Task 14595716
| Name | ParityModified-1647046801-20587-1-0_1 |
| Workunit | 11305616 |
| Created | 10 Apr 2022, 15:28:10 UTC |
| Sent | 10 Apr 2022, 16:34:49 UTC |
| Report deadline | 18 Apr 2022, 16:34:49 UTC |
| Received | 11 Apr 2022, 6:32:45 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 6135 |
| Run time | 1 hours 12 min 13 sec |
| CPU time | 1 hours 1 min 33 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 7,469.04 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.08 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> 0 19:41:02 main:574] : INFO : Epoch 1645 | loss: 0.0311204 | val_loss: 0.0311368 | Time: 2620.6 ms [2022-04-10 19:41:04 main:574] : INFO : Epoch 1646 | loss: 0.031134 | val_loss: 0.0311607 | Time: 2284.07 ms [2022-04-10 19:41:07 main:574] : INFO : Epoch 1647 | loss: 0.0311298 | val_loss: 0.0311435 | Time: 2272.88 ms [2022-04-10 19:41:09 main:574] : INFO : Epoch 1648 | loss: 0.0311286 | val_loss: 0.031133 | Time: 2313.21 ms [2022-04-10 19:41:11 main:574] : INFO : Epoch 1649 | loss: 0.0311429 | val_loss: 0.0311413 | Time: 2508.41 ms [2022-04-10 19:41:14 main:574] : INFO : Epoch 1650 | loss: 0.0311297 | val_loss: 0.0311318 | Time: 2592.17 ms [2022-04-10 19:41:17 main:574] : INFO : Epoch 1651 | loss: 0.0311289 | val_loss: 0.0311563 | Time: 2619.14 ms [2022-04-10 19:41:19 main:574] : INFO : Epoch 1652 | loss: 0.0311264 | val_loss: 0.0311332 | Time: 2008.71 ms [2022-04-10 19:41:21 main:574] : INFO : Epoch 1653 | loss: 0.0311217 | val_loss: 0.0311323 | Time: 2108.22 ms [2022-04-10 19:41:23 main:574] : INFO : Epoch 1654 | loss: 0.031121 | val_loss: 0.0311523 | Time: 2235.01 ms [2022-04-10 19:41:25 main:574] : INFO : Epoch 1655 | loss: 0.0311259 | val_loss: 0.0311348 | Time: 1980.44 ms [2022-04-10 19:41:27 main:574] : INFO : Epoch 1656 | loss: 0.0311191 | val_loss: 0.0311391 | Time: 2026.62 ms [2022-04-10 19:41:30 main:574] : INFO : Epoch 1657 | loss: 0.0311232 | val_loss: 0.0311471 | Time: 2166.15 ms [2022-04-10 19:41:32 main:574] : INFO : Epoch 1658 | loss: 0.03113 | val_loss: 0.0311375 | Time: 2197.41 ms [2022-04-10 19:41:34 main:574] : INFO : Epoch 1659 | loss: 0.0311205 | val_loss: 0.0311307 | Time: 1976.4 ms [2022-04-10 19:41:36 main:574] : INFO : Epoch 1660 | loss: 0.0311234 | val_loss: 0.031131 | Time: 1950.3 ms [2022-04-10 19:41:38 main:574] : INFO : Epoch 1661 | loss: 0.0311234 | val_loss: 0.0311291 | Time: 2127.77 ms [2022-04-10 19:41:40 main:574] : INFO : Epoch 1662 | loss: 0.0311352 | val_loss: 0.0311341 | Time: 2110.3 ms [2022-04-10 19:41:42 main:574] : INFO : Epoch 1663 | loss: 0.0311232 | val_loss: 0.03113 | Time: 2000.67 ms [2022-04-10 19:41:44 main:574] : INFO : Epoch 1664 | loss: 0.0311245 | val_loss: 0.0311319 | Time: 2027.99 ms [2022-04-10 19:41:46 main:574] : INFO : Epoch 1665 | loss: 0.0311189 | val_loss: 0.0311308 | Time: 2075.68 ms [2022-04-10 19:41:48 main:574] : INFO : Epoch 1666 | loss: 0.0311169 | val_loss: 0.0311351 | Time: 2006.43 ms [2022-04-10 19:41:51 main:574] : INFO : Epoch 1667 | loss: 0.0311199 | val_loss: 0.0311314 | Time: 2081.51 ms [2022-04-10 19:41:53 main:574] : INFO : Epoch 1668 | loss: 0.0311405 | val_loss: 0.03117 | Time: 2100.19 ms [2022-04-10 19:41:55 main:574] : INFO : Epoch 1669 | loss: 0.0311275 | val_loss: 0.0311389 | Time: 1930.99 ms [2022-04-10 19:41:57 main:574] : INFO : Epoch 1670 | loss: 0.0311254 | val_loss: 0.0311381 | Time: 1986.15 ms [2022-04-10 19:41:59 main:574] : INFO : Epoch 1671 | loss: 0.0311213 | val_loss: 0.0311374 | Time: 1998.53 ms [2022-04-10 19:42:01 main:574] : INFO : Epoch 1672 | loss: 0.0311225 | val_loss: 0.0311315 | Time: 2139.99 ms [2022-04-10 19:42:03 main:574] : INFO : Epoch 1673 | loss: 0.0311185 | val_loss: 0.0311356 | Time: 2159.94 ms [2022-04-10 19:42:05 main:574] : INFO : Epoch 1674 | loss: 0.0311194 | val_loss: 0.0311576 | Time: 2009.88 ms [2022-04-10 19:42:07 main:574] : INFO : Epoch 1675 | loss: 0.0311287 | val_loss: 0.0311337 | Time: 1931.87 ms [2022-04-10 19:42:09 main:574] : INFO : Epoch 1676 | loss: 0.0311136 | val_loss: 0.0311337 | Time: 2104.05 ms [2022-04-10 19:42:11 main:574] : INFO : Epoch 1677 | loss: 0.031119 | val_loss: 0.0311309 | Time: 2123.11 ms [2022-04-10 19:42:14 main:574] : INFO : Epoch 1678 | loss: 0.0311165 | val_loss: 0.0311338 | Time: 2075.66 ms [2022-04-10 19:42:16 main:574] : INFO : Epoch 1679 | loss: 0.0311162 | val_loss: 0.0311327 | Time: 2049.52 ms [2022-04-10 19:42:18 main:574] : INFO : Epoch 1680 | loss: 0.031134 | val_loss: 0.0311422 | Time: 2385.16 ms [2022-04-10 19:42:20 main:574] : INFO : Epoch 1681 | loss: 0.0311325 | val_loss: 0.0311421 | Time: 2015.69 ms [2022-04-10 19:42:22 main:574] : INFO : Epoch 1682 | loss: 0.0311191 | val_loss: 0.031136 | Time: 2186.14 ms [2022-04-10 19:42:24 main:574] : INFO : Epoch 1683 | loss: 0.0311176 | val_loss: 0.0311351 | Time: 2038.69 ms [2022-04-10 19:42:26 main:574] : INFO : Epoch 1684 | loss: 0.0311171 | val_loss: 0.0311294 | Time: 1998.83 ms [2022-04-10 19:42:29 main:574] : INFO : Epoch 1685 | loss: 0.0311142 | val_loss: 0.0311313 | Time: 2096.78 ms [2022-04-10 19:42:31 main:574] : INFO : Epoch 1686 | loss: 0.0311133 | val_loss: 0.0311451 | Time: 2364.37 ms [2022-04-10 19:42:33 main:574] : INFO : Epoch 1687 | loss: 0.0311237 | val_loss: 0.0311306 | Time: 2095.59 ms [2022-04-10 19:42:35 main:574] : INFO : Epoch 1688 | loss: 0.0311206 | val_loss: 0.0311301 | Time: 2051.91 ms [2022-04-10 19:42:37 main:574] : INFO : Epoch 1689 | loss: 0.0311283 | val_loss: 0.0311674 | Time: 2185.63 ms [2022-04-10 19:42:40 main:574] : INFO : Epoch 1690 | loss: 0.0311315 | val_loss: 0.0311322 | Time: 2173.93 ms [2022-04-10 19:42:43 main:574] : INFO : Epoch 1691 | loss: 0.0311177 | val_loss: 0.0311319 | Time: 2332.84 ms [2022-04-10 19:42:45 main:574] : INFO : Epoch 1692 | loss: 0.0311176 | val_loss: 0.0311365 | Time: 2343.23 ms [2022-04-10 19:42:48 main:574] : INFO : Epoch 1693 | loss: 0.0311202 | val_loss: 0.0311332 | Time: 2323.7 ms [2022-04-10 19:42:50 main:574] : INFO : Epoch 1694 | loss: 0.0311166 | val_loss: 0.0311293 | Time: 2237.3 ms [2022-04-10 19:42:52 main:574] : INFO : Epoch 1695 | loss: 0.031115 | val_loss: 0.0311342 | Time: 2194.74 ms [2022-04-10 19:42:54 main:574] : INFO : Epoch 1696 | loss: 0.031119 | val_loss: 0.0311426 | Time: 2284.98 ms [2022-04-10 19:42:57 main:574] : INFO : Epoch 1697 | loss: 0.0311247 | val_loss: 0.0311392 | Time: 2201.68 ms [2022-04-10 19:43:00 main:574] : INFO : Epoch 1698 | loss: 0.0311338 | val_loss: 0.031134 | Time: 3019.91 ms [2022-04-10 19:43:03 main:574] : INFO : Epoch 1699 | loss: 0.0311258 | val_loss: 0.031144 | Time: 3157.54 ms [2022-04-10 19:43:05 main:574] : INFO : Epoch 1700 | loss: 0.0311202 | val_loss: 0.031167 | Time: 2192.53 ms [2022-04-10 19:43:07 main:574] : INFO : Epoch 1701 | loss: 0.0311259 | val_loss: 0.0311286 | Time: 2157.07 ms [2022-04-10 19:43:10 main:574] : INFO : Epoch 1702 | loss: 0.0311235 | val_loss: 0.0311373 | Time: 2187.44 ms [2022-04-10 19:43:12 main:574] : INFO : Epoch 1703 | loss: 0.0311141 | val_loss: 0.0311304 | Time: 2124.22 ms [2022-04-10 19:43:14 main:574] : INFO : Epoch 1704 | loss: 0.031115 | val_loss: 0.0311361 | Time: 2209.14 ms [2022-04-10 19:43:16 main:574] : INFO : Epoch 1705 | loss: 0.0311158 | val_loss: 0.0311444 | Time: 2135.73 ms [2022-04-10 19:43:19 main:574] : INFO : Epoch 1706 | loss: 0.0311267 | val_loss: 0.0311323 | Time: 2378.25 ms [2022-04-10 19:43:21 main:574] : INFO : Epoch 1707 | loss: 0.0311208 | val_loss: 0.0311323 | Time: 2186.94 ms [2022-04-10 19:43:23 main:574] : INFO : Epoch 1708 | loss: 0.0311146 | val_loss: 0.0311342 | Time: 2251.87 ms [2022-04-10 19:43:25 main:574] : INFO : Epoch 1709 | loss: 0.031111 | val_loss: 0.0311289 | Time: 2041.98 ms [2022-04-10 19:43:27 main:574] : INFO : Epoch 1710 | loss: 0.0311098 | val_loss: 0.0311289 | Time: 1993.38 ms [2022-04-10 19:43:29 main:574] : INFO : Epoch 1711 | loss: 0.031114 | val_loss: 0.0311334 | Time: 2076.18 ms [2022-04-10 19:43:32 main:574] : INFO : Epoch 1712 | loss: 0.031119 | val_loss: 0.0311334 | Time: 2215.94 ms [2022-04-10 19:43:34 main:574] : INFO : Epoch 1713 | loss: 0.0311327 | val_loss: 0.0311331 | Time: 2377.48 ms [2022-04-10 19:43:36 main:574] : INFO : Epoch 1714 | loss: 0.0311136 | val_loss: 0.0311346 | Time: 2050.65 ms [2022-04-10 19:43:39 main:574] : INFO : Epoch 1715 | loss: 0.0311155 | val_loss: 0.031131 | Time: 2452.26 ms [2022-04-10 19:43:41 main:574] : INFO : Epoch 1716 | loss: 0.0311251 | val_loss: 0.0311493 | Time: 2123.92 ms [2022-04-10 19:43:43 main:574] : INFO : Epoch 1717 | loss: 0.0311357 | val_loss: 0.0311335 | Time: 2266.55 ms [2022-04-10 19:43:46 main:574] : INFO : Epoch 1718 | loss: 0.0311228 | val_loss: 0.031129 | Time: 2444.22 ms [2022-04-10 19:43:48 main:574] : INFO : Epoch 1719 | loss: 0.0311214 | val_loss: 0.031139 | Time: 2263.77 ms [2022-04-10 19:43:50 main:574] : INFO : Epoch 1720 | loss: 0.0311194 | val_loss: 0.0311295 | Time: 2385.05 ms [2022-04-10 19:43:53 main:574] : INFO : Epoch 1721 | loss: 0.0311164 | val_loss: 0.0311479 | Time: 2214.54 ms [2022-04-10 19:43:55 main:574] : INFO : Epoch 1722 | loss: 0.0311195 | val_loss: 0.0311286 | Time: 2266.1 ms [2022-04-10 19:43:57 main:574] : INFO : Epoch 1723 | loss: 0.0311168 | val_loss: 0.0311454 | Time: 2012.84 ms [2022-04-10 19:43:59 main:574] : INFO : Epoch 1724 | loss: 0.0311174 | val_loss: 0.0311288 | Time: 2142.53 ms [2022-04-10 19:44:01 main:574] : INFO : Epoch 1725 | loss: 0.0311229 | val_loss: 0.0311385 | Time: 2100.3 ms [2022-04-10 19:44:04 main:574] : INFO : Epoch 1726 | loss: 0.0311346 | val_loss: 0.031141 | Time: 2165.79 ms [2022-04-10 19:44:06 main:574] : INFO : Epoch 1727 | loss: 0.0311299 | val_loss: 0.0311342 | Time: 2300.45 ms [2022-04-10 19:44:08 main:574] : INFO : Epoch 1728 | loss: 0.0311242 | val_loss: 0.0311347 | Time: 2096.3 ms [2022-04-10 19:44:10 main:574] : INFO : Epoch 1729 | loss: 0.0311309 | val_loss: 0.0311547 | Time: 2111.97 ms [2022-04-10 19:44:12 main:574] : INFO : Epoch 1730 | loss: 0.0311311 | val_loss: 0.0311462 | Time: 2165.33 ms [2022-04-10 19:44:15 main:574] : INFO : Epoch 1731 | loss: 0.0311196 | val_loss: 0.0311303 | Time: 2273.42 ms [2022-04-10 19:44:17 main:574] : INFO : Epoch 1732 | loss: 0.031121 | val_loss: 0.0311546 | Time: 2015.33 ms [2022-04-10 19:44:19 main:574] : INFO : Epoch 1733 | loss: 0.0311178 | val_loss: 0.0311291 | Time: 2219.5 ms [2022-04-10 19:44:21 main:574] : INFO : Epoch 1734 | loss: 0.0311158 | val_loss: 0.0311274 | Time: 2201.24 ms [2022-04-10 19:44:23 main:574] : INFO : Epoch 1735 | loss: 0.0311132 | val_loss: 0.0311397 | Time: 2164.43 ms [2022-04-10 19:44:26 main:574] : INFO : Epoch 1736 | loss: 0.0311205 | val_loss: 0.0311458 | Time: 2231 ms [2022-04-10 19:44:28 main:574] : INFO : Epoch 1737 | loss: 0.0311179 | val_loss: 0.0311268 | Time: 2097.76 ms [2022-04-10 19:44:30 main:574] : INFO : Epoch 1738 | loss: 0.0311108 | val_loss: 0.0311283 | Time: 2203.35 ms [2022-04-10 19:44:32 main:574] : INFO : Epoch 1739 | loss: 0.0311181 | val_loss: 0.0311342 | Time: 2116.79 ms [2022-04-10 19:44:35 main:574] : INFO : Epoch 1740 | loss: 0.0311199 | val_loss: 0.0311332 | Time: 2205.23 ms [2022-04-10 19:44:37 main:574] : INFO : Epoch 1741 | loss: 0.031109 | val_loss: 0.0311262 | Time: 2118.32 ms [2022-04-10 19:44:39 main:574] : INFO : Epoch 1742 | loss: 0.0311135 | val_loss: 0.0311509 | Time: 2236.18 ms [2022-04-10 19:44:41 main:574] : INFO : Epoch 1743 | loss: 0.031117 | val_loss: 0.0311252 | Time: 2175.22 ms [2022-04-10 19:44:43 main:574] : INFO : Epoch 1744 | loss: 0.0311226 | val_loss: 0.0311345 | Time: 2146.75 ms [2022-04-10 19:44:46 main:574] : INFO : Epoch 1745 | loss: 0.0311156 | val_loss: 0.0311343 | Time: 2450.47 ms [2022-04-10 19:44:48 main:574] : INFO : Epoch 1746 | loss: 0.0311159 | val_loss: 0.0311339 | Time: 2133.02 ms [2022-04-10 19:44:50 main:574] : INFO : Epoch 1747 | loss: 0.0311137 | val_loss: 0.0311318 | Time: 2130.35 ms [2022-04-10 19:44:53 main:574] : INFO : Epoch 1748 | loss: 0.0311185 | val_loss: 0.0311288 | Time: 2883.12 ms [2022-04-10 19:44:56 main:574] : INFO : Epoch 1749 | loss: 0.031113 | val_loss: 0.0311332 | Time: 2180.1 ms [2022-04-10 19:44:58 main:574] : INFO : Epoch 1750 | loss: 0.0311178 | val_loss: 0.0311464 | Time: 2091.24 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2070) [2022-04-10 20:38:32 main:435] : INFO : Set logging level to 1 [2022-04-10 20:38:32 main:441] : INFO : Running in BOINC Client mode [2022-04-10 20:38:32 main:444] : INFO : Resolving all filenames [2022-04-10 20:38:32 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-10 20:38:32 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-10 20:38:32 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-10 20:38:32 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-10 20:38:32 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-10 20:38:32 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-10 20:38:32 main:474] : INFO : Configuration: [2022-04-10 20:38:32 main:475] : INFO : Model type: GRU [2022-04-10 20:38:32 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-10 20:38:32 main:477] : INFO : Max Epochs: 2048 [2022-04-10 20:38:32 main:478] : INFO : Batch Size: 128 [2022-04-10 20:38:32 main:479] : INFO : Learning Rate: 0.01 [2022-04-10 20:38:32 main:480] : INFO : Patience: 10 [2022-04-10 20:38:33 main:481] : INFO : Hidden Width: 12 [2022-04-10 20:38:33 main:482] : INFO : # Recurrent Layers: 4 [2022-04-10 20:38:33 main:483] : INFO : # Backend Layers: 4 [2022-04-10 20:38:33 main:484] : INFO : # Threads: 1 [2022-04-10 20:38:33 main:486] : INFO : Preparing Dataset [2022-04-10 20:38:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-10 20:38:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2070) [2022-04-10 22:00:48 main:435] : INFO : Set logging level to 1 [2022-04-10 22:00:48 main:441] : INFO : Running in BOINC Client mode [2022-04-10 22:00:48 main:444] : INFO : Resolving all filenames [2022-04-10 22:00:48 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-10 22:00:48 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-10 22:00:48 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-10 22:00:48 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-10 22:00:48 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-10 22:00:49 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-10 22:00:50 main:474] : INFO : Configuration: [2022-04-10 22:00:50 main:475] : INFO : Model type: GRU [2022-04-10 22:00:50 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-10 22:00:50 main:477] : INFO : Max Epochs: 2048 [2022-04-10 22:00:51 main:478] : INFO : Batch Size: 128 [2022-04-10 22:00:51 main:479] : INFO : Learning Rate: 0.01 [2022-04-10 22:00:52 main:480] : INFO : Patience: 10 [2022-04-10 22:00:52 main:481] : INFO : Hidden Width: 12 [2022-04-10 22:00:53 main:482] : INFO : # Recurrent Layers: 4 [2022-04-10 22:00:53 main:483] : INFO : # Backend Layers: 4 [2022-04-10 22:00:53 main:484] : INFO : # Threads: 1 [2022-04-10 22:00:53 main:486] : INFO : Preparing Dataset [2022-04-10 22:00:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-10 22:08:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-10 22:08:20 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-10 22:08:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-10 22:08:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-10 22:08:21 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-10 22:08:21 main:494] : INFO : Creating Model [2022-04-10 22:08:21 main:507] : INFO : Preparing config file [2022-04-10 22:08:21 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-10 22:08:22 main:512] : INFO : Loading config [2022-04-10 22:08:22 main:514] : INFO : Loading state [2022-04-10 22:08:35 main:559] : INFO : Loading DataLoader into Memory [2022-04-10 22:08:35 main:562] : INFO : Starting Training [2022-04-10 22:08:43 main:574] : INFO : Epoch 1723 | loss: 0.031645 | val_loss: 0.0312891 | Time: 8440.25 ms [2022-04-10 22:08:46 main:574] : INFO : Epoch 1724 | loss: 0.0312412 | val_loss: 0.0312043 | Time: 2010.83 ms [2022-04-10 22:08:48 main:574] : INFO : Epoch 1725 | loss: 0.0311747 | val_loss: 0.0311474 | Time: 2031.75 ms [2022-04-10 22:08:50 main:574] : INFO : Epoch 1726 | loss: 0.0311246 | val_loss: 0.0311368 | Time: 1973.58 ms [2022-04-10 22:08:52 main:574] : INFO : Epoch 1727 | loss: 0.0311188 | val_loss: 0.0311324 | Time: 1965.95 ms [2022-04-10 22:08:54 main:574] : INFO : Epoch 1728 | loss: 0.0311206 | val_loss: 0.0311357 | Time: 1965.97 ms [2022-04-10 22:08:56 main:574] : INFO : Epoch 1729 | loss: 0.0311188 | val_loss: 0.0311327 | Time: 2095.86 ms [2022-04-10 22:08:58 main:574] : INFO : Epoch 1730 | loss: 0.0311191 | val_loss: 0.0311262 | Time: 2069.09 ms [2022-04-10 22:09:00 main:574] : INFO : Epoch 1731 | loss: 0.0311169 | val_loss: 0.0311275 | Time: 2204.09 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce RTX 2070) [2022-04-11 07:17:55 main:435] : INFO : Set logging level to 1 [2022-04-11 07:17:56 main:441] : INFO : Running in BOINC Client mode [2022-04-11 07:17:56 main:444] : INFO : Resolving all filenames [2022-04-11 07:17:56 main:452] : INFO : Resolved: dataset.hdf5 => dataset.hdf5 (exists = 1) [2022-04-11 07:18:21 main:452] : INFO : Resolved: model.cfg => model.cfg (exists = 1) [2022-04-11 07:18:21 main:452] : INFO : Resolved: model-final.pt => model-final.pt (exists = 0) [2022-04-11 07:18:22 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 1) [2022-04-11 07:18:40 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2022-04-11 07:18:41 main:472] : INFO : Dataset filename: dataset.hdf5 [2022-04-11 07:18:41 main:474] : INFO : Configuration: [2022-04-11 07:18:42 main:475] : INFO : Model type: GRU [2022-04-11 07:18:43 main:476] : INFO : Validation Loss Threshold: 0.0001 [2022-04-11 07:18:44 main:477] : INFO : Max Epochs: 2048 [2022-04-11 07:18:45 main:478] : INFO : Batch Size: 128 [2022-04-11 07:18:45 main:479] : INFO : Learning Rate: 0.01 [2022-04-11 07:18:46 main:480] : INFO : Patience: 10 [2022-04-11 07:18:46 main:481] : INFO : Hidden Width: 12 [2022-04-11 07:18:47 main:482] : INFO : # Recurrent Layers: 4 [2022-04-11 07:18:47 main:483] : INFO : # Backend Layers: 4 [2022-04-11 07:18:48 main:484] : INFO : # Threads: 1 [2022-04-11 07:18:48 main:486] : INFO : Preparing Dataset [2022-04-11 07:18:49 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from dataset.hdf5 into memory [2022-04-11 07:18:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from dataset.hdf5 into memory [2022-04-11 07:20:05 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2022-04-11 07:20:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from dataset.hdf5 into memory [2022-04-11 07:20:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from dataset.hdf5 into memory [2022-04-11 07:20:05 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2022-04-11 07:20:06 main:494] : INFO : Creating Model [2022-04-11 07:20:06 main:507] : INFO : Preparing config file [2022-04-11 07:20:06 main:511] : INFO : Found checkpoint, attempting to load... [2022-04-11 07:20:06 main:512] : INFO : Loading config [2022-04-11 07:20:06 main:514] : INFO : Loading state [2022-04-11 07:20:21 main:559] : INFO : Loading DataLoader into Memory [2022-04-11 07:20:21 main:562] : INFO : Starting Training [2022-04-11 07:20:28 main:574] : INFO : Epoch 1724 | loss: 0.0313282 | val_loss: 0.0311804 | Time: 6314.86 ms [2022-04-11 07:20:30 main:574] : INFO : Epoch 1725 | loss: 0.0311482 | val_loss: 0.0311427 | Time: 1839.3 ms [2022-04-11 07:20:32 main:574] : INFO : Epoch 1726 | loss: 0.0311217 | val_loss: 0.0311348 | Time: 1894.49 ms [2022-04-11 07:20:33 main:574] : INFO : Epoch 1727 | loss: 0.0311203 | val_loss: 0.0311256 | Time: 1824.86 ms [2022-04-11 07:20:35 main:574] : INFO : Epoch 1728 | loss: 0.0311325 | val_loss: 0.031128 | Time: 1813.18 ms [2022-04-11 07:20:37 main:574] : INFO : Epoch 1729 | loss: 0.0311152 | val_loss: 0.0311409 | Time: 1937.03 ms [2022-04-11 07:20:41 main:574] : INFO : Epoch 1730 | loss: 0.0311205 | val_loss: 0.031134 | Time: 2177.23 ms [2022-04-11 07:20:43 main:574] : INFO : Epoch 1731 | loss: 0.031117 | val_loss: 0.0311273 | Time: 2031.03 ms [2022-04-11 07:20:45 main:574] : INFO : Epoch 1732 | loss: 0.0311131 | val_loss: 0.0311299 | Time: 1930.9 ms [2022-04-11 07:20:47 main:574] : INFO : Epoch 1733 | loss: 0.0311119 | val_loss: 0.031128 | Time: 1872.33 ms [2022-04-11 07:20:50 main:574] : INFO : Epoch 1734 | loss: 0.0311209 | val_loss: 0.0311435 | Time: 1872.03 ms [2022-04-11 07:20:52 main:574] : INFO : Epoch 1735 | loss: 0.0311186 | val_loss: 0.0311316 | Time: 2018.81 ms [2022-04-11 07:20:54 main:574] : INFO : Epoch 1736 | loss: 0.0311318 | val_loss: 0.0311431 | Time: 1859.8 ms [2022-04-11 07:20:56 main:574] : INFO : Epoch 1737 | loss: 0.0311253 | val_loss: 0.0311396 | Time: 1986.98 ms [2022-04-11 07:20:58 main:574] : INFO : Epoch 1738 | loss: 0.0311242 | val_loss: 0.0311724 | Time: 2012.19 ms [2022-04-11 07:21:00 main:574] : INFO : Epoch 1739 | loss: 0.0311311 | val_loss: 0.031129 | Time: 1932.62 ms [2022-04-11 07:21:02 main:574] : INFO : Epoch 1740 | loss: 0.0311149 | val_loss: 0.0311269 | Time: 1981.26 ms [2022-04-11 07:21:04 main:574] : INFO : Epoch 1741 | loss: 0.0311082 | val_loss: 0.0311315 | Time: 1971 ms [2022-04-11 07:21:06 main:574] : INFO : Epoch 1742 | loss: 0.0311138 | val_loss: 0.0311291 | Time: 1940.93 ms [2022-04-11 07:21:08 main:574] : INFO : Epoch 1743 | loss: 0.0311135 | val_loss: 0.0311311 | Time: 1903.26 ms [2022-04-11 07:21:10 main:574] : INFO : Epoch 1744 | loss: 0.0311102 | val_loss: 0.0311289 | Time: 1831.15 ms [2022-04-11 07:21:12 main:574] : INFO : Epoch 1745 | loss: 0.0311091 | val_loss: 0.0311314 | Time: 1952.29 ms [2022-04-11 07:21:14 main:574] : INFO : Epoch 1746 | loss: 0.0311139 | val_loss: 0.0311263 | Time: 1859.43 ms [2022-04-11 07:21:16 main:574] : INFO : Epoch 1747 | loss: 0.0311208 | val_loss: 0.0311321 | Time: 1876.8 ms [2022-04-11 07:21:18 main:574] : INFO : Epoch 1748 | loss: 0.0311139 | val_loss: 0.0311295 | Time: 1897.82 ms [2022-04-11 07:21:20 main:574] : INFO : Epoch 1749 | loss: 0.0311111 | val_loss: 0.0311401 | Time: 1957.24 ms [2022-04-11 07:21:22 main:574] : INFO : Epoch 1750 | loss: 0.0311173 | val_loss: 0.0311307 | Time: 1937.42 ms [2022-04-11 07:21:24 main:574] : INFO : Epoch 1751 | loss: 0.031112 | val_loss: 0.0311267 | Time: 1848.31 ms [2022-04-11 07:21:26 main:574] : INFO : Epoch 1752 | loss: 0.0311088 | val_loss: 0.0311335 | Time: 1827.13 ms [2022-04-11 07:21:28 main:574] : INFO : Epoch 1753 | loss: 0.0311123 | val_loss: 0.0311335 | Time: 2101.34 ms [2022-04-11 07:21:30 main:574] : INFO : Epoch 1754 | loss: 0.031117 | val_loss: 0.0311269 | Time: 1802.1 ms [2022-04-11 07:21:32 main:574] : INFO : Epoch 1755 | loss: 0.0311194 | val_loss: 0.0311262 | Time: 1953.34 ms [2022-04-11 07:21:34 main:574] : INFO : Epoch 1756 | loss: 0.0311076 | val_loss: 0.0311305 | Time: 1802.35 ms [2022-04-11 07:21:36 main:574] : INFO : Epoch 1757 | loss: 0.031113 | val_loss: 0.0311309 | Time: 1828.16 ms [2022-04-11 07:21:38 main:574] : INFO : Epoch 1758 | loss: 0.031115 | val_loss: 0.031135 | Time: 1901.18 ms [2022-04-11 07:21:40 main:574] : INFO : Epoch 1759 | loss: 0.0311123 | val_loss: 0.0311324 | Time: 1918.97 ms [2022-04-11 07:21:42 main:574] : INFO : Epoch 1760 | loss: 0.0311117 | val_loss: 0.0311325 | Time: 1964.32 ms [2022-04-11 07:21:44 main:574] : INFO : Epoch 1761 | loss: 0.0311169 | val_loss: 0.0311302 | Time: 1963.93 ms [2022-04-11 07:21:46 main:574] : INFO : Epoch 1762 | loss: 0.0311153 | val_loss: 0.0311352 | Time: 1954.31 ms [2022-04-11 07:21:48 main:574] : INFO : Epoch 1763 | loss: 0.0311181 | val_loss: 0.0311284 | Time: 1964.26 ms [2022-04-11 07:21:50 main:574] : INFO : Epoch 1764 | loss: 0.0311118 | val_loss: 0.0311349 | Time: 1882.61 ms [2022-04-11 07:21:52 main:574] : INFO : Epoch 1765 | loss: 0.0311091 | val_loss: 0.0311304 | Time: 1961.95 ms [2022-04-11 07:21:55 main:574] : INFO : Epoch 1766 | loss: 0.0311111 | val_loss: 0.0311274 | Time: 1997.66 ms [2022-04-11 07:21:57 main:574] : INFO : Epoch 1767 | loss: 0.0311125 | val_loss: 0.0311486 | Time: 1879.35 ms [2022-04-11 07:21:59 main:574] : INFO : Epoch 1768 | loss: 0.0311157 | val_loss: 0.0311678 | Time: 2139.86 ms [2022-04-11 07:22:01 main:574] : INFO : Epoch 1769 | loss: 0.0311131 | val_loss: 0.0311318 | Time: 2084.15 ms [2022-04-11 07:22:03 main:574] : INFO : Epoch 1770 | loss: 0.0311121 | val_loss: 0.0311267 | Time: 1991.26 ms [2022-04-11 07:22:05 main:574] : INFO : Epoch 1771 | loss: 0.0311094 | val_loss: 0.0311263 | Time: 1888.13 ms [2022-04-11 07:22:07 main:574] : INFO : Epoch 1772 | loss: 0.031105 | val_loss: 0.031126 | Time: 1925.76 ms [2022-04-11 07:22:09 main:574] : INFO : Epoch 1773 | loss: 0.0311151 | val_loss: 0.0311381 | Time: 2084.81 ms [2022-04-11 07:22:11 main:574] : INFO : Epoch 1774 | loss: 0.0311184 | val_loss: 0.0311407 | Time: 1939.97 ms [2022-04-11 07:22:14 main:574] : INFO : Epoch 1775 | loss: 0.0311208 | val_loss: 0.0311271 | Time: 2687.22 ms [2022-04-11 07:22:16 main:574] : INFO : Epoch 1776 | loss: 0.0311078 | val_loss: 0.0311399 | Time: 2018.13 ms [2022-04-11 07:22:18 main:574] : INFO : Epoch 1777 | loss: 0.031107 | val_loss: 0.031133 | Time: 2164.14 ms [2022-04-11 07:22:20 main:574] : INFO : Epoch 1778 | loss: 0.0311136 | val_loss: 0.0311347 | Time: 1986.88 ms [2022-04-11 07:22:23 main:574] : INFO : Epoch 1779 | loss: 0.0311062 | val_loss: 0.0311276 | Time: 2059.56 ms [2022-04-11 07:22:25 main:574] : INFO : Epoch 1780 | loss: 0.0311104 | val_loss: 0.0311253 | Time: 2116.95 ms [2022-04-11 07:22:27 main:574] : INFO : Epoch 1781 | loss: 0.0311112 | val_loss: 0.031135 | Time: 2053.03 ms [2022-04-11 07:22:29 main:574] : INFO : Epoch 1782 | loss: 0.0311205 | val_loss: 0.0311254 | Time: 2087.25 ms [2022-04-11 07:22:31 main:574] : INFO : Epoch 1783 | loss: 0.0311097 | val_loss: 0.0311252 | Time: 1919.15 ms [2022-04-11 07:22:33 main:574] : INFO : Epoch 1784 | loss: 0.0311061 | val_loss: 0.0311263 | Time: 2138.34 ms [2022-04-11 07:22:36 main:574] : INFO : Epoch 1785 | loss: 0.0311128 | val_loss: 0.0311462 | Time: 2074.42 ms [2022-04-11 07:22:38 main:574] : INFO : Epoch 1786 | loss: 0.0311063 | val_loss: 0.0311309 | Time: 2000.83 ms [2022-04-11 07:22:40 main:574] : INFO : Epoch 1787 | loss: 0.0311044 | val_loss: 0.0311275 | Time: 1976.58 ms [2022-04-11 07:22:42 main:574] : INFO : Epoch 1788 | loss: 0.0311027 | val_loss: 0.0311272 | Time: 1935.57 ms [2022-04-11 07:22:44 main:574] : INFO : Epoch 1789 | loss: 0.0311071 | val_loss: 0.0311244 | Time: 2043.94 ms [2022-04-11 07:22:46 main:574] : INFO : Epoch 1790 | loss: 0.031112 | val_loss: 0.0311354 | Time: 2071.23 ms [2022-04-11 07:22:49 main:574] : INFO : Epoch 1791 | loss: 0.0311094 | val_loss: 0.0311339 | Time: 2109.89 ms [2022-04-11 07:22:51 main:574] : INFO : Epoch 1792 | loss: 0.0311088 | val_loss: 0.0311285 | Time: 1836.5 ms [2022-04-11 07:22:54 main:574] : INFO : Epoch 1793 | loss: 0.0311135 | val_loss: 0.031128 | Time: 1955.87 ms [2022-04-11 07:22:56 main:574] : INFO : Epoch 1794 | loss: 0.0311069 | val_loss: 0.0311255 | Time: 1920.74 ms [2022-04-11 07:22:58 main:574] : INFO : Epoch 1795 | loss: 0.031106 | val_loss: 0.0311238 | Time: 1900.55 ms [2022-04-11 07:23:00 main:574] : INFO : Epoch 1796 | loss: 0.0311025 | val_loss: 0.0311256 | Time: 1943.75 ms [2022-04-11 07:23:02 main:574] : INFO : Epoch 1797 | loss: 0.0311028 | val_loss: 0.0311261 | Time: 1975.99 ms [2022-04-11 07:23:04 main:574] : INFO : Epoch 1798 | loss: 0.0311138 | val_loss: 0.0311491 | Time: 2246.07 ms [2022-04-11 07:23:07 main:574] : INFO : Epoch 1799 | loss: 0.0311265 | val_loss: 0.0311701 | Time: 2319.01 ms [2022-04-11 07:23:09 main:574] : INFO : Epoch 1800 | loss: 0.0311201 | val_loss: 0.0311354 | Time: 2112.45 ms [2022-04-11 07:23:11 main:574] : INFO : Epoch 1801 | loss: 0.031113 | val_loss: 0.0311375 | Time: 1977.47 ms [2022-04-11 07:23:14 main:574] : INFO : Epoch 1802 | loss: 0.0311114 | val_loss: 0.0311248 | Time: 2128.01 ms [2022-04-11 07:23:16 main:574] : INFO : Epoch 1803 | loss: 0.0311054 | val_loss: 0.031127 | Time: 2122.57 ms [2022-04-11 07:23:18 main:574] : INFO : Epoch 1804 | loss: 0.0311038 | val_loss: 0.0311266 | Time: 1925.89 ms [2022-04-11 07:23:20 main:574] : INFO : Epoch 1805 | loss: 0.0311015 | val_loss: 0.031127 | Time: 2023.03 ms [2022-04-11 07:23:22 main:574] : INFO : Epoch 1806 | loss: 0.0311047 | val_loss: 0.0311366 | Time: 1858.18 ms [2022-04-11 07:23:24 main:574] : INFO : Epoch 1807 | loss: 0.031103 | val_loss: 0.0311247 | Time: 1978.27 ms [2022-04-11 07:23:26 main:574] : INFO : Epoch 1808 | loss: 0.0311087 | val_loss: 0.0311245 | Time: 2252.16 ms [2022-04-11 07:23:29 main:574] : INFO : Epoch 1809 | loss: 0.0311085 | val_loss: 0.031124 | Time: 2034.25 ms [2022-04-11 07:23:31 main:574] : INFO : Epoch 1810 | loss: 0.0311022 | val_loss: 0.0311358 | Time: 2134.41 ms [2022-04-11 07:23:33 main:574] : INFO : Epoch 1811 | loss: 0.0311048 | val_loss: 0.0311343 | Time: 2054.88 ms [2022-04-11 07:23:35 main:574] : INFO : Epoch 1812 | loss: 0.0311086 | val_loss: 0.0311633 | Time: 2095.83 ms [2022-04-11 07:23:37 main:574] : INFO : Epoch 1813 | loss: 0.0311131 | val_loss: 0.0311425 | Time: 1832.64 ms [2022-04-11 07:23:39 main:574] : INFO : Epoch 1814 | loss: 0.031102 | val_loss: 0.0311273 | Time: 1973.57 ms [2022-04-11 07:23:41 main:574] : INFO : Epoch 1815 | loss: 0.031101 | val_loss: 0.0311265 | Time: 1955.37 ms [2022-04-11 07:23:44 main:574] : INFO : Epoch 1816 | loss: 0.0311036 | val_loss: 0.0311269 | Time: 2104.91 ms [2022-04-11 07:23:46 main:574] : INFO : Epoch 1817 | loss: 0.031106 | val_loss: 0.0311229 | Time: 2226.54 ms [2022-04-11 07:23:48 main:574] : INFO : Epoch 1818 | loss: 0.0311017 | val_loss: 0.0311259 | Time: 1803.89 ms [2022-04-11 07:23:51 main:574] : INFO : Epoch 1819 | loss: 0.031101 | val_loss: 0.0311201 | Time: 1956.28 ms [2022-04-11 07:23:53 main:574] : INFO : Epoch 1820 | loss: 0.0311064 | val_loss: 0.0311479 | Time: 1757.8 ms [2022-04-11 07:23:55 main:574] : INFO : Epoch 1821 | loss: 0.0311069 | val_loss: 0.0311331 | Time: 1955.43 ms [2022-04-11 07:23:57 main:574] : INFO : Epoch 1822 | loss: 0.0311065 | val_loss: 0.0311239 | Time: 1975.63 ms [2022-04-11 07:23:59 main:574] : INFO : Epoch 1823 | loss: 0.0311021 | val_loss: 0.0311228 | Time: 1903.13 ms [2022-04-11 07:24:01 main:574] : INFO : Epoch 1824 | loss: 0.0311015 | val_loss: 0.031121 | Time: 2021.58 ms [2022-04-11 07:24:03 main:574] : INFO : Epoch 1825 | loss: 0.0311053 | val_loss: 0.031128 | Time: 1924.51 ms [2022-04-11 07:24:05 main:574] : INFO : Epoch 1826 | loss: 0.0311045 | val_loss: 0.0311267 | Time: 1995.21 ms [2022-04-11 07:24:07 main:574] : INFO : Epoch 1827 | loss: 0.0311014 | val_loss: 0.0311223 | Time: 2028.46 ms [2022-04-11 07:24:10 main:574] : INFO : Epoch 1828 | loss: 0.0310973 | val_loss: 0.0311288 | Time: 2271.65 ms [2022-04-11 07:24:12 main:574] : INFO : Epoch 1829 | loss: 0.0310996 | val_loss: 0.0311269 | Time: 1942.81 ms [2022-04-11 07:24:14 main:574] : INFO : Epoch 1830 | loss: 0.0311041 | val_loss: 0.0311268 | Time: 2005.38 ms [2022-04-11 07:24:16 main:574] : INFO : Epoch 1831 | loss: 0.0311019 | val_loss: 0.0311203 | Time: 1881.58 ms [2022-04-11 07:24:18 main:574] : INFO : Epoch 1832 | loss: 0.0310966 | val_loss: 0.0311233 | Time: 1973.6 ms [2022-04-11 07:24:20 main:574] : INFO : Epoch 1833 | loss: 0.031099 | val_loss: 0.0311246 | Time: 2001.13 ms [2022-04-11 07:24:22 main:574] : INFO : Epoch 1834 | loss: 0.0311097 | val_loss: 0.0311248 | Time: 2105.54 ms [2022-04-11 07:24:24 main:574] : INFO : Epoch 1835 | loss: 0.0311001 | val_loss: 0.0311222 | Time: 1933.89 ms [2022-04-11 07:24:27 main:574] : INFO : Epoch 1836 | loss: 0.0310985 | val_loss: 0.0311225 | Time: 2009.31 ms [2022-04-11 07:24:29 main:574] : INFO : Epoch 1837 | loss: 0.0310963 | val_loss: 0.0311213 | Time: 1962.65 ms [2022-04-11 07:24:31 main:574] : INFO : Epoch 1838 | loss: 0.0311001 | val_loss: 0.0311244 | Time: 2122.33 ms [2022-04-11 07:24:33 main:574] : INFO : Epoch 1839 | loss: 0.0310979 | val_loss: 0.0311246 | Time: 1926.06 ms [2022-04-11 07:24:35 main:574] : INFO : Epoch 1840 | loss: 0.0310956 | val_loss: 0.0311238 | Time: 2002.04 ms [2022-04-11 07:24:37 main:574] : INFO : Epoch 1841 | loss: 0.0310964 | val_loss: 0.0311213 | Time: 2425.22 ms [2022-04-11 07:24:40 main:574] : INFO : Epoch 1842 | loss: 0.0310958 | val_loss: 0.0311268 | Time: 2023.96 ms [2022-04-11 07:24:43 main:574] : INFO : Epoch 1843 | loss: 0.0310964 | val_loss: 0.0311245 | Time: 2312.42 ms [2022-04-11 07:24:45 main:574] : INFO : Epoch 1844 | loss: 0.0310996 | val_loss: 0.031125 | Time: 2430.38 ms [2022-04-11 07:24:48 main:574] : INFO : Epoch 1845 | loss: 0.031096 | val_loss: 0.0311287 | Time: 2179.56 ms [2022-04-11 07:24:50 main:574] : INFO : Epoch 1846 | loss: 0.0310959 | val_loss: 0.031125 | Time: 2043.56 ms [2022-04-11 07:24:52 main:574] : INFO : Epoch 1847 | loss: 0.0310967 | val_loss: 0.0311257 | Time: 2084.98 ms [2022-04-11 07:24:55 main:574] : INFO : Epoch 1848 | loss: 0.0310948 | val_loss: 0.031127 | Time: 2676.27 ms [2022-04-11 07:24:57 main:574] : INFO : Epoch 1849 | loss: 0.0310951 | val_loss: 0.0311208 | Time: 2041.65 ms [2022-04-11 07:24:59 main:574] : INFO : Epoch 1850 | loss: 0.0310966 | val_loss: 0.0311342 | Time: 2023.15 ms [2022-04-11 07:25:01 main:574] : INFO : Epoch 1851 | loss: 0.0310974 | val_loss: 0.0311298 | Time: 2034.87 ms [2022-04-11 07:25:04 main:574] : INFO : Epoch 1852 | loss: 0.0310962 | val_loss: 0.0311244 | Time: 2008.61 ms [2022-04-11 07:25:06 main:574] : INFO : Epoch 1853 | loss: 0.0310951 | val_loss: 0.0311291 | Time: 2056.45 ms [2022-04-11 07:25:08 main:574] : INFO : Epoch 1854 | loss: 0.0310969 | val_loss: 0.0311317 | Time: 2056.75 ms [2022-04-11 07:25:10 main:574] : INFO : Epoch 1855 | loss: 0.0310994 | val_loss: 0.0311385 | Time: 2088.87 ms [2022-04-11 07:25:12 main:574] : INFO : Epoch 1856 | loss: 0.0311073 | val_loss: 0.0311309 | Time: 1953.27 ms [2022-04-11 07:25:14 main:574] : INFO : Epoch 1857 | loss: 0.0311047 | val_loss: 0.0311265 | Time: 1793.22 ms [2022-04-11 07:25:16 main:574] : INFO : Epoch 1858 | loss: 0.0310962 | val_loss: 0.031129 | Time: 1988.25 ms [2022-04-11 07:25:18 main:574] : INFO : Epoch 1859 | loss: 0.0310984 | val_loss: 0.0311236 | Time: 1951.79 ms [2022-04-11 07:25:20 main:574] : INFO : Epoch 1860 | loss: 0.0311018 | val_loss: 0.0311252 | Time: 1921.92 ms [2022-04-11 07:25:22 main:574] : INFO : Epoch 1861 | loss: 0.0311034 | val_loss: 0.0311334 | Time: 1979.11 ms [2022-04-11 07:25:24 main:574] : INFO : Epoch 1862 | loss: 0.0310992 | val_loss: 0.0311266 | Time: 2059.63 ms [2022-04-11 07:25:26 main:574] : INFO : Epoch 1863 | loss: 0.0310972 | val_loss: 0.0311268 | Time: 1997.4 ms [2022-04-11 07:25:28 main:574] : INFO : Epoch 1864 | loss: 0.0310948 | val_loss: 0.0311316 | Time: 1930.85 ms [2022-04-11 07:25:30 main:574] : INFO : Epoch 1865 | loss: 0.0310959 | val_loss: 0.0311316 | Time: 1916.08 ms [2022-04-11 07:25:32 main:574] : INFO : Epoch 1866 | loss: 0.0310931 | val_loss: 0.0311306 | Time: 1816.03 ms [2022-04-11 07:25:34 main:574] : INFO : Epoch 1867 | loss: 0.0310929 | val_loss: 0.0311269 | Time: 1834.69 ms [2022-04-11 07:25:36 main:574] : INFO : Epoch 1868 | loss: 0.0310955 | val_loss: 0.0311291 | Time: 1854.66 ms [2022-04-11 07:25:38 main:574] : INFO : Epoch 1869 | loss: 0.0310962 | val_loss: 0.0311278 | Time: 1822.16 ms [2022-04-11 07:25:40 main:574] : INFO : Epoch 1870 | loss: 0.0310955 | val_loss: 0.031133 | Time: 1833.64 ms [2022-04-11 07:25:41 main:574] : INFO : Epoch 1871 | loss: 0.0311015 | val_loss: 0.0311247 | Time: 1795.67 ms [2022-04-11 07:25:43 main:574] : INFO : Epoch 1872 | loss: 0.0310944 | val_loss: 0.0311294 | Time: 1778 ms [2022-04-11 07:25:45 main:574] : INFO : Epoch 1873 | loss: 0.0310966 | val_loss: 0.0311291 | Time: 1882.87 ms [2022-04-11 07:25:47 main:574] : INFO : Epoch 1874 | loss: 0.031105 | val_loss: 0.0311339 | Time: 1829.78 ms [2022-04-11 07:25:49 main:574] : INFO : Epoch 1875 | loss: 0.0310964 | val_loss: 0.0311271 | Time: 1856.38 ms [2022-04-11 07:25:51 main:574] : INFO : Epoch 1876 | loss: 0.0310959 | val_loss: 0.0311403 | Time: 1785.46 ms [2022-04-11 07:25:53 main:574] : INFO : Epoch 1877 | loss: 0.0310991 | val_loss: 0.0311391 | Time: 1817.76 ms [2022-04-11 07:25:55 main:574] : INFO : Epoch 1878 | loss: 0.0310979 | val_loss: 0.031127 | Time: 1770.42 ms [2022-04-11 07:25:57 main:574] : INFO : Epoch 1879 | loss: 0.0310934 | val_loss: 0.031131 | Time: 2004.66 ms [2022-04-11 07:25:59 main:574] : INFO : Epoch 1880 | loss: 0.0310956 | val_loss: 0.0311265 | Time: 1905.32 ms [2022-04-11 07:26:00 main:574] : INFO : Epoch 1881 | loss: 0.0310983 | val_loss: 0.031128 | Time: 1855.7 ms [2022-04-11 07:26:03 main:574] : INFO : Epoch 1882 | loss: 0.0310922 | val_loss: 0.031133 | Time: 2054.28 ms [2022-04-11 07:26:05 main:574] : INFO : Epoch 1883 | loss: 0.0310932 | val_loss: 0.0311334 | Time: 1838.41 ms [2022-04-11 07:26:07 main:574] : INFO : Epoch 1884 | loss: 0.0310964 | val_loss: 0.031129 | Time: 1899.74 ms [2022-04-11 07:26:09 main:574] : INFO : Epoch 1885 | loss: 0.0315744 | val_loss: 0.0357178 | Time: 1935.59 ms [2022-04-11 07:26:11 main:574] : INFO : Epoch 1886 | loss: 0.0365693 | val_loss: 0.0319026 | Time: 1825.72 ms [2022-04-11 07:26:12 main:574] : INFO : Epoch 1887 | loss: 0.0339761 | val_loss: 0.0318123 | Time: 1913.81 ms [2022-04-11 07:26:14 main:574] : INFO : Epoch 1888 | loss: 0.0315178 | val_loss: 0.0313159 | Time: 1714.23 ms [2022-04-11 07:26:16 main:574] : INFO : Epoch 1889 | loss: 0.0312955 | val_loss: 0.0312675 | Time: 1852.61 ms [2022-04-11 07:26:19 main:574] : INFO : Epoch 1890 | loss: 0.0312612 | val_loss: 0.0312555 | Time: 1939.9 ms [2022-04-11 07:26:21 main:574] : INFO : Epoch 1891 | loss: 0.0312537 | val_loss: 0.0312514 | Time: 1947.76 ms [2022-04-11 07:26:22 main:574] : INFO : Epoch 1892 | loss: 0.0312517 | val_loss: 0.0312511 | Time: 1831.73 ms [2022-04-11 07:26:24 main:574] : INFO : Epoch 1893 | loss: 0.0312507 | val_loss: 0.0312504 | Time: 1806.49 ms [2022-04-11 07:26:26 main:574] : INFO : Epoch 1894 | loss: 0.0312498 | val_loss: 0.0312496 | Time: 1860.7 ms [2022-04-11 07:26:28 main:574] : INFO : Epoch 1895 | loss: 0.0312497 | val_loss: 0.0312495 | Time: 1910.44 ms [2022-04-11 07:26:30 main:574] : INFO : Epoch 1896 | loss: 0.0312497 | val_loss: 0.03125 | Time: 1854.16 ms [2022-04-11 07:26:32 main:574] : INFO : Epoch 1897 | loss: 0.0312498 | val_loss: 0.0312503 | Time: 2051.07 ms [2022-04-11 07:26:34 main:574] : INFO : Epoch 1898 | loss: 0.0312497 | val_loss: 0.0312493 | Time: 1976.38 ms [2022-04-11 07:26:36 main:574] : INFO : Epoch 1899 | loss: 0.0312497 | val_loss: 0.0312502 | Time: 1919.47 ms [2022-04-11 07:26:38 main:574] : INFO : Epoch 1900 | loss: 0.0312496 | val_loss: 0.0312491 | Time: 1788.57 ms [2022-04-11 07:26:40 main:574] : INFO : Epoch 1901 | loss: 0.031249 | val_loss: 0.0312489 | Time: 1811.64 ms [2022-04-11 07:26:42 main:574] : INFO : Epoch 1902 | loss: 0.0312489 | val_loss: 0.0312487 | Time: 2187.1 ms [2022-04-11 07:26:44 main:574] : INFO : Epoch 1903 | loss: 0.0312487 | val_loss: 0.0312488 | Time: 1825.47 ms [2022-04-11 07:26:46 main:574] : INFO : Epoch 1904 | loss: 0.0312488 | val_loss: 0.0312488 | Time: 1827.75 ms [2022-04-11 07:26:48 main:574] : INFO : Epoch 1905 | loss: 0.0312491 | val_loss: 0.0312486 | Time: 1786.19 ms [2022-04-11 07:26:50 main:574] : INFO : Epoch 1906 | loss: 0.0312486 | val_loss: 0.0312485 | Time: 1812.07 ms [2022-04-11 07:26:52 main:574] : INFO : Epoch 1907 | loss: 0.0312485 | val_loss: 0.0312486 | Time: 2041.36 ms [2022-04-11 07:26:54 main:574] : INFO : Epoch 1908 | loss: 0.0312484 | val_loss: 0.0312487 | Time: 1887.12 ms [2022-04-11 07:26:56 main:574] : INFO : Epoch 1909 | loss: 0.0312487 | val_loss: 0.0312491 | Time: 2014.23 ms [2022-04-11 07:26:58 main:574] : INFO : Epoch 1910 | loss: 0.0312488 | val_loss: 0.0312484 | Time: 2468.98 ms [2022-04-11 07:27:01 main:574] : INFO : Epoch 1911 | loss: 0.0312487 | val_loss: 0.0312487 | Time: 1878.15 ms [2022-04-11 07:27:02 main:574] : INFO : Epoch 1912 | loss: 0.0312483 | val_loss: 0.0312483 | Time: 1947.26 ms [2022-04-11 07:27:04 main:574] : INFO : Epoch 1913 | loss: 0.0312481 | val_loss: 0.0312485 | Time: 1778.85 ms [2022-04-11 07:27:06 main:574] : INFO : Epoch 1914 | loss: 0.0312485 | val_loss: 0.0312482 | Time: 1756.61 ms [2022-04-11 07:27:08 main:574] : INFO : Epoch 1915 | loss: 0.0312477 | val_loss: 0.0312481 | Time: 1792.92 ms [2022-04-11 07:27:10 main:574] : INFO : Epoch 1916 | loss: 0.0312476 | val_loss: 0.0312477 | Time: 1784.94 ms [2022-04-11 07:27:12 main:574] : INFO : Epoch 1917 | loss: 0.0312472 | val_loss: 0.0312472 | Time: 1737.96 ms [2022-04-11 07:27:13 main:574] : INFO : Epoch 1918 | loss: 0.0312469 | val_loss: 0.0312477 | Time: 1875.77 ms [2022-04-11 07:27:15 main:574] : INFO : Epoch 1919 | loss: 0.0312464 | val_loss: 0.0312464 | Time: 1773.44 ms [2022-04-11 07:27:17 main:574] : INFO : Epoch 1920 | loss: 0.0312463 | val_loss: 0.0312464 | Time: 1828.56 ms [2022-04-11 07:27:19 main:574] : INFO : Epoch 1921 | loss: 0.0312459 | val_loss: 0.0312455 | Time: 1786.74 ms [2022-04-11 07:27:21 main:574] : INFO : Epoch 1922 | loss: 0.031245 | val_loss: 0.0312447 | Time: 1798.55 ms [2022-04-11 07:27:23 main:574] : INFO : Epoch 1923 | loss: 0.0312434 | val_loss: 0.0312429 | Time: 1838.5 ms [2022-04-11 07:27:24 main:574] : INFO : Epoch 1924 | loss: 0.0312423 | val_loss: 0.031241 | Time: 1796.68 ms [2022-04-11 07:27:26 main:574] : INFO : Epoch 1925 | loss: 0.0312412 | val_loss: 0.0312407 | Time: 1815.78 ms [2022-04-11 07:27:28 main:574] : INFO : Epoch 1926 | loss: 0.0312414 | val_loss: 0.031239 | Time: 1844.57 ms [2022-04-11 07:27:30 main:574] : INFO : Epoch 1927 | loss: 0.031239 | val_loss: 0.031237 | Time: 1856.61 ms [2022-04-11 07:27:32 main:574] : INFO : Epoch 1928 | loss: 0.0312374 | val_loss: 0.0312353 | Time: 1776.57 ms [2022-04-11 07:27:34 main:574] : INFO : Epoch 1929 | loss: 0.0312373 | val_loss: 0.0312344 | Time: 1780.97 ms [2022-04-11 07:27:36 main:574] : INFO : Epoch 1930 | loss: 0.0312346 | val_loss: 0.0312344 | Time: 1755.91 ms [2022-04-11 07:27:38 main:574] : INFO : Epoch 1931 | loss: 0.0312341 | val_loss: 0.0312297 | Time: 1872.69 ms [2022-04-11 07:27:39 main:574] : INFO : Epoch 1932 | loss: 0.0312321 | val_loss: 0.0312284 | Time: 1800.07 ms [2022-04-11 07:27:41 main:574] : INFO : Epoch 1933 | loss: 0.031231 | val_loss: 0.031231 | Time: 1789.02 ms [2022-04-11 07:27:43 main:574] : INFO : Epoch 1934 | loss: 0.03123 | val_loss: 0.0312258 | Time: 1836.21 ms [2022-04-11 07:27:45 main:574] : INFO : Epoch 1935 | loss: 0.0312282 | val_loss: 0.0312244 | Time: 1924.66 ms [2022-04-11 07:27:47 main:574] : INFO : Epoch 1936 | loss: 0.0312274 | val_loss: 0.0312241 | Time: 1933.63 ms [2022-04-11 07:27:49 main:574] : INFO : Epoch 1937 | loss: 0.0312257 | val_loss: 0.0312246 | Time: 1755.7 ms [2022-04-11 07:27:51 main:574] : INFO : Epoch 1938 | loss: 0.0312266 | val_loss: 0.0312217 | Time: 1956.38 ms [2022-04-11 07:27:53 main:574] : INFO : Epoch 1939 | loss: 0.031224 | val_loss: 0.0312205 | Time: 2018.76 ms [2022-04-11 07:27:55 main:574] : INFO : Epoch 1940 | loss: 0.0312244 | val_loss: 0.0312221 | Time: 1899.59 ms [2022-04-11 07:27:57 main:574] : INFO : Epoch 1941 | loss: 0.0312238 | val_loss: 0.0312201 | Time: 2100.99 ms [2022-04-11 07:28:00 main:574] : INFO : Epoch 1942 | loss: 0.0312274 | val_loss: 0.0312356 | Time: 1989.94 ms [2022-04-11 07:28:02 main:574] : INFO : Epoch 1943 | loss: 0.0312291 | val_loss: 0.0312298 | Time: 1922.37 ms [2022-04-11 07:28:04 main:574] : INFO : Epoch 1944 | loss: 0.0312257 | val_loss: 0.0312222 | Time: 1813.26 ms [2022-04-11 07:28:06 main:574] : INFO : Epoch 1945 | loss: 0.0312239 | val_loss: 0.0312206 | Time: 1902.88 ms [2022-04-11 07:28:08 main:574] : INFO : Epoch 1946 | loss: 0.0312236 | val_loss: 0.0312215 | Time: 1911.81 ms [2022-04-11 07:28:10 main:574] : INFO : Epoch 1947 | loss: 0.0312219 | val_loss: 0.0312189 | Time: 1883.66 ms [2022-04-11 07:28:12 main:574] : INFO : Epoch 1948 | loss: 0.0312205 | val_loss: 0.0312215 | Time: 1805.81 ms [2022-04-11 07:28:15 main:574] : INFO : Epoch 1949 | loss: 0.0312207 | val_loss: 0.0312184 | Time: 2043.64 ms [2022-04-11 07:28:17 main:574] : INFO : Epoch 1950 | loss: 0.0312206 | val_loss: 0.0312173 | Time: 1883.44 ms [2022-04-11 07:28:19 main:574] : INFO : Epoch 1951 | loss: 0.0312191 | val_loss: 0.0312196 | Time: 1912.08 ms [2022-04-11 07:28:21 main:574] : INFO : Epoch 1952 | loss: 0.0312202 | val_loss: 0.0312169 | Time: 1903.37 ms [2022-04-11 07:28:23 main:574] : INFO : Epoch 1953 | loss: 0.0312216 | val_loss: 0.0312226 | Time: 1934.33 ms [2022-04-11 07:28:25 main:574] : INFO : Epoch 1954 | loss: 0.0312226 | val_loss: 0.0312166 | Time: 1973.67 ms [2022-04-11 07:28:27 main:574] : INFO : Epoch 1955 | loss: 0.0312181 | val_loss: 0.0312165 | Time: 2032.82 ms [2022-04-11 07:28:29 main:574] : INFO : Epoch 1956 | loss: 0.0312195 | val_loss: 0.0312158 | Time: 1962.56 ms [2022-04-11 07:28:31 main:574] : INFO : Epoch 1957 | loss: 0.0312181 | val_loss: 0.0312171 | Time: 1975.98 ms [2022-04-11 07:28:33 main:574] : INFO : Epoch 1958 | loss: 0.031218 | val_loss: 0.0312157 | Time: 1975.31 ms [2022-04-11 07:28:35 main:574] : INFO : Epoch 1959 | loss: 0.0312181 | val_loss: 0.0312164 | Time: 1802.93 ms [2022-04-11 07:28:37 main:574] : INFO : Epoch 1960 | loss: 0.0312178 | val_loss: 0.0312155 | Time: 1871.04 ms [2022-04-11 07:28:39 main:574] : INFO : Epoch 1961 | loss: 0.0312237 | val_loss: 0.0312173 | Time: 1895.87 ms [2022-04-11 07:28:42 main:574] : INFO : Epoch 1962 | loss: 0.03122 | val_loss: 0.0312154 | Time: 1907.79 ms [2022-04-11 07:28:44 main:574] : INFO : Epoch 1963 | loss: 0.0312195 | val_loss: 0.0312285 | Time: 1914.61 ms [2022-04-11 07:28:46 main:574] : INFO : Epoch 1964 | loss: 0.0312214 | val_loss: 0.0312202 | Time: 1825.68 ms [2022-04-11 07:28:49 main:574] : INFO : Epoch 1965 | loss: 0.0312176 | val_loss: 0.0312162 | Time: 2137.44 ms [2022-04-11 07:28:51 main:574] : INFO : Epoch 1966 | loss: 0.0312167 | val_loss: 0.0312148 | Time: 1895.73 ms [2022-04-11 07:28:53 main:574] : INFO : Epoch 1967 | loss: 0.0312169 | val_loss: 0.031219 | Time: 1892.34 ms [2022-04-11 07:28:55 main:574] : INFO : Epoch 1968 | loss: 0.0312249 | val_loss: 0.0312361 | Time: 1775.55 ms [2022-04-11 07:28:57 main:574] : INFO : Epoch 1969 | loss: 0.0312302 | val_loss: 0.0312239 | Time: 1883.67 ms [2022-04-11 07:28:59 main:574] : INFO : Epoch 1970 | loss: 0.0312202 | val_loss: 0.0312161 | Time: 1831.89 ms [2022-04-11 07:29:01 main:574] : INFO : Epoch 1971 | loss: 0.0312175 | val_loss: 0.0312153 | Time: 1883.07 ms [2022-04-11 07:29:04 main:574] : INFO : Epoch 1972 | loss: 0.0312166 | val_loss: 0.0312175 | Time: 2124.31 ms [2022-04-11 07:29:06 main:574] : INFO : Epoch 1973 | loss: 0.0312176 | val_loss: 0.0312147 | Time: 1870.17 ms [2022-04-11 07:29:08 main:574] : INFO : Epoch 1974 | loss: 0.0312193 | val_loss: 0.0312196 | Time: 1982.52 ms [2022-04-11 07:29:10 main:574] : INFO : Epoch 1975 | loss: 0.0312184 | val_loss: 0.031215 | Time: 1857.06 ms [2022-04-11 07:29:12 main:574] : INFO : Epoch 1976 | loss: 0.0312169 | val_loss: 0.0312204 | Time: 1864.9 ms [2022-04-11 07:29:14 main:574] : INFO : Epoch 1977 | loss: 0.0312169 | val_loss: 0.0312155 | Time: 1914.69 ms [2022-04-11 07:29:16 main:574] : INFO : Epoch 1978 | loss: 0.031216 | val_loss: 0.0312171 | Time: 1860.47 ms [2022-04-11 07:29:18 main:574] : INFO : Epoch 1979 | loss: 0.0312165 | val_loss: 0.0312149 | Time: 2016.57 ms [2022-04-11 07:29:20 main:574] : INFO : Epoch 1980 | loss: 0.0312152 | val_loss: 0.031215 | Time: 1902.03 ms [2022-04-11 07:29:22 main:574] : INFO : Epoch 1981 | loss: 0.0312169 | val_loss: 0.031214 | Time: 1906.45 ms [2022-04-11 07:29:24 main:574] : INFO : Epoch 1982 | loss: 0.0312175 | val_loss: 0.0312202 | Time: 1876.02 ms [2022-04-11 07:29:26 main:574] : INFO : Epoch 1983 | loss: 0.0312159 | val_loss: 0.0312161 | Time: 1851.22 ms [2022-04-11 07:29:28 main:574] : INFO : Epoch 1984 | loss: 0.0312174 | val_loss: 0.0312279 | Time: 2056.73 ms [2022-04-11 07:29:30 main:574] : INFO : Epoch 1985 | loss: 0.0312198 | val_loss: 0.0312171 | Time: 1983.54 ms [2022-04-11 07:29:32 main:574] : INFO : Epoch 1986 | loss: 0.0312165 | val_loss: 0.0312141 | Time: 1921.07 ms [2022-04-11 07:29:34 main:574] : INFO : Epoch 1987 | loss: 0.0312166 | val_loss: 0.0312155 | Time: 1814.97 ms [2022-04-11 07:29:36 main:574] : INFO : Epoch 1988 | loss: 0.0312156 | val_loss: 0.0312142 | Time: 1810.91 ms [2022-04-11 07:29:38 main:574] : INFO : Epoch 1989 | loss: 0.0312165 | val_loss: 0.0312207 | Time: 1813.65 ms [2022-04-11 07:29:40 main:574] : INFO : Epoch 1990 | loss: 0.0312176 | val_loss: 0.0312164 | Time: 1909.6 ms [2022-04-11 07:29:41 main:574] : INFO : Epoch 1991 | loss: 0.031218 | val_loss: 0.0312237 | Time: 1784.63 ms [2022-04-11 07:29:43 main:574] : INFO : Epoch 1992 | loss: 0.0312161 | val_loss: 0.0312141 | Time: 1820.89 ms [2022-04-11 07:29:45 main:574] : INFO : Epoch 1993 | loss: 0.0312151 | val_loss: 0.0312154 | Time: 1892.88 ms [2022-04-11 07:29:47 main:574] : INFO : Epoch 1994 | loss: 0.031215 | val_loss: 0.0312137 | Time: 1802.22 ms [2022-04-11 07:29:49 main:574] : INFO : Epoch 1995 | loss: 0.031219 | val_loss: 0.0312164 | Time: 1812.95 ms [2022-04-11 07:29:51 main:574] : INFO : Epoch 1996 | loss: 0.0312148 | val_loss: 0.0312135 | Time: 1788.09 ms [2022-04-11 07:29:53 main:574] : INFO : Epoch 1997 | loss: 0.0312148 | val_loss: 0.031217 | Time: 1807.86 ms [2022-04-11 07:29:55 main:574] : INFO : Epoch 1998 | loss: 0.0312168 | val_loss: 0.031219 | Time: 1802.33 ms [2022-04-11 07:29:56 main:574] : INFO : Epoch 1999 | loss: 0.0312192 | val_loss: 0.031234 | Time: 1745.44 ms [2022-04-11 07:29:58 main:574] : INFO : Epoch 2000 | loss: 0.0312214 | val_loss: 0.0312276 | Time: 1814.57 ms [2022-04-11 07:30:00 main:574] : INFO : Epoch 2001 | loss: 0.0312213 | val_loss: 0.0312188 | Time: 1787.58 ms [2022-04-11 07:30:02 main:574] : INFO : Epoch 2002 | loss: 0.0312201 | val_loss: 0.0312213 | Time: 1781.46 ms [2022-04-11 07:30:04 main:574] : INFO : Epoch 2003 | loss: 0.0312203 | val_loss: 0.0312293 | Time: 1795.19 ms [2022-04-11 07:30:06 main:574] : INFO : Epoch 2004 | loss: 0.0312274 | val_loss: 0.0312408 | Time: 1818.69 ms [2022-04-11 07:30:07 main:574] : INFO : Epoch 2005 | loss: 0.0312328 | val_loss: 0.0312246 | Time: 1749.04 ms [2022-04-11 07:30:09 main:574] : INFO : Epoch 2006 | loss: 0.0312189 | val_loss: 0.0312168 | Time: 1836.26 ms [2022-04-11 07:30:11 main:574] : INFO : Epoch 2007 | loss: 0.0312163 | val_loss: 0.0312159 | Time: 1770.62 ms [2022-04-11 07:30:13 main:574] : INFO : Epoch 2008 | loss: 0.031219 | val_loss: 0.0312159 | Time: 1949.39 ms [2022-04-11 07:30:15 main:574] : INFO : Epoch 2009 | loss: 0.0312155 | val_loss: 0.0312135 | Time: 1780.01 ms [2022-04-11 07:30:17 main:574] : INFO : Epoch 2010 | loss: 0.031215 | val_loss: 0.0312157 | Time: 1779.67 ms [2022-04-11 07:30:19 main:574] : INFO : Epoch 2011 | loss: 0.0312172 | val_loss: 0.0312217 | Time: 1850.51 ms [2022-04-11 07:30:20 main:574] : INFO : Epoch 2012 | loss: 0.0312187 | val_loss: 0.0312137 | Time: 1792.95 ms [2022-04-11 07:30:22 main:574] : INFO : Epoch 2013 | loss: 0.031217 | val_loss: 0.0312144 | Time: 1836.8 ms [2022-04-11 07:30:24 main:574] : INFO : Epoch 2014 | loss: 0.031214 | val_loss: 0.0312132 | Time: 1767.65 ms [2022-04-11 07:30:26 main:574] : INFO : Epoch 2015 | loss: 0.0312146 | val_loss: 0.0312183 | Time: 1805.25 ms [2022-04-11 07:30:28 main:574] : INFO : Epoch 2016 | loss: 0.0312161 | val_loss: 0.0312176 | Time: 1781.36 ms [2022-04-11 07:30:30 main:574] : INFO : Epoch 2017 | loss: 0.0312154 | val_loss: 0.0312162 | Time: 1766.79 ms [2022-04-11 07:30:31 main:574] : INFO : Epoch 2018 | loss: 0.031216 | val_loss: 0.0312142 | Time: 1826.39 ms [2022-04-11 07:30:33 main:574] : INFO : Epoch 2019 | loss: 0.0312147 | val_loss: 0.0312154 | Time: 1788.55 ms [2022-04-11 07:30:35 main:574] : INFO : Epoch 2020 | loss: 0.0312137 | val_loss: 0.0312132 | Time: 1813.2 ms [2022-04-11 07:30:37 main:574] : INFO : Epoch 2021 | loss: 0.0312163 | val_loss: 0.0312139 | Time: 1830.63 ms [2022-04-11 07:30:39 main:574] : INFO : Epoch 2022 | loss: 0.0312137 | val_loss: 0.0312147 | Time: 1759.02 ms [2022-04-11 07:30:41 main:574] : INFO : Epoch 2023 | loss: 0.0312166 | val_loss: 0.0312129 | Time: 1933.56 ms [2022-04-11 07:30:43 main:574] : INFO : Epoch 2024 | loss: 0.0312166 | val_loss: 0.031213 | Time: 1838.3 ms [2022-04-11 07:30:45 main:574] : INFO : Epoch 2025 | loss: 0.031213 | val_loss: 0.0312132 | Time: 1874.77 ms [2022-04-11 07:30:46 main:574] : INFO : Epoch 2026 | loss: 0.0312138 | val_loss: 0.0312172 | Time: 1830.37 ms [2022-04-11 07:30:48 main:574] : INFO : Epoch 2027 | loss: 0.0312142 | val_loss: 0.031213 | Time: 1757.8 ms [2022-04-11 07:30:50 main:574] : INFO : Epoch 2028 | loss: 0.0312162 | val_loss: 0.0312143 | Time: 1894.69 ms [2022-04-11 07:30:52 main:574] : INFO : Epoch 2029 | loss: 0.0312138 | val_loss: 0.0312123 | Time: 1912.73 ms [2022-04-11 07:30:54 main:574] : INFO : Epoch 2030 | loss: 0.0312124 | val_loss: 0.0312135 | Time: 1756.01 ms [2022-04-11 07:30:56 main:574] : INFO : Epoch 2031 | loss: 0.0312137 | val_loss: 0.0312123 | Time: 1787.3 ms [2022-04-11 07:30:58 main:574] : INFO : Epoch 2032 | loss: 0.0312127 | val_loss: 0.0312161 | Time: 1774.68 ms [2022-04-11 07:31:00 main:574] : INFO : Epoch 2033 | loss: 0.0312141 | val_loss: 0.0312123 | Time: 1859.38 ms [2022-04-11 07:31:02 main:574] : INFO : Epoch 2034 | loss: 0.031212 | val_loss: 0.0312118 | Time: 1808.17 ms [2022-04-11 07:31:03 main:574] : INFO : Epoch 2035 | loss: 0.0312135 | val_loss: 0.0312152 | Time: 1801.9 ms [2022-04-11 07:31:05 main:574] : INFO : Epoch 2036 | loss: 0.0312134 | val_loss: 0.0312126 | Time: 1867.91 ms [2022-04-11 07:31:07 main:574] : INFO : Epoch 2037 | loss: 0.0312133 | val_loss: 0.031215 | Time: 1780.79 ms [2022-04-11 07:31:09 main:574] : INFO : Epoch 2038 | loss: 0.031216 | val_loss: 0.0312145 | Time: 1803.34 ms [2022-04-11 07:31:11 main:574] : INFO : Epoch 2039 | loss: 0.0312153 | val_loss: 0.0312131 | Time: 1810.82 ms [2022-04-11 07:31:13 main:574] : INFO : Epoch 2040 | loss: 0.0312139 | val_loss: 0.0312136 | Time: 1839.36 ms [2022-04-11 07:31:15 main:574] : INFO : Epoch 2041 | loss: 0.0312126 | val_loss: 0.031212 | Time: 1756.95 ms [2022-04-11 07:31:16 main:574] : INFO : Epoch 2042 | loss: 0.0312127 | val_loss: 0.0312126 | Time: 1806.34 ms [2022-04-11 07:31:18 main:574] : INFO : Epoch 2043 | loss: 0.031213 | val_loss: 0.0312138 | Time: 1780.78 ms [2022-04-11 07:31:20 main:574] : INFO : Epoch 2044 | loss: 0.0312174 | val_loss: 0.0312214 | Time: 1862.76 ms [2022-04-11 07:31:22 main:574] : INFO : Epoch 2045 | loss: 0.0312144 | val_loss: 0.0312153 | Time: 1817.66 ms [2022-04-11 07:31:24 main:574] : INFO : Epoch 2046 | loss: 0.0312126 | val_loss: 0.0312133 | Time: 1820.5 ms [2022-04-11 07:31:26 main:574] : INFO : Epoch 2047 | loss: 0.0312117 | val_loss: 0.0312132 | Time: 1840.65 ms [2022-04-11 07:31:28 main:574] : INFO : Epoch 2048 | loss: 0.0312138 | val_loss: 0.0312169 | Time: 1754.98 ms [2022-04-11 07:31:28 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312169 [2022-04-11 07:31:28 main:603] : INFO : Saving end state to config to file [2022-04-11 07:31:28 main:608] : INFO : Success, exiting.. 07:31:28 (30912): 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)