time: 2321.92 ms [2020-12-06 16:07:12 main:574] : INFO : Epoch 929 | loss: 0.0312379 | val_loss: 0.0312407 | Time: 2324.31 ms [2020-12-06 16:07:14 main:574] : INFO : Epoch 930 | loss: 0.0312406 | val_loss: 0.0312496 | Time: 2325.93 ms [2020-12-06 16:07:17 main:574] : INFO : Epoch 931 | loss: 0.031245 | val_loss: 0.0312426 | Time: 2319.02 ms [2020-12-06 16:07:19 main:574] : INFO : Epoch 932 | loss: 0.031241 | val_loss: 0.0312491 | Time: 2315.55 ms [2020-12-06 16:07:21 main:574] : INFO : Epoch 933 | loss: 0.0312445 | val_loss: 0.0312404 | Time: 2312 ms [2020-12-06 16:07:24 main:574] : INFO : Epoch 934 | loss: 0.0312435 | val_loss: 0.0312417 | Time: 2325.06 ms [2020-12-06 16:07:26 main:574] : INFO : Epoch 935 | loss: 0.0312386 | val_loss: 0.0312394 | Time: 2321.21 ms [2020-12-06 16:07:28 main:574] : INFO : Epoch 936 | loss: 0.0312405 | val_loss: 0.0312422 | Time: 2326.92 ms [2020-12-06 16:07:31 main:574] : INFO : Epoch 937 | loss: 0.0312415 | val_loss: 0.0312464 | Time: 2321.02 ms [2020-12-06 16:07:33 main:574] : INFO : Epoch 938 | loss: 0.0312442 | val_loss: 0.031246 | Time: 2332.22 ms [2020-12-06 16:07:35 main:574] : INFO : Epoch 939 | loss: 0.0312412 | val_loss: 0.0312421 | Time: 2329.6 ms [2020-12-06 16:07:38 main:574] : INFO : Epoch 940 | loss: 0.03124 | val_loss: 0.0312444 | Time: 2335.96 ms [2020-12-06 16:07:40 main:574] : INFO : Epoch 941 | loss: 0.031241 | val_loss: 0.0312397 | Time: 2329.94 ms [2020-12-06 16:07:42 main:574] : INFO : Epoch 942 | loss: 0.0312377 | val_loss: 0.0312389 | Time: 2321.08 ms [2020-12-06 16:07:45 main:574] : INFO : Epoch 943 | loss: 0.0312395 | val_loss: 0.0312404 | Time: 2320.53 ms [2020-12-06 16:07:47 main:574] : INFO : Epoch 944 | loss: 0.0312406 | val_loss: 0.0312412 | Time: 2317.5 ms [2020-12-06 16:07:49 main:574] : INFO : Epoch 945 | loss: 0.0312465 | val_loss: 0.0312478 | Time: 2321.49 ms [2020-12-06 16:07:52 main:574] : INFO : Epoch 946 | loss: 0.031242 | val_loss: 0.0312401 | Time: 2323.5 ms [2020-12-06 16:07:54 main:574] : INFO : Epoch 947 | loss: 0.0312387 | val_loss: 0.0312394 | Time: 2325.97 ms [2020-12-06 16:07:56 main:574] : INFO : Epoch 948 | loss: 0.0312379 | val_loss: 0.031239 | Time: 2325.45 ms [2020-12-06 16:07:59 main:574] : INFO : Epoch 949 | loss: 0.0312389 | val_loss: 0.03124 | Time: 2330.45 ms [2020-12-06 16:08:01 main:574] : INFO : Epoch 950 | loss: 0.0312404 | val_loss: 0.0312406 | Time: 2331.7 ms [2020-12-06 16:08:03 main:574] : INFO : Epoch 951 | loss: 0.0312405 | val_loss: 0.0312412 | Time: 2321.01 ms [2020-12-06 16:08:06 main:574] : INFO : Epoch 952 | loss: 0.0312399 | val_loss: 0.0312391 | Time: 2322.73 ms [2020-12-06 16:08:08 main:574] : INFO : Epoch 953 | loss: 0.0312385 | val_loss: 0.0312391 | Time: 2320.58 ms [2020-12-06 16:08:10 main:574] : INFO : Epoch 954 | loss: 0.0312394 | val_loss: 0.0312412 | Time: 2324.87 ms [2020-12-06 16:08:13 main:574] : INFO : Epoch 955 | loss: 0.0312426 | val_loss: 0.0312412 | Time: 2325.96 ms [2020-12-06 16:08:15 main:574] : INFO : Epoch 956 | loss: 0.0312416 | val_loss: 0.0312403 | Time: 2325.1 ms [2020-12-06 16:08:17 main:574] : INFO : Epoch 957 | loss: 0.031243 | val_loss: 0.0312438 | Time: 2327.8 ms [2020-12-06 16:08:20 main:574] : INFO : Epoch 958 | loss: 0.03124 | val_loss: 0.0312404 | Time: 2337.26 ms [2020-12-06 16:08:22 main:574] : INFO : Epoch 959 | loss: 0.0312397 | val_loss: 0.0312399 | Time: 2309.08 ms [2020-12-06 16:08:24 main:574] : INFO : Epoch 960 | loss: 0.0312406 | val_loss: 0.0312412 | Time: 2319.64 ms [2020-12-06 16:08:27 main:574] : INFO : Epoch 961 | loss: 0.0312411 | val_loss: 0.0312406 | Time: 2314.37 ms [2020-12-06 16:08:29 main:574] : INFO : Epoch 962 | loss: 0.0312434 | val_loss: 0.0312526 | Time: 2320.02 ms [2020-12-06 16:08:31 main:574] : INFO : Epoch 963 | loss: 0.0312446 | val_loss: 0.0312416 | Time: 2332.09 ms [2020-12-06 16:08:34 main:574] : INFO : Epoch 964 | loss: 0.0312426 | val_loss: 0.0312403 | Time: 2323.92 ms [2020-12-06 16:08:36 main:574] : INFO : Epoch 965 | loss: 0.0312375 | val_loss: 0.0312393 | Time: 2330.14 ms [2020-12-06 16:08:38 main:574] : INFO : Epoch 966 | loss: 0.0312404 | val_loss: 0.0312535 | Time: 2322.83 ms [2020-12-06 16:08:41 main:574] : INFO : Epoch 967 | loss: 0.0312496 | val_loss: 0.0312539 | Time: 2315.16 ms [2020-12-06 16:08:43 main:574] : INFO : Epoch 968 | loss: 0.0312452 | val_loss: 0.0312401 | Time: 2321.56 ms [2020-12-06 16:08:45 main:574] : INFO : Epoch 969 | loss: 0.031241 | val_loss: 0.0312499 | Time: 2329.7 ms [2020-12-06 16:08:48 main:574] : INFO : Epoch 970 | loss: 0.0312418 | val_loss: 0.0312396 | Time: 2336.52 ms [2020-12-06 16:08:50 main:574] : INFO : Epoch 971 | loss: 0.0312399 | val_loss: 0.0312394 | Time: 2332.01 ms [2020-12-06 16:08:52 main:574] : INFO : Epoch 972 | loss: 0.0312382 | val_loss: 0.0312399 | Time: 2326.47 ms [2020-12-06 16:08:55 main:574] : INFO : Epoch 973 | loss: 0.0312385 | val_loss: 0.031239 | Time: 2346.37 ms [2020-12-06 16:08:57 main:574] : INFO : Epoch 974 | loss: 0.0312373 | val_loss: 0.0312458 | Time: 2332.42 ms [2020-12-06 16:08:59 main:574] : INFO : Epoch 975 | loss: 0.0312398 | val_loss: 0.0312393 | Time: 2327.27 ms [2020-12-06 16:09:02 main:574] : INFO : Epoch 976 | loss: 0.0312382 | val_loss: 0.0312388 | Time: 2326.85 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2070) [2020-12-06 16:12:04 main:435] : INFO : Set logging level to 1 [2020-12-06 16:12:04 main:441] : INFO : Running in BOINC Client mode [2020-12-06 16:12:04 main:444] : INFO : Resolving all filenames [2020-12-06 16:12:04 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2020-12-06 16:12:04 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1605454898-16061-1_0_r55167634_1 (exists = 1) [2020-12-06 16:12:04 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1605454898-16061-1_0_r55167634_0 (exists = 0) [2020-12-06 16:12:04 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1605454898-16061-1 (exists = 1) [2020-12-06 16:12:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2020-12-06 16:12:04 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2020-12-06 16:12:04 main:474] : INFO : Configuration: [2020-12-06 16:12:04 main:475] : INFO : Model type: GRU [2020-12-06 16:12:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-12-06 16:12:04 main:477] : INFO : Max Epochs: 1024 [2020-12-06 16:12:04 main:478] : INFO : Batch Size: 128 [2020-12-06 16:12:04 main:479] : INFO : Learning Rate: 0.01 [2020-12-06 16:12:04 main:480] : INFO : Patience: 10 [2020-12-06 16:12:04 main:481] : INFO : Hidden Width: 12 [2020-12-06 16:12:04 main:482] : INFO : # Recurrent Layers: 4 [2020-12-06 16:12:04 main:483] : INFO : # Backend Layers: 4 [2020-12-06 16:12:04 main:484] : INFO : # Threads: 1 [2020-12-06 16:12:04 main:486] : INFO : Preparing Dataset [2020-12-06 16:12:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-06 16:12:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-06 16:12:06 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2020-12-06 16:12:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-06 16:12:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2020-12-06 16:12:06 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-12-06 16:12:06 main:494] : INFO : Creating Model [2020-12-06 16:12:06 main:507] : INFO : Preparing config file [2020-12-06 16:12:06 main:511] : INFO : Found checkpoint, attempting to load... [2020-12-06 16:12:06 main:512] : INFO : Loading config [2020-12-06 16:12:06 main:514] : INFO : Loading state [2020-12-06 16:12:06 main:559] : INFO : Loading DataLoader into Memory [2020-12-06 16:12:06 main:562] : INFO : Starting Training [2020-12-06 16:12:09 main:574] : INFO : Epoch 962 | loss: 0.0313174 | val_loss: 0.031253 | Time: 2579.26 ms [2020-12-06 16:12:11 main:574] : INFO : Epoch 963 | loss: 0.0312291 | val_loss: 0.0312092 | Time: 2329.99 ms [2020-12-06 16:12:14 main:574] : INFO : Epoch 964 | loss: 0.0312065 | val_loss: 0.0312044 | Time: 2319.55 ms [2020-12-06 16:12:16 main:574] : INFO : Epoch 965 | loss: 0.0312 | val_loss: 0.0311989 | Time: 2328.93 ms [2020-12-06 16:12:18 main:574] : INFO : Epoch 966 | loss: 0.0311917 | val_loss: 0.0311851 | Time: 2330.87 ms [2020-12-06 16:12:21 main:574] : INFO : Epoch 967 | loss: 0.0311819 | val_loss: 0.0311797 | Time: 2326.39 ms [2020-12-06 16:12:23 main:574] : INFO : Epoch 968 | loss: 0.0311767 | val_loss: 0.0311742 | Time: 2314.34 ms [2020-12-06 16:12:25 main:574] : INFO : Epoch 969 | loss: 0.0311719 | val_loss: 0.0311712 | Time: 2317.4 ms [2020-12-06 16:12:28 main:574] : INFO : Epoch 970 | loss: 0.0311696 | val_loss: 0.0311692 | Time: 2328.55 ms [2020-12-06 16:12:30 main:574] : INFO : Epoch 971 | loss: 0.0311676 | val_loss: 0.0311689 | Time: 2330.82 ms [2020-12-06 16:12:32 main:574] : INFO : Epoch 972 | loss: 0.0311666 | val_loss: 0.0311685 | Time: 2334.62 ms [2020-12-06 16:12:35 main:574] : INFO : Epoch 973 | loss: 0.0311655 | val_loss: 0.0311696 | Time: 2335.5 ms [2020-12-06 16:12:37 main:574] : INFO : Epoch 974 | loss: 0.0311647 | val_loss: 0.0311692 | Time: 2331.14 ms [2020-12-06 16:12:39 main:574] : INFO : Epoch 975 | loss: 0.0311648 | val_loss: 0.0311731 | Time: 2330.45 ms [2020-12-06 16:12:42 main:574] : INFO : Epoch 976 | loss: 0.0311651 | val_loss: 0.0311697 | Time: 2321.68 ms [2020-12-06 16:12:44 main:574] : INFO : Epoch 977 | loss: 0.0311629 | val_loss: 0.0311729 | Time: 2315.75 ms [2020-12-06 16:12:46 main:574] : INFO : Epoch 978 | loss: 0.0311627 | val_loss: 0.0311728 | Time: 2335.13 ms [2020-12-06 16:12:49 main:574] : INFO : Epoch 979 | loss: 0.0311618 | val_loss: 0.0311694 | Time: 2334.32 ms [2020-12-06 16:12:51 main:574] : INFO : Epoch 980 | loss: 0.0311611 | val_loss: 0.0311693 | Time: 2338.94 ms [2020-12-06 16:12:53 main:574] : INFO : Epoch 981 | loss: 0.0311604 | val_loss: 0.031171 | Time: 2328.35 ms [2020-12-06 16:12:56 main:574] : INFO : Epoch 982 | loss: 0.0311589 | val_loss: 0.0311696 | Time: 2323.48 ms [2020-12-06 16:12:58 main:574] : INFO : Epoch 983 | loss: 0.0311588 | val_loss: 0.0311708 | Time: 2318 ms [2020-12-06 16:13:00 main:574] : INFO : Epoch 984 | loss: 0.0311573 | val_loss: 0.0311698 | Time: 2319.35 ms [2020-12-06 16:13:03 main:574] : INFO : Epoch 985 | loss: 0.0311569 | val_loss: 0.0311694 | Time: 2336.36 ms [2020-12-06 16:13:05 main:574] : INFO : Epoch 986 | loss: 0.0311571 | val_loss: 0.0311704 | Time: 2338.4 ms [2020-12-06 16:13:07 main:574] : INFO : Epoch 987 | loss: 0.0311563 | val_loss: 0.0311702 | Time: 2327.4 ms [2020-12-06 16:13:10 main:574] : INFO : Epoch 988 | loss: 0.0311581 | val_loss: 0.0311774 | Time: 2332.76 ms [2020-12-06 16:13:12 main:574] : INFO : Epoch 989 | loss: 0.0311567 | val_loss: 0.0311709 | Time: 2335.69 ms [2020-12-06 16:13:14 main:574] : INFO : Epoch 990 | loss: 0.0311574 | val_loss: 0.0311752 | Time: 2342.43 ms [2020-12-06 16:13:17 main:574] : INFO : Epoch 991 | loss: 0.0311554 | val_loss: 0.0311724 | Time: 2345.37 ms [2020-12-06 16:13:19 main:574] : INFO : Epoch 992 | loss: 0.0311532 | val_loss: 0.0311746 | Time: 2326.69 ms [2020-12-06 16:13:22 main:574] : INFO : Epoch 993 | loss: 0.0311522 | val_loss: 0.0311738 | Time: 2314.97 ms [2020-12-06 16:13:24 main:574] : INFO : Epoch 994 | loss: 0.0311519 | val_loss: 0.0311711 | Time: 2319.07 ms [2020-12-06 16:13:26 main:574] : INFO : Epoch 995 | loss: 0.0311524 | val_loss: 0.031175 | Time: 2329.04 ms [2020-12-06 16:13:29 main:574] : INFO : Epoch 996 | loss: 0.0311516 | val_loss: 0.0311708 | Time: 2331.6 ms [2020-12-06 16:13:31 main:574] : INFO : Epoch 997 | loss: 0.0311518 | val_loss: 0.031168 | Time: 2340.73 ms [2020-12-06 16:13:33 main:574] : INFO : Epoch 998 | loss: 0.03115 | val_loss: 0.0311685 | Time: 2338.98 ms [2020-12-06 16:13:36 main:574] : INFO : Epoch 999 | loss: 0.0311492 | val_loss: 0.031168 | Time: 2340.34 ms [2020-12-06 16:13:38 main:574] : INFO : Epoch 1000 | loss: 0.0311488 | val_loss: 0.0311704 | Time: 2336.47 ms [2020-12-06 16:13:40 main:574] : INFO : Epoch 1001 | loss: 0.0311498 | val_loss: 0.0311704 | Time: 2327.52 ms [2020-12-06 16:13:43 main:574] : INFO : Epoch 1002 | loss: 0.0311499 | val_loss: 0.0311754 | Time: 2336.73 ms [2020-12-06 16:13:45 main:574] : INFO : Epoch 1003 | loss: 0.0311527 | val_loss: 0.0311771 | Time: 2322.91 ms [2020-12-06 16:13:47 main:574] : INFO : Epoch 1004 | loss: 0.0311521 | val_loss: 0.0311769 | Time: 2320.87 ms [2020-12-06 16:13:50 main:574] : INFO : Epoch 1005 | loss: 0.0311483 | val_loss: 0.0311668 | Time: 2335.56 ms [2020-12-06 16:13:52 main:574] : INFO : Epoch 1006 | loss: 0.0311486 | val_loss: 0.0311769 | Time: 2336.11 ms [2020-12-06 16:13:54 main:574] : INFO : Epoch 1007 | loss: 0.0311497 | val_loss: 0.0311796 | Time: 2339.69 ms [2020-12-06 16:13:57 main:574] : INFO : Epoch 1008 | loss: 0.0311481 | val_loss: 0.0311709 | Time: 2326.49 ms [2020-12-06 16:13:59 main:574] : INFO : Epoch 1009 | loss: 0.0311462 | val_loss: 0.0311689 | Time: 2345.07 ms [2020-12-06 16:14:01 main:574] : INFO : Epoch 1010 | loss: 0.0311474 | val_loss: 0.0311685 | Time: 2350.51 ms [2020-12-06 16:14:04 main:574] : INFO : Epoch 1011 | loss: 0.031148 | val_loss: 0.031168 | Time: 2342.05 ms [2020-12-06 16:14:06 main:574] : INFO : Epoch 1012 | loss: 0.031145 | val_loss: 0.0311684 | Time: 2331 ms [2020-12-06 16:14:08 main:574] : INFO : Epoch 1013 | loss: 0.0311451 | val_loss: 0.0311729 | Time: 2340.32 ms [2020-12-06 16:14:11 main:574] : INFO : Epoch 1014 | loss: 0.0311442 | val_loss: 0.0311736 | Time: 2339.3 ms [2020-12-06 16:14:13 main:574] : INFO : Epoch 1015 | loss: 0.0311451 | val_loss: 0.0311714 | Time: 2344.9 ms [2020-12-06 16:14:15 main:574] : INFO : Epoch 1016 | loss: 0.0311436 | val_loss: 0.0311747 | Time: 2331.71 ms [2020-12-06 16:14:18 main:574] : INFO : Epoch 1017 | loss: 0.0311452 | val_loss: 0.0311722 | Time: 2336.21 ms [2020-12-06 16:14:20 main:574] : INFO : Epoch 1018 | loss: 0.0311436 | val_loss: 0.0311745 | Time: 2341.49 ms [2020-12-06 16:14:22 main:574] : INFO : Epoch 1019 | loss: 0.0311422 | val_loss: 0.0311727 | Time: 2338.82 ms [2020-12-06 16:14:25 main:574] : INFO : Epoch 1020 | loss: 0.0311418 | val_loss: 0.0311695 | Time: 2326.45 ms [2020-12-06 16:14:27 main:574] : INFO : Epoch 1021 | loss: 0.0311433 | val_loss: 0.0311738 | Time: 2335.78 ms [2020-12-06 16:14:30 main:574] : INFO : Epoch 1022 | loss: 0.0311424 | val_loss: 0.0311734 | Time: 2335.83 ms [2020-12-06 16:14:32 main:574] : INFO : Epoch 1023 | loss: 0.0311423 | val_loss: 0.0311724 | Time: 2344.63 ms [2020-12-06 16:14:34 main:574] : INFO : Epoch 1024 | loss: 0.0311437 | val_loss: 0.0311706 | Time: 2342.71 ms [2020-12-06 16:14:34 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311706 [2020-12-06 16:14:34 main:603] : INFO : Saving end state to config to file [2020-12-06 16:14:34 main:608] : INFO : Success, exiting.. 16:14:34 (15728): 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)