Task 8262643
| Name | ParityModified-1634614562-4287-0_1 |
| Workunit | 5746261 |
| Created | 20 Oct 2021, 15:22:06 UTC |
| Sent | 20 Oct 2021, 15:59:01 UTC |
| Report deadline | 28 Oct 2021, 15:59:01 UTC |
| Received | 23 Oct 2021, 15:36:08 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 9333 |
| Run time | 2 hours 5 min 16 sec |
| CPU time | 1 hours 40 min 35 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 4,887.21 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.10 GB |
| Peak swap size | 4.34 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.20</core_client_version> <![CDATA[ <stderr_txt> main:574] : INFO : Epoch 1660 | loss: 3.56108e-05 | val_loss: 3.96361e-05 | Time: 4835.77 ms [2021-10-23 16:15:50 main:574] : INFO : Epoch 1661 | loss: 3.84924e-05 | val_loss: 3.19684e-05 | Time: 4593.78 ms [2021-10-23 16:15:55 main:574] : INFO : Epoch 1662 | loss: 3.36111e-05 | val_loss: 3.08651e-05 | Time: 4687.06 ms [2021-10-23 16:16:00 main:574] : INFO : Epoch 1663 | loss: 3.35088e-05 | val_loss: 3.2525e-05 | Time: 5146.46 ms [2021-10-23 16:16:05 main:574] : INFO : Epoch 1664 | loss: 3.69304e-05 | val_loss: 3.30406e-05 | Time: 5037.93 ms [2021-10-23 16:16:10 main:574] : INFO : Epoch 1665 | loss: 3.54823e-05 | val_loss: 3.48588e-05 | Time: 5092.69 ms [2021-10-23 16:16:15 main:574] : INFO : Epoch 1666 | loss: 3.58492e-05 | val_loss: 3.19605e-05 | Time: 5210.64 ms [2021-10-23 16:16:20 main:574] : INFO : Epoch 1667 | loss: 3.36243e-05 | val_loss: 3.11734e-05 | Time: 4874.58 ms [2021-10-23 16:16:25 main:574] : INFO : Epoch 1668 | loss: 3.51996e-05 | val_loss: 3.54912e-05 | Time: 4943.41 ms [2021-10-23 16:16:30 main:574] : INFO : Epoch 1669 | loss: 3.75827e-05 | val_loss: 3.1469e-05 | Time: 4936.03 ms [2021-10-23 16:16:35 main:574] : INFO : Epoch 1670 | loss: 3.40487e-05 | val_loss: 3.1093e-05 | Time: 4859.37 ms [2021-10-23 16:16:40 main:574] : INFO : Epoch 1671 | loss: 3.33483e-05 | val_loss: 3.05473e-05 | Time: 5020.13 ms [2021-10-23 16:16:45 main:574] : INFO : Epoch 1672 | loss: 3.43749e-05 | val_loss: 3.71766e-05 | Time: 5219.62 ms [2021-10-23 16:16:50 main:574] : INFO : Epoch 1673 | loss: 4.39127e-05 | val_loss: 3.55249e-05 | Time: 4720.19 ms [2021-10-23 16:16:55 main:574] : INFO : Epoch 1674 | loss: 3.51685e-05 | val_loss: 3.07148e-05 | Time: 5014.76 ms [2021-10-23 16:17:00 main:574] : INFO : Epoch 1675 | loss: 3.3235e-05 | val_loss: 3.045e-05 | Time: 5029.57 ms [2021-10-23 16:17:05 main:574] : INFO : Epoch 1676 | loss: 3.30548e-05 | val_loss: 3.04434e-05 | Time: 5188.1 ms [2021-10-23 16:17:10 main:574] : INFO : Epoch 1677 | loss: 3.35202e-05 | val_loss: 3.08672e-05 | Time: 4825.94 ms [2021-10-23 16:17:15 main:574] : INFO : Epoch 1678 | loss: 3.66382e-05 | val_loss: 4.24237e-05 | Time: 5088.31 ms [2021-10-23 16:17:20 main:574] : INFO : Epoch 1679 | loss: 3.88056e-05 | val_loss: 3.22739e-05 | Time: 4794.58 ms [2021-10-23 16:17:25 main:574] : INFO : Epoch 1680 | loss: 3.37522e-05 | val_loss: 3.03243e-05 | Time: 4934.86 ms [2021-10-23 16:17:30 main:574] : INFO : Epoch 1681 | loss: 3.41246e-05 | val_loss: 3.06525e-05 | Time: 5157.71 ms [2021-10-23 16:17:35 main:574] : INFO : Epoch 1682 | loss: 3.44622e-05 | val_loss: 3.14326e-05 | Time: 5189.48 ms [2021-10-23 16:17:40 main:574] : INFO : Epoch 1683 | loss: 3.42198e-05 | val_loss: 3.07242e-05 | Time: 5030.03 ms [2021-10-23 16:17:45 main:574] : INFO : Epoch 1684 | loss: 3.4558e-05 | val_loss: 3.67379e-05 | Time: 5259.9 ms [2021-10-23 16:17:51 main:574] : INFO : Epoch 1685 | loss: 4.16486e-05 | val_loss: 3.49522e-05 | Time: 5097.89 ms [2021-10-23 16:17:56 main:574] : INFO : Epoch 1686 | loss: 3.5446e-05 | val_loss: 3.06319e-05 | Time: 5027.2 ms [2021-10-23 16:18:01 main:574] : INFO : Epoch 1687 | loss: 3.41526e-05 | val_loss: 3.06638e-05 | Time: 5046.13 ms [2021-10-23 16:18:06 main:574] : INFO : Epoch 1688 | loss: 3.35901e-05 | val_loss: 3.05872e-05 | Time: 5070.73 ms [2021-10-23 16:18:11 main:574] : INFO : Epoch 1689 | loss: 3.34915e-05 | val_loss: 3.17716e-05 | Time: 5071.25 ms [2021-10-23 16:18:16 main:574] : INFO : Epoch 1690 | loss: 3.38449e-05 | val_loss: 3.11826e-05 | Time: 4988.47 ms [2021-10-23 16:18:21 main:574] : INFO : Epoch 1691 | loss: 3.43318e-05 | val_loss: 3.55822e-05 | Time: 4823.97 ms [2021-10-23 16:18:26 main:574] : INFO : Epoch 1692 | loss: 4.11672e-05 | val_loss: 3.37439e-05 | Time: 4955.08 ms [2021-10-23 16:18:31 main:574] : INFO : Epoch 1693 | loss: 3.51764e-05 | val_loss: 3.03374e-05 | Time: 5093.48 ms [2021-10-23 16:18:36 main:574] : INFO : Epoch 1694 | loss: 3.32318e-05 | val_loss: 3.05113e-05 | Time: 4836.56 ms [2021-10-23 16:18:41 main:574] : INFO : Epoch 1695 | loss: 3.3888e-05 | val_loss: 3.19239e-05 | Time: 5302.94 ms [2021-10-23 16:18:46 main:574] : INFO : Epoch 1696 | loss: 3.39857e-05 | val_loss: 3.10466e-05 | Time: 5040.5 ms [2021-10-23 16:18:51 main:574] : INFO : Epoch 1697 | loss: 3.36e-05 | val_loss: 3.11249e-05 | Time: 5032.6 ms [2021-10-23 16:18:56 main:574] : INFO : Epoch 1698 | loss: 4.53353e-05 | val_loss: 3.60178e-05 | Time: 4871.67 ms [2021-10-23 16:19:01 main:574] : INFO : Epoch 1699 | loss: 3.82537e-05 | val_loss: 3.28163e-05 | Time: 5033.07 ms [2021-10-23 16:19:06 main:574] : INFO : Epoch 1700 | loss: 3.47024e-05 | val_loss: 3.11579e-05 | Time: 5061.64 ms [2021-10-23 16:19:11 main:574] : INFO : Epoch 1701 | loss: 3.34188e-05 | val_loss: 3.11342e-05 | Time: 5097.13 ms [2021-10-23 16:19:16 main:574] : INFO : Epoch 1702 | loss: 3.33767e-05 | val_loss: 3.05518e-05 | Time: 5100.32 ms [2021-10-23 16:19:21 main:574] : INFO : Epoch 1703 | loss: 3.31712e-05 | val_loss: 3.02979e-05 | Time: 4862.53 ms [2021-10-23 16:19:26 main:574] : INFO : Epoch 1704 | loss: 3.3491e-05 | val_loss: 3.1962e-05 | Time: 4803.58 ms [2021-10-23 16:19:31 main:574] : INFO : Epoch 1705 | loss: 3.42927e-05 | val_loss: 3.29693e-05 | Time: 5078.51 ms [2021-10-23 16:19:36 main:574] : INFO : Epoch 1706 | loss: 3.77056e-05 | val_loss: 3.65543e-05 | Time: 4862.74 ms [2021-10-23 16:19:41 main:574] : INFO : Epoch 1707 | loss: 3.75265e-05 | val_loss: 3.20161e-05 | Time: 5111.52 ms [2021-10-23 16:19:46 main:574] : INFO : Epoch 1708 | loss: 3.58298e-05 | val_loss: 3.3863e-05 | Time: 4973.53 ms [2021-10-23 16:19:51 main:574] : INFO : Epoch 1709 | loss: 3.41015e-05 | val_loss: 3.12671e-05 | Time: 5069.99 ms [2021-10-23 16:19:56 main:574] : INFO : Epoch 1710 | loss: 3.45977e-05 | val_loss: 3.28069e-05 | Time: 5089.66 ms [2021-10-23 16:20:01 main:574] : INFO : Epoch 1711 | loss: 3.52806e-05 | val_loss: 3.14836e-05 | Time: 4967.71 ms [2021-10-23 16:20:06 main:574] : INFO : Epoch 1712 | loss: 3.71443e-05 | val_loss: 3.54341e-05 | Time: 4876.39 ms [2021-10-23 16:20:11 main:574] : INFO : Epoch 1713 | loss: 3.47206e-05 | val_loss: 3.16991e-05 | Time: 5058.7 ms [2021-10-23 16:20:16 main:574] : INFO : Epoch 1714 | loss: 3.45031e-05 | val_loss: 3.32085e-05 | Time: 4952.17 ms [2021-10-23 16:20:21 main:574] : INFO : Epoch 1715 | loss: 3.71284e-05 | val_loss: 3.04473e-05 | Time: 5024.18 ms [2021-10-23 16:20:26 main:574] : INFO : Epoch 1716 | loss: 3.42873e-05 | val_loss: 3.9931e-05 | Time: 4981.67 ms [2021-10-23 16:20:31 main:574] : INFO : Epoch 1717 | loss: 4.30614e-05 | val_loss: 3.47716e-05 | Time: 4986.26 ms [2021-10-23 16:20:36 main:574] : INFO : Epoch 1718 | loss: 3.41829e-05 | val_loss: 3.0945e-05 | Time: 4913.29 ms [2021-10-23 16:20:41 main:574] : INFO : Epoch 1719 | loss: 3.39604e-05 | val_loss: 3.06493e-05 | Time: 5057.97 ms [2021-10-23 16:20:46 main:574] : INFO : Epoch 1720 | loss: 3.38666e-05 | val_loss: 3.1832e-05 | Time: 4969.99 ms [2021-10-23 16:20:51 main:574] : INFO : Epoch 1721 | loss: 3.53e-05 | val_loss: 3.2419e-05 | Time: 5113.09 ms [2021-10-23 16:20:57 main:574] : INFO : Epoch 1722 | loss: 3.44874e-05 | val_loss: 3.07999e-05 | Time: 5146.37 ms [2021-10-23 16:21:02 main:574] : INFO : Epoch 1723 | loss: 3.59264e-05 | val_loss: 3.54448e-05 | Time: 5264.96 ms [2021-10-23 16:21:07 main:574] : INFO : Epoch 1724 | loss: 3.65498e-05 | val_loss: 3.19257e-05 | Time: 5054.13 ms [2021-10-23 16:21:12 main:574] : INFO : Epoch 1725 | loss: 3.53694e-05 | val_loss: 3.43438e-05 | Time: 4922.37 ms [2021-10-23 16:21:17 main:574] : INFO : Epoch 1726 | loss: 3.54225e-05 | val_loss: 3.25708e-05 | Time: 5202.1 ms [2021-10-23 16:21:22 main:574] : INFO : Epoch 1727 | loss: 3.58472e-05 | val_loss: 3.50606e-05 | Time: 4818.68 ms [2021-10-23 16:21:27 main:574] : INFO : Epoch 1728 | loss: 3.69214e-05 | val_loss: 3.23109e-05 | Time: 4980.87 ms [2021-10-23 16:21:32 main:574] : INFO : Epoch 1729 | loss: 3.40248e-05 | val_loss: 3.03711e-05 | Time: 5047.84 ms [2021-10-23 16:21:37 main:574] : INFO : Epoch 1730 | loss: 3.36384e-05 | val_loss: 3.22414e-05 | Time: 5062.04 ms [2021-10-23 16:21:42 main:574] : INFO : Epoch 1731 | loss: 3.78893e-05 | val_loss: 3.33481e-05 | Time: 4733.05 ms [2021-10-23 16:21:47 main:574] : INFO : Epoch 1732 | loss: 3.5869e-05 | val_loss: 3.43544e-05 | Time: 5209.16 ms [2021-10-23 16:21:52 main:574] : INFO : Epoch 1733 | loss: 3.52306e-05 | val_loss: 3.16293e-05 | Time: 4876.23 ms [2021-10-23 16:21:57 main:574] : INFO : Epoch 1734 | loss: 3.45582e-05 | val_loss: 3.25162e-05 | Time: 5117.98 ms [2021-10-23 16:22:02 main:574] : INFO : Epoch 1735 | loss: 3.58967e-05 | val_loss: 3.26506e-05 | Time: 5046.82 ms [2021-10-23 16:22:07 main:574] : INFO : Epoch 1736 | loss: 3.68166e-05 | val_loss: 3.1611e-05 | Time: 4948.49 ms [2021-10-23 16:22:12 main:574] : INFO : Epoch 1737 | loss: 3.32503e-05 | val_loss: 3.05946e-05 | Time: 4992.56 ms [2021-10-23 16:22:17 main:574] : INFO : Epoch 1738 | loss: 3.34466e-05 | val_loss: 3.12077e-05 | Time: 5082.75 ms [2021-10-23 16:22:22 main:574] : INFO : Epoch 1739 | loss: 4.01543e-05 | val_loss: 3.31054e-05 | Time: 5133.13 ms [2021-10-23 16:22:27 main:574] : INFO : Epoch 1740 | loss: 3.57961e-05 | val_loss: 3.33622e-05 | Time: 5022.18 ms [2021-10-23 16:22:32 main:574] : INFO : Epoch 1741 | loss: 3.44798e-05 | val_loss: 3.28381e-05 | Time: 4987.89 ms [2021-10-23 16:22:37 main:574] : INFO : Epoch 1742 | loss: 3.41217e-05 | val_loss: 3.05106e-05 | Time: 5003.91 ms [2021-10-23 16:22:42 main:574] : INFO : Epoch 1743 | loss: 3.38001e-05 | val_loss: 2.99858e-05 | Time: 4904.78 ms [2021-10-23 16:22:47 main:574] : INFO : Epoch 1744 | loss: 3.27189e-05 | val_loss: 3.09001e-05 | Time: 5002.37 ms [2021-10-23 16:22:52 main:574] : INFO : Epoch 1745 | loss: 3.74816e-05 | val_loss: 4.05743e-05 | Time: 4787.29 ms [2021-10-23 16:22:57 main:574] : INFO : Epoch 1746 | loss: 3.96129e-05 | val_loss: 3.25032e-05 | Time: 4979.73 ms [2021-10-23 16:23:02 main:574] : INFO : Epoch 1747 | loss: 3.47899e-05 | val_loss: 3.21495e-05 | Time: 5043.63 ms [2021-10-23 16:23:07 main:574] : INFO : Epoch 1748 | loss: 3.31277e-05 | val_loss: 3.13101e-05 | Time: 5236.38 ms [2021-10-23 16:23:12 main:574] : INFO : Epoch 1749 | loss: 3.31634e-05 | val_loss: 3.0858e-05 | Time: 4994.2 ms [2021-10-23 16:23:17 main:574] : INFO : Epoch 1750 | loss: 3.3085e-05 | val_loss: 3.07683e-05 | Time: 4871.6 ms [2021-10-23 16:23:22 main:574] : INFO : Epoch 1751 | loss: 3.55105e-05 | val_loss: 3.16909e-05 | Time: 4926.16 ms [2021-10-23 16:23:27 main:574] : INFO : Epoch 1752 | loss: 3.31422e-05 | val_loss: 3.05929e-05 | Time: 5015.95 ms [2021-10-23 16:23:32 main:574] : INFO : Epoch 1753 | loss: 3.28919e-05 | val_loss: 3.4478e-05 | Time: 4889 ms [2021-10-23 16:23:37 main:574] : INFO : Epoch 1754 | loss: 3.99786e-05 | val_loss: 3.54876e-05 | Time: 5062.17 ms [2021-10-23 16:23:42 main:574] : INFO : Epoch 1755 | loss: 3.41656e-05 | val_loss: 3.0764e-05 | Time: 5129.66 ms [2021-10-23 16:23:47 main:574] : INFO : Epoch 1756 | loss: 3.32441e-05 | val_loss: 3.10074e-05 | Time: 5017.9 ms [2021-10-23 16:23:52 main:574] : INFO : Epoch 1757 | loss: 3.28278e-05 | val_loss: 3.44729e-05 | Time: 5091.92 ms [2021-10-23 16:23:57 main:574] : INFO : Epoch 1758 | loss: 4.67264e-05 | val_loss: 3.56969e-05 | Time: 4900.6 ms [2021-10-23 16:24:02 main:574] : INFO : Epoch 1759 | loss: 3.51326e-05 | val_loss: 3.09195e-05 | Time: 5028.47 ms [2021-10-23 16:24:07 main:574] : INFO : Epoch 1760 | loss: 3.22815e-05 | val_loss: 2.98672e-05 | Time: 4838.67 ms [2021-10-23 16:24:12 main:574] : INFO : Epoch 1761 | loss: 3.16338e-05 | val_loss: 2.8934e-05 | Time: 5103.59 ms [2021-10-23 16:24:17 main:574] : INFO : Epoch 1762 | loss: 4.60368e-05 | val_loss: 8.6328e-05 | Time: 4902.27 ms [2021-10-23 16:24:22 main:574] : INFO : Epoch 1763 | loss: 0.00425333 | val_loss: 0.0282115 | Time: 4943.42 ms [2021-10-23 16:24:27 main:574] : INFO : Epoch 1764 | loss: 0.0247736 | val_loss: 0.0229935 | Time: 5052.17 ms [2021-10-23 16:24:32 main:574] : INFO : Epoch 1765 | loss: 0.0211206 | val_loss: 0.0187189 | Time: 5126.81 ms [2021-10-23 16:24:37 main:574] : INFO : Epoch 1766 | loss: 0.0182369 | val_loss: 0.0175866 | Time: 4974.34 ms [2021-10-23 16:24:42 main:574] : INFO : Epoch 1767 | loss: 0.0167892 | val_loss: 0.0139377 | Time: 5077.37 ms [2021-10-23 16:24:47 main:574] : INFO : Epoch 1768 | loss: 0.0161088 | val_loss: 0.0123216 | Time: 4828.11 ms [2021-10-23 16:24:52 main:574] : INFO : Epoch 1769 | loss: 0.00966928 | val_loss: 0.00452625 | Time: 5046.55 ms [2021-10-23 16:24:57 main:574] : INFO : Epoch 1770 | loss: 0.00383506 | val_loss: 0.0025724 | Time: 4869.06 ms [2021-10-23 16:25:02 main:574] : INFO : Epoch 1771 | loss: 0.00212771 | val_loss: 0.00180642 | Time: 4941.9 ms [2021-10-23 16:25:07 main:574] : INFO : Epoch 1772 | loss: 0.00163561 | val_loss: 0.00150647 | Time: 5223.31 ms [2021-10-23 16:25:12 main:574] : INFO : Epoch 1773 | loss: 0.00138634 | val_loss: 0.00128368 | Time: 4968.04 ms [2021-10-23 16:25:17 main:574] : INFO : Epoch 1774 | loss: 0.00118958 | val_loss: 0.00105657 | Time: 5073.18 ms [2021-10-23 16:25:23 main:574] : INFO : Epoch 1775 | loss: 0.000979817 | val_loss: 0.000940339 | Time: 5163.17 ms [2021-10-23 16:25:27 main:574] : INFO : Epoch 1776 | loss: 0.000874747 | val_loss: 0.000850379 | Time: 4798.61 ms [2021-10-23 16:25:32 main:574] : INFO : Epoch 1777 | loss: 0.000799286 | val_loss: 0.000783741 | Time: 4980.45 ms [2021-10-23 16:25:37 main:574] : INFO : Epoch 1778 | loss: 0.000743623 | val_loss: 0.000732473 | Time: 5037.43 ms [2021-10-23 16:25:43 main:574] : INFO : Epoch 1779 | loss: 0.000698068 | val_loss: 0.000691394 | Time: 5174.4 ms [2021-10-23 16:25:47 main:574] : INFO : Epoch 1780 | loss: 0.00065792 | val_loss: 0.000653893 | Time: 4771.08 ms [2021-10-23 16:25:52 main:574] : INFO : Epoch 1781 | loss: 0.000627648 | val_loss: 0.000614147 | Time: 4938 ms [2021-10-23 16:25:57 main:574] : INFO : Epoch 1782 | loss: 0.000579035 | val_loss: 0.000569934 | Time: 4980.64 ms [2021-10-23 16:26:02 main:574] : INFO : Epoch 1783 | loss: 0.000590329 | val_loss: 0.00110018 | Time: 5032.34 ms [2021-10-23 16:26:07 main:574] : INFO : Epoch 1784 | loss: 0.000668961 | val_loss: 0.00056541 | Time: 5035.68 ms [2021-10-23 16:26:12 main:574] : INFO : Epoch 1785 | loss: 0.00053304 | val_loss: 0.000513801 | Time: 5009.27 ms [2021-10-23 16:26:18 main:574] : INFO : Epoch 1786 | loss: 0.000495751 | val_loss: 0.000487308 | Time: 5133.36 ms [2021-10-23 16:26:23 main:574] : INFO : Epoch 1787 | loss: 0.000475565 | val_loss: 0.000470074 | Time: 4991.43 ms [2021-10-23 16:26:28 main:574] : INFO : Epoch 1788 | loss: 0.000460038 | val_loss: 0.000453338 | Time: 4977.97 ms [2021-10-23 16:26:33 main:574] : INFO : Epoch 1789 | loss: 0.000443254 | val_loss: 0.000436241 | Time: 4887.75 ms [2021-10-23 16:26:38 main:574] : INFO : Epoch 1790 | loss: 0.000425029 | val_loss: 0.000410654 | Time: 5072.31 ms [2021-10-23 16:26:43 main:574] : INFO : Epoch 1791 | loss: 0.000400354 | val_loss: 0.000390552 | Time: 4973.43 ms [2021-10-23 16:26:48 main:574] : INFO : Epoch 1792 | loss: 0.000382831 | val_loss: 0.00037744 | Time: 5107.29 ms [2021-10-23 16:26:53 main:574] : INFO : Epoch 1793 | loss: 0.000369614 | val_loss: 0.000363132 | Time: 4881.49 ms [2021-10-23 16:26:58 main:574] : INFO : Epoch 1794 | loss: 0.000355067 | val_loss: 0.00034603 | Time: 4979.01 ms [2021-10-23 16:27:03 main:574] : INFO : Epoch 1795 | loss: 0.000342357 | val_loss: 0.000334395 | Time: 5063.59 ms [2021-10-23 16:27:08 main:574] : INFO : Epoch 1796 | loss: 0.000329424 | val_loss: 0.000322652 | Time: 5315.32 ms [2021-10-23 16:27:13 main:574] : INFO : Epoch 1797 | loss: 0.00031828 | val_loss: 0.000308335 | Time: 4824.07 ms [2021-10-23 16:27:18 main:574] : INFO : Epoch 1798 | loss: 0.000309721 | val_loss: 0.000304804 | Time: 5142.85 ms [2021-10-23 16:27:23 main:574] : INFO : Epoch 1799 | loss: 0.000300464 | val_loss: 0.000289647 | Time: 4901.29 ms [2021-10-23 16:27:28 main:574] : INFO : Epoch 1800 | loss: 0.000289369 | val_loss: 0.000283184 | Time: 5121.52 ms [2021-10-23 16:27:33 main:574] : INFO : Epoch 1801 | loss: 0.000281025 | val_loss: 0.000275099 | Time: 4936.44 ms [2021-10-23 16:27:38 main:574] : INFO : Epoch 1802 | loss: 0.000273486 | val_loss: 0.000266417 | Time: 5083.07 ms [2021-10-23 16:27:43 main:574] : INFO : Epoch 1803 | loss: 0.000265814 | val_loss: 0.000260036 | Time: 5023.95 ms [2021-10-23 16:27:48 main:574] : INFO : Epoch 1804 | loss: 0.000260289 | val_loss: 0.000255818 | Time: 4970.25 ms [2021-10-23 16:27:53 main:574] : INFO : Epoch 1805 | loss: 0.000254412 | val_loss: 0.000250138 | Time: 4888.49 ms [2021-10-23 16:27:58 main:574] : INFO : Epoch 1806 | loss: 0.000248661 | val_loss: 0.000245395 | Time: 5003.33 ms [2021-10-23 16:28:03 main:574] : INFO : Epoch 1807 | loss: 0.00024403 | val_loss: 0.000239675 | Time: 4978.46 ms [2021-10-23 16:28:08 main:574] : INFO : Epoch 1808 | loss: 0.000239274 | val_loss: 0.000235265 | Time: 5223.63 ms [2021-10-23 16:28:13 main:574] : INFO : Epoch 1809 | loss: 0.000235658 | val_loss: 0.00023048 | Time: 4894.63 ms [2021-10-23 16:28:18 main:574] : INFO : Epoch 1810 | loss: 0.000232485 | val_loss: 0.000231331 | Time: 5063.94 ms [2021-10-23 16:28:23 main:574] : INFO : Epoch 1811 | loss: 0.000228515 | val_loss: 0.000224035 | Time: 4938.3 ms [2021-10-23 16:28:28 main:574] : INFO : Epoch 1812 | loss: 0.000223623 | val_loss: 0.000221549 | Time: 4921.27 ms [2021-10-23 16:28:33 main:574] : INFO : Epoch 1813 | loss: 0.000218996 | val_loss: 0.000214839 | Time: 4727.96 ms [2021-10-23 16:28:38 main:574] : INFO : Epoch 1814 | loss: 0.000213766 | val_loss: 0.000211085 | Time: 5049.61 ms [2021-10-23 16:28:43 main:574] : INFO : Epoch 1815 | loss: 0.000210653 | val_loss: 0.000206894 | Time: 4889.5 ms [2021-10-23 16:28:48 main:574] : INFO : Epoch 1816 | loss: 0.000209004 | val_loss: 0.00020698 | Time: 4881.48 ms [2021-10-23 16:28:53 main:574] : INFO : Epoch 1817 | loss: 0.000205215 | val_loss: 0.000202283 | Time: 4886.4 ms [2021-10-23 16:28:58 main:574] : INFO : Epoch 1818 | loss: 0.000202848 | val_loss: 0.000197511 | Time: 5292.86 ms [2021-10-23 16:29:03 main:574] : INFO : Epoch 1819 | loss: 0.000199132 | val_loss: 0.000193542 | Time: 5040.89 ms [2021-10-23 16:29:08 main:574] : INFO : Epoch 1820 | loss: 0.000194794 | val_loss: 0.00019032 | Time: 5119.8 ms [2021-10-23 16:29:13 main:574] : INFO : Epoch 1821 | loss: 0.000191712 | val_loss: 0.000187714 | Time: 5121.26 ms [2021-10-23 16:29:18 main:574] : INFO : Epoch 1822 | loss: 0.000188936 | val_loss: 0.000184449 | Time: 4980.76 ms [2021-10-23 16:29:23 main:574] : INFO : Epoch 1823 | loss: 0.000186107 | val_loss: 0.000182408 | Time: 5034.44 ms [2021-10-23 16:29:28 main:574] : INFO : Epoch 1824 | loss: 0.000183227 | val_loss: 0.000178583 | Time: 4925.36 ms [2021-10-23 16:29:33 main:574] : INFO : Epoch 1825 | loss: 0.000180526 | val_loss: 0.000176015 | Time: 4900.5 ms [2021-10-23 16:29:38 main:574] : INFO : Epoch 1826 | loss: 0.00017823 | val_loss: 0.000173503 | Time: 4982.96 ms [2021-10-23 16:29:43 main:574] : INFO : Epoch 1827 | loss: 0.000175739 | val_loss: 0.000170616 | Time: 5206.93 ms [2021-10-23 16:29:48 main:574] : INFO : Epoch 1828 | loss: 0.000174142 | val_loss: 0.000168431 | Time: 4845.1 ms [2021-10-23 16:29:53 main:574] : INFO : Epoch 1829 | loss: 0.000170301 | val_loss: 0.000165153 | Time: 4914.86 ms [2021-10-23 16:29:58 main:574] : INFO : Epoch 1830 | loss: 0.000167808 | val_loss: 0.000163729 | Time: 4929.97 ms [2021-10-23 16:30:03 main:574] : INFO : Epoch 1831 | loss: 0.000165827 | val_loss: 0.000160534 | Time: 5031.87 ms [2021-10-23 16:30:08 main:574] : INFO : Epoch 1832 | loss: 0.000164209 | val_loss: 0.000158597 | Time: 4931.04 ms [2021-10-23 16:30:13 main:574] : INFO : Epoch 1833 | loss: 0.000161881 | val_loss: 0.000156228 | Time: 4988.25 ms [2021-10-23 16:30:18 main:574] : INFO : Epoch 1834 | loss: 0.000163799 | val_loss: 0.000157516 | Time: 4885.21 ms [2021-10-23 16:30:23 main:574] : INFO : Epoch 1835 | loss: 0.000160264 | val_loss: 0.000152439 | Time: 4970.8 ms [2021-10-23 16:30:28 main:574] : INFO : Epoch 1836 | loss: 0.000156747 | val_loss: 0.000152339 | Time: 5125.79 ms [2021-10-23 16:30:33 main:574] : INFO : Epoch 1837 | loss: 0.000155033 | val_loss: 0.000148735 | Time: 5123.74 ms [2021-10-23 16:30:38 main:574] : INFO : Epoch 1838 | loss: 0.000152147 | val_loss: 0.000150433 | Time: 4914.51 ms [2021-10-23 16:30:43 main:574] : INFO : Epoch 1839 | loss: 0.000150346 | val_loss: 0.000143721 | Time: 5174.44 ms [2021-10-23 16:30:48 main:574] : INFO : Epoch 1840 | loss: 0.000147236 | val_loss: 0.000142911 | Time: 4817.33 ms [2021-10-23 16:30:53 main:574] : INFO : Epoch 1841 | loss: 0.000145764 | val_loss: 0.000141407 | Time: 5108.61 ms [2021-10-23 16:30:58 main:574] : INFO : Epoch 1842 | loss: 0.000144304 | val_loss: 0.00013928 | Time: 4887.79 ms [2021-10-23 16:31:04 main:574] : INFO : Epoch 1843 | loss: 0.000142457 | val_loss: 0.000137042 | Time: 5313.37 ms [2021-10-23 16:31:09 main:574] : INFO : Epoch 1844 | loss: 0.000141231 | val_loss: 0.000136355 | Time: 4924.94 ms [2021-10-23 16:31:14 main:574] : INFO : Epoch 1845 | loss: 0.000139518 | val_loss: 0.000134514 | Time: 4983.03 ms [2021-10-23 16:31:18 main:574] : INFO : Epoch 1846 | loss: 0.000138347 | val_loss: 0.000134384 | Time: 4938.42 ms [2021-10-23 16:31:23 main:574] : INFO : Epoch 1847 | loss: 0.0001378 | val_loss: 0.000137994 | Time: 4902.06 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2021-10-23 17:17:25 main:435] : INFO : Set logging level to 1 [2021-10-23 17:17:25 main:441] : INFO : Running in BOINC Client mode [2021-10-23 17:17:25 main:444] : INFO : Resolving all filenames [2021-10-23 17:17:25 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-10-23 17:17:25 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634614562-4287-0_1_r1573097967_1 (exists = 1) [2021-10-23 17:17:25 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634614562-4287-0_1_r1573097967_0 (exists = 0) [2021-10-23 17:17:25 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-10-23 17:17:25 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-10-23 17:17:25 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-10-23 17:17:25 main:474] : INFO : Configuration: [2021-10-23 17:17:25 main:475] : INFO : Model type: GRU [2021-10-23 17:17:25 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-10-23 17:17:25 main:477] : INFO : Max Epochs: 2048 [2021-10-23 17:17:25 main:478] : INFO : Batch Size: 128 [2021-10-23 17:17:25 main:479] : INFO : Learning Rate: 0.01 [2021-10-23 17:17:25 main:480] : INFO : Patience: 10 [2021-10-23 17:17:25 main:481] : INFO : Hidden Width: 12 [2021-10-23 17:17:25 main:482] : INFO : # Recurrent Layers: 4 [2021-10-23 17:17:25 main:483] : INFO : # Backend Layers: 4 [2021-10-23 17:17:25 main:484] : INFO : # Threads: 1 [2021-10-23 17:17:25 main:486] : INFO : Preparing Dataset [2021-10-23 17:17:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:17:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:17:31 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-10-23 17:17:31 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:17:31 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:17:31 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-10-23 17:17:31 main:494] : INFO : Creating Model [2021-10-23 17:17:31 main:507] : INFO : Preparing config file [2021-10-23 17:17:31 main:511] : INFO : Found checkpoint, attempting to load... [2021-10-23 17:17:31 main:512] : INFO : Loading config [2021-10-23 17:17:31 main:514] : INFO : Loading state [2021-10-23 17:17:35 main:559] : INFO : Loading DataLoader into Memory [2021-10-23 17:17:35 main:562] : INFO : Starting Training [2021-10-23 17:17:39 main:574] : INFO : Epoch 1836 | loss: 0.00529039 | val_loss: 0.00252306 | Time: 3438.7 ms [2021-10-23 17:17:41 main:574] : INFO : Epoch 1837 | loss: 0.000979692 | val_loss: 0.000437196 | Time: 2593.18 ms [2021-10-23 17:17:44 main:574] : INFO : Epoch 1838 | loss: 0.000373594 | val_loss: 0.00030045 | Time: 2922.01 ms [2021-10-23 17:17:47 main:574] : INFO : Epoch 1839 | loss: 0.000246255 | val_loss: 0.000207046 | Time: 2783.09 ms [2021-10-23 17:17:50 main:574] : INFO : Epoch 1840 | loss: 0.000192654 | val_loss: 0.000172434 | Time: 2907.47 ms [2021-10-23 17:17:53 main:574] : INFO : Epoch 1841 | loss: 0.000168535 | val_loss: 0.000156579 | Time: 2637.07 ms [2021-10-23 17:17:55 main:574] : INFO : Epoch 1842 | loss: 0.000157852 | val_loss: 0.000148751 | Time: 2914.45 ms [2021-10-23 17:17:58 main:574] : INFO : Epoch 1843 | loss: 0.000150747 | val_loss: 0.000143958 | Time: 2784.91 ms [2021-10-23 17:18:01 main:574] : INFO : Epoch 1844 | loss: 0.000145746 | val_loss: 0.000138099 | Time: 2695 ms [2021-10-23 17:18:04 main:574] : INFO : Epoch 1845 | loss: 0.00014061 | val_loss: 0.000133428 | Time: 2828.19 ms [2021-10-23 17:18:06 main:574] : INFO : Epoch 1846 | loss: 0.000135418 | val_loss: 0.000127678 | Time: 2679.25 ms [2021-10-23 17:18:10 main:574] : INFO : Epoch 1847 | loss: 0.00013076 | val_loss: 0.000126136 | Time: 3130.39 ms [2021-10-23 17:18:12 main:574] : INFO : Epoch 1848 | loss: 0.000128954 | val_loss: 0.000122616 | Time: 2744.46 ms [2021-10-23 17:18:15 main:574] : INFO : Epoch 1849 | loss: 0.000126347 | val_loss: 0.000120953 | Time: 2917.58 ms [2021-10-23 17:18:18 main:574] : INFO : Epoch 1850 | loss: 0.000123925 | val_loss: 0.000119108 | Time: 2724.6 ms [2021-10-23 17:18:21 main:574] : INFO : Epoch 1851 | loss: 0.000121982 | val_loss: 0.0001162 | Time: 2760.21 ms [2021-10-23 17:18:23 main:574] : INFO : Epoch 1852 | loss: 0.000119701 | val_loss: 0.000114846 | Time: 2619.49 ms [2021-10-23 17:18:26 main:574] : INFO : Epoch 1853 | loss: 0.000118059 | val_loss: 0.000113949 | Time: 2825.55 ms [2021-10-23 17:18:29 main:574] : INFO : Epoch 1854 | loss: 0.000115952 | val_loss: 0.000112055 | Time: 2821.5 ms [2021-10-23 17:18:32 main:574] : INFO : Epoch 1855 | loss: 0.000113739 | val_loss: 0.000108756 | Time: 2664.26 ms [2021-10-23 17:18:35 main:574] : INFO : Epoch 1856 | loss: 0.000111441 | val_loss: 0.000108432 | Time: 2933.11 ms [2021-10-23 17:18:37 main:574] : INFO : Epoch 1857 | loss: 0.000110414 | val_loss: 0.000105309 | Time: 2614.14 ms [2021-10-23 17:18:40 main:574] : INFO : Epoch 1858 | loss: 0.000109158 | val_loss: 0.000105679 | Time: 2929.47 ms [2021-10-23 17:18:43 main:574] : INFO : Epoch 1859 | loss: 0.000106619 | val_loss: 0.000101984 | Time: 2617.43 ms [2021-10-23 17:18:46 main:574] : INFO : Epoch 1860 | loss: 0.0001052 | val_loss: 0.000101739 | Time: 2843.28 ms [2021-10-23 17:18:49 main:574] : INFO : Epoch 1861 | loss: 0.000103057 | val_loss: 9.84088e-05 | Time: 2896.35 ms [2021-10-23 17:18:51 main:574] : INFO : Epoch 1862 | loss: 9.99875e-05 | val_loss: 9.40206e-05 | Time: 2694.19 ms [2021-10-23 17:18:54 main:574] : INFO : Epoch 1863 | loss: 9.55692e-05 | val_loss: 8.78039e-05 | Time: 2529.16 ms [2021-10-23 17:18:57 main:574] : INFO : Epoch 1864 | loss: 8.94447e-05 | val_loss: 8.33885e-05 | Time: 2661.46 ms [2021-10-23 17:19:00 main:574] : INFO : Epoch 1865 | loss: 8.61546e-05 | val_loss: 7.98203e-05 | Time: 2890.52 ms [2021-10-23 17:19:02 main:574] : INFO : Epoch 1866 | loss: 8.27911e-05 | val_loss: 7.78223e-05 | Time: 2720.87 ms [2021-10-23 17:19:05 main:574] : INFO : Epoch 1867 | loss: 8.10124e-05 | val_loss: 7.53098e-05 | Time: 3186.71 ms [2021-10-23 17:19:08 main:574] : INFO : Epoch 1868 | loss: 7.85456e-05 | val_loss: 7.18948e-05 | Time: 2522.91 ms [2021-10-23 17:19:11 main:574] : INFO : Epoch 1869 | loss: 7.62282e-05 | val_loss: 7.08957e-05 | Time: 2845.7 ms [2021-10-23 17:19:14 main:574] : INFO : Epoch 1870 | loss: 7.47023e-05 | val_loss: 6.90107e-05 | Time: 2694.85 ms [2021-10-23 17:19:16 main:574] : INFO : Epoch 1871 | loss: 7.23997e-05 | val_loss: 6.6804e-05 | Time: 2739.25 ms [2021-10-23 17:19:19 main:574] : INFO : Epoch 1872 | loss: 7.09138e-05 | val_loss: 6.67611e-05 | Time: 2955.62 ms [2021-10-23 17:19:22 main:574] : INFO : Epoch 1873 | loss: 6.9826e-05 | val_loss: 6.45695e-05 | Time: 2657.36 ms [2021-10-23 17:19:25 main:574] : INFO : Epoch 1874 | loss: 6.83394e-05 | val_loss: 6.32431e-05 | Time: 2661.09 ms [2021-10-23 17:19:28 main:574] : INFO : Epoch 1875 | loss: 6.81993e-05 | val_loss: 6.35202e-05 | Time: 2913.66 ms [2021-10-23 17:19:30 main:574] : INFO : Epoch 1876 | loss: 6.66893e-05 | val_loss: 6.14927e-05 | Time: 2883.55 ms [2021-10-23 17:19:33 main:574] : INFO : Epoch 1877 | loss: 6.52471e-05 | val_loss: 6.03318e-05 | Time: 2630.34 ms [2021-10-23 17:19:36 main:574] : INFO : Epoch 1878 | loss: 6.44406e-05 | val_loss: 5.90896e-05 | Time: 2808.11 ms [2021-10-23 17:19:39 main:574] : INFO : Epoch 1879 | loss: 6.343e-05 | val_loss: 5.81764e-05 | Time: 2668.63 ms [2021-10-23 17:19:41 main:574] : INFO : Epoch 1880 | loss: 6.25175e-05 | val_loss: 5.77697e-05 | Time: 2745.53 ms [2021-10-23 17:19:44 main:574] : INFO : Epoch 1881 | loss: 6.1593e-05 | val_loss: 5.65235e-05 | Time: 2849.68 ms [2021-10-23 17:19:47 main:574] : INFO : Epoch 1882 | loss: 6.09617e-05 | val_loss: 5.59631e-05 | Time: 2544.16 ms [2021-10-23 17:19:50 main:574] : INFO : Epoch 1883 | loss: 6.03464e-05 | val_loss: 5.56361e-05 | Time: 2812.27 ms [2021-10-23 17:19:52 main:574] : INFO : Epoch 1884 | loss: 5.99373e-05 | val_loss: 5.43627e-05 | Time: 2643.68 ms [2021-10-23 17:19:55 main:574] : INFO : Epoch 1885 | loss: 5.89478e-05 | val_loss: 5.43269e-05 | Time: 2854.37 ms [2021-10-23 17:19:58 main:574] : INFO : Epoch 1886 | loss: 5.88163e-05 | val_loss: 5.2946e-05 | Time: 2739.09 ms [2021-10-23 17:20:00 main:574] : INFO : Epoch 1887 | loss: 5.78163e-05 | val_loss: 5.2396e-05 | Time: 2612.59 ms [2021-10-23 17:20:03 main:574] : INFO : Epoch 1888 | loss: 5.70141e-05 | val_loss: 5.18982e-05 | Time: 2803.67 ms [2021-10-23 17:20:06 main:574] : INFO : Epoch 1889 | loss: 5.66444e-05 | val_loss: 5.20911e-05 | Time: 2795.27 ms [2021-10-23 17:20:09 main:574] : INFO : Epoch 1890 | loss: 5.63726e-05 | val_loss: 5.13061e-05 | Time: 2694.61 ms [2021-10-23 17:20:11 main:574] : INFO : Epoch 1891 | loss: 5.55515e-05 | val_loss: 5.00649e-05 | Time: 2663.64 ms [2021-10-23 17:20:14 main:574] : INFO : Epoch 1892 | loss: 5.51063e-05 | val_loss: 5.0118e-05 | Time: 2811.15 ms [2021-10-23 17:20:17 main:574] : INFO : Epoch 1893 | loss: 5.45517e-05 | val_loss: 4.92561e-05 | Time: 2581.73 ms [2021-10-23 17:20:20 main:574] : INFO : Epoch 1894 | loss: 5.39305e-05 | val_loss: 4.85872e-05 | Time: 3118.9 ms [2021-10-23 17:20:23 main:574] : INFO : Epoch 1895 | loss: 5.3659e-05 | val_loss: 5.02271e-05 | Time: 2690.51 ms [2021-10-23 17:20:26 main:574] : INFO : Epoch 1896 | loss: 5.36254e-05 | val_loss: 4.7566e-05 | Time: 2981.95 ms [2021-10-23 17:20:29 main:574] : INFO : Epoch 1897 | loss: 5.2366e-05 | val_loss: 4.73134e-05 | Time: 2869.54 ms [2021-10-23 17:20:31 main:574] : INFO : Epoch 1898 | loss: 5.19893e-05 | val_loss: 4.74078e-05 | Time: 2760.78 ms [2021-10-23 17:20:34 main:574] : INFO : Epoch 1899 | loss: 5.19304e-05 | val_loss: 4.80579e-05 | Time: 2766.17 ms [2021-10-23 17:20:37 main:574] : INFO : Epoch 1900 | loss: 5.18656e-05 | val_loss: 4.69997e-05 | Time: 2687.17 ms [2021-10-23 17:20:40 main:574] : INFO : Epoch 1901 | loss: 5.10155e-05 | val_loss: 4.54258e-05 | Time: 2994.83 ms [2021-10-23 17:20:43 main:574] : INFO : Epoch 1902 | loss: 5.03633e-05 | val_loss: 4.50044e-05 | Time: 2748.64 ms [2021-10-23 17:20:46 main:574] : INFO : Epoch 1903 | loss: 5.0264e-05 | val_loss: 4.52711e-05 | Time: 2952.15 ms [2021-10-23 17:20:48 main:574] : INFO : Epoch 1904 | loss: 4.96849e-05 | val_loss: 4.50846e-05 | Time: 2765.05 ms [2021-10-23 17:20:51 main:574] : INFO : Epoch 1905 | loss: 4.96571e-05 | val_loss: 4.45076e-05 | Time: 2931.93 ms [2021-10-23 17:20:54 main:574] : INFO : Epoch 1906 | loss: 4.91999e-05 | val_loss: 4.3779e-05 | Time: 2886.37 ms [2021-10-23 17:20:57 main:574] : INFO : Epoch 1907 | loss: 4.99462e-05 | val_loss: 4.35569e-05 | Time: 2675.88 ms [2021-10-23 17:21:00 main:574] : INFO : Epoch 1908 | loss: 4.9239e-05 | val_loss: 4.30603e-05 | Time: 2872.3 ms [2021-10-23 17:21:02 main:574] : INFO : Epoch 1909 | loss: 4.80627e-05 | val_loss: 4.25685e-05 | Time: 2690.69 ms [2021-10-23 17:21:05 main:574] : INFO : Epoch 1910 | loss: 4.76919e-05 | val_loss: 4.37675e-05 | Time: 2890.31 ms [2021-10-23 17:21:08 main:574] : INFO : Epoch 1911 | loss: 4.81613e-05 | val_loss: 4.23587e-05 | Time: 2706.81 ms [2021-10-23 17:21:11 main:574] : INFO : Epoch 1912 | loss: 4.82551e-05 | val_loss: 4.28319e-05 | Time: 2914.39 ms [2021-10-23 17:21:14 main:574] : INFO : Epoch 1913 | loss: 4.89531e-05 | val_loss: 4.15697e-05 | Time: 2716.74 ms [2021-10-23 17:21:16 main:574] : INFO : Epoch 1914 | loss: 4.66668e-05 | val_loss: 4.08272e-05 | Time: 2772.84 ms [2021-10-23 17:21:19 main:574] : INFO : Epoch 1915 | loss: 4.6091e-05 | val_loss: 4.06789e-05 | Time: 2830.52 ms [2021-10-23 17:21:22 main:574] : INFO : Epoch 1916 | loss: 4.5978e-05 | val_loss: 4.11123e-05 | Time: 2697.42 ms [2021-10-23 17:21:25 main:574] : INFO : Epoch 1917 | loss: 4.66487e-05 | val_loss: 4.20182e-05 | Time: 2922.31 ms [2021-10-23 17:21:28 main:574] : INFO : Epoch 1918 | loss: 4.57855e-05 | val_loss: 4.17132e-05 | Time: 2880.49 ms [2021-10-23 17:21:31 main:574] : INFO : Epoch 1919 | loss: 4.76066e-05 | val_loss: 3.95983e-05 | Time: 2992.9 ms [2021-10-23 17:21:34 main:574] : INFO : Epoch 1920 | loss: 4.50099e-05 | val_loss: 4.08245e-05 | Time: 2786.4 ms [2021-10-23 17:21:36 main:574] : INFO : Epoch 1921 | loss: 4.57171e-05 | val_loss: 4.14645e-05 | Time: 2752.71 ms [2021-10-23 17:21:39 main:574] : INFO : Epoch 1922 | loss: 4.48673e-05 | val_loss: 3.93255e-05 | Time: 2697.07 ms [2021-10-23 17:21:42 main:574] : INFO : Epoch 1923 | loss: 4.41889e-05 | val_loss: 3.94244e-05 | Time: 2716.81 ms [2021-10-23 17:21:45 main:574] : INFO : Epoch 1924 | loss: 4.40174e-05 | val_loss: 3.87003e-05 | Time: 2884.78 ms [2021-10-23 17:21:47 main:574] : INFO : Epoch 1925 | loss: 4.8654e-05 | val_loss: 4.13439e-05 | Time: 2620.93 ms [2021-10-23 17:21:50 main:574] : INFO : Epoch 1926 | loss: 4.43893e-05 | val_loss: 3.83251e-05 | Time: 2679.11 ms [2021-10-23 17:21:53 main:574] : INFO : Epoch 1927 | loss: 4.31921e-05 | val_loss: 3.78924e-05 | Time: 2718.4 ms [2021-10-23 17:21:56 main:574] : INFO : Epoch 1928 | loss: 4.29218e-05 | val_loss: 3.7918e-05 | Time: 2950.25 ms [2021-10-23 17:21:59 main:574] : INFO : Epoch 1929 | loss: 4.3531e-05 | val_loss: 3.8706e-05 | Time: 2742.77 ms [2021-10-23 17:22:01 main:574] : INFO : Epoch 1930 | loss: 4.4506e-05 | val_loss: 3.81274e-05 | Time: 2904.67 ms [2021-10-23 17:22:04 main:574] : INFO : Epoch 1931 | loss: 4.38144e-05 | val_loss: 4.26774e-05 | Time: 2925.67 ms [2021-10-23 17:22:07 main:574] : INFO : Epoch 1932 | loss: 4.44005e-05 | val_loss: 3.78966e-05 | Time: 2675.23 ms [2021-10-23 17:22:10 main:574] : INFO : Epoch 1933 | loss: 4.24e-05 | val_loss: 3.69121e-05 | Time: 2749.73 ms [2021-10-23 17:22:13 main:574] : INFO : Epoch 1934 | loss: 4.18643e-05 | val_loss: 3.70931e-05 | Time: 2963.68 ms [2021-10-23 17:22:16 main:574] : INFO : Epoch 1935 | loss: 4.24095e-05 | val_loss: 4.25664e-05 | Time: 2785.56 ms [2021-10-23 17:22:18 main:574] : INFO : Epoch 1936 | loss: 5.22924e-05 | val_loss: 3.84491e-05 | Time: 2705.15 ms [2021-10-23 17:22:21 main:574] : INFO : Epoch 1937 | loss: 4.29925e-05 | val_loss: 3.78265e-05 | Time: 2986.11 ms [2021-10-23 17:22:24 main:574] : INFO : Epoch 1938 | loss: 4.15542e-05 | val_loss: 3.65861e-05 | Time: 2739.76 ms [2021-10-23 17:22:27 main:574] : INFO : Epoch 1939 | loss: 4.09934e-05 | val_loss: 3.62331e-05 | Time: 2775.81 ms [2021-10-23 17:22:30 main:574] : INFO : Epoch 1940 | loss: 4.06774e-05 | val_loss: 3.59033e-05 | Time: 2681.92 ms [2021-10-23 17:22:32 main:574] : INFO : Epoch 1941 | loss: 4.07381e-05 | val_loss: 3.59905e-05 | Time: 2639.01 ms [2021-10-23 17:22:35 main:574] : INFO : Epoch 1942 | loss: 4.05123e-05 | val_loss: 3.55805e-05 | Time: 2874.32 ms [2021-10-23 17:22:38 main:574] : INFO : Epoch 1943 | loss: 4.09044e-05 | val_loss: 4.05934e-05 | Time: 2601.5 ms [2021-10-23 17:22:41 main:574] : INFO : Epoch 1944 | loss: 5.3501e-05 | val_loss: 3.89278e-05 | Time: 3029.05 ms [2021-10-23 17:22:43 main:574] : INFO : Epoch 1945 | loss: 4.20559e-05 | val_loss: 3.73269e-05 | Time: 2704.41 ms [2021-10-23 17:22:46 main:574] : INFO : Epoch 1946 | loss: 4.14557e-05 | val_loss: 3.68463e-05 | Time: 2996.75 ms [2021-10-23 17:22:49 main:574] : INFO : Epoch 1947 | loss: 4.05234e-05 | val_loss: 3.53409e-05 | Time: 2652.7 ms [2021-10-23 17:22:52 main:574] : INFO : Epoch 1948 | loss: 4.0033e-05 | val_loss: 3.61031e-05 | Time: 2655.74 ms [2021-10-23 17:22:55 main:574] : INFO : Epoch 1949 | loss: 4.03519e-05 | val_loss: 3.498e-05 | Time: 2736.25 ms [2021-10-23 17:22:57 main:574] : INFO : Epoch 1950 | loss: 3.97749e-05 | val_loss: 3.50829e-05 | Time: 2676.27 ms [2021-10-23 17:23:00 main:574] : INFO : Epoch 1951 | loss: 4.30115e-05 | val_loss: 3.62454e-05 | Time: 2890.36 ms [2021-10-23 17:23:03 main:574] : INFO : Epoch 1952 | loss: 4.01769e-05 | val_loss: 3.49705e-05 | Time: 2919.01 ms [2021-10-23 17:23:06 main:574] : INFO : Epoch 1953 | loss: 3.93232e-05 | val_loss: 3.45799e-05 | Time: 2838.22 ms [2021-10-23 17:23:08 main:574] : INFO : Epoch 1954 | loss: 4.03165e-05 | val_loss: 4.51755e-05 | Time: 2586.01 ms [2021-10-23 17:23:11 main:574] : INFO : Epoch 1955 | loss: 6.03161e-05 | val_loss: 4.51551e-05 | Time: 2644.08 ms [2021-10-23 17:23:14 main:574] : INFO : Epoch 1956 | loss: 4.3241e-05 | val_loss: 3.46431e-05 | Time: 2678.27 ms [2021-10-23 17:23:17 main:574] : INFO : Epoch 1957 | loss: 4.02116e-05 | val_loss: 3.53261e-05 | Time: 2831.8 ms [2021-10-23 17:23:19 main:574] : INFO : Epoch 1958 | loss: 3.9437e-05 | val_loss: 3.47666e-05 | Time: 2780.78 ms [2021-10-23 17:23:22 main:574] : INFO : Epoch 1959 | loss: 3.90556e-05 | val_loss: 3.44091e-05 | Time: 2729.1 ms [2021-10-23 17:23:25 main:574] : INFO : Epoch 1960 | loss: 3.89681e-05 | val_loss: 3.43546e-05 | Time: 2901.74 ms [2021-10-23 17:23:28 main:574] : INFO : Epoch 1961 | loss: 3.89162e-05 | val_loss: 3.41208e-05 | Time: 2754.79 ms [2021-10-23 17:23:31 main:574] : INFO : Epoch 1962 | loss: 3.88303e-05 | val_loss: 3.44314e-05 | Time: 2954.65 ms [2021-10-23 17:23:34 main:574] : INFO : Epoch 1963 | loss: 3.9138e-05 | val_loss: 3.57395e-05 | Time: 2632.58 ms [2021-10-23 17:23:36 main:574] : INFO : Epoch 1964 | loss: 3.92371e-05 | val_loss: 3.42068e-05 | Time: 2943.51 ms [2021-10-23 17:23:39 main:574] : INFO : Epoch 1965 | loss: 3.90033e-05 | val_loss: 3.6191e-05 | Time: 2588.6 ms [2021-10-23 17:23:42 main:574] : INFO : Epoch 1966 | loss: 4.45024e-05 | val_loss: 3.65782e-05 | Time: 2791.54 ms [2021-10-23 17:23:45 main:574] : INFO : Epoch 1967 | loss: 3.96791e-05 | val_loss: 3.47273e-05 | Time: 2713.87 ms [2021-10-23 17:23:47 main:574] : INFO : Epoch 1968 | loss: 3.97404e-05 | val_loss: 3.4198e-05 | Time: 2695.19 ms [2021-10-23 17:23:50 main:574] : INFO : Epoch 1969 | loss: 3.89179e-05 | val_loss: 3.39913e-05 | Time: 2986.23 ms [2021-10-23 17:23:53 main:574] : INFO : Epoch 1970 | loss: 4.06807e-05 | val_loss: 4.35739e-05 | Time: 2572.97 ms [2021-10-23 17:23:56 main:574] : INFO : Epoch 1971 | loss: 4.9099e-05 | val_loss: 3.3978e-05 | Time: 3118.17 ms [2021-10-23 17:23:59 main:574] : INFO : Epoch 1972 | loss: 3.98845e-05 | val_loss: 3.49567e-05 | Time: 2580.04 ms [2021-10-23 17:24:02 main:574] : INFO : Epoch 1973 | loss: 3.86753e-05 | val_loss: 3.36705e-05 | Time: 2901.94 ms [2021-10-23 17:24:04 main:574] : INFO : Epoch 1974 | loss: 3.81693e-05 | val_loss: 3.34669e-05 | Time: 2752.52 ms [2021-10-23 17:24:07 main:574] : INFO : Epoch 1975 | loss: 3.87926e-05 | val_loss: 3.60488e-05 | Time: 2788.48 ms [2021-10-23 17:24:10 main:574] : INFO : Epoch 1976 | loss: 3.87417e-05 | val_loss: 3.43907e-05 | Time: 2648.31 ms [2021-10-23 17:24:12 main:574] : INFO : Epoch 1977 | loss: 4.32801e-05 | val_loss: 3.39529e-05 | Time: 2687.47 ms [2021-10-23 17:24:16 main:574] : INFO : Epoch 1978 | loss: 3.97707e-05 | val_loss: 3.40756e-05 | Time: 3181.03 ms [2021-10-23 17:24:18 main:574] : INFO : Epoch 1979 | loss: 3.99939e-05 | val_loss: 3.56454e-05 | Time: 2781.84 ms [2021-10-23 17:24:21 main:574] : INFO : Epoch 1980 | loss: 3.88459e-05 | val_loss: 3.3135e-05 | Time: 2943.87 ms [2021-10-23 17:24:24 main:574] : INFO : Epoch 1981 | loss: 4.56929e-05 | val_loss: 6.63493e-05 | Time: 2703.32 ms [2021-10-23 17:24:27 main:574] : INFO : Epoch 1982 | loss: 4.6282e-05 | val_loss: 3.57218e-05 | Time: 2872.31 ms [2021-10-23 17:24:30 main:574] : INFO : Epoch 1983 | loss: 3.92885e-05 | val_loss: 3.46199e-05 | Time: 2710.63 ms [2021-10-23 17:24:33 main:574] : INFO : Epoch 1984 | loss: 3.93876e-05 | val_loss: 3.40951e-05 | Time: 2771.45 ms [2021-10-23 17:24:35 main:574] : INFO : Epoch 1985 | loss: 3.92391e-05 | val_loss: 3.58145e-05 | Time: 2741.74 ms [2021-10-23 17:24:38 main:574] : INFO : Epoch 1986 | loss: 3.94635e-05 | val_loss: 3.38317e-05 | Time: 2693.46 ms [2021-10-23 17:24:41 main:574] : INFO : Epoch 1987 | loss: 3.87144e-05 | val_loss: 3.44203e-05 | Time: 2959.49 ms [2021-10-23 17:24:44 main:574] : INFO : Epoch 1988 | loss: 4.20551e-05 | val_loss: 3.6176e-05 | Time: 2702.8 ms [2021-10-23 17:24:47 main:574] : INFO : Epoch 1989 | loss: 3.87412e-05 | val_loss: 3.33335e-05 | Time: 3013.54 ms [2021-10-23 17:24:49 main:574] : INFO : Epoch 1990 | loss: 3.91043e-05 | val_loss: 4.16285e-05 | Time: 2712.55 ms [2021-10-23 17:24:52 main:574] : INFO : Epoch 1991 | loss: 4.54966e-05 | val_loss: 3.69952e-05 | Time: 2796.66 ms [2021-10-23 17:24:55 main:574] : INFO : Epoch 1992 | loss: 3.88783e-05 | val_loss: 3.40101e-05 | Time: 2763.06 ms [2021-10-23 17:24:58 main:574] : INFO : Epoch 1993 | loss: 3.78802e-05 | val_loss: 3.2744e-05 | Time: 2644.97 ms [2021-10-23 17:25:00 main:574] : INFO : Epoch 1994 | loss: 3.82328e-05 | val_loss: 3.53403e-05 | Time: 2767.99 ms [2021-10-23 17:25:03 main:574] : INFO : Epoch 1995 | loss: 3.89869e-05 | val_loss: 4.04657e-05 | Time: 2613.3 ms [2021-10-23 17:25:06 main:574] : INFO : Epoch 1996 | loss: 5.24907e-05 | val_loss: 3.976e-05 | Time: 2863.56 ms [2021-10-23 17:25:09 main:574] : INFO : Epoch 1997 | loss: 3.95875e-05 | val_loss: 3.2451e-05 | Time: 2673.83 ms [2021-10-23 17:25:12 main:574] : INFO : Epoch 1998 | loss: 3.77348e-05 | val_loss: 3.27986e-05 | Time: 2940.48 ms [2021-10-23 17:25:14 main:574] : INFO : Epoch 1999 | loss: 3.70622e-05 | val_loss: 3.29743e-05 | Time: 2664.63 ms [2021-10-23 17:25:17 main:574] : INFO : Epoch 2000 | loss: 3.79028e-05 | val_loss: 3.25095e-05 | Time: 2874.32 ms [2021-10-23 17:25:20 main:574] : INFO : Epoch 2001 | loss: 3.87092e-05 | val_loss: 4.28991e-05 | Time: 2778.74 ms [2021-10-23 17:25:23 main:574] : INFO : Epoch 2002 | loss: 4.31968e-05 | val_loss: 3.4279e-05 | Time: 2694.26 ms [2021-10-23 17:25:25 main:574] : INFO : Epoch 2003 | loss: 3.79004e-05 | val_loss: 3.29995e-05 | Time: 2743.61 ms [2021-10-23 17:25:28 main:574] : INFO : Epoch 2004 | loss: 3.74262e-05 | val_loss: 3.35048e-05 | Time: 2632.41 ms [2021-10-23 17:25:31 main:574] : INFO : Epoch 2005 | loss: 3.91921e-05 | val_loss: 4.07271e-05 | Time: 2495.86 ms [2021-10-23 17:25:33 main:574] : INFO : Epoch 2006 | loss: 4.49974e-05 | val_loss: 3.74922e-05 | Time: 2540.23 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2021-10-23 17:33:56 main:435] : INFO : Set logging level to 1 [2021-10-23 17:33:56 main:441] : INFO : Running in BOINC Client mode [2021-10-23 17:33:56 main:444] : INFO : Resolving all filenames [2021-10-23 17:33:56 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 (exists = 1) [2021-10-23 17:33:56 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634614562-4287-0_1_r1573097967_1 (exists = 1) [2021-10-23 17:33:56 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityModified-1634614562-4287-0_1_r1573097967_0 (exists = 0) [2021-10-23 17:33:56 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-10-23 17:33:56 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-10-23 17:33:56 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 [2021-10-23 17:33:56 main:474] : INFO : Configuration: [2021-10-23 17:33:56 main:475] : INFO : Model type: GRU [2021-10-23 17:33:56 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-10-23 17:33:56 main:477] : INFO : Max Epochs: 2048 [2021-10-23 17:33:56 main:478] : INFO : Batch Size: 128 [2021-10-23 17:33:56 main:479] : INFO : Learning Rate: 0.01 [2021-10-23 17:33:56 main:480] : INFO : Patience: 10 [2021-10-23 17:33:56 main:481] : INFO : Hidden Width: 12 [2021-10-23 17:33:56 main:482] : INFO : # Recurrent Layers: 4 [2021-10-23 17:33:56 main:483] : INFO : # Backend Layers: 4 [2021-10-23 17:33:56 main:484] : INFO : # Threads: 1 [2021-10-23 17:33:56 main:486] : INFO : Preparing Dataset [2021-10-23 17:33:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:33:56 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:33:58 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-10-23 17:33:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:33:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityModified-train-val-dataset.hdf5 into memory [2021-10-23 17:33:59 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-10-23 17:33:59 main:494] : INFO : Creating Model [2021-10-23 17:33:59 main:507] : INFO : Preparing config file [2021-10-23 17:33:59 main:511] : INFO : Found checkpoint, attempting to load... [2021-10-23 17:33:59 main:512] : INFO : Loading config [2021-10-23 17:33:59 main:514] : INFO : Loading state [2021-10-23 17:34:01 main:559] : INFO : Loading DataLoader into Memory [2021-10-23 17:34:01 main:562] : INFO : Starting Training [2021-10-23 17:34:04 main:574] : INFO : Epoch 1973 | loss: 0.00300666 | val_loss: 0.000914074 | Time: 2731.47 ms [2021-10-23 17:34:06 main:574] : INFO : Epoch 1974 | loss: 0.000460546 | val_loss: 0.000261354 | Time: 2512.22 ms [2021-10-23 17:34:08 main:574] : INFO : Epoch 1975 | loss: 0.000141816 | val_loss: 8.28328e-05 | Time: 2221.18 ms [2021-10-23 17:34:11 main:574] : INFO : Epoch 1976 | loss: 7.52581e-05 | val_loss: 5.70404e-05 | Time: 2371.73 ms [2021-10-23 17:34:12 main:574] : INFO : Epoch 1977 | loss: 5.53731e-05 | val_loss: 4.57733e-05 | Time: 1482.96 ms [2021-10-23 17:34:13 main:574] : INFO : Epoch 1978 | loss: 4.87757e-05 | val_loss: 4.21354e-05 | Time: 1228 ms [2021-10-23 17:34:15 main:574] : INFO : Epoch 1979 | loss: 4.60798e-05 | val_loss: 4.00734e-05 | Time: 1451.11 ms [2021-10-23 17:34:16 main:574] : INFO : Epoch 1980 | loss: 4.44332e-05 | val_loss: 3.88742e-05 | Time: 1514.42 ms [2021-10-23 17:34:18 main:574] : INFO : Epoch 1981 | loss: 4.32989e-05 | val_loss: 3.8026e-05 | Time: 1415.8 ms [2021-10-23 17:34:19 main:574] : INFO : Epoch 1982 | loss: 4.23569e-05 | val_loss: 3.72328e-05 | Time: 1274.62 ms [2021-10-23 17:34:21 main:574] : INFO : Epoch 1983 | loss: 4.15904e-05 | val_loss: 3.65951e-05 | Time: 1493.58 ms [2021-10-23 17:34:22 main:574] : INFO : Epoch 1984 | loss: 4.09908e-05 | val_loss: 3.61639e-05 | Time: 1461.6 ms [2021-10-23 17:34:23 main:574] : INFO : Epoch 1985 | loss: 4.05759e-05 | val_loss: 3.57916e-05 | Time: 1246.3 ms [2021-10-23 17:34:25 main:574] : INFO : Epoch 1986 | loss: 4.02064e-05 | val_loss: 3.55321e-05 | Time: 1420.29 ms [2021-10-23 17:34:26 main:574] : INFO : Epoch 1987 | loss: 3.99457e-05 | val_loss: 3.53137e-05 | Time: 1444.4 ms [2021-10-23 17:34:28 main:574] : INFO : Epoch 1988 | loss: 3.97303e-05 | val_loss: 3.50349e-05 | Time: 1456.68 ms [2021-10-23 17:34:29 main:574] : INFO : Epoch 1989 | loss: 3.9541e-05 | val_loss: 3.49805e-05 | Time: 1291.07 ms [2021-10-23 17:34:31 main:574] : INFO : Epoch 1990 | loss: 3.93607e-05 | val_loss: 3.47605e-05 | Time: 1476.1 ms [2021-10-23 17:34:32 main:574] : INFO : Epoch 1991 | loss: 3.92159e-05 | val_loss: 3.46646e-05 | Time: 1493.26 ms [2021-10-23 17:34:33 main:574] : INFO : Epoch 1992 | loss: 3.9136e-05 | val_loss: 3.45981e-05 | Time: 1303.17 ms [2021-10-23 17:34:35 main:574] : INFO : Epoch 1993 | loss: 3.9019e-05 | val_loss: 3.4513e-05 | Time: 1362.84 ms [2021-10-23 17:34:36 main:574] : INFO : Epoch 1994 | loss: 3.89364e-05 | val_loss: 3.43474e-05 | Time: 1526.01 ms [2021-10-23 17:34:38 main:574] : INFO : Epoch 1995 | loss: 3.88485e-05 | val_loss: 3.42489e-05 | Time: 1480.36 ms [2021-10-23 17:34:39 main:574] : INFO : Epoch 1996 | loss: 3.87429e-05 | val_loss: 3.41578e-05 | Time: 1231.92 ms [2021-10-23 17:34:40 main:574] : INFO : Epoch 1997 | loss: 3.86724e-05 | val_loss: 3.41807e-05 | Time: 1504.69 ms [2021-10-23 17:34:42 main:574] : INFO : Epoch 1998 | loss: 3.86062e-05 | val_loss: 3.4209e-05 | Time: 1477.76 ms [2021-10-23 17:34:43 main:574] : INFO : Epoch 1999 | loss: 3.8576e-05 | val_loss: 3.39746e-05 | Time: 1349.38 ms [2021-10-23 17:34:45 main:574] : INFO : Epoch 2000 | loss: 3.84567e-05 | val_loss: 3.3942e-05 | Time: 1404.43 ms [2021-10-23 17:34:46 main:574] : INFO : Epoch 2001 | loss: 3.84082e-05 | val_loss: 3.38997e-05 | Time: 1550.36 ms [2021-10-23 17:34:48 main:574] : INFO : Epoch 2002 | loss: 3.83392e-05 | val_loss: 3.37828e-05 | Time: 1499.37 ms [2021-10-23 17:34:49 main:574] : INFO : Epoch 2003 | loss: 3.82801e-05 | val_loss: 3.3693e-05 | Time: 1286.12 ms [2021-10-23 17:34:51 main:574] : INFO : Epoch 2004 | loss: 3.82475e-05 | val_loss: 3.39028e-05 | Time: 1498.37 ms [2021-10-23 17:34:52 main:574] : INFO : Epoch 2005 | loss: 3.81797e-05 | val_loss: 3.36445e-05 | Time: 1491.93 ms [2021-10-23 17:34:53 main:574] : INFO : Epoch 2006 | loss: 3.81219e-05 | val_loss: 3.35378e-05 | Time: 1322.15 ms [2021-10-23 17:34:55 main:574] : INFO : Epoch 2007 | loss: 3.80841e-05 | val_loss: 3.37177e-05 | Time: 1469.28 ms [2021-10-23 17:34:56 main:574] : INFO : Epoch 2008 | loss: 3.8063e-05 | val_loss: 3.35285e-05 | Time: 1568.93 ms [2021-10-23 17:34:58 main:574] : INFO : Epoch 2009 | loss: 3.79817e-05 | val_loss: 3.34214e-05 | Time: 1465.24 ms [2021-10-23 17:34:59 main:574] : INFO : Epoch 2010 | loss: 3.79487e-05 | val_loss: 3.35223e-05 | Time: 1276.79 ms [2021-10-23 17:35:01 main:574] : INFO : Epoch 2011 | loss: 3.79264e-05 | val_loss: 3.34632e-05 | Time: 1670.47 ms [2021-10-23 17:35:03 main:574] : INFO : Epoch 2012 | loss: 3.78507e-05 | val_loss: 3.33442e-05 | Time: 1966.15 ms [2021-10-23 17:35:04 main:574] : INFO : Epoch 2013 | loss: 3.78004e-05 | val_loss: 3.32548e-05 | Time: 1545.76 ms [2021-10-23 17:35:06 main:574] : INFO : Epoch 2014 | loss: 3.77505e-05 | val_loss: 3.32829e-05 | Time: 1531.05 ms [2021-10-23 17:35:07 main:574] : INFO : Epoch 2015 | loss: 3.77033e-05 | val_loss: 3.32666e-05 | Time: 1479.52 ms [2021-10-23 17:35:09 main:574] : INFO : Epoch 2016 | loss: 3.76722e-05 | val_loss: 3.31658e-05 | Time: 1230.19 ms [2021-10-23 17:35:10 main:574] : INFO : Epoch 2017 | loss: 3.76294e-05 | val_loss: 3.31555e-05 | Time: 1494.99 ms [2021-10-23 17:35:12 main:574] : INFO : Epoch 2018 | loss: 3.75911e-05 | val_loss: 3.3122e-05 | Time: 1557.99 ms [2021-10-23 17:35:13 main:574] : INFO : Epoch 2019 | loss: 3.76227e-05 | val_loss: 3.31026e-05 | Time: 1383.33 ms [2021-10-23 17:35:15 main:574] : INFO : Epoch 2020 | loss: 3.75219e-05 | val_loss: 3.30636e-05 | Time: 1342.23 ms [2021-10-23 17:35:16 main:574] : INFO : Epoch 2021 | loss: 3.74853e-05 | val_loss: 3.2977e-05 | Time: 1481.19 ms [2021-10-23 17:35:18 main:574] : INFO : Epoch 2022 | loss: 3.74386e-05 | val_loss: 3.29434e-05 | Time: 1557.69 ms [2021-10-23 17:35:19 main:574] : INFO : Epoch 2023 | loss: 3.74402e-05 | val_loss: 3.30094e-05 | Time: 1203.72 ms [2021-10-23 17:35:20 main:574] : INFO : Epoch 2024 | loss: 3.7407e-05 | val_loss: 3.29261e-05 | Time: 1537.02 ms [2021-10-23 17:35:22 main:574] : INFO : Epoch 2025 | loss: 3.73834e-05 | val_loss: 3.28845e-05 | Time: 1505.94 ms [2021-10-23 17:35:23 main:574] : INFO : Epoch 2026 | loss: 3.73499e-05 | val_loss: 3.27983e-05 | Time: 1355.41 ms [2021-10-23 17:35:25 main:574] : INFO : Epoch 2027 | loss: 3.73323e-05 | val_loss: 3.28235e-05 | Time: 1358.78 ms [2021-10-23 17:35:26 main:574] : INFO : Epoch 2028 | loss: 3.72652e-05 | val_loss: 3.26987e-05 | Time: 1501.86 ms [2021-10-23 17:35:28 main:574] : INFO : Epoch 2029 | loss: 3.72254e-05 | val_loss: 3.27099e-05 | Time: 1515.92 ms [2021-10-23 17:35:29 main:574] : INFO : Epoch 2030 | loss: 3.71897e-05 | val_loss: 3.27415e-05 | Time: 1233.2 ms [2021-10-23 17:35:30 main:574] : INFO : Epoch 2031 | loss: 3.71867e-05 | val_loss: 3.28328e-05 | Time: 1513.69 ms [2021-10-23 17:35:32 main:574] : INFO : Epoch 2032 | loss: 3.71707e-05 | val_loss: 3.26059e-05 | Time: 1466.85 ms [2021-10-23 17:35:33 main:574] : INFO : Epoch 2033 | loss: 3.71478e-05 | val_loss: 3.2549e-05 | Time: 1374.77 ms [2021-10-23 17:35:35 main:574] : INFO : Epoch 2034 | loss: 3.71213e-05 | val_loss: 3.26337e-05 | Time: 1298.75 ms [2021-10-23 17:35:36 main:574] : INFO : Epoch 2035 | loss: 3.70554e-05 | val_loss: 3.25637e-05 | Time: 1497.83 ms [2021-10-23 17:35:38 main:574] : INFO : Epoch 2036 | loss: 3.70168e-05 | val_loss: 3.27026e-05 | Time: 1474.32 ms [2021-10-23 17:35:39 main:574] : INFO : Epoch 2037 | loss: 3.70187e-05 | val_loss: 3.24807e-05 | Time: 1215.43 ms [2021-10-23 17:35:40 main:574] : INFO : Epoch 2038 | loss: 3.72872e-05 | val_loss: 3.31836e-05 | Time: 1475.08 ms [2021-10-23 17:35:42 main:574] : INFO : Epoch 2039 | loss: 3.7129e-05 | val_loss: 3.27733e-05 | Time: 1474.23 ms [2021-10-23 17:35:43 main:574] : INFO : Epoch 2040 | loss: 3.69866e-05 | val_loss: 3.24047e-05 | Time: 1393.71 ms [2021-10-23 17:35:44 main:574] : INFO : Epoch 2041 | loss: 3.69097e-05 | val_loss: 3.23457e-05 | Time: 1315.25 ms [2021-10-23 17:35:46 main:574] : INFO : Epoch 2042 | loss: 3.6851e-05 | val_loss: 3.23702e-05 | Time: 1523.5 ms [2021-10-23 17:35:47 main:574] : INFO : Epoch 2043 | loss: 3.68327e-05 | val_loss: 3.23485e-05 | Time: 1489.97 ms [2021-10-23 17:35:49 main:574] : INFO : Epoch 2044 | loss: 3.70661e-05 | val_loss: 3.23956e-05 | Time: 1249.72 ms [2021-10-23 17:35:50 main:574] : INFO : Epoch 2045 | loss: 3.72157e-05 | val_loss: 3.28509e-05 | Time: 1428.4 ms [2021-10-23 17:35:52 main:574] : INFO : Epoch 2046 | loss: 3.6836e-05 | val_loss: 3.21286e-05 | Time: 1513.23 ms [2021-10-23 17:35:53 main:574] : INFO : Epoch 2047 | loss: 3.68523e-05 | val_loss: 3.3733e-05 | Time: 1412.31 ms [2021-10-23 17:35:54 main:574] : INFO : Epoch 2048 | loss: 3.70846e-05 | val_loss: 3.2276e-05 | Time: 1236.99 ms [2021-10-23 17:35:54 main:597] : INFO : Saving trained model to model-final.pt, val_loss 3.2276e-05 [2021-10-23 17:35:54 main:603] : INFO : Saving end state to config to file [2021-10-23 17:35:54 main:608] : INFO : Success, exiting.. 17:35:54 (12848): 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)