Task 9113230
| Name | ParityModified-1636181745-17852-2-0_1 |
| Workunit | 6425648 |
| Created | 22 Nov 2021, 16:03:36 UTC |
| Sent | 22 Nov 2021, 16:24:54 UTC |
| Report deadline | 30 Nov 2021, 16:24:54 UTC |
| Received | 29 Nov 2021, 13:06:56 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 5902 |
| Run time | 1 hours 50 min 14 sec |
| CPU time | 1 hours 49 min 3 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 646.36 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.70 GB |
| Peak swap size | 3.58 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 8:49:24 main:574] : INFO : Epoch 1568 | loss: 0.0311778 | val_loss: 0.0311817 | Time: 3049.78 ms [2021-11-22 18:49:27 main:574] : INFO : Epoch 1569 | loss: 0.0311751 | val_loss: 0.0311792 | Time: 3047.81 ms [2021-11-22 18:49:30 main:574] : INFO : Epoch 1570 | loss: 0.0311738 | val_loss: 0.0311796 | Time: 3047.76 ms [2021-11-22 18:49:33 main:574] : INFO : Epoch 1571 | loss: 0.0311746 | val_loss: 0.031182 | Time: 3046.14 ms [2021-11-22 18:49:36 main:574] : INFO : Epoch 1572 | loss: 0.0311747 | val_loss: 0.0311806 | Time: 3041 ms [2021-11-22 18:49:39 main:574] : INFO : Epoch 1573 | loss: 0.0311752 | val_loss: 0.0311793 | Time: 3057.76 ms [2021-11-22 18:49:42 main:574] : INFO : Epoch 1574 | loss: 0.0311729 | val_loss: 0.0311784 | Time: 3047.33 ms [2021-11-22 18:49:45 main:574] : INFO : Epoch 1575 | loss: 0.0311745 | val_loss: 0.0311791 | Time: 3053.41 ms [2021-11-22 18:49:48 main:574] : INFO : Epoch 1576 | loss: 0.0311732 | val_loss: 0.0311784 | Time: 3049.45 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: Quadro P400) [2021-11-29 13:38:28 main:435] : INFO : Set logging level to 1 [2021-11-29 13:38:28 main:441] : INFO : Running in BOINC Client mode [2021-11-29 13:38:28 main:444] : INFO : Resolving all filenames [2021-11-29 13:38:28 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2021-11-29 13:38:28 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2021-11-29 13:38:28 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2021-11-29 13:38:28 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2021-11-29 13:38:28 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-29 13:38:28 main:472] : INFO : Dataset filename: dataset.hdf5 [2021-11-29 13:38:28 main:474] : INFO : Configuration: [2021-11-29 13:38:28 main:475] : INFO : Model type: GRU [2021-11-29 13:38:28 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-29 13:38:28 main:477] : INFO : Max Epochs: 2048 [2021-11-29 13:38:28 main:478] : INFO : Batch Size: 128 [2021-11-29 13:38:28 main:479] : INFO : Learning Rate: 0.01 [2021-11-29 13:38:28 main:480] : INFO : Patience: 10 [2021-11-29 13:38:28 main:481] : INFO : Hidden Width: 12 [2021-11-29 13:38:28 main:482] : INFO : # Recurrent Layers: 4 [2021-11-29 13:38:28 main:483] : INFO : # Backend Layers: 4 [2021-11-29 13:38:28 main:484] : INFO : # Threads: 1 [2021-11-29 13:38:28 main:486] : INFO : Preparing Dataset [2021-11-29 13:38:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2021-11-29 13:38:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2021-11-29 13:38:29 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-29 13:38:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2021-11-29 13:38:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2021-11-29 13:38:29 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-29 13:38:29 main:494] : INFO : Creating Model [2021-11-29 13:38:29 main:507] : INFO : Preparing config file [2021-11-29 13:38:29 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-29 13:38:29 main:512] : INFO : Loading config [2021-11-29 13:38:29 main:514] : INFO : Loading state [2021-11-29 13:38:30 main:559] : INFO : Loading DataLoader into Memory [2021-11-29 13:38:30 main:562] : INFO : Starting Training [2021-11-29 13:38:35 main:574] : INFO : Epoch 1576 | loss: 0.0314654 | val_loss: 0.0312811 | Time: 4772.34 ms [2021-11-29 13:38:39 main:574] : INFO : Epoch 1577 | loss: 0.0312554 | val_loss: 0.0312273 | Time: 4477.65 ms [2021-11-29 13:38:44 main:574] : INFO : Epoch 1578 | loss: 0.0312233 | val_loss: 0.0312019 | Time: 4590.98 ms [2021-11-29 13:38:59 main:574] : INFO : Epoch 1579 | loss: 0.031191 | val_loss: 0.0311867 | Time: 14774 ms [2021-11-29 13:39:03 main:574] : INFO : Epoch 1580 | loss: 0.0311877 | val_loss: 0.0311867 | Time: 4775.27 ms [2021-11-29 13:39:08 main:574] : INFO : Epoch 1581 | loss: 0.0311795 | val_loss: 0.031177 | Time: 4510.83 ms [2021-11-29 13:39:13 main:574] : INFO : Epoch 1582 | loss: 0.031177 | val_loss: 0.0311776 | Time: 4835.52 ms [2021-11-29 13:39:18 main:574] : INFO : Epoch 1583 | loss: 0.0311789 | val_loss: 0.0311833 | Time: 4794.83 ms [2021-11-29 13:39:22 main:574] : INFO : Epoch 1584 | loss: 0.0311778 | val_loss: 0.0311783 | Time: 4475.39 ms [2021-11-29 13:39:27 main:574] : INFO : Epoch 1585 | loss: 0.0311769 | val_loss: 0.0311755 | Time: 4502.87 ms [2021-11-29 13:39:31 main:574] : INFO : Epoch 1586 | loss: 0.0311749 | val_loss: 0.0311738 | Time: 4680.55 ms [2021-11-29 13:39:36 main:574] : INFO : Epoch 1587 | loss: 0.0311718 | val_loss: 0.0311753 | Time: 4620.48 ms [2021-11-29 13:39:40 main:574] : INFO : Epoch 1588 | loss: 0.031172 | val_loss: 0.0311732 | Time: 4483.92 ms [2021-11-29 13:39:45 main:574] : INFO : Epoch 1589 | loss: 0.0311734 | val_loss: 0.0311732 | Time: 4427.38 ms [2021-11-29 13:39:49 main:574] : INFO : Epoch 1590 | loss: 0.0311727 | val_loss: 0.0311787 | Time: 4587.63 ms [2021-11-29 13:39:54 main:574] : INFO : Epoch 1591 | loss: 0.0311726 | val_loss: 0.0311739 | Time: 4605.22 ms [2021-11-29 13:39:59 main:574] : INFO : Epoch 1592 | loss: 0.0311703 | val_loss: 0.031172 | Time: 4542.48 ms [2021-11-29 13:40:03 main:574] : INFO : Epoch 1593 | loss: 0.0311678 | val_loss: 0.0311732 | Time: 4448.33 ms [2021-11-29 13:40:08 main:574] : INFO : Epoch 1594 | loss: 0.0311696 | val_loss: 0.0311764 | Time: 4575.27 ms [2021-11-29 13:40:12 main:574] : INFO : Epoch 1595 | loss: 0.0311717 | val_loss: 0.0311718 | Time: 4503.82 ms [2021-11-29 13:40:17 main:574] : INFO : Epoch 1596 | loss: 0.0311679 | val_loss: 0.0311712 | Time: 4615.79 ms [2021-11-29 13:40:22 main:574] : INFO : Epoch 1597 | loss: 0.0311676 | val_loss: 0.0311748 | Time: 4838.75 ms [2021-11-29 13:40:26 main:574] : INFO : Epoch 1598 | loss: 0.0311669 | val_loss: 0.0311706 | Time: 4723 ms [2021-11-29 13:40:31 main:574] : INFO : Epoch 1599 | loss: 0.0311666 | val_loss: 0.0311788 | Time: 4710.02 ms [2021-11-29 13:40:35 main:574] : INFO : Epoch 1600 | loss: 0.031169 | val_loss: 0.0311735 | Time: 4405.57 ms [2021-11-29 13:40:40 main:574] : INFO : Epoch 1601 | loss: 0.031168 | val_loss: 0.031175 | Time: 4604.39 ms [2021-11-29 13:40:44 main:574] : INFO : Epoch 1602 | loss: 0.0311658 | val_loss: 0.0311765 | Time: 4402.86 ms [2021-11-29 13:40:49 main:574] : INFO : Epoch 1603 | loss: 0.0311655 | val_loss: 0.0311694 | Time: 4435.87 ms [2021-11-29 13:40:53 main:574] : INFO : Epoch 1604 | loss: 0.0311654 | val_loss: 0.0311764 | Time: 4635.96 ms [2021-11-29 13:40:58 main:574] : INFO : Epoch 1605 | loss: 0.0311653 | val_loss: 0.0311703 | Time: 4593.81 ms [2021-11-29 13:41:03 main:574] : INFO : Epoch 1606 | loss: 0.0311617 | val_loss: 0.0311683 | Time: 4513.05 ms [2021-11-29 13:41:07 main:574] : INFO : Epoch 1607 | loss: 0.0311629 | val_loss: 0.0311708 | Time: 4689.28 ms [2021-11-29 13:41:12 main:574] : INFO : Epoch 1608 | loss: 0.0311635 | val_loss: 0.03117 | Time: 4545.61 ms [2021-11-29 13:41:16 main:574] : INFO : Epoch 1609 | loss: 0.0311623 | val_loss: 0.0311706 | Time: 4382.06 ms [2021-11-29 13:41:21 main:574] : INFO : Epoch 1610 | loss: 0.0311617 | val_loss: 0.0311703 | Time: 4615.47 ms [2021-11-29 13:41:25 main:574] : INFO : Epoch 1611 | loss: 0.0311628 | val_loss: 0.0311685 | Time: 4502.65 ms [2021-11-29 13:41:30 main:574] : INFO : Epoch 1612 | loss: 0.0311606 | val_loss: 0.0311705 | Time: 4545.1 ms [2021-11-29 13:41:34 main:574] : INFO : Epoch 1613 | loss: 0.0311593 | val_loss: 0.0311728 | Time: 4568.94 ms [2021-11-29 13:41:39 main:574] : INFO : Epoch 1614 | loss: 0.0311589 | val_loss: 0.0311699 | Time: 4539.88 ms [2021-11-29 13:41:54 main:574] : INFO : Epoch 1615 | loss: 0.0311603 | val_loss: 0.0311707 | Time: 14654.1 ms [2021-11-29 13:41:58 main:574] : INFO : Epoch 1616 | loss: 0.0311616 | val_loss: 0.0311749 | Time: 4663.43 ms [2021-11-29 13:42:03 main:574] : INFO : Epoch 1617 | loss: 0.0311601 | val_loss: 0.0311695 | Time: 4623.82 ms [2021-11-29 13:42:07 main:574] : INFO : Epoch 1618 | loss: 0.0311585 | val_loss: 0.031171 | Time: 4490 ms [2021-11-29 13:42:12 main:574] : INFO : Epoch 1619 | loss: 0.0311595 | val_loss: 0.0311694 | Time: 4532.24 ms [2021-11-29 13:42:17 main:574] : INFO : Epoch 1620 | loss: 0.0311668 | val_loss: 0.0311785 | Time: 4651 ms [2021-11-29 13:42:21 main:574] : INFO : Epoch 1621 | loss: 0.0311752 | val_loss: 0.031176 | Time: 4561.28 ms [2021-11-29 13:42:26 main:574] : INFO : Epoch 1622 | loss: 0.0311731 | val_loss: 0.0311754 | Time: 4618.1 ms [2021-11-29 13:42:30 main:574] : INFO : Epoch 1623 | loss: 0.0311773 | val_loss: 0.031175 | Time: 4560.26 ms [2021-11-29 13:42:35 main:574] : INFO : Epoch 1624 | loss: 0.0311722 | val_loss: 0.0311686 | Time: 4421.04 ms [2021-11-29 13:42:40 main:574] : INFO : Epoch 1625 | loss: 0.0311668 | val_loss: 0.031169 | Time: 4901.94 ms [2021-11-29 13:42:45 main:574] : INFO : Epoch 1626 | loss: 0.0311663 | val_loss: 0.0311694 | Time: 4794.99 ms [2021-11-29 13:42:49 main:574] : INFO : Epoch 1627 | loss: 0.0311667 | val_loss: 0.031172 | Time: 4677.74 ms [2021-11-29 13:42:54 main:574] : INFO : Epoch 1628 | loss: 0.0311667 | val_loss: 0.0311704 | Time: 4736.8 ms [2021-11-29 13:42:59 main:574] : INFO : Epoch 1629 | loss: 0.0311631 | val_loss: 0.031169 | Time: 4764.98 ms [2021-11-29 13:43:03 main:574] : INFO : Epoch 1630 | loss: 0.0311622 | val_loss: 0.0311661 | Time: 4522.21 ms [2021-11-29 13:43:07 main:574] : INFO : Epoch 1631 | loss: 0.0311616 | val_loss: 0.0311654 | Time: 3520.24 ms [2021-11-29 13:43:10 main:574] : INFO : Epoch 1632 | loss: 0.0311659 | val_loss: 0.0311651 | Time: 3007.74 ms [2021-11-29 13:43:13 main:574] : INFO : Epoch 1633 | loss: 0.0311594 | val_loss: 0.0311643 | Time: 3007.69 ms [2021-11-29 13:43:16 main:574] : INFO : Epoch 1634 | loss: 0.0311587 | val_loss: 0.0311656 | Time: 3007.39 ms [2021-11-29 13:43:19 main:574] : INFO : Epoch 1635 | loss: 0.0311582 | val_loss: 0.0311653 | Time: 3015.47 ms [2021-11-29 13:43:22 main:574] : INFO : Epoch 1636 | loss: 0.0311581 | val_loss: 0.0311681 | Time: 3174.28 ms [2021-11-29 13:43:25 main:574] : INFO : Epoch 1637 | loss: 0.0311599 | val_loss: 0.0311677 | Time: 3072.93 ms [2021-11-29 13:43:28 main:574] : INFO : Epoch 1638 | loss: 0.0311621 | val_loss: 0.0311711 | Time: 3067.22 ms [2021-11-29 13:43:31 main:574] : INFO : Epoch 1639 | loss: 0.0311604 | val_loss: 0.0311648 | Time: 3013.53 ms [2021-11-29 13:43:34 main:574] : INFO : Epoch 1640 | loss: 0.0311599 | val_loss: 0.0311698 | Time: 3055.84 ms [2021-11-29 13:43:37 main:574] : INFO : Epoch 1641 | loss: 0.0311635 | val_loss: 0.0311653 | Time: 3076.93 ms [2021-11-29 13:43:40 main:574] : INFO : Epoch 1642 | loss: 0.0311581 | val_loss: 0.0311641 | Time: 3051.06 ms [2021-11-29 13:43:43 main:574] : INFO : Epoch 1643 | loss: 0.0311582 | val_loss: 0.0311632 | Time: 3060.81 ms [2021-11-29 13:43:47 main:574] : INFO : Epoch 1644 | loss: 0.0311554 | val_loss: 0.0311631 | Time: 3090.43 ms [2021-11-29 13:43:50 main:574] : INFO : Epoch 1645 | loss: 0.0311545 | val_loss: 0.0311644 | Time: 3053.6 ms [2021-11-29 13:43:53 main:574] : INFO : Epoch 1646 | loss: 0.0311539 | val_loss: 0.0311685 | Time: 3025.86 ms [2021-11-29 13:43:56 main:574] : INFO : Epoch 1647 | loss: 0.0311539 | val_loss: 0.0311684 | Time: 3069.23 ms [2021-11-29 13:43:59 main:574] : INFO : Epoch 1648 | loss: 0.0311544 | val_loss: 0.031163 | Time: 3067.68 ms [2021-11-29 13:44:12 main:574] : INFO : Epoch 1649 | loss: 0.031153 | val_loss: 0.0311639 | Time: 13057.6 ms [2021-11-29 13:44:15 main:574] : INFO : Epoch 1650 | loss: 0.0311531 | val_loss: 0.0311644 | Time: 3011.84 ms [2021-11-29 13:44:18 main:574] : INFO : Epoch 1651 | loss: 0.0311523 | val_loss: 0.031166 | Time: 3004.78 ms [2021-11-29 13:44:21 main:574] : INFO : Epoch 1652 | loss: 0.0311531 | val_loss: 0.0311747 | Time: 3007.15 ms [2021-11-29 13:44:24 main:574] : INFO : Epoch 1653 | loss: 0.0311531 | val_loss: 0.0311664 | Time: 3007.18 ms [2021-11-29 13:44:27 main:574] : INFO : Epoch 1654 | loss: 0.0311512 | val_loss: 0.0311698 | Time: 3011.03 ms [2021-11-29 13:44:30 main:574] : INFO : Epoch 1655 | loss: 0.0311501 | val_loss: 0.0311686 | Time: 3051.5 ms [2021-11-29 13:44:33 main:574] : INFO : Epoch 1656 | loss: 0.0311511 | val_loss: 0.0311716 | Time: 3054.73 ms [2021-11-29 13:44:36 main:574] : INFO : Epoch 1657 | loss: 0.0311517 | val_loss: 0.0311662 | Time: 3059.95 ms [2021-11-29 13:44:39 main:574] : INFO : Epoch 1658 | loss: 0.0311521 | val_loss: 0.0311648 | Time: 3071.61 ms [2021-11-29 13:44:42 main:574] : INFO : Epoch 1659 | loss: 0.031149 | val_loss: 0.0311674 | Time: 3032.06 ms [2021-11-29 13:44:45 main:574] : INFO : Epoch 1660 | loss: 0.0311488 | val_loss: 0.0311664 | Time: 3014.4 ms [2021-11-29 13:44:48 main:574] : INFO : Epoch 1661 | loss: 0.0311498 | val_loss: 0.0311695 | Time: 3055.49 ms [2021-11-29 13:44:51 main:574] : INFO : Epoch 1662 | loss: 0.031149 | val_loss: 0.0311644 | Time: 3087.05 ms [2021-11-29 13:44:54 main:574] : INFO : Epoch 1663 | loss: 0.0311509 | val_loss: 0.0311721 | Time: 3055.84 ms [2021-11-29 13:44:57 main:574] : INFO : Epoch 1664 | loss: 0.0311523 | val_loss: 0.0311832 | Time: 3068.74 ms [2021-11-29 13:45:01 main:574] : INFO : Epoch 1665 | loss: 0.0311561 | val_loss: 0.0311647 | Time: 3182.58 ms [2021-11-29 13:45:04 main:574] : INFO : Epoch 1666 | loss: 0.0311544 | val_loss: 0.0311745 | Time: 3052.34 ms [2021-11-29 13:45:07 main:574] : INFO : Epoch 1667 | loss: 0.0311491 | val_loss: 0.0311695 | Time: 3047.08 ms [2021-11-29 13:45:10 main:574] : INFO : Epoch 1668 | loss: 0.0311481 | val_loss: 0.0311711 | Time: 3224.52 ms [2021-11-29 13:45:13 main:574] : INFO : Epoch 1669 | loss: 0.0311483 | val_loss: 0.0311688 | Time: 3218.08 ms [2021-11-29 13:45:16 main:574] : INFO : Epoch 1670 | loss: 0.0311468 | val_loss: 0.0311688 | Time: 3056.96 ms [2021-11-29 13:45:19 main:574] : INFO : Epoch 1671 | loss: 0.0311466 | val_loss: 0.0311699 | Time: 3011.52 ms [2021-11-29 13:45:22 main:574] : INFO : Epoch 1672 | loss: 0.0311475 | val_loss: 0.0311678 | Time: 3004.64 ms [2021-11-29 13:45:25 main:574] : INFO : Epoch 1673 | loss: 0.0311467 | val_loss: 0.031169 | Time: 3002.62 ms [2021-11-29 13:45:28 main:574] : INFO : Epoch 1674 | loss: 0.0311466 | val_loss: 0.0311665 | Time: 3013.71 ms [2021-11-29 13:45:31 main:574] : INFO : Epoch 1675 | loss: 0.0311455 | val_loss: 0.0311786 | Time: 3014.19 ms [2021-11-29 13:45:34 main:574] : INFO : Epoch 1676 | loss: 0.0311455 | val_loss: 0.0311671 | Time: 3134.1 ms [2021-11-29 13:45:38 main:574] : INFO : Epoch 1677 | loss: 0.031147 | val_loss: 0.031175 | Time: 3182 ms [2021-11-29 13:45:41 main:574] : INFO : Epoch 1678 | loss: 0.0311459 | val_loss: 0.0311712 | Time: 3195.16 ms [2021-11-29 13:45:44 main:574] : INFO : Epoch 1679 | loss: 0.0311436 | val_loss: 0.031168 | Time: 3028.47 ms [2021-11-29 13:45:47 main:574] : INFO : Epoch 1680 | loss: 0.0311439 | val_loss: 0.0311739 | Time: 3278.07 ms [2021-11-29 13:45:50 main:574] : INFO : Epoch 1681 | loss: 0.0311453 | val_loss: 0.031175 | Time: 3060.49 ms [2021-11-29 13:45:53 main:574] : INFO : Epoch 1682 | loss: 0.0311449 | val_loss: 0.031172 | Time: 3121.45 ms [2021-11-29 13:45:56 main:574] : INFO : Epoch 1683 | loss: 0.0311448 | val_loss: 0.0311745 | Time: 3096.12 ms [2021-11-29 13:45:59 main:574] : INFO : Epoch 1684 | loss: 0.0311449 | val_loss: 0.0311746 | Time: 3023.02 ms [2021-11-29 13:46:13 main:574] : INFO : Epoch 1685 | loss: 0.0311442 | val_loss: 0.0311733 | Time: 13034.7 ms [2021-11-29 13:46:16 main:574] : INFO : Epoch 1686 | loss: 0.0311413 | val_loss: 0.0311754 | Time: 3005.6 ms [2021-11-29 13:46:19 main:574] : INFO : Epoch 1687 | loss: 0.0311449 | val_loss: 0.0311767 | Time: 3001.87 ms [2021-11-29 13:46:22 main:574] : INFO : Epoch 1688 | loss: 0.0311438 | val_loss: 0.0311683 | Time: 3009.81 ms [2021-11-29 13:46:25 main:574] : INFO : Epoch 1689 | loss: 0.0311453 | val_loss: 0.0311723 | Time: 3018.41 ms [2021-11-29 13:46:28 main:574] : INFO : Epoch 1690 | loss: 0.0311404 | val_loss: 0.0311705 | Time: 3071.12 ms [2021-11-29 13:46:31 main:574] : INFO : Epoch 1691 | loss: 0.0311409 | val_loss: 0.0311762 | Time: 3018.69 ms [2021-11-29 13:46:34 main:574] : INFO : Epoch 1692 | loss: 0.0311414 | val_loss: 0.0311705 | Time: 3010.77 ms [2021-11-29 13:46:37 main:574] : INFO : Epoch 1693 | loss: 0.0311435 | val_loss: 0.0311722 | Time: 3023.22 ms [2021-11-29 13:46:40 main:574] : INFO : Epoch 1694 | loss: 0.0311418 | val_loss: 0.0311728 | Time: 2997.85 ms [2021-11-29 13:46:43 main:574] : INFO : Epoch 1695 | loss: 0.0311395 | val_loss: 0.0311719 | Time: 2999.38 ms [2021-11-29 13:46:46 main:574] : INFO : Epoch 1696 | loss: 0.0311383 | val_loss: 0.0311725 | Time: 3005.97 ms [2021-11-29 13:46:49 main:574] : INFO : Epoch 1697 | loss: 0.0311409 | val_loss: 0.0311723 | Time: 3013.28 ms [2021-11-29 13:46:52 main:574] : INFO : Epoch 1698 | loss: 0.03114 | val_loss: 0.0311725 | Time: 3004.81 ms [2021-11-29 13:46:55 main:574] : INFO : Epoch 1699 | loss: 0.0311404 | val_loss: 0.0311704 | Time: 3016.89 ms [2021-11-29 13:46:58 main:574] : INFO : Epoch 1700 | loss: 0.0311442 | val_loss: 0.0311703 | Time: 3082.11 ms [2021-11-29 13:47:01 main:574] : INFO : Epoch 1701 | loss: 0.0311433 | val_loss: 0.0311796 | Time: 3016.47 ms [2021-11-29 13:47:04 main:574] : INFO : Epoch 1702 | loss: 0.0311443 | val_loss: 0.0311683 | Time: 3017.24 ms [2021-11-29 13:47:07 main:574] : INFO : Epoch 1703 | loss: 0.0311402 | val_loss: 0.0311767 | Time: 3188.77 ms [2021-11-29 13:47:10 main:574] : INFO : Epoch 1704 | loss: 0.0311391 | val_loss: 0.0311769 | Time: 3159.99 ms [2021-11-29 13:47:13 main:574] : INFO : Epoch 1705 | loss: 0.0311389 | val_loss: 0.0311737 | Time: 3019.99 ms [2021-11-29 13:47:16 main:574] : INFO : Epoch 1706 | loss: 0.0311397 | val_loss: 0.0311832 | Time: 3116.58 ms [2021-11-29 13:47:19 main:574] : INFO : Epoch 1707 | loss: 0.0311388 | val_loss: 0.0311732 | Time: 3003.66 ms [2021-11-29 13:47:22 main:574] : INFO : Epoch 1708 | loss: 0.0311377 | val_loss: 0.0311752 | Time: 3005.05 ms [2021-11-29 13:47:25 main:574] : INFO : Epoch 1709 | loss: 0.031138 | val_loss: 0.0311756 | Time: 3007.52 ms [2021-11-29 13:47:28 main:574] : INFO : Epoch 1710 | loss: 0.0311383 | val_loss: 0.031179 | Time: 3002.66 ms [2021-11-29 13:47:31 main:574] : INFO : Epoch 1711 | loss: 0.031136 | val_loss: 0.0311774 | Time: 3009.58 ms [2021-11-29 13:47:34 main:574] : INFO : Epoch 1712 | loss: 0.0311377 | val_loss: 0.0311725 | Time: 3032.77 ms [2021-11-29 13:47:38 main:574] : INFO : Epoch 1713 | loss: 0.0311429 | val_loss: 0.0311711 | Time: 3175.23 ms [2021-11-29 13:47:41 main:574] : INFO : Epoch 1714 | loss: 0.0311374 | val_loss: 0.0311779 | Time: 3021.84 ms [2021-11-29 13:47:44 main:574] : INFO : Epoch 1715 | loss: 0.0311357 | val_loss: 0.0311821 | Time: 3225.78 ms [2021-11-29 13:47:47 main:574] : INFO : Epoch 1716 | loss: 0.031135 | val_loss: 0.0311709 | Time: 3143.7 ms [2021-11-29 13:47:50 main:574] : INFO : Epoch 1717 | loss: 0.0311344 | val_loss: 0.0311809 | Time: 3022.85 ms [2021-11-29 13:47:53 main:574] : INFO : Epoch 1718 | loss: 0.0311376 | val_loss: 0.0311712 | Time: 3096.56 ms [2021-11-29 13:47:56 main:574] : INFO : Epoch 1719 | loss: 0.0311383 | val_loss: 0.0311813 | Time: 3009.18 ms [2021-11-29 13:47:59 main:574] : INFO : Epoch 1720 | loss: 0.0311356 | val_loss: 0.0311731 | Time: 3112.88 ms [2021-11-29 13:48:12 main:574] : INFO : Epoch 1721 | loss: 0.031135 | val_loss: 0.0311713 | Time: 13052.6 ms [2021-11-29 13:48:15 main:574] : INFO : Epoch 1722 | loss: 0.0311337 | val_loss: 0.03118 | Time: 3007.16 ms [2021-11-29 13:48:18 main:574] : INFO : Epoch 1723 | loss: 0.0311319 | val_loss: 0.0311793 | Time: 3023.03 ms [2021-11-29 13:48:22 main:574] : INFO : Epoch 1724 | loss: 0.0311348 | val_loss: 0.0311743 | Time: 3146.77 ms [2021-11-29 13:48:25 main:574] : INFO : Epoch 1725 | loss: 0.0311342 | val_loss: 0.0311707 | Time: 3090.54 ms [2021-11-29 13:48:28 main:574] : INFO : Epoch 1726 | loss: 0.0311351 | val_loss: 0.0311837 | Time: 3067.22 ms [2021-11-29 13:48:31 main:574] : INFO : Epoch 1727 | loss: 0.0311335 | val_loss: 0.0311787 | Time: 3027.04 ms [2021-11-29 13:48:34 main:574] : INFO : Epoch 1728 | loss: 0.0311325 | val_loss: 0.0311777 | Time: 3007.47 ms [2021-11-29 13:48:37 main:574] : INFO : Epoch 1729 | loss: 0.0311347 | val_loss: 0.0311793 | Time: 3013.41 ms [2021-11-29 13:48:40 main:574] : INFO : Epoch 1730 | loss: 0.0311336 | val_loss: 0.031177 | Time: 3000.99 ms [2021-11-29 13:48:43 main:574] : INFO : Epoch 1731 | loss: 0.0311334 | val_loss: 0.0311782 | Time: 3009.82 ms [2021-11-29 13:48:46 main:574] : INFO : Epoch 1732 | loss: 0.0311357 | val_loss: 0.0311813 | Time: 3015.58 ms [2021-11-29 13:48:49 main:574] : INFO : Epoch 1733 | loss: 0.031132 | val_loss: 0.0311796 | Time: 3026.85 ms [2021-11-29 13:48:52 main:574] : INFO : Epoch 1734 | loss: 0.0311363 | val_loss: 0.0311731 | Time: 3392.25 ms [2021-11-29 13:48:55 main:574] : INFO : Epoch 1735 | loss: 0.0311334 | val_loss: 0.0311829 | Time: 3039.07 ms [2021-11-29 13:48:58 main:574] : INFO : Epoch 1736 | loss: 0.0311341 | val_loss: 0.0311911 | Time: 3141.7 ms [2021-11-29 13:49:02 main:574] : INFO : Epoch 1737 | loss: 0.0311445 | val_loss: 0.0311815 | Time: 3110.32 ms [2021-11-29 13:49:05 main:574] : INFO : Epoch 1738 | loss: 0.031141 | val_loss: 0.0311793 | Time: 3009.09 ms [2021-11-29 13:49:08 main:574] : INFO : Epoch 1739 | loss: 0.0311367 | val_loss: 0.0311771 | Time: 3037.89 ms [2021-11-29 13:49:11 main:574] : INFO : Epoch 1740 | loss: 0.0311343 | val_loss: 0.0311783 | Time: 3198.25 ms [2021-11-29 13:49:24 main:574] : INFO : Epoch 1741 | loss: 0.031132 | val_loss: 0.0311769 | Time: 13186 ms [2021-11-29 13:49:27 main:574] : INFO : Epoch 1742 | loss: 0.0311323 | val_loss: 0.0311727 | Time: 3136.59 ms [2021-11-29 13:49:30 main:574] : INFO : Epoch 1743 | loss: 0.0311372 | val_loss: 0.0311808 | Time: 3198.54 ms [2021-11-29 13:49:33 main:574] : INFO : Epoch 1744 | loss: 0.0311386 | val_loss: 0.0311744 | Time: 3009.41 ms [2021-11-29 13:49:36 main:574] : INFO : Epoch 1745 | loss: 0.03114 | val_loss: 0.0311762 | Time: 3002.15 ms [2021-11-29 13:49:39 main:574] : INFO : Epoch 1746 | loss: 0.0311337 | val_loss: 0.0311851 | Time: 3011.04 ms [2021-11-29 13:49:42 main:574] : INFO : Epoch 1747 | loss: 0.0311334 | val_loss: 0.0311764 | Time: 3010.1 ms [2021-11-29 13:49:45 main:574] : INFO : Epoch 1748 | loss: 0.0311321 | val_loss: 0.0311856 | Time: 3009.34 ms [2021-11-29 13:49:48 main:574] : INFO : Epoch 1749 | loss: 0.0311278 | val_loss: 0.0311807 | Time: 3005.69 ms [2021-11-29 13:49:51 main:574] : INFO : Epoch 1750 | loss: 0.0311276 | val_loss: 0.0311841 | Time: 3003.15 ms [2021-11-29 13:49:54 main:574] : INFO : Epoch 1751 | loss: 0.0311304 | val_loss: 0.031184 | Time: 3007.01 ms [2021-11-29 13:49:57 main:574] : INFO : Epoch 1752 | loss: 0.0311367 | val_loss: 0.0311762 | Time: 3013.6 ms [2021-11-29 13:50:00 main:574] : INFO : Epoch 1753 | loss: 0.0311333 | val_loss: 0.0311848 | Time: 3012.07 ms [2021-11-29 13:50:03 main:574] : INFO : Epoch 1754 | loss: 0.0311323 | val_loss: 0.0311775 | Time: 3006.36 ms [2021-11-29 13:50:06 main:574] : INFO : Epoch 1755 | loss: 0.0311323 | val_loss: 0.0311823 | Time: 3006.01 ms [2021-11-29 13:50:09 main:574] : INFO : Epoch 1756 | loss: 0.0311288 | val_loss: 0.0311849 | Time: 3013.52 ms [2021-11-29 13:50:12 main:574] : INFO : Epoch 1757 | loss: 0.0311277 | val_loss: 0.0311816 | Time: 3003.08 ms [2021-11-29 13:50:15 main:574] : INFO : Epoch 1758 | loss: 0.0311301 | val_loss: 0.0311783 | Time: 3001.03 ms [2021-11-29 13:50:18 main:574] : INFO : Epoch 1759 | loss: 0.0311303 | val_loss: 0.0311865 | Time: 3001.72 ms [2021-11-29 13:50:22 main:574] : INFO : Epoch 1760 | loss: 0.031128 | val_loss: 0.0311931 | Time: 3037.94 ms [2021-11-29 13:50:25 main:574] : INFO : Epoch 1761 | loss: 0.0311341 | val_loss: 0.0311809 | Time: 3280.39 ms [2021-11-29 13:50:28 main:574] : INFO : Epoch 1762 | loss: 0.031136 | val_loss: 0.0311996 | Time: 3249.49 ms [2021-11-29 13:50:31 main:574] : INFO : Epoch 1763 | loss: 0.0311333 | val_loss: 0.0311822 | Time: 3049.08 ms [2021-11-29 13:50:44 main:574] : INFO : Epoch 1764 | loss: 0.0311349 | val_loss: 0.0311794 | Time: 13029.1 ms [2021-11-29 13:50:47 main:574] : INFO : Epoch 1765 | loss: 0.0311301 | val_loss: 0.0311812 | Time: 3152.66 ms [2021-11-29 13:50:50 main:574] : INFO : Epoch 1766 | loss: 0.0311296 | val_loss: 0.0311872 | Time: 3009.31 ms [2021-11-29 13:50:53 main:574] : INFO : Epoch 1767 | loss: 0.0311307 | val_loss: 0.0311776 | Time: 3017.88 ms [2021-11-29 13:50:57 main:574] : INFO : Epoch 1768 | loss: 0.0311328 | val_loss: 0.0311866 | Time: 3167.85 ms [2021-11-29 13:51:00 main:574] : INFO : Epoch 1769 | loss: 0.0311278 | val_loss: 0.031184 | Time: 3065.54 ms [2021-11-29 13:51:03 main:574] : INFO : Epoch 1770 | loss: 0.0311257 | val_loss: 0.0311893 | Time: 3072.99 ms [2021-11-29 13:51:06 main:574] : INFO : Epoch 1771 | loss: 0.0311243 | val_loss: 0.0311855 | Time: 3028.04 ms [2021-11-29 13:51:09 main:574] : INFO : Epoch 1772 | loss: 0.0311271 | val_loss: 0.0311728 | Time: 3093.85 ms [2021-11-29 13:51:12 main:574] : INFO : Epoch 1773 | loss: 0.0311337 | val_loss: 0.0311806 | Time: 3127.65 ms [2021-11-29 13:51:15 main:574] : INFO : Epoch 1774 | loss: 0.0311313 | val_loss: 0.0311779 | Time: 3200.27 ms [2021-11-29 13:51:18 main:574] : INFO : Epoch 1775 | loss: 0.0311289 | val_loss: 0.0311797 | Time: 3117.21 ms [2021-11-29 13:51:21 main:574] : INFO : Epoch 1776 | loss: 0.0311276 | val_loss: 0.0311845 | Time: 3010.91 ms [2021-11-29 13:51:34 main:574] : INFO : Epoch 1777 | loss: 0.0311255 | val_loss: 0.0311831 | Time: 13088.9 ms [2021-11-29 13:51:37 main:574] : INFO : Epoch 1778 | loss: 0.0311252 | val_loss: 0.0311909 | Time: 3004.92 ms [2021-11-29 13:51:40 main:574] : INFO : Epoch 1779 | loss: 0.0311352 | val_loss: 0.0311773 | Time: 3003.07 ms [2021-11-29 13:51:43 main:574] : INFO : Epoch 1780 | loss: 0.0311297 | val_loss: 0.0311774 | Time: 3009.28 ms [2021-11-29 13:51:46 main:574] : INFO : Epoch 1781 | loss: 0.0311299 | val_loss: 0.0311866 | Time: 3008.64 ms [2021-11-29 13:51:49 main:574] : INFO : Epoch 1782 | loss: 0.0311282 | val_loss: 0.0311775 | Time: 3005.27 ms [2021-11-29 13:51:52 main:574] : INFO : Epoch 1783 | loss: 0.0311278 | val_loss: 0.0311824 | Time: 3002.62 ms [2021-11-29 13:51:55 main:574] : INFO : Epoch 1784 | loss: 0.0311261 | val_loss: 0.0311815 | Time: 3017.15 ms [2021-11-29 13:51:58 main:574] : INFO : Epoch 1785 | loss: 0.0311253 | val_loss: 0.0311896 | Time: 3033.38 ms [2021-11-29 13:52:02 main:574] : INFO : Epoch 1786 | loss: 0.031128 | val_loss: 0.0311816 | Time: 3131.61 ms [2021-11-29 13:52:25 main:574] : INFO : Epoch 1787 | loss: 0.0311293 | val_loss: 0.0311839 | Time: 23322.9 ms [2021-11-29 13:52:28 main:574] : INFO : Epoch 1788 | loss: 0.031126 | val_loss: 0.0311885 | Time: 3021.35 ms [2021-11-29 13:52:31 main:574] : INFO : Epoch 1789 | loss: 0.0311254 | val_loss: 0.031184 | Time: 3005.76 ms [2021-11-29 13:52:34 main:574] : INFO : Epoch 1790 | loss: 0.0311229 | val_loss: 0.0312 | Time: 3388.76 ms [2021-11-29 13:52:37 main:574] : INFO : Epoch 1791 | loss: 0.0311236 | val_loss: 0.0311811 | Time: 3050.18 ms [2021-11-29 13:52:40 main:574] : INFO : Epoch 1792 | loss: 0.0311235 | val_loss: 0.0311863 | Time: 3002.74 ms [2021-11-29 13:52:44 main:574] : INFO : Epoch 1793 | loss: 0.0311208 | val_loss: 0.0311912 | Time: 3185.44 ms [2021-11-29 13:52:47 main:574] : INFO : Epoch 1794 | loss: 0.031123 | val_loss: 0.0311787 | Time: 3471.33 ms [2021-11-29 13:52:50 main:574] : INFO : Epoch 1795 | loss: 0.0311246 | val_loss: 0.0311906 | Time: 3015.98 ms [2021-11-29 13:52:54 main:574] : INFO : Epoch 1796 | loss: 0.0311219 | val_loss: 0.0311824 | Time: 3440.94 ms [2021-11-29 13:52:57 main:574] : INFO : Epoch 1797 | loss: 0.0311264 | val_loss: 0.0311867 | Time: 3022.18 ms [2021-11-29 13:53:00 main:574] : INFO : Epoch 1798 | loss: 0.0311327 | val_loss: 0.0311923 | Time: 3566.66 ms [2021-11-29 13:53:03 main:574] : INFO : Epoch 1799 | loss: 0.0311261 | val_loss: 0.0311868 | Time: 3252.56 ms [2021-11-29 13:53:07 main:574] : INFO : Epoch 1800 | loss: 0.0311229 | val_loss: 0.0311802 | Time: 3437.12 ms [2021-11-29 13:53:10 main:574] : INFO : Epoch 1801 | loss: 0.0311242 | val_loss: 0.0311861 | Time: 3326.51 ms [2021-11-29 13:53:13 main:574] : INFO : Epoch 1802 | loss: 0.0311246 | val_loss: 0.0311922 | Time: 3127.87 ms [2021-11-29 13:53:16 main:574] : INFO : Epoch 1803 | loss: 0.0311267 | val_loss: 0.031181 | Time: 3163.12 ms [2021-11-29 13:53:19 main:574] : INFO : Epoch 1804 | loss: 0.0311234 | val_loss: 0.0311886 | Time: 3027.43 ms [2021-11-29 13:53:23 main:574] : INFO : Epoch 1805 | loss: 0.0311223 | val_loss: 0.0311861 | Time: 3070.4 ms [2021-11-29 13:53:26 main:574] : INFO : Epoch 1806 | loss: 0.0311238 | val_loss: 0.0311891 | Time: 3703.47 ms [2021-11-29 13:53:30 main:574] : INFO : Epoch 1807 | loss: 0.0311267 | val_loss: 0.0311933 | Time: 3629.79 ms [2021-11-29 13:53:33 main:574] : INFO : Epoch 1808 | loss: 0.0311235 | val_loss: 0.0311867 | Time: 3441.75 ms [2021-11-29 13:53:36 main:574] : INFO : Epoch 1809 | loss: 0.0311226 | val_loss: 0.0311837 | Time: 2998.63 ms [2021-11-29 13:53:39 main:574] : INFO : Epoch 1810 | loss: 0.0311247 | val_loss: 0.0311871 | Time: 3007.31 ms [2021-11-29 13:53:42 main:574] : INFO : Epoch 1811 | loss: 0.0311272 | val_loss: 0.0311879 | Time: 3008.76 ms [2021-11-29 13:53:45 main:574] : INFO : Epoch 1812 | loss: 0.0311242 | val_loss: 0.0311813 | Time: 3006.05 ms [2021-11-29 13:53:48 main:574] : INFO : Epoch 1813 | loss: 0.0311238 | val_loss: 0.0311856 | Time: 2998.19 ms [2021-11-29 13:53:51 main:574] : INFO : Epoch 1814 | loss: 0.0311223 | val_loss: 0.0311816 | Time: 3000.04 ms [2021-11-29 13:53:54 main:574] : INFO : Epoch 1815 | loss: 0.0311195 | val_loss: 0.0311919 | Time: 3011.72 ms [2021-11-29 13:53:57 main:574] : INFO : Epoch 1816 | loss: 0.03112 | val_loss: 0.031182 | Time: 3010.29 ms [2021-11-29 13:54:00 main:574] : INFO : Epoch 1817 | loss: 0.0311209 | val_loss: 0.0311959 | Time: 3001.73 ms [2021-11-29 13:54:03 main:574] : INFO : Epoch 1818 | loss: 0.0311215 | val_loss: 0.0311862 | Time: 3003.63 ms [2021-11-29 13:54:17 main:574] : INFO : Epoch 1819 | loss: 0.0311216 | val_loss: 0.0311937 | Time: 13098.9 ms [2021-11-29 13:54:20 main:574] : INFO : Epoch 1820 | loss: 0.031124 | val_loss: 0.0311912 | Time: 3008.67 ms [2021-11-29 13:54:23 main:574] : INFO : Epoch 1821 | loss: 0.0311248 | val_loss: 0.0311807 | Time: 3003.48 ms [2021-11-29 13:54:26 main:574] : INFO : Epoch 1822 | loss: 0.0311219 | val_loss: 0.0311895 | Time: 3003.47 ms [2021-11-29 13:54:29 main:574] : INFO : Epoch 1823 | loss: 0.031123 | val_loss: 0.03118 | Time: 3008.01 ms [2021-11-29 13:54:32 main:574] : INFO : Epoch 1824 | loss: 0.0311204 | val_loss: 0.0311853 | Time: 3026.47 ms [2021-11-29 13:54:45 main:574] : INFO : Epoch 1825 | loss: 0.031126 | val_loss: 0.0311843 | Time: 13123.8 ms [2021-11-29 13:54:48 main:574] : INFO : Epoch 1826 | loss: 0.0311239 | val_loss: 0.0311851 | Time: 3009.11 ms [2021-11-29 13:54:51 main:574] : INFO : Epoch 1827 | loss: 0.0311234 | val_loss: 0.0311783 | Time: 3033.43 ms [2021-11-29 13:54:54 main:574] : INFO : Epoch 1828 | loss: 0.0311229 | val_loss: 0.0311779 | Time: 3025.52 ms [2021-11-29 13:54:57 main:574] : INFO : Epoch 1829 | loss: 0.0311281 | val_loss: 0.0311889 | Time: 3023.91 ms [2021-11-29 13:55:00 main:574] : INFO : Epoch 1830 | loss: 0.0311553 | val_loss: 0.0312061 | Time: 3012.84 ms [2021-11-29 13:55:03 main:574] : INFO : Epoch 1831 | loss: 0.0311802 | val_loss: 0.0311825 | Time: 3012.69 ms [2021-11-29 13:55:06 main:574] : INFO : Epoch 1832 | loss: 0.0311706 | val_loss: 0.0311742 | Time: 3008.87 ms [2021-11-29 13:55:09 main:574] : INFO : Epoch 1833 | loss: 0.0311642 | val_loss: 0.0311728 | Time: 3015.52 ms [2021-11-29 13:55:12 main:574] : INFO : Epoch 1834 | loss: 0.0311602 | val_loss: 0.0311759 | Time: 3010.48 ms [2021-11-29 13:55:15 main:574] : INFO : Epoch 1835 | loss: 0.031158 | val_loss: 0.0311705 | Time: 3043.27 ms [2021-11-29 13:55:18 main:574] : INFO : Epoch 1836 | loss: 0.0311548 | val_loss: 0.0311723 | Time: 3024.4 ms [2021-11-29 13:55:21 main:574] : INFO : Epoch 1837 | loss: 0.0311536 | val_loss: 0.0311736 | Time: 3018.64 ms [2021-11-29 13:55:24 main:574] : INFO : Epoch 1838 | loss: 0.0311542 | val_loss: 0.0311669 | Time: 3029.05 ms [2021-11-29 13:55:27 main:574] : INFO : Epoch 1839 | loss: 0.031154 | val_loss: 0.0311727 | Time: 3017.08 ms [2021-11-29 13:55:30 main:574] : INFO : Epoch 1840 | loss: 0.0311525 | val_loss: 0.0311707 | Time: 3017.57 ms [2021-11-29 13:55:33 main:574] : INFO : Epoch 1841 | loss: 0.0311485 | val_loss: 0.0311674 | Time: 3005.1 ms [2021-11-29 13:55:36 main:574] : INFO : Epoch 1842 | loss: 0.0311493 | val_loss: 0.0311655 | Time: 3002.29 ms [2021-11-29 13:55:39 main:574] : INFO : Epoch 1843 | loss: 0.0311466 | val_loss: 0.0311675 | Time: 3040.65 ms [2021-11-29 13:55:42 main:574] : INFO : Epoch 1844 | loss: 0.0311446 | val_loss: 0.0311662 | Time: 3027.26 ms [2021-11-29 13:55:45 main:574] : INFO : Epoch 1845 | loss: 0.0311469 | val_loss: 0.0311688 | Time: 3134.14 ms [2021-11-29 13:55:48 main:574] : INFO : Epoch 1846 | loss: 0.0311451 | val_loss: 0.0311806 | Time: 3004.78 ms [2021-11-29 13:55:51 main:574] : INFO : Epoch 1847 | loss: 0.0311581 | val_loss: 0.0311703 | Time: 3007.61 ms [2021-11-29 13:55:54 main:574] : INFO : Epoch 1848 | loss: 0.031153 | val_loss: 0.0311688 | Time: 3001.76 ms [2021-11-29 13:55:57 main:574] : INFO : Epoch 1849 | loss: 0.0311458 | val_loss: 0.0311775 | Time: 3003.77 ms [2021-11-29 13:56:00 main:574] : INFO : Epoch 1850 | loss: 0.0311496 | val_loss: 0.0311661 | Time: 3103.4 ms [2021-11-29 13:56:04 main:574] : INFO : Epoch 1851 | loss: 0.0311428 | val_loss: 0.0311689 | Time: 3138.69 ms [2021-11-29 13:56:07 main:574] : INFO : Epoch 1852 | loss: 0.0311402 | val_loss: 0.03117 | Time: 3191.54 ms [2021-11-29 13:56:10 main:574] : INFO : Epoch 1853 | loss: 0.0311395 | val_loss: 0.0311746 | Time: 3153.88 ms [2021-11-29 13:56:13 main:574] : INFO : Epoch 1854 | loss: 0.0311386 | val_loss: 0.0311724 | Time: 3394.09 ms [2021-11-29 13:56:17 main:574] : INFO : Epoch 1855 | loss: 0.0311376 | val_loss: 0.0311821 | Time: 3527.44 ms [2021-11-29 13:56:20 main:574] : INFO : Epoch 1856 | loss: 0.0311395 | val_loss: 0.0311859 | Time: 3538.04 ms [2021-11-29 13:56:24 main:574] : INFO : Epoch 1857 | loss: 0.0311384 | val_loss: 0.0311748 | Time: 3438.21 ms [2021-11-29 13:56:27 main:574] : INFO : Epoch 1858 | loss: 0.0311379 | val_loss: 0.0311743 | Time: 3490.86 ms [2021-11-29 13:56:31 main:574] : INFO : Epoch 1859 | loss: 0.0311379 | val_loss: 0.031176 | Time: 3399.9 ms [2021-11-29 13:56:34 main:574] : INFO : Epoch 1860 | loss: 0.0311359 | val_loss: 0.0311783 | Time: 3341.76 ms [2021-11-29 13:56:37 main:574] : INFO : Epoch 1861 | loss: 0.031137 | val_loss: 0.0311778 | Time: 3341.67 ms [2021-11-29 13:56:41 main:574] : INFO : Epoch 1862 | loss: 0.0311362 | val_loss: 0.0311773 | Time: 3338.45 ms [2021-11-29 13:56:44 main:574] : INFO : Epoch 1863 | loss: 0.0311354 | val_loss: 0.0311773 | Time: 3332.68 ms [2021-11-29 13:56:47 main:574] : INFO : Epoch 1864 | loss: 0.0311333 | val_loss: 0.0311743 | Time: 3221.04 ms [2021-11-29 13:56:51 main:574] : INFO : Epoch 1865 | loss: 0.0311333 | val_loss: 0.0311823 | Time: 3234.37 ms [2021-11-29 13:56:54 main:574] : INFO : Epoch 1866 | loss: 0.0311374 | val_loss: 0.0311732 | Time: 3215.03 ms [2021-11-29 13:56:57 main:574] : INFO : Epoch 1867 | loss: 0.0311339 | val_loss: 0.0311839 | Time: 3206.04 ms [2021-11-29 13:57:00 main:574] : INFO : Epoch 1868 | loss: 0.0311327 | val_loss: 0.0311748 | Time: 3229.89 ms [2021-11-29 13:57:03 main:574] : INFO : Epoch 1869 | loss: 0.0311358 | val_loss: 0.0311797 | Time: 3192.92 ms [2021-11-29 13:57:07 main:574] : INFO : Epoch 1870 | loss: 0.0311324 | val_loss: 0.031181 | Time: 3195.97 ms [2021-11-29 13:57:10 main:574] : INFO : Epoch 1871 | loss: 0.0311371 | val_loss: 0.0311774 | Time: 3206.96 ms [2021-11-29 13:57:13 main:574] : INFO : Epoch 1872 | loss: 0.0311346 | val_loss: 0.0311811 | Time: 3341.41 ms [2021-11-29 13:57:16 main:574] : INFO : Epoch 1873 | loss: 0.0311355 | val_loss: 0.0311852 | Time: 3185.46 ms [2021-11-29 13:57:20 main:574] : INFO : Epoch 1874 | loss: 0.03113 | val_loss: 0.0311807 | Time: 3231.41 ms [2021-11-29 13:57:23 main:574] : INFO : Epoch 1875 | loss: 0.03113 | val_loss: 0.0311903 | Time: 3169.28 ms [2021-11-29 13:57:26 main:574] : INFO : Epoch 1876 | loss: 0.0311298 | val_loss: 0.0311775 | Time: 3171.74 ms [2021-11-29 13:57:29 main:574] : INFO : Epoch 1877 | loss: 0.0311281 | val_loss: 0.031183 | Time: 3252.87 ms [2021-11-29 13:57:32 main:574] : INFO : Epoch 1878 | loss: 0.0311288 | val_loss: 0.0311769 | Time: 3164.2 ms [2021-11-29 13:57:36 main:574] : INFO : Epoch 1879 | loss: 0.0311304 | val_loss: 0.0311837 | Time: 3298.41 ms [2021-11-29 13:57:39 main:574] : INFO : Epoch 1880 | loss: 0.0311314 | val_loss: 0.0311756 | Time: 3209.55 ms [2021-11-29 13:57:42 main:574] : INFO : Epoch 1881 | loss: 0.0311283 | val_loss: 0.0311862 | Time: 3178.92 ms [2021-11-29 13:57:45 main:574] : INFO : Epoch 1882 | loss: 0.031128 | val_loss: 0.0311883 | Time: 3179.7 ms [2021-11-29 13:57:58 main:574] : INFO : Epoch 1883 | loss: 0.0311318 | val_loss: 0.0312054 | Time: 13126.3 ms [2021-11-29 13:58:02 main:574] : INFO : Epoch 1884 | loss: 0.031182 | val_loss: 0.0311897 | Time: 3173.18 ms [2021-11-29 13:58:05 main:574] : INFO : Epoch 1885 | loss: 0.0311745 | val_loss: 0.0311803 | Time: 3171.67 ms [2021-11-29 13:58:08 main:574] : INFO : Epoch 1886 | loss: 0.0311682 | val_loss: 0.0311825 | Time: 3177.55 ms [2021-11-29 13:58:11 main:574] : INFO : Epoch 1887 | loss: 0.0311635 | val_loss: 0.0311787 | Time: 3175.7 ms [2021-11-29 13:58:14 main:574] : INFO : Epoch 1888 | loss: 0.0311579 | val_loss: 0.031177 | Time: 3181.32 ms [2021-11-29 13:58:17 main:574] : INFO : Epoch 1889 | loss: 0.0311529 | val_loss: 0.0311704 | Time: 3166.54 ms [2021-11-29 13:58:21 main:574] : INFO : Epoch 1890 | loss: 0.0311498 | val_loss: 0.0311731 | Time: 3225.43 ms [2021-11-29 13:58:24 main:574] : INFO : Epoch 1891 | loss: 0.0311487 | val_loss: 0.0311746 | Time: 3226.53 ms [2021-11-29 13:58:27 main:574] : INFO : Epoch 1892 | loss: 0.0311501 | val_loss: 0.0311797 | Time: 3245.77 ms [2021-11-29 13:58:30 main:574] : INFO : Epoch 1893 | loss: 0.0311493 | val_loss: 0.0311711 | Time: 3168.5 ms [2021-11-29 13:58:34 main:574] : INFO : Epoch 1894 | loss: 0.0311518 | val_loss: 0.0311794 | Time: 3222.3 ms [2021-11-29 13:58:37 main:574] : INFO : Epoch 1895 | loss: 0.0311492 | val_loss: 0.0311791 | Time: 3187.71 ms [2021-11-29 13:58:40 main:574] : INFO : Epoch 1896 | loss: 0.0311469 | val_loss: 0.0311716 | Time: 3176.86 ms [2021-11-29 13:58:43 main:574] : INFO : Epoch 1897 | loss: 0.0311428 | val_loss: 0.0311799 | Time: 3277.45 ms [2021-11-29 13:58:56 main:574] : INFO : Epoch 1898 | loss: 0.0311444 | val_loss: 0.0311765 | Time: 13147 ms [2021-11-29 13:59:00 main:574] : INFO : Epoch 1899 | loss: 0.0311396 | val_loss: 0.0311732 | Time: 3172.25 ms [2021-11-29 13:59:03 main:574] : INFO : Epoch 1900 | loss: 0.0311388 | val_loss: 0.0311735 | Time: 3190.5 ms [2021-11-29 13:59:06 main:574] : INFO : Epoch 1901 | loss: 0.0311397 | val_loss: 0.0311743 | Time: 3169.56 ms [2021-11-29 13:59:09 main:574] : INFO : Epoch 1902 | loss: 0.0311409 | val_loss: 0.0311805 | Time: 3204.9 ms [2021-11-29 13:59:12 main:574] : INFO : Epoch 1903 | loss: 0.0311437 | val_loss: 0.0311802 | Time: 3216.01 ms [2021-11-29 13:59:16 main:574] : INFO : Epoch 1904 | loss: 0.0311449 | val_loss: 0.0311964 | Time: 3178.97 ms [2021-11-29 13:59:19 main:574] : INFO : Epoch 1905 | loss: 0.0553454 | val_loss: 0.0346989 | Time: 3178.44 ms [2021-11-29 13:59:22 main:574] : INFO : Epoch 1906 | loss: 0.0371504 | val_loss: 0.0335852 | Time: 3185.92 ms [2021-11-29 13:59:25 main:574] : INFO : Epoch 1907 | loss: 0.0321824 | val_loss: 0.0313251 | Time: 3182.72 ms [2021-11-29 13:59:28 main:574] : INFO : Epoch 1908 | loss: 0.0313595 | val_loss: 0.0312955 | Time: 3183.27 ms [2021-11-29 13:59:31 main:574] : INFO : Epoch 1909 | loss: 0.0312757 | val_loss: 0.0312626 | Time: 3166.78 ms [2021-11-29 13:59:35 main:574] : INFO : Epoch 1910 | loss: 0.0312602 | val_loss: 0.0312586 | Time: 3175.11 ms [2021-11-29 13:59:38 main:574] : INFO : Epoch 1911 | loss: 0.0312569 | val_loss: 0.0312571 | Time: 3166.25 ms [2021-11-29 13:59:41 main:574] : INFO : Epoch 1912 | loss: 0.0312556 | val_loss: 0.0312561 | Time: 3185.81 ms [2021-11-29 13:59:44 main:574] : INFO : Epoch 1913 | loss: 0.0312549 | val_loss: 0.0312553 | Time: 3176.11 ms [2021-11-29 13:59:47 main:574] : INFO : Epoch 1914 | loss: 0.0312542 | val_loss: 0.0312548 | Time: 3176.25 ms [2021-11-29 13:59:51 main:574] : INFO : Epoch 1915 | loss: 0.0312535 | val_loss: 0.0312541 | Time: 3228.24 ms [2021-11-29 13:59:54 main:574] : INFO : Epoch 1916 | loss: 0.0312531 | val_loss: 0.0312535 | Time: 3181.74 ms [2021-11-29 13:59:57 main:574] : INFO : Epoch 1917 | loss: 0.0312528 | val_loss: 0.0312531 | Time: 3165.64 ms [2021-11-29 14:00:00 main:574] : INFO : Epoch 1918 | loss: 0.031253 | val_loss: 0.0312532 | Time: 3189.76 ms [2021-11-29 14:00:03 main:574] : INFO : Epoch 1919 | loss: 0.0312518 | val_loss: 0.0312527 | Time: 3189.43 ms [2021-11-29 14:00:07 main:574] : INFO : Epoch 1920 | loss: 0.0312514 | val_loss: 0.0312517 | Time: 3171.86 ms [2021-11-29 14:00:10 main:574] : INFO : Epoch 1921 | loss: 0.0312509 | val_loss: 0.0312513 | Time: 3178.33 ms [2021-11-29 14:00:13 main:574] : INFO : Epoch 1922 | loss: 0.0312508 | val_loss: 0.0312509 | Time: 3179.81 ms [2021-11-29 14:00:16 main:574] : INFO : Epoch 1923 | loss: 0.0312501 | val_loss: 0.0312504 | Time: 3181.75 ms [2021-11-29 14:00:19 main:574] : INFO : Epoch 1924 | loss: 0.0312496 | val_loss: 0.0312501 | Time: 3189.32 ms [2021-11-29 14:00:22 main:574] : INFO : Epoch 1925 | loss: 0.0312493 | val_loss: 0.0312495 | Time: 3168.11 ms [2021-11-29 14:00:26 main:574] : INFO : Epoch 1926 | loss: 0.031249 | val_loss: 0.0312492 | Time: 3163.74 ms [2021-11-29 14:00:29 main:574] : INFO : Epoch 1927 | loss: 0.0312485 | val_loss: 0.0312488 | Time: 3194.17 ms [2021-11-29 14:00:32 main:574] : INFO : Epoch 1928 | loss: 0.0312478 | val_loss: 0.0312482 | Time: 3198.61 ms [2021-11-29 14:00:35 main:574] : INFO : Epoch 1929 | loss: 0.0312474 | val_loss: 0.0312476 | Time: 3176.79 ms [2021-11-29 14:00:38 main:574] : INFO : Epoch 1930 | loss: 0.0312467 | val_loss: 0.0312474 | Time: 3167.79 ms [2021-11-29 14:00:42 main:574] : INFO : Epoch 1931 | loss: 0.0312466 | val_loss: 0.0312465 | Time: 3170.63 ms [2021-11-29 14:00:45 main:574] : INFO : Epoch 1932 | loss: 0.031246 | val_loss: 0.0312461 | Time: 3172.04 ms [2021-11-29 14:00:48 main:574] : INFO : Epoch 1933 | loss: 0.0312449 | val_loss: 0.0312448 | Time: 3169.07 ms [2021-11-29 14:00:51 main:574] : INFO : Epoch 1934 | loss: 0.0312437 | val_loss: 0.0312438 | Time: 3217.4 ms [2021-11-29 14:00:54 main:574] : INFO : Epoch 1935 | loss: 0.0312429 | val_loss: 0.0312428 | Time: 3183.95 ms [2021-11-29 14:00:57 main:574] : INFO : Epoch 1936 | loss: 0.0312417 | val_loss: 0.0312416 | Time: 3175.66 ms [2021-11-29 14:01:01 main:574] : INFO : Epoch 1937 | loss: 0.0312403 | val_loss: 0.0312416 | Time: 3167.07 ms [2021-11-29 14:01:04 main:574] : INFO : Epoch 1938 | loss: 0.0312396 | val_loss: 0.0312394 | Time: 3166.22 ms [2021-11-29 14:01:07 main:574] : INFO : Epoch 1939 | loss: 0.0312385 | val_loss: 0.0312378 | Time: 3171.95 ms [2021-11-29 14:01:10 main:574] : INFO : Epoch 1940 | loss: 0.0312368 | val_loss: 0.0312366 | Time: 3181.21 ms [2021-11-29 14:01:13 main:574] : INFO : Epoch 1941 | loss: 0.0312351 | val_loss: 0.0312351 | Time: 3185.75 ms [2021-11-29 14:01:17 main:574] : INFO : Epoch 1942 | loss: 0.0312336 | val_loss: 0.0312341 | Time: 3184.42 ms [2021-11-29 14:01:20 main:574] : INFO : Epoch 1943 | loss: 0.0312324 | val_loss: 0.0312323 | Time: 3170.06 ms [2021-11-29 14:01:23 main:574] : INFO : Epoch 1944 | loss: 0.0312313 | val_loss: 0.0312312 | Time: 3168.44 ms [2021-11-29 14:01:26 main:574] : INFO : Epoch 1945 | loss: 0.0312302 | val_loss: 0.0312324 | Time: 3188.8 ms [2021-11-29 14:01:29 main:574] : INFO : Epoch 1946 | loss: 0.0312292 | val_loss: 0.0312281 | Time: 3181.67 ms [2021-11-29 14:01:32 main:574] : INFO : Epoch 1947 | loss: 0.031227 | val_loss: 0.0312265 | Time: 3171.35 ms [2021-11-29 14:01:36 main:574] : INFO : Epoch 1948 | loss: 0.0312259 | val_loss: 0.031226 | Time: 3205.96 ms [2021-11-29 14:01:39 main:574] : INFO : Epoch 1949 | loss: 0.0312246 | val_loss: 0.0312249 | Time: 3171.63 ms [2021-11-29 14:01:42 main:574] : INFO : Epoch 1950 | loss: 0.0312241 | val_loss: 0.031224 | Time: 3194.95 ms [2021-11-29 14:01:45 main:574] : INFO : Epoch 1951 | loss: 0.0312224 | val_loss: 0.0312222 | Time: 3173.24 ms [2021-11-29 14:01:48 main:574] : INFO : Epoch 1952 | loss: 0.0312222 | val_loss: 0.0312223 | Time: 3195.9 ms [2021-11-29 14:01:52 main:574] : INFO : Epoch 1953 | loss: 0.0312212 | val_loss: 0.0312204 | Time: 3207.91 ms [2021-11-29 14:01:55 main:574] : INFO : Epoch 1954 | loss: 0.0312201 | val_loss: 0.03122 | Time: 3173.47 ms [2021-11-29 14:01:58 main:574] : INFO : Epoch 1955 | loss: 0.0312208 | val_loss: 0.0312186 | Time: 3171.56 ms [2021-11-29 14:02:01 main:574] : INFO : Epoch 1956 | loss: 0.0312189 | val_loss: 0.0312178 | Time: 3186.31 ms [2021-11-29 14:02:04 main:574] : INFO : Epoch 1957 | loss: 0.0312168 | val_loss: 0.0312187 | Time: 3166.11 ms [2021-11-29 14:02:07 main:574] : INFO : Epoch 1958 | loss: 0.0312166 | val_loss: 0.0312132 | Time: 3165.29 ms [2021-11-29 14:02:11 main:574] : INFO : Epoch 1959 | loss: 0.0312134 | val_loss: 0.0312118 | Time: 3176.34 ms [2021-11-29 14:02:14 main:574] : INFO : Epoch 1960 | loss: 0.0312111 | val_loss: 0.0312081 | Time: 3173.73 ms [2021-11-29 14:02:17 main:574] : INFO : Epoch 1961 | loss: 0.0312081 | val_loss: 0.0312063 | Time: 3273.68 ms [2021-11-29 14:02:20 main:574] : INFO : Epoch 1962 | loss: 0.0312067 | val_loss: 0.0312053 | Time: 3229.58 ms [2021-11-29 14:02:24 main:574] : INFO : Epoch 1963 | loss: 0.0312058 | val_loss: 0.0312026 | Time: 3169.74 ms [2021-11-29 14:02:27 main:574] : INFO : Epoch 1964 | loss: 0.0312043 | val_loss: 0.0312013 | Time: 3069.91 ms [2021-11-29 14:02:30 main:574] : INFO : Epoch 1965 | loss: 0.031202 | val_loss: 0.0312005 | Time: 3120.3 ms [2021-11-29 14:02:33 main:574] : INFO : Epoch 1966 | loss: 0.0312008 | val_loss: 0.0312006 | Time: 3123.65 ms [2021-11-29 14:02:36 main:574] : INFO : Epoch 1967 | loss: 0.0312002 | val_loss: 0.0311997 | Time: 3098.31 ms [2021-11-29 14:02:39 main:574] : INFO : Epoch 1968 | loss: 0.0311991 | val_loss: 0.0311978 | Time: 3024.78 ms [2021-11-29 14:02:42 main:574] : INFO : Epoch 1969 | loss: 0.031199 | val_loss: 0.0311974 | Time: 3098.63 ms [2021-11-29 14:02:45 main:574] : INFO : Epoch 1970 | loss: 0.0311971 | val_loss: 0.0311966 | Time: 3092.21 ms [2021-11-29 14:02:48 main:574] : INFO : Epoch 1971 | loss: 0.0311964 | val_loss: 0.0311946 | Time: 3088.86 ms [2021-11-29 14:02:51 main:574] : INFO : Epoch 1972 | loss: 0.0311939 | val_loss: 0.0311935 | Time: 3150.24 ms [2021-11-29 14:02:55 main:574] : INFO : Epoch 1973 | loss: 0.0311934 | val_loss: 0.031192 | Time: 3121.42 ms [2021-11-29 14:02:58 main:574] : INFO : Epoch 1974 | loss: 0.0311916 | val_loss: 0.0311912 | Time: 3202.22 ms [2021-11-29 14:03:01 main:574] : INFO : Epoch 1975 | loss: 0.0311908 | val_loss: 0.0311908 | Time: 3225.42 ms [2021-11-29 14:03:04 main:574] : INFO : Epoch 1976 | loss: 0.0311903 | val_loss: 0.0311896 | Time: 3239.99 ms [2021-11-29 14:03:07 main:574] : INFO : Epoch 1977 | loss: 0.0311891 | val_loss: 0.0311897 | Time: 3040.9 ms [2021-11-29 14:03:10 main:574] : INFO : Epoch 1978 | loss: 0.0311877 | val_loss: 0.0311884 | Time: 3069.43 ms [2021-11-29 14:03:13 main:574] : INFO : Epoch 1979 | loss: 0.0311879 | val_loss: 0.0311896 | Time: 3033.91 ms [2021-11-29 14:03:16 main:574] : INFO : Epoch 1980 | loss: 0.0311871 | val_loss: 0.0311877 | Time: 3023.38 ms [2021-11-29 14:03:19 main:574] : INFO : Epoch 1981 | loss: 0.031186 | val_loss: 0.0311864 | Time: 3010.27 ms [2021-11-29 14:03:23 main:574] : INFO : Epoch 1982 | loss: 0.0311855 | val_loss: 0.0311882 | Time: 3089.56 ms [2021-11-29 14:03:26 main:574] : INFO : Epoch 1983 | loss: 0.0311854 | val_loss: 0.0311857 | Time: 3143.95 ms [2021-11-29 14:03:29 main:574] : INFO : Epoch 1984 | loss: 0.0311847 | val_loss: 0.0311853 | Time: 3032.36 ms [2021-11-29 14:03:32 main:574] : INFO : Epoch 1985 | loss: 0.031185 | val_loss: 0.0311849 | Time: 3055.56 ms [2021-11-29 14:03:35 main:574] : INFO : Epoch 1986 | loss: 0.0311838 | val_loss: 0.0311869 | Time: 3103.14 ms [2021-11-29 14:03:38 main:574] : INFO : Epoch 1987 | loss: 0.0311843 | val_loss: 0.0311843 | Time: 3018.81 ms [2021-11-29 14:03:41 main:574] : INFO : Epoch 1988 | loss: 0.0311835 | val_loss: 0.0311847 | Time: 3092.8 ms [2021-11-29 14:03:44 main:574] : INFO : Epoch 1989 | loss: 0.0311835 | val_loss: 0.0311838 | Time: 3152.32 ms [2021-11-29 14:03:47 main:574] : INFO : Epoch 1990 | loss: 0.0311823 | val_loss: 0.0311847 | Time: 3094.84 ms [2021-11-29 14:03:50 main:574] : INFO : Epoch 1991 | loss: 0.0311823 | val_loss: 0.0311831 | Time: 3040.94 ms [2021-11-29 14:03:53 main:574] : INFO : Epoch 1992 | loss: 0.0311822 | val_loss: 0.031184 | Time: 3091.31 ms [2021-11-29 14:03:56 main:574] : INFO : Epoch 1993 | loss: 0.0311821 | val_loss: 0.0311847 | Time: 3068.46 ms [2021-11-29 14:03:59 main:574] : INFO : Epoch 1994 | loss: 0.0311815 | val_loss: 0.031183 | Time: 3015.75 ms [2021-11-29 14:04:03 main:574] : INFO : Epoch 1995 | loss: 0.0311816 | val_loss: 0.0311831 | Time: 3072.03 ms [2021-11-29 14:04:06 main:574] : INFO : Epoch 1996 | loss: 0.0311807 | val_loss: 0.0311815 | Time: 3015.91 ms [2021-11-29 14:04:09 main:574] : INFO : Epoch 1997 | loss: 0.0311809 | val_loss: 0.0311846 | Time: 3015.95 ms [2021-11-29 14:04:12 main:574] : INFO : Epoch 1998 | loss: 0.0311822 | val_loss: 0.0311831 | Time: 3021.63 ms [2021-11-29 14:04:15 main:574] : INFO : Epoch 1999 | loss: 0.0311808 | val_loss: 0.0311841 | Time: 3047.67 ms [2021-11-29 14:04:18 main:574] : INFO : Epoch 2000 | loss: 0.0311797 | val_loss: 0.0311815 | Time: 3069.15 ms [2021-11-29 14:04:21 main:574] : INFO : Epoch 2001 | loss: 0.0311795 | val_loss: 0.0311816 | Time: 3209.83 ms [2021-11-29 14:04:24 main:574] : INFO : Epoch 2002 | loss: 0.0311807 | val_loss: 0.0311837 | Time: 3098.46 ms [2021-11-29 14:04:27 main:574] : INFO : Epoch 2003 | loss: 0.0311796 | val_loss: 0.0311807 | Time: 3212.72 ms [2021-11-29 14:04:30 main:574] : INFO : Epoch 2004 | loss: 0.0311797 | val_loss: 0.0311815 | Time: 3157.35 ms [2021-11-29 14:04:34 main:574] : INFO : Epoch 2005 | loss: 0.0311805 | val_loss: 0.0311806 | Time: 3106.43 ms [2021-11-29 14:04:37 main:574] : INFO : Epoch 2006 | loss: 0.0311794 | val_loss: 0.0311809 | Time: 3058.73 ms [2021-11-29 14:04:40 main:574] : INFO : Epoch 2007 | loss: 0.031179 | val_loss: 0.0311853 | Time: 3028.29 ms [2021-11-29 14:04:43 main:574] : INFO : Epoch 2008 | loss: 0.0311791 | val_loss: 0.0311819 | Time: 3066.9 ms [2021-11-29 14:04:46 main:574] : INFO : Epoch 2009 | loss: 0.0311786 | val_loss: 0.0311809 | Time: 3147.29 ms [2021-11-29 14:04:49 main:574] : INFO : Epoch 2010 | loss: 0.0311777 | val_loss: 0.0311807 | Time: 3128.83 ms [2021-11-29 14:04:52 main:574] : INFO : Epoch 2011 | loss: 0.0311774 | val_loss: 0.0311812 | Time: 3014.03 ms [2021-11-29 14:04:55 main:574] : INFO : Epoch 2012 | loss: 0.0311793 | val_loss: 0.0311805 | Time: 3021.33 ms [2021-11-29 14:04:58 main:574] : INFO : Epoch 2013 | loss: 0.03118 | val_loss: 0.0311813 | Time: 3070.8 ms [2021-11-29 14:05:01 main:574] : INFO : Epoch 2014 | loss: 0.0311787 | val_loss: 0.0311797 | Time: 3226.23 ms [2021-11-29 14:05:04 main:574] : INFO : Epoch 2015 | loss: 0.0311769 | val_loss: 0.0311826 | Time: 3146.44 ms [2021-11-29 14:05:08 main:574] : INFO : Epoch 2016 | loss: 0.0311779 | val_loss: 0.0311799 | Time: 3073.06 ms [2021-11-29 14:05:11 main:574] : INFO : Epoch 2017 | loss: 0.0311772 | val_loss: 0.0311802 | Time: 3014.41 ms [2021-11-29 14:05:14 main:574] : INFO : Epoch 2018 | loss: 0.031177 | val_loss: 0.0311811 | Time: 3020.04 ms [2021-11-29 14:05:17 main:574] : INFO : Epoch 2019 | loss: 0.0311772 | val_loss: 0.0311814 | Time: 3090.33 ms [2021-11-29 14:05:20 main:574] : INFO : Epoch 2020 | loss: 0.0311761 | val_loss: 0.0311785 | Time: 3099.27 ms [2021-11-29 14:05:23 main:574] : INFO : Epoch 2021 | loss: 0.0311758 | val_loss: 0.0311784 | Time: 3034.38 ms [2021-11-29 14:05:26 main:574] : INFO : Epoch 2022 | loss: 0.0311776 | val_loss: 0.0311826 | Time: 3020.63 ms [2021-11-29 14:05:29 main:574] : INFO : Epoch 2023 | loss: 0.0311772 | val_loss: 0.0311824 | Time: 3038.16 ms [2021-11-29 14:05:32 main:574] : INFO : Epoch 2024 | loss: 0.03118 | val_loss: 0.0311826 | Time: 3043.15 ms [2021-11-29 14:05:35 main:574] : INFO : Epoch 2025 | loss: 0.0311796 | val_loss: 0.0311842 | Time: 3015.54 ms [2021-11-29 14:05:38 main:574] : INFO : Epoch 2026 | loss: 0.0311772 | val_loss: 0.0311791 | Time: 3015.82 ms [2021-11-29 14:05:41 main:574] : INFO : Epoch 2027 | loss: 0.0311756 | val_loss: 0.0311817 | Time: 3018.01 ms [2021-11-29 14:05:44 main:574] : INFO : Epoch 2028 | loss: 0.0311774 | val_loss: 0.0311832 | Time: 3015.99 ms [2021-11-29 14:05:47 main:574] : INFO : Epoch 2029 | loss: 0.0311777 | val_loss: 0.0311794 | Time: 3010.5 ms [2021-11-29 14:05:50 main:574] : INFO : Epoch 2030 | loss: 0.0311779 | val_loss: 0.0311811 | Time: 3007.01 ms [2021-11-29 14:05:53 main:574] : INFO : Epoch 2031 | loss: 0.0311757 | val_loss: 0.031179 | Time: 3014.27 ms [2021-11-29 14:05:56 main:574] : INFO : Epoch 2032 | loss: 0.0311748 | val_loss: 0.0311812 | Time: 3019.02 ms [2021-11-29 14:05:59 main:574] : INFO : Epoch 2033 | loss: 0.0311747 | val_loss: 0.0311787 | Time: 3021.28 ms [2021-11-29 14:06:02 main:574] : INFO : Epoch 2034 | loss: 0.0311747 | val_loss: 0.0311792 | Time: 3086.64 ms [2021-11-29 14:06:05 main:574] : INFO : Epoch 2035 | loss: 0.0311768 | val_loss: 0.0311806 | Time: 3243.53 ms [2021-11-29 14:06:09 main:574] : INFO : Epoch 2036 | loss: 0.0311758 | val_loss: 0.0311778 | Time: 3081.62 ms [2021-11-29 14:06:12 main:574] : INFO : Epoch 2037 | loss: 0.0311744 | val_loss: 0.0311801 | Time: 3065.81 ms [2021-11-29 14:06:15 main:574] : INFO : Epoch 2038 | loss: 0.031175 | val_loss: 0.0311837 | Time: 3009.51 ms [2021-11-29 14:06:18 main:574] : INFO : Epoch 2039 | loss: 0.0311745 | val_loss: 0.0311796 | Time: 3023.3 ms [2021-11-29 14:06:21 main:574] : INFO : Epoch 2040 | loss: 0.0311733 | val_loss: 0.0311782 | Time: 3172.78 ms [2021-11-29 14:06:24 main:574] : INFO : Epoch 2041 | loss: 0.031174 | val_loss: 0.0311782 | Time: 3088.64 ms [2021-11-29 14:06:27 main:574] : INFO : Epoch 2042 | loss: 0.0311778 | val_loss: 0.0311823 | Time: 3082.13 ms [2021-11-29 14:06:30 main:574] : INFO : Epoch 2043 | loss: 0.031177 | val_loss: 0.0311796 | Time: 3175.87 ms [2021-11-29 14:06:33 main:574] : INFO : Epoch 2044 | loss: 0.0311741 | val_loss: 0.0311817 | Time: 3034.04 ms [2021-11-29 14:06:36 main:574] : INFO : Epoch 2045 | loss: 0.0311778 | val_loss: 0.0311919 | Time: 3037.53 ms [2021-11-29 14:06:39 main:574] : INFO : Epoch 2046 | loss: 0.0311747 | val_loss: 0.0311806 | Time: 3014.01 ms [2021-11-29 14:06:42 main:574] : INFO : Epoch 2047 | loss: 0.0311741 | val_loss: 0.0311776 | Time: 3020.94 ms [2021-11-29 14:06:45 main:574] : INFO : Epoch 2048 | loss: 0.0311738 | val_loss: 0.031179 | Time: 3021.27 ms [2021-11-29 14:06:45 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031179 [2021-11-29 14:06:45 main:603] : INFO : Saving end state to config to file [2021-11-29 14:06:45 main:608] : INFO : Success, exiting.. 14:06:45 (3628): 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)