Task 5317184
| Name | ParityMachine-1622600916-25167-3_0 |
| Workunit | 3199656 |
| Created | 9 Jun 2021, 15:49:54 UTC |
| Sent | 13 Jun 2021, 22:00:58 UTC |
| Report deadline | 20 Jun 2021, 22:00:58 UTC |
| Received | 19 Jun 2021, 17:02:37 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 11931 |
| Run time | 3 hours 9 min 16 sec |
| CPU time | 2 hours 59 min 49 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 8,880.26 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.62 GB |
| Peak swap size | 3.65 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> figuration: [2021-06-19 12:15:59 main:475] : INFO : Model type: GRU [2021-06-19 12:15:59 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-19 12:15:59 main:477] : INFO : Max Epochs: 2048 [2021-06-19 12:15:59 main:478] : INFO : Batch Size: 128 [2021-06-19 12:15:59 main:479] : INFO : Learning Rate: 0.01 [2021-06-19 12:15:59 main:480] : INFO : Patience: 10 [2021-06-19 12:15:59 main:481] : INFO : Hidden Width: 12 [2021-06-19 12:15:59 main:482] : INFO : # Recurrent Layers: 4 [2021-06-19 12:15:59 main:483] : INFO : # Backend Layers: 4 [2021-06-19 12:15:59 main:484] : INFO : # Threads: 1 [2021-06-19 12:16:00 main:486] : INFO : Preparing Dataset [2021-06-19 12:16:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:16:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:16:02 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-19 12:16:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:16:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:16:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-19 12:16:02 main:494] : INFO : Creating Model [2021-06-19 12:16:02 main:507] : INFO : Preparing config file [2021-06-19 12:16:02 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-19 12:16:02 main:512] : INFO : Loading config [2021-06-19 12:16:02 main:514] : INFO : Loading state [2021-06-19 12:16:03 main:559] : INFO : Loading DataLoader into Memory [2021-06-19 12:16:03 main:562] : INFO : Starting Training [2021-06-19 12:16:09 main:574] : INFO : Epoch 1705 | loss: 0.0312122 | val_loss: 0.0311924 | Time: 6226.82 ms [2021-06-19 12:16:15 main:574] : INFO : Epoch 1706 | loss: 0.0311287 | val_loss: 0.0311675 | Time: 5331.41 ms [2021-06-19 12:16:20 main:574] : INFO : Epoch 1707 | loss: 0.0311177 | val_loss: 0.0311575 | Time: 5449.77 ms [2021-06-19 12:16:26 main:574] : INFO : Epoch 1708 | loss: 0.0311136 | val_loss: 0.0311584 | Time: 5365.23 ms [2021-06-19 12:16:31 main:574] : INFO : Epoch 1709 | loss: 0.0311128 | val_loss: 0.0311558 | Time: 5506.66 ms [2021-06-19 12:16:37 main:574] : INFO : Epoch 1710 | loss: 0.0311112 | val_loss: 0.0311524 | Time: 5577.5 ms [2021-06-19 12:16:42 main:574] : INFO : Epoch 1711 | loss: 0.0311115 | val_loss: 0.0311581 | Time: 5307.55 ms [2021-06-19 12:16:48 main:574] : INFO : Epoch 1712 | loss: 0.0311155 | val_loss: 0.0311614 | Time: 5444.7 ms [2021-06-19 12:16:53 main:574] : INFO : Epoch 1713 | loss: 0.0311127 | val_loss: 0.0311577 | Time: 5474.21 ms [2021-06-19 12:16:59 main:574] : INFO : Epoch 1714 | loss: 0.0311136 | val_loss: 0.031159 | Time: 5492.21 ms [2021-06-19 12:17:04 main:574] : INFO : Epoch 1715 | loss: 0.0311155 | val_loss: 0.0311605 | Time: 5578.2 ms [2021-06-19 12:17:10 main:574] : INFO : Epoch 1716 | loss: 0.0311106 | val_loss: 0.0311528 | Time: 5421.59 ms [2021-06-19 12:17:16 main:574] : INFO : Epoch 1717 | loss: 0.0311095 | val_loss: 0.0311599 | Time: 5632.72 ms [2021-06-19 12:17:21 main:574] : INFO : Epoch 1718 | loss: 0.031109 | val_loss: 0.0311547 | Time: 5435.13 ms [2021-06-19 12:17:26 main:574] : INFO : Epoch 1719 | loss: 0.0311077 | val_loss: 0.031157 | Time: 5329.39 ms [2021-06-19 12:17:32 main:574] : INFO : Epoch 1720 | loss: 0.0311085 | val_loss: 0.0311554 | Time: 5515.59 ms [2021-06-19 12:17:38 main:574] : INFO : Epoch 1721 | loss: 0.031108 | val_loss: 0.0311623 | Time: 5556.2 ms [2021-06-19 12:17:43 main:574] : INFO : Epoch 1722 | loss: 0.031109 | val_loss: 0.0311553 | Time: 5329.25 ms [2021-06-19 12:17:48 main:574] : INFO : Epoch 1723 | loss: 0.0311086 | val_loss: 0.0311576 | Time: 5421 ms [2021-06-19 12:17:54 main:574] : INFO : Epoch 1724 | loss: 0.0311083 | val_loss: 0.0311569 | Time: 5321.91 ms [2021-06-19 12:17:59 main:574] : INFO : Epoch 1725 | loss: 0.0311076 | val_loss: 0.03116 | Time: 5441.72 ms [2021-06-19 12:18:05 main:574] : INFO : Epoch 1726 | loss: 0.0311082 | val_loss: 0.0311605 | Time: 5470.39 ms [2021-06-19 12:18:10 main:574] : INFO : Epoch 1727 | loss: 0.0311075 | val_loss: 0.0311554 | Time: 5415.5 ms [2021-06-19 12:18:16 main:574] : INFO : Epoch 1728 | loss: 0.0311089 | val_loss: 0.0311569 | Time: 5408.9 ms [2021-06-19 12:18:21 main:574] : INFO : Epoch 1729 | loss: 0.0311119 | val_loss: 0.0311563 | Time: 5563.54 ms [2021-06-19 12:18:27 main:574] : INFO : Epoch 1730 | loss: 0.0311089 | val_loss: 0.0311627 | Time: 5308.95 ms [2021-06-19 12:18:32 main:574] : INFO : Epoch 1731 | loss: 0.0311082 | val_loss: 0.0311587 | Time: 5717.33 ms [2021-06-19 12:18:38 main:574] : INFO : Epoch 1732 | loss: 0.0311094 | val_loss: 0.0311562 | Time: 5624.1 ms [2021-06-19 12:18:44 main:574] : INFO : Epoch 1733 | loss: 0.0311076 | val_loss: 0.0311588 | Time: 5397.75 ms [2021-06-19 12:18:49 main:574] : INFO : Epoch 1734 | loss: 0.0311073 | val_loss: 0.0311599 | Time: 5639.99 ms [2021-06-19 12:18:55 main:574] : INFO : Epoch 1735 | loss: 0.031106 | val_loss: 0.0311593 | Time: 5460.55 ms [2021-06-19 12:19:00 main:574] : INFO : Epoch 1736 | loss: 0.031109 | val_loss: 0.0311578 | Time: 5561.6 ms [2021-06-19 12:19:06 main:574] : INFO : Epoch 1737 | loss: 0.031108 | val_loss: 0.0311564 | Time: 5582.01 ms [2021-06-19 12:19:12 main:574] : INFO : Epoch 1738 | loss: 0.0311068 | val_loss: 0.0311595 | Time: 5566.82 ms [2021-06-19 12:19:17 main:574] : INFO : Epoch 1739 | loss: 0.0311098 | val_loss: 0.0311556 | Time: 5348.11 ms [2021-06-19 12:19:23 main:574] : INFO : Epoch 1740 | loss: 0.0311099 | val_loss: 0.0311582 | Time: 5894.43 ms [2021-06-19 12:19:29 main:574] : INFO : Epoch 1741 | loss: 0.0311118 | val_loss: 0.0311556 | Time: 5592.79 ms [2021-06-19 12:19:34 main:574] : INFO : Epoch 1742 | loss: 0.0311095 | val_loss: 0.0311574 | Time: 5379.62 ms [2021-06-19 12:19:39 main:574] : INFO : Epoch 1743 | loss: 0.0311074 | val_loss: 0.0311526 | Time: 5394.68 ms [2021-06-19 12:19:45 main:574] : INFO : Epoch 1744 | loss: 0.0311094 | val_loss: 0.0311578 | Time: 5592.89 ms [2021-06-19 12:19:51 main:574] : INFO : Epoch 1745 | loss: 0.0311126 | val_loss: 0.0311544 | Time: 5470.53 ms [2021-06-19 12:19:56 main:574] : INFO : Epoch 1746 | loss: 0.0311112 | val_loss: 0.0311576 | Time: 5388.15 ms [2021-06-19 12:20:01 main:574] : INFO : Epoch 1747 | loss: 0.0311077 | val_loss: 0.031156 | Time: 5364.95 ms [2021-06-19 12:20:07 main:574] : INFO : Epoch 1748 | loss: 0.0311082 | val_loss: 0.031162 | Time: 5476.59 ms [2021-06-19 12:20:12 main:574] : INFO : Epoch 1749 | loss: 0.0311073 | val_loss: 0.0311586 | Time: 5468.68 ms [2021-06-19 12:20:18 main:574] : INFO : Epoch 1750 | loss: 0.031109 | val_loss: 0.0311554 | Time: 5518.88 ms [2021-06-19 12:20:24 main:574] : INFO : Epoch 1751 | loss: 0.0311073 | val_loss: 0.0311568 | Time: 5508.98 ms [2021-06-19 12:20:29 main:574] : INFO : Epoch 1752 | loss: 0.0311083 | val_loss: 0.0311577 | Time: 5393.35 ms [2021-06-19 12:20:34 main:574] : INFO : Epoch 1753 | loss: 0.0311072 | val_loss: 0.0311602 | Time: 5375.23 ms [2021-06-19 12:20:40 main:574] : INFO : Epoch 1754 | loss: 0.0311092 | val_loss: 0.0311577 | Time: 5405.95 ms [2021-06-19 12:20:45 main:574] : INFO : Epoch 1755 | loss: 0.0311062 | val_loss: 0.0311556 | Time: 5269.88 ms [2021-06-19 12:20:51 main:574] : INFO : Epoch 1756 | loss: 0.0311055 | val_loss: 0.0311579 | Time: 5393.92 ms [2021-06-19 12:20:56 main:574] : INFO : Epoch 1757 | loss: 0.0311054 | val_loss: 0.0311605 | Time: 5374.86 ms [2021-06-19 12:21:01 main:574] : INFO : Epoch 1758 | loss: 0.0311071 | val_loss: 0.0311596 | Time: 5410.02 ms [2021-06-19 12:21:07 main:574] : INFO : Epoch 1759 | loss: 0.0311064 | val_loss: 0.0311582 | Time: 5347.03 ms [2021-06-19 12:21:12 main:574] : INFO : Epoch 1760 | loss: 0.0311088 | val_loss: 0.0311591 | Time: 5093.53 ms [2021-06-19 12:21:18 main:574] : INFO : Epoch 1761 | loss: 0.031106 | val_loss: 0.0311574 | Time: 5470.92 ms [2021-06-19 12:21:23 main:574] : INFO : Epoch 1762 | loss: 0.031106 | val_loss: 0.0311518 | Time: 5301.03 ms [2021-06-19 12:21:28 main:574] : INFO : Epoch 1763 | loss: 0.0311056 | val_loss: 0.031153 | Time: 5296.31 ms [2021-06-19 12:21:34 main:574] : INFO : Epoch 1764 | loss: 0.0311056 | val_loss: 0.0311541 | Time: 5420.52 ms [2021-06-19 12:21:39 main:574] : INFO : Epoch 1765 | loss: 0.0311044 | val_loss: 0.0311589 | Time: 5419.14 ms [2021-06-19 12:21:45 main:574] : INFO : Epoch 1766 | loss: 0.0311057 | val_loss: 0.0311568 | Time: 5293.47 ms [2021-06-19 12:21:50 main:574] : INFO : Epoch 1767 | loss: 0.0311073 | val_loss: 0.0311623 | Time: 5452.82 ms [2021-06-19 12:21:55 main:574] : INFO : Epoch 1768 | loss: 0.0311089 | val_loss: 0.031157 | Time: 5387.92 ms [2021-06-19 12:22:01 main:574] : INFO : Epoch 1769 | loss: 0.0311076 | val_loss: 0.0311581 | Time: 5505.74 ms [2021-06-19 12:22:06 main:574] : INFO : Epoch 1770 | loss: 0.0311096 | val_loss: 0.0311568 | Time: 5312.14 ms [2021-06-19 12:22:12 main:574] : INFO : Epoch 1771 | loss: 0.0311096 | val_loss: 0.0311575 | Time: 5488.69 ms [2021-06-19 12:22:17 main:574] : INFO : Epoch 1772 | loss: 0.0311125 | val_loss: 0.0311554 | Time: 5462.68 ms [2021-06-19 12:22:23 main:574] : INFO : Epoch 1773 | loss: 0.0311132 | val_loss: 0.0311606 | Time: 5148.14 ms [2021-06-19 12:22:28 main:574] : INFO : Epoch 1774 | loss: 0.0311085 | val_loss: 0.031159 | Time: 5405.92 ms [2021-06-19 12:22:34 main:574] : INFO : Epoch 1775 | loss: 0.0311086 | val_loss: 0.0311627 | Time: 5460.71 ms [2021-06-19 12:22:39 main:574] : INFO : Epoch 1776 | loss: 0.0311066 | val_loss: 0.0311614 | Time: 5444.88 ms [2021-06-19 12:22:45 main:574] : INFO : Epoch 1777 | loss: 0.0311075 | val_loss: 0.0311625 | Time: 5532.89 ms [2021-06-19 12:22:50 main:574] : INFO : Epoch 1778 | loss: 0.0311056 | val_loss: 0.0311608 | Time: 5432.81 ms [2021-06-19 12:22:56 main:574] : INFO : Epoch 1779 | loss: 0.0311065 | val_loss: 0.0311551 | Time: 5454.69 ms [2021-06-19 12:23:01 main:574] : INFO : Epoch 1780 | loss: 0.0311057 | val_loss: 0.0311563 | Time: 5261.22 ms [2021-06-19 12:23:06 main:574] : INFO : Epoch 1781 | loss: 0.0311052 | val_loss: 0.0311527 | Time: 5181.95 ms [2021-06-19 12:23:12 main:574] : INFO : Epoch 1782 | loss: 0.0311058 | val_loss: 0.0311539 | Time: 5361.53 ms [2021-06-19 12:23:17 main:574] : INFO : Epoch 1783 | loss: 0.0311107 | val_loss: 0.0311653 | Time: 5347.33 ms [2021-06-19 12:23:22 main:574] : INFO : Epoch 1784 | loss: 0.0311036 | val_loss: 0.0311578 | Time: 5431.26 ms [2021-06-19 12:23:28 main:574] : INFO : Epoch 1785 | loss: 0.0311046 | val_loss: 0.0311566 | Time: 5380.54 ms [2021-06-19 12:23:34 main:574] : INFO : Epoch 1786 | loss: 0.0311051 | val_loss: 0.0311613 | Time: 5554.42 ms [2021-06-19 12:23:39 main:574] : INFO : Epoch 1787 | loss: 0.0311068 | val_loss: 0.0311597 | Time: 5287.56 ms [2021-06-19 12:23:44 main:574] : INFO : Epoch 1788 | loss: 0.0311055 | val_loss: 0.0311577 | Time: 5372.04 ms [2021-06-19 12:23:50 main:574] : INFO : Epoch 1789 | loss: 0.031105 | val_loss: 0.0311562 | Time: 5549.32 ms [2021-06-19 12:23:55 main:574] : INFO : Epoch 1790 | loss: 0.0311139 | val_loss: 0.0311572 | Time: 5308.32 ms [2021-06-19 12:24:01 main:574] : INFO : Epoch 1791 | loss: 0.031115 | val_loss: 0.0311658 | Time: 5214.34 ms [2021-06-19 12:24:06 main:574] : INFO : Epoch 1792 | loss: 0.031113 | val_loss: 0.0311576 | Time: 5436.37 ms [2021-06-19 12:24:12 main:574] : INFO : Epoch 1793 | loss: 0.0311098 | val_loss: 0.0311583 | Time: 5539.37 ms [2021-06-19 12:24:17 main:574] : INFO : Epoch 1794 | loss: 0.0311113 | val_loss: 0.0311531 | Time: 5571.57 ms [2021-06-19 12:24:23 main:574] : INFO : Epoch 1795 | loss: 0.0311104 | val_loss: 0.0311569 | Time: 5299.73 ms [2021-06-19 12:24:28 main:574] : INFO : Epoch 1796 | loss: 0.0311108 | val_loss: 0.031155 | Time: 5206.38 ms [2021-06-19 12:24:33 main:574] : INFO : Epoch 1797 | loss: 0.0311142 | val_loss: 0.0311597 | Time: 5402.3 ms [2021-06-19 12:24:39 main:574] : INFO : Epoch 1798 | loss: 0.0311128 | val_loss: 0.031156 | Time: 5263.4 ms [2021-06-19 12:24:44 main:574] : INFO : Epoch 1799 | loss: 0.0311136 | val_loss: 0.0311546 | Time: 5409.23 ms [2021-06-19 12:24:49 main:574] : INFO : Epoch 1800 | loss: 0.0311096 | val_loss: 0.0311584 | Time: 5356.79 ms [2021-06-19 12:24:55 main:574] : INFO : Epoch 1801 | loss: 0.0311135 | val_loss: 0.0311559 | Time: 5330.93 ms [2021-06-19 12:25:00 main:574] : INFO : Epoch 1802 | loss: 0.0311136 | val_loss: 0.0311544 | Time: 5578 ms [2021-06-19 12:25:06 main:574] : INFO : Epoch 1803 | loss: 0.0311098 | val_loss: 0.0311565 | Time: 5450.58 ms [2021-06-19 12:25:11 main:574] : INFO : Epoch 1804 | loss: 0.0311121 | val_loss: 0.0311635 | Time: 5282.21 ms [2021-06-19 12:25:17 main:574] : INFO : Epoch 1805 | loss: 0.0311123 | val_loss: 0.0311718 | Time: 5682.87 ms [2021-06-19 12:25:22 main:574] : INFO : Epoch 1806 | loss: 0.0311195 | val_loss: 0.0311666 | Time: 5179.2 ms [2021-06-19 12:25:28 main:574] : INFO : Epoch 1807 | loss: 0.0311203 | val_loss: 0.0311697 | Time: 5618.7 ms [2021-06-19 12:25:33 main:574] : INFO : Epoch 1808 | loss: 0.0311187 | val_loss: 0.0311538 | Time: 5196.34 ms [2021-06-19 12:25:38 main:574] : INFO : Epoch 1809 | loss: 0.0311181 | val_loss: 0.0311551 | Time: 5230.54 ms [2021-06-19 12:25:44 main:574] : INFO : Epoch 1810 | loss: 0.0311177 | val_loss: 0.031156 | Time: 5440.38 ms [2021-06-19 12:25:49 main:574] : INFO : Epoch 1811 | loss: 0.0311129 | val_loss: 0.031158 | Time: 5404.79 ms [2021-06-19 12:25:55 main:574] : INFO : Epoch 1812 | loss: 0.0311115 | val_loss: 0.0311593 | Time: 5361.03 ms [2021-06-19 12:26:00 main:574] : INFO : Epoch 1813 | loss: 0.0311331 | val_loss: 0.03116 | Time: 5431.46 ms [2021-06-19 12:26:06 main:574] : INFO : Epoch 1814 | loss: 0.0311311 | val_loss: 0.0311542 | Time: 5337.09 ms [2021-06-19 12:26:11 main:574] : INFO : Epoch 1815 | loss: 0.0311269 | val_loss: 0.0311565 | Time: 5350.72 ms [2021-06-19 12:26:18 main:574] : INFO : Epoch 1816 | loss: 0.0311245 | val_loss: 0.0311532 | Time: 5451.67 ms [2021-06-19 12:26:23 main:574] : INFO : Epoch 1817 | loss: 0.0311225 | val_loss: 0.0311508 | Time: 5384.61 ms [2021-06-19 12:26:29 main:574] : INFO : Epoch 1818 | loss: 0.0311182 | val_loss: 0.0311535 | Time: 5316.25 ms [2021-06-19 12:26:34 main:574] : INFO : Epoch 1819 | loss: 0.0311184 | val_loss: 0.0311522 | Time: 5165.02 ms [2021-06-19 12:26:39 main:574] : INFO : Epoch 1820 | loss: 0.0311163 | val_loss: 0.0311506 | Time: 5155.51 ms [2021-06-19 12:26:44 main:574] : INFO : Epoch 1821 | loss: 0.031113 | val_loss: 0.0311521 | Time: 5241.12 ms [2021-06-19 12:26:50 main:574] : INFO : Epoch 1822 | loss: 0.031113 | val_loss: 0.031154 | Time: 5290.82 ms [2021-06-19 12:26:55 main:574] : INFO : Epoch 1823 | loss: 0.0311133 | val_loss: 0.0311573 | Time: 5397.36 ms [2021-06-19 12:27:01 main:574] : INFO : Epoch 1824 | loss: 0.0311117 | val_loss: 0.0311572 | Time: 5366.25 ms [2021-06-19 12:27:06 main:574] : INFO : Epoch 1825 | loss: 0.031111 | val_loss: 0.0311574 | Time: 5201.27 ms [2021-06-19 12:27:11 main:574] : INFO : Epoch 1826 | loss: 0.0311406 | val_loss: 0.0311756 | Time: 5385.02 ms [2021-06-19 12:27:17 main:574] : INFO : Epoch 1827 | loss: 0.0311559 | val_loss: 0.0311719 | Time: 5295.97 ms [2021-06-19 12:27:22 main:574] : INFO : Epoch 1828 | loss: 0.0311499 | val_loss: 0.0311718 | Time: 5374.61 ms [2021-06-19 12:27:27 main:574] : INFO : Epoch 1829 | loss: 0.0311446 | val_loss: 0.0311652 | Time: 5359.72 ms [2021-06-19 12:27:33 main:574] : INFO : Epoch 1830 | loss: 0.031141 | val_loss: 0.0311632 | Time: 5513.02 ms [2021-06-19 12:27:38 main:574] : INFO : Epoch 1831 | loss: 0.0311383 | val_loss: 0.0311612 | Time: 5373.16 ms [2021-06-19 12:27:44 main:574] : INFO : Epoch 1832 | loss: 0.0311349 | val_loss: 0.0311628 | Time: 5349.71 ms [2021-06-19 12:27:49 main:574] : INFO : Epoch 1833 | loss: 0.0311355 | val_loss: 0.0311606 | Time: 5455.62 ms [2021-06-19 12:27:55 main:574] : INFO : Epoch 1834 | loss: 0.0311357 | val_loss: 0.0311599 | Time: 5432.51 ms [2021-06-19 12:28:00 main:574] : INFO : Epoch 1835 | loss: 0.0311319 | val_loss: 0.0311609 | Time: 5050.87 ms [2021-06-19 12:28:05 main:574] : INFO : Epoch 1836 | loss: 0.0311306 | val_loss: 0.0311596 | Time: 5278.97 ms [2021-06-19 12:28:10 main:574] : INFO : Epoch 1837 | loss: 0.031128 | val_loss: 0.0311605 | Time: 5195.29 ms [2021-06-19 12:28:16 main:574] : INFO : Epoch 1838 | loss: 0.0311289 | val_loss: 0.0311619 | Time: 5429.8 ms [2021-06-19 12:28:21 main:574] : INFO : Epoch 1839 | loss: 0.0311274 | val_loss: 0.0311679 | Time: 5379.32 ms [2021-06-19 12:28:27 main:574] : INFO : Epoch 1840 | loss: 0.0311276 | val_loss: 0.0311806 | Time: 5459.43 ms [2021-06-19 12:28:33 main:574] : INFO : Epoch 1841 | loss: 0.031127 | val_loss: 0.0311695 | Time: 5607.81 ms [2021-06-19 12:28:38 main:574] : INFO : Epoch 1842 | loss: 0.0311255 | val_loss: 0.0311706 | Time: 5453.96 ms [2021-06-19 12:28:43 main:574] : INFO : Epoch 1843 | loss: 0.0311245 | val_loss: 0.0311706 | Time: 5234.07 ms [2021-06-19 12:28:49 main:574] : INFO : Epoch 1844 | loss: 0.0311243 | val_loss: 0.031179 | Time: 5349.35 ms [2021-06-19 12:28:54 main:574] : INFO : Epoch 1845 | loss: 0.0311244 | val_loss: 0.0311675 | Time: 5335.64 ms [2021-06-19 12:29:00 main:574] : INFO : Epoch 1846 | loss: 0.0311248 | val_loss: 0.0311749 | Time: 5461.96 ms [2021-06-19 12:29:05 main:574] : INFO : Epoch 1847 | loss: 0.0311232 | val_loss: 0.0311725 | Time: 5236.04 ms [2021-06-19 12:29:10 main:574] : INFO : Epoch 1848 | loss: 0.0311226 | val_loss: 0.0311727 | Time: 5320.34 ms [2021-06-19 12:29:16 main:574] : INFO : Epoch 1849 | loss: 0.0311261 | val_loss: 0.0311764 | Time: 5417.58 ms [2021-06-19 12:29:21 main:574] : INFO : Epoch 1850 | loss: 0.0311252 | val_loss: 0.0311833 | Time: 5353.78 ms [2021-06-19 12:29:27 main:574] : INFO : Epoch 1851 | loss: 0.0311231 | val_loss: 0.0311758 | Time: 5598.29 ms [2021-06-19 12:29:32 main:574] : INFO : Epoch 1852 | loss: 0.0311224 | val_loss: 0.0311588 | Time: 5381.97 ms [2021-06-19 12:29:38 main:574] : INFO : Epoch 1853 | loss: 0.0311217 | val_loss: 0.0311575 | Time: 5215.55 ms [2021-06-19 12:29:43 main:574] : INFO : Epoch 1854 | loss: 0.0311211 | val_loss: 0.0311578 | Time: 5434.18 ms [2021-06-19 12:29:49 main:574] : INFO : Epoch 1855 | loss: 0.031126 | val_loss: 0.0311622 | Time: 5546.6 ms [2021-06-19 12:29:55 main:574] : INFO : Epoch 1856 | loss: 0.0311308 | val_loss: 0.0311625 | Time: 5395.26 ms [2021-06-19 12:30:00 main:574] : INFO : Epoch 1857 | loss: 0.0311392 | val_loss: 0.0311586 | Time: 5503.91 ms [2021-06-19 12:30:06 main:574] : INFO : Epoch 1858 | loss: 0.031126 | val_loss: 0.0311551 | Time: 5469.26 ms [2021-06-19 12:30:11 main:574] : INFO : Epoch 1859 | loss: 0.031123 | val_loss: 0.0311573 | Time: 5185.81 ms [2021-06-19 12:30:17 main:574] : INFO : Epoch 1860 | loss: 0.0311211 | val_loss: 0.0311593 | Time: 5545.5 ms [2021-06-19 12:30:22 main:574] : INFO : Epoch 1861 | loss: 0.0311208 | val_loss: 0.0311564 | Time: 5532.13 ms [2021-06-19 12:30:28 main:574] : INFO : Epoch 1862 | loss: 0.0311194 | val_loss: 0.0311579 | Time: 5533.44 ms [2021-06-19 12:30:33 main:574] : INFO : Epoch 1863 | loss: 0.0311192 | val_loss: 0.031157 | Time: 5551.3 ms [2021-06-19 12:30:39 main:574] : INFO : Epoch 1864 | loss: 0.0311195 | val_loss: 0.0311584 | Time: 5417.95 ms [2021-06-19 12:30:44 main:574] : INFO : Epoch 1865 | loss: 0.0311188 | val_loss: 0.0311551 | Time: 5427.81 ms [2021-06-19 12:30:50 main:574] : INFO : Epoch 1866 | loss: 0.0311179 | val_loss: 0.0311565 | Time: 5570.14 ms [2021-06-19 12:30:55 main:574] : INFO : Epoch 1867 | loss: 0.0311175 | val_loss: 0.0311581 | Time: 5418.52 ms [2021-06-19 12:31:01 main:574] : INFO : Epoch 1868 | loss: 0.0311181 | val_loss: 0.0311574 | Time: 5491.81 ms [2021-06-19 12:31:06 main:574] : INFO : Epoch 1869 | loss: 0.0311177 | val_loss: 0.0311556 | Time: 5565.16 ms [2021-06-19 12:31:12 main:574] : INFO : Epoch 1870 | loss: 0.0311152 | val_loss: 0.0311512 | Time: 5255.77 ms [2021-06-19 12:31:17 main:574] : INFO : Epoch 1871 | loss: 0.0311146 | val_loss: 0.0311609 | Time: 5314.54 ms [2021-06-19 12:31:23 main:574] : INFO : Epoch 1872 | loss: 0.0311142 | val_loss: 0.0311558 | Time: 5427.18 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2021-06-19 12:34:24 main:435] : INFO : Set logging level to 1 [2021-06-19 12:34:24 main:441] : INFO : Running in BOINC Client mode [2021-06-19 12:34:24 main:444] : INFO : Resolving all filenames [2021-06-19 12:34:24 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-19 12:34:24 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3_0_r925068959_1 (exists = 1) [2021-06-19 12:34:24 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3_0_r925068959_0 (exists = 0) [2021-06-19 12:34:24 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3 (exists = 1) [2021-06-19 12:34:24 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-19 12:34:24 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-19 12:34:24 main:474] : INFO : Configuration: [2021-06-19 12:34:24 main:475] : INFO : Model type: GRU [2021-06-19 12:34:24 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-19 12:34:24 main:477] : INFO : Max Epochs: 2048 [2021-06-19 12:34:24 main:478] : INFO : Batch Size: 128 [2021-06-19 12:34:24 main:479] : INFO : Learning Rate: 0.01 [2021-06-19 12:34:25 main:480] : INFO : Patience: 10 [2021-06-19 12:34:25 main:481] : INFO : Hidden Width: 12 [2021-06-19 12:34:25 main:482] : INFO : # Recurrent Layers: 4 [2021-06-19 12:34:25 main:483] : INFO : # Backend Layers: 4 [2021-06-19 12:34:25 main:484] : INFO : # Threads: 1 [2021-06-19 12:34:25 main:486] : INFO : Preparing Dataset [2021-06-19 12:34:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:34:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:34:27 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-19 12:34:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:34:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:34:27 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-19 12:34:27 main:494] : INFO : Creating Model [2021-06-19 12:34:27 main:507] : INFO : Preparing config file [2021-06-19 12:34:27 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-19 12:34:27 main:512] : INFO : Loading config [2021-06-19 12:34:27 main:514] : INFO : Loading state [2021-06-19 12:34:28 main:559] : INFO : Loading DataLoader into Memory [2021-06-19 12:34:28 main:562] : INFO : Starting Training [2021-06-19 12:34:34 main:574] : INFO : Epoch 1850 | loss: 0.0311665 | val_loss: 0.0311909 | Time: 5700.8 ms [2021-06-19 12:34:39 main:574] : INFO : Epoch 1851 | loss: 0.0311335 | val_loss: 0.0311662 | Time: 5288.58 ms [2021-06-19 12:34:44 main:574] : INFO : Epoch 1852 | loss: 0.0311281 | val_loss: 0.0311711 | Time: 5402.5 ms [2021-06-19 12:34:50 main:574] : INFO : Epoch 1853 | loss: 0.0311272 | val_loss: 0.0311764 | Time: 5258.54 ms [2021-06-19 12:34:55 main:574] : INFO : Epoch 1854 | loss: 0.0311248 | val_loss: 0.0311797 | Time: 5251.25 ms [2021-06-19 12:35:00 main:574] : INFO : Epoch 1855 | loss: 0.0311242 | val_loss: 0.0311815 | Time: 5394.77 ms [2021-06-19 12:35:06 main:574] : INFO : Epoch 1856 | loss: 0.0311239 | val_loss: 0.0311759 | Time: 5469.41 ms [2021-06-19 12:35:11 main:574] : INFO : Epoch 1857 | loss: 0.0311237 | val_loss: 0.0311812 | Time: 5363.46 ms [2021-06-19 12:35:17 main:574] : INFO : Epoch 1858 | loss: 0.0311255 | val_loss: 0.0311745 | Time: 5320.34 ms [2021-06-19 12:35:22 main:574] : INFO : Epoch 1859 | loss: 0.031123 | val_loss: 0.0311643 | Time: 5411.01 ms [2021-06-19 12:35:28 main:574] : INFO : Epoch 1860 | loss: 0.0311213 | val_loss: 0.0311572 | Time: 5637.92 ms [2021-06-19 12:35:33 main:574] : INFO : Epoch 1861 | loss: 0.0311246 | val_loss: 0.0311543 | Time: 5457.11 ms [2021-06-19 12:35:39 main:574] : INFO : Epoch 1862 | loss: 0.0311234 | val_loss: 0.0311516 | Time: 5462.77 ms [2021-06-19 12:35:44 main:574] : INFO : Epoch 1863 | loss: 0.0311226 | val_loss: 0.0311543 | Time: 5434.93 ms [2021-06-19 12:35:50 main:574] : INFO : Epoch 1864 | loss: 0.0311214 | val_loss: 0.031166 | Time: 5368.14 ms [2021-06-19 12:35:55 main:574] : INFO : Epoch 1865 | loss: 0.0311227 | val_loss: 0.0311553 | Time: 5321.9 ms [2021-06-19 12:36:01 main:574] : INFO : Epoch 1866 | loss: 0.0311209 | val_loss: 0.0311664 | Time: 5432.73 ms [2021-06-19 12:36:06 main:574] : INFO : Epoch 1867 | loss: 0.0311215 | val_loss: 0.0311556 | Time: 5323.85 ms [2021-06-19 12:36:12 main:574] : INFO : Epoch 1868 | loss: 0.0311211 | val_loss: 0.0311558 | Time: 5527.53 ms [2021-06-19 12:36:17 main:574] : INFO : Epoch 1869 | loss: 0.0311216 | val_loss: 0.0311674 | Time: 5313.75 ms [2021-06-19 12:36:22 main:574] : INFO : Epoch 1870 | loss: 0.0311252 | val_loss: 0.0311637 | Time: 5456.38 ms [2021-06-19 12:36:28 main:574] : INFO : Epoch 1871 | loss: 0.0311286 | val_loss: 0.0311639 | Time: 5338.42 ms [2021-06-19 12:36:33 main:574] : INFO : Epoch 1872 | loss: 0.0311263 | val_loss: 0.0311527 | Time: 5306.97 ms [2021-06-19 12:36:39 main:574] : INFO : Epoch 1873 | loss: 0.0311258 | val_loss: 0.0311627 | Time: 5239.44 ms [2021-06-19 12:36:44 main:574] : INFO : Epoch 1874 | loss: 0.0311255 | val_loss: 0.0311671 | Time: 5378.15 ms [2021-06-19 12:36:50 main:574] : INFO : Epoch 1875 | loss: 0.0311238 | val_loss: 0.0311627 | Time: 5462.39 ms [2021-06-19 12:36:55 main:574] : INFO : Epoch 1876 | loss: 0.0311233 | val_loss: 0.0311728 | Time: 5531.65 ms [2021-06-19 12:37:01 main:574] : INFO : Epoch 1877 | loss: 0.0311225 | val_loss: 0.0311608 | Time: 5407.67 ms [2021-06-19 12:37:06 main:574] : INFO : Epoch 1878 | loss: 0.0311207 | val_loss: 0.0311529 | Time: 5312.4 ms [2021-06-19 12:37:11 main:574] : INFO : Epoch 1879 | loss: 0.0311225 | val_loss: 0.0311542 | Time: 5271.01 ms [2021-06-19 12:37:17 main:574] : INFO : Epoch 1880 | loss: 0.0311238 | val_loss: 0.0311537 | Time: 5272.01 ms [2021-06-19 12:37:22 main:574] : INFO : Epoch 1881 | loss: 0.0311251 | val_loss: 0.0311541 | Time: 5297.12 ms [2021-06-19 12:37:27 main:574] : INFO : Epoch 1882 | loss: 0.0311203 | val_loss: 0.0311545 | Time: 5441.57 ms [2021-06-19 12:37:33 main:574] : INFO : Epoch 1883 | loss: 0.031122 | val_loss: 0.03115 | Time: 5301.61 ms [2021-06-19 12:37:39 main:574] : INFO : Epoch 1884 | loss: 0.031123 | val_loss: 0.0311544 | Time: 5761.09 ms [2021-06-19 12:37:44 main:574] : INFO : Epoch 1885 | loss: 0.0311219 | val_loss: 0.0311542 | Time: 5361.51 ms [2021-06-19 12:37:49 main:574] : INFO : Epoch 1886 | loss: 0.0311214 | val_loss: 0.0311564 | Time: 5387.46 ms [2021-06-19 12:37:55 main:574] : INFO : Epoch 1887 | loss: 0.0311253 | val_loss: 0.0311565 | Time: 5340.76 ms [2021-06-19 12:38:00 main:574] : INFO : Epoch 1888 | loss: 0.0311241 | val_loss: 0.0311522 | Time: 5508.55 ms [2021-06-19 12:38:06 main:574] : INFO : Epoch 1889 | loss: 0.0311228 | val_loss: 0.0311553 | Time: 5242.08 ms [2021-06-19 12:38:11 main:574] : INFO : Epoch 1890 | loss: 0.031121 | val_loss: 0.0311519 | Time: 5335.98 ms [2021-06-19 12:38:17 main:574] : INFO : Epoch 1891 | loss: 0.031119 | val_loss: 0.0311515 | Time: 5437.87 ms [2021-06-19 12:38:22 main:574] : INFO : Epoch 1892 | loss: 0.0311187 | val_loss: 0.0311539 | Time: 5209.32 ms [2021-06-19 12:38:27 main:574] : INFO : Epoch 1893 | loss: 0.0311191 | val_loss: 0.0311534 | Time: 5465.34 ms [2021-06-19 12:38:33 main:574] : INFO : Epoch 1894 | loss: 0.0311168 | val_loss: 0.0311525 | Time: 5562.65 ms [2021-06-19 12:38:38 main:574] : INFO : Epoch 1895 | loss: 0.0311177 | val_loss: 0.0311517 | Time: 5427.6 ms [2021-06-19 12:38:44 main:574] : INFO : Epoch 1896 | loss: 0.0311185 | val_loss: 0.0311505 | Time: 5524.84 ms [2021-06-19 12:38:49 main:574] : INFO : Epoch 1897 | loss: 0.0311175 | val_loss: 0.0311514 | Time: 5290.97 ms [2021-06-19 12:38:54 main:574] : INFO : Epoch 1898 | loss: 0.0311171 | val_loss: 0.0311525 | Time: 5034.72 ms [2021-06-19 12:39:00 main:574] : INFO : Epoch 1899 | loss: 0.0311149 | val_loss: 0.0311543 | Time: 5333.04 ms [2021-06-19 12:39:05 main:574] : INFO : Epoch 1900 | loss: 0.0311145 | val_loss: 0.0311518 | Time: 5152.65 ms [2021-06-19 12:39:10 main:574] : INFO : Epoch 1901 | loss: 0.0311144 | val_loss: 0.0311525 | Time: 5267.46 ms [2021-06-19 12:39:16 main:574] : INFO : Epoch 1902 | loss: 0.0311141 | val_loss: 0.0311512 | Time: 5361.74 ms [2021-06-19 12:39:21 main:574] : INFO : Epoch 1903 | loss: 0.0311148 | val_loss: 0.0311586 | Time: 5211.19 ms [2021-06-19 12:39:26 main:574] : INFO : Epoch 1904 | loss: 0.0311197 | val_loss: 0.031151 | Time: 5178.49 ms [2021-06-19 12:39:31 main:574] : INFO : Epoch 1905 | loss: 0.0311168 | val_loss: 0.0311549 | Time: 5114.02 ms [2021-06-19 12:39:37 main:574] : INFO : Epoch 1906 | loss: 0.0311145 | val_loss: 0.0311575 | Time: 5117.43 ms [2021-06-19 12:39:42 main:574] : INFO : Epoch 1907 | loss: 0.0311173 | val_loss: 0.0311519 | Time: 5313.52 ms [2021-06-19 12:39:47 main:574] : INFO : Epoch 1908 | loss: 0.0311184 | val_loss: 0.0311562 | Time: 5369.33 ms [2021-06-19 12:39:52 main:574] : INFO : Epoch 1909 | loss: 0.0311195 | val_loss: 0.0311545 | Time: 5077.83 ms [2021-06-19 12:39:58 main:574] : INFO : Epoch 1910 | loss: 0.0311168 | val_loss: 0.0311548 | Time: 5242.35 ms [2021-06-19 12:40:03 main:574] : INFO : Epoch 1911 | loss: 0.0311152 | val_loss: 0.0311516 | Time: 5300.03 ms [2021-06-19 12:40:08 main:574] : INFO : Epoch 1912 | loss: 0.0311133 | val_loss: 0.0311566 | Time: 5263.97 ms [2021-06-19 12:40:14 main:574] : INFO : Epoch 1913 | loss: 0.0311159 | val_loss: 0.0311548 | Time: 5353.08 ms [2021-06-19 12:40:19 main:574] : INFO : Epoch 1914 | loss: 0.031114 | val_loss: 0.0311509 | Time: 5280.66 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2021-06-19 12:44:27 main:435] : INFO : Set logging level to 1 [2021-06-19 12:44:28 main:441] : INFO : Running in BOINC Client mode [2021-06-19 12:44:28 main:444] : INFO : Resolving all filenames [2021-06-19 12:44:28 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-19 12:44:28 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3_0_r925068959_1 (exists = 1) [2021-06-19 12:44:28 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3_0_r925068959_0 (exists = 0) [2021-06-19 12:44:28 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3 (exists = 1) [2021-06-19 12:44:28 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-19 12:44:28 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-19 12:44:28 main:474] : INFO : Configuration: [2021-06-19 12:44:28 main:475] : INFO : Model type: GRU [2021-06-19 12:44:28 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-19 12:44:28 main:477] : INFO : Max Epochs: 2048 [2021-06-19 12:44:28 main:478] : INFO : Batch Size: 128 [2021-06-19 12:44:28 main:479] : INFO : Learning Rate: 0.01 [2021-06-19 12:44:28 main:480] : INFO : Patience: 10 [2021-06-19 12:44:28 main:481] : INFO : Hidden Width: 12 [2021-06-19 12:44:28 main:482] : INFO : # Recurrent Layers: 4 [2021-06-19 12:44:28 main:483] : INFO : # Backend Layers: 4 [2021-06-19 12:44:28 main:484] : INFO : # Threads: 1 [2021-06-19 12:44:28 main:486] : INFO : Preparing Dataset [2021-06-19 12:44:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:44:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:44:30 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-19 12:44:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:44:30 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 12:44:30 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-19 12:44:31 main:494] : INFO : Creating Model [2021-06-19 12:44:31 main:507] : INFO : Preparing config file [2021-06-19 12:44:31 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-19 12:44:31 main:512] : INFO : Loading config [2021-06-19 12:44:31 main:514] : INFO : Loading state [2021-06-19 12:44:31 main:559] : INFO : Loading DataLoader into Memory [2021-06-19 12:44:31 main:562] : INFO : Starting Training [2021-06-19 12:44:37 main:574] : INFO : Epoch 1886 | loss: 0.0311786 | val_loss: 0.0311588 | Time: 5535.15 ms [2021-06-19 12:44:42 main:574] : INFO : Epoch 1887 | loss: 0.0311252 | val_loss: 0.0311519 | Time: 5188.05 ms [2021-06-19 12:44:48 main:574] : INFO : Epoch 1888 | loss: 0.0311208 | val_loss: 0.0311483 | Time: 5352.31 ms [2021-06-19 12:44:53 main:574] : INFO : Epoch 1889 | loss: 0.0311202 | val_loss: 0.031157 | Time: 5270.95 ms [2021-06-19 12:44:58 main:574] : INFO : Epoch 1890 | loss: 0.0311194 | val_loss: 0.0311563 | Time: 5350.48 ms [2021-06-19 12:45:04 main:574] : INFO : Epoch 1891 | loss: 0.0311176 | val_loss: 0.0311557 | Time: 5364.23 ms [2021-06-19 12:45:09 main:574] : INFO : Epoch 1892 | loss: 0.0311158 | val_loss: 0.0311579 | Time: 5199.68 ms [2021-06-19 12:45:14 main:574] : INFO : Epoch 1893 | loss: 0.031116 | val_loss: 0.0311572 | Time: 5406.88 ms [2021-06-19 12:45:20 main:574] : INFO : Epoch 1894 | loss: 0.0311162 | val_loss: 0.0311558 | Time: 5274.96 ms [2021-06-19 12:45:25 main:574] : INFO : Epoch 1895 | loss: 0.0311164 | val_loss: 0.031154 | Time: 5110.87 ms [2021-06-19 12:45:30 main:574] : INFO : Epoch 1896 | loss: 0.0311164 | val_loss: 0.031155 | Time: 5286.05 ms [2021-06-19 12:45:36 main:574] : INFO : Epoch 1897 | loss: 0.0311175 | val_loss: 0.0311555 | Time: 5630.21 ms [2021-06-19 12:45:41 main:574] : INFO : Epoch 1898 | loss: 0.0311166 | val_loss: 0.031154 | Time: 5367.32 ms [2021-06-19 12:45:47 main:574] : INFO : Epoch 1899 | loss: 0.0311147 | val_loss: 0.0311558 | Time: 5306.93 ms [2021-06-19 12:45:52 main:574] : INFO : Epoch 1900 | loss: 0.0311163 | val_loss: 0.03116 | Time: 5342.37 ms [2021-06-19 12:45:58 main:574] : INFO : Epoch 1901 | loss: 0.0311166 | val_loss: 0.0311596 | Time: 5343.8 ms [2021-06-19 12:46:03 main:574] : INFO : Epoch 1902 | loss: 0.0311148 | val_loss: 0.0311568 | Time: 5183.63 ms [2021-06-19 12:46:08 main:574] : INFO : Epoch 1903 | loss: 0.0311123 | val_loss: 0.0311575 | Time: 5171.16 ms [2021-06-19 12:46:13 main:574] : INFO : Epoch 1904 | loss: 0.0311158 | val_loss: 0.031162 | Time: 5340.88 ms [2021-06-19 12:46:19 main:574] : INFO : Epoch 1905 | loss: 0.0311119 | val_loss: 0.0311585 | Time: 5363.52 ms [2021-06-19 12:46:24 main:574] : INFO : Epoch 1906 | loss: 0.0311108 | val_loss: 0.0311591 | Time: 5238.84 ms [2021-06-19 12:46:29 main:574] : INFO : Epoch 1907 | loss: 0.0311148 | val_loss: 0.0311518 | Time: 5303.54 ms [2021-06-19 12:46:35 main:574] : INFO : Epoch 1908 | loss: 0.0311146 | val_loss: 0.0311547 | Time: 5220.53 ms [2021-06-19 12:46:40 main:574] : INFO : Epoch 1909 | loss: 0.0311143 | val_loss: 0.0311538 | Time: 5024.58 ms [2021-06-19 12:46:45 main:574] : INFO : Epoch 1910 | loss: 0.031113 | val_loss: 0.031158 | Time: 5265.15 ms [2021-06-19 12:46:51 main:574] : INFO : Epoch 1911 | loss: 0.0311124 | val_loss: 0.0311577 | Time: 5494.92 ms [2021-06-19 12:46:56 main:574] : INFO : Epoch 1912 | loss: 0.031113 | val_loss: 0.0311556 | Time: 5279.45 ms [2021-06-19 12:47:01 main:574] : INFO : Epoch 1913 | loss: 0.0311166 | val_loss: 0.031156 | Time: 5155.89 ms [2021-06-19 12:47:06 main:574] : INFO : Epoch 1914 | loss: 0.0311169 | val_loss: 0.0311539 | Time: 5068.27 ms [2021-06-19 12:47:12 main:574] : INFO : Epoch 1915 | loss: 0.0311142 | val_loss: 0.03116 | Time: 5308.16 ms [2021-06-19 12:47:17 main:574] : INFO : Epoch 1916 | loss: 0.0311141 | val_loss: 0.0311563 | Time: 5142.8 ms [2021-06-19 12:47:22 main:574] : INFO : Epoch 1917 | loss: 0.0311148 | val_loss: 0.0311678 | Time: 5244.06 ms [2021-06-19 12:47:27 main:574] : INFO : Epoch 1918 | loss: 0.031118 | val_loss: 0.0311593 | Time: 5307.77 ms [2021-06-19 12:47:33 main:574] : INFO : Epoch 1919 | loss: 0.031116 | val_loss: 0.0311609 | Time: 5370.55 ms [2021-06-19 12:47:38 main:574] : INFO : Epoch 1920 | loss: 0.0311144 | val_loss: 0.0311579 | Time: 5162.91 ms [2021-06-19 12:47:44 main:574] : INFO : Epoch 1921 | loss: 0.0311144 | val_loss: 0.0311576 | Time: 5412.59 ms [2021-06-19 12:47:49 main:574] : INFO : Epoch 1922 | loss: 0.0311157 | val_loss: 0.0311695 | Time: 5195.75 ms [2021-06-19 12:47:54 main:574] : INFO : Epoch 1923 | loss: 0.0311131 | val_loss: 0.0311623 | Time: 5136.9 ms [2021-06-19 12:47:59 main:574] : INFO : Epoch 1924 | loss: 0.0311106 | val_loss: 0.0311596 | Time: 5162.25 ms [2021-06-19 12:48:04 main:574] : INFO : Epoch 1925 | loss: 0.0311117 | val_loss: 0.0311614 | Time: 5180.6 ms [2021-06-19 12:48:10 main:574] : INFO : Epoch 1926 | loss: 0.0311131 | val_loss: 0.0311601 | Time: 5138.36 ms [2021-06-19 12:48:15 main:574] : INFO : Epoch 1927 | loss: 0.0311152 | val_loss: 0.0311561 | Time: 5212.45 ms [2021-06-19 12:48:20 main:574] : INFO : Epoch 1928 | loss: 0.0311165 | val_loss: 0.0311564 | Time: 5205.08 ms [2021-06-19 12:48:25 main:574] : INFO : Epoch 1929 | loss: 0.0311141 | val_loss: 0.0311552 | Time: 5168 ms [2021-06-19 12:48:31 main:574] : INFO : Epoch 1930 | loss: 0.031113 | val_loss: 0.0311578 | Time: 5286.01 ms [2021-06-19 12:48:36 main:574] : INFO : Epoch 1931 | loss: 0.0311118 | val_loss: 0.0311537 | Time: 5500.32 ms [2021-06-19 12:48:41 main:574] : INFO : Epoch 1932 | loss: 0.0311156 | val_loss: 0.0311582 | Time: 5191.73 ms [2021-06-19 12:48:47 main:574] : INFO : Epoch 1933 | loss: 0.0311162 | val_loss: 0.0311603 | Time: 5196.19 ms [2021-06-19 12:48:52 main:574] : INFO : Epoch 1934 | loss: 0.0311155 | val_loss: 0.0311536 | Time: 5199.34 ms [2021-06-19 12:48:57 main:574] : INFO : Epoch 1935 | loss: 0.0311143 | val_loss: 0.0311544 | Time: 5169.44 ms [2021-06-19 12:49:03 main:574] : INFO : Epoch 1936 | loss: 0.0311153 | val_loss: 0.031159 | Time: 5335.53 ms [2021-06-19 12:49:08 main:574] : INFO : Epoch 1937 | loss: 0.0311147 | val_loss: 0.031159 | Time: 5150.66 ms [2021-06-19 12:49:13 main:574] : INFO : Epoch 1938 | loss: 0.0311174 | val_loss: 0.0311544 | Time: 5186.99 ms [2021-06-19 12:49:18 main:574] : INFO : Epoch 1939 | loss: 0.0311151 | val_loss: 0.0311562 | Time: 5094.51 ms [2021-06-19 12:49:23 main:574] : INFO : Epoch 1940 | loss: 0.0311168 | val_loss: 0.0311541 | Time: 5255.23 ms [2021-06-19 12:49:29 main:574] : INFO : Epoch 1941 | loss: 0.031119 | val_loss: 0.0311546 | Time: 5308.52 ms [2021-06-19 12:49:34 main:574] : INFO : Epoch 1942 | loss: 0.0311177 | val_loss: 0.031155 | Time: 5417.37 ms [2021-06-19 12:49:40 main:574] : INFO : Epoch 1943 | loss: 0.03112 | val_loss: 0.0311575 | Time: 5380.63 ms [2021-06-19 12:49:45 main:574] : INFO : Epoch 1944 | loss: 0.0311221 | val_loss: 0.0311562 | Time: 5171.46 ms [2021-06-19 12:49:50 main:574] : INFO : Epoch 1945 | loss: 0.0311226 | val_loss: 0.0311585 | Time: 5320.97 ms [2021-06-19 12:49:55 main:574] : INFO : Epoch 1946 | loss: 0.031118 | val_loss: 0.0311561 | Time: 5077.36 ms [2021-06-19 12:50:01 main:574] : INFO : Epoch 1947 | loss: 0.0311175 | val_loss: 0.0311541 | Time: 5386.96 ms [2021-06-19 12:50:06 main:574] : INFO : Epoch 1948 | loss: 0.0311159 | val_loss: 0.031156 | Time: 5257.02 ms [2021-06-19 12:50:12 main:574] : INFO : Epoch 1949 | loss: 0.0311156 | val_loss: 0.0311599 | Time: 5362.03 ms [2021-06-19 12:50:17 main:574] : INFO : Epoch 1950 | loss: 0.0311143 | val_loss: 0.0311564 | Time: 5030.83 ms [2021-06-19 12:50:22 main:574] : INFO : Epoch 1951 | loss: 0.0311128 | val_loss: 0.0311545 | Time: 5157.25 ms [2021-06-19 12:50:27 main:574] : INFO : Epoch 1952 | loss: 0.0311124 | val_loss: 0.0311592 | Time: 5487.66 ms [2021-06-19 12:50:33 main:574] : INFO : Epoch 1953 | loss: 0.0311121 | val_loss: 0.0311518 | Time: 5218.13 ms [2021-06-19 12:50:38 main:574] : INFO : Epoch 1954 | loss: 0.031112 | val_loss: 0.031154 | Time: 5183.67 ms [2021-06-19 12:50:43 main:574] : INFO : Epoch 1955 | loss: 0.0311148 | val_loss: 0.0311587 | Time: 5257.11 ms [2021-06-19 12:50:48 main:574] : INFO : Epoch 1956 | loss: 0.0311135 | val_loss: 0.031157 | Time: 5275.18 ms [2021-06-19 12:50:54 main:574] : INFO : Epoch 1957 | loss: 0.0311123 | val_loss: 0.0311649 | Time: 5149.04 ms [2021-06-19 12:50:59 main:574] : INFO : Epoch 1958 | loss: 0.0311124 | val_loss: 0.0311553 | Time: 5209.4 ms [2021-06-19 12:51:04 main:574] : INFO : Epoch 1959 | loss: 0.0311124 | val_loss: 0.0311613 | Time: 5325.23 ms [2021-06-19 12:51:10 main:574] : INFO : Epoch 1960 | loss: 0.0311157 | val_loss: 0.0311573 | Time: 5242.17 ms [2021-06-19 12:51:15 main:574] : INFO : Epoch 1961 | loss: 0.0311155 | val_loss: 0.0311528 | Time: 5277.95 ms [2021-06-19 12:51:20 main:574] : INFO : Epoch 1962 | loss: 0.0311116 | val_loss: 0.0311567 | Time: 5320.56 ms [2021-06-19 12:51:25 main:574] : INFO : Epoch 1963 | loss: 0.0311143 | val_loss: 0.0311625 | Time: 5132.6 ms [2021-06-19 12:51:31 main:574] : INFO : Epoch 1964 | loss: 0.0311127 | val_loss: 0.0311548 | Time: 5058.69 ms [2021-06-19 12:51:36 main:574] : INFO : Epoch 1965 | loss: 0.0311127 | val_loss: 0.0311527 | Time: 5181.3 ms [2021-06-19 12:51:41 main:574] : INFO : Epoch 1966 | loss: 0.0311135 | val_loss: 0.0311621 | Time: 5210.42 ms [2021-06-19 12:51:46 main:574] : INFO : Epoch 1967 | loss: 0.0311136 | val_loss: 0.03116 | Time: 5277.93 ms [2021-06-19 12:51:52 main:574] : INFO : Epoch 1968 | loss: 0.031114 | val_loss: 0.0311635 | Time: 5329.54 ms [2021-06-19 12:51:57 main:574] : INFO : Epoch 1969 | loss: 0.0311149 | val_loss: 0.0311533 | Time: 5189.84 ms [2021-06-19 12:52:02 main:574] : INFO : Epoch 1970 | loss: 0.0311105 | val_loss: 0.0311578 | Time: 5214.89 ms [2021-06-19 12:52:08 main:574] : INFO : Epoch 1971 | loss: 0.0311139 | val_loss: 0.0311661 | Time: 5222.34 ms [2021-06-19 12:52:13 main:574] : INFO : Epoch 1972 | loss: 0.0311226 | val_loss: 0.0311698 | Time: 5348.27 ms [2021-06-19 12:52:18 main:574] : INFO : Epoch 1973 | loss: 0.031122 | val_loss: 0.031157 | Time: 5295.81 ms [2021-06-19 12:52:24 main:574] : INFO : Epoch 1974 | loss: 0.0311174 | val_loss: 0.0311554 | Time: 5273.3 ms [2021-06-19 12:52:29 main:574] : INFO : Epoch 1975 | loss: 0.0311142 | val_loss: 0.0311574 | Time: 5241.15 ms [2021-06-19 12:52:34 main:574] : INFO : Epoch 1976 | loss: 0.0311159 | val_loss: 0.0311615 | Time: 5251.98 ms [2021-06-19 12:52:39 main:574] : INFO : Epoch 1977 | loss: 0.0311181 | val_loss: 0.0311562 | Time: 5060.8 ms [2021-06-19 12:52:45 main:574] : INFO : Epoch 1978 | loss: 0.0311173 | val_loss: 0.0311584 | Time: 5196.46 ms [2021-06-19 12:52:50 main:574] : INFO : Epoch 1979 | loss: 0.0311174 | val_loss: 0.0311571 | Time: 5310.99 ms [2021-06-19 12:52:55 main:574] : INFO : Epoch 1980 | loss: 0.0311156 | val_loss: 0.0311583 | Time: 5321.31 ms [2021-06-19 12:53:01 main:574] : INFO : Epoch 1981 | loss: 0.031113 | val_loss: 0.0311584 | Time: 5285.14 ms [2021-06-19 12:53:06 main:574] : INFO : Epoch 1982 | loss: 0.0311132 | val_loss: 0.0311527 | Time: 4998.83 ms [2021-06-19 12:53:11 main:574] : INFO : Epoch 1983 | loss: 0.0311145 | val_loss: 0.0311598 | Time: 5118.55 ms [2021-06-19 12:53:16 main:574] : INFO : Epoch 1984 | loss: 0.0311127 | val_loss: 0.0311527 | Time: 5253.85 ms [2021-06-19 12:53:21 main:574] : INFO : Epoch 1985 | loss: 0.0311116 | val_loss: 0.0311613 | Time: 5340.34 ms [2021-06-19 12:53:27 main:574] : INFO : Epoch 1986 | loss: 0.0311126 | val_loss: 0.031156 | Time: 5317.67 ms [2021-06-19 12:53:32 main:574] : INFO : Epoch 1987 | loss: 0.0311131 | val_loss: 0.0311567 | Time: 5278.89 ms [2021-06-19 12:53:37 main:574] : INFO : Epoch 1988 | loss: 0.0311133 | val_loss: 0.0311591 | Time: 5201.34 ms [2021-06-19 12:53:43 main:574] : INFO : Epoch 1989 | loss: 0.0311155 | val_loss: 0.0311539 | Time: 5380.92 ms [2021-06-19 12:53:48 main:574] : INFO : Epoch 1990 | loss: 0.0311154 | val_loss: 0.0311582 | Time: 5083.21 ms [2021-06-19 12:53:53 main:574] : INFO : Epoch 1991 | loss: 0.0311137 | val_loss: 0.0311548 | Time: 5279.38 ms [2021-06-19 12:53:59 main:574] : INFO : Epoch 1992 | loss: 0.0311151 | val_loss: 0.0311575 | Time: 5454.01 ms [2021-06-19 12:54:04 main:574] : INFO : Epoch 1993 | loss: 0.0311188 | val_loss: 0.0311605 | Time: 5280.23 ms [2021-06-19 12:54:10 main:574] : INFO : Epoch 1994 | loss: 0.0311174 | val_loss: 0.0311597 | Time: 5233.38 ms [2021-06-19 12:54:15 main:574] : INFO : Epoch 1995 | loss: 0.0311141 | val_loss: 0.0311594 | Time: 5100.65 ms [2021-06-19 12:54:20 main:574] : INFO : Epoch 1996 | loss: 0.0311149 | val_loss: 0.0311619 | Time: 5187.06 ms [2021-06-19 12:54:25 main:574] : INFO : Epoch 1997 | loss: 0.0311165 | val_loss: 0.031158 | Time: 5315.18 ms [2021-06-19 12:54:31 main:574] : INFO : Epoch 1998 | loss: 0.031116 | val_loss: 0.031152 | Time: 5271.8 ms [2021-06-19 12:54:36 main:574] : INFO : Epoch 1999 | loss: 0.0311157 | val_loss: 0.0311582 | Time: 5264.34 ms [2021-06-19 12:54:41 main:574] : INFO : Epoch 2000 | loss: 0.0311161 | val_loss: 0.0311579 | Time: 5368.4 ms [2021-06-19 12:54:47 main:574] : INFO : Epoch 2001 | loss: 0.0311136 | val_loss: 0.0311565 | Time: 5195.55 ms [2021-06-19 12:54:52 main:574] : INFO : Epoch 2002 | loss: 0.0311112 | val_loss: 0.0311586 | Time: 5122.83 ms [2021-06-19 12:54:57 main:574] : INFO : Epoch 2003 | loss: 0.031114 | val_loss: 0.0311621 | Time: 5081.04 ms [2021-06-19 12:55:02 main:574] : INFO : Epoch 2004 | loss: 0.0311166 | val_loss: 0.0311659 | Time: 5227.18 ms [2021-06-19 12:55:08 main:574] : INFO : Epoch 2005 | loss: 0.0311144 | val_loss: 0.0311581 | Time: 5293.03 ms [2021-06-19 12:55:13 main:574] : INFO : Epoch 2006 | loss: 0.0311154 | val_loss: 0.0311671 | Time: 5175.98 ms [2021-06-19 12:55:18 main:574] : INFO : Epoch 2007 | loss: 0.0311166 | val_loss: 0.0311549 | Time: 5407.93 ms [2021-06-19 12:55:24 main:574] : INFO : Epoch 2008 | loss: 0.0311158 | val_loss: 0.0311578 | Time: 5251.54 ms [2021-06-19 12:55:29 main:574] : INFO : Epoch 2009 | loss: 0.0311142 | val_loss: 0.0311585 | Time: 5224.61 ms [2021-06-19 12:55:34 main:574] : INFO : Epoch 2010 | loss: 0.0311127 | val_loss: 0.0311584 | Time: 5240.13 ms [2021-06-19 12:55:39 main:574] : INFO : Epoch 2011 | loss: 0.03111 | val_loss: 0.0311549 | Time: 5293.29 ms [2021-06-19 12:55:45 main:574] : INFO : Epoch 2012 | loss: 0.0311128 | val_loss: 0.0311548 | Time: 5285.4 ms [2021-06-19 12:55:50 main:574] : INFO : Epoch 2013 | loss: 0.0311107 | val_loss: 0.0311612 | Time: 5251.52 ms [2021-06-19 12:55:55 main:574] : INFO : Epoch 2014 | loss: 0.0311103 | val_loss: 0.0311595 | Time: 5038.69 ms [2021-06-19 12:56:00 main:574] : INFO : Epoch 2015 | loss: 0.0311113 | val_loss: 0.0311596 | Time: 5197.41 ms [2021-06-19 12:56:06 main:574] : INFO : Epoch 2016 | loss: 0.0311123 | val_loss: 0.0311634 | Time: 5184.41 ms [2021-06-19 12:56:11 main:574] : INFO : Epoch 2017 | loss: 0.0311166 | val_loss: 0.0311665 | Time: 5329.18 ms [2021-06-19 12:56:16 main:574] : INFO : Epoch 2018 | loss: 0.0311164 | val_loss: 0.0311566 | Time: 5103.03 ms [2021-06-19 12:56:22 main:574] : INFO : Epoch 2019 | loss: 0.0311165 | val_loss: 0.0311579 | Time: 5423.06 ms [2021-06-19 12:56:27 main:574] : INFO : Epoch 2020 | loss: 0.0311149 | val_loss: 0.031155 | Time: 5186.57 ms [2021-06-19 12:56:32 main:574] : INFO : Epoch 2021 | loss: 0.0311146 | val_loss: 0.0311515 | Time: 5213.5 ms [2021-06-19 12:56:37 main:574] : INFO : Epoch 2022 | loss: 0.0311135 | val_loss: 0.0311563 | Time: 5214.31 ms [2021-06-19 12:56:43 main:574] : INFO : Epoch 2023 | loss: 0.0311148 | val_loss: 0.0311542 | Time: 5298.95 ms [2021-06-19 12:56:48 main:574] : INFO : Epoch 2024 | loss: 0.0311129 | val_loss: 0.0311578 | Time: 5268.92 ms [2021-06-19 12:56:53 main:574] : INFO : Epoch 2025 | loss: 0.0311117 | val_loss: 0.0311592 | Time: 5116.09 ms [2021-06-19 12:56:59 main:574] : INFO : Epoch 2026 | loss: 0.0311131 | val_loss: 0.0311581 | Time: 5245.68 ms [2021-06-19 12:57:04 main:574] : INFO : Epoch 2027 | loss: 0.0311137 | val_loss: 0.0311622 | Time: 5022.4 ms [2021-06-19 12:57:09 main:574] : INFO : Epoch 2028 | loss: 0.0311144 | val_loss: 0.0311585 | Time: 5285.14 ms [2021-06-19 12:57:14 main:574] : INFO : Epoch 2029 | loss: 0.0311164 | val_loss: 0.031157 | Time: 5229.27 ms [2021-06-19 12:57:20 main:574] : INFO : Epoch 2030 | loss: 0.031469 | val_loss: 0.0392559 | Time: 5409.27 ms [2021-06-19 12:57:25 main:574] : INFO : Epoch 2031 | loss: 0.0328348 | val_loss: 0.0313051 | Time: 5295.41 ms [2021-06-19 12:57:30 main:574] : INFO : Epoch 2032 | loss: 0.0312981 | val_loss: 0.0312183 | Time: 5128.38 ms [2021-06-19 12:57:36 main:574] : INFO : Epoch 2033 | loss: 0.0311679 | val_loss: 0.0311649 | Time: 5291.43 ms [2021-06-19 12:57:41 main:574] : INFO : Epoch 2034 | loss: 0.0311391 | val_loss: 0.0311502 | Time: 5119.15 ms [2021-06-19 12:57:46 main:574] : INFO : Epoch 2035 | loss: 0.0311282 | val_loss: 0.0311494 | Time: 5230.92 ms [2021-06-19 12:57:51 main:574] : INFO : Epoch 2036 | loss: 0.0311233 | val_loss: 0.031152 | Time: 5374.53 ms [2021-06-19 12:57:57 main:574] : INFO : Epoch 2037 | loss: 0.0311202 | val_loss: 0.0311528 | Time: 5369.22 ms [2021-06-19 12:58:02 main:574] : INFO : Epoch 2038 | loss: 0.0311201 | val_loss: 0.0311528 | Time: 5253.86 ms [2021-06-19 12:58:08 main:574] : INFO : Epoch 2039 | loss: 0.0311187 | val_loss: 0.0311536 | Time: 5237.52 ms [2021-06-19 12:58:13 main:574] : INFO : Epoch 2040 | loss: 0.0311166 | val_loss: 0.0311538 | Time: 5359.94 ms [2021-06-19 12:58:18 main:574] : INFO : Epoch 2041 | loss: 0.0311155 | val_loss: 0.0311504 | Time: 5291.38 ms [2021-06-19 12:58:24 main:574] : INFO : Epoch 2042 | loss: 0.0311157 | val_loss: 0.031154 | Time: 5329.3 ms [2021-06-19 12:58:29 main:574] : INFO : Epoch 2043 | loss: 0.0311185 | val_loss: 0.0311535 | Time: 5294.03 ms [2021-06-19 12:58:35 main:574] : INFO : Epoch 2044 | loss: 0.0311152 | val_loss: 0.0311528 | Time: 5308.91 ms [2021-06-19 12:58:40 main:574] : INFO : Epoch 2045 | loss: 0.031116 | val_loss: 0.0311511 | Time: 5127.48 ms [2021-06-19 12:58:45 main:574] : INFO : Epoch 2046 | loss: 0.0311161 | val_loss: 0.0311562 | Time: 5166.41 ms [2021-06-19 12:58:50 main:574] : INFO : Epoch 2047 | loss: 0.0311158 | val_loss: 0.0311582 | Time: 5142.37 ms [2021-06-19 12:58:56 main:574] : INFO : Epoch 2048 | loss: 0.0311134 | val_loss: 0.0311537 | Time: 5399.99 ms [2021-06-19 12:58:56 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0311537 [2021-06-19 12:58:56 main:603] : INFO : Saving end state to config to file [2021-06-19 12:58:56 main:608] : INFO : Success, exiting.. 12:58:56 (9744): called boinc_finish(0) Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: NVIDIA GeForce GTX 1080) [2021-06-19 13:02:01 main:435] : INFO : Set logging level to 1 [2021-06-19 13:02:01 main:441] : INFO : Running in BOINC Client mode [2021-06-19 13:02:01 main:444] : INFO : Resolving all filenames [2021-06-19 13:02:01 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-06-19 13:02:01 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3_0_r925068959_1 (exists = 1) [2021-06-19 13:02:01 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3_0_r925068959_0 (exists = 1) [2021-06-19 13:02:01 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1622600916-25167-3 (exists = 1) [2021-06-19 13:02:01 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-06-19 13:02:01 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-06-19 13:02:01 main:474] : INFO : Configuration: [2021-06-19 13:02:01 main:475] : INFO : Model type: GRU [2021-06-19 13:02:01 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-06-19 13:02:01 main:477] : INFO : Max Epochs: 2048 [2021-06-19 13:02:01 main:478] : INFO : Batch Size: 128 [2021-06-19 13:02:02 main:479] : INFO : Learning Rate: 0.01 [2021-06-19 13:02:02 main:480] : INFO : Patience: 10 [2021-06-19 13:02:02 main:481] : INFO : Hidden Width: 12 [2021-06-19 13:02:02 main:482] : INFO : # Recurrent Layers: 4 [2021-06-19 13:02:02 main:483] : INFO : # Backend Layers: 4 [2021-06-19 13:02:02 main:484] : INFO : # Threads: 1 [2021-06-19 13:02:02 main:486] : INFO : Preparing Dataset [2021-06-19 13:02:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 13:02:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 13:02:04 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-06-19 13:02:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 13:02:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-06-19 13:02:04 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-06-19 13:02:04 main:494] : INFO : Creating Model [2021-06-19 13:02:04 main:507] : INFO : Preparing config file [2021-06-19 13:02:04 main:511] : INFO : Found checkpoint, attempting to load... [2021-06-19 13:02:04 main:512] : INFO : Loading config [2021-06-19 13:02:04 main:514] : INFO : Loading state [2021-06-19 13:02:05 main:559] : INFO : Loading DataLoader into Memory [2021-06-19 13:02:05 main:562] : INFO : Starting Training [2021-06-19 13:02:05 main:597] : INFO : Saving trained model to model-final.pt, val_loss 9999 [2021-06-19 13:02:05 main:603] : INFO : Saving end state to config to file [2021-06-19 13:02:05 main:608] : INFO : Success, exiting.. 13:02:05 (2764): 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)