Task 13531247
| Name | ParityModified-1647039905-12431-0_3 |
| Workunit | 10083720 |
| Created | 22 Mar 2022, 9:29:06 UTC |
| Sent | 22 Mar 2022, 11:51:15 UTC |
| Report deadline | 30 Mar 2022, 11:51:15 UTC |
| Received | 23 Mar 2022, 18:54:34 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 20696 |
| Run time | 1 hours 16 min 8 sec |
| CPU time | 1 hours 15 min 42 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 5,074.54 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.09 GB |
| Peak swap size | 4.33 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> | Time: 2202.93 ms [2022-03-22 10:39:46 main:574] : INFO : Epoch 1567 | loss: 0.0312499 | val_loss: 0.0312499 | Time: 2195.46 ms [2022-03-22 10:39:49 main:574] : INFO : Epoch 1568 | loss: 0.0312501 | val_loss: 0.0312498 | Time: 2201 ms [2022-03-22 10:39:51 main:574] : INFO : Epoch 1569 | loss: 0.0312514 | val_loss: 0.0312536 | Time: 2213.27 ms [2022-03-22 10:39:53 main:574] : INFO : Epoch 1570 | loss: 0.0312505 | val_loss: 0.0312506 | Time: 2158.58 ms [2022-03-22 10:39:55 main:574] : INFO : Epoch 1571 | loss: 0.0312499 | val_loss: 0.03125 | Time: 2254.26 ms [2022-03-22 10:39:57 main:574] : INFO : Epoch 1572 | loss: 0.0312508 | val_loss: 0.0312506 | Time: 2219.44 ms [2022-03-22 10:40:00 main:574] : INFO : Epoch 1573 | loss: 0.0312503 | val_loss: 0.0312498 | Time: 2258.3 ms [2022-03-22 10:40:02 main:574] : INFO : Epoch 1574 | loss: 0.0312499 | val_loss: 0.0312499 | Time: 2198.59 ms [2022-03-22 10:40:04 main:574] : INFO : Epoch 1575 | loss: 0.0312497 | val_loss: 0.0312505 | Time: 2147.91 ms [2022-03-22 10:40:06 main:574] : INFO : Epoch 1576 | loss: 0.0312503 | val_loss: 0.0312498 | Time: 2213.86 ms [2022-03-22 10:40:08 main:574] : INFO : Epoch 1577 | loss: 0.0312499 | val_loss: 0.0312508 | Time: 2181.14 ms [2022-03-22 10:40:11 main:574] : INFO : Epoch 1578 | loss: 0.0312505 | val_loss: 0.03125 | Time: 2194.24 ms [2022-03-22 10:40:13 main:574] : INFO : Epoch 1579 | loss: 0.0312498 | val_loss: 0.0312499 | Time: 2246.39 ms [2022-03-22 10:40:15 main:574] : INFO : Epoch 1580 | loss: 0.0312497 | val_loss: 0.0312501 | Time: 2193.13 ms [2022-03-22 10:40:17 main:574] : INFO : Epoch 1581 | loss: 0.03125 | val_loss: 0.03125 | Time: 2234.6 ms [2022-03-22 10:40:20 main:574] : INFO : Epoch 1582 | loss: 0.0312499 | val_loss: 0.0312519 | Time: 2228.72 ms [2022-03-22 10:40:22 main:574] : INFO : Epoch 1583 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 2214.9 ms [2022-03-22 10:40:24 main:574] : INFO : Epoch 1584 | loss: 0.0312502 | val_loss: 0.0312513 | Time: 2231.77 ms [2022-03-22 10:40:26 main:574] : INFO : Epoch 1585 | loss: 0.0312498 | val_loss: 0.0312498 | Time: 2295.52 ms [2022-03-22 10:40:29 main:574] : INFO : Epoch 1586 | loss: 0.03125 | val_loss: 0.0312499 | Time: 2214.63 ms [2022-03-22 10:40:31 main:574] : INFO : Epoch 1587 | loss: 0.0312506 | val_loss: 0.0312511 | Time: 2215.31 ms [2022-03-22 10:40:33 main:574] : INFO : Epoch 1588 | loss: 0.0312502 | val_loss: 0.0312498 | Time: 2217.36 ms [2022-03-22 10:40:35 main:574] : INFO : Epoch 1589 | loss: 0.0312496 | val_loss: 0.0312499 | Time: 2303.87 ms [2022-03-22 10:40:38 main:574] : INFO : Epoch 1590 | loss: 0.0312496 | val_loss: 0.0312497 | Time: 2192.85 ms [2022-03-22 10:40:40 main:574] : INFO : Epoch 1591 | loss: 0.0312499 | val_loss: 0.0312498 | Time: 2201.09 ms [2022-03-22 10:40:42 main:574] : INFO : Epoch 1592 | loss: 0.0312503 | val_loss: 0.0312527 | Time: 2215 ms [2022-03-22 10:40:44 main:574] : INFO : Epoch 1593 | loss: 0.0312513 | val_loss: 0.0312501 | Time: 2186.92 ms [2022-03-22 10:40:46 main:574] : INFO : Epoch 1594 | loss: 0.0312501 | val_loss: 0.0312518 | Time: 2221.09 ms [2022-03-22 10:40:49 main:574] : INFO : Epoch 1595 | loss: 0.0312501 | val_loss: 0.0312499 | Time: 2125.1 ms [2022-03-22 10:40:51 main:574] : INFO : Epoch 1596 | loss: 0.03125 | val_loss: 0.0312498 | Time: 2265.02 ms [2022-03-22 10:40:53 main:574] : INFO : Epoch 1597 | loss: 0.0312498 | val_loss: 0.0312512 | Time: 2197.85 ms [2022-03-22 10:40:55 main:574] : INFO : Epoch 1598 | loss: 0.0312499 | val_loss: 0.0312507 | Time: 2244.57 ms [2022-03-22 10:40:57 main:574] : INFO : Epoch 1599 | loss: 0.0312497 | val_loss: 0.0312504 | Time: 2212.15 ms [2022-03-22 10:41:00 main:574] : INFO : Epoch 1600 | loss: 0.0312502 | val_loss: 0.0312503 | Time: 2242.77 ms [2022-03-22 10:41:02 main:574] : INFO : Epoch 1601 | loss: 0.0312498 | val_loss: 0.0312507 | Time: 2215.58 ms [2022-03-22 10:41:04 main:574] : INFO : Epoch 1602 | loss: 0.0312503 | val_loss: 0.0312511 | Time: 2162.36 ms [2022-03-22 10:41:06 main:574] : INFO : Epoch 1603 | loss: 0.0312519 | val_loss: 0.0312594 | Time: 2230.66 ms [2022-03-22 10:41:08 main:574] : INFO : Epoch 1604 | loss: 0.0312539 | val_loss: 0.031254 | Time: 2153.89 ms [2022-03-22 10:41:11 main:574] : INFO : Epoch 1605 | loss: 0.0312506 | val_loss: 0.0312499 | Time: 2214.84 ms [2022-03-22 10:41:13 main:574] : INFO : Epoch 1606 | loss: 0.03125 | val_loss: 0.0312513 | Time: 2184.53 ms [2022-03-22 10:41:15 main:574] : INFO : Epoch 1607 | loss: 0.0312507 | val_loss: 0.0312498 | Time: 2206.57 ms [2022-03-22 10:41:17 main:574] : INFO : Epoch 1608 | loss: 0.0312507 | val_loss: 0.0312499 | Time: 2226.42 ms [2022-03-22 10:41:20 main:574] : INFO : Epoch 1609 | loss: 0.0312502 | val_loss: 0.0312508 | Time: 2203.9 ms [2022-03-22 10:41:22 main:574] : INFO : Epoch 1610 | loss: 0.0312499 | val_loss: 0.0312498 | Time: 2241.2 ms [2022-03-22 10:41:24 main:574] : INFO : Epoch 1611 | loss: 0.031251 | val_loss: 0.0312503 | Time: 2238.49 ms [2022-03-22 10:41:26 main:574] : INFO : Epoch 1612 | loss: 0.03125 | val_loss: 0.0312504 | Time: 2156.76 ms [2022-03-22 10:41:28 main:574] : INFO : Epoch 1613 | loss: 0.0312507 | val_loss: 0.0312504 | Time: 2220.83 ms [2022-03-22 10:41:31 main:574] : INFO : Epoch 1614 | loss: 0.031251 | val_loss: 0.0312507 | Time: 2209.88 ms [2022-03-22 10:41:33 main:574] : INFO : Epoch 1615 | loss: 0.0312499 | val_loss: 0.03125 | Time: 2247.93 ms [2022-03-22 10:41:35 main:574] : INFO : Epoch 1616 | loss: 0.0312497 | val_loss: 0.0312499 | Time: 2229.59 ms [2022-03-22 10:41:37 main:574] : INFO : Epoch 1617 | loss: 0.03125 | val_loss: 0.0312502 | Time: 2199.3 ms [2022-03-22 10:41:40 main:574] : INFO : Epoch 1618 | loss: 0.0312499 | val_loss: 0.0312498 | Time: 2246.18 ms [2022-03-22 10:41:42 main:574] : INFO : Epoch 1619 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 2210.13 ms [2022-03-22 10:41:44 main:574] : INFO : Epoch 1620 | loss: 0.0312495 | val_loss: 0.03125 | Time: 2217.63 ms [2022-03-22 10:41:46 main:574] : INFO : Epoch 1621 | loss: 0.0312509 | val_loss: 0.0312503 | Time: 2243.18 ms [2022-03-22 10:41:48 main:574] : INFO : Epoch 1622 | loss: 0.0312504 | val_loss: 0.0312501 | Time: 2162.33 ms [2022-03-22 10:41:51 main:574] : INFO : Epoch 1623 | loss: 0.0312501 | val_loss: 0.0312507 | Time: 2212.31 ms [2022-03-22 10:41:53 main:574] : INFO : Epoch 1624 | loss: 0.0312497 | val_loss: 0.0312511 | Time: 2185.18 ms [2022-03-22 10:41:55 main:574] : INFO : Epoch 1625 | loss: 0.0312509 | val_loss: 0.0312506 | Time: 2261.13 ms [2022-03-22 10:41:57 main:574] : INFO : Epoch 1626 | loss: 0.0312508 | val_loss: 0.0312501 | Time: 2231.48 ms [2022-03-22 10:42:00 main:574] : INFO : Epoch 1627 | loss: 0.03125 | val_loss: 0.03125 | Time: 2228.87 ms [2022-03-22 10:42:02 main:574] : INFO : Epoch 1628 | loss: 0.0312498 | val_loss: 0.03125 | Time: 2254.9 ms [2022-03-22 10:42:04 main:574] : INFO : Epoch 1629 | loss: 0.0312503 | val_loss: 0.0312499 | Time: 2283.13 ms [2022-03-22 10:42:06 main:574] : INFO : Epoch 1630 | loss: 0.0312506 | val_loss: 0.0312498 | Time: 2196.24 ms [2022-03-22 10:42:09 main:574] : INFO : Epoch 1631 | loss: 0.0312501 | val_loss: 0.0312498 | Time: 2195.23 ms [2022-03-22 10:42:11 main:574] : INFO : Epoch 1632 | loss: 0.0312516 | val_loss: 0.0312519 | Time: 2253.11 ms [2022-03-22 10:42:13 main:574] : INFO : Epoch 1633 | loss: 0.0312507 | val_loss: 0.0312504 | Time: 2232.36 ms [2022-03-22 10:42:15 main:574] : INFO : Epoch 1634 | loss: 0.0312503 | val_loss: 0.0312504 | Time: 2162.99 ms [2022-03-22 10:42:17 main:574] : INFO : Epoch 1635 | loss: 0.0312499 | val_loss: 0.03125 | Time: 2227.57 ms [2022-03-22 10:42:20 main:574] : INFO : Epoch 1636 | loss: 0.0312497 | val_loss: 0.0312502 | Time: 2261.95 ms [2022-03-22 10:42:22 main:574] : INFO : Epoch 1637 | loss: 0.0312498 | val_loss: 0.03125 | Time: 2337.43 ms [2022-03-22 10:42:24 main:574] : INFO : Epoch 1638 | loss: 0.0312499 | val_loss: 0.0312499 | Time: 2206.69 ms [2022-03-22 10:42:26 main:574] : INFO : Epoch 1639 | loss: 0.0312505 | val_loss: 0.0312499 | Time: 2218.03 ms [2022-03-22 10:42:29 main:574] : INFO : Epoch 1640 | loss: 0.0312505 | val_loss: 0.0312527 | Time: 2255.25 ms [2022-03-22 10:42:31 main:574] : INFO : Epoch 1641 | loss: 0.0312507 | val_loss: 0.0312509 | Time: 2250.38 ms [2022-03-22 10:42:33 main:574] : INFO : Epoch 1642 | loss: 0.0312505 | val_loss: 0.0312509 | Time: 2264.67 ms [2022-03-22 10:42:36 main:574] : INFO : Epoch 1643 | loss: 0.0312505 | val_loss: 0.0312498 | Time: 2276.38 ms [2022-03-22 10:42:38 main:574] : INFO : Epoch 1644 | loss: 0.0312507 | val_loss: 0.0312511 | Time: 2238.27 ms [2022-03-22 10:42:40 main:574] : INFO : Epoch 1645 | loss: 0.0312502 | val_loss: 0.0312515 | Time: 2232.39 ms [2022-03-22 10:42:42 main:574] : INFO : Epoch 1646 | loss: 0.0312504 | val_loss: 0.0312499 | Time: 2291.83 ms [2022-03-22 10:42:45 main:574] : INFO : Epoch 1647 | loss: 0.0312501 | val_loss: 0.0312504 | Time: 2206.39 ms [2022-03-22 10:42:47 main:574] : INFO : Epoch 1648 | loss: 0.0312506 | val_loss: 0.0312499 | Time: 2190.2 ms [2022-03-22 10:42:49 main:574] : INFO : Epoch 1649 | loss: 0.0312503 | val_loss: 0.0312518 | Time: 2161.8 ms [2022-03-22 10:42:51 main:574] : INFO : Epoch 1650 | loss: 0.0312505 | val_loss: 0.0312498 | Time: 2192.81 ms [2022-03-22 10:42:53 main:574] : INFO : Epoch 1651 | loss: 0.0312499 | val_loss: 0.0312499 | Time: 2222.52 ms [2022-03-22 10:42:56 main:574] : INFO : Epoch 1652 | loss: 0.03125 | val_loss: 0.0312503 | Time: 2184.46 ms [2022-03-22 10:42:58 main:574] : INFO : Epoch 1653 | loss: 0.03125 | val_loss: 0.0312505 | Time: 2174.39 ms [2022-03-22 10:43:00 main:574] : INFO : Epoch 1654 | loss: 0.0312522 | val_loss: 0.0312515 | Time: 2197.95 ms [2022-03-22 10:43:02 main:574] : INFO : Epoch 1655 | loss: 0.0312534 | val_loss: 0.0312522 | Time: 2226.22 ms [2022-03-22 10:43:04 main:574] : INFO : Epoch 1656 | loss: 0.0312509 | val_loss: 0.0312503 | Time: 2210.98 ms [2022-03-22 10:43:07 main:574] : INFO : Epoch 1657 | loss: 0.0312499 | val_loss: 0.0312498 | Time: 2208.01 ms [2022-03-22 10:43:09 main:574] : INFO : Epoch 1658 | loss: 0.0312497 | val_loss: 0.0312498 | Time: 2167.65 ms [2022-03-22 10:43:11 main:574] : INFO : Epoch 1659 | loss: 0.0312498 | val_loss: 0.0312498 | Time: 2223.88 ms [2022-03-22 10:43:13 main:574] : INFO : Epoch 1660 | loss: 0.0312498 | val_loss: 0.0312506 | Time: 2148 ms [2022-03-22 10:43:15 main:574] : INFO : Epoch 1661 | loss: 0.0312502 | val_loss: 0.0312511 | Time: 2263.41 ms [2022-03-22 10:43:18 main:574] : INFO : Epoch 1662 | loss: 0.0312501 | val_loss: 0.0312501 | Time: 2160.55 ms [2022-03-22 10:43:20 main:574] : INFO : Epoch 1663 | loss: 0.0312499 | val_loss: 0.0312501 | Time: 2210.88 ms [2022-03-22 10:43:22 main:574] : INFO : Epoch 1664 | loss: 0.0312499 | val_loss: 0.0312502 | Time: 2233.96 ms [2022-03-22 10:43:24 main:574] : INFO : Epoch 1665 | loss: 0.0312498 | val_loss: 0.0312499 | Time: 2201.61 ms [2022-03-22 10:43:26 main:574] : INFO : Epoch 1666 | loss: 0.03125 | val_loss: 0.0312504 | Time: 2243.9 ms [2022-03-22 10:43:29 main:574] : INFO : Epoch 1667 | loss: 0.0312506 | val_loss: 0.0312504 | Time: 2264.05 ms [2022-03-22 10:43:31 main:574] : INFO : Epoch 1668 | loss: 0.0312505 | val_loss: 0.0312502 | Time: 2230.2 ms [2022-03-22 10:43:33 main:574] : INFO : Epoch 1669 | loss: 0.0312502 | val_loss: 0.0312523 | Time: 2230.02 ms [2022-03-22 10:43:35 main:574] : INFO : Epoch 1670 | loss: 0.0312499 | val_loss: 0.0312497 | Time: 2153.32 ms [2022-03-22 10:43:38 main:574] : INFO : Epoch 1671 | loss: 0.03125 | val_loss: 0.0312546 | Time: 2225.71 ms [2022-03-22 10:43:40 main:574] : INFO : Epoch 1672 | loss: 0.0312517 | val_loss: 0.0312499 | Time: 2199.14 ms [2022-03-22 10:43:42 main:574] : INFO : Epoch 1673 | loss: 0.0312498 | val_loss: 0.0312511 | Time: 2172.05 ms [2022-03-22 10:43:44 main:574] : INFO : Epoch 1674 | loss: 0.03125 | val_loss: 0.0312512 | Time: 2201.58 ms [2022-03-22 10:43:46 main:574] : INFO : Epoch 1675 | loss: 0.0312504 | val_loss: 0.0312503 | Time: 2189.58 ms [2022-03-22 10:43:49 main:574] : INFO : Epoch 1676 | loss: 0.0312504 | val_loss: 0.0312499 | Time: 2248.37 ms [2022-03-22 10:43:51 main:574] : INFO : Epoch 1677 | loss: 0.0312498 | val_loss: 0.0312499 | Time: 2222.07 ms [2022-03-22 10:43:53 main:574] : INFO : Epoch 1678 | loss: 0.0312499 | val_loss: 0.0312498 | Time: 2162.07 ms [2022-03-22 10:43:55 main:574] : INFO : Epoch 1679 | loss: 0.0312497 | val_loss: 0.0312498 | Time: 2220.89 ms [2022-03-22 10:43:58 main:574] : INFO : Epoch 1680 | loss: 0.0312496 | val_loss: 0.0312506 | Time: 2211.56 ms [2022-03-22 10:44:00 main:574] : INFO : Epoch 1681 | loss: 0.0312505 | val_loss: 0.0312523 | Time: 2163.86 ms [2022-03-22 10:44:02 main:574] : INFO : Epoch 1682 | loss: 0.0312508 | val_loss: 0.0312498 | Time: 2199.83 ms [2022-03-22 10:44:04 main:574] : INFO : Epoch 1683 | loss: 0.0312497 | val_loss: 0.0312505 | Time: 2163.15 ms [2022-03-22 10:44:06 main:574] : INFO : Epoch 1684 | loss: 0.0312512 | val_loss: 0.0312505 | Time: 2201.22 ms [2022-03-22 10:44:08 main:574] : INFO : Epoch 1685 | loss: 0.03125 | val_loss: 0.0312511 | Time: 2231.55 ms [2022-03-22 10:44:11 main:574] : INFO : Epoch 1686 | loss: 0.0312504 | val_loss: 0.0312505 | Time: 2210.32 ms [2022-03-22 10:44:13 main:574] : INFO : Epoch 1687 | loss: 0.0312501 | val_loss: 0.0312506 | Time: 2200.48 ms [2022-03-22 10:44:15 main:574] : INFO : Epoch 1688 | loss: 0.0312497 | val_loss: 0.03125 | Time: 2191.1 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 SUPER) [2022-03-22 12:00:44 main:435] : INFO : Set logging level to 1 [2022-03-22 12:00:44 main:441] : INFO : Running in BOINC Client mode [2022-03-22 12:00:44 main:444] : INFO : Resolving all filenames [2022-03-22 12:00:44 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-03-22 12:00:44 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-03-22 12:00:44 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-03-22 12:00:44 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2022-03-22 12:00:44 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-03-22 12:00:44 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-03-22 12:00:44 main:474] : INFO : Configuration: [2022-03-22 12:00:44 main:475] : INFO : Model type: GRU [2022-03-22 12:00:44 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-03-22 12:00:44 main:477] : INFO : Max Epochs: 2048 [2022-03-22 12:00:44 main:478] : INFO : Batch Size: 128 [2022-03-22 12:00:44 main:479] : INFO : Learning Rate: 0.01 [2022-03-22 12:00:44 main:480] : INFO : Patience: 10 [2022-03-22 12:00:44 main:481] : INFO : Hidden Width: 12 [2022-03-22 12:00:44 main:482] : INFO : # Recurrent Layers: 4 [2022-03-22 12:00:44 main:483] : INFO : # Backend Layers: 4 [2022-03-22 12:00:44 main:484] : INFO : # Threads: 1 [2022-03-22 12:00:44 main:486] : INFO : Preparing Dataset [2022-03-22 12:00:44 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-03-22 12:00:44 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-03-22 12:00:45 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-03-22 12:00:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-03-22 12:00:45 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-03-22 12:00:45 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-03-22 12:00:45 main:494] : INFO : Creating Model [2022-03-22 12:00:45 main:507] : INFO : Preparing config file [2022-03-22 12:00:45 main:511] : INFO : Found checkpoint, attempting to load... [2022-03-22 12:00:45 main:512] : INFO : Loading config [2022-03-22 12:00:45 main:514] : INFO : Loading state [2022-03-22 12:00:46 main:559] : INFO : Loading DataLoader into Memory [2022-03-22 12:00:46 main:562] : INFO : Starting Training [2022-03-22 12:00:48 main:574] : INFO : Epoch 1689 | loss: 0.0312682 | val_loss: 0.0312521 | Time: 2279.39 ms [2022-03-22 12:00:50 main:574] : INFO : Epoch 1690 | loss: 0.0312524 | val_loss: 0.0312506 | Time: 2087.79 ms [2022-03-22 12:00:52 main:574] : INFO : Epoch 1691 | loss: 0.0312493 | val_loss: 0.0312485 | Time: 2127.26 ms [2022-03-22 12:00:55 main:574] : INFO : Epoch 1692 | loss: 0.0312479 | val_loss: 0.0312505 | Time: 2203.02 ms [2022-03-22 12:00:57 main:574] : INFO : Epoch 1693 | loss: 0.0312466 | val_loss: 0.031246 | Time: 2254.2 ms [2022-03-22 12:00:59 main:574] : INFO : Epoch 1694 | loss: 0.0312437 | val_loss: 0.0312546 | Time: 2246.36 ms [2022-03-22 12:01:01 main:574] : INFO : Epoch 1695 | loss: 0.0312423 | val_loss: 0.0312451 | Time: 2187.63 ms [2022-03-22 12:01:04 main:574] : INFO : Epoch 1696 | loss: 0.0312392 | val_loss: 0.0312386 | Time: 2194.45 ms [2022-03-22 12:01:06 main:574] : INFO : Epoch 1697 | loss: 0.0312341 | val_loss: 0.0312324 | Time: 2229.23 ms [2022-03-22 12:01:08 main:574] : INFO : Epoch 1698 | loss: 0.0312306 | val_loss: 0.0312287 | Time: 2177.1 ms [2022-03-22 12:01:10 main:574] : INFO : Epoch 1699 | loss: 0.0312274 | val_loss: 0.031228 | Time: 2208.52 ms [2022-03-22 12:01:12 main:574] : INFO : Epoch 1700 | loss: 0.0312228 | val_loss: 0.0312182 | Time: 2202.11 ms [2022-03-22 12:01:15 main:574] : INFO : Epoch 1701 | loss: 0.0312207 | val_loss: 0.0312156 | Time: 2211.91 ms [2022-03-22 12:01:17 main:574] : INFO : Epoch 1702 | loss: 0.0312193 | val_loss: 0.0312191 | Time: 2221 ms [2022-03-22 12:01:19 main:574] : INFO : Epoch 1703 | loss: 0.0312131 | val_loss: 0.0312073 | Time: 2202.11 ms [2022-03-22 12:01:21 main:574] : INFO : Epoch 1704 | loss: 0.0312058 | val_loss: 0.031206 | Time: 2188.74 ms [2022-03-22 12:01:23 main:574] : INFO : Epoch 1705 | loss: 0.0312085 | val_loss: 0.0312064 | Time: 2241.41 ms [2022-03-22 12:01:26 main:574] : INFO : Epoch 1706 | loss: 0.0312032 | val_loss: 0.0312018 | Time: 2174.91 ms [2022-03-22 12:01:28 main:574] : INFO : Epoch 1707 | loss: 0.031202 | val_loss: 0.0311988 | Time: 2150.13 ms [2022-03-22 12:01:30 main:574] : INFO : Epoch 1708 | loss: 0.0312001 | val_loss: 0.0311977 | Time: 2206.52 ms [2022-03-22 12:01:32 main:574] : INFO : Epoch 1709 | loss: 0.0311992 | val_loss: 0.0312005 | Time: 2258.15 ms [2022-03-22 12:01:34 main:574] : INFO : Epoch 1710 | loss: 0.0311987 | val_loss: 0.0312027 | Time: 2172.28 ms [2022-03-22 12:01:37 main:574] : INFO : Epoch 1711 | loss: 0.0311986 | val_loss: 0.0311951 | Time: 2242.22 ms [2022-03-22 12:01:39 main:574] : INFO : Epoch 1712 | loss: 0.0311952 | val_loss: 0.0311985 | Time: 2199.29 ms [2022-03-22 12:01:41 main:574] : INFO : Epoch 1713 | loss: 0.0311994 | val_loss: 0.0311903 | Time: 2190.91 ms [2022-03-22 12:01:43 main:574] : INFO : Epoch 1714 | loss: 0.0311935 | val_loss: 0.031191 | Time: 2158.77 ms [2022-03-22 12:01:46 main:574] : INFO : Epoch 1715 | loss: 0.0311936 | val_loss: 0.03119 | Time: 2252.12 ms [2022-03-22 12:01:48 main:574] : INFO : Epoch 1716 | loss: 0.0311917 | val_loss: 0.0311869 | Time: 2193.84 ms [2022-03-22 12:01:50 main:574] : INFO : Epoch 1717 | loss: 0.031193 | val_loss: 0.0311881 | Time: 2166.47 ms [2022-03-22 12:01:52 main:574] : INFO : Epoch 1718 | loss: 0.0311901 | val_loss: 0.0311833 | Time: 2296.1 ms [2022-03-22 12:01:54 main:574] : INFO : Epoch 1719 | loss: 0.0311877 | val_loss: 0.0311836 | Time: 2255.61 ms [2022-03-22 12:01:57 main:574] : INFO : Epoch 1720 | loss: 0.0311866 | val_loss: 0.0311821 | Time: 2181.66 ms [2022-03-22 12:01:59 main:574] : INFO : Epoch 1721 | loss: 0.0311871 | val_loss: 0.03119 | Time: 2205.36 ms [2022-03-22 12:02:01 main:574] : INFO : Epoch 1722 | loss: 0.0311899 | val_loss: 0.0311864 | Time: 2225.98 ms [2022-03-22 12:02:03 main:574] : INFO : Epoch 1723 | loss: 0.0311887 | val_loss: 0.0311851 | Time: 2221.86 ms [2022-03-22 12:02:05 main:574] : INFO : Epoch 1724 | loss: 0.0311868 | val_loss: 0.031185 | Time: 2175.22 ms [2022-03-22 12:02:08 main:574] : INFO : Epoch 1725 | loss: 0.0311887 | val_loss: 0.0311836 | Time: 2208.95 ms [2022-03-22 12:02:10 main:574] : INFO : Epoch 1726 | loss: 0.0311844 | val_loss: 0.0311832 | Time: 2185.03 ms [2022-03-22 12:02:12 main:574] : INFO : Epoch 1727 | loss: 0.0311819 | val_loss: 0.0311804 | Time: 2215.61 ms [2022-03-22 12:02:14 main:574] : INFO : Epoch 1728 | loss: 0.0311801 | val_loss: 0.0311804 | Time: 2242.05 ms [2022-03-22 12:02:17 main:574] : INFO : Epoch 1729 | loss: 0.0311867 | val_loss: 0.0311834 | Time: 2169.17 ms [2022-03-22 12:02:19 main:574] : INFO : Epoch 1730 | loss: 0.0311857 | val_loss: 0.0311796 | Time: 2254.8 ms [2022-03-22 12:02:21 main:574] : INFO : Epoch 1731 | loss: 0.0311842 | val_loss: 0.0311798 | Time: 2126.23 ms [2022-03-22 12:02:23 main:574] : INFO : Epoch 1732 | loss: 0.0311824 | val_loss: 0.0311809 | Time: 2224.83 ms [2022-03-22 12:02:25 main:574] : INFO : Epoch 1733 | loss: 0.0311778 | val_loss: 0.0311864 | Time: 2265.95 ms [2022-03-22 12:02:28 main:574] : INFO : Epoch 1734 | loss: 0.0311799 | val_loss: 0.0311869 | Time: 2213.47 ms [2022-03-22 12:02:30 main:574] : INFO : Epoch 1735 | loss: 0.0311783 | val_loss: 0.0311769 | Time: 2257.01 ms [2022-03-22 12:02:32 main:574] : INFO : Epoch 1736 | loss: 0.0311777 | val_loss: 0.0311872 | Time: 2239.82 ms [2022-03-22 12:02:34 main:574] : INFO : Epoch 1737 | loss: 0.0311828 | val_loss: 0.0311862 | Time: 2222.87 ms [2022-03-22 12:02:37 main:574] : INFO : Epoch 1738 | loss: 0.0311813 | val_loss: 0.0311764 | Time: 2168.14 ms [2022-03-22 12:02:39 main:574] : INFO : Epoch 1739 | loss: 0.0311748 | val_loss: 0.0311769 | Time: 2184.73 ms [2022-03-22 12:02:41 main:574] : INFO : Epoch 1740 | loss: 0.031175 | val_loss: 0.0311743 | Time: 2250.22 ms [2022-03-22 12:02:43 main:574] : INFO : Epoch 1741 | loss: 0.0311757 | val_loss: 0.0311746 | Time: 2219.63 ms [2022-03-22 12:02:45 main:574] : INFO : Epoch 1742 | loss: 0.0311756 | val_loss: 0.0311777 | Time: 2246.73 ms [2022-03-22 12:02:48 main:574] : INFO : Epoch 1743 | loss: 0.031171 | val_loss: 0.031174 | Time: 2240.76 ms [2022-03-22 12:02:50 main:574] : INFO : Epoch 1744 | loss: 0.0311714 | val_loss: 0.0311732 | Time: 2116.55 ms [2022-03-22 12:02:52 main:574] : INFO : Epoch 1745 | loss: 0.031174 | val_loss: 0.0311722 | Time: 2266.86 ms [2022-03-22 12:02:54 main:574] : INFO : Epoch 1746 | loss: 0.0311717 | val_loss: 0.0311725 | Time: 2227.69 ms [2022-03-22 12:02:57 main:574] : INFO : Epoch 1747 | loss: 0.0311692 | val_loss: 0.0311724 | Time: 2210.14 ms [2022-03-22 12:02:59 main:574] : INFO : Epoch 1748 | loss: 0.0311694 | val_loss: 0.0311736 | Time: 2208.02 ms [2022-03-22 12:03:01 main:574] : INFO : Epoch 1749 | loss: 0.0311689 | val_loss: 0.0311877 | Time: 2198.17 ms [2022-03-22 12:03:03 main:574] : INFO : Epoch 1750 | loss: 0.0311699 | val_loss: 0.0311698 | Time: 2253.49 ms [2022-03-22 12:03:06 main:574] : INFO : Epoch 1751 | loss: 0.031167 | val_loss: 0.031182 | Time: 2229.71 ms [2022-03-22 12:03:08 main:574] : INFO : Epoch 1752 | loss: 0.0311717 | val_loss: 0.0311699 | Time: 2246.39 ms [2022-03-22 12:03:10 main:574] : INFO : Epoch 1753 | loss: 0.0311677 | val_loss: 0.0311697 | Time: 2247.18 ms [2022-03-22 12:03:12 main:574] : INFO : Epoch 1754 | loss: 0.0311665 | val_loss: 0.0311684 | Time: 2223.3 ms [2022-03-22 12:03:14 main:574] : INFO : Epoch 1755 | loss: 0.0311724 | val_loss: 0.0311735 | Time: 2158.75 ms [2022-03-22 12:03:17 main:574] : INFO : Epoch 1756 | loss: 0.031169 | val_loss: 0.0311814 | Time: 2262.26 ms [2022-03-22 12:03:19 main:574] : INFO : Epoch 1757 | loss: 0.0311699 | val_loss: 0.0311729 | Time: 2200.24 ms [2022-03-22 12:03:21 main:574] : INFO : Epoch 1758 | loss: 0.0311692 | val_loss: 0.0311796 | Time: 2170.3 ms [2022-03-22 12:03:23 main:574] : INFO : Epoch 1759 | loss: 0.0311693 | val_loss: 0.0311684 | Time: 2165.64 ms [2022-03-22 12:03:25 main:574] : INFO : Epoch 1760 | loss: 0.0311628 | val_loss: 0.0311659 | Time: 2256.1 ms [2022-03-22 12:03:28 main:574] : INFO : Epoch 1761 | loss: 0.031167 | val_loss: 0.0311666 | Time: 2236.24 ms [2022-03-22 12:03:30 main:574] : INFO : Epoch 1762 | loss: 0.0311628 | val_loss: 0.0311664 | Time: 2181.69 ms [2022-03-22 12:03:32 main:574] : INFO : Epoch 1763 | loss: 0.0311638 | val_loss: 0.0311669 | Time: 2193.41 ms [2022-03-22 12:03:34 main:574] : INFO : Epoch 1764 | loss: 0.0311626 | val_loss: 0.031166 | Time: 2264.48 ms [2022-03-22 12:03:37 main:574] : INFO : Epoch 1765 | loss: 0.0311715 | val_loss: 0.0311748 | Time: 2209.44 ms [2022-03-22 12:03:39 main:574] : INFO : Epoch 1766 | loss: 0.0311746 | val_loss: 0.0311698 | Time: 2211.28 ms [2022-03-22 12:03:41 main:574] : INFO : Epoch 1767 | loss: 0.0311688 | val_loss: 0.0311658 | Time: 2235.43 ms [2022-03-22 12:03:43 main:574] : INFO : Epoch 1768 | loss: 0.0311668 | val_loss: 0.031167 | Time: 2192.11 ms [2022-03-22 12:03:45 main:574] : INFO : Epoch 1769 | loss: 0.031166 | val_loss: 0.0311649 | Time: 2219.23 ms [2022-03-22 12:03:48 main:574] : INFO : Epoch 1770 | loss: 0.0311625 | val_loss: 0.0311714 | Time: 2221.63 ms [2022-03-22 12:03:50 main:574] : INFO : Epoch 1771 | loss: 0.0311653 | val_loss: 0.0311678 | Time: 2182 ms [2022-03-22 12:03:52 main:574] : INFO : Epoch 1772 | loss: 0.0311627 | val_loss: 0.0311622 | Time: 2242.41 ms [2022-03-22 12:03:54 main:574] : INFO : Epoch 1773 | loss: 0.0311616 | val_loss: 0.0311615 | Time: 2244.86 ms [2022-03-22 12:03:57 main:574] : INFO : Epoch 1774 | loss: 0.03116 | val_loss: 0.0311611 | Time: 2197.78 ms [2022-03-22 12:03:59 main:574] : INFO : Epoch 1775 | loss: 0.0311601 | val_loss: 0.031171 | Time: 2216.66 ms [2022-03-22 12:04:01 main:574] : INFO : Epoch 1776 | loss: 0.0311604 | val_loss: 0.0311617 | Time: 2172.16 ms [2022-03-22 12:04:03 main:574] : INFO : Epoch 1777 | loss: 0.0311586 | val_loss: 0.0311656 | Time: 2308.41 ms [2022-03-22 12:04:06 main:574] : INFO : Epoch 1778 | loss: 0.0311609 | val_loss: 0.031165 | Time: 2234.57 ms [2022-03-22 12:04:08 main:574] : INFO : Epoch 1779 | loss: 0.031163 | val_loss: 0.0311612 | Time: 2247.8 ms [2022-03-22 12:04:10 main:574] : INFO : Epoch 1780 | loss: 0.0311566 | val_loss: 0.0311617 | Time: 2224.98 ms [2022-03-22 12:04:12 main:574] : INFO : Epoch 1781 | loss: 0.0311566 | val_loss: 0.0311633 | Time: 2204.5 ms [2022-03-22 12:04:14 main:574] : INFO : Epoch 1782 | loss: 0.0311557 | val_loss: 0.0311631 | Time: 2228.69 ms [2022-03-22 12:04:17 main:574] : INFO : Epoch 1783 | loss: 0.0311561 | val_loss: 0.0311616 | Time: 2219.33 ms [2022-03-22 12:04:19 main:574] : INFO : Epoch 1784 | loss: 0.0311567 | val_loss: 0.0311607 | Time: 2188.93 ms [2022-03-22 12:04:21 main:574] : INFO : Epoch 1785 | loss: 0.031154 | val_loss: 0.0311603 | Time: 2285.27 ms [2022-03-22 12:04:23 main:574] : INFO : Epoch 1786 | loss: 0.0311539 | val_loss: 0.0311642 | Time: 2230.18 ms [2022-03-22 12:04:26 main:574] : INFO : Epoch 1787 | loss: 0.0311533 | val_loss: 0.031163 | Time: 2251.18 ms [2022-03-22 12:04:28 main:574] : INFO : Epoch 1788 | loss: 0.0311532 | val_loss: 0.0311692 | Time: 2222.6 ms [2022-03-22 12:04:30 main:574] : INFO : Epoch 1789 | loss: 0.0311549 | val_loss: 0.0311595 | Time: 2242.06 ms [2022-03-22 12:04:32 main:574] : INFO : Epoch 1790 | loss: 0.0311517 | val_loss: 0.0311598 | Time: 2192.7 ms [2022-03-22 12:04:35 main:574] : INFO : Epoch 1791 | loss: 0.0311502 | val_loss: 0.0311585 | Time: 2159.82 ms [2022-03-22 12:04:37 main:574] : INFO : Epoch 1792 | loss: 0.0311494 | val_loss: 0.031159 | Time: 2212.65 ms [2022-03-22 12:04:39 main:574] : INFO : Epoch 1793 | loss: 0.0311496 | val_loss: 0.0311578 | Time: 2196.82 ms [2022-03-22 12:04:41 main:574] : INFO : Epoch 1794 | loss: 0.0311498 | val_loss: 0.0311599 | Time: 2229.09 ms [2022-03-22 12:04:43 main:574] : INFO : Epoch 1795 | loss: 0.0311487 | val_loss: 0.0311619 | Time: 2211 ms [2022-03-22 12:04:46 main:574] : INFO : Epoch 1796 | loss: 0.0311502 | val_loss: 0.0311627 | Time: 2174.39 ms [2022-03-22 12:04:48 main:574] : INFO : Epoch 1797 | loss: 0.0311512 | val_loss: 0.0311605 | Time: 2209.54 ms [2022-03-22 12:04:50 main:574] : INFO : Epoch 1798 | loss: 0.0311512 | val_loss: 0.0311588 | Time: 2206 ms [2022-03-22 12:04:52 main:574] : INFO : Epoch 1799 | loss: 0.0311501 | val_loss: 0.031158 | Time: 2286.5 ms [2022-03-22 12:04:54 main:574] : INFO : Epoch 1800 | loss: 0.0311489 | val_loss: 0.0311582 | Time: 2173.84 ms [2022-03-22 12:04:57 main:574] : INFO : Epoch 1801 | loss: 0.0311492 | val_loss: 0.0311645 | Time: 2273.01 ms [2022-03-22 12:04:59 main:574] : INFO : Epoch 1802 | loss: 0.0311535 | val_loss: 0.0311696 | Time: 2218.46 ms [2022-03-22 12:05:01 main:574] : INFO : Epoch 1803 | loss: 0.0311553 | val_loss: 0.0311686 | Time: 2191.24 ms [2022-03-22 12:05:03 main:574] : INFO : Epoch 1804 | loss: 0.0311619 | val_loss: 0.0311624 | Time: 2220.63 ms [2022-03-22 12:05:06 main:574] : INFO : Epoch 1805 | loss: 0.0311584 | val_loss: 0.0311636 | Time: 2266.98 ms [2022-03-22 12:05:08 main:574] : INFO : Epoch 1806 | loss: 0.0311568 | val_loss: 0.0311675 | Time: 2239.11 ms [2022-03-22 12:05:10 main:574] : INFO : Epoch 1807 | loss: 0.0311549 | val_loss: 0.0311644 | Time: 2206.68 ms [2022-03-22 12:05:12 main:574] : INFO : Epoch 1808 | loss: 0.0311576 | val_loss: 0.0311791 | Time: 2259.02 ms [2022-03-22 12:05:15 main:574] : INFO : Epoch 1809 | loss: 0.0311565 | val_loss: 0.0311582 | Time: 2264.28 ms [2022-03-22 12:05:17 main:574] : INFO : Epoch 1810 | loss: 0.031148 | val_loss: 0.0311593 | Time: 2190.88 ms [2022-03-22 12:05:19 main:574] : INFO : Epoch 1811 | loss: 0.0311485 | val_loss: 0.0311613 | Time: 2222.47 ms [2022-03-22 12:05:21 main:574] : INFO : Epoch 1812 | loss: 0.0311514 | val_loss: 0.0311623 | Time: 2242.63 ms [2022-03-22 12:05:23 main:574] : INFO : Epoch 1813 | loss: 0.0311557 | val_loss: 0.0311625 | Time: 2147.97 ms [2022-03-22 12:05:26 main:574] : INFO : Epoch 1814 | loss: 0.0311522 | val_loss: 0.0311582 | Time: 2247.97 ms [2022-03-22 12:05:28 main:574] : INFO : Epoch 1815 | loss: 0.0311519 | val_loss: 0.0311633 | Time: 2246.56 ms [2022-03-22 12:05:30 main:574] : INFO : Epoch 1816 | loss: 0.0311541 | val_loss: 0.03116 | Time: 2175.41 ms [2022-03-22 12:05:32 main:574] : INFO : Epoch 1817 | loss: 0.0311504 | val_loss: 0.0311581 | Time: 2222.09 ms [2022-03-22 12:05:35 main:574] : INFO : Epoch 1818 | loss: 0.0311489 | val_loss: 0.0311618 | Time: 2154.8 ms [2022-03-22 12:05:37 main:574] : INFO : Epoch 1819 | loss: 0.0311509 | val_loss: 0.031162 | Time: 2176.53 ms [2022-03-22 12:05:39 main:574] : INFO : Epoch 1820 | loss: 0.0311513 | val_loss: 0.0311574 | Time: 2246.94 ms [2022-03-22 12:05:41 main:574] : INFO : Epoch 1821 | loss: 0.0311474 | val_loss: 0.031156 | Time: 2200.71 ms [2022-03-22 12:05:43 main:574] : INFO : Epoch 1822 | loss: 0.0311473 | val_loss: 0.031158 | Time: 2254.86 ms [2022-03-22 12:05:46 main:574] : INFO : Epoch 1823 | loss: 0.0311513 | val_loss: 0.0311584 | Time: 2220.43 ms [2022-03-22 12:05:48 main:574] : INFO : Epoch 1824 | loss: 0.0311484 | val_loss: 0.0311567 | Time: 2227.68 ms [2022-03-22 12:05:50 main:574] : INFO : Epoch 1825 | loss: 0.0311465 | val_loss: 0.0311589 | Time: 2239.68 ms [2022-03-22 12:05:52 main:574] : INFO : Epoch 1826 | loss: 0.0311452 | val_loss: 0.0311582 | Time: 2228.72 ms [2022-03-22 12:05:55 main:574] : INFO : Epoch 1827 | loss: 0.031144 | val_loss: 0.0311591 | Time: 2191.5 ms [2022-03-22 12:05:57 main:574] : INFO : Epoch 1828 | loss: 0.0311433 | val_loss: 0.0311562 | Time: 2195.23 ms [2022-03-22 12:05:59 main:574] : INFO : Epoch 1829 | loss: 0.0311434 | val_loss: 0.031158 | Time: 2186.45 ms [2022-03-22 12:06:01 main:574] : INFO : Epoch 1830 | loss: 0.0311451 | val_loss: 0.0311589 | Time: 2171.66 ms [2022-03-22 12:06:03 main:574] : INFO : Epoch 1831 | loss: 0.0311426 | val_loss: 0.0311616 | Time: 2263.44 ms [2022-03-22 12:06:06 main:574] : INFO : Epoch 1832 | loss: 0.0311435 | val_loss: 0.031168 | Time: 2190.29 ms [2022-03-22 12:06:08 main:574] : INFO : Epoch 1833 | loss: 0.0311456 | val_loss: 0.0311587 | Time: 2155.69 ms [2022-03-22 12:06:10 main:574] : INFO : Epoch 1834 | loss: 0.0311406 | val_loss: 0.0311588 | Time: 2298.84 ms [2022-03-22 12:06:12 main:574] : INFO : Epoch 1835 | loss: 0.0311406 | val_loss: 0.0311599 | Time: 2231.8 ms [2022-03-22 12:06:15 main:574] : INFO : Epoch 1836 | loss: 0.0311419 | val_loss: 0.0311594 | Time: 2187.33 ms [2022-03-22 12:06:17 main:574] : INFO : Epoch 1837 | loss: 0.0311469 | val_loss: 0.0311596 | Time: 2180.85 ms [2022-03-22 12:06:19 main:574] : INFO : Epoch 1838 | loss: 0.0311508 | val_loss: 0.0311589 | Time: 2173.4 ms [2022-03-22 12:06:21 main:574] : INFO : Epoch 1839 | loss: 0.0311463 | val_loss: 0.0311592 | Time: 2238.3 ms [2022-03-22 12:06:23 main:574] : INFO : Epoch 1840 | loss: 0.0311557 | val_loss: 0.0311653 | Time: 2173.46 ms [2022-03-22 12:06:25 main:574] : INFO : Epoch 1841 | loss: 0.0311647 | val_loss: 0.0311677 | Time: 2117.88 ms [2022-03-22 12:06:28 main:574] : INFO : Epoch 1842 | loss: 0.0311574 | val_loss: 0.0311616 | Time: 2284.63 ms [2022-03-22 12:06:30 main:574] : INFO : Epoch 1843 | loss: 0.0311514 | val_loss: 0.0311599 | Time: 2191.33 ms [2022-03-22 12:06:32 main:574] : INFO : Epoch 1844 | loss: 0.0311475 | val_loss: 0.0311642 | Time: 2159.14 ms [2022-03-22 12:06:34 main:574] : INFO : Epoch 1845 | loss: 0.0311451 | val_loss: 0.0311614 | Time: 2202.11 ms [2022-03-22 12:06:37 main:574] : INFO : Epoch 1846 | loss: 0.0311455 | val_loss: 0.0311635 | Time: 2253.48 ms [2022-03-22 12:06:39 main:574] : INFO : Epoch 1847 | loss: 0.0311468 | val_loss: 0.0311591 | Time: 2262 ms [2022-03-22 12:06:41 main:574] : INFO : Epoch 1848 | loss: 0.0311428 | val_loss: 0.0311575 | Time: 2183.24 ms [2022-03-22 12:06:43 main:574] : INFO : Epoch 1849 | loss: 0.0311406 | val_loss: 0.0311597 | Time: 2211.28 ms [2022-03-22 12:06:45 main:574] : INFO : Epoch 1850 | loss: 0.0311414 | val_loss: 0.0311588 | Time: 2183.73 ms [2022-03-22 12:06:48 main:574] : INFO : Epoch 1851 | loss: 0.0311455 | val_loss: 0.0311584 | Time: 2159.96 ms [2022-03-22 12:06:50 main:574] : INFO : Epoch 1852 | loss: 0.0311404 | val_loss: 0.0311608 | Time: 2200.51 ms [2022-03-22 12:06:52 main:574] : INFO : Epoch 1853 | loss: 0.0311409 | val_loss: 0.0311602 | Time: 2179.99 ms [2022-03-22 12:06:54 main:574] : INFO : Epoch 1854 | loss: 0.0311418 | val_loss: 0.0311601 | Time: 2252.09 ms [2022-03-22 12:06:57 main:574] : INFO : Epoch 1855 | loss: 0.0311578 | val_loss: 0.0312271 | Time: 2272.35 ms [2022-03-22 12:06:59 main:574] : INFO : Epoch 1856 | loss: 0.0311682 | val_loss: 0.0311652 | Time: 2193 ms [2022-03-22 12:07:01 main:574] : INFO : Epoch 1857 | loss: 0.0311489 | val_loss: 0.0311613 | Time: 2262.49 ms [2022-03-22 12:07:03 main:574] : INFO : Epoch 1858 | loss: 0.0311414 | val_loss: 0.0311626 | Time: 2167.39 ms [2022-03-22 12:07:05 main:574] : INFO : Epoch 1859 | loss: 0.0311438 | val_loss: 0.0311591 | Time: 2230.26 ms [2022-03-22 12:07:08 main:574] : INFO : Epoch 1860 | loss: 0.0311465 | val_loss: 0.0311615 | Time: 2186.8 ms [2022-03-22 12:07:10 main:574] : INFO : Epoch 1861 | loss: 0.0311415 | val_loss: 0.0311574 | Time: 2207.52 ms [2022-03-22 12:07:12 main:574] : INFO : Epoch 1862 | loss: 0.0311412 | val_loss: 0.0311567 | Time: 2156.77 ms [2022-03-22 12:07:14 main:574] : INFO : Epoch 1863 | loss: 0.0311404 | val_loss: 0.0311626 | Time: 2196.55 ms [2022-03-22 12:07:16 main:574] : INFO : Epoch 1864 | loss: 0.0311428 | val_loss: 0.0311563 | Time: 2235.81 ms [2022-03-22 12:07:19 main:574] : INFO : Epoch 1865 | loss: 0.0311388 | val_loss: 0.0311608 | Time: 2193.17 ms [2022-03-22 12:07:21 main:574] : INFO : Epoch 1866 | loss: 0.0311375 | val_loss: 0.0311587 | Time: 2278.86 ms [2022-03-22 12:07:23 main:574] : INFO : Epoch 1867 | loss: 0.0311376 | val_loss: 0.0311626 | Time: 2143.64 ms [2022-03-22 12:07:25 main:574] : INFO : Epoch 1868 | loss: 0.031138 | val_loss: 0.031162 | Time: 2193.61 ms [2022-03-22 12:07:27 main:574] : INFO : Epoch 1869 | loss: 0.0311411 | val_loss: 0.0311594 | Time: 2241.39 ms [2022-03-22 12:07:30 main:574] : INFO : Epoch 1870 | loss: 0.0311402 | val_loss: 0.0311599 | Time: 2182.51 ms [2022-03-22 12:07:32 main:574] : INFO : Epoch 1871 | loss: 0.0311388 | val_loss: 0.03116 | Time: 2262.24 ms [2022-03-22 12:07:34 main:574] : INFO : Epoch 1872 | loss: 0.031139 | val_loss: 0.0311595 | Time: 2238.16 ms [2022-03-22 12:07:36 main:574] : INFO : Epoch 1873 | loss: 0.0311381 | val_loss: 0.0311639 | Time: 2203.07 ms [2022-03-22 12:07:39 main:574] : INFO : Epoch 1874 | loss: 0.0311405 | val_loss: 0.0311726 | Time: 2251.77 ms [2022-03-22 12:07:41 main:574] : INFO : Epoch 1875 | loss: 0.031141 | val_loss: 0.0311681 | Time: 2155.96 ms [2022-03-22 12:07:43 main:574] : INFO : Epoch 1876 | loss: 0.0311366 | val_loss: 0.0311616 | Time: 2173.25 ms [2022-03-22 12:07:45 main:574] : INFO : Epoch 1877 | loss: 0.0311355 | val_loss: 0.0311625 | Time: 2182.11 ms [2022-03-22 12:07:47 main:574] : INFO : Epoch 1878 | loss: 0.0311359 | val_loss: 0.031161 | Time: 2225.32 ms [2022-03-22 12:07:50 main:574] : INFO : Epoch 1879 | loss: 0.0311429 | val_loss: 0.0311556 | Time: 2206.98 ms [2022-03-22 12:07:52 main:574] : INFO : Epoch 1880 | loss: 0.0311425 | val_loss: 0.0311598 | Time: 2226.76 ms [2022-03-22 12:07:54 main:574] : INFO : Epoch 1881 | loss: 0.0311397 | val_loss: 0.0311544 | Time: 2165.91 ms [2022-03-22 12:07:56 main:574] : INFO : Epoch 1882 | loss: 0.0311384 | val_loss: 0.0311577 | Time: 2179.6 ms [2022-03-22 12:07:58 main:574] : INFO : Epoch 1883 | loss: 0.0311369 | val_loss: 0.0311623 | Time: 2212.69 ms [2022-03-22 12:08:01 main:574] : INFO : Epoch 1884 | loss: 0.0311375 | val_loss: 0.0311604 | Time: 2272.04 ms [2022-03-22 12:08:03 main:574] : INFO : Epoch 1885 | loss: 0.031135 | val_loss: 0.0311652 | Time: 2173.64 ms [2022-03-22 12:08:05 main:574] : INFO : Epoch 1886 | loss: 0.0311355 | val_loss: 0.0311634 | Time: 2191.61 ms [2022-03-22 12:08:07 main:574] : INFO : Epoch 1887 | loss: 0.0311341 | val_loss: 0.0311613 | Time: 2236.81 ms [2022-03-22 12:08:10 main:574] : INFO : Epoch 1888 | loss: 0.0311334 | val_loss: 0.0311556 | Time: 2214.13 ms [2022-03-22 12:08:12 main:574] : INFO : Epoch 1889 | loss: 0.031135 | val_loss: 0.0311591 | Time: 2273.97 ms [2022-03-22 12:08:14 main:574] : INFO : Epoch 1890 | loss: 0.031133 | val_loss: 0.0311663 | Time: 2220.67 ms [2022-03-22 12:08:16 main:574] : INFO : Epoch 1891 | loss: 0.0311366 | val_loss: 0.0311618 | Time: 2170.27 ms [2022-03-22 12:08:18 main:574] : INFO : Epoch 1892 | loss: 0.031133 | val_loss: 0.0311641 | Time: 2264.06 ms [2022-03-22 12:08:21 main:574] : INFO : Epoch 1893 | loss: 0.0311325 | val_loss: 0.0311633 | Time: 2142.83 ms [2022-03-22 12:08:23 main:574] : INFO : Epoch 1894 | loss: 0.0311323 | val_loss: 0.0311606 | Time: 2288.11 ms [2022-03-22 12:08:25 main:574] : INFO : Epoch 1895 | loss: 0.0311341 | val_loss: 0.0311692 | Time: 2174.24 ms [2022-03-22 12:08:27 main:574] : INFO : Epoch 1896 | loss: 0.0311318 | val_loss: 0.0311626 | Time: 2290.95 ms [2022-03-22 12:08:30 main:574] : INFO : Epoch 1897 | loss: 0.0311326 | val_loss: 0.0311608 | Time: 2230.43 ms [2022-03-22 12:08:32 main:574] : INFO : Epoch 1898 | loss: 0.0311301 | val_loss: 0.0311609 | Time: 2211.94 ms [2022-03-22 12:08:34 main:574] : INFO : Epoch 1899 | loss: 0.0311329 | val_loss: 0.03116 | Time: 2150.37 ms [2022-03-22 12:08:36 main:574] : INFO : Epoch 1900 | loss: 0.0311322 | val_loss: 0.0311588 | Time: 2191.47 ms [2022-03-22 12:08:38 main:574] : INFO : Epoch 1901 | loss: 0.0311322 | val_loss: 0.0311642 | Time: 2213.29 ms [2022-03-22 12:08:41 main:574] : INFO : Epoch 1902 | loss: 0.0311372 | val_loss: 0.0311663 | Time: 2184.72 ms [2022-03-22 12:08:43 main:574] : INFO : Epoch 1903 | loss: 0.0311342 | val_loss: 0.0311771 | Time: 2319.5 ms [2022-03-22 12:08:45 main:574] : INFO : Epoch 1904 | loss: 0.0311351 | val_loss: 0.0311605 | Time: 2193.81 ms [2022-03-22 12:08:47 main:574] : INFO : Epoch 1905 | loss: 0.0311371 | val_loss: 0.0311733 | Time: 2221.24 ms [2022-03-22 12:08:50 main:574] : INFO : Epoch 1906 | loss: 0.031133 | val_loss: 0.0311586 | Time: 2276.1 ms [2022-03-22 12:08:52 main:574] : INFO : Epoch 1907 | loss: 0.0311342 | val_loss: 0.0311669 | Time: 2239.03 ms [2022-03-22 12:08:54 main:574] : INFO : Epoch 1908 | loss: 0.0311318 | val_loss: 0.0311647 | Time: 2265.08 ms [2022-03-22 12:08:56 main:574] : INFO : Epoch 1909 | loss: 0.0311351 | val_loss: 0.0311608 | Time: 2238.77 ms [2022-03-22 12:08:59 main:574] : INFO : Epoch 1910 | loss: 0.0311346 | val_loss: 0.0311592 | Time: 2285.67 ms [2022-03-22 12:09:01 main:574] : INFO : Epoch 1911 | loss: 0.0311311 | val_loss: 0.0311645 | Time: 2275.71 ms [2022-03-22 12:09:03 main:574] : INFO : Epoch 1912 | loss: 0.0311305 | val_loss: 0.0311637 | Time: 2209.3 ms [2022-03-22 12:09:05 main:574] : INFO : Epoch 1913 | loss: 0.031129 | val_loss: 0.0311641 | Time: 2204.9 ms [2022-03-22 12:09:08 main:574] : INFO : Epoch 1914 | loss: 0.031131 | val_loss: 0.0311605 | Time: 2192.57 ms [2022-03-22 12:09:10 main:574] : INFO : Epoch 1915 | loss: 0.0311295 | val_loss: 0.0311656 | Time: 2274.49 ms [2022-03-22 12:09:12 main:574] : INFO : Epoch 1916 | loss: 0.0311335 | val_loss: 0.0311641 | Time: 2227.57 ms [2022-03-22 12:09:14 main:574] : INFO : Epoch 1917 | loss: 0.0311287 | val_loss: 0.0311697 | Time: 2243.27 ms [2022-03-22 12:09:17 main:574] : INFO : Epoch 1918 | loss: 0.0311296 | val_loss: 0.0311676 | Time: 2150.54 ms [2022-03-22 12:09:19 main:574] : INFO : Epoch 1919 | loss: 0.0311301 | val_loss: 0.0311627 | Time: 2208.71 ms [2022-03-22 12:09:21 main:574] : INFO : Epoch 1920 | loss: 0.0311364 | val_loss: 0.0311646 | Time: 2248.71 ms [2022-03-22 12:09:23 main:574] : INFO : Epoch 1921 | loss: 0.0311342 | val_loss: 0.0311647 | Time: 2170.81 ms [2022-03-22 12:09:25 main:574] : INFO : Epoch 1922 | loss: 0.0311479 | val_loss: 0.0311638 | Time: 2184.67 ms [2022-03-22 12:09:28 main:574] : INFO : Epoch 1923 | loss: 0.0311544 | val_loss: 0.0311657 | Time: 2217.51 ms [2022-03-22 12:09:30 main:574] : INFO : Epoch 1924 | loss: 0.0311512 | val_loss: 0.0311569 | Time: 2196.8 ms [2022-03-22 12:09:32 main:574] : INFO : Epoch 1925 | loss: 0.0311429 | val_loss: 0.0311602 | Time: 2193.11 ms [2022-03-22 12:09:34 main:574] : INFO : Epoch 1926 | loss: 0.0311389 | val_loss: 0.0311581 | Time: 2243.59 ms [2022-03-22 12:09:36 main:574] : INFO : Epoch 1927 | loss: 0.0311376 | val_loss: 0.031161 | Time: 2238.42 ms [2022-03-22 12:09:39 main:574] : INFO : Epoch 1928 | loss: 0.0311353 | val_loss: 0.031165 | Time: 2240.55 ms [2022-03-22 12:09:41 main:574] : INFO : Epoch 1929 | loss: 0.0311354 | val_loss: 0.0311604 | Time: 2298.42 ms [2022-03-22 12:09:43 main:574] : INFO : Epoch 1930 | loss: 0.0311367 | val_loss: 0.0311694 | Time: 2259.71 ms [2022-03-22 12:09:45 main:574] : INFO : Epoch 1931 | loss: 0.0311324 | val_loss: 0.0311626 | Time: 2181.8 ms [2022-03-22 12:09:48 main:574] : INFO : Epoch 1932 | loss: 0.0311362 | val_loss: 0.0311599 | Time: 2198.42 ms [2022-03-22 12:09:50 main:574] : INFO : Epoch 1933 | loss: 0.0311326 | val_loss: 0.0311654 | Time: 2258.83 ms [2022-03-22 12:09:52 main:574] : INFO : Epoch 1934 | loss: 0.0311303 | val_loss: 0.0311584 | Time: 2206.21 ms [2022-03-22 12:09:54 main:574] : INFO : Epoch 1935 | loss: 0.0311312 | val_loss: 0.0311623 | Time: 2208.69 ms [2022-03-22 12:09:57 main:574] : INFO : Epoch 1936 | loss: 0.0311298 | val_loss: 0.0311611 | Time: 2241.58 ms [2022-03-22 12:09:59 main:574] : INFO : Epoch 1937 | loss: 0.0311264 | val_loss: 0.0311693 | Time: 2246.72 ms [2022-03-22 12:10:01 main:574] : INFO : Epoch 1938 | loss: 0.0311274 | val_loss: 0.0311594 | Time: 2190.1 ms [2022-03-22 12:10:03 main:574] : INFO : Epoch 1939 | loss: 0.0311278 | val_loss: 0.0311618 | Time: 2234.66 ms [2022-03-22 12:10:06 main:574] : INFO : Epoch 1940 | loss: 0.031127 | val_loss: 0.0311681 | Time: 2180.86 ms [2022-03-22 12:10:08 main:574] : INFO : Epoch 1941 | loss: 0.0311338 | val_loss: 0.031159 | Time: 2210.56 ms [2022-03-22 12:10:10 main:574] : INFO : Epoch 1942 | loss: 0.0311293 | val_loss: 0.0311636 | Time: 2236.34 ms [2022-03-22 12:10:12 main:574] : INFO : Epoch 1943 | loss: 0.0311294 | val_loss: 0.0311641 | Time: 2216.8 ms [2022-03-22 12:10:14 main:574] : INFO : Epoch 1944 | loss: 0.0311291 | val_loss: 0.031164 | Time: 2148.91 ms [2022-03-22 12:10:17 main:574] : INFO : Epoch 1945 | loss: 0.0311299 | val_loss: 0.0311612 | Time: 2203.62 ms [2022-03-22 12:10:19 main:574] : INFO : Epoch 1946 | loss: 0.0311298 | val_loss: 0.0311628 | Time: 2180.52 ms [2022-03-22 12:10:21 main:574] : INFO : Epoch 1947 | loss: 0.03113 | val_loss: 0.0311646 | Time: 2251.6 ms [2022-03-22 12:10:23 main:574] : INFO : Epoch 1948 | loss: 0.0311336 | val_loss: 0.0311642 | Time: 2205.94 ms [2022-03-22 12:10:25 main:574] : INFO : Epoch 1949 | loss: 0.0311303 | val_loss: 0.0311575 | Time: 2241.89 ms [2022-03-22 12:10:28 main:574] : INFO : Epoch 1950 | loss: 0.0311267 | val_loss: 0.0311675 | Time: 2242.26 ms [2022-03-22 12:10:30 main:574] : INFO : Epoch 1951 | loss: 0.0311256 | val_loss: 0.0311644 | Time: 2306.64 ms [2022-03-22 12:10:32 main:574] : INFO : Epoch 1952 | loss: 0.0311256 | val_loss: 0.0311799 | Time: 2235 ms [2022-03-22 12:10:35 main:574] : INFO : Epoch 1953 | loss: 0.0311285 | val_loss: 0.0311628 | Time: 2247.13 ms [2022-03-22 12:10:37 main:574] : INFO : Epoch 1954 | loss: 0.0311286 | val_loss: 0.0311625 | Time: 2270.49 ms [2022-03-22 12:10:39 main:574] : INFO : Epoch 1955 | loss: 0.031126 | val_loss: 0.0311701 | Time: 2208.95 ms [2022-03-22 12:10:41 main:574] : INFO : Epoch 1956 | loss: 0.031131 | val_loss: 0.0311783 | Time: 2245.65 ms [2022-03-22 12:10:43 main:574] : INFO : Epoch 1957 | loss: 0.0311431 | val_loss: 0.0311722 | Time: 2181.34 ms [2022-03-22 12:10:46 main:574] : INFO : Epoch 1958 | loss: 0.0311324 | val_loss: 0.0311607 | Time: 2226.53 ms [2022-03-22 12:10:48 main:574] : INFO : Epoch 1959 | loss: 0.0311285 | val_loss: 0.0311664 | Time: 2264.53 ms [2022-03-22 12:10:50 main:574] : INFO : Epoch 1960 | loss: 0.0311303 | val_loss: 0.0311604 | Time: 2259.65 ms [2022-03-22 12:10:52 main:574] : INFO : Epoch 1961 | loss: 0.0311284 | val_loss: 0.0311635 | Time: 2219.93 ms [2022-03-22 12:10:55 main:574] : INFO : Epoch 1962 | loss: 0.0311268 | val_loss: 0.0311721 | Time: 2228.35 ms [2022-03-22 12:10:57 main:574] : INFO : Epoch 1963 | loss: 0.0311264 | val_loss: 0.0311702 | Time: 2246.74 ms [2022-03-22 12:10:59 main:574] : INFO : Epoch 1964 | loss: 0.0311282 | val_loss: 0.0311619 | Time: 2236.86 ms [2022-03-22 12:11:01 main:574] : INFO : Epoch 1965 | loss: 0.0311572 | val_loss: 0.0311647 | Time: 2209.56 ms [2022-03-22 12:11:04 main:574] : INFO : Epoch 1966 | loss: 0.0311541 | val_loss: 0.0311628 | Time: 2274.58 ms [2022-03-22 12:11:06 main:574] : INFO : Epoch 1967 | loss: 0.0311486 | val_loss: 0.0311617 | Time: 2272.11 ms [2022-03-22 12:11:08 main:574] : INFO : Epoch 1968 | loss: 0.0311454 | val_loss: 0.0311608 | Time: 2167.51 ms [2022-03-22 12:11:10 main:574] : INFO : Epoch 1969 | loss: 0.0311413 | val_loss: 0.0311636 | Time: 2229.28 ms [2022-03-22 12:11:13 main:574] : INFO : Epoch 1970 | loss: 0.031139 | val_loss: 0.0311591 | Time: 2262.41 ms [2022-03-22 12:11:15 main:574] : INFO : Epoch 1971 | loss: 0.0311344 | val_loss: 0.0311615 | Time: 2170.26 ms [2022-03-22 12:11:17 main:574] : INFO : Epoch 1972 | loss: 0.0311315 | val_loss: 0.0311619 | Time: 2213.36 ms [2022-03-22 12:11:19 main:574] : INFO : Epoch 1973 | loss: 0.031132 | val_loss: 0.0311596 | Time: 2238.37 ms [2022-03-22 12:11:21 main:574] : INFO : Epoch 1974 | loss: 0.0311319 | val_loss: 0.0311577 | Time: 2189.4 ms [2022-03-22 12:11:24 main:574] : INFO : Epoch 1975 | loss: 0.0311362 | val_loss: 0.031164 | Time: 2225.14 ms [2022-03-22 12:11:26 main:574] : INFO : Epoch 1976 | loss: 0.0311346 | val_loss: 0.0311661 | Time: 2228.08 ms [2022-03-22 12:11:28 main:574] : INFO : Epoch 1977 | loss: 0.0311325 | val_loss: 0.0311631 | Time: 2182.58 ms [2022-03-22 12:11:30 main:574] : INFO : Epoch 1978 | loss: 0.0311304 | val_loss: 0.031167 | Time: 2155.93 ms [2022-03-22 12:11:32 main:574] : INFO : Epoch 1979 | loss: 0.0311296 | val_loss: 0.0311625 | Time: 2156.54 ms [2022-03-22 12:11:35 main:574] : INFO : Epoch 1980 | loss: 0.0311293 | val_loss: 0.031162 | Time: 2179.99 ms [2022-03-22 12:11:37 main:574] : INFO : Epoch 1981 | loss: 0.0311289 | val_loss: 0.031168 | Time: 2204.15 ms [2022-03-22 12:11:39 main:574] : INFO : Epoch 1982 | loss: 0.0311281 | val_loss: 0.0311676 | Time: 2242.29 ms [2022-03-22 12:11:41 main:574] : INFO : Epoch 1983 | loss: 0.0311298 | val_loss: 0.0311729 | Time: 2199.79 ms [2022-03-22 12:11:43 main:574] : INFO : Epoch 1984 | loss: 0.0311306 | val_loss: 0.0311686 | Time: 2226.59 ms [2022-03-22 12:11:46 main:574] : INFO : Epoch 1985 | loss: 0.0311268 | val_loss: 0.0311621 | Time: 2217.24 ms [2022-03-22 12:11:48 main:574] : INFO : Epoch 1986 | loss: 0.031126 | val_loss: 0.0311711 | Time: 2223.96 ms [2022-03-22 12:11:50 main:574] : INFO : Epoch 1987 | loss: 0.0311343 | val_loss: 0.0311691 | Time: 2177.66 ms [2022-03-22 12:11:52 main:574] : INFO : Epoch 1988 | loss: 0.0311344 | val_loss: 0.0311632 | Time: 2153.1 ms [2022-03-22 12:11:55 main:574] : INFO : Epoch 1989 | loss: 0.0311311 | val_loss: 0.0311637 | Time: 2208.54 ms [2022-03-22 12:11:57 main:574] : INFO : Epoch 1990 | loss: 0.0311289 | val_loss: 0.0311592 | Time: 2224.42 ms [2022-03-22 12:11:59 main:574] : INFO : Epoch 1991 | loss: 0.0311287 | val_loss: 0.0311581 | Time: 2268 ms [2022-03-22 12:12:01 main:574] : INFO : Epoch 1992 | loss: 0.0311238 | val_loss: 0.0311641 | Time: 2278.83 ms [2022-03-22 12:12:03 main:574] : INFO : Epoch 1993 | loss: 0.0311234 | val_loss: 0.0311668 | Time: 2171.88 ms [2022-03-22 12:12:06 main:574] : INFO : Epoch 1994 | loss: 0.0311257 | val_loss: 0.0311644 | Time: 2255.34 ms [2022-03-22 12:12:08 main:574] : INFO : Epoch 1995 | loss: 0.0311269 | val_loss: 0.0311669 | Time: 2265.67 ms [2022-03-22 12:12:10 main:574] : INFO : Epoch 1996 | loss: 0.0311212 | val_loss: 0.0311661 | Time: 2248.56 ms [2022-03-22 12:12:12 main:574] : INFO : Epoch 1997 | loss: 0.0311243 | val_loss: 0.031163 | Time: 2219.02 ms [2022-03-22 12:12:15 main:574] : INFO : Epoch 1998 | loss: 0.0311267 | val_loss: 0.0311637 | Time: 2229.62 ms [2022-03-22 12:12:17 main:574] : INFO : Epoch 1999 | loss: 0.0311245 | val_loss: 0.0311653 | Time: 2225.23 ms [2022-03-22 12:12:19 main:574] : INFO : Epoch 2000 | loss: 0.0311219 | val_loss: 0.0311639 | Time: 2195.32 ms [2022-03-22 12:12:21 main:574] : INFO : Epoch 2001 | loss: 0.0311229 | val_loss: 0.0311697 | Time: 2236.48 ms [2022-03-22 12:12:24 main:574] : INFO : Epoch 2002 | loss: 0.0311276 | val_loss: 0.0311643 | Time: 2215.67 ms [2022-03-22 12:12:26 main:574] : INFO : Epoch 2003 | loss: 0.0311272 | val_loss: 0.0311698 | Time: 2235.47 ms [2022-03-22 12:12:28 main:574] : INFO : Epoch 2004 | loss: 0.0311241 | val_loss: 0.031166 | Time: 2161.76 ms [2022-03-22 12:12:30 main:574] : INFO : Epoch 2005 | loss: 0.0311209 | val_loss: 0.0311675 | Time: 2281.9 ms [2022-03-22 12:12:33 main:574] : INFO : Epoch 2006 | loss: 0.0311232 | val_loss: 0.0311648 | Time: 2281.24 ms [2022-03-22 12:12:35 main:574] : INFO : Epoch 2007 | loss: 0.0311242 | val_loss: 0.0311683 | Time: 2190.16 ms [2022-03-22 12:12:37 main:574] : INFO : Epoch 2008 | loss: 0.0311227 | val_loss: 0.0311682 | Time: 2195.46 ms [2022-03-22 12:12:39 main:574] : INFO : Epoch 2009 | loss: 0.0311241 | val_loss: 0.0311644 | Time: 2202.35 ms [2022-03-22 12:12:41 main:574] : INFO : Epoch 2010 | loss: 0.0311272 | val_loss: 0.0311645 | Time: 2176.87 ms [2022-03-22 12:12:44 main:574] : INFO : Epoch 2011 | loss: 0.0311289 | val_loss: 0.0311627 | Time: 2316.57 ms [2022-03-22 12:12:46 main:574] : INFO : Epoch 2012 | loss: 0.031123 | val_loss: 0.0311657 | Time: 2176.41 ms [2022-03-22 12:12:48 main:574] : INFO : Epoch 2013 | loss: 0.0311225 | val_loss: 0.0311712 | Time: 2220.13 ms [2022-03-22 12:12:50 main:574] : INFO : Epoch 2014 | loss: 0.0311192 | val_loss: 0.0311651 | Time: 2242.73 ms [2022-03-22 12:12:53 main:574] : INFO : Epoch 2015 | loss: 0.0311208 | val_loss: 0.0311718 | Time: 2215.45 ms [2022-03-22 12:12:55 main:574] : INFO : Epoch 2016 | loss: 0.0311186 | val_loss: 0.0311665 | Time: 2253.75 ms [2022-03-22 12:12:57 main:574] : INFO : Epoch 2017 | loss: 0.0311313 | val_loss: 0.0311637 | Time: 2193.52 ms [2022-03-22 12:12:59 main:574] : INFO : Epoch 2018 | loss: 0.0311343 | val_loss: 0.0311713 | Time: 2219.95 ms [2022-03-22 12:13:01 main:574] : INFO : Epoch 2019 | loss: 0.0311345 | val_loss: 0.0311584 | Time: 2130.15 ms [2022-03-22 12:13:04 main:574] : INFO : Epoch 2020 | loss: 0.0311277 | val_loss: 0.0311617 | Time: 2249.38 ms [2022-03-22 12:13:06 main:574] : INFO : Epoch 2021 | loss: 0.0311217 | val_loss: 0.0311678 | Time: 2286.33 ms [2022-03-22 12:13:08 main:574] : INFO : Epoch 2022 | loss: 0.0311213 | val_loss: 0.0311722 | Time: 2137.13 ms [2022-03-22 12:13:10 main:574] : INFO : Epoch 2023 | loss: 0.0311219 | val_loss: 0.0311719 | Time: 2180.88 ms [2022-03-22 12:13:13 main:574] : INFO : Epoch 2024 | loss: 0.0311323 | val_loss: 0.0311698 | Time: 2247.49 ms [2022-03-22 12:13:15 main:574] : INFO : Epoch 2025 | loss: 0.031128 | val_loss: 0.0311702 | Time: 2243.14 ms [2022-03-22 12:13:17 main:574] : INFO : Epoch 2026 | loss: 0.0311246 | val_loss: 0.0311642 | Time: 2189.41 ms [2022-03-22 12:13:19 main:574] : INFO : Epoch 2027 | loss: 0.0311289 | val_loss: 0.0311695 | Time: 2249.49 ms [2022-03-22 12:13:21 main:574] : INFO : Epoch 2028 | loss: 0.0311324 | val_loss: 0.0311661 | Time: 2221.56 ms [2022-03-22 12:13:24 main:574] : INFO : Epoch 2029 | loss: 0.0311237 | val_loss: 0.0311689 | Time: 2200.82 ms [2022-03-22 12:13:26 main:574] : INFO : Epoch 2030 | loss: 0.0311246 | val_loss: 0.0311601 | Time: 2150.47 ms [2022-03-22 12:13:28 main:574] : INFO : Epoch 2031 | loss: 0.0311201 | val_loss: 0.0311688 | Time: 2221.8 ms [2022-03-22 12:13:30 main:574] : INFO : Epoch 2032 | loss: 0.031118 | val_loss: 0.0311692 | Time: 2224.33 ms [2022-03-22 12:13:33 main:574] : INFO : Epoch 2033 | loss: 0.0311165 | val_loss: 0.0311694 | Time: 2239.6 ms [2022-03-22 12:13:35 main:574] : INFO : Epoch 2034 | loss: 0.0311194 | val_loss: 0.0311714 | Time: 2142.53 ms [2022-03-22 12:13:37 main:574] : INFO : Epoch 2035 | loss: 0.0311194 | val_loss: 0.0311683 | Time: 2231.5 ms [2022-03-22 12:13:39 main:574] : INFO : Epoch 2036 | loss: 0.0311148 | val_loss: 0.0311687 | Time: 2234.17 ms [2022-03-22 12:13:41 main:574] : INFO : Epoch 2037 | loss: 0.0311184 | val_loss: 0.0311661 | Time: 2203.17 ms [2022-03-22 12:13:44 main:574] : INFO : Epoch 2038 | loss: 0.0311166 | val_loss: 0.0311681 | Time: 2264.58 ms [2022-03-22 12:13:46 main:574] : INFO : Epoch 2039 | loss: 0.0311172 | val_loss: 0.0311659 | Time: 2189.8 ms [2022-03-22 12:13:48 main:574] : INFO : Epoch 2040 | loss: 0.0311161 | val_loss: 0.0311651 | Time: 2177.41 ms [2022-03-22 12:13:50 main:574] : INFO : Epoch 2041 | loss: 0.0311182 | val_loss: 0.0311799 | Time: 2216.54 ms [2022-03-22 12:13:52 main:574] : INFO : Epoch 2042 | loss: 0.0311195 | val_loss: 0.0311603 | Time: 2174.55 ms [2022-03-22 12:13:55 main:574] : INFO : Epoch 2043 | loss: 0.0311226 | val_loss: 0.0311734 | Time: 2184.11 ms [2022-03-22 12:13:57 main:574] : INFO : Epoch 2044 | loss: 0.0311231 | val_loss: 0.0311654 | Time: 2129.98 ms [2022-03-22 12:13:59 main:574] : INFO : Epoch 2045 | loss: 0.0311205 | val_loss: 0.0311652 | Time: 2251.57 ms [2022-03-22 12:14:01 main:574] : INFO : Epoch 2046 | loss: 0.0311231 | val_loss: 0.0311647 | Time: 2227.79 ms [2022-03-22 12:14:03 main:574] : INFO : Epoch 2047 | loss: 0.0311248 | val_loss: 0.0311699 | Time: 2163.28 ms [2022-03-22 12:14:06 main:574] : INFO : Epoch 2048 | loss: 0.0311186 | val_loss: 0.0311616 | Time: 2202.26 ms [2022-03-22 12:14:06 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311616 [2022-03-22 12:14:06 main:603] : INFO : Saving end state to config to file [2022-03-22 12:14:06 main:608] : INFO : Success, exiting.. 12:14:06 (20256): 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)