Task 8720898
| Name | ParityModified-1636227547-22144-0_0 |
| Workunit | 6204246 |
| Created | 6 Nov 2021, 19:39:12 UTC |
| Sent | 11 Nov 2021, 14:37:29 UTC |
| Report deadline | 19 Nov 2021, 14:37:29 UTC |
| Received | 13 Nov 2021, 17:21:34 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 9333 |
| Run time | 1 hours 22 min 13 sec |
| CPU time | 1 hours 13 min 55 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,887.21 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.35 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> 0310409 | val_loss: 0.0312326 | Time: 2293.95 ms [2021-11-11 18:57:34 main:574] : INFO : Epoch 1609 | loss: 0.0310392 | val_loss: 0.0312397 | Time: 2045.45 ms [2021-11-11 18:57:36 main:574] : INFO : Epoch 1610 | loss: 0.0310453 | val_loss: 0.0312556 | Time: 2286.55 ms [2021-11-11 18:57:38 main:574] : INFO : Epoch 1611 | loss: 0.0310421 | val_loss: 0.0312539 | Time: 2016.15 ms [2021-11-11 18:57:41 main:574] : INFO : Epoch 1612 | loss: 0.0310362 | val_loss: 0.0312327 | Time: 2374.14 ms [2021-11-11 18:57:43 main:574] : INFO : Epoch 1613 | loss: 0.0310423 | val_loss: 0.0312602 | Time: 2009.06 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2021-11-11 19:03:20 main:435] : INFO : Set logging level to 1 [2021-11-11 19:03:20 main:441] : INFO : Running in BOINC Client mode [2021-11-11 19:03:20 main:444] : INFO : Resolving all filenames [2021-11-11 19:03:20 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-11-11 19:03:20 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636227547-22144-0_0_r455940508_1 (exists = 1) [2021-11-11 19:03:20 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1636227547-22144-0_0_r455940508_0 (exists = 0) [2021-11-11 19:03:20 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-11-11 19:03:20 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-11-11 19:03:20 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-11-11 19:03:20 main:474] : INFO : Configuration: [2021-11-11 19:03:20 main:475] : INFO : Model type: GRU [2021-11-11 19:03:20 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-11-11 19:03:20 main:477] : INFO : Max Epochs: 2048 [2021-11-11 19:03:20 main:478] : INFO : Batch Size: 128 [2021-11-11 19:03:20 main:479] : INFO : Learning Rate: 0.01 [2021-11-11 19:03:20 main:480] : INFO : Patience: 10 [2021-11-11 19:03:20 main:481] : INFO : Hidden Width: 12 [2021-11-11 19:03:20 main:482] : INFO : # Recurrent Layers: 4 [2021-11-11 19:03:20 main:483] : INFO : # Backend Layers: 4 [2021-11-11 19:03:20 main:484] : INFO : # Threads: 1 [2021-11-11 19:03:20 main:486] : INFO : Preparing Dataset [2021-11-11 19:03:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 19:03:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 19:03:23 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-11-11 19:03:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 19:03:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-11-11 19:03:23 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-11-11 19:03:23 main:494] : INFO : Creating Model [2021-11-11 19:03:23 main:507] : INFO : Preparing config file [2021-11-11 19:03:23 main:511] : INFO : Found checkpoint, attempting to load... [2021-11-11 19:03:23 main:512] : INFO : Loading config [2021-11-11 19:03:23 main:514] : INFO : Loading state [2021-11-11 19:03:25 main:559] : INFO : Loading DataLoader into Memory [2021-11-11 19:03:25 main:562] : INFO : Starting Training [2021-11-11 19:03:28 main:574] : INFO : Epoch 1577 | loss: 0.0311238 | val_loss: 0.031223 | Time: 2422.84 ms [2021-11-11 19:03:29 main:574] : INFO : Epoch 1578 | loss: 0.0310664 | val_loss: 0.0312425 | Time: 1884.49 ms [2021-11-11 19:03:32 main:574] : INFO : Epoch 1579 | loss: 0.0310443 | val_loss: 0.031254 | Time: 2099.86 ms [2021-11-11 19:03:33 main:574] : INFO : Epoch 1580 | loss: 0.0310433 | val_loss: 0.0312336 | Time: 1860.52 ms [2021-11-11 19:03:36 main:574] : INFO : Epoch 1581 | loss: 0.0310443 | val_loss: 0.031251 | Time: 2141.48 ms [2021-11-11 19:03:38 main:574] : INFO : Epoch 1582 | loss: 0.0310383 | val_loss: 0.0312476 | Time: 1944.23 ms [2021-11-11 19:03:39 main:574] : INFO : Epoch 1583 | loss: 0.0310708 | val_loss: 0.0312335 | Time: 1839.26 ms [2021-11-11 19:03:42 main:574] : INFO : Epoch 1584 | loss: 0.0310879 | val_loss: 0.0312241 | Time: 2144.03 ms [2021-11-11 19:03:43 main:574] : INFO : Epoch 1585 | loss: 0.0310632 | val_loss: 0.0312288 | Time: 1772.68 ms [2021-11-11 19:03:45 main:574] : INFO : Epoch 1586 | loss: 0.0310447 | val_loss: 0.0312473 | Time: 2052.49 ms [2021-11-11 19:03:47 main:574] : INFO : Epoch 1587 | loss: 0.0310356 | val_loss: 0.0312493 | Time: 2081.29 ms [2021-11-11 19:03:49 main:574] : INFO : Epoch 1588 | loss: 0.0310318 | val_loss: 0.0312665 | Time: 1887.46 ms [2021-11-11 19:03:52 main:574] : INFO : Epoch 1589 | loss: 0.0310337 | val_loss: 0.0312584 | Time: 2143.66 ms [2021-11-11 19:03:53 main:574] : INFO : Epoch 1590 | loss: 0.0310427 | val_loss: 0.0312523 | Time: 1784.08 ms [2021-11-11 19:03:55 main:574] : INFO : Epoch 1591 | loss: 0.0310421 | val_loss: 0.0312416 | Time: 2112.91 ms [2021-11-11 19:03:58 main:574] : INFO : Epoch 1592 | loss: 0.0310431 | val_loss: 0.031252 | Time: 2063.45 ms [2021-11-11 19:03:59 main:574] : INFO : Epoch 1593 | loss: 0.0310381 | val_loss: 0.0312672 | Time: 1892.31 ms [2021-11-11 19:04:02 main:574] : INFO : Epoch 1594 | loss: 0.0310438 | val_loss: 0.0312483 | Time: 2201.06 ms [2021-11-11 19:04:03 main:574] : INFO : Epoch 1595 | loss: 0.0310471 | val_loss: 0.0312508 | Time: 1802.22 ms [2021-11-11 19:04:06 main:574] : INFO : Epoch 1596 | loss: 0.0310405 | val_loss: 0.0312468 | Time: 2130.73 ms [2021-11-11 19:04:08 main:574] : INFO : Epoch 1597 | loss: 0.0310389 | val_loss: 0.0312465 | Time: 2019.55 ms [2021-11-11 19:04:09 main:574] : INFO : Epoch 1598 | loss: 0.0310391 | val_loss: 0.0312638 | Time: 1841.51 ms [2021-11-11 19:04:12 main:574] : INFO : Epoch 1599 | loss: 0.0310438 | val_loss: 0.0312322 | Time: 2099.76 ms [2021-11-11 19:04:13 main:574] : INFO : Epoch 1600 | loss: 0.0310366 | val_loss: 0.0312549 | Time: 1875.07 ms [2021-11-11 19:04:16 main:574] : INFO : Epoch 1601 | loss: 0.0310343 | val_loss: 0.0312374 | Time: 2160.35 ms [2021-11-11 19:04:18 main:574] : INFO : Epoch 1602 | loss: 0.0310329 | val_loss: 0.03125 | Time: 2019.54 ms [2021-11-11 19:04:20 main:574] : INFO : Epoch 1603 | loss: 0.031035 | val_loss: 0.0312436 | Time: 1922.63 ms [2021-11-11 19:04:22 main:574] : INFO : Epoch 1604 | loss: 0.0310397 | val_loss: 0.0312358 | Time: 2178.21 ms [2021-11-11 19:04:24 main:574] : INFO : Epoch 1605 | loss: 0.0310397 | val_loss: 0.0312752 | Time: 1774.6 ms [2021-11-11 19:04:26 main:574] : INFO : Epoch 1606 | loss: 0.0310342 | val_loss: 0.0312418 | Time: 2218.3 ms [2021-11-11 19:04:28 main:574] : INFO : Epoch 1607 | loss: 0.0310388 | val_loss: 0.0312467 | Time: 1969.12 ms [2021-11-11 19:04:30 main:574] : INFO : Epoch 1608 | loss: 0.0310409 | val_loss: 0.031228 | Time: 1864.03 ms [2021-11-11 19:04:32 main:574] : INFO : Epoch 1609 | loss: 0.0310431 | val_loss: 0.0312576 | Time: 2131.56 ms [2021-11-11 19:04:34 main:574] : INFO : Epoch 1610 | loss: 0.0310417 | val_loss: 0.0312361 | Time: 1785.53 ms [2021-11-11 19:04:36 main:574] : INFO : Epoch 1611 | loss: 0.0310354 | val_loss: 0.0312535 | Time: 2214.52 ms [2021-11-11 19:04:38 main:574] : INFO : Epoch 1612 | loss: 0.0310354 | val_loss: 0.0312454 | Time: 2009.85 ms [2021-11-11 19:04:40 main:574] : INFO : Epoch 1613 | loss: 0.0310334 | val_loss: 0.0312579 | Time: 1941.05 ms [2021-11-11 19:04:42 main:574] : INFO : Epoch 1614 | loss: 0.0310355 | val_loss: 0.0312517 | Time: 2153.11 ms [2021-11-11 19:04:44 main:574] : INFO : Epoch 1615 | loss: 0.0310291 | val_loss: 0.0312495 | Time: 1846.06 ms [2021-11-11 19:04:46 main:574] : INFO : Epoch 1616 | loss: 0.031037 | val_loss: 0.0312551 | Time: 2162.25 ms [2021-11-11 19:04:48 main:574] : INFO : Epoch 1617 | loss: 0.0310391 | val_loss: 0.0312567 | Time: 1992.88 ms [2021-11-11 19:04:50 main:574] : INFO : Epoch 1618 | loss: 0.031031 | val_loss: 0.0312713 | Time: 1905.32 ms [2021-11-11 19:04:52 main:574] : INFO : Epoch 1619 | loss: 0.031031 | val_loss: 0.0312546 | Time: 2174.87 ms [2021-11-11 19:04:54 main:574] : INFO : Epoch 1620 | loss: 0.0310312 | val_loss: 0.0312599 | Time: 1850.9 ms [2021-11-11 19:04:56 main:574] : INFO : Epoch 1621 | loss: 0.0310376 | val_loss: 0.0312712 | Time: 2139.26 ms [2021-11-11 19:04:58 main:574] : INFO : Epoch 1622 | loss: 0.0310447 | val_loss: 0.0312372 | Time: 1992.82 ms [2021-11-11 19:05:00 main:574] : INFO : Epoch 1623 | loss: 0.0310423 | val_loss: 0.0312357 | Time: 2021 ms [2021-11-11 19:05:02 main:574] : INFO : Epoch 1624 | loss: 0.03106 | val_loss: 0.0312429 | Time: 2186.23 ms [2021-11-11 19:05:04 main:574] : INFO : Epoch 1625 | loss: 0.0310513 | val_loss: 0.0312455 | Time: 1820.68 ms [2021-11-11 19:05:06 main:574] : INFO : Epoch 1626 | loss: 0.031039 | val_loss: 0.0312427 | Time: 2128.4 ms [2021-11-11 19:05:08 main:574] : INFO : Epoch 1627 | loss: 0.0310326 | val_loss: 0.0312514 | Time: 1928.03 ms [2021-11-11 19:05:10 main:574] : INFO : Epoch 1628 | loss: 0.0310333 | val_loss: 0.0312603 | Time: 2032.32 ms [2021-11-11 19:05:12 main:574] : INFO : Epoch 1629 | loss: 0.0310305 | val_loss: 0.0312497 | Time: 2175.24 ms [2021-11-11 19:05:14 main:574] : INFO : Epoch 1630 | loss: 0.0310322 | val_loss: 0.0312524 | Time: 1790.38 ms [2021-11-11 19:05:16 main:574] : INFO : Epoch 1631 | loss: 0.0310362 | val_loss: 0.0312442 | Time: 2196.67 ms [2021-11-11 19:05:18 main:574] : INFO : Epoch 1632 | loss: 0.0310429 | val_loss: 0.0312479 | Time: 1896.63 ms [2021-11-11 19:05:20 main:574] : INFO : Epoch 1633 | loss: 0.0310326 | val_loss: 0.0312518 | Time: 2062.21 ms [2021-11-11 19:05:23 main:574] : INFO : Epoch 1634 | loss: 0.0310296 | val_loss: 0.0312653 | Time: 2189.8 ms [2021-11-11 19:05:24 main:574] : INFO : Epoch 1635 | loss: 0.0310335 | val_loss: 0.0312506 | Time: 1794.01 ms [2021-11-11 19:05:27 main:574] : INFO : Epoch 1636 | loss: 0.0310428 | val_loss: 0.0312322 | Time: 2195.99 ms [2021-11-11 19:05:28 main:574] : INFO : Epoch 1637 | loss: 0.0310407 | val_loss: 0.031246 | Time: 1820.38 ms [2021-11-11 19:05:31 main:574] : INFO : Epoch 1638 | loss: 0.0310344 | val_loss: 0.0312658 | Time: 2110.28 ms [2021-11-11 19:05:33 main:574] : INFO : Epoch 1639 | loss: 0.0310306 | val_loss: 0.0312557 | Time: 2125.58 ms [2021-11-11 19:05:35 main:574] : INFO : Epoch 1640 | loss: 0.0310318 | val_loss: 0.031258 | Time: 1848.79 ms [2021-11-11 19:05:37 main:574] : INFO : Epoch 1641 | loss: 0.0310364 | val_loss: 0.0312614 | Time: 2187.15 ms [2021-11-11 19:05:39 main:574] : INFO : Epoch 1642 | loss: 0.0310388 | val_loss: 0.031256 | Time: 1806.48 ms [2021-11-11 19:05:41 main:574] : INFO : Epoch 1643 | loss: 0.0310385 | val_loss: 0.03127 | Time: 2093.39 ms [2021-11-11 19:05:43 main:574] : INFO : Epoch 1644 | loss: 0.0310275 | val_loss: 0.0312614 | Time: 2117.14 ms [2021-11-11 19:05:45 main:574] : INFO : Epoch 1645 | loss: 0.0310367 | val_loss: 0.0312574 | Time: 1877.06 ms [2021-11-11 19:05:47 main:574] : INFO : Epoch 1646 | loss: 0.0310695 | val_loss: 0.031218 | Time: 2125.52 ms [2021-11-11 19:05:49 main:574] : INFO : Epoch 1647 | loss: 0.031059 | val_loss: 0.0312411 | Time: 1851.3 ms [2021-11-11 19:05:51 main:574] : INFO : Epoch 1648 | loss: 0.0310396 | val_loss: 0.0312467 | Time: 2186.19 ms [2021-11-11 19:05:53 main:574] : INFO : Epoch 1649 | loss: 0.0310307 | val_loss: 0.0312497 | Time: 2099.51 ms [2021-11-11 19:05:55 main:574] : INFO : Epoch 1650 | loss: 0.0310519 | val_loss: 0.0312138 | Time: 1922.81 ms [2021-11-11 19:05:57 main:574] : INFO : Epoch 1651 | loss: 0.0311495 | val_loss: 0.031196 | Time: 2185.02 ms [2021-11-11 19:05:59 main:574] : INFO : Epoch 1652 | loss: 0.0311333 | val_loss: 0.0311916 | Time: 1826.19 ms [2021-11-11 19:06:01 main:574] : INFO : Epoch 1653 | loss: 0.0311153 | val_loss: 0.0312037 | Time: 2183.85 ms [2021-11-11 19:06:03 main:574] : INFO : Epoch 1654 | loss: 0.0310945 | val_loss: 0.0311995 | Time: 1986.26 ms [2021-11-11 19:06:05 main:574] : INFO : Epoch 1655 | loss: 0.0310754 | val_loss: 0.0312221 | Time: 1978.12 ms [2021-11-11 19:06:07 main:574] : INFO : Epoch 1656 | loss: 0.0310574 | val_loss: 0.0312256 | Time: 2191.24 ms [2021-11-11 19:06:09 main:574] : INFO : Epoch 1657 | loss: 0.0310475 | val_loss: 0.0312409 | Time: 1854.36 ms [2021-11-11 19:06:11 main:574] : INFO : Epoch 1658 | loss: 0.0310408 | val_loss: 0.0312298 | Time: 2195.44 ms [2021-11-11 19:06:13 main:574] : INFO : Epoch 1659 | loss: 0.0310367 | val_loss: 0.0312499 | Time: 1913.1 ms [2021-11-11 19:06:15 main:574] : INFO : Epoch 1660 | loss: 0.0310597 | val_loss: 0.03124 | Time: 1984.12 ms [2021-11-11 19:06:18 main:574] : INFO : Epoch 1661 | loss: 0.0310566 | val_loss: 0.0312353 | Time: 2137.58 ms [2021-11-11 19:06:19 main:574] : INFO : Epoch 1662 | loss: 0.0310477 | val_loss: 0.0312301 | Time: 1806.75 ms [2021-11-11 19:06:22 main:574] : INFO : Epoch 1663 | loss: 0.0310439 | val_loss: 0.0312548 | Time: 2201.13 ms [2021-11-11 19:06:24 main:574] : INFO : Epoch 1664 | loss: 0.0310378 | val_loss: 0.0312573 | Time: 1953.81 ms [2021-11-11 19:06:26 main:574] : INFO : Epoch 1665 | loss: 0.0310348 | val_loss: 0.0312267 | Time: 2049.77 ms [2021-11-11 19:06:28 main:574] : INFO : Epoch 1666 | loss: 0.031038 | val_loss: 0.0312565 | Time: 2188.43 ms [2021-11-11 19:06:30 main:574] : INFO : Epoch 1667 | loss: 0.0310386 | val_loss: 0.0312571 | Time: 1835.56 ms [2021-11-11 19:06:32 main:574] : INFO : Epoch 1668 | loss: 0.0310338 | val_loss: 0.0312576 | Time: 2213.14 ms [2021-11-11 19:06:34 main:574] : INFO : Epoch 1669 | loss: 0.0310405 | val_loss: 0.0312372 | Time: 1848.94 ms [2021-11-11 19:06:36 main:574] : INFO : Epoch 1670 | loss: 0.0310392 | val_loss: 0.0312499 | Time: 2123.64 ms [2021-11-11 19:06:38 main:574] : INFO : Epoch 1671 | loss: 0.031041 | val_loss: 0.0312556 | Time: 2222.55 ms [2021-11-11 19:06:40 main:574] : INFO : Epoch 1672 | loss: 0.0310388 | val_loss: 0.031244 | Time: 1947.53 ms [2021-11-11 19:06:42 main:574] : INFO : Epoch 1673 | loss: 0.0310392 | val_loss: 0.0312531 | Time: 2178.3 ms [2021-11-11 19:06:44 main:574] : INFO : Epoch 1674 | loss: 0.0310363 | val_loss: 0.0312563 | Time: 1859.66 ms [2021-11-11 19:06:46 main:574] : INFO : Epoch 1675 | loss: 0.0310375 | val_loss: 0.0312501 | Time: 2213.08 ms [2021-11-11 19:06:48 main:574] : INFO : Epoch 1676 | loss: 0.0310415 | val_loss: 0.0312272 | Time: 2005.39 ms [2021-11-11 19:06:50 main:574] : INFO : Epoch 1677 | loss: 0.0310402 | val_loss: 0.0312499 | Time: 1954.44 ms [2021-11-11 19:06:53 main:574] : INFO : Epoch 1678 | loss: 0.0310332 | val_loss: 0.0312336 | Time: 2149.54 ms [2021-11-11 19:06:54 main:574] : INFO : Epoch 1679 | loss: 0.0310422 | val_loss: 0.0312496 | Time: 1897.22 ms [2021-11-11 19:06:57 main:574] : INFO : Epoch 1680 | loss: 0.0310403 | val_loss: 0.0312627 | Time: 2216.85 ms [2021-11-11 19:06:59 main:574] : INFO : Epoch 1681 | loss: 0.0310324 | val_loss: 0.0312563 | Time: 1976.31 ms [2021-11-11 19:07:01 main:574] : INFO : Epoch 1682 | loss: 0.0310316 | val_loss: 0.0312573 | Time: 2102 ms [2021-11-11 19:07:03 main:574] : INFO : Epoch 1683 | loss: 0.0310356 | val_loss: 0.031239 | Time: 2153.19 ms [2021-11-11 19:07:05 main:574] : INFO : Epoch 1684 | loss: 0.0310388 | val_loss: 0.0312571 | Time: 1785.31 ms [2021-11-11 19:07:07 main:574] : INFO : Epoch 1685 | loss: 0.0310343 | val_loss: 0.0312638 | Time: 2228.82 ms [2021-11-11 19:07:09 main:574] : INFO : Epoch 1686 | loss: 0.0310312 | val_loss: 0.0312467 | Time: 1844.23 ms [2021-11-11 19:07:11 main:574] : INFO : Epoch 1687 | loss: 0.0310353 | val_loss: 0.0312488 | Time: 2040.49 ms [2021-11-11 19:07:13 main:574] : INFO : Epoch 1688 | loss: 0.0310362 | val_loss: 0.0312574 | Time: 2511.13 ms [2021-11-11 19:07:15 main:574] : INFO : Epoch 1689 | loss: 0.0310353 | val_loss: 0.0312574 | Time: 1974.41 ms [2021-11-11 19:07:17 main:574] : INFO : Epoch 1690 | loss: 0.0310401 | val_loss: 0.0312608 | Time: 2152.41 ms [2021-11-11 19:07:19 main:574] : INFO : Epoch 1691 | loss: 0.0311767 | val_loss: 0.0311959 | Time: 1863.85 ms [2021-11-11 19:07:22 main:574] : INFO : Epoch 1692 | loss: 0.031168 | val_loss: 0.0311824 | Time: 2161.35 ms [2021-11-11 19:07:24 main:574] : INFO : Epoch 1693 | loss: 0.031155 | val_loss: 0.0311742 | Time: 2005.16 ms [2021-11-11 19:07:26 main:574] : INFO : Epoch 1694 | loss: 0.0311464 | val_loss: 0.0311706 | Time: 1980.62 ms [2021-11-11 19:07:28 main:574] : INFO : Epoch 1695 | loss: 0.0311392 | val_loss: 0.0311724 | Time: 2249.58 ms [2021-11-11 19:07:30 main:574] : INFO : Epoch 1696 | loss: 0.0311336 | val_loss: 0.0311745 | Time: 1826.25 ms [2021-11-11 19:07:32 main:574] : INFO : Epoch 1697 | loss: 0.0311309 | val_loss: 0.0311782 | Time: 2188.01 ms [2021-11-11 19:07:34 main:574] : INFO : Epoch 1698 | loss: 0.0311297 | val_loss: 0.0311713 | Time: 1933.06 ms [2021-11-11 19:07:36 main:574] : INFO : Epoch 1699 | loss: 0.0311277 | val_loss: 0.0311734 | Time: 2072.36 ms [2021-11-11 19:07:38 main:574] : INFO : Epoch 1700 | loss: 0.0311242 | val_loss: 0.0311727 | Time: 2201.46 ms [2021-11-11 19:07:40 main:574] : INFO : Epoch 1701 | loss: 0.0311214 | val_loss: 0.0311726 | Time: 1899.86 ms [2021-11-11 19:07:42 main:574] : INFO : Epoch 1702 | loss: 0.0311166 | val_loss: 0.0311783 | Time: 2149.17 ms [2021-11-11 19:07:44 main:574] : INFO : Epoch 1703 | loss: 0.0311169 | val_loss: 0.0311779 | Time: 1870.81 ms [2021-11-11 19:07:46 main:574] : INFO : Epoch 1704 | loss: 0.0311128 | val_loss: 0.0311746 | Time: 2126.38 ms [2021-11-11 19:07:48 main:574] : INFO : Epoch 1705 | loss: 0.0311106 | val_loss: 0.0311811 | Time: 2105.95 ms [2021-11-11 19:07:50 main:574] : INFO : Epoch 1706 | loss: 0.0311086 | val_loss: 0.0311822 | Time: 1836.39 ms [2021-11-11 19:07:52 main:574] : INFO : Epoch 1707 | loss: 0.0311089 | val_loss: 0.0311868 | Time: 2238.94 ms [2021-11-11 19:07:54 main:574] : INFO : Epoch 1708 | loss: 0.0311076 | val_loss: 0.0311867 | Time: 1828.63 ms [2021-11-11 19:07:56 main:574] : INFO : Epoch 1709 | loss: 0.0311051 | val_loss: 0.0311822 | Time: 2205.02 ms [2021-11-11 19:07:58 main:574] : INFO : Epoch 1710 | loss: 0.0311028 | val_loss: 0.0311835 | Time: 2057.92 ms [2021-11-11 19:08:00 main:574] : INFO : Epoch 1711 | loss: 0.0311009 | val_loss: 0.0311847 | Time: 1887.49 ms [2021-11-11 19:08:03 main:574] : INFO : Epoch 1712 | loss: 0.0311 | val_loss: 0.0311894 | Time: 2217.84 ms [2021-11-11 19:08:04 main:574] : INFO : Epoch 1713 | loss: 0.031098 | val_loss: 0.0311876 | Time: 1758.15 ms [2021-11-11 19:08:07 main:574] : INFO : Epoch 1714 | loss: 0.0310969 | val_loss: 0.0311834 | Time: 2264.84 ms [2021-11-11 19:08:09 main:574] : INFO : Epoch 1715 | loss: 0.0311005 | val_loss: 0.0311945 | Time: 2052.88 ms [2021-11-11 19:08:11 main:574] : INFO : Epoch 1716 | loss: 0.0310986 | val_loss: 0.0311915 | Time: 1969.6 ms [2021-11-11 19:08:13 main:574] : INFO : Epoch 1717 | loss: 0.031097 | val_loss: 0.0311961 | Time: 2161.24 ms [2021-11-11 19:08:15 main:574] : INFO : Epoch 1718 | loss: 0.0310946 | val_loss: 0.0311984 | Time: 1872.29 ms [2021-11-11 19:08:17 main:574] : INFO : Epoch 1719 | loss: 0.0310963 | val_loss: 0.0312021 | Time: 2241.01 ms [2021-11-11 19:08:19 main:574] : INFO : Epoch 1720 | loss: 0.0311007 | val_loss: 0.0311955 | Time: 1939.45 ms [2021-11-11 19:08:21 main:574] : INFO : Epoch 1721 | loss: 0.0310969 | val_loss: 0.0312017 | Time: 2041.63 ms [2021-11-11 19:08:23 main:574] : INFO : Epoch 1722 | loss: 0.0310933 | val_loss: 0.0311975 | Time: 2160.4 ms [2021-11-11 19:08:25 main:574] : INFO : Epoch 1723 | loss: 0.0310911 | val_loss: 0.031197 | Time: 2121.57 ms [2021-11-11 19:08:27 main:574] : INFO : Epoch 1724 | loss: 0.0310925 | val_loss: 0.0312129 | Time: 2195.98 ms [2021-11-11 19:08:29 main:574] : INFO : Epoch 1725 | loss: 0.0310919 | val_loss: 0.0311881 | Time: 1844.16 ms [2021-11-11 19:08:32 main:574] : INFO : Epoch 1726 | loss: 0.0310942 | val_loss: 0.0311946 | Time: 2216.29 ms [2021-11-11 19:08:34 main:574] : INFO : Epoch 1727 | loss: 0.0310935 | val_loss: 0.0311953 | Time: 2071.18 ms [2021-11-11 19:08:36 main:574] : INFO : Epoch 1728 | loss: 0.0310902 | val_loss: 0.0311937 | Time: 2027.18 ms [2021-11-11 19:08:38 main:574] : INFO : Epoch 1729 | loss: 0.0310942 | val_loss: 0.0311988 | Time: 2302.76 ms [2021-11-11 19:08:40 main:574] : INFO : Epoch 1730 | loss: 0.031105 | val_loss: 0.031188 | Time: 1804.78 ms [2021-11-11 19:08:42 main:574] : INFO : Epoch 1731 | loss: 0.0311093 | val_loss: 0.0311971 | Time: 2144.64 ms [2021-11-11 19:08:44 main:574] : INFO : Epoch 1732 | loss: 0.0311016 | val_loss: 0.0311899 | Time: 1938.76 ms [2021-11-11 19:08:46 main:574] : INFO : Epoch 1733 | loss: 0.0310984 | val_loss: 0.0312022 | Time: 2112.64 ms [2021-11-11 19:08:48 main:574] : INFO : Epoch 1734 | loss: 0.0310927 | val_loss: 0.0312013 | Time: 2258.06 ms [2021-11-11 19:08:50 main:574] : INFO : Epoch 1735 | loss: 0.0310884 | val_loss: 0.0311992 | Time: 1829.45 ms [2021-11-11 19:08:52 main:574] : INFO : Epoch 1736 | loss: 0.0310871 | val_loss: 0.0312178 | Time: 2279.66 ms [2021-11-11 19:08:54 main:574] : INFO : Epoch 1737 | loss: 0.0310857 | val_loss: 0.0311959 | Time: 1843.53 ms [2021-11-11 19:08:57 main:574] : INFO : Epoch 1738 | loss: 0.0310858 | val_loss: 0.0312058 | Time: 2223.05 ms [2021-11-11 19:08:59 main:574] : INFO : Epoch 1739 | loss: 0.0310856 | val_loss: 0.0312013 | Time: 2068.5 ms [2021-11-11 19:09:01 main:574] : INFO : Epoch 1740 | loss: 0.0310848 | val_loss: 0.0311981 | Time: 1949.61 ms [2021-11-11 19:09:03 main:574] : INFO : Epoch 1741 | loss: 0.0310846 | val_loss: 0.0312099 | Time: 2220.63 ms [2021-11-11 19:09:05 main:574] : INFO : Epoch 1742 | loss: 0.0310812 | val_loss: 0.0312075 | Time: 1834.95 ms [2021-11-11 19:09:07 main:574] : INFO : Epoch 1743 | loss: 0.0310835 | val_loss: 0.0311934 | Time: 2200.95 ms [2021-11-11 19:09:09 main:574] : INFO : Epoch 1744 | loss: 0.0310824 | val_loss: 0.0312068 | Time: 2011.7 ms [2021-11-11 19:09:11 main:574] : INFO : Epoch 1745 | loss: 0.0310839 | val_loss: 0.0311994 | Time: 1969.3 ms [2021-11-11 19:09:13 main:574] : INFO : Epoch 1746 | loss: 0.0310859 | val_loss: 0.0312036 | Time: 2210.74 ms [2021-11-11 19:09:15 main:574] : INFO : Epoch 1747 | loss: 0.0310863 | val_loss: 0.0312004 | Time: 1956.54 ms [2021-11-11 19:09:17 main:574] : INFO : Epoch 1748 | loss: 0.0310831 | val_loss: 0.0312056 | Time: 2247.31 ms [2021-11-11 19:09:19 main:574] : INFO : Epoch 1749 | loss: 0.0310795 | val_loss: 0.0312123 | Time: 1925.19 ms [2021-11-11 19:09:21 main:574] : INFO : Epoch 1750 | loss: 0.0310808 | val_loss: 0.0312101 | Time: 2167.03 ms [2021-11-11 19:09:24 main:574] : INFO : Epoch 1751 | loss: 0.0310759 | val_loss: 0.031216 | Time: 2224.09 ms [2021-11-11 19:09:26 main:574] : INFO : Epoch 1752 | loss: 0.0310795 | val_loss: 0.0312045 | Time: 1962.74 ms [2021-11-11 19:09:28 main:574] : INFO : Epoch 1753 | loss: 0.031082 | val_loss: 0.0312086 | Time: 2168.42 ms [2021-11-11 19:09:30 main:574] : INFO : Epoch 1754 | loss: 0.0310813 | val_loss: 0.0312081 | Time: 1722.48 ms [2021-11-11 19:09:32 main:574] : INFO : Epoch 1755 | loss: 0.0310781 | val_loss: 0.0312204 | Time: 2195.38 ms [2021-11-11 19:09:34 main:574] : INFO : Epoch 1756 | loss: 0.0310737 | val_loss: 0.0312079 | Time: 2077.28 ms [2021-11-11 19:09:36 main:574] : INFO : Epoch 1757 | loss: 0.0310777 | val_loss: 0.0312235 | Time: 2011.95 ms [2021-11-11 19:09:38 main:574] : INFO : Epoch 1758 | loss: 0.0310785 | val_loss: 0.0312126 | Time: 2214.32 ms [2021-11-11 19:09:40 main:574] : INFO : Epoch 1759 | loss: 0.0310777 | val_loss: 0.0312228 | Time: 1753.93 ms [2021-11-11 19:09:42 main:574] : INFO : Epoch 1760 | loss: 0.0311267 | val_loss: 0.0311878 | Time: 2186.66 ms [2021-11-11 19:09:44 main:574] : INFO : Epoch 1761 | loss: 0.0311129 | val_loss: 0.0311921 | Time: 1616.71 ms [2021-11-11 19:09:46 main:574] : INFO : Epoch 1762 | loss: 0.0310936 | val_loss: 0.0311982 | Time: 1870.7 ms [2021-11-11 19:09:48 main:574] : INFO : Epoch 1763 | loss: 0.0310795 | val_loss: 0.0312086 | Time: 2173.89 ms [2021-11-11 19:09:50 main:574] : INFO : Epoch 1764 | loss: 0.031073 | val_loss: 0.0312113 | Time: 1816.37 ms [2021-11-11 19:09:52 main:574] : INFO : Epoch 1765 | loss: 0.031068 | val_loss: 0.0312191 | Time: 2264.45 ms [2021-11-11 19:09:54 main:574] : INFO : Epoch 1766 | loss: 0.0310687 | val_loss: 0.0312075 | Time: 2086.55 ms [2021-11-11 19:09:56 main:574] : INFO : Epoch 1767 | loss: 0.0310878 | val_loss: 0.0312179 | Time: 1995.8 ms [2021-11-11 19:09:58 main:574] : INFO : Epoch 1768 | loss: 0.0310818 | val_loss: 0.0312081 | Time: 2199 ms [2021-11-11 19:10:00 main:574] : INFO : Epoch 1769 | loss: 0.031073 | val_loss: 0.0312132 | Time: 1783.24 ms [2021-11-11 19:10:02 main:574] : INFO : Epoch 1770 | loss: 0.0310676 | val_loss: 0.0312207 | Time: 2172.25 ms [2021-11-11 19:10:04 main:574] : INFO : Epoch 1771 | loss: 0.0310656 | val_loss: 0.0312156 | Time: 2046.37 ms [2021-11-11 19:10:06 main:574] : INFO : Epoch 1772 | loss: 0.0310728 | val_loss: 0.0312238 | Time: 2038.57 ms [2021-11-11 19:10:08 main:574] : INFO : Epoch 1773 | loss: 0.0310749 | val_loss: 0.0312191 | Time: 2173.34 ms [2021-11-11 19:10:10 main:574] : INFO : Epoch 1774 | loss: 0.0310684 | val_loss: 0.0312101 | Time: 1750 ms [2021-11-11 19:10:12 main:574] : INFO : Epoch 1775 | loss: 0.0310663 | val_loss: 0.0312104 | Time: 2238.06 ms [2021-11-11 19:10:14 main:574] : INFO : Epoch 1776 | loss: 0.0310673 | val_loss: 0.0312298 | Time: 1883.41 ms [2021-11-11 19:10:16 main:574] : INFO : Epoch 1777 | loss: 0.0310689 | val_loss: 0.0312164 | Time: 2126.07 ms [2021-11-11 19:10:19 main:574] : INFO : Epoch 1778 | loss: 0.0310713 | val_loss: 0.031224 | Time: 2244.87 ms [2021-11-11 19:10:21 main:574] : INFO : Epoch 1779 | loss: 0.0310741 | val_loss: 0.0312029 | Time: 1847.66 ms [2021-11-11 19:10:23 main:574] : INFO : Epoch 1780 | loss: 0.0310727 | val_loss: 0.0312005 | Time: 2268.87 ms [2021-11-11 19:10:25 main:574] : INFO : Epoch 1781 | loss: 0.0310699 | val_loss: 0.0312235 | Time: 1825.11 ms [2021-11-11 19:10:27 main:574] : INFO : Epoch 1782 | loss: 0.0310641 | val_loss: 0.031222 | Time: 2197.19 ms [2021-11-11 19:10:29 main:574] : INFO : Epoch 1783 | loss: 0.0310673 | val_loss: 0.0312302 | Time: 2079.91 ms [2021-11-11 19:10:31 main:574] : INFO : Epoch 1784 | loss: 0.0310708 | val_loss: 0.0312264 | Time: 1932.43 ms [2021-11-11 19:10:33 main:574] : INFO : Epoch 1785 | loss: 0.0310662 | val_loss: 0.031227 | Time: 2269.59 ms [2021-11-11 19:10:35 main:574] : INFO : Epoch 1786 | loss: 0.0310638 | val_loss: 0.03122 | Time: 1881.12 ms [2021-11-11 19:10:37 main:574] : INFO : Epoch 1787 | loss: 0.0310625 | val_loss: 0.0312395 | Time: 2182.83 ms [2021-11-11 19:10:39 main:574] : INFO : Epoch 1788 | loss: 0.0310635 | val_loss: 0.0312332 | Time: 1998.14 ms [2021-11-11 19:10:41 main:574] : INFO : Epoch 1789 | loss: 0.0310609 | val_loss: 0.0312296 | Time: 2026.07 ms [2021-11-11 19:10:44 main:574] : INFO : Epoch 1790 | loss: 0.031064 | val_loss: 0.0312123 | Time: 2255.39 ms [2021-11-11 19:10:45 main:574] : INFO : Epoch 1791 | loss: 0.0310607 | val_loss: 0.0312218 | Time: 1752.04 ms [2021-11-11 19:10:48 main:574] : INFO : Epoch 1792 | loss: 0.0310588 | val_loss: 0.0312183 | Time: 2234.62 ms [2021-11-11 19:10:50 main:574] : INFO : Epoch 1793 | loss: 0.0310587 | val_loss: 0.0312416 | Time: 1906.28 ms [2021-11-11 19:10:52 main:574] : INFO : Epoch 1794 | loss: 0.0310597 | val_loss: 0.0312339 | Time: 2156.35 ms [2021-11-11 19:10:54 main:574] : INFO : Epoch 1795 | loss: 0.0310622 | val_loss: 0.0312434 | Time: 2138.88 ms [2021-11-11 19:10:56 main:574] : INFO : Epoch 1796 | loss: 0.0310669 | val_loss: 0.0312167 | Time: 1896.04 ms [2021-11-11 19:10:58 main:574] : INFO : Epoch 1797 | loss: 0.0310659 | val_loss: 0.0312339 | Time: 2188.52 ms [2021-11-11 19:11:00 main:574] : INFO : Epoch 1798 | loss: 0.0310644 | val_loss: 0.0312303 | Time: 1776.18 ms [2021-11-11 19:11:02 main:574] : INFO : Epoch 1799 | loss: 0.0310607 | val_loss: 0.0312115 | Time: 2207.35 ms [2021-11-11 19:11:04 main:574] : INFO : Epoch 1800 | loss: 0.0310613 | val_loss: 0.0312379 | Time: 2139.44 ms [2021-11-11 19:11:06 main:574] : INFO : Epoch 1801 | loss: 0.0310605 | val_loss: 0.0312184 | Time: 1919.49 ms [2021-11-11 19:11:08 main:574] : INFO : Epoch 1802 | loss: 0.0310599 | val_loss: 0.0312298 | Time: 2194.06 ms [2021-11-11 19:11:10 main:574] : INFO : Epoch 1803 | loss: 0.0310558 | val_loss: 0.0312194 | Time: 1790.02 ms [2021-11-11 19:11:12 main:574] : INFO : Epoch 1804 | loss: 0.0310585 | val_loss: 0.0312444 | Time: 2219.82 ms [2021-11-11 19:11:14 main:574] : INFO : Epoch 1805 | loss: 0.0310599 | val_loss: 0.0312282 | Time: 1991.14 ms [2021-11-11 19:11:16 main:574] : INFO : Epoch 1806 | loss: 0.0310572 | val_loss: 0.0312262 | Time: 2010.3 ms [2021-11-11 19:11:19 main:574] : INFO : Epoch 1807 | loss: 0.0310582 | val_loss: 0.0312262 | Time: 2216.5 ms [2021-11-11 19:11:20 main:574] : INFO : Epoch 1808 | loss: 0.0310547 | val_loss: 0.0312383 | Time: 1800.73 ms [2021-11-11 19:11:23 main:574] : INFO : Epoch 1809 | loss: 0.0310588 | val_loss: 0.0312427 | Time: 2195.53 ms [2021-11-11 19:11:25 main:574] : INFO : Epoch 1810 | loss: 0.0310608 | val_loss: 0.0312164 | Time: 1992.06 ms [2021-11-11 19:11:27 main:574] : INFO : Epoch 1811 | loss: 0.0310624 | val_loss: 0.0312235 | Time: 2070.44 ms [2021-11-11 19:11:29 main:574] : INFO : Epoch 1812 | loss: 0.0310643 | val_loss: 0.0312318 | Time: 2210.07 ms [2021-11-11 19:11:31 main:574] : INFO : Epoch 1813 | loss: 0.0310557 | val_loss: 0.0312286 | Time: 1765 ms [2021-11-11 19:11:33 main:574] : INFO : Epoch 1814 | loss: 0.0310592 | val_loss: 0.0312415 | Time: 2249.4 ms [2021-11-11 19:11:35 main:574] : INFO : Epoch 1815 | loss: 0.0310634 | val_loss: 0.0312047 | Time: 1816.45 ms [2021-11-11 19:11:37 main:574] : INFO : Epoch 1816 | loss: 0.0310615 | val_loss: 0.0312164 | Time: 2155.41 ms [2021-11-11 19:11:39 main:574] : INFO : Epoch 1817 | loss: 0.0310658 | val_loss: 0.031224 | Time: 2305.32 ms [2021-11-11 19:11:41 main:574] : INFO : Epoch 1818 | loss: 0.0310655 | val_loss: 0.0312209 | Time: 2072.34 ms [2021-11-11 19:11:43 main:574] : INFO : Epoch 1819 | loss: 0.031064 | val_loss: 0.0312211 | Time: 2217.47 ms [2021-11-11 19:11:45 main:574] : INFO : Epoch 1820 | loss: 0.0310696 | val_loss: 0.0312273 | Time: 1822.05 ms [2021-11-11 19:11:48 main:574] : INFO : Epoch 1821 | loss: 0.0310602 | val_loss: 0.0312294 | Time: 2226.5 ms [2021-11-11 19:11:50 main:574] : INFO : Epoch 1822 | loss: 0.0310568 | val_loss: 0.0312369 | Time: 1971.6 ms [2021-11-11 19:11:52 main:574] : INFO : Epoch 1823 | loss: 0.0310565 | val_loss: 0.0312397 | Time: 2028.03 ms [2021-11-11 19:11:54 main:574] : INFO : Epoch 1824 | loss: 0.0310548 | val_loss: 0.0312249 | Time: 2211.68 ms [2021-11-11 19:11:56 main:574] : INFO : Epoch 1825 | loss: 0.031055 | val_loss: 0.0312315 | Time: 1875.89 ms [2021-11-11 19:11:58 main:574] : INFO : Epoch 1826 | loss: 0.0310559 | val_loss: 0.0312237 | Time: 2216.06 ms [2021-11-11 19:12:00 main:574] : INFO : Epoch 1827 | loss: 0.0310518 | val_loss: 0.0312384 | Time: 1862.91 ms [2021-11-11 19:12:02 main:574] : INFO : Epoch 1828 | loss: 0.0310502 | val_loss: 0.0312305 | Time: 2092.5 ms [2021-11-11 19:12:04 main:574] : INFO : Epoch 1829 | loss: 0.0310589 | val_loss: 0.0312222 | Time: 2192.07 ms [2021-11-11 19:12:06 main:574] : INFO : Epoch 1830 | loss: 0.0310546 | val_loss: 0.0312178 | Time: 1752.29 ms [2021-11-11 19:12:08 main:574] : INFO : Epoch 1831 | loss: 0.0310558 | val_loss: 0.031228 | Time: 2219.25 ms [2021-11-11 19:12:10 main:574] : INFO : Epoch 1832 | loss: 0.0310638 | val_loss: 0.0312129 | Time: 1827.97 ms [2021-11-11 19:12:12 main:574] : INFO : Epoch 1833 | loss: 0.0310887 | val_loss: 0.0312016 | Time: 2188.26 ms [2021-11-11 19:12:14 main:574] : INFO : Epoch 1834 | loss: 0.031072 | val_loss: 0.0312256 | Time: 2108.79 ms [2021-11-11 19:12:16 main:574] : INFO : Epoch 1835 | loss: 0.0310574 | val_loss: 0.0312296 | Time: 1924.9 ms [2021-11-11 19:12:18 main:574] : INFO : Epoch 1836 | loss: 0.0310552 | val_loss: 0.0312259 | Time: 2169.9 ms [2021-11-11 19:12:20 main:574] : INFO : Epoch 1837 | loss: 0.0310471 | val_loss: 0.0312317 | Time: 1787.01 ms [2021-11-11 19:12:22 main:574] : INFO : Epoch 1838 | loss: 0.031053 | val_loss: 0.0312242 | Time: 2194.33 ms [2021-11-11 19:12:24 main:574] : INFO : Epoch 1839 | loss: 0.0310577 | val_loss: 0.0312119 | Time: 2091.3 ms [2021-11-11 19:12:26 main:574] : INFO : Epoch 1840 | loss: 0.0310581 | val_loss: 0.0312301 | Time: 1934.37 ms [2021-11-11 19:12:29 main:574] : INFO : Epoch 1841 | loss: 0.0310513 | val_loss: 0.0312386 | Time: 2193.22 ms [2021-11-11 19:12:30 main:574] : INFO : Epoch 1842 | loss: 0.0310515 | val_loss: 0.0312414 | Time: 1816.89 ms [2021-11-11 19:12:33 main:574] : INFO : Epoch 1843 | loss: 0.0310562 | val_loss: 0.0312327 | Time: 2222.45 ms [2021-11-11 19:12:35 main:574] : INFO : Epoch 1844 | loss: 0.0310701 | val_loss: 0.0312128 | Time: 2013.35 ms [2021-11-11 19:12:37 main:574] : INFO : Epoch 1845 | loss: 0.0310715 | val_loss: 0.0312205 | Time: 2026.76 ms [2021-11-11 19:12:39 main:574] : INFO : Epoch 1846 | loss: 0.031062 | val_loss: 0.0312198 | Time: 2238.69 ms [2021-11-11 19:12:41 main:574] : INFO : Epoch 1847 | loss: 0.031052 | val_loss: 0.0312346 | Time: 1929.38 ms [2021-11-11 19:12:43 main:574] : INFO : Epoch 1848 | loss: 0.0310484 | val_loss: 0.0312348 | Time: 2249.14 ms [2021-11-11 19:12:45 main:574] : INFO : Epoch 1849 | loss: 0.0310486 | val_loss: 0.0312257 | Time: 1868.78 ms [2021-11-11 19:12:47 main:574] : INFO : Epoch 1850 | loss: 0.031054 | val_loss: 0.0312279 | Time: 2149.87 ms [2021-11-11 19:12:49 main:574] : INFO : Epoch 1851 | loss: 0.0310517 | val_loss: 0.0312303 | Time: 2148.77 ms [2021-11-11 19:12:51 main:574] : INFO : Epoch 1852 | loss: 0.031052 | val_loss: 0.0312457 | Time: 1835.52 ms [2021-11-11 19:12:53 main:574] : INFO : Epoch 1853 | loss: 0.0310476 | val_loss: 0.0312399 | Time: 2150.32 ms [2021-11-11 19:12:55 main:574] : INFO : Epoch 1854 | loss: 0.0310561 | val_loss: 0.0312338 | Time: 1858.89 ms [2021-11-11 19:12:57 main:574] : INFO : Epoch 1855 | loss: 0.0310575 | val_loss: 0.0312315 | Time: 2201.49 ms [2021-11-11 19:13:00 main:574] : INFO : Epoch 1856 | loss: 0.0310625 | val_loss: 0.0312297 | Time: 2110.86 ms [2021-11-11 19:13:02 main:574] : INFO : Epoch 1857 | loss: 0.03106 | val_loss: 0.0312149 | Time: 1955.75 ms [2021-11-11 19:13:04 main:574] : INFO : Epoch 1858 | loss: 0.0310549 | val_loss: 0.0312276 | Time: 2217.77 ms [2021-11-11 19:13:06 main:574] : INFO : Epoch 1859 | loss: 0.0310506 | val_loss: 0.0312158 | Time: 1831.04 ms [2021-11-11 19:13:08 main:574] : INFO : Epoch 1860 | loss: 0.0310549 | val_loss: 0.031237 | Time: 2272.19 ms [2021-11-11 19:13:10 main:574] : INFO : Epoch 1861 | loss: 0.0310484 | val_loss: 0.0312289 | Time: 1981.79 ms [2021-11-11 19:13:12 main:574] : INFO : Epoch 1862 | loss: 0.0310518 | val_loss: 0.0312286 | Time: 2035.7 ms [2021-11-11 19:13:14 main:574] : INFO : Epoch 1863 | loss: 0.031056 | val_loss: 0.0312319 | Time: 2200.03 ms [2021-11-11 19:13:16 main:574] : INFO : Epoch 1864 | loss: 0.0310516 | val_loss: 0.0312388 | Time: 1854.79 ms [2021-11-11 19:13:18 main:574] : INFO : Epoch 1865 | loss: 0.03105 | val_loss: 0.0312333 | Time: 2380.18 ms [2021-11-11 19:13:20 main:574] : INFO : Epoch 1866 | loss: 0.031055 | val_loss: 0.0312361 | Time: 1928.97 ms [2021-11-11 19:13:22 main:574] : INFO : Epoch 1867 | loss: 0.0310498 | val_loss: 0.0312324 | Time: 2166.01 ms [2021-11-11 19:13:25 main:574] : INFO : Epoch 1868 | loss: 0.0310504 | val_loss: 0.0312522 | Time: 2097.81 ms [2021-11-11 19:13:27 main:574] : INFO : Epoch 1869 | loss: 0.0310501 | val_loss: 0.0312346 | Time: 1966.15 ms [2021-11-11 19:13:29 main:574] : INFO : Epoch 1870 | loss: 0.0310511 | val_loss: 0.0312359 | Time: 2163 ms [2021-11-11 19:13:31 main:574] : INFO : Epoch 1871 | loss: 0.0310564 | val_loss: 0.0312286 | Time: 1867.82 ms [2021-11-11 19:13:33 main:574] : INFO : Epoch 1872 | loss: 0.0310502 | val_loss: 0.031236 | Time: 2203.99 ms [2021-11-11 19:13:35 main:574] : INFO : Epoch 1873 | loss: 0.0310517 | val_loss: 0.0312321 | Time: 1998.43 ms [2021-11-11 19:13:37 main:574] : INFO : Epoch 1874 | loss: 0.0310446 | val_loss: 0.0312372 | Time: 1999.22 ms [2021-11-11 19:13:39 main:574] : INFO : Epoch 1875 | loss: 0.0310446 | val_loss: 0.0312517 | Time: 2192.69 ms [2021-11-11 19:13:41 main:574] : INFO : Epoch 1876 | loss: 0.0310478 | val_loss: 0.031231 | Time: 1828.49 ms [2021-11-11 19:13:43 main:574] : INFO : Epoch 1877 | loss: 0.0310527 | val_loss: 0.0312325 | Time: 2238.56 ms [2021-11-11 19:13:45 main:574] : INFO : Epoch 1878 | loss: 0.0310518 | val_loss: 0.0312207 | Time: 1901.09 ms [2021-11-11 19:13:47 main:574] : INFO : Epoch 1879 | loss: 0.0310507 | val_loss: 0.0312436 | Time: 2115.21 ms [2021-11-11 19:13:49 main:574] : INFO : Epoch 1880 | loss: 0.0310521 | val_loss: 0.0312477 | Time: 2197.66 ms [2021-11-11 19:13:51 main:574] : INFO : Epoch 1881 | loss: 0.0310554 | val_loss: 0.0312184 | Time: 1808.09 ms [2021-11-11 19:13:53 main:574] : INFO : Epoch 1882 | loss: 0.0310575 | val_loss: 0.0312549 | Time: 2169.32 ms [2021-11-11 19:13:55 main:574] : INFO : Epoch 1883 | loss: 0.0310546 | val_loss: 0.031235 | Time: 1847.25 ms [2021-11-11 19:13:57 main:574] : INFO : Epoch 1884 | loss: 0.0310486 | val_loss: 0.0312231 | Time: 2128.65 ms [2021-11-11 19:14:00 main:574] : INFO : Epoch 1885 | loss: 0.0310501 | val_loss: 0.0312419 | Time: 2129.61 ms [2021-11-11 19:14:01 main:574] : INFO : Epoch 1886 | loss: 0.0310583 | val_loss: 0.031226 | Time: 1892.09 ms [2021-11-11 19:14:04 main:574] : INFO : Epoch 1887 | loss: 0.0310523 | val_loss: 0.0312354 | Time: 2180.45 ms [2021-11-11 19:14:05 main:574] : INFO : Epoch 1888 | loss: 0.031047 | val_loss: 0.0312264 | Time: 1817.18 ms [2021-11-11 19:14:08 main:574] : INFO : Epoch 1889 | loss: 0.0310398 | val_loss: 0.0312543 | Time: 2162.72 ms [2021-11-11 19:14:10 main:574] : INFO : Epoch 1890 | loss: 0.0310471 | val_loss: 0.0312515 | Time: 2053.96 ms [2021-11-11 19:14:12 main:574] : INFO : Epoch 1891 | loss: 0.0310788 | val_loss: 0.0312085 | Time: 1947.5 ms [2021-11-11 19:14:14 main:574] : INFO : Epoch 1892 | loss: 0.0311 | val_loss: 0.0312125 | Time: 2152.27 ms [2021-11-11 19:14:16 main:574] : INFO : Epoch 1893 | loss: 0.0310789 | val_loss: 0.0312238 | Time: 1836.2 ms [2021-11-11 19:14:18 main:574] : INFO : Epoch 1894 | loss: 0.0310595 | val_loss: 0.0312177 | Time: 2162.49 ms [2021-11-11 19:14:20 main:574] : INFO : Epoch 1895 | loss: 0.0310506 | val_loss: 0.0312323 | Time: 2035.48 ms [2021-11-11 19:14:22 main:574] : INFO : Epoch 1896 | loss: 0.0310499 | val_loss: 0.0312287 | Time: 1933.66 ms [2021-11-11 19:14:24 main:574] : INFO : Epoch 1897 | loss: 0.0310449 | val_loss: 0.0312469 | Time: 2245.01 ms [2021-11-11 19:14:26 main:574] : INFO : Epoch 1898 | loss: 0.0310457 | val_loss: 0.0312331 | Time: 1847.86 ms [2021-11-11 19:14:28 main:574] : INFO : Epoch 1899 | loss: 0.0310495 | val_loss: 0.0312256 | Time: 2178.92 ms [2021-11-11 19:14:30 main:574] : INFO : Epoch 1900 | loss: 0.0310534 | val_loss: 0.0312363 | Time: 1956.56 ms [2021-11-11 19:14:32 main:574] : INFO : Epoch 1901 | loss: 0.0310431 | val_loss: 0.0312382 | Time: 2012.69 ms [2021-11-11 19:14:34 main:574] : INFO : Epoch 1902 | loss: 0.0310404 | val_loss: 0.0312346 | Time: 2146.21 ms [2021-11-11 19:14:36 main:574] : INFO : Epoch 1903 | loss: 0.031044 | val_loss: 0.0312313 | Time: 1837.48 ms [2021-11-11 19:14:38 main:574] : INFO : Epoch 1904 | loss: 0.0310455 | val_loss: 0.0312446 | Time: 2183.49 ms [2021-11-11 19:14:40 main:574] : INFO : Epoch 1905 | loss: 0.0310467 | val_loss: 0.0312384 | Time: 1868.1 ms [2021-11-11 19:14:42 main:574] : INFO : Epoch 1906 | loss: 0.0310692 | val_loss: 0.0312275 | Time: 2029.85 ms [2021-11-11 19:14:44 main:574] : INFO : Epoch 1907 | loss: 0.0310689 | val_loss: 0.0312194 | Time: 2148.79 ms [2021-11-11 19:14:46 main:574] : INFO : Epoch 1908 | loss: 0.0310656 | val_loss: 0.0312313 | Time: 1778.92 ms [2021-11-11 19:14:48 main:574] : INFO : Epoch 1909 | loss: 0.0310492 | val_loss: 0.0312519 | Time: 2238.84 ms [2021-11-11 19:14:50 main:574] : INFO : Epoch 1910 | loss: 0.0310427 | val_loss: 0.0312344 | Time: 1920.26 ms [2021-11-11 19:14:53 main:574] : INFO : Epoch 1911 | loss: 0.0310439 | val_loss: 0.031248 | Time: 2135.86 ms [2021-11-11 19:14:55 main:574] : INFO : Epoch 1912 | loss: 0.0310444 | val_loss: 0.0312245 | Time: 2140.3 ms [2021-11-11 19:14:57 main:574] : INFO : Epoch 1913 | loss: 0.0310416 | val_loss: 0.0312428 | Time: 1855.18 ms [2021-11-11 19:14:59 main:574] : INFO : Epoch 1914 | loss: 0.0310383 | val_loss: 0.0312431 | Time: 2056.79 ms [2021-11-11 19:15:00 main:574] : INFO : Epoch 1915 | loss: 0.0310397 | val_loss: 0.0312513 | Time: 1849.27 ms [2021-11-11 19:15:03 main:574] : INFO : Epoch 1916 | loss: 0.0310416 | val_loss: 0.0312216 | Time: 2149.42 ms [2021-11-11 19:15:05 main:574] : INFO : Epoch 1917 | loss: 0.0310526 | val_loss: 0.0312316 | Time: 2139.24 ms [2021-11-11 19:15:07 main:574] : INFO : Epoch 1918 | loss: 0.0313742 | val_loss: 0.0315283 | Time: 1754.67 ms [2021-11-11 19:15:09 main:574] : INFO : Epoch 1919 | loss: 0.0367047 | val_loss: 0.0664093 | Time: 2203.67 ms [2021-11-11 19:15:11 main:574] : INFO : Epoch 1920 | loss: 0.0355708 | val_loss: 0.0322989 | Time: 1852.99 ms [2021-11-11 19:15:13 main:574] : INFO : Epoch 1921 | loss: 0.0316379 | val_loss: 0.0313254 | Time: 2159.97 ms [2021-11-11 19:15:15 main:574] : INFO : Epoch 1922 | loss: 0.0312928 | val_loss: 0.0312667 | Time: 2071.7 ms [2021-11-11 19:15:17 main:574] : INFO : Epoch 1923 | loss: 0.0312575 | val_loss: 0.0312521 | Time: 1869.37 ms [2021-11-11 19:15:19 main:574] : INFO : Epoch 1924 | loss: 0.0312492 | val_loss: 0.0312475 | Time: 2139.1 ms [2021-11-11 19:15:21 main:574] : INFO : Epoch 1925 | loss: 0.0312471 | val_loss: 0.031246 | Time: 1852.04 ms [2021-11-11 19:15:23 main:574] : INFO : Epoch 1926 | loss: 0.0312466 | val_loss: 0.031244 | Time: 2329.35 ms [2021-11-11 19:15:25 main:574] : INFO : Epoch 1927 | loss: 0.0312471 | val_loss: 0.0312437 | Time: 2204.6 ms [2021-11-11 19:15:27 main:574] : INFO : Epoch 1928 | loss: 0.031256 | val_loss: 0.0312474 | Time: 2114.29 ms [2021-11-11 19:15:30 main:574] : INFO : Epoch 1929 | loss: 0.0312476 | val_loss: 0.031244 | Time: 2143.82 ms [2021-11-11 19:15:31 main:574] : INFO : Epoch 1930 | loss: 0.0312413 | val_loss: 0.0312403 | Time: 1848.69 ms [2021-11-11 19:15:34 main:574] : INFO : Epoch 1931 | loss: 0.0312383 | val_loss: 0.0312376 | Time: 2168.85 ms [2021-11-11 19:15:36 main:574] : INFO : Epoch 1932 | loss: 0.0312382 | val_loss: 0.0312371 | Time: 1904.22 ms [2021-11-11 19:15:38 main:574] : INFO : Epoch 1933 | loss: 0.0312342 | val_loss: 0.0312371 | Time: 2129.13 ms [2021-11-11 19:15:40 main:574] : INFO : Epoch 1934 | loss: 0.0312342 | val_loss: 0.0312359 | Time: 2183.26 ms [2021-11-11 19:15:42 main:574] : INFO : Epoch 1935 | loss: 0.0312329 | val_loss: 0.0312341 | Time: 1913.37 ms [2021-11-11 19:15:44 main:574] : INFO : Epoch 1936 | loss: 0.0312321 | val_loss: 0.0312335 | Time: 2144.49 ms [2021-11-11 19:15:46 main:574] : INFO : Epoch 1937 | loss: 0.0312317 | val_loss: 0.0312352 | Time: 1801.41 ms [2021-11-11 19:15:48 main:574] : INFO : Epoch 1938 | loss: 0.0312316 | val_loss: 0.031234 | Time: 2177.38 ms [2021-11-11 19:15:50 main:574] : INFO : Epoch 1939 | loss: 0.0312314 | val_loss: 0.0312324 | Time: 2091.69 ms [2021-11-11 19:15:52 main:574] : INFO : Epoch 1940 | loss: 0.0312315 | val_loss: 0.0312344 | Time: 1930.1 ms [2021-11-11 19:15:54 main:574] : INFO : Epoch 1941 | loss: 0.0312325 | val_loss: 0.0312317 | Time: 2199.89 ms [2021-11-11 19:15:56 main:574] : INFO : Epoch 1942 | loss: 0.0312329 | val_loss: 0.0312325 | Time: 1808.6 ms [2021-11-11 19:15:58 main:574] : INFO : Epoch 1943 | loss: 0.0312308 | val_loss: 0.0312333 | Time: 2128.36 ms [2021-11-11 19:16:00 main:574] : INFO : Epoch 1944 | loss: 0.0312323 | val_loss: 0.0312377 | Time: 2008.68 ms [2021-11-11 19:16:02 main:574] : INFO : Epoch 1945 | loss: 0.0312314 | val_loss: 0.031231 | Time: 1891.27 ms [2021-11-11 19:16:04 main:574] : INFO : Epoch 1946 | loss: 0.031232 | val_loss: 0.0312307 | Time: 2183.04 ms [2021-11-11 19:16:06 main:574] : INFO : Epoch 1947 | loss: 0.0312297 | val_loss: 0.0312317 | Time: 1817.29 ms [2021-11-11 19:16:08 main:574] : INFO : Epoch 1948 | loss: 0.0312296 | val_loss: 0.0312309 | Time: 2195.43 ms [2021-11-11 19:16:10 main:574] : INFO : Epoch 1949 | loss: 0.0312299 | val_loss: 0.0312308 | Time: 2029.33 ms [2021-11-11 19:16:12 main:574] : INFO : Epoch 1950 | loss: 0.0312298 | val_loss: 0.0312402 | Time: 2016.97 ms [2021-11-11 19:16:15 main:574] : INFO : Epoch 1951 | loss: 0.03123 | val_loss: 0.0312305 | Time: 2124.12 ms [2021-11-11 19:16:16 main:574] : INFO : Epoch 1952 | loss: 0.0312294 | val_loss: 0.0312333 | Time: 1776.62 ms [2021-11-11 19:16:19 main:574] : INFO : Epoch 1953 | loss: 0.0312301 | val_loss: 0.031232 | Time: 2144.97 ms [2021-11-11 19:16:20 main:574] : INFO : Epoch 1954 | loss: 0.0312291 | val_loss: 0.0312309 | Time: 1964.56 ms [2021-11-11 19:16:22 main:574] : INFO : Epoch 1955 | loss: 0.0312287 | val_loss: 0.0312317 | Time: 1975.06 ms [2021-11-11 19:16:25 main:574] : INFO : Epoch 1956 | loss: 0.0312274 | val_loss: 0.0312296 | Time: 2188.79 ms [2021-11-11 19:16:26 main:574] : INFO : Epoch 1957 | loss: 0.0312278 | val_loss: 0.0312323 | Time: 1781.85 ms [2021-11-11 19:16:29 main:574] : INFO : Epoch 1958 | loss: 0.0312277 | val_loss: 0.0312296 | Time: 2150.06 ms [2021-11-11 19:16:31 main:574] : INFO : Epoch 1959 | loss: 0.0312299 | val_loss: 0.0312364 | Time: 1911.66 ms [2021-11-11 19:16:33 main:574] : INFO : Epoch 1960 | loss: 0.0312332 | val_loss: 0.0312332 | Time: 2025.61 ms [2021-11-11 19:16:35 main:574] : INFO : Epoch 1961 | loss: 0.0312275 | val_loss: 0.0312313 | Time: 2192.5 ms [2021-11-11 19:16:37 main:574] : INFO : Epoch 1962 | loss: 0.0312258 | val_loss: 0.0312296 | Time: 1750.47 ms [2021-11-11 19:16:39 main:574] : INFO : Epoch 1963 | loss: 0.0312271 | val_loss: 0.0312303 | Time: 2180.15 ms [2021-11-11 19:16:41 main:574] : INFO : Epoch 1964 | loss: 0.0312263 | val_loss: 0.0312295 | Time: 1913.24 ms [2021-11-11 19:16:43 main:574] : INFO : Epoch 1965 | loss: 0.0312258 | val_loss: 0.031232 | Time: 2079.27 ms [2021-11-11 19:16:45 main:574] : INFO : Epoch 1966 | loss: 0.0312294 | val_loss: 0.0312319 | Time: 2256.4 ms [2021-11-11 19:16:47 main:574] : INFO : Epoch 1967 | loss: 0.0312273 | val_loss: 0.0312305 | Time: 1828.77 ms [2021-11-11 19:16:49 main:574] : INFO : Epoch 1968 | loss: 0.0312247 | val_loss: 0.0312297 | Time: 2214.63 ms [2021-11-11 19:16:51 main:574] : INFO : Epoch 1969 | loss: 0.0312261 | val_loss: 0.0312301 | Time: 1862.41 ms [2021-11-11 19:16:53 main:574] : INFO : Epoch 1970 | loss: 0.0312282 | val_loss: 0.0312364 | Time: 2108.38 ms [2021-11-11 19:16:55 main:574] : INFO : Epoch 1971 | loss: 0.0312248 | val_loss: 0.0312294 | Time: 2132.9 ms [2021-11-11 19:16:57 main:574] : INFO : Epoch 1972 | loss: 0.0312236 | val_loss: 0.0312316 | Time: 1854.36 ms [2021-11-11 19:16:59 main:574] : INFO : Epoch 1973 | loss: 0.0312248 | val_loss: 0.0312313 | Time: 2184.11 ms [2021-11-11 19:17:01 main:574] : INFO : Epoch 1974 | loss: 0.0312309 | val_loss: 0.0312327 | Time: 1774.15 ms [2021-11-11 19:17:03 main:574] : INFO : Epoch 1975 | loss: 0.0312303 | val_loss: 0.0312437 | Time: 2162.24 ms [2021-11-11 19:17:05 main:574] : INFO : Epoch 1976 | loss: 0.0312266 | val_loss: 0.0312305 | Time: 2098.05 ms [2021-11-11 19:17:07 main:574] : INFO : Epoch 1977 | loss: 0.0312239 | val_loss: 0.0312298 | Time: 1960.62 ms [2021-11-11 19:17:10 main:574] : INFO : Epoch 1978 | loss: 0.0312227 | val_loss: 0.0312339 | Time: 2224.84 ms [2021-11-11 19:17:11 main:574] : INFO : Epoch 1979 | loss: 0.0312221 | val_loss: 0.0312296 | Time: 1798.16 ms [2021-11-11 19:17:14 main:574] : INFO : Epoch 1980 | loss: 0.0312219 | val_loss: 0.0312303 | Time: 2177.05 ms [2021-11-11 19:17:16 main:574] : INFO : Epoch 1981 | loss: 0.0312233 | val_loss: 0.0312301 | Time: 2040.63 ms [2021-11-11 19:17:18 main:574] : INFO : Epoch 1982 | loss: 0.0312232 | val_loss: 0.0312312 | Time: 2004.38 ms [2021-11-11 19:17:20 main:574] : INFO : Epoch 1983 | loss: 0.0312209 | val_loss: 0.0312318 | Time: 2157.09 ms [2021-11-11 19:17:22 main:574] : INFO : Epoch 1984 | loss: 0.0312226 | val_loss: 0.0312351 | Time: 1797.64 ms [2021-11-11 19:17:24 main:574] : INFO : Epoch 1985 | loss: 0.0312258 | val_loss: 0.031232 | Time: 2187.61 ms [2021-11-11 19:17:26 main:574] : INFO : Epoch 1986 | loss: 0.0312229 | val_loss: 0.0312302 | Time: 1922 ms [2021-11-11 19:17:28 main:574] : INFO : Epoch 1987 | loss: 0.0312239 | val_loss: 0.0312295 | Time: 2005.44 ms [2021-11-11 19:17:30 main:574] : INFO : Epoch 1988 | loss: 0.0312212 | val_loss: 0.0312285 | Time: 2177.04 ms [2021-11-11 19:17:32 main:574] : INFO : Epoch 1989 | loss: 0.0312217 | val_loss: 0.0312308 | Time: 1787.29 ms [2021-11-11 19:17:34 main:574] : INFO : Epoch 1990 | loss: 0.031225 | val_loss: 0.0312449 | Time: 2172.3 ms [2021-11-11 19:17:36 main:574] : INFO : Epoch 1991 | loss: 0.0312281 | val_loss: 0.0312287 | Time: 1968.61 ms [2021-11-11 19:17:38 main:574] : INFO : Epoch 1992 | loss: 0.0312206 | val_loss: 0.031229 | Time: 2006.9 ms [2021-11-11 19:17:40 main:574] : INFO : Epoch 1993 | loss: 0.0312202 | val_loss: 0.0312347 | Time: 2150.51 ms [2021-11-11 19:17:42 main:574] : INFO : Epoch 1994 | loss: 0.0312214 | val_loss: 0.0312322 | Time: 1788.31 ms [2021-11-11 19:17:44 main:574] : INFO : Epoch 1995 | loss: 0.0312251 | val_loss: 0.0312297 | Time: 2201.74 ms [2021-11-11 19:17:46 main:574] : INFO : Epoch 1996 | loss: 0.0312214 | val_loss: 0.0312295 | Time: 1906.17 ms [2021-11-11 19:17:48 main:574] : INFO : Epoch 1997 | loss: 0.0312185 | val_loss: 0.0312318 | Time: 2099.39 ms [2021-11-11 19:17:50 main:574] : INFO : Epoch 1998 | loss: 0.0312254 | val_loss: 0.0312398 | Time: 2165.89 ms [2021-11-11 19:17:52 main:574] : INFO : Epoch 1999 | loss: 0.0312214 | val_loss: 0.0312313 | Time: 1799.69 ms [2021-11-11 19:17:54 main:574] : INFO : Epoch 2000 | loss: 0.0312218 | val_loss: 0.0312291 | Time: 2153.78 ms [2021-11-11 19:17:56 main:574] : INFO : Epoch 2001 | loss: 0.0312211 | val_loss: 0.0312346 | Time: 1795.56 ms [2021-11-11 19:17:58 main:574] : INFO : Epoch 2002 | loss: 0.0312228 | val_loss: 0.0312319 | Time: 2035.62 ms [2021-11-11 19:18:00 main:574] : INFO : Epoch 2003 | loss: 0.0312209 | val_loss: 0.0312294 | Time: 2159.17 ms [2021-11-11 19:18:02 main:574] : INFO : Epoch 2004 | loss: 0.0312208 | val_loss: 0.0312402 | Time: 1742.44 ms [2021-11-11 19:18:04 main:574] : INFO : Epoch 2005 | loss: 0.0312205 | val_loss: 0.0312317 | Time: 2196.41 ms [2021-11-11 19:18:06 main:574] : INFO : Epoch 2006 | loss: 0.0312216 | val_loss: 0.0312294 | Time: 1892.34 ms [2021-11-11 19:18:08 main:574] : INFO : Epoch 2007 | loss: 0.0312208 | val_loss: 0.0312305 | Time: 2065.58 ms [2021-11-11 19:18:10 main:574] : INFO : Epoch 2008 | loss: 0.0312247 | val_loss: 0.0312294 | Time: 2138.96 ms [2021-11-11 19:18:12 main:574] : INFO : Epoch 2009 | loss: 0.0312194 | val_loss: 0.0312297 | Time: 1796.22 ms [2021-11-11 19:18:14 main:574] : INFO : Epoch 2010 | loss: 0.0312192 | val_loss: 0.0312279 | Time: 2114.95 ms [2021-11-11 19:18:16 main:574] : INFO : Epoch 2011 | loss: 0.0312187 | val_loss: 0.0312269 | Time: 1868.78 ms [2021-11-11 19:18:18 main:574] : INFO : Epoch 2012 | loss: 0.0312196 | val_loss: 0.031236 | Time: 2100.76 ms [2021-11-11 19:18:20 main:574] : INFO : Epoch 2013 | loss: 0.0312198 | val_loss: 0.0312287 | Time: 2104.51 ms [2021-11-11 19:18:22 main:574] : INFO : Epoch 2014 | loss: 0.0312177 | val_loss: 0.0312296 | Time: 1789.62 ms [2021-11-11 19:18:24 main:574] : INFO : Epoch 2015 | loss: 0.0312234 | val_loss: 0.0312293 | Time: 2157.85 ms [2021-11-11 19:18:26 main:574] : INFO : Epoch 2016 | loss: 0.0312176 | val_loss: 0.0312289 | Time: 1800 ms [2021-11-11 19:18:28 main:574] : INFO : Epoch 2017 | loss: 0.0312206 | val_loss: 0.031227 | Time: 2122.69 ms [2021-11-11 19:18:30 main:574] : INFO : Epoch 2018 | loss: 0.0312172 | val_loss: 0.0312277 | Time: 2210.5 ms [2021-11-11 19:18:32 main:574] : INFO : Epoch 2019 | loss: 0.0312172 | val_loss: 0.0312291 | Time: 1788.36 ms [2021-11-11 19:18:34 main:574] : INFO : Epoch 2020 | loss: 0.0312202 | val_loss: 0.0312266 | Time: 2213.97 ms [2021-11-11 19:18:36 main:574] : INFO : Epoch 2021 | loss: 0.0312178 | val_loss: 0.0312264 | Time: 1874.53 ms [2021-11-11 19:18:39 main:574] : INFO : Epoch 2022 | loss: 0.0312167 | val_loss: 0.0312268 | Time: 2181.27 ms [2021-11-11 19:18:41 main:574] : INFO : Epoch 2023 | loss: 0.0312162 | val_loss: 0.0312267 | Time: 2146.58 ms [2021-11-11 19:18:43 main:574] : INFO : Epoch 2024 | loss: 0.0312174 | val_loss: 0.0312268 | Time: 1902.53 ms [2021-11-11 19:18:45 main:574] : INFO : Epoch 2025 | loss: 0.0312152 | val_loss: 0.0312265 | Time: 2191.77 ms [2021-11-11 19:18:47 main:574] : INFO : Epoch 2026 | loss: 0.0312161 | val_loss: 0.0312273 | Time: 1822.87 ms [2021-11-11 19:18:49 main:574] : INFO : Epoch 2027 | loss: 0.0312151 | val_loss: 0.0312266 | Time: 2162.69 ms [2021-11-11 19:18:51 main:574] : INFO : Epoch 2028 | loss: 0.0312151 | val_loss: 0.0312266 | Time: 2010.12 ms [2021-11-11 19:18:53 main:574] : INFO : Epoch 2029 | loss: 0.0312137 | val_loss: 0.0312266 | Time: 1925.74 ms [2021-11-11 19:18:55 main:574] : INFO : Epoch 2030 | loss: 0.0312168 | val_loss: 0.0312283 | Time: 2154.25 ms [2021-11-11 19:18:57 main:574] : INFO : Epoch 2031 | loss: 0.0312193 | val_loss: 0.0312249 | Time: 1836.55 ms [2021-11-11 19:18:59 main:574] : INFO : Epoch 2032 | loss: 0.0312154 | val_loss: 0.0312251 | Time: 2149.09 ms [2021-11-11 19:19:01 main:574] : INFO : Epoch 2033 | loss: 0.0312142 | val_loss: 0.0312263 | Time: 2098.57 ms [2021-11-11 19:19:03 main:574] : INFO : Epoch 2034 | loss: 0.031219 | val_loss: 0.031224 | Time: 1971.89 ms [2021-11-11 19:19:05 main:574] : INFO : Epoch 2035 | loss: 0.0312194 | val_loss: 0.0312395 | Time: 2177.6 ms [2021-11-11 19:19:07 main:574] : INFO : Epoch 2036 | loss: 0.0312236 | val_loss: 0.0312238 | Time: 1786.64 ms [2021-11-11 19:19:09 main:574] : INFO : Epoch 2037 | loss: 0.0312175 | val_loss: 0.0312239 | Time: 2206.17 ms [2021-11-11 19:19:11 main:574] : INFO : Epoch 2038 | loss: 0.0312166 | val_loss: 0.0312237 | Time: 1913.47 ms [2021-11-11 19:19:13 main:574] : INFO : Epoch 2039 | loss: 0.0312127 | val_loss: 0.0312245 | Time: 2050.67 ms [2021-11-11 19:19:15 main:574] : INFO : Epoch 2040 | loss: 0.0312124 | val_loss: 0.0312238 | Time: 2159.85 ms [2021-11-11 19:19:17 main:574] : INFO : Epoch 2041 | loss: 0.0312122 | val_loss: 0.0312257 | Time: 1825.26 ms [2021-11-11 19:19:19 main:574] : INFO : Epoch 2042 | loss: 0.031213 | val_loss: 0.0312329 | Time: 2188.91 ms [2021-11-11 19:19:21 main:574] : INFO : Epoch 2043 | loss: 0.0312153 | val_loss: 0.0312267 | Time: 1914.27 ms [2021-11-11 19:19:23 main:574] : INFO : Epoch 2044 | loss: 0.0312178 | val_loss: 0.0312246 | Time: 2066.87 ms [2021-11-11 19:19:26 main:574] : INFO : Epoch 2045 | loss: 0.0312127 | val_loss: 0.0312251 | Time: 2193.19 ms [2021-11-11 19:19:27 main:574] : INFO : Epoch 2046 | loss: 0.031212 | val_loss: 0.0312239 | Time: 1821.17 ms [2021-11-11 19:19:30 main:574] : INFO : Epoch 2047 | loss: 0.0312103 | val_loss: 0.0312257 | Time: 2168.46 ms [2021-11-11 19:19:31 main:574] : INFO : Epoch 2048 | loss: 0.031211 | val_loss: 0.031228 | Time: 1816.95 ms [2021-11-11 19:19:31 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.031228 [2021-11-11 19:19:31 main:603] : INFO : Saving end state to config to file [2021-11-11 19:19:31 main:608] : INFO : Success, exiting.. 19:19:31 (3288): 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)