Task 10976687
| Name | ParityModified-1639958701-31149-1-0_1 |
| Workunit | 7765033 |
| Created | 24 Jan 2022, 3:42:00 UTC |
| Sent | 24 Jan 2022, 4:58:22 UTC |
| Report deadline | 1 Feb 2022, 4:58:22 UTC |
| Received | 27 Jan 2022, 10:32:22 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 8643 |
| Run time | 1 hours 23 min 55 sec |
| CPU time | 1 hours 20 min 21 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,987.50 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 GB |
| Peak swap size | 4.30 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> n:574] : INFO : Epoch 1592 | loss: 0.0311444 | val_loss: 0.0311591 | Time: 2331.72 ms [2022-01-27 07:44:47 main:574] : INFO : Epoch 1593 | loss: 0.0311445 | val_loss: 0.031153 | Time: 2363.42 ms [2022-01-27 07:44:49 main:574] : INFO : Epoch 1594 | loss: 0.0311438 | val_loss: 0.0311553 | Time: 2334.89 ms [2022-01-27 07:44:51 main:574] : INFO : Epoch 1595 | loss: 0.0311426 | val_loss: 0.0311565 | Time: 2302.2 ms [2022-01-27 07:44:54 main:574] : INFO : Epoch 1596 | loss: 0.0311455 | val_loss: 0.0311555 | Time: 2311.49 ms [2022-01-27 07:44:56 main:574] : INFO : Epoch 1597 | loss: 0.0311507 | val_loss: 0.0311564 | Time: 2303.24 ms [2022-01-27 07:44:58 main:574] : INFO : Epoch 1598 | loss: 0.0311458 | val_loss: 0.0311661 | Time: 2319.36 ms [2022-01-27 07:45:01 main:574] : INFO : Epoch 1599 | loss: 0.0311484 | val_loss: 0.0311682 | Time: 2275.33 ms [2022-01-27 07:45:03 main:574] : INFO : Epoch 1600 | loss: 0.0311454 | val_loss: 0.0311622 | Time: 2343.91 ms [2022-01-27 07:45:06 main:574] : INFO : Epoch 1601 | loss: 0.0311509 | val_loss: 0.0311591 | Time: 2320.78 ms [2022-01-27 07:45:08 main:574] : INFO : Epoch 1602 | loss: 0.0311432 | val_loss: 0.031153 | Time: 2318.62 ms [2022-01-27 07:45:10 main:574] : INFO : Epoch 1603 | loss: 0.0311455 | val_loss: 0.0311608 | Time: 2329.31 ms [2022-01-27 07:45:13 main:574] : INFO : Epoch 1604 | loss: 0.0311469 | val_loss: 0.0311544 | Time: 2416.07 ms [2022-01-27 07:45:15 main:574] : INFO : Epoch 1605 | loss: 0.0311474 | val_loss: 0.0311585 | Time: 2388.32 ms [2022-01-27 07:45:18 main:574] : INFO : Epoch 1606 | loss: 0.0311539 | val_loss: 0.03116 | Time: 2364.88 ms [2022-01-27 07:45:20 main:574] : INFO : Epoch 1607 | loss: 0.031146 | val_loss: 0.0311702 | Time: 2340.62 ms [2022-01-27 07:45:23 main:574] : INFO : Epoch 1608 | loss: 0.0311489 | val_loss: 0.0311601 | Time: 2330.55 ms [2022-01-27 07:45:25 main:574] : INFO : Epoch 1609 | loss: 0.0311462 | val_loss: 0.0311579 | Time: 2439.03 ms [2022-01-27 07:45:28 main:574] : INFO : Epoch 1610 | loss: 0.0311492 | val_loss: 0.0311548 | Time: 2352.86 ms [2022-01-27 07:45:30 main:574] : INFO : Epoch 1611 | loss: 0.0311498 | val_loss: 0.031165 | Time: 2406.32 ms [2022-01-27 07:45:32 main:574] : INFO : Epoch 1612 | loss: 0.0311525 | val_loss: 0.0311652 | Time: 2380.68 ms [2022-01-27 07:45:35 main:574] : INFO : Epoch 1613 | loss: 0.03115 | val_loss: 0.0311553 | Time: 2355.86 ms [2022-01-27 07:45:38 main:574] : INFO : Epoch 1614 | loss: 0.0311476 | val_loss: 0.0311533 | Time: 2614.01 ms [2022-01-27 07:45:40 main:574] : INFO : Epoch 1615 | loss: 0.0311476 | val_loss: 0.0311564 | Time: 2552.46 ms [2022-01-27 07:45:43 main:574] : INFO : Epoch 1616 | loss: 0.0311479 | val_loss: 0.0311558 | Time: 2375.26 ms [2022-01-27 07:45:45 main:574] : INFO : Epoch 1617 | loss: 0.0311451 | val_loss: 0.0311551 | Time: 2371.93 ms [2022-01-27 07:45:47 main:574] : INFO : Epoch 1618 | loss: 0.0311442 | val_loss: 0.031156 | Time: 2324.89 ms [2022-01-27 07:45:50 main:574] : INFO : Epoch 1619 | loss: 0.0311443 | val_loss: 0.0311594 | Time: 2296.97 ms [2022-01-27 07:45:52 main:574] : INFO : Epoch 1620 | loss: 0.03115 | val_loss: 0.0311573 | Time: 2333.78 ms [2022-01-27 07:45:55 main:574] : INFO : Epoch 1621 | loss: 0.0311489 | val_loss: 0.0311617 | Time: 2339.4 ms [2022-01-27 07:45:57 main:574] : INFO : Epoch 1622 | loss: 0.0311452 | val_loss: 0.0311577 | Time: 2329.02 ms [2022-01-27 07:45:59 main:574] : INFO : Epoch 1623 | loss: 0.0311439 | val_loss: 0.0311712 | Time: 2348.5 ms [2022-01-27 07:46:02 main:574] : INFO : Epoch 1624 | loss: 0.0311513 | val_loss: 0.0311559 | Time: 2391.43 ms [2022-01-27 07:46:04 main:574] : INFO : Epoch 1625 | loss: 0.0311449 | val_loss: 0.031153 | Time: 2341.97 ms [2022-01-27 07:46:07 main:574] : INFO : Epoch 1626 | loss: 0.0311428 | val_loss: 0.0311549 | Time: 2392.58 ms [2022-01-27 07:46:09 main:574] : INFO : Epoch 1627 | loss: 0.0311466 | val_loss: 0.0311575 | Time: 2359.47 ms [2022-01-27 07:46:12 main:574] : INFO : Epoch 1628 | loss: 0.0311487 | val_loss: 0.031159 | Time: 2352.22 ms [2022-01-27 07:46:14 main:574] : INFO : Epoch 1629 | loss: 0.0311474 | val_loss: 0.0311708 | Time: 2317.57 ms [2022-01-27 07:46:17 main:574] : INFO : Epoch 1630 | loss: 0.0311486 | val_loss: 0.031154 | Time: 2349.88 ms [2022-01-27 07:46:19 main:574] : INFO : Epoch 1631 | loss: 0.0311452 | val_loss: 0.0311534 | Time: 2357.93 ms [2022-01-27 07:46:21 main:574] : INFO : Epoch 1632 | loss: 0.0311459 | val_loss: 0.0311553 | Time: 2391.55 ms [2022-01-27 07:46:24 main:574] : INFO : Epoch 1633 | loss: 0.0311473 | val_loss: 0.03116 | Time: 2331.74 ms [2022-01-27 07:46:26 main:574] : INFO : Epoch 1634 | loss: 0.0311442 | val_loss: 0.031155 | Time: 2322.98 ms [2022-01-27 07:46:29 main:574] : INFO : Epoch 1635 | loss: 0.0311444 | val_loss: 0.0311536 | Time: 2495.29 ms [2022-01-27 07:46:31 main:574] : INFO : Epoch 1636 | loss: 0.0311466 | val_loss: 0.031155 | Time: 2399.66 ms [2022-01-27 07:46:34 main:574] : INFO : Epoch 1637 | loss: 0.0311465 | val_loss: 0.0311588 | Time: 2300.95 ms [2022-01-27 07:46:36 main:574] : INFO : Epoch 1638 | loss: 0.031146 | val_loss: 0.0311593 | Time: 2338.94 ms [2022-01-27 07:46:38 main:574] : INFO : Epoch 1639 | loss: 0.0311451 | val_loss: 0.0311553 | Time: 2312.71 ms [2022-01-27 07:46:41 main:574] : INFO : Epoch 1640 | loss: 0.0311472 | val_loss: 0.0311592 | Time: 2374.89 ms [2022-01-27 07:46:43 main:574] : INFO : Epoch 1641 | loss: 0.0311452 | val_loss: 0.0311567 | Time: 2531.07 ms [2022-01-27 07:46:46 main:574] : INFO : Epoch 1642 | loss: 0.0311475 | val_loss: 0.0311666 | Time: 2485.82 ms [2022-01-27 07:46:48 main:574] : INFO : Epoch 1643 | loss: 0.0311458 | val_loss: 0.0311597 | Time: 2360.7 ms [2022-01-27 07:46:51 main:574] : INFO : Epoch 1644 | loss: 0.0311434 | val_loss: 0.0311572 | Time: 2304.38 ms [2022-01-27 07:46:53 main:574] : INFO : Epoch 1645 | loss: 0.0311451 | val_loss: 0.0311583 | Time: 2371.91 ms [2022-01-27 07:46:56 main:574] : INFO : Epoch 1646 | loss: 0.0311439 | val_loss: 0.0311601 | Time: 2415.95 ms [2022-01-27 07:46:58 main:574] : INFO : Epoch 1647 | loss: 0.0311469 | val_loss: 0.0311733 | Time: 2330.93 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1650) [2022-01-27 12:13:14 main:435] : INFO : Set logging level to 1 [2022-01-27 12:13:14 main:441] : INFO : Running in BOINC Client mode [2022-01-27 12:13:14 main:444] : INFO : Resolving all filenames [2022-01-27 12:13:14 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-01-27 12:13:14 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-01-27 12:13:14 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-01-27 12:13:15 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-01-27 12:13:15 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-01-27 12:13:15 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-01-27 12:13:15 main:474] : INFO : Configuration: [2022-01-27 12:13:15 main:475] : INFO : Model type: GRU [2022-01-27 12:13:15 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-01-27 12:13:15 main:477] : INFO : Max Epochs: 2048 [2022-01-27 12:13:15 main:478] : INFO : Batch Size: 128 [2022-01-27 12:13:15 main:479] : INFO : Learning Rate: 0.01 [2022-01-27 12:13:15 main:480] : INFO : Patience: 10 [2022-01-27 12:13:15 main:481] : INFO : Hidden Width: 12 [2022-01-27 12:13:15 main:482] : INFO : # Recurrent Layers: 4 [2022-01-27 12:13:15 main:483] : INFO : # Backend Layers: 4 [2022-01-27 12:13:15 main:484] : INFO : # Threads: 1 [2022-01-27 12:13:15 main:486] : INFO : Preparing Dataset [2022-01-27 12:13:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-01-27 12:13:16 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-01-27 12:13:19 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-01-27 12:13:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-01-27 12:13:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-01-27 12:13:19 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-01-27 12:13:19 main:494] : INFO : Creating Model [2022-01-27 12:13:19 main:507] : INFO : Preparing config file [2022-01-27 12:13:19 main:511] : INFO : Found checkpoint, attempting to load... [2022-01-27 12:13:20 main:512] : INFO : Loading config [2022-01-27 12:13:20 main:514] : INFO : Loading state [2022-01-27 12:13:21 main:559] : INFO : Loading DataLoader into Memory [2022-01-27 12:13:21 main:562] : INFO : Starting Training [2022-01-27 12:13:25 main:574] : INFO : Epoch 1623 | loss: 0.0316975 | val_loss: 0.0312993 | Time: 3389.84 ms [2022-01-27 12:13:28 main:574] : INFO : Epoch 1624 | loss: 0.0312989 | val_loss: 0.0312612 | Time: 2716 ms [2022-01-27 12:13:30 main:574] : INFO : Epoch 1625 | loss: 0.0312523 | val_loss: 0.0312419 | Time: 2706.91 ms [2022-01-27 12:13:33 main:574] : INFO : Epoch 1626 | loss: 0.0312417 | val_loss: 0.0312363 | Time: 2656.73 ms [2022-01-27 12:13:36 main:574] : INFO : Epoch 1627 | loss: 0.0312317 | val_loss: 0.0312254 | Time: 2582.13 ms [2022-01-27 12:13:38 main:574] : INFO : Epoch 1628 | loss: 0.0312121 | val_loss: 0.0311968 | Time: 2561.64 ms [2022-01-27 12:13:41 main:574] : INFO : Epoch 1629 | loss: 0.0311819 | val_loss: 0.0311689 | Time: 2618.53 ms [2022-01-27 12:13:44 main:574] : INFO : Epoch 1630 | loss: 0.0311685 | val_loss: 0.0311716 | Time: 2604.68 ms [2022-01-27 12:13:46 main:574] : INFO : Epoch 1631 | loss: 0.0311622 | val_loss: 0.031159 | Time: 2589.5 ms [2022-01-27 12:13:49 main:574] : INFO : Epoch 1632 | loss: 0.0311604 | val_loss: 0.0311595 | Time: 2592.7 ms [2022-01-27 12:13:51 main:574] : INFO : Epoch 1633 | loss: 0.0311582 | val_loss: 0.0311614 | Time: 2511.94 ms [2022-01-27 12:13:54 main:574] : INFO : Epoch 1634 | loss: 0.0311602 | val_loss: 0.0311614 | Time: 2597.88 ms [2022-01-27 12:13:57 main:574] : INFO : Epoch 1635 | loss: 0.031153 | val_loss: 0.0311614 | Time: 2578.83 ms [2022-01-27 12:13:59 main:574] : INFO : Epoch 1636 | loss: 0.0311557 | val_loss: 0.0311674 | Time: 2545.3 ms [2022-01-27 12:14:02 main:574] : INFO : Epoch 1637 | loss: 0.0311666 | val_loss: 0.0311674 | Time: 2583.81 ms [2022-01-27 12:14:05 main:574] : INFO : Epoch 1638 | loss: 0.031163 | val_loss: 0.0311578 | Time: 2590.13 ms [2022-01-27 12:14:07 main:574] : INFO : Epoch 1639 | loss: 0.031153 | val_loss: 0.0311555 | Time: 2639.46 ms [2022-01-27 12:14:11 main:574] : INFO : Epoch 1640 | loss: 0.0311514 | val_loss: 0.031157 | Time: 3123.22 ms [2022-01-27 12:14:14 main:574] : INFO : Epoch 1641 | loss: 0.031153 | val_loss: 0.0311578 | Time: 3160.98 ms [2022-01-27 12:14:17 main:574] : INFO : Epoch 1642 | loss: 0.0311505 | val_loss: 0.0311548 | Time: 2704.01 ms [2022-01-27 12:14:19 main:574] : INFO : Epoch 1643 | loss: 0.0311504 | val_loss: 0.0311521 | Time: 2589.38 ms [2022-01-27 12:14:22 main:574] : INFO : Epoch 1644 | loss: 0.0311488 | val_loss: 0.031152 | Time: 2580.59 ms [2022-01-27 12:14:25 main:574] : INFO : Epoch 1645 | loss: 0.0311464 | val_loss: 0.0311545 | Time: 2547.78 ms [2022-01-27 12:14:27 main:574] : INFO : Epoch 1646 | loss: 0.031149 | val_loss: 0.0311553 | Time: 2596.64 ms [2022-01-27 12:14:30 main:574] : INFO : Epoch 1647 | loss: 0.0311544 | val_loss: 0.0311555 | Time: 2607.12 ms [2022-01-27 12:14:33 main:574] : INFO : Epoch 1648 | loss: 0.0311483 | val_loss: 0.0311518 | Time: 2601.66 ms [2022-01-27 12:14:35 main:574] : INFO : Epoch 1649 | loss: 0.0311506 | val_loss: 0.0311554 | Time: 2607.45 ms [2022-01-27 12:14:38 main:574] : INFO : Epoch 1650 | loss: 0.0311467 | val_loss: 0.031154 | Time: 2614.79 ms [2022-01-27 12:14:41 main:574] : INFO : Epoch 1651 | loss: 0.0311485 | val_loss: 0.0311653 | Time: 2605.49 ms [2022-01-27 12:14:43 main:574] : INFO : Epoch 1652 | loss: 0.0311514 | val_loss: 0.0311576 | Time: 2579.53 ms [2022-01-27 12:14:46 main:574] : INFO : Epoch 1653 | loss: 0.0311511 | val_loss: 0.0311653 | Time: 2503.41 ms [2022-01-27 12:14:48 main:574] : INFO : Epoch 1654 | loss: 0.0311599 | val_loss: 0.0311644 | Time: 2580.24 ms [2022-01-27 12:14:51 main:574] : INFO : Epoch 1655 | loss: 0.0311494 | val_loss: 0.031152 | Time: 2566.05 ms [2022-01-27 12:14:54 main:574] : INFO : Epoch 1656 | loss: 0.0311484 | val_loss: 0.0311525 | Time: 2568.86 ms [2022-01-27 12:14:56 main:574] : INFO : Epoch 1657 | loss: 0.0311529 | val_loss: 0.0311528 | Time: 2518.34 ms [2022-01-27 12:14:59 main:574] : INFO : Epoch 1658 | loss: 0.0311502 | val_loss: 0.0311535 | Time: 2528.94 ms [2022-01-27 12:15:01 main:574] : INFO : Epoch 1659 | loss: 0.0311475 | val_loss: 0.0311509 | Time: 2528.47 ms [2022-01-27 12:15:04 main:574] : INFO : Epoch 1660 | loss: 0.0311456 | val_loss: 0.0311536 | Time: 2546.24 ms [2022-01-27 12:15:07 main:574] : INFO : Epoch 1661 | loss: 0.031151 | val_loss: 0.0311544 | Time: 2537.11 ms [2022-01-27 12:15:09 main:574] : INFO : Epoch 1662 | loss: 0.0311508 | val_loss: 0.0311588 | Time: 2555.19 ms [2022-01-27 12:15:12 main:574] : INFO : Epoch 1663 | loss: 0.0311517 | val_loss: 0.03115 | Time: 2543.36 ms [2022-01-27 12:15:15 main:574] : INFO : Epoch 1664 | loss: 0.0311512 | val_loss: 0.0311625 | Time: 2578.13 ms [2022-01-27 12:15:17 main:574] : INFO : Epoch 1665 | loss: 0.0311598 | val_loss: 0.0311632 | Time: 2847.26 ms [2022-01-27 12:15:20 main:574] : INFO : Epoch 1666 | loss: 0.031161 | val_loss: 0.0311691 | Time: 2860.02 ms [2022-01-27 12:15:23 main:574] : INFO : Epoch 1667 | loss: 0.0311559 | val_loss: 0.0311527 | Time: 2770.91 ms [2022-01-27 12:15:26 main:574] : INFO : Epoch 1668 | loss: 0.03115 | val_loss: 0.0311514 | Time: 2706.45 ms [2022-01-27 12:15:29 main:574] : INFO : Epoch 1669 | loss: 0.0311464 | val_loss: 0.031155 | Time: 2529.96 ms [2022-01-27 12:15:31 main:574] : INFO : Epoch 1670 | loss: 0.0311492 | val_loss: 0.0311552 | Time: 2519.65 ms [2022-01-27 12:15:34 main:574] : INFO : Epoch 1671 | loss: 0.0311462 | val_loss: 0.0311562 | Time: 2523.52 ms [2022-01-27 12:15:36 main:574] : INFO : Epoch 1672 | loss: 0.0311448 | val_loss: 0.0311522 | Time: 2571.72 ms [2022-01-27 12:15:39 main:574] : INFO : Epoch 1673 | loss: 0.0311459 | val_loss: 0.031151 | Time: 2540.68 ms [2022-01-27 12:15:42 main:574] : INFO : Epoch 1674 | loss: 0.0311423 | val_loss: 0.0311504 | Time: 2566.83 ms [2022-01-27 12:15:44 main:574] : INFO : Epoch 1675 | loss: 0.0311448 | val_loss: 0.0311556 | Time: 2515.37 ms [2022-01-27 12:15:47 main:574] : INFO : Epoch 1676 | loss: 0.0311448 | val_loss: 0.0311504 | Time: 2595.58 ms [2022-01-27 12:15:50 main:574] : INFO : Epoch 1677 | loss: 0.0311416 | val_loss: 0.0311577 | Time: 2648.56 ms [2022-01-27 12:15:52 main:574] : INFO : Epoch 1678 | loss: 0.0311436 | val_loss: 0.0311528 | Time: 2527.23 ms [2022-01-27 12:15:55 main:574] : INFO : Epoch 1679 | loss: 0.0311473 | val_loss: 0.0311639 | Time: 2612.62 ms [2022-01-27 12:15:58 main:574] : INFO : Epoch 1680 | loss: 0.0311428 | val_loss: 0.0311566 | Time: 2550.27 ms [2022-01-27 12:16:00 main:574] : INFO : Epoch 1681 | loss: 0.0311438 | val_loss: 0.0311528 | Time: 2559.82 ms [2022-01-27 12:16:03 main:574] : INFO : Epoch 1682 | loss: 0.0311427 | val_loss: 0.0311535 | Time: 2545.93 ms [2022-01-27 12:16:05 main:574] : INFO : Epoch 1683 | loss: 0.0311446 | val_loss: 0.0311506 | Time: 2583.99 ms [2022-01-27 12:16:08 main:574] : INFO : Epoch 1684 | loss: 0.0311496 | val_loss: 0.0311588 | Time: 2518.04 ms [2022-01-27 12:16:11 main:574] : INFO : Epoch 1685 | loss: 0.0311469 | val_loss: 0.0311552 | Time: 2515.07 ms [2022-01-27 12:16:13 main:574] : INFO : Epoch 1686 | loss: 0.0311419 | val_loss: 0.0311513 | Time: 2597.02 ms [2022-01-27 12:16:16 main:574] : INFO : Epoch 1687 | loss: 0.0311444 | val_loss: 0.0311642 | Time: 2555.63 ms [2022-01-27 12:16:19 main:574] : INFO : Epoch 1688 | loss: 0.0311491 | val_loss: 0.0311547 | Time: 2600.36 ms [2022-01-27 12:16:21 main:574] : INFO : Epoch 1689 | loss: 0.0311442 | val_loss: 0.0311502 | Time: 2644.23 ms [2022-01-27 12:16:24 main:574] : INFO : Epoch 1690 | loss: 0.0311423 | val_loss: 0.0311544 | Time: 2775.9 ms [2022-01-27 12:16:27 main:574] : INFO : Epoch 1691 | loss: 0.0311466 | val_loss: 0.0311548 | Time: 2589.97 ms [2022-01-27 12:16:29 main:574] : INFO : Epoch 1692 | loss: 0.0311489 | val_loss: 0.0311574 | Time: 2530.18 ms [2022-01-27 12:16:32 main:574] : INFO : Epoch 1693 | loss: 0.0311452 | val_loss: 0.0311527 | Time: 2597.72 ms [2022-01-27 12:16:35 main:574] : INFO : Epoch 1694 | loss: 0.0311426 | val_loss: 0.0311542 | Time: 2532.84 ms [2022-01-27 12:16:37 main:574] : INFO : Epoch 1695 | loss: 0.0311414 | val_loss: 0.0311554 | Time: 2533.34 ms [2022-01-27 12:16:40 main:574] : INFO : Epoch 1696 | loss: 0.031141 | val_loss: 0.0311548 | Time: 2536.1 ms [2022-01-27 12:16:42 main:574] : INFO : Epoch 1697 | loss: 0.0311421 | val_loss: 0.031151 | Time: 2536.15 ms [2022-01-27 12:16:45 main:574] : INFO : Epoch 1698 | loss: 0.0311451 | val_loss: 0.031159 | Time: 2514.31 ms [2022-01-27 12:16:48 main:574] : INFO : Epoch 1699 | loss: 0.031149 | val_loss: 0.0311569 | Time: 2541.69 ms [2022-01-27 12:16:50 main:574] : INFO : Epoch 1700 | loss: 0.0311481 | val_loss: 0.0311551 | Time: 2526.59 ms [2022-01-27 12:16:53 main:574] : INFO : Epoch 1701 | loss: 0.0311573 | val_loss: 0.0311625 | Time: 2562.41 ms [2022-01-27 12:16:55 main:574] : INFO : Epoch 1702 | loss: 0.0311548 | val_loss: 0.0311566 | Time: 2541.42 ms [2022-01-27 12:16:58 main:574] : INFO : Epoch 1703 | loss: 0.0311506 | val_loss: 0.0311578 | Time: 2495.35 ms [2022-01-27 12:17:01 main:574] : INFO : Epoch 1704 | loss: 0.031152 | val_loss: 0.0311535 | Time: 2554.94 ms [2022-01-27 12:17:03 main:574] : INFO : Epoch 1705 | loss: 0.0311477 | val_loss: 0.0311586 | Time: 2588.15 ms [2022-01-27 12:17:06 main:574] : INFO : Epoch 1706 | loss: 0.0311464 | val_loss: 0.0311534 | Time: 2714.76 ms [2022-01-27 12:17:09 main:574] : INFO : Epoch 1707 | loss: 0.0311452 | val_loss: 0.0311589 | Time: 2682.48 ms [2022-01-27 12:17:11 main:574] : INFO : Epoch 1708 | loss: 0.0311526 | val_loss: 0.0311658 | Time: 2488.59 ms [2022-01-27 12:17:14 main:574] : INFO : Epoch 1709 | loss: 0.0311509 | val_loss: 0.0311569 | Time: 2555.92 ms [2022-01-27 12:17:17 main:574] : INFO : Epoch 1710 | loss: 0.0311509 | val_loss: 0.0311596 | Time: 2529.74 ms [2022-01-27 12:17:19 main:574] : INFO : Epoch 1711 | loss: 0.031147 | val_loss: 0.0311564 | Time: 2515.97 ms [2022-01-27 12:17:22 main:574] : INFO : Epoch 1712 | loss: 0.031147 | val_loss: 0.0311708 | Time: 2523.84 ms [2022-01-27 12:17:24 main:574] : INFO : Epoch 1713 | loss: 0.031149 | val_loss: 0.0311561 | Time: 2539.21 ms [2022-01-27 12:17:27 main:574] : INFO : Epoch 1714 | loss: 0.0311431 | val_loss: 0.0311536 | Time: 2710.47 ms [2022-01-27 12:17:30 main:574] : INFO : Epoch 1715 | loss: 0.0311415 | val_loss: 0.031157 | Time: 2719.9 ms [2022-01-27 12:17:33 main:574] : INFO : Epoch 1716 | loss: 0.0311446 | val_loss: 0.0311659 | Time: 2588.24 ms [2022-01-27 12:17:35 main:574] : INFO : Epoch 1717 | loss: 0.031146 | val_loss: 0.0311564 | Time: 2558.44 ms [2022-01-27 12:17:38 main:574] : INFO : Epoch 1718 | loss: 0.0311404 | val_loss: 0.0311541 | Time: 2560.2 ms [2022-01-27 12:17:40 main:574] : INFO : Epoch 1719 | loss: 0.0311389 | val_loss: 0.0311601 | Time: 2549.81 ms [2022-01-27 12:17:43 main:574] : INFO : Epoch 1720 | loss: 0.031141 | val_loss: 0.0311521 | Time: 2547.36 ms [2022-01-27 12:17:46 main:574] : INFO : Epoch 1721 | loss: 0.0311418 | val_loss: 0.0311578 | Time: 2545.2 ms [2022-01-27 12:17:48 main:574] : INFO : Epoch 1722 | loss: 0.031141 | val_loss: 0.0311576 | Time: 2514.18 ms [2022-01-27 12:17:51 main:574] : INFO : Epoch 1723 | loss: 0.0311442 | val_loss: 0.0311533 | Time: 2530.8 ms [2022-01-27 12:17:54 main:574] : INFO : Epoch 1724 | loss: 0.0311421 | val_loss: 0.031153 | Time: 2545.01 ms [2022-01-27 12:17:56 main:574] : INFO : Epoch 1725 | loss: 0.0311386 | val_loss: 0.0311528 | Time: 2552.84 ms [2022-01-27 12:17:59 main:574] : INFO : Epoch 1726 | loss: 0.0311378 | val_loss: 0.0311559 | Time: 2553.17 ms [2022-01-27 12:18:02 main:574] : INFO : Epoch 1727 | loss: 0.0311396 | val_loss: 0.0311617 | Time: 2761.24 ms [2022-01-27 12:18:05 main:574] : INFO : Epoch 1728 | loss: 0.0311459 | val_loss: 0.0311535 | Time: 3000.12 ms [2022-01-27 12:18:08 main:574] : INFO : Epoch 1729 | loss: 0.0311429 | val_loss: 0.031159 | Time: 2988.28 ms [2022-01-27 12:18:11 main:574] : INFO : Epoch 1730 | loss: 0.0311489 | val_loss: 0.0311588 | Time: 2917.94 ms [2022-01-27 12:18:14 main:574] : INFO : Epoch 1731 | loss: 0.0311396 | val_loss: 0.0311519 | Time: 2847.56 ms [2022-01-27 12:18:16 main:574] : INFO : Epoch 1732 | loss: 0.0311374 | val_loss: 0.0311543 | Time: 2689.3 ms [2022-01-27 12:18:19 main:574] : INFO : Epoch 1733 | loss: 0.0311379 | val_loss: 0.0311535 | Time: 2707.48 ms [2022-01-27 12:18:22 main:574] : INFO : Epoch 1734 | loss: 0.0311448 | val_loss: 0.031156 | Time: 2730.24 ms [2022-01-27 12:18:25 main:574] : INFO : Epoch 1735 | loss: 0.0311431 | val_loss: 0.0311662 | Time: 2705.99 ms [2022-01-27 12:18:28 main:574] : INFO : Epoch 1736 | loss: 0.0311411 | val_loss: 0.0311597 | Time: 2692.17 ms [2022-01-27 12:18:30 main:574] : INFO : Epoch 1737 | loss: 0.0311384 | val_loss: 0.0311542 | Time: 2747.89 ms [2022-01-27 12:18:33 main:574] : INFO : Epoch 1738 | loss: 0.0311387 | val_loss: 0.0311545 | Time: 2919.43 ms [2022-01-27 12:18:36 main:574] : INFO : Epoch 1739 | loss: 0.0311395 | val_loss: 0.0311554 | Time: 2965.9 ms [2022-01-27 12:18:39 main:574] : INFO : Epoch 1740 | loss: 0.0311375 | val_loss: 0.0311538 | Time: 2525.33 ms [2022-01-27 12:18:42 main:574] : INFO : Epoch 1741 | loss: 0.0311379 | val_loss: 0.0311585 | Time: 2568.24 ms [2022-01-27 12:18:44 main:574] : INFO : Epoch 1742 | loss: 0.0311406 | val_loss: 0.0311584 | Time: 2514.34 ms [2022-01-27 12:18:47 main:574] : INFO : Epoch 1743 | loss: 0.0311389 | val_loss: 0.0311522 | Time: 2544.48 ms [2022-01-27 12:18:50 main:574] : INFO : Epoch 1744 | loss: 0.0311414 | val_loss: 0.0311513 | Time: 2566.17 ms [2022-01-27 12:18:52 main:574] : INFO : Epoch 1745 | loss: 0.0311372 | val_loss: 0.0311534 | Time: 2569.68 ms [2022-01-27 12:18:55 main:574] : INFO : Epoch 1746 | loss: 0.0311359 | val_loss: 0.0311586 | Time: 2551.27 ms [2022-01-27 12:18:57 main:574] : INFO : Epoch 1747 | loss: 0.0311378 | val_loss: 0.0311522 | Time: 2558.16 ms [2022-01-27 12:19:00 main:574] : INFO : Epoch 1748 | loss: 0.0311352 | val_loss: 0.0311511 | Time: 2588.02 ms [2022-01-27 12:19:03 main:574] : INFO : Epoch 1749 | loss: 0.0311353 | val_loss: 0.0311524 | Time: 2535.84 ms [2022-01-27 12:19:05 main:574] : INFO : Epoch 1750 | loss: 0.0311364 | val_loss: 0.031154 | Time: 2573.08 ms [2022-01-27 12:19:08 main:574] : INFO : Epoch 1751 | loss: 0.0311367 | val_loss: 0.0311641 | Time: 2575.54 ms [2022-01-27 12:19:11 main:574] : INFO : Epoch 1752 | loss: 0.0311396 | val_loss: 0.031153 | Time: 2561.1 ms [2022-01-27 12:19:13 main:574] : INFO : Epoch 1753 | loss: 0.03114 | val_loss: 0.0311621 | Time: 2521.89 ms [2022-01-27 12:19:16 main:574] : INFO : Epoch 1754 | loss: 0.0311358 | val_loss: 0.0311542 | Time: 2517.57 ms [2022-01-27 12:19:18 main:574] : INFO : Epoch 1755 | loss: 0.0311356 | val_loss: 0.0311576 | Time: 2565.86 ms [2022-01-27 12:19:21 main:574] : INFO : Epoch 1756 | loss: 0.0311436 | val_loss: 0.0311712 | Time: 2534.1 ms [2022-01-27 12:19:24 main:574] : INFO : Epoch 1757 | loss: 0.0311444 | val_loss: 0.0311561 | Time: 2544.19 ms [2022-01-27 12:19:26 main:574] : INFO : Epoch 1758 | loss: 0.0311392 | val_loss: 0.0311571 | Time: 2532.79 ms [2022-01-27 12:19:29 main:574] : INFO : Epoch 1759 | loss: 0.0311403 | val_loss: 0.0311621 | Time: 2551.24 ms [2022-01-27 12:19:32 main:574] : INFO : Epoch 1760 | loss: 0.0311379 | val_loss: 0.0311571 | Time: 2570.42 ms [2022-01-27 12:19:34 main:574] : INFO : Epoch 1761 | loss: 0.0311353 | val_loss: 0.031153 | Time: 2580.92 ms [2022-01-27 12:19:37 main:574] : INFO : Epoch 1762 | loss: 0.0311361 | val_loss: 0.0311541 | Time: 2587.87 ms [2022-01-27 12:19:40 main:574] : INFO : Epoch 1763 | loss: 0.0311346 | val_loss: 0.0311543 | Time: 2802.03 ms [2022-01-27 12:19:42 main:574] : INFO : Epoch 1764 | loss: 0.031135 | val_loss: 0.0311528 | Time: 2727.07 ms [2022-01-27 12:19:45 main:574] : INFO : Epoch 1765 | loss: 0.0311335 | val_loss: 0.031154 | Time: 2603.53 ms [2022-01-27 12:19:48 main:574] : INFO : Epoch 1766 | loss: 0.0311373 | val_loss: 0.0311603 | Time: 2593.87 ms [2022-01-27 12:19:50 main:574] : INFO : Epoch 1767 | loss: 0.0311424 | val_loss: 0.0311505 | Time: 2578.11 ms [2022-01-27 12:19:53 main:574] : INFO : Epoch 1768 | loss: 0.0311383 | val_loss: 0.0311514 | Time: 2563.42 ms [2022-01-27 12:19:56 main:574] : INFO : Epoch 1769 | loss: 0.0311359 | val_loss: 0.0311562 | Time: 2568.02 ms [2022-01-27 12:19:59 main:574] : INFO : Epoch 1770 | loss: 0.0311456 | val_loss: 0.0311598 | Time: 2625.87 ms [2022-01-27 12:20:01 main:574] : INFO : Epoch 1771 | loss: 0.0311467 | val_loss: 0.0311611 | Time: 2524.22 ms [2022-01-27 12:20:04 main:574] : INFO : Epoch 1772 | loss: 0.0311393 | val_loss: 0.0311565 | Time: 2541.65 ms [2022-01-27 12:20:06 main:574] : INFO : Epoch 1773 | loss: 0.0311364 | val_loss: 0.0311558 | Time: 2523.21 ms [2022-01-27 12:20:09 main:574] : INFO : Epoch 1774 | loss: 0.0311367 | val_loss: 0.0311595 | Time: 2616.74 ms [2022-01-27 12:20:12 main:574] : INFO : Epoch 1775 | loss: 0.0311377 | val_loss: 0.0311514 | Time: 2560.13 ms [2022-01-27 12:20:14 main:574] : INFO : Epoch 1776 | loss: 0.0311417 | val_loss: 0.0311673 | Time: 2541.92 ms [2022-01-27 12:20:17 main:574] : INFO : Epoch 1777 | loss: 0.0311436 | val_loss: 0.0311556 | Time: 2549.14 ms [2022-01-27 12:20:20 main:574] : INFO : Epoch 1778 | loss: 0.0311412 | val_loss: 0.0311612 | Time: 2544.26 ms [2022-01-27 12:20:22 main:574] : INFO : Epoch 1779 | loss: 0.0311358 | val_loss: 0.0311533 | Time: 2583.48 ms [2022-01-27 12:20:25 main:574] : INFO : Epoch 1780 | loss: 0.0311347 | val_loss: 0.0311539 | Time: 2534.22 ms [2022-01-27 12:20:28 main:574] : INFO : Epoch 1781 | loss: 0.0311347 | val_loss: 0.0311498 | Time: 2570.81 ms [2022-01-27 12:20:30 main:574] : INFO : Epoch 1782 | loss: 0.0311331 | val_loss: 0.0311587 | Time: 2583.24 ms [2022-01-27 12:20:33 main:574] : INFO : Epoch 1783 | loss: 0.0311344 | val_loss: 0.0311596 | Time: 2621.25 ms [2022-01-27 12:20:36 main:574] : INFO : Epoch 1784 | loss: 0.0311386 | val_loss: 0.0311529 | Time: 2580.52 ms [2022-01-27 12:20:39 main:574] : INFO : Epoch 1785 | loss: 0.0311386 | val_loss: 0.0311498 | Time: 2590.22 ms [2022-01-27 12:20:41 main:574] : INFO : Epoch 1786 | loss: 0.0311403 | val_loss: 0.031153 | Time: 2576.44 ms [2022-01-27 12:20:44 main:574] : INFO : Epoch 1787 | loss: 0.031142 | val_loss: 0.031148 | Time: 2653.92 ms [2022-01-27 12:20:47 main:574] : INFO : Epoch 1788 | loss: 0.0311399 | val_loss: 0.0311611 | Time: 2763.34 ms [2022-01-27 12:20:50 main:574] : INFO : Epoch 1789 | loss: 0.0311471 | val_loss: 0.0311491 | Time: 2745.49 ms [2022-01-27 12:20:52 main:574] : INFO : Epoch 1790 | loss: 0.0311415 | val_loss: 0.0311525 | Time: 2567.79 ms [2022-01-27 12:20:55 main:574] : INFO : Epoch 1791 | loss: 0.0311372 | val_loss: 0.0311489 | Time: 2575.94 ms [2022-01-27 12:20:58 main:574] : INFO : Epoch 1792 | loss: 0.0311398 | val_loss: 0.0311604 | Time: 2566 ms [2022-01-27 12:21:00 main:574] : INFO : Epoch 1793 | loss: 0.0311413 | val_loss: 0.0311538 | Time: 2540.48 ms [2022-01-27 12:21:03 main:574] : INFO : Epoch 1794 | loss: 0.0311362 | val_loss: 0.0311508 | Time: 2610.13 ms [2022-01-27 12:21:06 main:574] : INFO : Epoch 1795 | loss: 0.031137 | val_loss: 0.0311499 | Time: 2585.63 ms [2022-01-27 12:21:08 main:574] : INFO : Epoch 1796 | loss: 0.0311341 | val_loss: 0.0311509 | Time: 2608.52 ms [2022-01-27 12:21:11 main:574] : INFO : Epoch 1797 | loss: 0.0311357 | val_loss: 0.0311503 | Time: 2703.33 ms [2022-01-27 12:21:14 main:574] : INFO : Epoch 1798 | loss: 0.0311518 | val_loss: 0.0311647 | Time: 2679.28 ms [2022-01-27 12:21:16 main:574] : INFO : Epoch 1799 | loss: 0.0311525 | val_loss: 0.0311517 | Time: 2626.62 ms [2022-01-27 12:21:19 main:574] : INFO : Epoch 1800 | loss: 0.0311495 | val_loss: 0.0311538 | Time: 2625.4 ms [2022-01-27 12:21:22 main:574] : INFO : Epoch 1801 | loss: 0.0311473 | val_loss: 0.0311521 | Time: 2625.68 ms [2022-01-27 12:21:24 main:574] : INFO : Epoch 1802 | loss: 0.0311471 | val_loss: 0.0311545 | Time: 2538.47 ms [2022-01-27 12:21:27 main:574] : INFO : Epoch 1803 | loss: 0.0311433 | val_loss: 0.0311521 | Time: 2580.94 ms [2022-01-27 12:21:30 main:574] : INFO : Epoch 1804 | loss: 0.0311423 | val_loss: 0.031154 | Time: 2624.45 ms [2022-01-27 12:21:33 main:574] : INFO : Epoch 1805 | loss: 0.0311416 | val_loss: 0.0311529 | Time: 2708.51 ms [2022-01-27 12:21:35 main:574] : INFO : Epoch 1806 | loss: 0.0311444 | val_loss: 0.0311522 | Time: 2652.09 ms [2022-01-27 12:21:38 main:574] : INFO : Epoch 1807 | loss: 0.0311404 | val_loss: 0.031151 | Time: 2620.19 ms [2022-01-27 12:21:41 main:574] : INFO : Epoch 1808 | loss: 0.0311383 | val_loss: 0.031156 | Time: 2555.91 ms [2022-01-27 12:21:43 main:574] : INFO : Epoch 1809 | loss: 0.0311409 | val_loss: 0.0311541 | Time: 2575.7 ms [2022-01-27 12:21:46 main:574] : INFO : Epoch 1810 | loss: 0.0311378 | val_loss: 0.0311548 | Time: 2572.04 ms [2022-01-27 12:21:49 main:574] : INFO : Epoch 1811 | loss: 0.0311387 | val_loss: 0.0311535 | Time: 2547.84 ms [2022-01-27 12:21:51 main:574] : INFO : Epoch 1812 | loss: 0.0311373 | val_loss: 0.0311551 | Time: 2735.95 ms [2022-01-27 12:21:54 main:574] : INFO : Epoch 1813 | loss: 0.0311359 | val_loss: 0.0311535 | Time: 2846.57 ms [2022-01-27 12:21:57 main:574] : INFO : Epoch 1814 | loss: 0.0311388 | val_loss: 0.0311574 | Time: 2591.98 ms [2022-01-27 12:22:00 main:574] : INFO : Epoch 1815 | loss: 0.0311434 | val_loss: 0.0311578 | Time: 2583.46 ms [2022-01-27 12:22:02 main:574] : INFO : Epoch 1816 | loss: 0.0311377 | val_loss: 0.0311591 | Time: 2564.13 ms [2022-01-27 12:22:05 main:574] : INFO : Epoch 1817 | loss: 0.0311367 | val_loss: 0.0311541 | Time: 2585.79 ms [2022-01-27 12:22:07 main:574] : INFO : Epoch 1818 | loss: 0.031135 | val_loss: 0.0311535 | Time: 2589.88 ms [2022-01-27 12:22:10 main:574] : INFO : Epoch 1819 | loss: 0.0311356 | val_loss: 0.0311531 | Time: 2607.27 ms [2022-01-27 12:22:13 main:574] : INFO : Epoch 1820 | loss: 0.0311356 | val_loss: 0.0311577 | Time: 2552.47 ms [2022-01-27 12:22:15 main:574] : INFO : Epoch 1821 | loss: 0.0311365 | val_loss: 0.0311581 | Time: 2565.26 ms [2022-01-27 12:22:18 main:574] : INFO : Epoch 1822 | loss: 0.0311377 | val_loss: 0.0311553 | Time: 2585.29 ms [2022-01-27 12:22:21 main:574] : INFO : Epoch 1823 | loss: 0.0311367 | val_loss: 0.0311527 | Time: 2545.24 ms [2022-01-27 12:22:23 main:574] : INFO : Epoch 1824 | loss: 0.0311399 | val_loss: 0.0311531 | Time: 2562.93 ms [2022-01-27 12:22:26 main:574] : INFO : Epoch 1825 | loss: 0.0311362 | val_loss: 0.0311542 | Time: 2556.66 ms [2022-01-27 12:22:29 main:574] : INFO : Epoch 1826 | loss: 0.0311393 | val_loss: 0.0311616 | Time: 2547.75 ms [2022-01-27 12:22:31 main:574] : INFO : Epoch 1827 | loss: 0.0311415 | val_loss: 0.0311531 | Time: 2542.99 ms [2022-01-27 12:22:34 main:574] : INFO : Epoch 1828 | loss: 0.0311368 | val_loss: 0.0311514 | Time: 2585.11 ms [2022-01-27 12:22:36 main:574] : INFO : Epoch 1829 | loss: 0.0311375 | val_loss: 0.0311533 | Time: 2557.63 ms [2022-01-27 12:22:39 main:574] : INFO : Epoch 1830 | loss: 0.0311378 | val_loss: 0.0311583 | Time: 2550.65 ms [2022-01-27 12:22:42 main:574] : INFO : Epoch 1831 | loss: 0.0311375 | val_loss: 0.0311563 | Time: 2607.22 ms [2022-01-27 12:22:44 main:574] : INFO : Epoch 1832 | loss: 0.031134 | val_loss: 0.0311549 | Time: 2542.88 ms [2022-01-27 12:22:47 main:574] : INFO : Epoch 1833 | loss: 0.0311312 | val_loss: 0.0311534 | Time: 2578.58 ms [2022-01-27 12:22:50 main:574] : INFO : Epoch 1834 | loss: 0.0311364 | val_loss: 0.0311605 | Time: 2568.69 ms [2022-01-27 12:22:52 main:574] : INFO : Epoch 1835 | loss: 0.0311345 | val_loss: 0.0311561 | Time: 2570.18 ms [2022-01-27 12:22:55 main:574] : INFO : Epoch 1836 | loss: 0.0311324 | val_loss: 0.0311546 | Time: 2610.27 ms [2022-01-27 12:22:58 main:574] : INFO : Epoch 1837 | loss: 0.031133 | val_loss: 0.0311547 | Time: 2804.09 ms [2022-01-27 12:23:01 main:574] : INFO : Epoch 1838 | loss: 0.0311337 | val_loss: 0.0311556 | Time: 2759.93 ms [2022-01-27 12:23:03 main:574] : INFO : Epoch 1839 | loss: 0.031133 | val_loss: 0.0311552 | Time: 2575.77 ms [2022-01-27 12:23:06 main:574] : INFO : Epoch 1840 | loss: 0.0311319 | val_loss: 0.0311546 | Time: 2527.29 ms [2022-01-27 12:23:08 main:574] : INFO : Epoch 1841 | loss: 0.0311301 | val_loss: 0.0311566 | Time: 2535.5 ms [2022-01-27 12:23:11 main:574] : INFO : Epoch 1842 | loss: 0.0311354 | val_loss: 0.0311547 | Time: 2565.45 ms [2022-01-27 12:23:14 main:574] : INFO : Epoch 1843 | loss: 0.0311342 | val_loss: 0.031156 | Time: 2539.33 ms [2022-01-27 12:23:16 main:574] : INFO : Epoch 1844 | loss: 0.0311351 | val_loss: 0.0311526 | Time: 2552.26 ms [2022-01-27 12:23:19 main:574] : INFO : Epoch 1845 | loss: 0.0311311 | val_loss: 0.0311586 | Time: 2585.48 ms [2022-01-27 12:23:22 main:574] : INFO : Epoch 1846 | loss: 0.0311312 | val_loss: 0.031155 | Time: 2564.18 ms [2022-01-27 12:23:24 main:574] : INFO : Epoch 1847 | loss: 0.0311356 | val_loss: 0.0311588 | Time: 2525 ms [2022-01-27 12:23:27 main:574] : INFO : Epoch 1848 | loss: 0.0311329 | val_loss: 0.0311616 | Time: 2533.15 ms [2022-01-27 12:23:29 main:574] : INFO : Epoch 1849 | loss: 0.0311355 | val_loss: 0.0311646 | Time: 2572.5 ms [2022-01-27 12:23:32 main:574] : INFO : Epoch 1850 | loss: 0.0311363 | val_loss: 0.0311525 | Time: 2548.3 ms [2022-01-27 12:23:35 main:574] : INFO : Epoch 1851 | loss: 0.0311318 | val_loss: 0.0311554 | Time: 2558.36 ms [2022-01-27 12:23:37 main:574] : INFO : Epoch 1852 | loss: 0.0311332 | val_loss: 0.0311602 | Time: 2535.69 ms [2022-01-27 12:23:40 main:574] : INFO : Epoch 1853 | loss: 0.0311317 | val_loss: 0.0311525 | Time: 2585.86 ms [2022-01-27 12:23:42 main:574] : INFO : Epoch 1854 | loss: 0.0311328 | val_loss: 0.0311535 | Time: 2588.97 ms [2022-01-27 12:23:45 main:574] : INFO : Epoch 1855 | loss: 0.0311353 | val_loss: 0.0311529 | Time: 2574.99 ms [2022-01-27 12:23:48 main:574] : INFO : Epoch 1856 | loss: 0.0311329 | val_loss: 0.0311545 | Time: 2550.37 ms [2022-01-27 12:23:50 main:574] : INFO : Epoch 1857 | loss: 0.0311296 | val_loss: 0.0311536 | Time: 2559.9 ms [2022-01-27 12:23:53 main:574] : INFO : Epoch 1858 | loss: 0.0311295 | val_loss: 0.0311554 | Time: 2588.9 ms [2022-01-27 12:23:56 main:574] : INFO : Epoch 1859 | loss: 0.0311337 | val_loss: 0.0311554 | Time: 2573.89 ms [2022-01-27 12:23:58 main:574] : INFO : Epoch 1860 | loss: 0.0311301 | val_loss: 0.0311531 | Time: 2544.36 ms [2022-01-27 12:24:01 main:574] : INFO : Epoch 1861 | loss: 0.0311298 | val_loss: 0.0311603 | Time: 2667.36 ms [2022-01-27 12:24:04 main:574] : INFO : Epoch 1862 | loss: 0.0311312 | val_loss: 0.0311533 | Time: 2876.57 ms [2022-01-27 12:24:07 main:574] : INFO : Epoch 1863 | loss: 0.0311287 | val_loss: 0.0311578 | Time: 2666.53 ms [2022-01-27 12:24:09 main:574] : INFO : Epoch 1864 | loss: 0.0311301 | val_loss: 0.0311593 | Time: 2597.25 ms [2022-01-27 12:24:12 main:574] : INFO : Epoch 1865 | loss: 0.0311394 | val_loss: 0.031173 | Time: 2526.58 ms [2022-01-27 12:24:15 main:574] : INFO : Epoch 1866 | loss: 0.0311361 | val_loss: 0.0311608 | Time: 2534.33 ms [2022-01-27 12:24:17 main:574] : INFO : Epoch 1867 | loss: 0.0311305 | val_loss: 0.0311689 | Time: 2565.2 ms [2022-01-27 12:24:20 main:574] : INFO : Epoch 1868 | loss: 0.0311349 | val_loss: 0.0311572 | Time: 2599.19 ms [2022-01-27 12:24:22 main:574] : INFO : Epoch 1869 | loss: 0.0311326 | val_loss: 0.0311566 | Time: 2520.43 ms [2022-01-27 12:24:25 main:574] : INFO : Epoch 1870 | loss: 0.0311342 | val_loss: 0.0311539 | Time: 2567.62 ms [2022-01-27 12:24:28 main:574] : INFO : Epoch 1871 | loss: 0.0311395 | val_loss: 0.0311602 | Time: 2526.54 ms [2022-01-27 12:24:30 main:574] : INFO : Epoch 1872 | loss: 0.0311383 | val_loss: 0.0311577 | Time: 2584.98 ms [2022-01-27 12:24:33 main:574] : INFO : Epoch 1873 | loss: 0.0311341 | val_loss: 0.0311531 | Time: 2561.83 ms [2022-01-27 12:24:36 main:574] : INFO : Epoch 1874 | loss: 0.0311328 | val_loss: 0.0311567 | Time: 2547.16 ms [2022-01-27 12:24:38 main:574] : INFO : Epoch 1875 | loss: 0.0311329 | val_loss: 0.0311534 | Time: 2537.34 ms [2022-01-27 12:24:41 main:574] : INFO : Epoch 1876 | loss: 0.0311318 | val_loss: 0.0311507 | Time: 2517.34 ms [2022-01-27 12:24:44 main:574] : INFO : Epoch 1877 | loss: 0.0311301 | val_loss: 0.0311534 | Time: 2553.46 ms [2022-01-27 12:24:46 main:574] : INFO : Epoch 1878 | loss: 0.0311322 | val_loss: 0.0311641 | Time: 2534.69 ms [2022-01-27 12:24:49 main:574] : INFO : Epoch 1879 | loss: 0.0311308 | val_loss: 0.0311509 | Time: 2592.89 ms [2022-01-27 12:24:52 main:574] : INFO : Epoch 1880 | loss: 0.0311295 | val_loss: 0.0311517 | Time: 2607.48 ms [2022-01-27 12:24:54 main:574] : INFO : Epoch 1881 | loss: 0.0311293 | val_loss: 0.0311515 | Time: 2570.43 ms [2022-01-27 12:24:57 main:574] : INFO : Epoch 1882 | loss: 0.0311272 | val_loss: 0.0311535 | Time: 2570.59 ms [2022-01-27 12:25:00 main:574] : INFO : Epoch 1883 | loss: 0.0311301 | val_loss: 0.031155 | Time: 2642.83 ms [2022-01-27 12:25:02 main:574] : INFO : Epoch 1884 | loss: 0.0311328 | val_loss: 0.0311632 | Time: 2639.33 ms [2022-01-27 12:25:05 main:574] : INFO : Epoch 1885 | loss: 0.0311412 | val_loss: 0.0311525 | Time: 2611.21 ms [2022-01-27 12:25:08 main:574] : INFO : Epoch 1886 | loss: 0.0311359 | val_loss: 0.031152 | Time: 2621.74 ms [2022-01-27 12:25:11 main:574] : INFO : Epoch 1887 | loss: 0.0311311 | val_loss: 0.0311488 | Time: 2873.26 ms [2022-01-27 12:25:13 main:574] : INFO : Epoch 1888 | loss: 0.0311315 | val_loss: 0.0311497 | Time: 2498.21 ms [2022-01-27 12:25:16 main:574] : INFO : Epoch 1889 | loss: 0.0311286 | val_loss: 0.0311498 | Time: 2314.71 ms [2022-01-27 12:25:18 main:574] : INFO : Epoch 1890 | loss: 0.031129 | val_loss: 0.0311565 | Time: 2280.21 ms [2022-01-27 12:25:20 main:574] : INFO : Epoch 1891 | loss: 0.0311358 | val_loss: 0.0311575 | Time: 2299.38 ms [2022-01-27 12:25:23 main:574] : INFO : Epoch 1892 | loss: 0.0311302 | val_loss: 0.0311506 | Time: 2235.84 ms [2022-01-27 12:25:25 main:574] : INFO : Epoch 1893 | loss: 0.0311294 | val_loss: 0.0311582 | Time: 2289.25 ms [2022-01-27 12:25:27 main:574] : INFO : Epoch 1894 | loss: 0.0311293 | val_loss: 0.0311525 | Time: 2253.1 ms [2022-01-27 12:25:30 main:574] : INFO : Epoch 1895 | loss: 0.0311282 | val_loss: 0.0311524 | Time: 2236.07 ms [2022-01-27 12:25:32 main:574] : INFO : Epoch 1896 | loss: 0.0311276 | val_loss: 0.0311579 | Time: 2255.31 ms [2022-01-27 12:25:34 main:574] : INFO : Epoch 1897 | loss: 0.0311284 | val_loss: 0.0311505 | Time: 2287.29 ms [2022-01-27 12:25:37 main:574] : INFO : Epoch 1898 | loss: 0.0311302 | val_loss: 0.0311503 | Time: 2258.65 ms [2022-01-27 12:25:39 main:574] : INFO : Epoch 1899 | loss: 0.0311313 | val_loss: 0.0311633 | Time: 2295.08 ms [2022-01-27 12:25:41 main:574] : INFO : Epoch 1900 | loss: 0.0311358 | val_loss: 0.0311493 | Time: 2263.16 ms [2022-01-27 12:25:44 main:574] : INFO : Epoch 1901 | loss: 0.0311361 | val_loss: 0.0311665 | Time: 2202.61 ms [2022-01-27 12:25:46 main:574] : INFO : Epoch 1902 | loss: 0.0311391 | val_loss: 0.0311531 | Time: 2296.68 ms [2022-01-27 12:25:48 main:574] : INFO : Epoch 1903 | loss: 0.0311285 | val_loss: 0.0311516 | Time: 2272.4 ms [2022-01-27 12:25:51 main:574] : INFO : Epoch 1904 | loss: 0.031133 | val_loss: 0.0311557 | Time: 2316.98 ms [2022-01-27 12:25:53 main:574] : INFO : Epoch 1905 | loss: 0.0311322 | val_loss: 0.0311546 | Time: 2294.75 ms [2022-01-27 12:25:55 main:574] : INFO : Epoch 1906 | loss: 0.0311305 | val_loss: 0.0311563 | Time: 2258.49 ms [2022-01-27 12:25:58 main:574] : INFO : Epoch 1907 | loss: 0.0311287 | val_loss: 0.0311541 | Time: 2268.39 ms [2022-01-27 12:26:00 main:574] : INFO : Epoch 1908 | loss: 0.0311294 | val_loss: 0.0311515 | Time: 2358.23 ms [2022-01-27 12:26:03 main:574] : INFO : Epoch 1909 | loss: 0.0311313 | val_loss: 0.0311704 | Time: 2256.28 ms [2022-01-27 12:26:05 main:574] : INFO : Epoch 1910 | loss: 0.0311353 | val_loss: 0.0311531 | Time: 2226.52 ms [2022-01-27 12:26:07 main:574] : INFO : Epoch 1911 | loss: 0.0311301 | val_loss: 0.0311523 | Time: 2233.78 ms [2022-01-27 12:26:10 main:574] : INFO : Epoch 1912 | loss: 0.0311284 | val_loss: 0.0311552 | Time: 2296.38 ms [2022-01-27 12:26:12 main:574] : INFO : Epoch 1913 | loss: 0.0311284 | val_loss: 0.0311567 | Time: 2326.36 ms [2022-01-27 12:26:15 main:574] : INFO : Epoch 1914 | loss: 0.0311256 | val_loss: 0.0311513 | Time: 2597.45 ms [2022-01-27 12:26:17 main:574] : INFO : Epoch 1915 | loss: 0.0311279 | val_loss: 0.0311507 | Time: 2443.19 ms [2022-01-27 12:26:20 main:574] : INFO : Epoch 1916 | loss: 0.0311282 | val_loss: 0.0311608 | Time: 2311.62 ms [2022-01-27 12:26:22 main:574] : INFO : Epoch 1917 | loss: 0.0311269 | val_loss: 0.0311499 | Time: 2268.78 ms [2022-01-27 12:26:24 main:574] : INFO : Epoch 1918 | loss: 0.0311286 | val_loss: 0.0311532 | Time: 2267.3 ms [2022-01-27 12:26:26 main:574] : INFO : Epoch 1919 | loss: 0.0311281 | val_loss: 0.0311541 | Time: 2213.19 ms [2022-01-27 12:26:29 main:574] : INFO : Epoch 1920 | loss: 0.0311262 | val_loss: 0.0311505 | Time: 2211.95 ms [2022-01-27 12:26:31 main:574] : INFO : Epoch 1921 | loss: 0.0311255 | val_loss: 0.0311492 | Time: 2332.4 ms [2022-01-27 12:26:34 main:574] : INFO : Epoch 1922 | loss: 0.0311282 | val_loss: 0.0311541 | Time: 2289.49 ms [2022-01-27 12:26:36 main:574] : INFO : Epoch 1923 | loss: 0.031126 | val_loss: 0.0311555 | Time: 2362.31 ms [2022-01-27 12:26:38 main:574] : INFO : Epoch 1924 | loss: 0.0311261 | val_loss: 0.0311551 | Time: 2190.28 ms [2022-01-27 12:26:41 main:574] : INFO : Epoch 1925 | loss: 0.0311259 | val_loss: 0.0311524 | Time: 2290.29 ms [2022-01-27 12:26:43 main:574] : INFO : Epoch 1926 | loss: 0.0311282 | val_loss: 0.0311553 | Time: 2312.38 ms [2022-01-27 12:26:45 main:574] : INFO : Epoch 1927 | loss: 0.0311272 | val_loss: 0.0311523 | Time: 2287.98 ms [2022-01-27 12:26:48 main:574] : INFO : Epoch 1928 | loss: 0.0311269 | val_loss: 0.0311527 | Time: 2254.11 ms [2022-01-27 12:26:50 main:574] : INFO : Epoch 1929 | loss: 0.0311263 | val_loss: 0.0311554 | Time: 2323.57 ms [2022-01-27 12:26:52 main:574] : INFO : Epoch 1930 | loss: 0.031129 | val_loss: 0.031152 | Time: 2338 ms [2022-01-27 12:26:55 main:574] : INFO : Epoch 1931 | loss: 0.0311259 | val_loss: 0.0311539 | Time: 2213.26 ms [2022-01-27 12:26:57 main:574] : INFO : Epoch 1932 | loss: 0.0311292 | val_loss: 0.0311651 | Time: 2223.29 ms [2022-01-27 12:26:59 main:574] : INFO : Epoch 1933 | loss: 0.0311351 | val_loss: 0.0311554 | Time: 2291.77 ms [2022-01-27 12:27:02 main:574] : INFO : Epoch 1934 | loss: 0.0311304 | val_loss: 0.0311665 | Time: 2315.36 ms [2022-01-27 12:27:04 main:574] : INFO : Epoch 1935 | loss: 0.0311302 | val_loss: 0.031156 | Time: 2200.16 ms [2022-01-27 12:27:06 main:574] : INFO : Epoch 1936 | loss: 0.031129 | val_loss: 0.0311522 | Time: 2308.17 ms [2022-01-27 12:27:09 main:574] : INFO : Epoch 1937 | loss: 0.0311317 | val_loss: 0.0311635 | Time: 2278.29 ms [2022-01-27 12:27:11 main:574] : INFO : Epoch 1938 | loss: 0.0311365 | val_loss: 0.0311564 | Time: 2268.31 ms [2022-01-27 12:27:13 main:574] : INFO : Epoch 1939 | loss: 0.0311381 | val_loss: 0.0311549 | Time: 2294.92 ms [2022-01-27 12:27:16 main:574] : INFO : Epoch 1940 | loss: 0.0311313 | val_loss: 0.0311534 | Time: 2180.08 ms [2022-01-27 12:27:18 main:574] : INFO : Epoch 1941 | loss: 0.0311317 | val_loss: 0.0311512 | Time: 2243.03 ms [2022-01-27 12:27:20 main:574] : INFO : Epoch 1942 | loss: 0.0311329 | val_loss: 0.0311528 | Time: 2437.04 ms [2022-01-27 12:27:23 main:574] : INFO : Epoch 1943 | loss: 0.0311293 | val_loss: 0.0311537 | Time: 2380.19 ms [2022-01-27 12:27:25 main:574] : INFO : Epoch 1944 | loss: 0.0311296 | val_loss: 0.0311574 | Time: 2259.13 ms [2022-01-27 12:27:28 main:574] : INFO : Epoch 1945 | loss: 0.031134 | val_loss: 0.0311571 | Time: 2269.12 ms [2022-01-27 12:27:30 main:574] : INFO : Epoch 1946 | loss: 0.0311334 | val_loss: 0.0311519 | Time: 2258.84 ms [2022-01-27 12:27:32 main:574] : INFO : Epoch 1947 | loss: 0.0311384 | val_loss: 0.0311577 | Time: 2277.08 ms [2022-01-27 12:27:35 main:574] : INFO : Epoch 1948 | loss: 0.0311355 | val_loss: 0.0311557 | Time: 2304.53 ms [2022-01-27 12:27:37 main:574] : INFO : Epoch 1949 | loss: 0.0311335 | val_loss: 0.0311538 | Time: 2345.34 ms [2022-01-27 12:27:39 main:574] : INFO : Epoch 1950 | loss: 0.0311311 | val_loss: 0.0311525 | Time: 2278.34 ms [2022-01-27 12:27:42 main:574] : INFO : Epoch 1951 | loss: 0.0311304 | val_loss: 0.0311543 | Time: 2261.76 ms [2022-01-27 12:27:44 main:574] : INFO : Epoch 1952 | loss: 0.0311312 | val_loss: 0.031153 | Time: 2273.26 ms [2022-01-27 12:27:46 main:574] : INFO : Epoch 1953 | loss: 0.0311293 | val_loss: 0.0311532 | Time: 2343.78 ms [2022-01-27 12:27:49 main:574] : INFO : Epoch 1954 | loss: 0.0311283 | val_loss: 0.031151 | Time: 2299.37 ms [2022-01-27 12:27:51 main:574] : INFO : Epoch 1955 | loss: 0.0311297 | val_loss: 0.0311502 | Time: 2345.35 ms [2022-01-27 12:27:54 main:574] : INFO : Epoch 1956 | loss: 0.0311285 | val_loss: 0.031151 | Time: 2311.88 ms [2022-01-27 12:27:56 main:574] : INFO : Epoch 1957 | loss: 0.0311297 | val_loss: 0.0311484 | Time: 2297.12 ms [2022-01-27 12:27:58 main:574] : INFO : Epoch 1958 | loss: 0.0311293 | val_loss: 0.031153 | Time: 2299.87 ms [2022-01-27 12:28:01 main:574] : INFO : Epoch 1959 | loss: 0.0311286 | val_loss: 0.0311514 | Time: 2480.66 ms [2022-01-27 12:28:03 main:574] : INFO : Epoch 1960 | loss: 0.0311266 | val_loss: 0.031154 | Time: 2212.11 ms [2022-01-27 12:28:05 main:574] : INFO : Epoch 1961 | loss: 0.0311301 | val_loss: 0.0311521 | Time: 2328.72 ms [2022-01-27 12:28:08 main:574] : INFO : Epoch 1962 | loss: 0.0311342 | val_loss: 0.0311495 | Time: 2309.09 ms [2022-01-27 12:28:10 main:574] : INFO : Epoch 1963 | loss: 0.0311277 | val_loss: 0.0311685 | Time: 2278.76 ms [2022-01-27 12:28:12 main:574] : INFO : Epoch 1964 | loss: 0.0311287 | val_loss: 0.031151 | Time: 2324.04 ms [2022-01-27 12:28:15 main:574] : INFO : Epoch 1965 | loss: 0.0311275 | val_loss: 0.031157 | Time: 2293.66 ms [2022-01-27 12:28:17 main:574] : INFO : Epoch 1966 | loss: 0.0311334 | val_loss: 0.031161 | Time: 2291.72 ms [2022-01-27 12:28:19 main:574] : INFO : Epoch 1967 | loss: 0.0311308 | val_loss: 0.0311534 | Time: 2255.54 ms [2022-01-27 12:28:22 main:574] : INFO : Epoch 1968 | loss: 0.0311277 | val_loss: 0.0311495 | Time: 2266.5 ms [2022-01-27 12:28:24 main:574] : INFO : Epoch 1969 | loss: 0.0311309 | val_loss: 0.0311561 | Time: 2337.09 ms [2022-01-27 12:28:27 main:574] : INFO : Epoch 1970 | loss: 0.0311339 | val_loss: 0.0311572 | Time: 2461.26 ms [2022-01-27 12:28:29 main:574] : INFO : Epoch 1971 | loss: 0.0311346 | val_loss: 0.0311594 | Time: 2430.47 ms [2022-01-27 12:28:32 main:574] : INFO : Epoch 1972 | loss: 0.0311329 | val_loss: 0.0311563 | Time: 2327.23 ms [2022-01-27 12:28:34 main:574] : INFO : Epoch 1973 | loss: 0.0311303 | val_loss: 0.0311554 | Time: 2324.68 ms [2022-01-27 12:28:36 main:574] : INFO : Epoch 1974 | loss: 0.0311288 | val_loss: 0.0311551 | Time: 2252.43 ms [2022-01-27 12:28:39 main:574] : INFO : Epoch 1975 | loss: 0.0311338 | val_loss: 0.0311636 | Time: 2317.78 ms [2022-01-27 12:28:41 main:574] : INFO : Epoch 1976 | loss: 0.0311383 | val_loss: 0.0311588 | Time: 2282.02 ms [2022-01-27 12:28:43 main:574] : INFO : Epoch 1977 | loss: 0.0311382 | val_loss: 0.0311587 | Time: 2279.01 ms [2022-01-27 12:28:46 main:574] : INFO : Epoch 1978 | loss: 0.0311354 | val_loss: 0.0311516 | Time: 2280.99 ms [2022-01-27 12:28:48 main:574] : INFO : Epoch 1979 | loss: 0.0311322 | val_loss: 0.0311579 | Time: 2308.65 ms [2022-01-27 12:28:50 main:574] : INFO : Epoch 1980 | loss: 0.0311325 | val_loss: 0.0311536 | Time: 2296.56 ms [2022-01-27 12:28:53 main:574] : INFO : Epoch 1981 | loss: 0.0311292 | val_loss: 0.0311546 | Time: 2310.05 ms [2022-01-27 12:28:55 main:574] : INFO : Epoch 1982 | loss: 0.0311296 | val_loss: 0.0311548 | Time: 2295.76 ms [2022-01-27 12:28:57 main:574] : INFO : Epoch 1983 | loss: 0.0311283 | val_loss: 0.0311584 | Time: 2296.11 ms [2022-01-27 12:29:00 main:574] : INFO : Epoch 1984 | loss: 0.0311272 | val_loss: 0.0311569 | Time: 2237.03 ms [2022-01-27 12:29:02 main:574] : INFO : Epoch 1985 | loss: 0.0311266 | val_loss: 0.0311538 | Time: 2286.67 ms [2022-01-27 12:29:04 main:574] : INFO : Epoch 1986 | loss: 0.0311269 | val_loss: 0.0311571 | Time: 2322.26 ms [2022-01-27 12:29:07 main:574] : INFO : Epoch 1987 | loss: 0.0311281 | val_loss: 0.0311574 | Time: 2262.85 ms [2022-01-27 12:29:09 main:574] : INFO : Epoch 1988 | loss: 0.0311271 | val_loss: 0.0311554 | Time: 2364.14 ms [2022-01-27 12:29:12 main:574] : INFO : Epoch 1989 | loss: 0.0311277 | val_loss: 0.0311592 | Time: 2313.8 ms [2022-01-27 12:29:14 main:574] : INFO : Epoch 1990 | loss: 0.0311267 | val_loss: 0.0311559 | Time: 2293.45 ms [2022-01-27 12:29:16 main:574] : INFO : Epoch 1991 | loss: 0.0311317 | val_loss: 0.0311552 | Time: 2244.89 ms [2022-01-27 12:29:19 main:574] : INFO : Epoch 1992 | loss: 0.0311269 | val_loss: 0.0311571 | Time: 2214.33 ms [2022-01-27 12:29:21 main:574] : INFO : Epoch 1993 | loss: 0.0311267 | val_loss: 0.0311592 | Time: 2295.1 ms [2022-01-27 12:29:23 main:574] : INFO : Epoch 1994 | loss: 0.0311278 | val_loss: 0.0311544 | Time: 2325.32 ms [2022-01-27 12:29:26 main:574] : INFO : Epoch 1995 | loss: 0.0311327 | val_loss: 0.0311611 | Time: 2195.16 ms [2022-01-27 12:29:28 main:574] : INFO : Epoch 1996 | loss: 0.0311298 | val_loss: 0.0311566 | Time: 2303.51 ms [2022-01-27 12:29:30 main:574] : INFO : Epoch 1997 | loss: 0.0311282 | val_loss: 0.0311544 | Time: 2368.73 ms [2022-01-27 12:29:33 main:574] : INFO : Epoch 1998 | loss: 0.0311268 | val_loss: 0.0311552 | Time: 2472.33 ms [2022-01-27 12:29:35 main:574] : INFO : Epoch 1999 | loss: 0.0311314 | val_loss: 0.0311576 | Time: 2394.81 ms [2022-01-27 12:29:38 main:574] : INFO : Epoch 2000 | loss: 0.0311264 | val_loss: 0.0311575 | Time: 2281.64 ms [2022-01-27 12:29:40 main:574] : INFO : Epoch 2001 | loss: 0.0311258 | val_loss: 0.0311563 | Time: 2248.65 ms [2022-01-27 12:29:42 main:574] : INFO : Epoch 2002 | loss: 0.0311237 | val_loss: 0.0311552 | Time: 2251.63 ms [2022-01-27 12:29:45 main:574] : INFO : Epoch 2003 | loss: 0.0311265 | val_loss: 0.03116 | Time: 2317.71 ms [2022-01-27 12:29:47 main:574] : INFO : Epoch 2004 | loss: 0.031129 | val_loss: 0.0311541 | Time: 2259.64 ms [2022-01-27 12:29:49 main:574] : INFO : Epoch 2005 | loss: 0.03113 | val_loss: 0.0311571 | Time: 2316.27 ms [2022-01-27 12:29:52 main:574] : INFO : Epoch 2006 | loss: 0.03113 | val_loss: 0.0311528 | Time: 2321.64 ms [2022-01-27 12:29:54 main:574] : INFO : Epoch 2007 | loss: 0.0311284 | val_loss: 0.0311595 | Time: 2249.84 ms [2022-01-27 12:29:57 main:574] : INFO : Epoch 2008 | loss: 0.0311302 | val_loss: 0.0311617 | Time: 2398.66 ms [2022-01-27 12:29:59 main:574] : INFO : Epoch 2009 | loss: 0.0311276 | val_loss: 0.0311648 | Time: 2305.21 ms [2022-01-27 12:30:01 main:574] : INFO : Epoch 2010 | loss: 0.0311296 | val_loss: 0.0311539 | Time: 2294.25 ms [2022-01-27 12:30:04 main:574] : INFO : Epoch 2011 | loss: 0.0311246 | val_loss: 0.0311558 | Time: 2221.7 ms [2022-01-27 12:30:06 main:574] : INFO : Epoch 2012 | loss: 0.0311233 | val_loss: 0.0311546 | Time: 2355.04 ms [2022-01-27 12:30:08 main:574] : INFO : Epoch 2013 | loss: 0.0311233 | val_loss: 0.0311555 | Time: 2304.11 ms [2022-01-27 12:30:11 main:574] : INFO : Epoch 2014 | loss: 0.0311254 | val_loss: 0.0311542 | Time: 2306.61 ms [2022-01-27 12:30:13 main:574] : INFO : Epoch 2015 | loss: 0.0311242 | val_loss: 0.0311536 | Time: 2323.02 ms [2022-01-27 12:30:15 main:574] : INFO : Epoch 2016 | loss: 0.0311303 | val_loss: 0.0311564 | Time: 2249.38 ms [2022-01-27 12:30:18 main:574] : INFO : Epoch 2017 | loss: 0.0311344 | val_loss: 0.0311537 | Time: 2229.14 ms [2022-01-27 12:30:20 main:574] : INFO : Epoch 2018 | loss: 0.0311348 | val_loss: 0.0311536 | Time: 2225.06 ms [2022-01-27 12:30:22 main:574] : INFO : Epoch 2019 | loss: 0.0311322 | val_loss: 0.0311527 | Time: 2335.23 ms [2022-01-27 12:30:25 main:574] : INFO : Epoch 2020 | loss: 0.0311291 | val_loss: 0.0311539 | Time: 2218.92 ms [2022-01-27 12:30:27 main:574] : INFO : Epoch 2021 | loss: 0.0311319 | val_loss: 0.0311533 | Time: 2175.98 ms [2022-01-27 12:30:29 main:574] : INFO : Epoch 2022 | loss: 0.0311294 | val_loss: 0.0311547 | Time: 2500.99 ms [2022-01-27 12:30:32 main:574] : INFO : Epoch 2023 | loss: 0.0311285 | val_loss: 0.0311514 | Time: 2563.2 ms [2022-01-27 12:30:35 main:574] : INFO : Epoch 2024 | loss: 0.0311279 | val_loss: 0.0311527 | Time: 2393.09 ms [2022-01-27 12:30:37 main:574] : INFO : Epoch 2025 | loss: 0.0311262 | val_loss: 0.0311542 | Time: 2531.43 ms [2022-01-27 12:30:40 main:574] : INFO : Epoch 2026 | loss: 0.0311248 | val_loss: 0.0311562 | Time: 2441.02 ms [2022-01-27 12:30:42 main:574] : INFO : Epoch 2027 | loss: 0.0311284 | val_loss: 0.0311691 | Time: 2285.66 ms [2022-01-27 12:30:44 main:574] : INFO : Epoch 2028 | loss: 0.0311339 | val_loss: 0.0311539 | Time: 2234.19 ms [2022-01-27 12:30:47 main:574] : INFO : Epoch 2029 | loss: 0.0311267 | val_loss: 0.0311588 | Time: 2247.81 ms [2022-01-27 12:30:49 main:574] : INFO : Epoch 2030 | loss: 0.0311246 | val_loss: 0.0311558 | Time: 2264.72 ms [2022-01-27 12:30:51 main:574] : INFO : Epoch 2031 | loss: 0.0311304 | val_loss: 0.0311562 | Time: 2258.09 ms [2022-01-27 12:30:54 main:574] : INFO : Epoch 2032 | loss: 0.0311259 | val_loss: 0.0311624 | Time: 2393.84 ms [2022-01-27 12:30:56 main:574] : INFO : Epoch 2033 | loss: 0.0311319 | val_loss: 0.0311557 | Time: 2297.84 ms [2022-01-27 12:30:58 main:574] : INFO : Epoch 2034 | loss: 0.0311292 | val_loss: 0.0311577 | Time: 2268.78 ms [2022-01-27 12:31:01 main:574] : INFO : Epoch 2035 | loss: 0.0311255 | val_loss: 0.0311528 | Time: 2285.26 ms [2022-01-27 12:31:03 main:574] : INFO : Epoch 2036 | loss: 0.0311255 | val_loss: 0.0311559 | Time: 2285.51 ms [2022-01-27 12:31:05 main:574] : INFO : Epoch 2037 | loss: 0.0311264 | val_loss: 0.031153 | Time: 2244.13 ms [2022-01-27 12:31:08 main:574] : INFO : Epoch 2038 | loss: 0.0311274 | val_loss: 0.0311557 | Time: 2335.36 ms [2022-01-27 12:31:10 main:574] : INFO : Epoch 2039 | loss: 0.0311249 | val_loss: 0.0311552 | Time: 2262.25 ms [2022-01-27 12:31:12 main:574] : INFO : Epoch 2040 | loss: 0.0311247 | val_loss: 0.0311561 | Time: 2292.4 ms [2022-01-27 12:31:15 main:574] : INFO : Epoch 2041 | loss: 0.0311248 | val_loss: 0.0311594 | Time: 2277.95 ms [2022-01-27 12:31:17 main:574] : INFO : Epoch 2042 | loss: 0.0311261 | val_loss: 0.0311559 | Time: 2278.18 ms [2022-01-27 12:31:19 main:574] : INFO : Epoch 2043 | loss: 0.0311258 | val_loss: 0.0311587 | Time: 2269.38 ms [2022-01-27 12:31:22 main:574] : INFO : Epoch 2044 | loss: 0.0311265 | val_loss: 0.0311603 | Time: 2281.98 ms [2022-01-27 12:31:24 main:574] : INFO : Epoch 2045 | loss: 0.0311251 | val_loss: 0.0311587 | Time: 2204.82 ms [2022-01-27 12:31:26 main:574] : INFO : Epoch 2046 | loss: 0.0311273 | val_loss: 0.0311532 | Time: 2301.87 ms [2022-01-27 12:31:29 main:574] : INFO : Epoch 2047 | loss: 0.0311253 | val_loss: 0.0311526 | Time: 2286.09 ms [2022-01-27 12:31:31 main:574] : INFO : Epoch 2048 | loss: 0.0311255 | val_loss: 0.0311556 | Time: 2280.45 ms [2022-01-27 12:31:31 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311556 [2022-01-27 12:31:31 main:603] : INFO : Saving end state to config to file [2022-01-27 12:31:31 main:608] : INFO : Success, exiting.. 12:31:31 (2336): 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)