Task 11477599
| Name | ParityModified-1639957463-15964-3-0_0 |
| Workunit | 8707670 |
| Created | 11 Feb 2022, 1:49:27 UTC |
| Sent | 26 Feb 2022, 6:35:45 UTC |
| Report deadline | 6 Mar 2022, 6:35:45 UTC |
| Received | 2 Apr 2022, 11:14:15 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 19935 |
| Run time | 4 hours 10 min 56 sec |
| CPU time | 3 hours 2 min 34 sec |
| Validate state | Task was reported too late to validate |
| Credit | 0.00 |
| Device peak FLOPS | 916.92 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.40 GB |
| Peak swap size | 3.43 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 12.72 ms [2022-04-01 15:45:10 main:574] : INFO : Epoch 1581 | loss: 0.0311249 | val_loss: 0.031145 | Time: 4398.67 ms [2022-04-01 15:45:14 main:574] : INFO : Epoch 1582 | loss: 0.0311265 | val_loss: 0.0311434 | Time: 4411.41 ms [2022-04-01 15:45:18 main:574] : INFO : Epoch 1583 | loss: 0.0311258 | val_loss: 0.0311435 | Time: 4393.94 ms [2022-04-01 15:45:23 main:574] : INFO : Epoch 1584 | loss: 0.0311259 | val_loss: 0.0311453 | Time: 4406.72 ms [2022-04-01 15:45:27 main:574] : INFO : Epoch 1585 | loss: 0.0311273 | val_loss: 0.0311467 | Time: 4404.69 ms [2022-04-01 15:45:32 main:574] : INFO : Epoch 1586 | loss: 0.0311259 | val_loss: 0.0311442 | Time: 4421.63 ms [2022-04-01 15:45:36 main:574] : INFO : Epoch 1587 | loss: 0.0311242 | val_loss: 0.0311449 | Time: 4401.36 ms [2022-04-01 15:45:41 main:574] : INFO : Epoch 1588 | loss: 0.0311268 | val_loss: 0.0311473 | Time: 4427.01 ms [2022-04-01 15:45:45 main:574] : INFO : Epoch 1589 | loss: 0.031127 | val_loss: 0.0311428 | Time: 4407.05 ms [2022-04-01 15:45:49 main:574] : INFO : Epoch 1590 | loss: 0.031126 | val_loss: 0.0311464 | Time: 4408.7 ms [2022-04-01 15:45:54 main:574] : INFO : Epoch 1591 | loss: 0.0311264 | val_loss: 0.0311439 | Time: 4404.13 ms [2022-04-01 15:45:58 main:574] : INFO : Epoch 1592 | loss: 0.0311251 | val_loss: 0.0311482 | Time: 4475.47 ms [2022-04-01 15:46:03 main:574] : INFO : Epoch 1593 | loss: 0.0311254 | val_loss: 0.0311457 | Time: 4402.32 ms [2022-04-01 15:46:07 main:574] : INFO : Epoch 1594 | loss: 0.0311241 | val_loss: 0.0311457 | Time: 4406.89 ms [2022-04-01 15:46:12 main:574] : INFO : Epoch 1595 | loss: 0.0311243 | val_loss: 0.0311461 | Time: 4416.82 ms [2022-04-01 15:46:16 main:574] : INFO : Epoch 1596 | loss: 0.0311251 | val_loss: 0.031146 | Time: 4405.4 ms [2022-04-01 15:46:20 main:574] : INFO : Epoch 1597 | loss: 0.0311251 | val_loss: 0.0311431 | Time: 4401.71 ms [2022-04-01 15:46:25 main:574] : INFO : Epoch 1598 | loss: 0.0311256 | val_loss: 0.0311476 | Time: 4411.93 ms [2022-04-01 15:46:29 main:574] : INFO : Epoch 1599 | loss: 0.0311294 | val_loss: 0.0311447 | Time: 4406.92 ms [2022-04-01 15:46:34 main:574] : INFO : Epoch 1600 | loss: 0.0311257 | val_loss: 0.0311458 | Time: 4403.4 ms [2022-04-01 15:46:38 main:574] : INFO : Epoch 1601 | loss: 0.0311257 | val_loss: 0.0311472 | Time: 4401.52 ms [2022-04-01 15:46:43 main:574] : INFO : Epoch 1602 | loss: 0.0311307 | val_loss: 0.031146 | Time: 4397.79 ms [2022-04-01 15:46:47 main:574] : INFO : Epoch 1603 | loss: 0.031129 | val_loss: 0.0311441 | Time: 4404.01 ms [2022-04-01 15:46:51 main:574] : INFO : Epoch 1604 | loss: 0.0311285 | val_loss: 0.0311429 | Time: 4406.07 ms [2022-04-01 15:46:56 main:574] : INFO : Epoch 1605 | loss: 0.0311285 | val_loss: 0.0311445 | Time: 4408.06 ms [2022-04-01 15:47:00 main:574] : INFO : Epoch 1606 | loss: 0.0311287 | val_loss: 0.0311466 | Time: 4402.13 ms [2022-04-01 15:47:05 main:574] : INFO : Epoch 1607 | loss: 0.0311295 | val_loss: 0.0311424 | Time: 4427.1 ms [2022-04-01 15:47:09 main:574] : INFO : Epoch 1608 | loss: 0.0311285 | val_loss: 0.0311449 | Time: 4403.68 ms [2022-04-01 15:47:13 main:574] : INFO : Epoch 1609 | loss: 0.0311278 | val_loss: 0.0311434 | Time: 4408.04 ms [2022-04-01 15:47:18 main:574] : INFO : Epoch 1610 | loss: 0.031127 | val_loss: 0.0311509 | Time: 4405.37 ms [2022-04-01 15:47:22 main:574] : INFO : Epoch 1611 | loss: 0.0311305 | val_loss: 0.0311482 | Time: 4415.88 ms [2022-04-01 15:47:27 main:574] : INFO : Epoch 1612 | loss: 0.0311297 | val_loss: 0.0311481 | Time: 4399.01 ms [2022-04-01 15:47:31 main:574] : INFO : Epoch 1613 | loss: 0.0311284 | val_loss: 0.0311469 | Time: 4404 ms [2022-04-01 15:47:36 main:574] : INFO : Epoch 1614 | loss: 0.0311273 | val_loss: 0.0311447 | Time: 4415.68 ms [2022-04-01 15:47:40 main:574] : INFO : Epoch 1615 | loss: 0.0311263 | val_loss: 0.0311448 | Time: 4403.93 ms [2022-04-01 15:47:44 main:574] : INFO : Epoch 1616 | loss: 0.0311262 | val_loss: 0.0311435 | Time: 4401.02 ms [2022-04-01 15:47:49 main:574] : INFO : Epoch 1617 | loss: 0.0311255 | val_loss: 0.0311465 | Time: 4411.4 ms [2022-04-01 15:47:53 main:574] : INFO : Epoch 1618 | loss: 0.0311268 | val_loss: 0.0311478 | Time: 4398.95 ms [2022-04-01 15:47:58 main:574] : INFO : Epoch 1619 | loss: 0.0311262 | val_loss: 0.0311469 | Time: 4409.43 ms [2022-04-01 15:48:02 main:574] : INFO : Epoch 1620 | loss: 0.0311249 | val_loss: 0.0311464 | Time: 4400.39 ms [2022-04-01 15:48:06 main:574] : INFO : Epoch 1621 | loss: 0.0311259 | val_loss: 0.0311492 | Time: 4410.8 ms [2022-04-01 15:48:11 main:574] : INFO : Epoch 1622 | loss: 0.0311244 | val_loss: 0.031146 | Time: 4413.91 ms [2022-04-01 15:49:39 main:574] : INFO : Epoch 1623 | loss: 0.0311236 | val_loss: 0.0311509 | Time: 86135.8 ms [2022-04-01 15:49:43 main:574] : INFO : Epoch 1624 | loss: 0.0311236 | val_loss: 0.0311455 | Time: 4407.66 ms [2022-04-01 15:49:48 main:574] : INFO : Epoch 1625 | loss: 0.031126 | val_loss: 0.0311415 | Time: 4480.47 ms [2022-04-01 15:49:52 main:574] : INFO : Epoch 1626 | loss: 0.0311284 | val_loss: 0.0311427 | Time: 4485.99 ms [2022-04-01 15:50:47 main:574] : INFO : Epoch 1627 | loss: 0.0311266 | val_loss: 0.0311408 | Time: 55211.4 ms [2022-04-01 15:50:52 main:574] : INFO : Epoch 1628 | loss: 0.0311258 | val_loss: 0.0311451 | Time: 4398.48 ms [2022-04-01 16:07:14 main:574] : INFO : Epoch 1629 | loss: 0.0311252 | val_loss: 0.0311401 | Time: 982710 ms [2022-04-01 16:07:20 main:574] : INFO : Epoch 1630 | loss: 0.0311235 | val_loss: 0.0311397 | Time: 5239.12 ms [2022-04-01 16:07:25 main:574] : INFO : Epoch 1631 | loss: 0.0311221 | val_loss: 0.03114 | Time: 5350.79 ms [2022-04-01 16:07:30 main:574] : INFO : Epoch 1632 | loss: 0.0311213 | val_loss: 0.0311408 | Time: 4524.29 ms [2022-04-01 16:07:34 main:574] : INFO : Epoch 1633 | loss: 0.0311222 | val_loss: 0.03114 | Time: 4437.82 ms [2022-04-01 16:07:39 main:574] : INFO : Epoch 1634 | loss: 0.031123 | val_loss: 0.0311388 | Time: 4447.04 ms [2022-04-01 16:07:43 main:574] : INFO : Epoch 1635 | loss: 0.0311261 | val_loss: 0.031137 | Time: 4421.9 ms [2022-04-01 16:07:48 main:574] : INFO : Epoch 1636 | loss: 0.0311269 | val_loss: 0.0311373 | Time: 5199.7 ms [2022-04-01 16:08:24 main:574] : INFO : Epoch 1637 | loss: 0.0311257 | val_loss: 0.0311422 | Time: 36145.5 ms [2022-04-01 16:08:29 main:574] : INFO : Epoch 1638 | loss: 0.0311258 | val_loss: 0.0311411 | Time: 4720.85 ms [2022-04-01 16:08:34 main:574] : INFO : Epoch 1639 | loss: 0.0311265 | val_loss: 0.031141 | Time: 4404.41 ms [2022-04-01 16:08:38 main:574] : INFO : Epoch 1640 | loss: 0.0311247 | val_loss: 0.0311423 | Time: 4413.89 ms [2022-04-01 16:08:42 main:574] : INFO : Epoch 1641 | loss: 0.0311254 | val_loss: 0.0311421 | Time: 4403.22 ms [2022-04-01 16:08:47 main:574] : INFO : Epoch 1642 | loss: 0.0311253 | val_loss: 0.0311458 | Time: 4421.46 ms [2022-04-01 16:08:51 main:574] : INFO : Epoch 1643 | loss: 0.0311247 | val_loss: 0.0311418 | Time: 4429.67 ms [2022-04-01 16:08:56 main:574] : INFO : Epoch 1644 | loss: 0.031124 | val_loss: 0.0311426 | Time: 4441.24 ms [2022-04-01 16:09:00 main:574] : INFO : Epoch 1645 | loss: 0.0311233 | val_loss: 0.0311477 | Time: 4431.17 ms [2022-04-01 16:09:05 main:574] : INFO : Epoch 1646 | loss: 0.0311248 | val_loss: 0.0311411 | Time: 4433.55 ms [2022-04-01 16:09:10 main:574] : INFO : Epoch 1647 | loss: 0.0311224 | val_loss: 0.0311399 | Time: 5611.91 ms [2022-04-01 16:09:15 main:574] : INFO : Epoch 1648 | loss: 0.0311225 | val_loss: 0.0311442 | Time: 4443.67 ms [2022-04-01 16:09:19 main:574] : INFO : Epoch 1649 | loss: 0.0311236 | val_loss: 0.0311496 | Time: 4400.18 ms [2022-04-01 16:09:24 main:574] : INFO : Epoch 1650 | loss: 0.0311247 | val_loss: 0.0311423 | Time: 4414.87 ms [2022-04-01 16:09:28 main:574] : INFO : Epoch 1651 | loss: 0.0311207 | val_loss: 0.0311408 | Time: 4410.16 ms [2022-04-01 16:09:32 main:574] : INFO : Epoch 1652 | loss: 0.0311219 | val_loss: 0.0311426 | Time: 4413.18 ms [2022-04-01 16:09:37 main:574] : INFO : Epoch 1653 | loss: 0.0311235 | val_loss: 0.0311444 | Time: 4398.11 ms [2022-04-01 16:09:41 main:574] : INFO : Epoch 1654 | loss: 0.0311233 | val_loss: 0.031145 | Time: 4411.35 ms [2022-04-01 16:09:46 main:574] : INFO : Epoch 1655 | loss: 0.0311241 | val_loss: 0.0311407 | Time: 4397.95 ms [2022-04-01 16:09:50 main:574] : INFO : Epoch 1656 | loss: 0.0311224 | val_loss: 0.031144 | Time: 4410.58 ms [2022-04-01 16:09:55 main:574] : INFO : Epoch 1657 | loss: 0.0311229 | val_loss: 0.0311422 | Time: 4432.76 ms [2022-04-01 16:09:59 main:574] : INFO : Epoch 1658 | loss: 0.0311232 | val_loss: 0.0311492 | Time: 4412.24 ms [2022-04-01 16:10:03 main:574] : INFO : Epoch 1659 | loss: 0.0311241 | val_loss: 0.0311418 | Time: 4406.94 ms [2022-04-01 16:10:08 main:574] : INFO : Epoch 1660 | loss: 0.0311221 | val_loss: 0.0311446 | Time: 4435.96 ms [2022-04-01 16:10:12 main:574] : INFO : Epoch 1661 | loss: 0.031123 | val_loss: 0.0311406 | Time: 4408.61 ms [2022-04-01 16:10:17 main:574] : INFO : Epoch 1662 | loss: 0.0311238 | val_loss: 0.0311417 | Time: 4451.5 ms [2022-04-01 16:10:21 main:574] : INFO : Epoch 1663 | loss: 0.0311226 | val_loss: 0.0311416 | Time: 4431.12 ms [2022-04-01 16:10:26 main:574] : INFO : Epoch 1664 | loss: 0.0311226 | val_loss: 0.0311388 | Time: 4432.65 ms [2022-04-01 16:10:30 main:574] : INFO : Epoch 1665 | loss: 0.0311236 | val_loss: 0.0311403 | Time: 4413.19 ms [2022-04-01 16:10:35 main:574] : INFO : Epoch 1666 | loss: 0.0311227 | val_loss: 0.0311437 | Time: 4541.68 ms [2022-04-01 16:10:40 main:574] : INFO : Epoch 1667 | loss: 0.0311219 | val_loss: 0.0311409 | Time: 5346.64 ms [2022-04-01 16:10:45 main:574] : INFO : Epoch 1668 | loss: 0.0311226 | val_loss: 0.0311403 | Time: 4677.71 ms [2022-04-01 16:10:50 main:574] : INFO : Epoch 1669 | loss: 0.0311275 | val_loss: 0.0311386 | Time: 5507.78 ms [2022-04-01 16:10:55 main:574] : INFO : Epoch 1670 | loss: 0.0311247 | val_loss: 0.0311411 | Time: 4438.57 ms [2022-04-01 16:10:59 main:574] : INFO : Epoch 1671 | loss: 0.0311255 | val_loss: 0.0311383 | Time: 4454.65 ms [2022-04-01 16:11:04 main:574] : INFO : Epoch 1672 | loss: 0.0311233 | val_loss: 0.0311378 | Time: 4403.3 ms [2022-04-01 16:11:08 main:574] : INFO : Epoch 1673 | loss: 0.0311243 | val_loss: 0.031138 | Time: 4454.3 ms [2022-04-01 16:11:12 main:574] : INFO : Epoch 1674 | loss: 0.0311235 | val_loss: 0.0311348 | Time: 4406.14 ms [2022-04-01 16:11:17 main:574] : INFO : Epoch 1675 | loss: 0.0311243 | val_loss: 0.031138 | Time: 4416.47 ms [2022-04-01 16:11:21 main:574] : INFO : Epoch 1676 | loss: 0.0311228 | val_loss: 0.0311394 | Time: 4413.19 ms [2022-04-01 16:11:26 main:574] : INFO : Epoch 1677 | loss: 0.0311248 | val_loss: 0.0311417 | Time: 4425.38 ms [2022-04-01 16:11:30 main:574] : INFO : Epoch 1678 | loss: 0.0311279 | val_loss: 0.0311412 | Time: 4420.85 ms [2022-04-01 16:11:35 main:574] : INFO : Epoch 1679 | loss: 0.0311287 | val_loss: 0.03114 | Time: 4423.56 ms [2022-04-01 16:11:39 main:574] : INFO : Epoch 1680 | loss: 0.031129 | val_loss: 0.0311407 | Time: 4457.79 ms [2022-04-01 16:11:44 main:574] : INFO : Epoch 1681 | loss: 0.0311298 | val_loss: 0.0311397 | Time: 4416.41 ms [2022-04-01 16:11:48 main:574] : INFO : Epoch 1682 | loss: 0.0311297 | val_loss: 0.0311421 | Time: 4429.61 ms [2022-04-01 16:11:52 main:574] : INFO : Epoch 1683 | loss: 0.0311287 | val_loss: 0.0311456 | Time: 4423.21 ms [2022-04-01 16:11:57 main:574] : INFO : Epoch 1684 | loss: 0.0311283 | val_loss: 0.0311446 | Time: 4512.99 ms [2022-04-01 16:12:01 main:574] : INFO : Epoch 1685 | loss: 0.0311266 | val_loss: 0.0311453 | Time: 4440.93 ms [2022-04-01 16:12:06 main:574] : INFO : Epoch 1686 | loss: 0.0311267 | val_loss: 0.0311409 | Time: 4407.91 ms [2022-04-01 16:12:10 main:574] : INFO : Epoch 1687 | loss: 0.0311245 | val_loss: 0.0311412 | Time: 4415.91 ms [2022-04-01 16:12:15 main:574] : INFO : Epoch 1688 | loss: 0.0311237 | val_loss: 0.031139 | Time: 4439.6 ms [2022-04-01 16:12:19 main:574] : INFO : Epoch 1689 | loss: 0.031123 | val_loss: 0.0311427 | Time: 4496.21 ms [2022-04-01 16:12:24 main:574] : INFO : Epoch 1690 | loss: 0.0311234 | val_loss: 0.0311426 | Time: 4423.98 ms [2022-04-01 16:12:28 main:574] : INFO : Epoch 1691 | loss: 0.031122 | val_loss: 0.0311394 | Time: 4420.53 ms [2022-04-01 16:12:32 main:574] : INFO : Epoch 1692 | loss: 0.0311214 | val_loss: 0.0311396 | Time: 4417.02 ms [2022-04-01 16:12:37 main:574] : INFO : Epoch 1693 | loss: 0.0311216 | val_loss: 0.0311393 | Time: 4453.59 ms [2022-04-01 16:12:41 main:574] : INFO : Epoch 1694 | loss: 0.0311236 | val_loss: 0.0311442 | Time: 4497.71 ms [2022-04-01 16:12:46 main:574] : INFO : Epoch 1695 | loss: 0.031122 | val_loss: 0.0311427 | Time: 4488.32 ms [2022-04-01 16:12:50 main:574] : INFO : Epoch 1696 | loss: 0.031122 | val_loss: 0.0311424 | Time: 4447.5 ms [2022-04-01 16:12:56 main:574] : INFO : Epoch 1697 | loss: 0.0311214 | val_loss: 0.0311421 | Time: 5710.29 ms [2022-04-01 16:13:02 main:574] : INFO : Epoch 1698 | loss: 0.0311214 | val_loss: 0.0311392 | Time: 6099.66 ms [2022-04-01 16:13:07 main:574] : INFO : Epoch 1699 | loss: 0.0311221 | val_loss: 0.0311423 | Time: 4510.5 ms [2022-04-01 16:13:11 main:574] : INFO : Epoch 1700 | loss: 0.0311233 | val_loss: 0.0311453 | Time: 4419.61 ms [2022-04-01 16:13:16 main:574] : INFO : Epoch 1701 | loss: 0.0311207 | val_loss: 0.0311399 | Time: 4418.96 ms [2022-04-01 16:13:20 main:574] : INFO : Epoch 1702 | loss: 0.031121 | val_loss: 0.0311407 | Time: 4442.72 ms [2022-04-01 16:13:25 main:574] : INFO : Epoch 1703 | loss: 0.0311207 | val_loss: 0.0311426 | Time: 4447.15 ms [2022-04-01 16:13:29 main:574] : INFO : Epoch 1704 | loss: 0.0311215 | val_loss: 0.0311398 | Time: 4457.79 ms [2022-04-01 16:13:34 main:574] : INFO : Epoch 1705 | loss: 0.0311211 | val_loss: 0.031142 | Time: 4430.18 ms [2022-04-01 16:13:38 main:574] : INFO : Epoch 1706 | loss: 0.0311213 | val_loss: 0.0311414 | Time: 4415.67 ms [2022-04-01 16:13:42 main:574] : INFO : Epoch 1707 | loss: 0.0311223 | val_loss: 0.0311501 | Time: 4435.16 ms [2022-04-01 16:13:47 main:574] : INFO : Epoch 1708 | loss: 0.0311209 | val_loss: 0.0311418 | Time: 4503.25 ms [2022-04-01 16:13:51 main:574] : INFO : Epoch 1709 | loss: 0.0311205 | val_loss: 0.0311421 | Time: 4420.9 ms [2022-04-01 16:13:56 main:574] : INFO : Epoch 1710 | loss: 0.0311197 | val_loss: 0.0311419 | Time: 4424.69 ms [2022-04-01 16:14:00 main:574] : INFO : Epoch 1711 | loss: 0.0311209 | val_loss: 0.0311437 | Time: 4418.62 ms [2022-04-01 16:14:05 main:574] : INFO : Epoch 1712 | loss: 0.0311213 | val_loss: 0.0311458 | Time: 4434.95 ms [2022-04-01 16:14:09 main:574] : INFO : Epoch 1713 | loss: 0.0311224 | val_loss: 0.0311399 | Time: 4428.58 ms [2022-04-01 16:14:14 main:574] : INFO : Epoch 1714 | loss: 0.031121 | val_loss: 0.0311412 | Time: 4429.63 ms [2022-04-01 16:14:18 main:574] : INFO : Epoch 1715 | loss: 0.0311205 | val_loss: 0.0311394 | Time: 4437.44 ms [2022-04-01 16:14:23 main:574] : INFO : Epoch 1716 | loss: 0.0311209 | val_loss: 0.0311423 | Time: 4495.74 ms [2022-04-01 16:14:27 main:574] : INFO : Epoch 1717 | loss: 0.0311195 | val_loss: 0.0311441 | Time: 4399.6 ms [2022-04-01 16:14:33 main:574] : INFO : Epoch 1718 | loss: 0.0311217 | val_loss: 0.0311388 | Time: 5550.18 ms [2022-04-01 16:14:37 main:574] : INFO : Epoch 1719 | loss: 0.031121 | val_loss: 0.0311386 | Time: 4553.26 ms [2022-04-01 16:14:42 main:574] : INFO : Epoch 1720 | loss: 0.0311249 | val_loss: 0.0311429 | Time: 4437.26 ms [2022-04-01 16:14:46 main:574] : INFO : Epoch 1721 | loss: 0.0311237 | val_loss: 0.0311423 | Time: 4449.8 ms [2022-04-01 16:14:51 main:574] : INFO : Epoch 1722 | loss: 0.0311231 | val_loss: 0.0311436 | Time: 4511.74 ms [2022-04-01 16:14:56 main:574] : INFO : Epoch 1723 | loss: 0.031123 | val_loss: 0.0311388 | Time: 5664.48 ms [2022-04-01 16:15:01 main:574] : INFO : Epoch 1724 | loss: 0.0311229 | val_loss: 0.0311357 | Time: 4412.38 ms [2022-04-01 16:15:05 main:574] : INFO : Epoch 1725 | loss: 0.0311228 | val_loss: 0.0311402 | Time: 4413.4 ms [2022-04-01 16:15:10 main:574] : INFO : Epoch 1726 | loss: 0.0311211 | val_loss: 0.0311375 | Time: 4416.76 ms [2022-04-01 16:15:14 main:574] : INFO : Epoch 1727 | loss: 0.0311211 | val_loss: 0.0311426 | Time: 4426.65 ms [2022-04-01 16:15:18 main:574] : INFO : Epoch 1728 | loss: 0.0311194 | val_loss: 0.0311411 | Time: 4405.24 ms [2022-04-01 16:15:23 main:574] : INFO : Epoch 1729 | loss: 0.0311186 | val_loss: 0.0311362 | Time: 4427.77 ms [2022-04-01 16:15:27 main:574] : INFO : Epoch 1730 | loss: 0.03112 | val_loss: 0.0311411 | Time: 4403.53 ms [2022-04-01 16:15:32 main:574] : INFO : Epoch 1731 | loss: 0.0311189 | val_loss: 0.0311387 | Time: 4463.14 ms [2022-04-01 16:15:36 main:574] : INFO : Epoch 1732 | loss: 0.0311189 | val_loss: 0.0311411 | Time: 4494.33 ms [2022-04-01 16:15:41 main:574] : INFO : Epoch 1733 | loss: 0.0311255 | val_loss: 0.0311395 | Time: 4476.8 ms [2022-04-01 16:15:45 main:574] : INFO : Epoch 1734 | loss: 0.0311254 | val_loss: 0.0311369 | Time: 4510.92 ms [2022-04-01 16:15:50 main:574] : INFO : Epoch 1735 | loss: 0.0311252 | val_loss: 0.0311417 | Time: 4469.64 ms [2022-04-01 16:15:56 main:574] : INFO : Epoch 1736 | loss: 0.0311258 | val_loss: 0.0311384 | Time: 6527.75 ms [2022-04-01 16:16:03 main:574] : INFO : Epoch 1737 | loss: 0.0311234 | val_loss: 0.0311363 | Time: 7181.4 ms [2022-04-01 16:16:11 main:574] : INFO : Epoch 1738 | loss: 0.0311258 | val_loss: 0.0311343 | Time: 7141.45 ms [2022-04-01 16:16:18 main:574] : INFO : Epoch 1739 | loss: 0.0311244 | val_loss: 0.0311334 | Time: 7208.34 ms [2022-04-01 16:16:25 main:574] : INFO : Epoch 1740 | loss: 0.0311235 | val_loss: 0.0311332 | Time: 6784.08 ms [2022-04-01 16:16:32 main:574] : INFO : Epoch 1741 | loss: 0.0311233 | val_loss: 0.0311378 | Time: 7486.06 ms [2022-04-01 16:16:39 main:574] : INFO : Epoch 1742 | loss: 0.0311222 | val_loss: 0.0311358 | Time: 7071.34 ms [2022-04-01 16:16:47 main:574] : INFO : Epoch 1743 | loss: 0.0311204 | val_loss: 0.0311335 | Time: 7506.57 ms [2022-04-01 16:16:54 main:574] : INFO : Epoch 1744 | loss: 0.0311223 | val_loss: 0.0311335 | Time: 7211.11 ms [2022-04-01 16:17:01 main:574] : INFO : Epoch 1745 | loss: 0.0311213 | val_loss: 0.0311383 | Time: 6998.95 ms [2022-04-01 16:17:08 main:574] : INFO : Epoch 1746 | loss: 0.0311276 | val_loss: 0.0311396 | Time: 7383.65 ms [2022-04-01 16:17:15 main:574] : INFO : Epoch 1747 | loss: 0.0311283 | val_loss: 0.0311415 | Time: 6846.75 ms [2022-04-01 16:17:22 main:574] : INFO : Epoch 1748 | loss: 0.0311303 | val_loss: 0.0311369 | Time: 7052.12 ms [2022-04-01 16:17:30 main:574] : INFO : Epoch 1749 | loss: 0.0311254 | val_loss: 0.0311365 | Time: 7362.4 ms [2022-04-01 16:17:37 main:574] : INFO : Epoch 1750 | loss: 0.0311242 | val_loss: 0.03114 | Time: 6892.29 ms [2022-04-01 16:17:44 main:574] : INFO : Epoch 1751 | loss: 0.0311229 | val_loss: 0.0311352 | Time: 7261.88 ms [2022-04-01 16:17:51 main:574] : INFO : Epoch 1752 | loss: 0.031122 | val_loss: 0.0311368 | Time: 7152.51 ms [2022-04-01 16:17:58 main:574] : INFO : Epoch 1753 | loss: 0.0311219 | val_loss: 0.0311337 | Time: 7037.67 ms [2022-04-01 16:18:06 main:574] : INFO : Epoch 1754 | loss: 0.0311205 | val_loss: 0.0311342 | Time: 7406.3 ms [2022-04-01 16:18:12 main:574] : INFO : Epoch 1755 | loss: 0.0311208 | val_loss: 0.0311347 | Time: 6890.11 ms [2022-04-01 16:18:20 main:574] : INFO : Epoch 1756 | loss: 0.03112 | val_loss: 0.0311337 | Time: 7604.65 ms [2022-04-01 16:18:27 main:574] : INFO : Epoch 1757 | loss: 0.0311199 | val_loss: 0.0311361 | Time: 7172 ms [2022-04-01 16:18:34 main:574] : INFO : Epoch 1758 | loss: 0.0311207 | val_loss: 0.0311351 | Time: 7014.51 ms [2022-04-01 16:18:42 main:574] : INFO : Epoch 1759 | loss: 0.0311238 | val_loss: 0.0311334 | Time: 7312.04 ms [2022-04-01 16:18:49 main:574] : INFO : Epoch 1760 | loss: 0.031127 | val_loss: 0.0311358 | Time: 7047.73 ms [2022-04-01 16:18:56 main:574] : INFO : Epoch 1761 | loss: 0.0311252 | val_loss: 0.0311382 | Time: 7444.91 ms [2022-04-01 16:19:08 main:574] : INFO : Epoch 1762 | loss: 0.0311237 | val_loss: 0.0311431 | Time: 11681.3 ms [2022-04-01 16:19:34 main:574] : INFO : Epoch 1763 | loss: 0.0311266 | val_loss: 0.0311433 | Time: 26442.9 ms [2022-04-01 16:19:41 main:574] : INFO : Epoch 1764 | loss: 0.0311277 | val_loss: 0.0311358 | Time: 6285.4 ms [2022-04-01 16:20:01 main:574] : INFO : Epoch 1765 | loss: 0.0311252 | val_loss: 0.0311364 | Time: 20079.3 ms [2022-04-01 16:20:06 main:574] : INFO : Epoch 1766 | loss: 0.0311234 | val_loss: 0.0311382 | Time: 5380.52 ms [2022-04-01 16:20:12 main:574] : INFO : Epoch 1767 | loss: 0.0311241 | val_loss: 0.03114 | Time: 6092 ms [2022-04-01 16:20:20 main:574] : INFO : Epoch 1768 | loss: 0.0311226 | val_loss: 0.0311396 | Time: 8125.9 ms [2022-04-01 16:20:29 main:574] : INFO : Epoch 1769 | loss: 0.0311245 | val_loss: 0.0311401 | Time: 8208.52 ms [2022-04-01 16:20:50 main:574] : INFO : Epoch 1770 | loss: 0.0311246 | val_loss: 0.0311388 | Time: 20954.8 ms [2022-04-01 16:20:55 main:574] : INFO : Epoch 1771 | loss: 0.0311227 | val_loss: 0.0311423 | Time: 5701.8 ms [2022-04-01 16:21:02 main:574] : INFO : Epoch 1772 | loss: 0.0311215 | val_loss: 0.0311373 | Time: 6920.02 ms [2022-04-01 16:21:11 main:574] : INFO : Epoch 1773 | loss: 0.0311208 | val_loss: 0.0311402 | Time: 9025.38 ms [2022-04-01 16:21:34 main:574] : INFO : Epoch 1774 | loss: 0.0311204 | val_loss: 0.0311399 | Time: 22881 ms [2022-04-01 16:21:50 main:574] : INFO : Epoch 1775 | loss: 0.0311199 | val_loss: 0.0311399 | Time: 15991.5 ms [2022-04-01 16:21:56 main:574] : INFO : Epoch 1776 | loss: 0.0311302 | val_loss: 0.031148 | Time: 5425.91 ms [2022-04-01 16:22:02 main:574] : INFO : Epoch 1777 | loss: 0.0311369 | val_loss: 0.0311448 | Time: 6369.57 ms [2022-04-01 16:22:10 main:574] : INFO : Epoch 1778 | loss: 0.0311324 | val_loss: 0.0311458 | Time: 7479.67 ms [2022-04-01 16:22:17 main:574] : INFO : Epoch 1779 | loss: 0.0311304 | val_loss: 0.0311449 | Time: 7409.81 ms [2022-04-01 16:22:25 main:574] : INFO : Epoch 1780 | loss: 0.0311307 | val_loss: 0.0311464 | Time: 7788.82 ms [2022-04-01 16:22:33 main:574] : INFO : Epoch 1781 | loss: 0.0311356 | val_loss: 0.0311466 | Time: 7870.21 ms [2022-04-01 16:22:40 main:574] : INFO : Epoch 1782 | loss: 0.0311348 | val_loss: 0.0311472 | Time: 7431.66 ms [2022-04-01 16:22:50 main:574] : INFO : Epoch 1783 | loss: 0.0311324 | val_loss: 0.0311479 | Time: 9437.25 ms [2022-04-01 16:22:58 main:574] : INFO : Epoch 1784 | loss: 0.0311324 | val_loss: 0.0311467 | Time: 8367.53 ms [2022-04-01 16:23:06 main:574] : INFO : Epoch 1785 | loss: 0.0311327 | val_loss: 0.0311463 | Time: 7811.95 ms [2022-04-01 16:23:16 main:574] : INFO : Epoch 1786 | loss: 0.0311315 | val_loss: 0.0311477 | Time: 10542.9 ms [2022-04-01 16:23:34 main:574] : INFO : Epoch 1787 | loss: 0.0311311 | val_loss: 0.0311448 | Time: 17043.9 ms [2022-04-01 16:23:39 main:574] : INFO : Epoch 1788 | loss: 0.0311296 | val_loss: 0.0311472 | Time: 5984.7 ms [2022-04-01 16:23:47 main:574] : INFO : Epoch 1789 | loss: 0.0311296 | val_loss: 0.0311457 | Time: 7326.94 ms [2022-04-01 16:23:55 main:574] : INFO : Epoch 1790 | loss: 0.0311287 | val_loss: 0.0311453 | Time: 7942.44 ms [2022-04-01 16:24:02 main:574] : INFO : Epoch 1791 | loss: 0.0311285 | val_loss: 0.0311453 | Time: 7650.04 ms [2022-04-01 16:24:10 main:574] : INFO : Epoch 1792 | loss: 0.0311297 | val_loss: 0.0311471 | Time: 7362.42 ms [2022-04-01 16:24:19 main:574] : INFO : Epoch 1793 | loss: 0.0311292 | val_loss: 0.031147 | Time: 9442.02 ms [2022-04-01 16:24:42 main:574] : INFO : Epoch 1794 | loss: 0.0311292 | val_loss: 0.031147 | Time: 22759.9 ms [2022-04-01 16:24:48 main:574] : INFO : Epoch 1795 | loss: 0.0311294 | val_loss: 0.0311469 | Time: 5656.7 ms [2022-04-01 16:24:54 main:574] : INFO : Epoch 1796 | loss: 0.0311286 | val_loss: 0.0311441 | Time: 6499.86 ms [2022-04-01 16:25:02 main:574] : INFO : Epoch 1797 | loss: 0.0311263 | val_loss: 0.031145 | Time: 7934.98 ms [2022-04-01 16:25:12 main:574] : INFO : Epoch 1798 | loss: 0.0311282 | val_loss: 0.031147 | Time: 9169.88 ms [2022-04-01 16:25:19 main:574] : INFO : Epoch 1799 | loss: 0.0311335 | val_loss: 0.0311462 | Time: 7487.05 ms [2022-04-01 16:25:27 main:574] : INFO : Epoch 1800 | loss: 0.0311317 | val_loss: 0.0311461 | Time: 7970.7 ms [2022-04-01 16:25:35 main:574] : INFO : Epoch 1801 | loss: 0.0311304 | val_loss: 0.0311435 | Time: 7895.14 ms [2022-04-01 16:25:44 main:574] : INFO : Epoch 1802 | loss: 0.0311291 | val_loss: 0.0311438 | Time: 9487.4 ms [2022-04-01 16:25:52 main:574] : INFO : Epoch 1803 | loss: 0.03113 | val_loss: 0.0311431 | Time: 7733.3 ms [2022-04-01 16:26:00 main:574] : INFO : Epoch 1804 | loss: 0.0311319 | val_loss: 0.0311471 | Time: 7456.9 ms [2022-04-01 16:26:09 main:574] : INFO : Epoch 1805 | loss: 0.0311311 | val_loss: 0.0311509 | Time: 9104 ms [2022-04-01 16:26:26 main:574] : INFO : Epoch 1806 | loss: 0.0311309 | val_loss: 0.0311486 | Time: 16712.9 ms [2022-04-01 16:26:34 main:574] : INFO : Epoch 1807 | loss: 0.0311328 | val_loss: 0.0311479 | Time: 8661.84 ms [2022-04-01 16:26:54 main:574] : INFO : Epoch 1808 | loss: 0.0311376 | val_loss: 0.0311509 | Time: 19537.6 ms [2022-04-01 16:26:59 main:574] : INFO : Epoch 1809 | loss: 0.0311373 | val_loss: 0.0311654 | Time: 5277.38 ms [2022-04-01 16:27:06 main:574] : INFO : Epoch 1810 | loss: 0.0311413 | val_loss: 0.0311562 | Time: 7074.77 ms [2022-04-01 16:27:15 main:574] : INFO : Epoch 1811 | loss: 0.0311328 | val_loss: 0.0311488 | Time: 8761.53 ms [2022-04-01 16:27:25 main:574] : INFO : Epoch 1812 | loss: 0.0311313 | val_loss: 0.0311464 | Time: 9483 ms [2022-04-01 16:27:34 main:574] : INFO : Epoch 1813 | loss: 0.0311301 | val_loss: 0.0311456 | Time: 9490.2 ms [2022-04-01 16:27:42 main:574] : INFO : Epoch 1814 | loss: 0.03113 | val_loss: 0.0311446 | Time: 7917.97 ms [2022-04-01 16:27:51 main:574] : INFO : Epoch 1815 | loss: 0.031132 | val_loss: 0.0311409 | Time: 9153.07 ms [2022-04-01 16:28:08 main:574] : INFO : Epoch 1816 | loss: 0.0311312 | val_loss: 0.0311448 | Time: 16297.6 ms [2022-04-01 16:28:13 main:574] : INFO : Epoch 1817 | loss: 0.0311293 | val_loss: 0.031148 | Time: 5774.25 ms [2022-04-01 16:28:23 main:574] : INFO : Epoch 1818 | loss: 0.0311277 | val_loss: 0.0311443 | Time: 9169.42 ms [2022-04-01 16:28:30 main:574] : INFO : Epoch 1819 | loss: 0.0311256 | val_loss: 0.0311418 | Time: 7403.78 ms [2022-04-01 16:28:38 main:574] : INFO : Epoch 1820 | loss: 0.0311272 | val_loss: 0.0311422 | Time: 8299.58 ms [2022-04-01 16:28:46 main:574] : INFO : Epoch 1821 | loss: 0.03113 | val_loss: 0.0311428 | Time: 7501.09 ms [2022-04-01 16:28:55 main:574] : INFO : Epoch 1822 | loss: 0.0311278 | val_loss: 0.0311414 | Time: 8691.08 ms [2022-04-01 16:29:02 main:574] : INFO : Epoch 1823 | loss: 0.0311264 | val_loss: 0.031142 | Time: 7899.76 ms [2022-04-01 16:29:10 main:574] : INFO : Epoch 1824 | loss: 0.0311269 | val_loss: 0.0311398 | Time: 7188.56 ms [2022-04-01 16:29:18 main:574] : INFO : Epoch 1825 | loss: 0.0311242 | val_loss: 0.0311411 | Time: 8204.55 ms [2022-04-01 16:29:26 main:574] : INFO : Epoch 1826 | loss: 0.0311242 | val_loss: 0.0311409 | Time: 8510.79 ms [2022-04-01 16:29:35 main:574] : INFO : Epoch 1827 | loss: 0.0311242 | val_loss: 0.0311462 | Time: 8162.32 ms [2022-04-01 16:29:43 main:574] : INFO : Epoch 1828 | loss: 0.0311252 | val_loss: 0.0311425 | Time: 8002.11 ms [2022-04-01 16:29:52 main:574] : INFO : Epoch 1829 | loss: 0.0311243 | val_loss: 0.0311394 | Time: 8917.77 ms [2022-04-01 16:30:00 main:574] : INFO : Epoch 1830 | loss: 0.031124 | val_loss: 0.0311391 | Time: 8170.25 ms [2022-04-01 16:30:07 main:574] : INFO : Epoch 1831 | loss: 0.0311244 | val_loss: 0.0311402 | Time: 7582.91 ms [2022-04-01 16:30:16 main:574] : INFO : Epoch 1832 | loss: 0.031124 | val_loss: 0.0311399 | Time: 9066.93 ms [2022-04-01 16:30:24 main:574] : INFO : Epoch 1833 | loss: 0.0311228 | val_loss: 0.0311393 | Time: 7904.88 ms [2022-04-01 16:30:32 main:574] : INFO : Epoch 1834 | loss: 0.0311227 | val_loss: 0.0311395 | Time: 7317.78 ms [2022-04-01 16:30:39 main:574] : INFO : Epoch 1835 | loss: 0.0311227 | val_loss: 0.0311402 | Time: 7692.28 ms [2022-04-01 16:30:48 main:574] : INFO : Epoch 1836 | loss: 0.0311262 | val_loss: 0.0311438 | Time: 8715.41 ms [2022-04-01 16:30:56 main:574] : INFO : Epoch 1837 | loss: 0.0311332 | val_loss: 0.0311496 | Time: 7531.88 ms [2022-04-01 16:31:04 main:574] : INFO : Epoch 1838 | loss: 0.0311324 | val_loss: 0.0311458 | Time: 8214.02 ms [2022-04-01 16:31:12 main:574] : INFO : Epoch 1839 | loss: 0.0311292 | val_loss: 0.0311379 | Time: 7554.44 ms [2022-04-01 16:31:21 main:574] : INFO : Epoch 1840 | loss: 0.0311261 | val_loss: 0.0311411 | Time: 8819.11 ms [2022-04-01 16:31:29 main:574] : INFO : Epoch 1841 | loss: 0.0311263 | val_loss: 0.0311393 | Time: 8103.61 ms [2022-04-01 16:31:37 main:574] : INFO : Epoch 1842 | loss: 0.0311266 | val_loss: 0.0311391 | Time: 7887.28 ms [2022-04-01 16:31:46 main:574] : INFO : Epoch 1843 | loss: 0.0311313 | val_loss: 0.0311414 | Time: 9301.2 ms [2022-04-01 16:31:53 main:574] : INFO : Epoch 1844 | loss: 0.0311305 | val_loss: 0.0311428 | Time: 7517.32 ms [2022-04-01 16:32:02 main:574] : INFO : Epoch 1845 | loss: 0.0311294 | val_loss: 0.0311446 | Time: 8000.52 ms [2022-04-01 16:32:11 main:574] : INFO : Epoch 1846 | loss: 0.031129 | val_loss: 0.0311425 | Time: 8960.66 ms [2022-04-01 16:32:18 main:574] : INFO : Epoch 1847 | loss: 0.0311275 | val_loss: 0.0311423 | Time: 7876.59 ms [2022-04-01 16:32:27 main:574] : INFO : Epoch 1848 | loss: 0.0311277 | val_loss: 0.0311426 | Time: 8325.35 ms [2022-04-01 16:32:34 main:574] : INFO : Epoch 1849 | loss: 0.0311275 | val_loss: 0.0311448 | Time: 7619.31 ms [2022-04-01 16:32:43 main:574] : INFO : Epoch 1850 | loss: 0.0311287 | val_loss: 0.0311436 | Time: 8847.77 ms [2022-04-01 16:32:51 main:574] : INFO : Epoch 1851 | loss: 0.0311264 | val_loss: 0.0311407 | Time: 8183.89 ms [2022-04-01 16:33:01 main:574] : INFO : Epoch 1852 | loss: 0.0311261 | val_loss: 0.0311411 | Time: 9185.69 ms [2022-04-01 16:33:18 main:574] : INFO : Epoch 1853 | loss: 0.0311249 | val_loss: 0.0311393 | Time: 17617.2 ms [2022-04-01 16:33:24 main:574] : INFO : Epoch 1854 | loss: 0.0311289 | val_loss: 0.0311429 | Time: 5447.8 ms [2022-04-01 16:33:31 main:574] : INFO : Epoch 1855 | loss: 0.0311315 | val_loss: 0.0311415 | Time: 7167.46 ms [2022-04-01 16:33:40 main:574] : INFO : Epoch 1856 | loss: 0.031134 | val_loss: 0.0311412 | Time: 9072.28 ms [2022-04-01 16:33:58 main:574] : INFO : Epoch 1857 | loss: 0.0311304 | val_loss: 0.0311526 | Time: 17473.6 ms [2022-04-01 16:34:03 main:574] : INFO : Epoch 1858 | loss: 0.0311329 | val_loss: 0.0311421 | Time: 5081.56 ms [2022-04-01 16:34:09 main:574] : INFO : Epoch 1859 | loss: 0.0311273 | val_loss: 0.0311389 | Time: 5891.03 ms [2022-04-01 16:34:16 main:574] : INFO : Epoch 1860 | loss: 0.0311257 | val_loss: 0.0311406 | Time: 7223.2 ms [2022-04-01 16:34:23 main:574] : INFO : Epoch 1861 | loss: 0.031126 | val_loss: 0.0311472 | Time: 7147.84 ms [2022-04-01 16:34:30 main:574] : INFO : Epoch 1862 | loss: 0.0311287 | val_loss: 0.0311389 | Time: 6976.81 ms [2022-04-01 16:34:39 main:574] : INFO : Epoch 1863 | loss: 0.0311256 | val_loss: 0.0311403 | Time: 9000.87 ms [2022-04-01 16:34:46 main:574] : INFO : Epoch 1864 | loss: 0.0311248 | val_loss: 0.0311385 | Time: 6944.04 ms [2022-04-01 16:34:54 main:574] : INFO : Epoch 1865 | loss: 0.031124 | val_loss: 0.031138 | Time: 8326.18 ms [2022-04-01 16:35:06 main:574] : INFO : Epoch 1866 | loss: 0.0311235 | val_loss: 0.0311395 | Time: 11987.2 ms [2022-04-01 16:35:13 main:574] : INFO : Epoch 1867 | loss: 0.0311224 | val_loss: 0.0311383 | Time: 7145.09 ms [2022-04-01 16:35:21 main:574] : INFO : Epoch 1868 | loss: 0.0311228 | val_loss: 0.0311389 | Time: 7615.43 ms [2022-04-01 16:35:28 main:574] : INFO : Epoch 1869 | loss: 0.0311234 | val_loss: 0.0311395 | Time: 7056.56 ms [2022-04-01 16:35:36 main:574] : INFO : Epoch 1870 | loss: 0.0311219 | val_loss: 0.03114 | Time: 7391.76 ms [2022-04-01 16:35:43 main:574] : INFO : Epoch 1871 | loss: 0.031122 | val_loss: 0.031139 | Time: 7352.24 ms [2022-04-01 16:35:50 main:574] : INFO : Epoch 1872 | loss: 0.0311227 | val_loss: 0.0311409 | Time: 7123.19 ms [2022-04-01 16:36:00 main:574] : INFO : Epoch 1873 | loss: 0.0311237 | val_loss: 0.0311399 | Time: 9884 ms [2022-04-01 16:36:07 main:574] : INFO : Epoch 1874 | loss: 0.0311223 | val_loss: 0.0311352 | Time: 7172.51 ms [2022-04-01 16:36:14 main:574] : INFO : Epoch 1875 | loss: 0.0311217 | val_loss: 0.031142 | Time: 7238.25 ms [2022-04-01 16:36:22 main:574] : INFO : Epoch 1876 | loss: 0.0311252 | val_loss: 0.0311384 | Time: 7419.79 ms [2022-04-01 16:36:29 main:574] : INFO : Epoch 1877 | loss: 0.0311248 | val_loss: 0.0311381 | Time: 7044.05 ms [2022-04-01 16:36:36 main:574] : INFO : Epoch 1878 | loss: 0.0311229 | val_loss: 0.0311376 | Time: 7366.85 ms [2022-04-01 16:36:43 main:574] : INFO : Epoch 1879 | loss: 0.0311222 | val_loss: 0.0311374 | Time: 7000.78 ms [2022-04-01 16:36:51 main:574] : INFO : Epoch 1880 | loss: 0.031121 | val_loss: 0.0311366 | Time: 7202.92 ms [2022-04-01 16:36:58 main:574] : INFO : Epoch 1881 | loss: 0.0311224 | val_loss: 0.0311418 | Time: 7299.46 ms [2022-04-01 16:37:05 main:574] : INFO : Epoch 1882 | loss: 0.0311243 | val_loss: 0.0311374 | Time: 6931.03 ms [2022-04-01 16:37:12 main:574] : INFO : Epoch 1883 | loss: 0.0311286 | val_loss: 0.0311427 | Time: 7268.6 ms [2022-04-01 16:37:19 main:574] : INFO : Epoch 1884 | loss: 0.0311321 | val_loss: 0.0311421 | Time: 7068.74 ms [2022-04-01 16:37:26 main:574] : INFO : Epoch 1885 | loss: 0.0311293 | val_loss: 0.031139 | Time: 7145.88 ms [2022-04-01 16:37:34 main:574] : INFO : Epoch 1886 | loss: 0.0311263 | val_loss: 0.0311414 | Time: 7331.16 ms [2022-04-01 16:37:41 main:574] : INFO : Epoch 1887 | loss: 0.0311243 | val_loss: 0.0311392 | Time: 6928.78 ms [2022-04-01 16:37:48 main:574] : INFO : Epoch 1888 | loss: 0.0311256 | val_loss: 0.0311414 | Time: 7237.47 ms [2022-04-01 16:37:55 main:574] : INFO : Epoch 1889 | loss: 0.0311272 | val_loss: 0.0311443 | Time: 7089.02 ms [2022-04-01 16:38:02 main:574] : INFO : Epoch 1890 | loss: 0.0311268 | val_loss: 0.0311375 | Time: 7315.54 ms [2022-04-01 16:38:10 main:574] : INFO : Epoch 1891 | loss: 0.0311277 | val_loss: 0.03114 | Time: 7295.31 ms [2022-04-01 16:38:17 main:574] : INFO : Epoch 1892 | loss: 0.0311272 | val_loss: 0.0311363 | Time: 6997.78 ms [2022-04-01 16:38:24 main:574] : INFO : Epoch 1893 | loss: 0.031125 | val_loss: 0.0311384 | Time: 7622.58 ms [2022-04-01 16:38:31 main:574] : INFO : Epoch 1894 | loss: 0.031123 | val_loss: 0.0311376 | Time: 7037.71 ms [2022-04-01 16:38:39 main:574] : INFO : Epoch 1895 | loss: 0.0311233 | val_loss: 0.0311373 | Time: 7135.38 ms [2022-04-01 16:38:46 main:574] : INFO : Epoch 1896 | loss: 0.0311227 | val_loss: 0.0311405 | Time: 7242.4 ms [2022-04-01 16:38:53 main:574] : INFO : Epoch 1897 | loss: 0.0311215 | val_loss: 0.0311408 | Time: 6950.49 ms [2022-04-01 16:39:00 main:574] : INFO : Epoch 1898 | loss: 0.031122 | val_loss: 0.0311383 | Time: 7381.12 ms [2022-04-01 16:39:07 main:574] : INFO : Epoch 1899 | loss: 0.0311212 | val_loss: 0.031141 | Time: 7286.35 ms [2022-04-01 16:39:15 main:574] : INFO : Epoch 1900 | loss: 0.0311209 | val_loss: 0.0311421 | Time: 7125.86 ms [2022-04-01 16:39:22 main:574] : INFO : Epoch 1901 | loss: 0.0311231 | val_loss: 0.0311423 | Time: 7119.05 ms [2022-04-01 16:39:29 main:574] : INFO : Epoch 1902 | loss: 0.0311228 | val_loss: 0.0311361 | Time: 6798.87 ms [2022-04-01 16:39:36 main:574] : INFO : Epoch 1903 | loss: 0.0311232 | val_loss: 0.0311374 | Time: 7303.33 ms [2022-04-01 16:39:43 main:574] : INFO : Epoch 1904 | loss: 0.0311228 | val_loss: 0.0311441 | Time: 7050.18 ms [2022-04-01 16:39:50 main:574] : INFO : Epoch 1905 | loss: 0.0311231 | val_loss: 0.0311422 | Time: 7146.58 ms [2022-04-01 16:40:20 main:574] : INFO : Epoch 1906 | loss: 0.03112 | val_loss: 0.0311392 | Time: 29567.4 ms [2022-04-01 16:40:26 main:574] : INFO : Epoch 1907 | loss: 0.0311245 | val_loss: 0.0311389 | Time: 5838.06 ms [2022-04-01 16:41:13 main:574] : INFO : Epoch 1908 | loss: 0.0311262 | val_loss: 0.0311384 | Time: 47022 ms [2022-04-01 16:41:59 main:574] : INFO : Epoch 1909 | loss: 0.0311271 | val_loss: 0.0311419 | Time: 46844.1 ms [2022-04-01 16:42:06 main:574] : INFO : Epoch 1910 | loss: 0.0311257 | val_loss: 0.0311366 | Time: 6145.14 ms [2022-04-01 16:52:45 main:574] : INFO : Epoch 1911 | loss: 0.0311246 | val_loss: 0.0311371 | Time: 639320 ms [2022-04-01 16:53:02 main:574] : INFO : Epoch 1912 | loss: 0.0311244 | val_loss: 0.0311367 | Time: 17238.4 ms [2022-04-01 16:53:20 main:574] : INFO : Epoch 1913 | loss: 0.0311234 | val_loss: 0.0311372 | Time: 17461.7 ms [2022-04-01 16:53:26 main:574] : INFO : Epoch 1914 | loss: 0.0311228 | val_loss: 0.0311379 | Time: 6625.82 ms [2022-04-01 16:53:36 main:574] : INFO : Epoch 1915 | loss: 0.0311226 | val_loss: 0.0311395 | Time: 9778.26 ms [2022-04-01 16:53:45 main:574] : INFO : Epoch 1916 | loss: 0.0311229 | val_loss: 0.0311341 | Time: 9198.16 ms [2022-04-01 16:53:56 main:574] : INFO : Epoch 1917 | loss: 0.0311204 | val_loss: 0.0311343 | Time: 10167.4 ms [2022-04-01 16:54:05 main:574] : INFO : Epoch 1918 | loss: 0.0311201 | val_loss: 0.0311341 | Time: 9419.09 ms [2022-04-01 16:54:15 main:574] : INFO : Epoch 1919 | loss: 0.0311179 | val_loss: 0.0311336 | Time: 9380.33 ms [2022-04-01 16:54:23 main:574] : INFO : Epoch 1920 | loss: 0.0311175 | val_loss: 0.0311369 | Time: 8576.15 ms [2022-04-01 16:54:31 main:574] : INFO : Epoch 1921 | loss: 0.0311185 | val_loss: 0.0311357 | Time: 7658.51 ms [2022-04-01 16:54:39 main:574] : INFO : Epoch 1922 | loss: 0.0311198 | val_loss: 0.0311357 | Time: 8205.82 ms [2022-04-01 16:54:47 main:574] : INFO : Epoch 1923 | loss: 0.0311227 | val_loss: 0.0311369 | Time: 8299.23 ms [2022-04-01 16:54:55 main:574] : INFO : Epoch 1924 | loss: 0.0311204 | val_loss: 0.0311345 | Time: 7980.58 ms [2022-04-01 16:55:04 main:574] : INFO : Epoch 1925 | loss: 0.031119 | val_loss: 0.0311359 | Time: 8460.93 ms [2022-04-01 16:55:12 main:574] : INFO : Epoch 1926 | loss: 0.0311202 | val_loss: 0.0311346 | Time: 8175.92 ms [2022-04-01 16:55:21 main:574] : INFO : Epoch 1927 | loss: 0.0311182 | val_loss: 0.0311364 | Time: 8562.1 ms [2022-04-01 16:55:30 main:574] : INFO : Epoch 1928 | loss: 0.0311165 | val_loss: 0.0311379 | Time: 9771.1 ms [2022-04-01 16:55:38 main:574] : INFO : Epoch 1929 | loss: 0.0311168 | val_loss: 0.0311335 | Time: 7694 ms [2022-04-01 16:55:46 main:574] : INFO : Epoch 1930 | loss: 0.0311183 | val_loss: 0.0311337 | Time: 7908.06 ms [2022-04-01 16:55:55 main:574] : INFO : Epoch 1931 | loss: 0.0311215 | val_loss: 0.0311341 | Time: 8998.68 ms [2022-04-01 16:56:03 main:574] : INFO : Epoch 1932 | loss: 0.0311189 | val_loss: 0.0311362 | Time: 7991.07 ms [2022-04-01 16:56:11 main:574] : INFO : Epoch 1933 | loss: 0.0311185 | val_loss: 0.0311353 | Time: 7602.37 ms [2022-04-01 16:56:18 main:574] : INFO : Epoch 1934 | loss: 0.0311195 | val_loss: 0.0311351 | Time: 7716.08 ms [2022-04-01 16:56:26 main:574] : INFO : Epoch 1935 | loss: 0.0311201 | val_loss: 0.0311366 | Time: 7230.86 ms [2022-04-01 16:56:33 main:574] : INFO : Epoch 1936 | loss: 0.0311185 | val_loss: 0.0311352 | Time: 7665.79 ms [2022-04-01 16:56:41 main:574] : INFO : Epoch 1937 | loss: 0.0311184 | val_loss: 0.0311365 | Time: 7509.09 ms [2022-04-01 16:56:49 main:574] : INFO : Epoch 1938 | loss: 0.0311209 | val_loss: 0.031134 | Time: 7594.23 ms [2022-04-01 16:56:56 main:574] : INFO : Epoch 1939 | loss: 0.031121 | val_loss: 0.0311363 | Time: 7816.52 ms [2022-04-01 16:57:04 main:574] : INFO : Epoch 1940 | loss: 0.0311181 | val_loss: 0.0311327 | Time: 7728.9 ms [2022-04-01 16:57:12 main:574] : INFO : Epoch 1941 | loss: 0.0311171 | val_loss: 0.031135 | Time: 7880.38 ms [2022-04-01 16:57:20 main:574] : INFO : Epoch 1942 | loss: 0.0311178 | val_loss: 0.031136 | Time: 7685.81 ms [2022-04-01 16:57:27 main:574] : INFO : Epoch 1943 | loss: 0.0311184 | val_loss: 0.0311349 | Time: 7630.18 ms [2022-04-01 16:57:35 main:574] : INFO : Epoch 1944 | loss: 0.0311167 | val_loss: 0.0311364 | Time: 7820.82 ms [2022-04-01 16:57:43 main:574] : INFO : Epoch 1945 | loss: 0.0311167 | val_loss: 0.0311362 | Time: 7676.89 ms [2022-04-01 16:57:51 main:574] : INFO : Epoch 1946 | loss: 0.0311187 | val_loss: 0.0311378 | Time: 7930.34 ms [2022-04-01 16:57:59 main:574] : INFO : Epoch 1947 | loss: 0.0311276 | val_loss: 0.0311398 | Time: 7665.5 ms [2022-04-01 16:58:06 main:574] : INFO : Epoch 1948 | loss: 0.0311271 | val_loss: 0.0311393 | Time: 7674.01 ms [2022-04-01 16:58:14 main:574] : INFO : Epoch 1949 | loss: 0.0311245 | val_loss: 0.0311401 | Time: 7794.03 ms [2022-04-01 16:58:22 main:574] : INFO : Epoch 1950 | loss: 0.0311239 | val_loss: 0.0311394 | Time: 7757.82 ms [2022-04-01 16:58:30 main:574] : INFO : Epoch 1951 | loss: 0.031125 | val_loss: 0.0311391 | Time: 7839.5 ms [2022-04-01 16:58:38 main:574] : INFO : Epoch 1952 | loss: 0.0311241 | val_loss: 0.0311378 | Time: 7890.74 ms [2022-04-01 16:58:45 main:574] : INFO : Epoch 1953 | loss: 0.0311245 | val_loss: 0.0311365 | Time: 7483.04 ms [2022-04-01 16:58:53 main:574] : INFO : Epoch 1954 | loss: 0.0311251 | val_loss: 0.0311328 | Time: 7936.47 ms [2022-04-01 16:59:01 main:574] : INFO : Epoch 1955 | loss: 0.0311234 | val_loss: 0.031133 | Time: 7736.27 ms [2022-04-01 16:59:09 main:574] : INFO : Epoch 1956 | loss: 0.0311214 | val_loss: 0.0311316 | Time: 7812.98 ms [2022-04-01 16:59:16 main:574] : INFO : Epoch 1957 | loss: 0.0311215 | val_loss: 0.0311333 | Time: 7726.11 ms [2022-04-01 16:59:24 main:574] : INFO : Epoch 1958 | loss: 0.0311221 | val_loss: 0.0311335 | Time: 7665.07 ms [2022-04-01 16:59:32 main:574] : INFO : Epoch 1959 | loss: 0.0311191 | val_loss: 0.0311328 | Time: 7688.05 ms [2022-04-01 16:59:40 main:574] : INFO : Epoch 1960 | loss: 0.0311185 | val_loss: 0.0311326 | Time: 7750.19 ms [2022-04-01 16:59:47 main:574] : INFO : Epoch 1961 | loss: 0.0311188 | val_loss: 0.0311399 | Time: 7537.24 ms [2022-04-01 16:59:56 main:574] : INFO : Epoch 1962 | loss: 0.0311212 | val_loss: 0.0311355 | Time: 9052.96 ms [2022-04-01 17:00:04 main:574] : INFO : Epoch 1963 | loss: 0.0311196 | val_loss: 0.0311353 | Time: 8051.89 ms [2022-04-01 17:00:12 main:574] : INFO : Epoch 1964 | loss: 0.0311211 | val_loss: 0.0311364 | Time: 7849.59 ms [2022-04-01 17:00:20 main:574] : INFO : Epoch 1965 | loss: 0.0311207 | val_loss: 0.0311367 | Time: 7709.82 ms [2022-04-01 17:00:27 main:574] : INFO : Epoch 1966 | loss: 0.0311256 | val_loss: 0.0311407 | Time: 7643.45 ms [2022-04-01 17:00:35 main:574] : INFO : Epoch 1967 | loss: 0.0311253 | val_loss: 0.0311316 | Time: 7867.02 ms [2022-04-01 17:00:43 main:574] : INFO : Epoch 1968 | loss: 0.0311239 | val_loss: 0.0311356 | Time: 7794.97 ms [2022-04-01 17:00:51 main:574] : INFO : Epoch 1969 | loss: 0.0311231 | val_loss: 0.0311362 | Time: 7791.36 ms [2022-04-01 17:00:59 main:574] : INFO : Epoch 1970 | loss: 0.03112 | val_loss: 0.0311334 | Time: 8077.05 ms [2022-04-01 17:01:07 main:574] : INFO : Epoch 1971 | loss: 0.0311201 | val_loss: 0.0311343 | Time: 7615.35 ms [2022-04-01 17:01:15 main:574] : INFO : Epoch 1972 | loss: 0.0311198 | val_loss: 0.0311347 | Time: 7854.94 ms [2022-04-01 17:01:22 main:574] : INFO : Epoch 1973 | loss: 0.0311214 | val_loss: 0.031139 | Time: 7770.68 ms [2022-04-01 17:01:30 main:574] : INFO : Epoch 1974 | loss: 0.0311221 | val_loss: 0.0311372 | Time: 7583.75 ms [2022-04-01 17:01:38 main:574] : INFO : Epoch 1975 | loss: 0.031129 | val_loss: 0.0311474 | Time: 7858.39 ms [2022-04-01 17:01:46 main:574] : INFO : Epoch 1976 | loss: 0.031127 | val_loss: 0.0311406 | Time: 7721.99 ms [2022-04-01 17:01:53 main:574] : INFO : Epoch 1977 | loss: 0.0311334 | val_loss: 0.0311477 | Time: 7675.05 ms [2022-04-01 17:02:01 main:574] : INFO : Epoch 1978 | loss: 0.0311278 | val_loss: 0.0311376 | Time: 7944.58 ms [2022-04-01 17:02:09 main:574] : INFO : Epoch 1979 | loss: 0.031123 | val_loss: 0.0311346 | Time: 7694.44 ms [2022-04-01 17:02:17 main:574] : INFO : Epoch 1980 | loss: 0.0311212 | val_loss: 0.031137 | Time: 7830.09 ms [2022-04-01 17:02:24 main:574] : INFO : Epoch 1981 | loss: 0.0311219 | val_loss: 0.0311346 | Time: 7671.71 ms [2022-04-01 17:02:32 main:574] : INFO : Epoch 1982 | loss: 0.0311198 | val_loss: 0.0311415 | Time: 7712.1 ms [2022-04-01 17:02:40 main:574] : INFO : Epoch 1983 | loss: 0.0311228 | val_loss: 0.0311387 | Time: 7673.97 ms [2022-04-01 17:02:48 main:574] : INFO : Epoch 1984 | loss: 0.0311231 | val_loss: 0.0311378 | Time: 7710.83 ms [2022-04-01 17:02:55 main:574] : INFO : Epoch 1985 | loss: 0.0311227 | val_loss: 0.0311374 | Time: 7793.64 ms [2022-04-01 17:03:04 main:574] : INFO : Epoch 1986 | loss: 0.0311312 | val_loss: 0.0311396 | Time: 8845.11 ms [2022-04-01 17:03:37 main:574] : INFO : Epoch 1987 | loss: 0.0311307 | val_loss: 0.0311397 | Time: 32945.3 ms [2022-04-01 17:03:45 main:574] : INFO : Epoch 1988 | loss: 0.0311265 | val_loss: 0.0311371 | Time: 7469.9 ms [2022-04-01 17:04:02 main:574] : INFO : Epoch 1989 | loss: 0.0311255 | val_loss: 0.0311356 | Time: 17275.1 ms [2022-04-01 17:04:30 main:574] : INFO : Epoch 1990 | loss: 0.0311242 | val_loss: 0.0311451 | Time: 27502.5 ms [2022-04-01 17:04:39 main:574] : INFO : Epoch 1991 | loss: 0.0311307 | val_loss: 0.0311367 | Time: 8975.62 ms [2022-04-01 17:05:19 main:574] : INFO : Epoch 1992 | loss: 0.0311265 | val_loss: 0.0311352 | Time: 39925.5 ms [2022-04-01 17:05:24 main:574] : INFO : Epoch 1993 | loss: 0.0311241 | val_loss: 0.0311358 | Time: 5358.13 ms [2022-04-01 17:05:30 main:574] : INFO : Epoch 1994 | loss: 0.0311237 | val_loss: 0.031135 | Time: 6116.91 ms [2022-04-01 17:05:38 main:574] : INFO : Epoch 1995 | loss: 0.0311212 | val_loss: 0.0311347 | Time: 7914.36 ms [2022-04-01 17:05:47 main:574] : INFO : Epoch 1996 | loss: 0.031122 | val_loss: 0.0311349 | Time: 8637.19 ms [2022-04-01 17:05:55 main:574] : INFO : Epoch 1997 | loss: 0.0311212 | val_loss: 0.031133 | Time: 8245.97 ms [2022-04-01 17:06:04 main:574] : INFO : Epoch 1998 | loss: 0.0311258 | val_loss: 0.0311361 | Time: 8459.95 ms [2022-04-01 17:06:14 main:574] : INFO : Epoch 1999 | loss: 0.0311254 | val_loss: 0.0311364 | Time: 10091.4 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce 940MX) [2022-04-02 05:59:06 main:435] : INFO : Set logging level to 1 [2022-04-02 05:59:06 main:441] : INFO : Running in BOINC Client mode [2022-04-02 05:59:06 main:444] : INFO : Resolving all filenames [2022-04-02 05:59:06 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-02 05:59:06 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-02 05:59:06 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-02 05:59:06 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-02 05:59:06 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-02 05:59:06 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-02 05:59:06 main:474] : INFO : Configuration: [2022-04-02 05:59:06 main:475] : INFO : Model type: GRU [2022-04-02 05:59:06 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-02 05:59:06 main:477] : INFO : Max Epochs: 2048 [2022-04-02 05:59:06 main:478] : INFO : Batch Size: 128 [2022-04-02 05:59:06 main:479] : INFO : Learning Rate: 0.01 [2022-04-02 05:59:06 main:480] : INFO : Patience: 10 [2022-04-02 05:59:06 main:481] : INFO : Hidden Width: 12 [2022-04-02 05:59:06 main:482] : INFO : # Recurrent Layers: 4 [2022-04-02 05:59:06 main:483] : INFO : # Backend Layers: 4 [2022-04-02 05:59:06 main:484] : INFO : # Threads: 1 [2022-04-02 05:59:06 main:486] : INFO : Preparing Dataset [2022-04-02 05:59:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-02 05:59:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-02 05:59:11 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-02 05:59:11 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-02 05:59:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-02 05:59:12 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-02 05:59:12 main:494] : INFO : Creating Model [2022-04-02 05:59:12 main:507] : INFO : Preparing config file [2022-04-02 05:59:12 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-02 05:59:12 main:512] : INFO : Loading config [2022-04-02 05:59:12 main:514] : INFO : Loading state [2022-04-02 05:59:14 main:559] : INFO : Loading DataLoader into Memory [2022-04-02 05:59:14 main:562] : INFO : Starting Training [2022-04-02 05:59:34 main:574] : INFO : Epoch 1986 | loss: 0.0311711 | val_loss: 0.0311481 | Time: 20374 ms [2022-04-02 06:00:00 main:574] : INFO : Epoch 1987 | loss: 0.0311297 | val_loss: 0.0311429 | Time: 26079.9 ms [2022-04-02 06:00:20 main:574] : INFO : Epoch 1988 | loss: 0.031127 | val_loss: 0.03114 | Time: 19347.3 ms [2022-04-02 06:00:26 main:574] : INFO : Epoch 1989 | loss: 0.0311242 | val_loss: 0.031136 | Time: 5841.79 ms [2022-04-02 06:00:34 main:574] : INFO : Epoch 1990 | loss: 0.0311228 | val_loss: 0.0311336 | Time: 7893.24 ms [2022-04-02 06:00:41 main:574] : INFO : Epoch 1991 | loss: 0.0311233 | val_loss: 0.0311405 | Time: 7216.26 ms [2022-04-02 06:00:59 main:574] : INFO : Epoch 1992 | loss: 0.0311221 | val_loss: 0.0311335 | Time: 18480.6 ms [2022-04-02 06:01:17 main:574] : INFO : Epoch 1993 | loss: 0.031124 | val_loss: 0.0311416 | Time: 17971.3 ms [2022-04-02 06:01:26 main:574] : INFO : Epoch 1994 | loss: 0.0311252 | val_loss: 0.0311345 | Time: 8353.52 ms [2022-04-02 06:01:47 main:574] : INFO : Epoch 1995 | loss: 0.0311213 | val_loss: 0.0311334 | Time: 20877.9 ms [2022-04-02 06:04:28 main:574] : INFO : Epoch 1996 | loss: 0.0311203 | val_loss: 0.0311327 | Time: 161518 ms [2022-04-02 06:04:34 main:574] : INFO : Epoch 1997 | loss: 0.0311211 | val_loss: 0.0311339 | Time: 5759.3 ms [2022-04-02 06:05:51 main:574] : INFO : Epoch 1998 | loss: 0.0311208 | val_loss: 0.0311387 | Time: 76381.4 ms [2022-04-02 06:05:56 main:574] : INFO : Epoch 1999 | loss: 0.0311247 | val_loss: 0.0311435 | Time: 4888.61 ms [2022-04-02 06:06:11 main:574] : INFO : Epoch 2000 | loss: 0.0311252 | val_loss: 0.0311367 | Time: 15670.2 ms [2022-04-02 06:06:16 main:574] : INFO : Epoch 2001 | loss: 0.0311213 | val_loss: 0.0311334 | Time: 4976.11 ms [2022-04-02 06:06:23 main:574] : INFO : Epoch 2002 | loss: 0.0311198 | val_loss: 0.0311394 | Time: 6916.74 ms [2022-04-02 06:07:03 main:574] : INFO : Epoch 2003 | loss: 0.0311265 | val_loss: 0.0311396 | Time: 40094.7 ms [2022-04-02 06:07:31 main:574] : INFO : Epoch 2004 | loss: 0.0311271 | val_loss: 0.0311371 | Time: 27166.3 ms [2022-04-02 06:07:36 main:574] : INFO : Epoch 2005 | loss: 0.0311241 | val_loss: 0.0311362 | Time: 5364.15 ms [2022-04-02 06:07:42 main:574] : INFO : Epoch 2006 | loss: 0.0311246 | val_loss: 0.0311391 | Time: 5741.83 ms [2022-04-02 06:07:50 main:574] : INFO : Epoch 2007 | loss: 0.0311232 | val_loss: 0.0311331 | Time: 8369.54 ms [2022-04-02 06:07:57 main:574] : INFO : Epoch 2008 | loss: 0.031122 | val_loss: 0.0311327 | Time: 7213.93 ms [2022-04-02 06:08:05 main:574] : INFO : Epoch 2009 | loss: 0.031122 | val_loss: 0.0311326 | Time: 7354.59 ms [2022-04-02 06:08:12 main:574] : INFO : Epoch 2010 | loss: 0.0311226 | val_loss: 0.0311371 | Time: 7241.74 ms [2022-04-02 06:08:20 main:574] : INFO : Epoch 2011 | loss: 0.0311273 | val_loss: 0.03114 | Time: 8016.87 ms [2022-04-02 06:08:27 main:574] : INFO : Epoch 2012 | loss: 0.0311287 | val_loss: 0.0311375 | Time: 7144.64 ms [2022-04-02 06:08:34 main:574] : INFO : Epoch 2013 | loss: 0.0311248 | val_loss: 0.0311375 | Time: 7217.07 ms [2022-04-02 06:08:42 main:574] : INFO : Epoch 2014 | loss: 0.0311244 | val_loss: 0.0311351 | Time: 7709.55 ms [2022-04-02 06:08:51 main:574] : INFO : Epoch 2015 | loss: 0.0311232 | val_loss: 0.0311351 | Time: 8845.05 ms [2022-04-02 06:08:59 main:574] : INFO : Epoch 2016 | loss: 0.0311256 | val_loss: 0.0311342 | Time: 7868.68 ms [2022-04-02 06:09:08 main:574] : INFO : Epoch 2017 | loss: 0.0311234 | val_loss: 0.0311378 | Time: 8699.05 ms [2022-04-02 06:09:35 main:574] : INFO : Epoch 2018 | loss: 0.0311261 | val_loss: 0.0311348 | Time: 26898.9 ms [2022-04-02 06:09:39 main:574] : INFO : Epoch 2019 | loss: 0.0311218 | val_loss: 0.0311321 | Time: 4781.67 ms [2022-04-02 06:09:45 main:574] : INFO : Epoch 2020 | loss: 0.0311216 | val_loss: 0.0311341 | Time: 5782.01 ms [2022-04-02 06:09:53 main:574] : INFO : Epoch 2021 | loss: 0.0311217 | val_loss: 0.0311342 | Time: 8204.81 ms [2022-04-02 06:10:01 main:574] : INFO : Epoch 2022 | loss: 0.0311213 | val_loss: 0.031135 | Time: 7607.29 ms [2022-04-02 06:10:09 main:574] : INFO : Epoch 2023 | loss: 0.0311212 | val_loss: 0.0311328 | Time: 7966.95 ms [2022-04-02 06:10:16 main:574] : INFO : Epoch 2024 | loss: 0.0311197 | val_loss: 0.0311347 | Time: 7346.66 ms [2022-04-02 06:10:24 main:574] : INFO : Epoch 2025 | loss: 0.031118 | val_loss: 0.0311332 | Time: 7270.53 ms [2022-04-02 06:10:32 main:574] : INFO : Epoch 2026 | loss: 0.0311174 | val_loss: 0.0311373 | Time: 8452.76 ms [2022-04-02 06:10:39 main:574] : INFO : Epoch 2027 | loss: 0.0311187 | val_loss: 0.0311376 | Time: 7390.86 ms [2022-04-02 06:10:47 main:574] : INFO : Epoch 2028 | loss: 0.0311194 | val_loss: 0.0311367 | Time: 7083.25 ms [2022-04-02 06:10:54 main:574] : INFO : Epoch 2029 | loss: 0.0311221 | val_loss: 0.0311336 | Time: 7556.4 ms [2022-04-02 06:11:13 main:574] : INFO : Epoch 2030 | loss: 0.0311209 | val_loss: 0.0311323 | Time: 18720.5 ms [2022-04-02 06:11:18 main:574] : INFO : Epoch 2031 | loss: 0.0311203 | val_loss: 0.0311342 | Time: 4884.3 ms [2022-04-02 06:11:23 main:574] : INFO : Epoch 2032 | loss: 0.0311192 | val_loss: 0.0311323 | Time: 5289.25 ms [2022-04-02 06:11:31 main:574] : INFO : Epoch 2033 | loss: 0.0311197 | val_loss: 0.031135 | Time: 7725.18 ms [2022-04-02 06:11:40 main:574] : INFO : Epoch 2034 | loss: 0.03112 | val_loss: 0.0311321 | Time: 9120.95 ms [2022-04-02 06:11:56 main:574] : INFO : Epoch 2035 | loss: 0.0311179 | val_loss: 0.0311306 | Time: 16094.5 ms [2022-04-02 06:12:01 main:574] : INFO : Epoch 2036 | loss: 0.0311173 | val_loss: 0.0311321 | Time: 4917.55 ms [2022-04-02 06:12:09 main:574] : INFO : Epoch 2037 | loss: 0.0311172 | val_loss: 0.0311322 | Time: 7765.42 ms [2022-04-02 06:12:25 main:574] : INFO : Epoch 2038 | loss: 0.0311177 | val_loss: 0.0311329 | Time: 16385.4 ms [2022-04-02 06:12:30 main:574] : INFO : Epoch 2039 | loss: 0.0311186 | val_loss: 0.03113 | Time: 5052.79 ms [2022-04-02 06:12:38 main:574] : INFO : Epoch 2040 | loss: 0.0311179 | val_loss: 0.0311331 | Time: 7266.66 ms [2022-04-02 06:12:55 main:574] : INFO : Epoch 2041 | loss: 0.0311168 | val_loss: 0.0311341 | Time: 17757.9 ms [2022-04-02 06:13:00 main:574] : INFO : Epoch 2042 | loss: 0.0311157 | val_loss: 0.0311305 | Time: 5006.65 ms [2022-04-02 06:13:08 main:574] : INFO : Epoch 2043 | loss: 0.0311154 | val_loss: 0.0311329 | Time: 8134.36 ms [2022-04-02 06:13:25 main:574] : INFO : Epoch 2044 | loss: 0.031116 | val_loss: 0.031135 | Time: 16612.7 ms [2022-04-02 06:13:30 main:574] : INFO : Epoch 2045 | loss: 0.0311193 | val_loss: 0.0311324 | Time: 5168.84 ms [2022-04-02 06:13:38 main:574] : INFO : Epoch 2046 | loss: 0.0311202 | val_loss: 0.0311346 | Time: 7341.51 ms [2022-04-02 06:13:56 main:574] : INFO : Epoch 2047 | loss: 0.0311213 | val_loss: 0.0311336 | Time: 18806.1 ms [2022-04-02 06:14:01 main:574] : INFO : Epoch 2048 | loss: 0.0311311 | val_loss: 0.0311375 | Time: 4827.89 ms [2022-04-02 06:14:01 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311375 [2022-04-02 06:14:01 main:603] : INFO : Saving end state to config to file [2022-04-02 06:14:01 main:608] : INFO : Success, exiting.. 06:14:01 (6664): called boinc_finish(0) </stderr_txt> ]]>
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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)