Task 10845571
| Name | ParityModified-1639955361-10165-2-0_0 |
| Workunit | 8153093 |
| Created | 17 Jan 2022, 11:15:55 UTC |
| Sent | 3 Feb 2022, 23:24:31 UTC |
| Report deadline | 11 Feb 2022, 23:24:31 UTC |
| Received | 5 Feb 2022, 0:18:52 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 18786 |
| Run time | 3 hours 2 min 29 sec |
| CPU time | 2 hours 53 min 16 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 2,255.84 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.59 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 2406 | Time: 5123.76 ms [2022-02-04 17:07:30 main:574] : INFO : Epoch 1576 | loss: 0.0312431 | val_loss: 0.0312469 | Time: 5234.9 ms [2022-02-04 17:07:35 main:574] : INFO : Epoch 1577 | loss: 0.0312415 | val_loss: 0.0312429 | Time: 5175.43 ms [2022-02-04 17:07:40 main:574] : INFO : Epoch 1578 | loss: 0.0312419 | val_loss: 0.0312438 | Time: 5169.38 ms [2022-02-04 17:07:46 main:574] : INFO : Epoch 1579 | loss: 0.0312427 | val_loss: 0.0312596 | Time: 5171.21 ms [2022-02-04 17:07:51 main:574] : INFO : Epoch 1580 | loss: 0.0312454 | val_loss: 0.0312431 | Time: 5163.49 ms [2022-02-04 17:07:56 main:574] : INFO : Epoch 1581 | loss: 0.031242 | val_loss: 0.0312412 | Time: 5140.02 ms [2022-02-04 17:08:01 main:574] : INFO : Epoch 1582 | loss: 0.03124 | val_loss: 0.0312423 | Time: 5136.78 ms [2022-02-04 17:08:06 main:574] : INFO : Epoch 1583 | loss: 0.0312401 | val_loss: 0.031246 | Time: 5127.84 ms [2022-02-04 17:08:11 main:574] : INFO : Epoch 1584 | loss: 0.03124 | val_loss: 0.0312426 | Time: 5143.29 ms [2022-02-04 17:08:17 main:574] : INFO : Epoch 1585 | loss: 0.0312407 | val_loss: 0.0312412 | Time: 5229.96 ms [2022-02-04 17:08:22 main:574] : INFO : Epoch 1586 | loss: 0.0312415 | val_loss: 0.031242 | Time: 5218.53 ms [2022-02-04 17:08:27 main:574] : INFO : Epoch 1587 | loss: 0.0312416 | val_loss: 0.0312448 | Time: 5156.72 ms [2022-02-04 17:08:32 main:574] : INFO : Epoch 1588 | loss: 0.0312433 | val_loss: 0.0312415 | Time: 5159.1 ms [2022-02-04 17:08:37 main:574] : INFO : Epoch 1589 | loss: 0.0312428 | val_loss: 0.0312412 | Time: 5226.78 ms [2022-02-04 17:08:43 main:574] : INFO : Epoch 1590 | loss: 0.0312406 | val_loss: 0.0312411 | Time: 5134.18 ms [2022-02-04 17:08:48 main:574] : INFO : Epoch 1591 | loss: 0.0312424 | val_loss: 0.0312445 | Time: 5134.7 ms [2022-02-04 17:08:53 main:574] : INFO : Epoch 1592 | loss: 0.0312406 | val_loss: 0.0312407 | Time: 5189.45 ms [2022-02-04 17:08:58 main:574] : INFO : Epoch 1593 | loss: 0.0312404 | val_loss: 0.0312412 | Time: 5158.79 ms [2022-02-04 17:09:03 main:574] : INFO : Epoch 1594 | loss: 0.0312408 | val_loss: 0.0312433 | Time: 5211.48 ms [2022-02-04 17:09:08 main:574] : INFO : Epoch 1595 | loss: 0.031241 | val_loss: 0.0312412 | Time: 5187.93 ms [2022-02-04 17:09:14 main:574] : INFO : Epoch 1596 | loss: 0.03124 | val_loss: 0.0312413 | Time: 5162.25 ms [2022-02-04 17:09:19 main:574] : INFO : Epoch 1597 | loss: 0.0312409 | val_loss: 0.031243 | Time: 5171 ms [2022-02-04 17:09:24 main:574] : INFO : Epoch 1598 | loss: 0.0312418 | val_loss: 0.0312431 | Time: 5216.76 ms [2022-02-04 17:09:29 main:574] : INFO : Epoch 1599 | loss: 0.0312405 | val_loss: 0.0312406 | Time: 5142.66 ms [2022-02-04 17:09:34 main:574] : INFO : Epoch 1600 | loss: 0.0312404 | val_loss: 0.0312407 | Time: 5140.06 ms [2022-02-04 17:09:40 main:574] : INFO : Epoch 1601 | loss: 0.0312417 | val_loss: 0.0312426 | Time: 5170.08 ms [2022-02-04 17:09:45 main:574] : INFO : Epoch 1602 | loss: 0.0312419 | val_loss: 0.0312459 | Time: 5191.59 ms [2022-02-04 17:09:50 main:574] : INFO : Epoch 1603 | loss: 0.0312431 | val_loss: 0.031242 | Time: 5182.94 ms [2022-02-04 17:09:55 main:574] : INFO : Epoch 1604 | loss: 0.0312418 | val_loss: 0.0312457 | Time: 5178.97 ms [2022-02-04 17:10:00 main:574] : INFO : Epoch 1605 | loss: 0.0312415 | val_loss: 0.0312428 | Time: 5164.92 ms [2022-02-04 17:10:05 main:574] : INFO : Epoch 1606 | loss: 0.0312408 | val_loss: 0.0312411 | Time: 5146.87 ms [2022-02-04 17:10:11 main:574] : INFO : Epoch 1607 | loss: 0.0312412 | val_loss: 0.0312433 | Time: 5176.92 ms [2022-02-04 17:10:16 main:574] : INFO : Epoch 1608 | loss: 0.0312402 | val_loss: 0.0312418 | Time: 5196.09 ms [2022-02-04 17:10:21 main:574] : INFO : Epoch 1609 | loss: 0.0312398 | val_loss: 0.0312426 | Time: 5162.05 ms [2022-02-04 17:10:26 main:574] : INFO : Epoch 1610 | loss: 0.0312444 | val_loss: 0.031248 | Time: 5185.76 ms [2022-02-04 17:10:31 main:574] : INFO : Epoch 1611 | loss: 0.0312438 | val_loss: 0.0312417 | Time: 5209.72 ms [2022-02-04 17:10:37 main:574] : INFO : Epoch 1612 | loss: 0.0312444 | val_loss: 0.0312499 | Time: 5187.07 ms [2022-02-04 17:10:42 main:574] : INFO : Epoch 1613 | loss: 0.0312432 | val_loss: 0.0312448 | Time: 5201.93 ms [2022-02-04 17:10:47 main:574] : INFO : Epoch 1614 | loss: 0.0312445 | val_loss: 0.0312459 | Time: 5164.07 ms [2022-02-04 17:10:52 main:574] : INFO : Epoch 1615 | loss: 0.0312474 | val_loss: 0.0312437 | Time: 5172.94 ms [2022-02-04 17:10:57 main:574] : INFO : Epoch 1616 | loss: 0.0312444 | val_loss: 0.0312417 | Time: 5190.5 ms [2022-02-04 17:11:03 main:574] : INFO : Epoch 1617 | loss: 0.0312413 | val_loss: 0.0312423 | Time: 5184.17 ms [2022-02-04 17:11:08 main:574] : INFO : Epoch 1618 | loss: 0.0312394 | val_loss: 0.03124 | Time: 5190.27 ms [2022-02-04 17:11:13 main:574] : INFO : Epoch 1619 | loss: 0.03124 | val_loss: 0.031242 | Time: 5151.82 ms [2022-02-04 17:11:18 main:574] : INFO : Epoch 1620 | loss: 0.0312413 | val_loss: 0.0312418 | Time: 5219.05 ms [2022-02-04 17:11:24 main:574] : INFO : Epoch 1621 | loss: 0.0312412 | val_loss: 0.0312405 | Time: 5247.02 ms [2022-02-04 17:11:29 main:574] : INFO : Epoch 1622 | loss: 0.0312423 | val_loss: 0.0312456 | Time: 5197.5 ms [2022-02-04 17:11:34 main:574] : INFO : Epoch 1623 | loss: 0.0312413 | val_loss: 0.0312408 | Time: 5175.23 ms [2022-02-04 17:11:39 main:574] : INFO : Epoch 1624 | loss: 0.031242 | val_loss: 0.0312432 | Time: 5201.38 ms [2022-02-04 17:11:44 main:574] : INFO : Epoch 1625 | loss: 0.0312427 | val_loss: 0.0312412 | Time: 5166.91 ms [2022-02-04 17:11:49 main:574] : INFO : Epoch 1626 | loss: 0.0312431 | val_loss: 0.0312443 | Time: 5138.93 ms [2022-02-04 17:11:55 main:574] : INFO : Epoch 1627 | loss: 0.0312408 | val_loss: 0.0312403 | Time: 5171.01 ms [2022-02-04 17:12:00 main:574] : INFO : Epoch 1628 | loss: 0.0312389 | val_loss: 0.031241 | Time: 5218.57 ms [2022-02-04 17:12:05 main:574] : INFO : Epoch 1629 | loss: 0.0312408 | val_loss: 0.031244 | Time: 5245.07 ms [2022-02-04 17:12:10 main:574] : INFO : Epoch 1630 | loss: 0.0312405 | val_loss: 0.0312409 | Time: 5117.83 ms [2022-02-04 17:12:16 main:574] : INFO : Epoch 1631 | loss: 0.03124 | val_loss: 0.0312429 | Time: 5189.39 ms [2022-02-04 17:12:21 main:574] : INFO : Epoch 1632 | loss: 0.0312406 | val_loss: 0.0312429 | Time: 5199.35 ms [2022-02-04 17:12:26 main:574] : INFO : Epoch 1633 | loss: 0.0312403 | val_loss: 0.031244 | Time: 5157.38 ms [2022-02-04 17:12:31 main:574] : INFO : Epoch 1634 | loss: 0.0312404 | val_loss: 0.0312426 | Time: 5194.08 ms [2022-02-04 17:12:36 main:574] : INFO : Epoch 1635 | loss: 0.0312413 | val_loss: 0.0312448 | Time: 5194.29 ms [2022-02-04 17:12:42 main:574] : INFO : Epoch 1636 | loss: 0.0312431 | val_loss: 0.0312421 | Time: 5200.35 ms [2022-02-04 17:12:47 main:574] : INFO : Epoch 1637 | loss: 0.0312426 | val_loss: 0.0312487 | Time: 5140.03 ms [2022-02-04 17:12:52 main:574] : INFO : Epoch 1638 | loss: 0.0312434 | val_loss: 0.031244 | Time: 5204.62 ms [2022-02-04 17:12:57 main:574] : INFO : Epoch 1639 | loss: 0.0312415 | val_loss: 0.0312419 | Time: 5195.88 ms [2022-02-04 17:13:02 main:574] : INFO : Epoch 1640 | loss: 0.0312412 | val_loss: 0.0312422 | Time: 5169.74 ms [2022-02-04 17:13:08 main:574] : INFO : Epoch 1641 | loss: 0.0312405 | val_loss: 0.0312453 | Time: 5224.79 ms [2022-02-04 17:13:13 main:574] : INFO : Epoch 1642 | loss: 0.0312398 | val_loss: 0.0312407 | Time: 5195.54 ms [2022-02-04 17:13:18 main:574] : INFO : Epoch 1643 | loss: 0.0312407 | val_loss: 0.0312413 | Time: 5245.3 ms [2022-02-04 17:13:23 main:574] : INFO : Epoch 1644 | loss: 0.0312402 | val_loss: 0.0312413 | Time: 5149.68 ms [2022-02-04 17:13:29 main:574] : INFO : Epoch 1645 | loss: 0.0312401 | val_loss: 0.0312418 | Time: 5338.45 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1050 Ti) [2022-02-04 17:36:52 main:435] : INFO : Set logging level to 1 [2022-02-04 17:36:52 main:441] : INFO : Running in BOINC Client mode [2022-02-04 17:36:52 main:444] : INFO : Resolving all filenames [2022-02-04 17:36:52 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-02-04 17:36:52 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-02-04 17:36:52 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-02-04 17:36:52 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-02-04 17:36:52 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-02-04 17:36:52 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-02-04 17:36:52 main:474] : INFO : Configuration: [2022-02-04 17:36:52 main:475] : INFO : Model type: GRU [2022-02-04 17:36:52 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-02-04 17:36:52 main:477] : INFO : Max Epochs: 2048 [2022-02-04 17:36:52 main:478] : INFO : Batch Size: 128 [2022-02-04 17:36:52 main:479] : INFO : Learning Rate: 0.01 [2022-02-04 17:36:52 main:480] : INFO : Patience: 10 [2022-02-04 17:36:52 main:481] : INFO : Hidden Width: 12 [2022-02-04 17:36:52 main:482] : INFO : # Recurrent Layers: 4 [2022-02-04 17:36:52 main:483] : INFO : # Backend Layers: 4 [2022-02-04 17:36:52 main:484] : INFO : # Threads: 1 [2022-02-04 17:36:52 main:486] : INFO : Preparing Dataset [2022-02-04 17:36:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-02-04 17:36:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-02-04 17:36:55 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-02-04 17:36:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-02-04 17:36:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-02-04 17:36:55 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-02-04 17:36:55 main:494] : INFO : Creating Model [2022-02-04 17:36:55 main:507] : INFO : Preparing config file [2022-02-04 17:36:55 main:511] : INFO : Found checkpoint, attempting to load... [2022-02-04 17:36:55 main:512] : INFO : Loading config [2022-02-04 17:36:55 main:514] : INFO : Loading state [2022-02-04 17:36:56 main:559] : INFO : Loading DataLoader into Memory [2022-02-04 17:36:56 main:562] : INFO : Starting Training [2022-02-04 17:37:02 main:574] : INFO : Epoch 1637 | loss: 0.0312631 | val_loss: 0.0312484 | Time: 6073.59 ms [2022-02-04 17:37:08 main:574] : INFO : Epoch 1638 | loss: 0.0312432 | val_loss: 0.0312441 | Time: 5687.74 ms [2022-02-04 17:37:14 main:574] : INFO : Epoch 1639 | loss: 0.0312433 | val_loss: 0.031243 | Time: 6038.37 ms [2022-02-04 17:37:19 main:574] : INFO : Epoch 1640 | loss: 0.0312408 | val_loss: 0.0312409 | Time: 5738.09 ms [2022-02-04 17:37:25 main:574] : INFO : Epoch 1641 | loss: 0.0312401 | val_loss: 0.0312424 | Time: 5841.78 ms [2022-02-04 17:37:31 main:574] : INFO : Epoch 1642 | loss: 0.0312404 | val_loss: 0.03124 | Time: 5900.37 ms [2022-02-04 17:37:37 main:574] : INFO : Epoch 1643 | loss: 0.0312436 | val_loss: 0.0312484 | Time: 5965.17 ms [2022-02-04 17:37:43 main:574] : INFO : Epoch 1644 | loss: 0.0312423 | val_loss: 0.0312414 | Time: 5966.07 ms [2022-02-04 17:37:49 main:574] : INFO : Epoch 1645 | loss: 0.031239 | val_loss: 0.0312422 | Time: 5806.58 ms [2022-02-04 17:37:55 main:574] : INFO : Epoch 1646 | loss: 0.031241 | val_loss: 0.0312407 | Time: 5675.42 ms [2022-02-04 17:38:01 main:574] : INFO : Epoch 1647 | loss: 0.0312402 | val_loss: 0.0312398 | Time: 6114.34 ms [2022-02-04 17:38:07 main:574] : INFO : Epoch 1648 | loss: 0.0312396 | val_loss: 0.0312406 | Time: 6004.33 ms [2022-02-04 17:38:13 main:574] : INFO : Epoch 1649 | loss: 0.0312406 | val_loss: 0.0312438 | Time: 5870.14 ms [2022-02-04 17:38:19 main:574] : INFO : Epoch 1650 | loss: 0.0312411 | val_loss: 0.0312426 | Time: 5901.5 ms [2022-02-04 17:38:24 main:574] : INFO : Epoch 1651 | loss: 0.0312406 | val_loss: 0.0312396 | Time: 5779.57 ms [2022-02-04 17:38:30 main:574] : INFO : Epoch 1652 | loss: 0.0312396 | val_loss: 0.031242 | Time: 5979.92 ms [2022-02-04 17:38:36 main:574] : INFO : Epoch 1653 | loss: 0.0312396 | val_loss: 0.0312418 | Time: 5821.88 ms [2022-02-04 17:38:42 main:574] : INFO : Epoch 1654 | loss: 0.0312386 | val_loss: 0.0312404 | Time: 6029.91 ms [2022-02-04 17:38:48 main:574] : INFO : Epoch 1655 | loss: 0.0312388 | val_loss: 0.0312411 | Time: 5905.27 ms [2022-02-04 17:38:54 main:574] : INFO : Epoch 1656 | loss: 0.0312406 | val_loss: 0.0312427 | Time: 5905.32 ms [2022-02-04 17:39:00 main:574] : INFO : Epoch 1657 | loss: 0.0312401 | val_loss: 0.0312421 | Time: 6026.67 ms [2022-02-04 17:39:06 main:574] : INFO : Epoch 1658 | loss: 0.0312401 | val_loss: 0.0312403 | Time: 6003.18 ms [2022-02-04 17:39:12 main:574] : INFO : Epoch 1659 | loss: 0.0312398 | val_loss: 0.031241 | Time: 6020.71 ms [2022-02-04 17:39:18 main:574] : INFO : Epoch 1660 | loss: 0.0312397 | val_loss: 0.0312446 | Time: 5932.2 ms [2022-02-04 17:39:24 main:574] : INFO : Epoch 1661 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 5883.51 ms [2022-02-04 17:39:30 main:574] : INFO : Epoch 1662 | loss: 0.0312392 | val_loss: 0.0312415 | Time: 5924.85 ms [2022-02-04 17:39:36 main:574] : INFO : Epoch 1663 | loss: 0.0312394 | val_loss: 0.0312411 | Time: 5968.9 ms [2022-02-04 17:39:42 main:574] : INFO : Epoch 1664 | loss: 0.0312403 | val_loss: 0.0312407 | Time: 5993.31 ms [2022-02-04 17:39:48 main:574] : INFO : Epoch 1665 | loss: 0.0312395 | val_loss: 0.0312405 | Time: 5957.45 ms [2022-02-04 17:39:54 main:574] : INFO : Epoch 1666 | loss: 0.0312383 | val_loss: 0.0312409 | Time: 5934.68 ms [2022-02-04 17:40:00 main:574] : INFO : Epoch 1667 | loss: 0.031238 | val_loss: 0.0312393 | Time: 5945.24 ms [2022-02-04 17:40:06 main:574] : INFO : Epoch 1668 | loss: 0.0312378 | val_loss: 0.03124 | Time: 5889.9 ms [2022-02-04 17:40:12 main:574] : INFO : Epoch 1669 | loss: 0.0312384 | val_loss: 0.031239 | Time: 5988.2 ms [2022-02-04 17:40:18 main:574] : INFO : Epoch 1670 | loss: 0.031238 | val_loss: 0.0312406 | Time: 5882.43 ms [2022-02-04 17:40:24 main:574] : INFO : Epoch 1671 | loss: 0.0312389 | val_loss: 0.0312429 | Time: 5919.37 ms [2022-02-04 17:40:30 main:574] : INFO : Epoch 1672 | loss: 0.0312397 | val_loss: 0.0312406 | Time: 5935.14 ms [2022-02-04 17:40:35 main:574] : INFO : Epoch 1673 | loss: 0.0312384 | val_loss: 0.0312394 | Time: 5933.42 ms [2022-02-04 17:40:41 main:574] : INFO : Epoch 1674 | loss: 0.0312389 | val_loss: 0.0312389 | Time: 5916.57 ms [2022-02-04 17:40:47 main:574] : INFO : Epoch 1675 | loss: 0.0312392 | val_loss: 0.0312412 | Time: 5973.02 ms [2022-02-04 17:40:53 main:574] : INFO : Epoch 1676 | loss: 0.0312394 | val_loss: 0.0312405 | Time: 5783.08 ms [2022-02-04 17:40:59 main:574] : INFO : Epoch 1677 | loss: 0.031238 | val_loss: 0.0312393 | Time: 5988.6 ms [2022-02-04 17:41:05 main:574] : INFO : Epoch 1678 | loss: 0.031238 | val_loss: 0.0312396 | Time: 5885.27 ms [2022-02-04 17:41:11 main:574] : INFO : Epoch 1679 | loss: 0.031238 | val_loss: 0.0312404 | Time: 5964.53 ms [2022-02-04 17:41:17 main:574] : INFO : Epoch 1680 | loss: 0.0312396 | val_loss: 0.0312395 | Time: 5846.5 ms [2022-02-04 17:41:23 main:574] : INFO : Epoch 1681 | loss: 0.0312376 | val_loss: 0.0312387 | Time: 5958.32 ms [2022-02-04 17:41:29 main:574] : INFO : Epoch 1682 | loss: 0.0312386 | val_loss: 0.0312388 | Time: 5914.63 ms [2022-02-04 17:41:35 main:574] : INFO : Epoch 1683 | loss: 0.0312379 | val_loss: 0.0312455 | Time: 5804.8 ms [2022-02-04 17:41:41 main:574] : INFO : Epoch 1684 | loss: 0.0312391 | val_loss: 0.0312425 | Time: 5954.98 ms [2022-02-04 17:41:47 main:574] : INFO : Epoch 1685 | loss: 0.03124 | val_loss: 0.0312398 | Time: 5913.78 ms [2022-02-04 17:41:53 main:574] : INFO : Epoch 1686 | loss: 0.0312376 | val_loss: 0.0312405 | Time: 5846.99 ms [2022-02-04 17:41:58 main:574] : INFO : Epoch 1687 | loss: 0.0312375 | val_loss: 0.031239 | Time: 5943.44 ms [2022-02-04 17:42:04 main:574] : INFO : Epoch 1688 | loss: 0.0312378 | val_loss: 0.031239 | Time: 5923.8 ms [2022-02-04 17:42:10 main:574] : INFO : Epoch 1689 | loss: 0.0312379 | val_loss: 0.0312394 | Time: 5954.87 ms [2022-02-04 17:42:16 main:574] : INFO : Epoch 1690 | loss: 0.0312417 | val_loss: 0.0312479 | Time: 5911.36 ms [2022-02-04 17:42:22 main:574] : INFO : Epoch 1691 | loss: 0.0312446 | val_loss: 0.0312449 | Time: 5960.76 ms [2022-02-04 17:42:28 main:574] : INFO : Epoch 1692 | loss: 0.0312431 | val_loss: 0.0312485 | Time: 6010.44 ms [2022-02-04 17:42:34 main:574] : INFO : Epoch 1693 | loss: 0.0312438 | val_loss: 0.0312423 | Time: 5892.66 ms [2022-02-04 17:42:40 main:574] : INFO : Epoch 1694 | loss: 0.0312408 | val_loss: 0.0312425 | Time: 6010.18 ms [2022-02-04 17:42:46 main:574] : INFO : Epoch 1695 | loss: 0.031244 | val_loss: 0.0312422 | Time: 5999.85 ms [2022-02-04 17:42:52 main:574] : INFO : Epoch 1696 | loss: 0.031243 | val_loss: 0.0312443 | Time: 6074.52 ms [2022-02-04 17:42:58 main:574] : INFO : Epoch 1697 | loss: 0.0312445 | val_loss: 0.0312458 | Time: 5972.69 ms [2022-02-04 17:43:04 main:574] : INFO : Epoch 1698 | loss: 0.0312427 | val_loss: 0.0312414 | Time: 6010.25 ms [2022-02-04 17:43:10 main:574] : INFO : Epoch 1699 | loss: 0.0312418 | val_loss: 0.031243 | Time: 5986.28 ms [2022-02-04 17:43:16 main:574] : INFO : Epoch 1700 | loss: 0.0312431 | val_loss: 0.0312453 | Time: 5980.49 ms [2022-02-04 17:43:22 main:574] : INFO : Epoch 1701 | loss: 0.031245 | val_loss: 0.0312415 | Time: 5921.56 ms [2022-02-04 17:43:28 main:574] : INFO : Epoch 1702 | loss: 0.0312431 | val_loss: 0.0312423 | Time: 5819.15 ms [2022-02-04 17:43:34 main:574] : INFO : Epoch 1703 | loss: 0.0312416 | val_loss: 0.0312424 | Time: 5955.69 ms [2022-02-04 17:43:40 main:574] : INFO : Epoch 1704 | loss: 0.0312418 | val_loss: 0.0312421 | Time: 5989.07 ms [2022-02-04 17:43:46 main:574] : INFO : Epoch 1705 | loss: 0.0312406 | val_loss: 0.0312422 | Time: 5964.2 ms [2022-02-04 17:43:52 main:574] : INFO : Epoch 1706 | loss: 0.0312412 | val_loss: 0.0312425 | Time: 5972.32 ms [2022-02-04 17:43:58 main:574] : INFO : Epoch 1707 | loss: 0.0312418 | val_loss: 0.0312441 | Time: 5939.01 ms [2022-02-04 17:44:04 main:574] : INFO : Epoch 1708 | loss: 0.0312408 | val_loss: 0.0312417 | Time: 5974.96 ms [2022-02-04 17:44:10 main:574] : INFO : Epoch 1709 | loss: 0.0312414 | val_loss: 0.0312413 | Time: 6004.47 ms [2022-02-04 17:44:16 main:574] : INFO : Epoch 1710 | loss: 0.0312415 | val_loss: 0.0312444 | Time: 5962.09 ms [2022-02-04 17:44:22 main:574] : INFO : Epoch 1711 | loss: 0.0312421 | val_loss: 0.0312414 | Time: 6021.9 ms [2022-02-04 17:44:28 main:574] : INFO : Epoch 1712 | loss: 0.0312414 | val_loss: 0.031242 | Time: 5952.99 ms [2022-02-04 17:44:34 main:574] : INFO : Epoch 1713 | loss: 0.0312408 | val_loss: 0.0312416 | Time: 5933.8 ms [2022-02-04 17:44:40 main:574] : INFO : Epoch 1714 | loss: 0.0312408 | val_loss: 0.0312418 | Time: 6011.03 ms [2022-02-04 17:44:46 main:574] : INFO : Epoch 1715 | loss: 0.0312419 | val_loss: 0.0312413 | Time: 5944.73 ms [2022-02-04 17:44:52 main:574] : INFO : Epoch 1716 | loss: 0.0312416 | val_loss: 0.0312419 | Time: 6021.41 ms [2022-02-04 17:44:58 main:574] : INFO : Epoch 1717 | loss: 0.0312413 | val_loss: 0.0312429 | Time: 5911.87 ms [2022-02-04 17:45:04 main:574] : INFO : Epoch 1718 | loss: 0.0312412 | val_loss: 0.0312429 | Time: 5995.12 ms [2022-02-04 17:45:10 main:574] : INFO : Epoch 1719 | loss: 0.0312406 | val_loss: 0.0312418 | Time: 5952.37 ms [2022-02-04 17:45:16 main:574] : INFO : Epoch 1720 | loss: 0.0312411 | val_loss: 0.0312426 | Time: 5967.57 ms [2022-02-04 17:45:22 main:574] : INFO : Epoch 1721 | loss: 0.0312406 | val_loss: 0.0312418 | Time: 5961.13 ms [2022-02-04 17:45:28 main:574] : INFO : Epoch 1722 | loss: 0.0312407 | val_loss: 0.0312409 | Time: 5898.96 ms [2022-02-04 17:45:34 main:574] : INFO : Epoch 1723 | loss: 0.0312411 | val_loss: 0.0312423 | Time: 5879.5 ms [2022-02-04 17:45:40 main:574] : INFO : Epoch 1724 | loss: 0.0312411 | val_loss: 0.0312429 | Time: 5976.56 ms [2022-02-04 17:45:46 main:574] : INFO : Epoch 1725 | loss: 0.0312419 | val_loss: 0.0312425 | Time: 5989.39 ms [2022-02-04 17:45:52 main:574] : INFO : Epoch 1726 | loss: 0.0312415 | val_loss: 0.0312443 | Time: 5986.63 ms [2022-02-04 17:45:57 main:574] : INFO : Epoch 1727 | loss: 0.0312415 | val_loss: 0.0312408 | Time: 5861.02 ms [2022-02-04 17:46:03 main:574] : INFO : Epoch 1728 | loss: 0.0312416 | val_loss: 0.0312417 | Time: 5896.45 ms [2022-02-04 17:46:09 main:574] : INFO : Epoch 1729 | loss: 0.0312406 | val_loss: 0.0312436 | Time: 5879.6 ms [2022-02-04 17:46:15 main:574] : INFO : Epoch 1730 | loss: 0.0312413 | val_loss: 0.0312415 | Time: 5963.57 ms [2022-02-04 17:46:21 main:574] : INFO : Epoch 1731 | loss: 0.0312443 | val_loss: 0.0312458 | Time: 5893.13 ms [2022-02-04 17:46:27 main:574] : INFO : Epoch 1732 | loss: 0.0312416 | val_loss: 0.0312487 | Time: 5893.35 ms [2022-02-04 17:46:33 main:574] : INFO : Epoch 1733 | loss: 0.0312427 | val_loss: 0.0312424 | Time: 5945.9 ms [2022-02-04 17:46:39 main:574] : INFO : Epoch 1734 | loss: 0.031242 | val_loss: 0.0312418 | Time: 5863.06 ms [2022-02-04 17:46:45 main:574] : INFO : Epoch 1735 | loss: 0.0312404 | val_loss: 0.0312416 | Time: 5938.76 ms [2022-02-04 17:46:51 main:574] : INFO : Epoch 1736 | loss: 0.0312402 | val_loss: 0.0312404 | Time: 5995.07 ms [2022-02-04 17:46:57 main:574] : INFO : Epoch 1737 | loss: 0.0312416 | val_loss: 0.0312421 | Time: 5983.63 ms [2022-02-04 17:47:03 main:574] : INFO : Epoch 1738 | loss: 0.0312404 | val_loss: 0.0312414 | Time: 5967.75 ms [2022-02-04 17:47:09 main:574] : INFO : Epoch 1739 | loss: 0.0312405 | val_loss: 0.0312478 | Time: 5903.66 ms [2022-02-04 17:47:15 main:574] : INFO : Epoch 1740 | loss: 0.0312424 | val_loss: 0.0312425 | Time: 5978.46 ms [2022-02-04 17:47:21 main:574] : INFO : Epoch 1741 | loss: 0.0312405 | val_loss: 0.0312426 | Time: 5948.35 ms [2022-02-04 17:47:27 main:574] : INFO : Epoch 1742 | loss: 0.0312412 | val_loss: 0.0312434 | Time: 5956.86 ms [2022-02-04 17:47:33 main:574] : INFO : Epoch 1743 | loss: 0.0312404 | val_loss: 0.0312408 | Time: 5951.14 ms [2022-02-04 17:47:39 main:574] : INFO : Epoch 1744 | loss: 0.0312404 | val_loss: 0.0312408 | Time: 5871.46 ms [2022-02-04 17:47:44 main:574] : INFO : Epoch 1745 | loss: 0.0312403 | val_loss: 0.0312447 | Time: 5906.89 ms [2022-02-04 17:47:50 main:574] : INFO : Epoch 1746 | loss: 0.0312417 | val_loss: 0.031244 | Time: 5882.91 ms [2022-02-04 17:47:56 main:574] : INFO : Epoch 1747 | loss: 0.0312421 | val_loss: 0.0312451 | Time: 5895.71 ms [2022-02-04 17:48:02 main:574] : INFO : Epoch 1748 | loss: 0.0312461 | val_loss: 0.0312433 | Time: 5800.67 ms [2022-02-04 17:48:08 main:574] : INFO : Epoch 1749 | loss: 0.0312416 | val_loss: 0.0312423 | Time: 5910.37 ms [2022-02-04 17:48:14 main:574] : INFO : Epoch 1750 | loss: 0.0312413 | val_loss: 0.0312427 | Time: 5857.33 ms [2022-02-04 17:48:20 main:574] : INFO : Epoch 1751 | loss: 0.0312406 | val_loss: 0.0312411 | Time: 5976.83 ms [2022-02-04 17:48:26 main:574] : INFO : Epoch 1752 | loss: 0.0312405 | val_loss: 0.0312429 | Time: 5966.92 ms [2022-02-04 17:48:32 main:574] : INFO : Epoch 1753 | loss: 0.0312431 | val_loss: 0.0312425 | Time: 5949.46 ms [2022-02-04 17:48:38 main:574] : INFO : Epoch 1754 | loss: 0.0312429 | val_loss: 0.0312428 | Time: 5893.34 ms [2022-02-04 17:48:44 main:574] : INFO : Epoch 1755 | loss: 0.0312418 | val_loss: 0.0312412 | Time: 5883.25 ms [2022-02-04 17:48:50 main:574] : INFO : Epoch 1756 | loss: 0.0312401 | val_loss: 0.0312423 | Time: 5937.61 ms [2022-02-04 17:48:55 main:574] : INFO : Epoch 1757 | loss: 0.031242 | val_loss: 0.0312433 | Time: 5920.14 ms [2022-02-04 17:49:01 main:574] : INFO : Epoch 1758 | loss: 0.0312416 | val_loss: 0.0312426 | Time: 5946.42 ms [2022-02-04 17:49:07 main:574] : INFO : Epoch 1759 | loss: 0.0312414 | val_loss: 0.0312409 | Time: 5960.17 ms [2022-02-04 17:49:13 main:574] : INFO : Epoch 1760 | loss: 0.0312409 | val_loss: 0.0312414 | Time: 5983.36 ms [2022-02-04 17:49:19 main:574] : INFO : Epoch 1761 | loss: 0.031242 | val_loss: 0.0312424 | Time: 5912.38 ms [2022-02-04 17:49:25 main:574] : INFO : Epoch 1762 | loss: 0.0312435 | val_loss: 0.031242 | Time: 6005.44 ms [2022-02-04 17:49:31 main:574] : INFO : Epoch 1763 | loss: 0.0312416 | val_loss: 0.0312409 | Time: 5890.93 ms [2022-02-04 17:49:37 main:574] : INFO : Epoch 1764 | loss: 0.0312403 | val_loss: 0.0312415 | Time: 5939.67 ms [2022-02-04 17:49:43 main:574] : INFO : Epoch 1765 | loss: 0.0312402 | val_loss: 0.0312409 | Time: 5942.53 ms [2022-02-04 17:49:49 main:574] : INFO : Epoch 1766 | loss: 0.0312404 | val_loss: 0.0312425 | Time: 5982.88 ms [2022-02-04 17:49:55 main:574] : INFO : Epoch 1767 | loss: 0.0312408 | val_loss: 0.0312419 | Time: 5871.02 ms [2022-02-04 17:50:01 main:574] : INFO : Epoch 1768 | loss: 0.0312402 | val_loss: 0.0312404 | Time: 5960.46 ms [2022-02-04 17:50:07 main:574] : INFO : Epoch 1769 | loss: 0.0312408 | val_loss: 0.0312419 | Time: 5889.63 ms [2022-02-04 17:50:13 main:574] : INFO : Epoch 1770 | loss: 0.0312426 | val_loss: 0.0312428 | Time: 5863.17 ms [2022-02-04 17:50:19 main:574] : INFO : Epoch 1771 | loss: 0.0312422 | val_loss: 0.0312425 | Time: 5923.05 ms [2022-02-04 17:50:25 main:574] : INFO : Epoch 1772 | loss: 0.0312434 | val_loss: 0.0312431 | Time: 5880.19 ms [2022-02-04 17:50:31 main:574] : INFO : Epoch 1773 | loss: 0.0312417 | val_loss: 0.0312465 | Time: 5849.59 ms [2022-02-04 17:50:36 main:574] : INFO : Epoch 1774 | loss: 0.0312424 | val_loss: 0.0312409 | Time: 5899.06 ms [2022-02-04 17:50:42 main:574] : INFO : Epoch 1775 | loss: 0.0312403 | val_loss: 0.0312411 | Time: 5910.8 ms [2022-02-04 17:50:48 main:574] : INFO : Epoch 1776 | loss: 0.0312416 | val_loss: 0.0312417 | Time: 5987.18 ms [2022-02-04 17:50:54 main:574] : INFO : Epoch 1777 | loss: 0.0312405 | val_loss: 0.0312407 | Time: 5843.28 ms [2022-02-04 17:51:00 main:574] : INFO : Epoch 1778 | loss: 0.0312406 | val_loss: 0.0312466 | Time: 5898.71 ms [2022-02-04 17:51:06 main:574] : INFO : Epoch 1779 | loss: 0.031242 | val_loss: 0.0312423 | Time: 5910.83 ms [2022-02-04 17:51:12 main:574] : INFO : Epoch 1780 | loss: 0.0312418 | val_loss: 0.0312424 | Time: 5875.72 ms [2022-02-04 17:51:18 main:574] : INFO : Epoch 1781 | loss: 0.0312396 | val_loss: 0.0312416 | Time: 5999.87 ms [2022-02-04 17:51:24 main:574] : INFO : Epoch 1782 | loss: 0.0312399 | val_loss: 0.0312406 | Time: 5937.01 ms [2022-02-04 17:51:30 main:574] : INFO : Epoch 1783 | loss: 0.0312408 | val_loss: 0.0312413 | Time: 5944.17 ms [2022-02-04 17:51:36 main:574] : INFO : Epoch 1784 | loss: 0.03124 | val_loss: 0.0312427 | Time: 5931.21 ms [2022-02-04 17:51:42 main:574] : INFO : Epoch 1785 | loss: 0.0312401 | val_loss: 0.0312439 | Time: 5765.2 ms [2022-02-04 17:51:48 main:574] : INFO : Epoch 1786 | loss: 0.031241 | val_loss: 0.0312425 | Time: 6002.06 ms [2022-02-04 17:51:54 main:574] : INFO : Epoch 1787 | loss: 0.0312398 | val_loss: 0.0312404 | Time: 5885.92 ms [2022-02-04 17:51:59 main:574] : INFO : Epoch 1788 | loss: 0.03124 | val_loss: 0.0312435 | Time: 5955.89 ms [2022-02-04 17:52:05 main:574] : INFO : Epoch 1789 | loss: 0.03124 | val_loss: 0.0312405 | Time: 5910.05 ms [2022-02-04 17:52:11 main:574] : INFO : Epoch 1790 | loss: 0.0312399 | val_loss: 0.031241 | Time: 6021.2 ms [2022-02-04 17:52:17 main:574] : INFO : Epoch 1791 | loss: 0.0312397 | val_loss: 0.031244 | Time: 5910.95 ms [2022-02-04 17:52:23 main:574] : INFO : Epoch 1792 | loss: 0.0312406 | val_loss: 0.0312421 | Time: 5978.14 ms [2022-02-04 17:52:29 main:574] : INFO : Epoch 1793 | loss: 0.0312412 | val_loss: 0.0312449 | Time: 5937.95 ms [2022-02-04 17:52:35 main:574] : INFO : Epoch 1794 | loss: 0.0312418 | val_loss: 0.0312412 | Time: 5940.52 ms [2022-02-04 17:52:41 main:574] : INFO : Epoch 1795 | loss: 0.0312404 | val_loss: 0.0312421 | Time: 5993.44 ms [2022-02-04 17:52:47 main:574] : INFO : Epoch 1796 | loss: 0.0312399 | val_loss: 0.0312434 | Time: 5930.5 ms [2022-02-04 17:52:53 main:574] : INFO : Epoch 1797 | loss: 0.0312407 | val_loss: 0.0312427 | Time: 5989.95 ms [2022-02-04 17:52:59 main:574] : INFO : Epoch 1798 | loss: 0.0312403 | val_loss: 0.0312413 | Time: 5862.6 ms [2022-02-04 17:53:05 main:574] : INFO : Epoch 1799 | loss: 0.03124 | val_loss: 0.0312403 | Time: 5938.04 ms [2022-02-04 17:53:11 main:574] : INFO : Epoch 1800 | loss: 0.0312397 | val_loss: 0.0312424 | Time: 5901.47 ms [2022-02-04 17:53:17 main:574] : INFO : Epoch 1801 | loss: 0.0312418 | val_loss: 0.031245 | Time: 5936.89 ms [2022-02-04 17:53:23 main:574] : INFO : Epoch 1802 | loss: 0.0312415 | val_loss: 0.0312428 | Time: 5945.61 ms [2022-02-04 17:53:29 main:574] : INFO : Epoch 1803 | loss: 0.0312396 | val_loss: 0.0312415 | Time: 5917.88 ms [2022-02-04 17:53:35 main:574] : INFO : Epoch 1804 | loss: 0.0312397 | val_loss: 0.0312402 | Time: 5977.31 ms [2022-02-04 17:53:41 main:574] : INFO : Epoch 1805 | loss: 0.0312422 | val_loss: 0.0312458 | Time: 5906.95 ms [2022-02-04 17:53:47 main:574] : INFO : Epoch 1806 | loss: 0.0312421 | val_loss: 0.0312418 | Time: 5968.13 ms [2022-02-04 17:53:53 main:574] : INFO : Epoch 1807 | loss: 0.0312419 | val_loss: 0.0312418 | Time: 5772.37 ms [2022-02-04 17:53:59 main:574] : INFO : Epoch 1808 | loss: 0.03124 | val_loss: 0.0312441 | Time: 6006.84 ms [2022-02-04 17:54:04 main:574] : INFO : Epoch 1809 | loss: 0.0312411 | val_loss: 0.0312411 | Time: 5894.66 ms [2022-02-04 17:54:10 main:574] : INFO : Epoch 1810 | loss: 0.0312423 | val_loss: 0.0312422 | Time: 5975.17 ms [2022-02-04 17:54:16 main:574] : INFO : Epoch 1811 | loss: 0.03124 | val_loss: 0.0312407 | Time: 5919.11 ms [2022-02-04 17:54:22 main:574] : INFO : Epoch 1812 | loss: 0.0312398 | val_loss: 0.0312406 | Time: 5910.56 ms [2022-02-04 17:54:28 main:574] : INFO : Epoch 1813 | loss: 0.0312396 | val_loss: 0.0312406 | Time: 5931.47 ms [2022-02-04 17:54:34 main:574] : INFO : Epoch 1814 | loss: 0.0312396 | val_loss: 0.0312433 | Time: 5930.89 ms [2022-02-04 17:54:40 main:574] : INFO : Epoch 1815 | loss: 0.0312414 | val_loss: 0.0312436 | Time: 5899.63 ms [2022-02-04 17:54:46 main:574] : INFO : Epoch 1816 | loss: 0.0312418 | val_loss: 0.0312426 | Time: 5890.69 ms [2022-02-04 17:54:52 main:574] : INFO : Epoch 1817 | loss: 0.0312406 | val_loss: 0.0312406 | Time: 5873.76 ms [2022-02-04 17:54:58 main:574] : INFO : Epoch 1818 | loss: 0.0312428 | val_loss: 0.0312555 | Time: 5881.65 ms [2022-02-04 17:55:04 main:574] : INFO : Epoch 1819 | loss: 0.0312503 | val_loss: 0.0312465 | Time: 5770.88 ms [2022-02-04 17:55:09 main:574] : INFO : Epoch 1820 | loss: 0.0312429 | val_loss: 0.0312409 | Time: 5792.48 ms [2022-02-04 17:55:15 main:574] : INFO : Epoch 1821 | loss: 0.0312411 | val_loss: 0.031242 | Time: 6015.7 ms [2022-02-04 17:55:21 main:574] : INFO : Epoch 1822 | loss: 0.0312404 | val_loss: 0.0312409 | Time: 5849.83 ms [2022-02-04 17:55:27 main:574] : INFO : Epoch 1823 | loss: 0.0312395 | val_loss: 0.0312411 | Time: 5826.16 ms [2022-02-04 17:55:33 main:574] : INFO : Epoch 1824 | loss: 0.0312397 | val_loss: 0.0312405 | Time: 5943.63 ms [2022-02-04 17:55:39 main:574] : INFO : Epoch 1825 | loss: 0.0312406 | val_loss: 0.0312407 | Time: 5910.47 ms [2022-02-04 17:55:45 main:574] : INFO : Epoch 1826 | loss: 0.0312398 | val_loss: 0.031241 | Time: 5912.46 ms [2022-02-04 17:55:51 main:574] : INFO : Epoch 1827 | loss: 0.03124 | val_loss: 0.0312419 | Time: 5906.99 ms [2022-02-04 17:55:57 main:574] : INFO : Epoch 1828 | loss: 0.0312396 | val_loss: 0.031241 | Time: 5959.4 ms [2022-02-04 17:56:03 main:574] : INFO : Epoch 1829 | loss: 0.0312391 | val_loss: 0.0312405 | Time: 5984.42 ms [2022-02-04 17:56:09 main:574] : INFO : Epoch 1830 | loss: 0.0312392 | val_loss: 0.0312406 | Time: 5793.29 ms [2022-02-04 17:56:15 main:574] : INFO : Epoch 1831 | loss: 0.0312402 | val_loss: 0.0312422 | Time: 5971.39 ms [2022-02-04 17:56:21 main:574] : INFO : Epoch 1832 | loss: 0.0312403 | val_loss: 0.0312415 | Time: 5870.55 ms [2022-02-04 17:56:27 main:574] : INFO : Epoch 1833 | loss: 0.0312397 | val_loss: 0.0312402 | Time: 5929.25 ms [2022-02-04 17:56:32 main:574] : INFO : Epoch 1834 | loss: 0.0312402 | val_loss: 0.031244 | Time: 5876.22 ms [2022-02-04 17:56:38 main:574] : INFO : Epoch 1835 | loss: 0.0312407 | val_loss: 0.0312404 | Time: 5933.99 ms [2022-02-04 17:56:44 main:574] : INFO : Epoch 1836 | loss: 0.0312404 | val_loss: 0.0312426 | Time: 5990.54 ms [2022-02-04 17:56:50 main:574] : INFO : Epoch 1837 | loss: 0.0312399 | val_loss: 0.0312406 | Time: 5928.21 ms [2022-02-04 17:56:56 main:574] : INFO : Epoch 1838 | loss: 0.0312393 | val_loss: 0.0312432 | Time: 5991.08 ms [2022-02-04 17:57:02 main:574] : INFO : Epoch 1839 | loss: 0.0312404 | val_loss: 0.0312422 | Time: 5943.76 ms [2022-02-04 17:57:08 main:574] : INFO : Epoch 1840 | loss: 0.0312405 | val_loss: 0.0312411 | Time: 5893.64 ms [2022-02-04 17:57:14 main:574] : INFO : Epoch 1841 | loss: 0.0312414 | val_loss: 0.0312438 | Time: 5969.63 ms [2022-02-04 17:57:20 main:574] : INFO : Epoch 1842 | loss: 0.0312412 | val_loss: 0.0312413 | Time: 5930.14 ms [2022-02-04 17:57:26 main:574] : INFO : Epoch 1843 | loss: 0.0312395 | val_loss: 0.0312413 | Time: 5853.06 ms [2022-02-04 17:57:32 main:574] : INFO : Epoch 1844 | loss: 0.0312398 | val_loss: 0.0312425 | Time: 5962.04 ms [2022-02-04 17:57:38 main:574] : INFO : Epoch 1845 | loss: 0.0312395 | val_loss: 0.0312408 | Time: 5931.01 ms [2022-02-04 17:57:44 main:574] : INFO : Epoch 1846 | loss: 0.0312396 | val_loss: 0.0312445 | Time: 5960.12 ms [2022-02-04 17:57:50 main:574] : INFO : Epoch 1847 | loss: 0.0312411 | val_loss: 0.0312441 | Time: 5958.76 ms [2022-02-04 17:57:56 main:574] : INFO : Epoch 1848 | loss: 0.0312399 | val_loss: 0.0312411 | Time: 5941.1 ms [2022-02-04 17:58:02 main:574] : INFO : Epoch 1849 | loss: 0.0312397 | val_loss: 0.0312416 | Time: 5887.51 ms [2022-02-04 17:58:08 main:574] : INFO : Epoch 1850 | loss: 0.0312394 | val_loss: 0.0312422 | Time: 5982.08 ms [2022-02-04 17:58:14 main:574] : INFO : Epoch 1851 | loss: 0.0312393 | val_loss: 0.0312397 | Time: 5783 ms [2022-02-04 17:58:20 main:574] : INFO : Epoch 1852 | loss: 0.0312403 | val_loss: 0.0312424 | Time: 5934.56 ms [2022-02-04 17:58:25 main:574] : INFO : Epoch 1853 | loss: 0.0312399 | val_loss: 0.0312405 | Time: 5920.3 ms [2022-02-04 17:58:31 main:574] : INFO : Epoch 1854 | loss: 0.0312408 | val_loss: 0.0312433 | Time: 5835.11 ms [2022-02-04 17:58:37 main:574] : INFO : Epoch 1855 | loss: 0.0312404 | val_loss: 0.0312407 | Time: 5946.22 ms [2022-02-04 17:58:43 main:574] : INFO : Epoch 1856 | loss: 0.0312395 | val_loss: 0.031241 | Time: 5949.83 ms [2022-02-04 17:58:49 main:574] : INFO : Epoch 1857 | loss: 0.0312395 | val_loss: 0.0312404 | Time: 6005.8 ms [2022-02-04 17:58:55 main:574] : INFO : Epoch 1858 | loss: 0.0312408 | val_loss: 0.0312433 | Time: 5910.56 ms [2022-02-04 17:59:01 main:574] : INFO : Epoch 1859 | loss: 0.0312401 | val_loss: 0.0312404 | Time: 5903.66 ms [2022-02-04 17:59:07 main:574] : INFO : Epoch 1860 | loss: 0.0312402 | val_loss: 0.0312422 | Time: 5935.29 ms [2022-02-04 17:59:13 main:574] : INFO : Epoch 1861 | loss: 0.0312398 | val_loss: 0.0312405 | Time: 5934.11 ms [2022-02-04 17:59:19 main:574] : INFO : Epoch 1862 | loss: 0.0312394 | val_loss: 0.0312409 | Time: 5928.58 ms [2022-02-04 17:59:25 main:574] : INFO : Epoch 1863 | loss: 0.031239 | val_loss: 0.0312416 | Time: 5931.16 ms [2022-02-04 17:59:31 main:574] : INFO : Epoch 1864 | loss: 0.0312395 | val_loss: 0.031242 | Time: 5898.94 ms [2022-02-04 17:59:37 main:574] : INFO : Epoch 1865 | loss: 0.0312396 | val_loss: 0.0312406 | Time: 5735 ms [2022-02-04 17:59:42 main:574] : INFO : Epoch 1866 | loss: 0.0312396 | val_loss: 0.0312418 | Time: 5755.72 ms [2022-02-04 17:59:48 main:574] : INFO : Epoch 1867 | loss: 0.0312392 | val_loss: 0.0312429 | Time: 5878.77 ms [2022-02-04 17:59:54 main:574] : INFO : Epoch 1868 | loss: 0.0312402 | val_loss: 0.0312412 | Time: 5936.33 ms [2022-02-04 18:00:00 main:574] : INFO : Epoch 1869 | loss: 0.0312388 | val_loss: 0.0312409 | Time: 5981.38 ms [2022-02-04 18:00:06 main:574] : INFO : Epoch 1870 | loss: 0.0312402 | val_loss: 0.03124 | Time: 5959.97 ms [2022-02-04 18:00:12 main:574] : INFO : Epoch 1871 | loss: 0.031239 | val_loss: 0.0312405 | Time: 5914.47 ms [2022-02-04 18:00:18 main:574] : INFO : Epoch 1872 | loss: 0.0312402 | val_loss: 0.0312407 | Time: 5948.3 ms [2022-02-04 18:00:24 main:574] : INFO : Epoch 1873 | loss: 0.03124 | val_loss: 0.0312406 | Time: 5967.79 ms [2022-02-04 18:00:30 main:574] : INFO : Epoch 1874 | loss: 0.0312388 | val_loss: 0.0312406 | Time: 5937.7 ms [2022-02-04 18:00:36 main:574] : INFO : Epoch 1875 | loss: 0.0312394 | val_loss: 0.0312416 | Time: 5947.13 ms [2022-02-04 18:00:42 main:574] : INFO : Epoch 1876 | loss: 0.0312391 | val_loss: 0.0312405 | Time: 5904.57 ms [2022-02-04 18:00:48 main:574] : INFO : Epoch 1877 | loss: 0.0312389 | val_loss: 0.03124 | Time: 5945.39 ms [2022-02-04 18:00:54 main:574] : INFO : Epoch 1878 | loss: 0.0312391 | val_loss: 0.0312403 | Time: 5954.65 ms [2022-02-04 18:01:00 main:574] : INFO : Epoch 1879 | loss: 0.031239 | val_loss: 0.0312417 | Time: 5930.08 ms [2022-02-04 18:01:06 main:574] : INFO : Epoch 1880 | loss: 0.0312399 | val_loss: 0.0312427 | Time: 5894.94 ms [2022-02-04 18:01:12 main:574] : INFO : Epoch 1881 | loss: 0.0312397 | val_loss: 0.0312447 | Time: 5951.91 ms [2022-02-04 18:01:18 main:574] : INFO : Epoch 1882 | loss: 0.0312409 | val_loss: 0.0312409 | Time: 5886.53 ms [2022-02-04 18:01:23 main:574] : INFO : Epoch 1883 | loss: 0.0312386 | val_loss: 0.031241 | Time: 5913.47 ms [2022-02-04 18:01:29 main:574] : INFO : Epoch 1884 | loss: 0.0312402 | val_loss: 0.0312405 | Time: 5967.49 ms [2022-02-04 18:01:35 main:574] : INFO : Epoch 1885 | loss: 0.03124 | val_loss: 0.0312411 | Time: 5868.02 ms [2022-02-04 18:01:41 main:574] : INFO : Epoch 1886 | loss: 0.0312405 | val_loss: 0.031241 | Time: 5940.91 ms [2022-02-04 18:01:47 main:574] : INFO : Epoch 1887 | loss: 0.031239 | val_loss: 0.0312405 | Time: 5953.23 ms [2022-02-04 18:01:53 main:574] : INFO : Epoch 1888 | loss: 0.0312391 | val_loss: 0.03124 | Time: 5892.45 ms [2022-02-04 18:01:59 main:574] : INFO : Epoch 1889 | loss: 0.0312414 | val_loss: 0.0312445 | Time: 6004.37 ms [2022-02-04 18:02:05 main:574] : INFO : Epoch 1890 | loss: 0.0312407 | val_loss: 0.0312435 | Time: 5941.56 ms [2022-02-04 18:02:11 main:574] : INFO : Epoch 1891 | loss: 0.0312426 | val_loss: 0.0312464 | Time: 5839.95 ms [2022-02-04 18:02:17 main:574] : INFO : Epoch 1892 | loss: 0.03124 | val_loss: 0.0312406 | Time: 5933.69 ms [2022-02-04 18:02:23 main:574] : INFO : Epoch 1893 | loss: 0.0312399 | val_loss: 0.0312415 | Time: 5931.02 ms [2022-02-04 18:02:29 main:574] : INFO : Epoch 1894 | loss: 0.0312396 | val_loss: 0.0312399 | Time: 5927.34 ms [2022-02-04 18:02:35 main:574] : INFO : Epoch 1895 | loss: 0.0312388 | val_loss: 0.0312409 | Time: 5899.83 ms [2022-02-04 18:02:41 main:574] : INFO : Epoch 1896 | loss: 0.0312396 | val_loss: 0.0312408 | Time: 5959.33 ms [2022-02-04 18:02:47 main:574] : INFO : Epoch 1897 | loss: 0.0312391 | val_loss: 0.0312406 | Time: 5841.2 ms [2022-02-04 18:02:53 main:574] : INFO : Epoch 1898 | loss: 0.03124 | val_loss: 0.0312404 | Time: 5979.09 ms [2022-02-04 18:02:59 main:574] : INFO : Epoch 1899 | loss: 0.0312385 | val_loss: 0.0312416 | Time: 5973.6 ms [2022-02-04 18:03:05 main:574] : INFO : Epoch 1900 | loss: 0.0312393 | val_loss: 0.0312414 | Time: 5950.58 ms [2022-02-04 18:03:10 main:574] : INFO : Epoch 1901 | loss: 0.0312393 | val_loss: 0.0312416 | Time: 5855.38 ms [2022-02-04 18:03:16 main:574] : INFO : Epoch 1902 | loss: 0.0312401 | val_loss: 0.0312438 | Time: 5921.45 ms [2022-02-04 18:03:22 main:574] : INFO : Epoch 1903 | loss: 0.0312404 | val_loss: 0.0312406 | Time: 5843.93 ms [2022-02-04 18:03:28 main:574] : INFO : Epoch 1904 | loss: 0.0312404 | val_loss: 0.0312405 | Time: 5904.13 ms [2022-02-04 18:03:34 main:574] : INFO : Epoch 1905 | loss: 0.0312392 | val_loss: 0.0312403 | Time: 5947.32 ms [2022-02-04 18:03:40 main:574] : INFO : Epoch 1906 | loss: 0.0312394 | val_loss: 0.0312407 | Time: 5931.35 ms [2022-02-04 18:03:46 main:574] : INFO : Epoch 1907 | loss: 0.0312398 | val_loss: 0.0312404 | Time: 5913.7 ms [2022-02-04 18:03:52 main:574] : INFO : Epoch 1908 | loss: 0.0312396 | val_loss: 0.0312406 | Time: 5814.86 ms [2022-02-04 18:03:58 main:574] : INFO : Epoch 1909 | loss: 0.0312391 | val_loss: 0.0312431 | Time: 5890.83 ms [2022-02-04 18:04:04 main:574] : INFO : Epoch 1910 | loss: 0.0312402 | val_loss: 0.03124 | Time: 5932.33 ms [2022-02-04 18:04:10 main:574] : INFO : Epoch 1911 | loss: 0.0312395 | val_loss: 0.0312414 | Time: 5889.81 ms [2022-02-04 18:04:16 main:574] : INFO : Epoch 1912 | loss: 0.0312398 | val_loss: 0.0312453 | Time: 5983.15 ms [2022-02-04 18:04:21 main:574] : INFO : Epoch 1913 | loss: 0.0312417 | val_loss: 0.0312407 | Time: 5926.34 ms [2022-02-04 18:04:27 main:574] : INFO : Epoch 1914 | loss: 0.0312394 | val_loss: 0.0312401 | Time: 5932.28 ms [2022-02-04 18:04:33 main:574] : INFO : Epoch 1915 | loss: 0.0312402 | val_loss: 0.0312448 | Time: 5954.58 ms [2022-02-04 18:04:39 main:574] : INFO : Epoch 1916 | loss: 0.0312391 | val_loss: 0.0312415 | Time: 5869.85 ms [2022-02-04 18:04:45 main:574] : INFO : Epoch 1917 | loss: 0.0312396 | val_loss: 0.0312404 | Time: 5908.65 ms [2022-02-04 18:04:51 main:574] : INFO : Epoch 1918 | loss: 0.031239 | val_loss: 0.031241 | Time: 5866.18 ms [2022-02-04 18:04:57 main:574] : INFO : Epoch 1919 | loss: 0.031239 | val_loss: 0.031241 | Time: 5902.37 ms [2022-02-04 18:05:03 main:574] : INFO : Epoch 1920 | loss: 0.0312392 | val_loss: 0.031241 | Time: 5927.45 ms [2022-02-04 18:05:09 main:574] : INFO : Epoch 1921 | loss: 0.0312403 | val_loss: 0.031244 | Time: 5871.4 ms [2022-02-04 18:05:15 main:574] : INFO : Epoch 1922 | loss: 0.0312396 | val_loss: 0.0312403 | Time: 5906.05 ms [2022-02-04 18:05:21 main:574] : INFO : Epoch 1923 | loss: 0.031239 | val_loss: 0.0312413 | Time: 5821 ms [2022-02-04 18:05:27 main:574] : INFO : Epoch 1924 | loss: 0.0312394 | val_loss: 0.0312424 | Time: 5930.36 ms [2022-02-04 18:05:33 main:574] : INFO : Epoch 1925 | loss: 0.0312392 | val_loss: 0.0312425 | Time: 5972.97 ms [2022-02-04 18:05:39 main:574] : INFO : Epoch 1926 | loss: 0.0312387 | val_loss: 0.0312399 | Time: 5979.83 ms [2022-02-04 18:05:44 main:574] : INFO : Epoch 1927 | loss: 0.031239 | val_loss: 0.0312408 | Time: 5781.68 ms [2022-02-04 18:05:50 main:574] : INFO : Epoch 1928 | loss: 0.0312399 | val_loss: 0.0312415 | Time: 5970.73 ms [2022-02-04 18:05:56 main:574] : INFO : Epoch 1929 | loss: 0.0312412 | val_loss: 0.0312413 | Time: 5928.88 ms [2022-02-04 18:06:02 main:574] : INFO : Epoch 1930 | loss: 0.0312414 | val_loss: 0.031246 | Time: 5924.77 ms [2022-02-04 18:06:08 main:574] : INFO : Epoch 1931 | loss: 0.031241 | val_loss: 0.0312412 | Time: 6004.4 ms [2022-02-04 18:06:14 main:574] : INFO : Epoch 1932 | loss: 0.0312405 | val_loss: 0.0312419 | Time: 5957.89 ms [2022-02-04 18:06:20 main:574] : INFO : Epoch 1933 | loss: 0.0312393 | val_loss: 0.0312416 | Time: 5951.58 ms [2022-02-04 18:06:26 main:574] : INFO : Epoch 1934 | loss: 0.0312391 | val_loss: 0.0312408 | Time: 5886.19 ms [2022-02-04 18:06:32 main:574] : INFO : Epoch 1935 | loss: 0.0312393 | val_loss: 0.0312415 | Time: 6018.6 ms [2022-02-04 18:06:38 main:574] : INFO : Epoch 1936 | loss: 0.0312389 | val_loss: 0.0312409 | Time: 5925.62 ms [2022-02-04 18:06:44 main:574] : INFO : Epoch 1937 | loss: 0.0312396 | val_loss: 0.0312407 | Time: 5904.28 ms [2022-02-04 18:06:50 main:574] : INFO : Epoch 1938 | loss: 0.0312392 | val_loss: 0.0312409 | Time: 5895.52 ms [2022-02-04 18:06:56 main:574] : INFO : Epoch 1939 | loss: 0.0312391 | val_loss: 0.0312412 | Time: 5892.1 ms [2022-02-04 18:07:02 main:574] : INFO : Epoch 1940 | loss: 0.0312388 | val_loss: 0.0312403 | Time: 5882.64 ms [2022-02-04 18:07:08 main:574] : INFO : Epoch 1941 | loss: 0.0312384 | val_loss: 0.0312408 | Time: 5880.34 ms [2022-02-04 18:07:13 main:574] : INFO : Epoch 1942 | loss: 0.0312388 | val_loss: 0.0312405 | Time: 5950.98 ms [2022-02-04 18:07:19 main:574] : INFO : Epoch 1943 | loss: 0.0312392 | val_loss: 0.0312405 | Time: 5717.77 ms [2022-02-04 18:07:25 main:574] : INFO : Epoch 1944 | loss: 0.0312416 | val_loss: 0.0312467 | Time: 5790.25 ms [2022-02-04 18:07:31 main:574] : INFO : Epoch 1945 | loss: 0.0312412 | val_loss: 0.0312422 | Time: 5866.09 ms [2022-02-04 18:07:37 main:574] : INFO : Epoch 1946 | loss: 0.0312405 | val_loss: 0.0312415 | Time: 5865.01 ms [2022-02-04 18:07:43 main:574] : INFO : Epoch 1947 | loss: 0.0312393 | val_loss: 0.0312442 | Time: 5911.3 ms [2022-02-04 18:07:49 main:574] : INFO : Epoch 1948 | loss: 0.0312413 | val_loss: 0.0312401 | Time: 5876.25 ms [2022-02-04 18:07:55 main:574] : INFO : Epoch 1949 | loss: 0.0312402 | val_loss: 0.0312411 | Time: 5964.26 ms [2022-02-04 18:08:00 main:574] : INFO : Epoch 1950 | loss: 0.0312419 | val_loss: 0.031242 | Time: 5865.92 ms [2022-02-04 18:08:06 main:574] : INFO : Epoch 1951 | loss: 0.031252 | val_loss: 0.0314688 | Time: 5851.79 ms [2022-02-04 18:08:12 main:574] : INFO : Epoch 1952 | loss: 0.0321742 | val_loss: 0.031992 | Time: 6046.29 ms [2022-02-04 18:08:18 main:574] : INFO : Epoch 1953 | loss: 0.0315337 | val_loss: 0.0313055 | Time: 5928.19 ms [2022-02-04 18:08:24 main:574] : INFO : Epoch 1954 | loss: 0.0312737 | val_loss: 0.0312576 | Time: 5871.74 ms [2022-02-04 18:08:30 main:574] : INFO : Epoch 1955 | loss: 0.0312474 | val_loss: 0.0312431 | Time: 5883.89 ms [2022-02-04 18:08:36 main:574] : INFO : Epoch 1956 | loss: 0.0312409 | val_loss: 0.0312422 | Time: 6118.07 ms [2022-02-04 18:08:42 main:574] : INFO : Epoch 1957 | loss: 0.0312398 | val_loss: 0.0312413 | Time: 5867.52 ms [2022-02-04 18:08:48 main:574] : INFO : Epoch 1958 | loss: 0.0312396 | val_loss: 0.0312411 | Time: 5932.18 ms [2022-02-04 18:08:54 main:574] : INFO : Epoch 1959 | loss: 0.03124 | val_loss: 0.0312412 | Time: 5879.5 ms [2022-02-04 18:09:00 main:574] : INFO : Epoch 1960 | loss: 0.03124 | val_loss: 0.0312425 | Time: 5913.58 ms [2022-02-04 18:09:06 main:574] : INFO : Epoch 1961 | loss: 0.0312397 | val_loss: 0.0312402 | Time: 5961.39 ms [2022-02-04 18:09:12 main:574] : INFO : Epoch 1962 | loss: 0.031239 | val_loss: 0.0312408 | Time: 5988.09 ms [2022-02-04 18:09:18 main:574] : INFO : Epoch 1963 | loss: 0.031239 | val_loss: 0.0312406 | Time: 5946.3 ms [2022-02-04 18:09:24 main:574] : INFO : Epoch 1964 | loss: 0.0312388 | val_loss: 0.0312406 | Time: 5946.7 ms [2022-02-04 18:09:30 main:574] : INFO : Epoch 1965 | loss: 0.0312391 | val_loss: 0.03124 | Time: 5961.97 ms [2022-02-04 18:09:36 main:574] : INFO : Epoch 1966 | loss: 0.0312385 | val_loss: 0.0312409 | Time: 5966.63 ms [2022-02-04 18:09:42 main:574] : INFO : Epoch 1967 | loss: 0.0312398 | val_loss: 0.0312411 | Time: 6013.95 ms [2022-02-04 18:09:48 main:574] : INFO : Epoch 1968 | loss: 0.031239 | val_loss: 0.031241 | Time: 5928.08 ms [2022-02-04 18:09:54 main:574] : INFO : Epoch 1969 | loss: 0.0312388 | val_loss: 0.0312397 | Time: 6003.05 ms [2022-02-04 18:10:00 main:574] : INFO : Epoch 1970 | loss: 0.0312386 | val_loss: 0.0312424 | Time: 6018.27 ms [2022-02-04 18:10:06 main:574] : INFO : Epoch 1971 | loss: 0.0312399 | val_loss: 0.0312437 | Time: 5988.54 ms [2022-02-04 18:10:12 main:574] : INFO : Epoch 1972 | loss: 0.0312395 | val_loss: 0.0312404 | Time: 6012.91 ms [2022-02-04 18:10:18 main:574] : INFO : Epoch 1973 | loss: 0.0312406 | val_loss: 0.0312424 | Time: 5966.95 ms [2022-02-04 18:10:24 main:574] : INFO : Epoch 1974 | loss: 0.0312391 | val_loss: 0.0312416 | Time: 6001.4 ms [2022-02-04 18:10:30 main:574] : INFO : Epoch 1975 | loss: 0.0312395 | val_loss: 0.0312414 | Time: 5838.81 ms [2022-02-04 18:10:36 main:574] : INFO : Epoch 1976 | loss: 0.0312396 | val_loss: 0.0312412 | Time: 5984.62 ms [2022-02-04 18:10:42 main:574] : INFO : Epoch 1977 | loss: 0.0312383 | val_loss: 0.0312406 | Time: 6016.65 ms [2022-02-04 18:10:48 main:574] : INFO : Epoch 1978 | loss: 0.0312385 | val_loss: 0.031241 | Time: 5957.74 ms [2022-02-04 18:10:54 main:574] : INFO : Epoch 1979 | loss: 0.0312392 | val_loss: 0.0312435 | Time: 6002.77 ms [2022-02-04 18:11:00 main:574] : INFO : Epoch 1980 | loss: 0.03124 | val_loss: 0.0312401 | Time: 5970.59 ms [2022-02-04 18:11:06 main:574] : INFO : Epoch 1981 | loss: 0.0312383 | val_loss: 0.0312403 | Time: 5944.55 ms [2022-02-04 18:11:12 main:574] : INFO : Epoch 1982 | loss: 0.0312391 | val_loss: 0.0312435 | Time: 5927.49 ms [2022-02-04 18:11:18 main:574] : INFO : Epoch 1983 | loss: 0.0312392 | val_loss: 0.0312402 | Time: 5998.21 ms [2022-02-04 18:11:24 main:574] : INFO : Epoch 1984 | loss: 0.0312384 | val_loss: 0.0312402 | Time: 5928.61 ms [2022-02-04 18:11:30 main:574] : INFO : Epoch 1985 | loss: 0.0312379 | val_loss: 0.0312412 | Time: 5877.61 ms [2022-02-04 18:11:35 main:574] : INFO : Epoch 1986 | loss: 0.031238 | val_loss: 0.0312398 | Time: 5938.05 ms [2022-02-04 18:11:41 main:574] : INFO : Epoch 1987 | loss: 0.0312383 | val_loss: 0.0312405 | Time: 5841.44 ms [2022-02-04 18:11:47 main:574] : INFO : Epoch 1988 | loss: 0.031238 | val_loss: 0.0312399 | Time: 5918.84 ms [2022-02-04 18:11:53 main:574] : INFO : Epoch 1989 | loss: 0.0312386 | val_loss: 0.0312409 | Time: 5942.6 ms [2022-02-04 18:11:59 main:574] : INFO : Epoch 1990 | loss: 0.0312396 | val_loss: 0.0312409 | Time: 5911.68 ms [2022-02-04 18:12:05 main:574] : INFO : Epoch 1991 | loss: 0.0312383 | val_loss: 0.0312405 | Time: 5958.8 ms [2022-02-04 18:12:11 main:574] : INFO : Epoch 1992 | loss: 0.031238 | val_loss: 0.0312401 | Time: 5931.84 ms [2022-02-04 18:12:17 main:574] : INFO : Epoch 1993 | loss: 0.0312386 | val_loss: 0.0312406 | Time: 5948.56 ms [2022-02-04 18:12:23 main:574] : INFO : Epoch 1994 | loss: 0.0312385 | val_loss: 0.0312406 | Time: 5923.16 ms [2022-02-04 18:12:29 main:574] : INFO : Epoch 1995 | loss: 0.0312389 | val_loss: 0.0312401 | Time: 5783.26 ms [2022-02-04 18:12:35 main:574] : INFO : Epoch 1996 | loss: 0.0312383 | val_loss: 0.0312408 | Time: 5895.05 ms [2022-02-04 18:12:41 main:574] : INFO : Epoch 1997 | loss: 0.0312383 | val_loss: 0.0312401 | Time: 5993.3 ms [2022-02-04 18:12:47 main:574] : INFO : Epoch 1998 | loss: 0.0312382 | val_loss: 0.0312402 | Time: 5989.1 ms [2022-02-04 18:12:53 main:574] : INFO : Epoch 1999 | loss: 0.0312381 | val_loss: 0.0312405 | Time: 5934.1 ms [2022-02-04 18:12:59 main:574] : INFO : Epoch 2000 | loss: 0.0312383 | val_loss: 0.0312406 | Time: 5969.07 ms [2022-02-04 18:13:05 main:574] : INFO : Epoch 2001 | loss: 0.0312397 | val_loss: 0.0312416 | Time: 5923.02 ms [2022-02-04 18:13:11 main:574] : INFO : Epoch 2002 | loss: 0.0312381 | val_loss: 0.0312444 | Time: 5966.55 ms [2022-02-04 18:13:17 main:574] : INFO : Epoch 2003 | loss: 0.031239 | val_loss: 0.0312403 | Time: 5982.43 ms [2022-02-04 18:13:22 main:574] : INFO : Epoch 2004 | loss: 0.0312382 | val_loss: 0.0312407 | Time: 5940.1 ms [2022-02-04 18:13:28 main:574] : INFO : Epoch 2005 | loss: 0.0312378 | val_loss: 0.0312403 | Time: 5926.38 ms [2022-02-04 18:13:34 main:574] : INFO : Epoch 2006 | loss: 0.031238 | val_loss: 0.0312403 | Time: 5957 ms [2022-02-04 18:13:40 main:574] : INFO : Epoch 2007 | loss: 0.0312385 | val_loss: 0.0312416 | Time: 5886.69 ms [2022-02-04 18:13:46 main:574] : INFO : Epoch 2008 | loss: 0.0312381 | val_loss: 0.0312402 | Time: 5907.68 ms [2022-02-04 18:13:52 main:574] : INFO : Epoch 2009 | loss: 0.0312379 | val_loss: 0.0312434 | Time: 5836.16 ms [2022-02-04 18:13:58 main:574] : INFO : Epoch 2010 | loss: 0.0312384 | val_loss: 0.0312412 | Time: 5961.43 ms [2022-02-04 18:14:04 main:574] : INFO : Epoch 2011 | loss: 0.0312382 | val_loss: 0.0312406 | Time: 5997.19 ms [2022-02-04 18:14:10 main:574] : INFO : Epoch 2012 | loss: 0.0312377 | val_loss: 0.0312403 | Time: 5959.86 ms [2022-02-04 18:14:16 main:574] : INFO : Epoch 2013 | loss: 0.031238 | val_loss: 0.0312405 | Time: 5974.09 ms [2022-02-04 18:14:22 main:574] : INFO : Epoch 2014 | loss: 0.031238 | val_loss: 0.0312404 | Time: 6011.41 ms [2022-02-04 18:14:28 main:574] : INFO : Epoch 2015 | loss: 0.0312379 | val_loss: 0.0312405 | Time: 5906.74 ms [2022-02-04 18:14:34 main:574] : INFO : Epoch 2016 | loss: 0.0312382 | val_loss: 0.0312407 | Time: 5965.26 ms [2022-02-04 18:14:40 main:574] : INFO : Epoch 2017 | loss: 0.0312379 | val_loss: 0.0312404 | Time: 5985.97 ms [2022-02-04 18:14:46 main:574] : INFO : Epoch 2018 | loss: 0.0312379 | val_loss: 0.0312399 | Time: 5962.74 ms [2022-02-04 18:14:52 main:574] : INFO : Epoch 2019 | loss: 0.0312392 | val_loss: 0.0312414 | Time: 5957.81 ms [2022-02-04 18:14:58 main:574] : INFO : Epoch 2020 | loss: 0.0312381 | val_loss: 0.0312412 | Time: 5935.5 ms [2022-02-04 18:15:04 main:574] : INFO : Epoch 2021 | loss: 0.0312378 | val_loss: 0.0312435 | Time: 6033.83 ms [2022-02-04 18:15:10 main:574] : INFO : Epoch 2022 | loss: 0.0312381 | val_loss: 0.0312404 | Time: 5979.65 ms [2022-02-04 18:15:16 main:574] : INFO : Epoch 2023 | loss: 0.0312375 | val_loss: 0.0312402 | Time: 5940.59 ms [2022-02-04 18:15:22 main:574] : INFO : Epoch 2024 | loss: 0.0312377 | val_loss: 0.0312406 | Time: 6009.81 ms [2022-02-04 18:15:28 main:574] : INFO : Epoch 2025 | loss: 0.031238 | val_loss: 0.03124 | Time: 5951.48 ms [2022-02-04 18:15:34 main:574] : INFO : Epoch 2026 | loss: 0.0312376 | val_loss: 0.0312407 | Time: 6017.73 ms [2022-02-04 18:15:40 main:574] : INFO : Epoch 2027 | loss: 0.0312377 | val_loss: 0.0312406 | Time: 5878.57 ms [2022-02-04 18:15:46 main:574] : INFO : Epoch 2028 | loss: 0.0312376 | val_loss: 0.0312403 | Time: 5924.4 ms [2022-02-04 18:15:52 main:574] : INFO : Epoch 2029 | loss: 0.0312385 | val_loss: 0.0312406 | Time: 6005.79 ms [2022-02-04 18:15:58 main:574] : INFO : Epoch 2030 | loss: 0.0312387 | val_loss: 0.0312404 | Time: 5959.64 ms [2022-02-04 18:16:04 main:574] : INFO : Epoch 2031 | loss: 0.031238 | val_loss: 0.0312404 | Time: 5935.51 ms [2022-02-04 18:16:10 main:574] : INFO : Epoch 2032 | loss: 0.0312385 | val_loss: 0.0312406 | Time: 5929.75 ms [2022-02-04 18:16:16 main:574] : INFO : Epoch 2033 | loss: 0.031238 | val_loss: 0.0312401 | Time: 5993.32 ms [2022-02-04 18:16:21 main:574] : INFO : Epoch 2034 | loss: 0.0312376 | val_loss: 0.0312403 | Time: 5879.61 ms [2022-02-04 18:16:27 main:574] : INFO : Epoch 2035 | loss: 0.031238 | val_loss: 0.0312415 | Time: 5937.14 ms [2022-02-04 18:16:33 main:574] : INFO : Epoch 2036 | loss: 0.0312375 | val_loss: 0.0312407 | Time: 5924.5 ms [2022-02-04 18:16:39 main:574] : INFO : Epoch 2037 | loss: 0.0312374 | val_loss: 0.0312408 | Time: 5849.79 ms [2022-02-04 18:16:45 main:574] : INFO : Epoch 2038 | loss: 0.0312377 | val_loss: 0.03124 | Time: 5946.78 ms [2022-02-04 18:16:51 main:574] : INFO : Epoch 2039 | loss: 0.0312374 | val_loss: 0.0312408 | Time: 5958.27 ms [2022-02-04 18:16:57 main:574] : INFO : Epoch 2040 | loss: 0.0312379 | val_loss: 0.031241 | Time: 6054.42 ms [2022-02-04 18:17:03 main:574] : INFO : Epoch 2041 | loss: 0.0312387 | val_loss: 0.0312401 | Time: 5937.85 ms [2022-02-04 18:17:09 main:574] : INFO : Epoch 2042 | loss: 0.0312385 | val_loss: 0.0312418 | Time: 5946.36 ms [2022-02-04 18:17:15 main:574] : INFO : Epoch 2043 | loss: 0.0312397 | val_loss: 0.0312399 | Time: 5964.88 ms [2022-02-04 18:17:21 main:574] : INFO : Epoch 2044 | loss: 0.0312381 | val_loss: 0.0312398 | Time: 5952.22 ms [2022-02-04 18:17:27 main:574] : INFO : Epoch 2045 | loss: 0.0312381 | val_loss: 0.0312405 | Time: 5953.86 ms [2022-02-04 18:17:33 main:574] : INFO : Epoch 2046 | loss: 0.0312375 | val_loss: 0.0312405 | Time: 5908.5 ms [2022-02-04 18:17:39 main:574] : INFO : Epoch 2047 | loss: 0.0312372 | val_loss: 0.0312403 | Time: 5923.48 ms [2022-02-04 18:17:45 main:574] : INFO : Epoch 2048 | loss: 0.0312374 | val_loss: 0.031241 | Time: 5970.83 ms [2022-02-04 18:17:45 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031241 [2022-02-04 18:17:45 main:603] : INFO : Saving end state to config to file [2022-02-04 18:17:45 main:608] : INFO : Success, exiting.. 18:17:45 (13260): 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)