Task 5177596
| Name | ParityMachine-1619581751-32210-0_1 |
| Workunit | 3066380 |
| Created | 11 May 2021, 19:01:14 UTC |
| Sent | 11 May 2021, 21:42:31 UTC |
| Report deadline | 19 May 2021, 21:42:31 UTC |
| Received | 12 May 2021, 23:36:33 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 1764 |
| Run time | 6 hours 56 min 9 sec |
| CPU time | 6 hours 50 min 12 sec |
| Validate state | Valid |
| Credit | 4,160.00 |
| Device peak FLOPS | 9,398.37 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.65 GB |
| Peak swap size | 2.75 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> 0.0311256 | val_loss: 0.0311652 | Time: 12346.6 ms [2021-05-12 14:50:02 main:574] : INFO : Epoch 1785 | loss: 0.031124 | val_loss: 0.0311676 | Time: 12193.7 ms [2021-05-12 14:50:14 main:574] : INFO : Epoch 1786 | loss: 0.0311193 | val_loss: 0.0311682 | Time: 12035.6 ms [2021-05-12 14:50:27 main:574] : INFO : Epoch 1787 | loss: 0.0311181 | val_loss: 0.031168 | Time: 12238 ms [2021-05-12 14:50:39 main:574] : INFO : Epoch 1788 | loss: 0.0311176 | val_loss: 0.0311686 | Time: 12235.9 ms [2021-05-12 14:50:51 main:574] : INFO : Epoch 1789 | loss: 0.0311189 | val_loss: 0.0311642 | Time: 12247.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 15:29:23 main:435] : INFO : Set logging level to 1 [2021-05-12 15:29:23 main:441] : INFO : Running in BOINC Client mode [2021-05-12 15:29:23 main:444] : INFO : Resolving all filenames [2021-05-12 15:29:23 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 15:29:23 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 15:29:23 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 15:29:23 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 15:29:23 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 15:29:23 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 15:29:23 main:474] : INFO : Configuration: [2021-05-12 15:29:23 main:475] : INFO : Model type: GRU [2021-05-12 15:29:23 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 15:29:23 main:477] : INFO : Max Epochs: 2048 [2021-05-12 15:29:23 main:478] : INFO : Batch Size: 128 [2021-05-12 15:29:23 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 15:29:23 main:480] : INFO : Patience: 10 [2021-05-12 15:29:23 main:481] : INFO : Hidden Width: 12 [2021-05-12 15:29:23 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 15:29:23 main:483] : INFO : # Backend Layers: 4 [2021-05-12 15:29:23 main:484] : INFO : # Threads: 1 [2021-05-12 15:29:23 main:486] : INFO : Preparing Dataset [2021-05-12 15:29:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:29:23 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:29:26 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 15:29:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:29:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:29:26 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 15:29:26 main:494] : INFO : Creating Model [2021-05-12 15:29:26 main:507] : INFO : Preparing config file [2021-05-12 15:29:26 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 15:29:26 main:512] : INFO : Loading config [2021-05-12 15:29:26 main:514] : INFO : Loading state [2021-05-12 15:29:28 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 15:29:28 main:562] : INFO : Starting Training [2021-05-12 15:29:40 main:574] : INFO : Epoch 1790 | loss: 0.031306 | val_loss: 0.0312079 | Time: 12642.1 ms [2021-05-12 15:29:53 main:574] : INFO : Epoch 1791 | loss: 0.0311491 | val_loss: 0.0311697 | Time: 12392.6 ms [2021-05-12 15:30:05 main:574] : INFO : Epoch 1792 | loss: 0.0311262 | val_loss: 0.0311676 | Time: 12442.9 ms [2021-05-12 15:30:18 main:574] : INFO : Epoch 1793 | loss: 0.0311186 | val_loss: 0.0311645 | Time: 12475.1 ms [2021-05-12 15:30:30 main:574] : INFO : Epoch 1794 | loss: 0.0311164 | val_loss: 0.0311678 | Time: 12360.6 ms [2021-05-12 15:30:43 main:574] : INFO : Epoch 1795 | loss: 0.0311138 | val_loss: 0.0311677 | Time: 12733.2 ms [2021-05-12 15:30:55 main:574] : INFO : Epoch 1796 | loss: 0.0311134 | val_loss: 0.0311702 | Time: 12391.8 ms [2021-05-12 15:31:08 main:574] : INFO : Epoch 1797 | loss: 0.0311116 | val_loss: 0.0311724 | Time: 12299.4 ms [2021-05-12 15:31:20 main:574] : INFO : Epoch 1798 | loss: 0.031111 | val_loss: 0.0311683 | Time: 12249.5 ms [2021-05-12 15:31:32 main:574] : INFO : Epoch 1799 | loss: 0.0311179 | val_loss: 0.0311742 | Time: 12281.4 ms [2021-05-12 15:31:44 main:574] : INFO : Epoch 1800 | loss: 0.0311145 | val_loss: 0.0311696 | Time: 12259.6 ms [2021-05-12 15:31:57 main:574] : INFO : Epoch 1801 | loss: 0.0311131 | val_loss: 0.0311728 | Time: 12566.6 ms [2021-05-12 15:32:10 main:574] : INFO : Epoch 1802 | loss: 0.0311078 | val_loss: 0.0311776 | Time: 12716.9 ms [2021-05-12 15:32:22 main:574] : INFO : Epoch 1803 | loss: 0.0311068 | val_loss: 0.0311773 | Time: 12222.5 ms [2021-05-12 15:32:35 main:574] : INFO : Epoch 1804 | loss: 0.0311066 | val_loss: 0.0311733 | Time: 12673.5 ms [2021-05-12 15:32:47 main:574] : INFO : Epoch 1805 | loss: 0.0311074 | val_loss: 0.0311821 | Time: 12361.1 ms [2021-05-12 15:32:59 main:574] : INFO : Epoch 1806 | loss: 0.0311044 | val_loss: 0.0311781 | Time: 12133.9 ms [2021-05-12 15:33:12 main:574] : INFO : Epoch 1807 | loss: 0.0311061 | val_loss: 0.0311762 | Time: 12384.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 15:38:19 main:435] : INFO : Set logging level to 1 [2021-05-12 15:38:19 main:441] : INFO : Running in BOINC Client mode [2021-05-12 15:38:19 main:444] : INFO : Resolving all filenames [2021-05-12 15:38:19 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 15:38:19 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 15:38:19 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 15:38:19 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 15:38:19 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 15:38:19 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 15:38:19 main:474] : INFO : Configuration: [2021-05-12 15:38:19 main:475] : INFO : Model type: GRU [2021-05-12 15:38:19 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 15:38:19 main:477] : INFO : Max Epochs: 2048 [2021-05-12 15:38:19 main:478] : INFO : Batch Size: 128 [2021-05-12 15:38:19 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 15:38:19 main:480] : INFO : Patience: 10 [2021-05-12 15:38:19 main:481] : INFO : Hidden Width: 12 [2021-05-12 15:38:19 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 15:38:19 main:483] : INFO : # Backend Layers: 4 [2021-05-12 15:38:19 main:484] : INFO : # Threads: 1 [2021-05-12 15:38:19 main:486] : INFO : Preparing Dataset [2021-05-12 15:38:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:38:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:38:22 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 15:38:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:38:22 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 15:38:23 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 15:38:23 main:494] : INFO : Creating Model [2021-05-12 15:38:23 main:507] : INFO : Preparing config file [2021-05-12 15:38:23 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 15:38:23 main:512] : INFO : Loading config [2021-05-12 15:38:23 main:514] : INFO : Loading state [2021-05-12 15:38:24 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 15:38:24 main:562] : INFO : Starting Training [2021-05-12 15:38:36 main:574] : INFO : Epoch 1805 | loss: 0.0312745 | val_loss: 0.0312242 | Time: 12324.2 ms [2021-05-12 15:38:48 main:574] : INFO : Epoch 1806 | loss: 0.0311573 | val_loss: 0.0311781 | Time: 12029.3 ms [2021-05-12 15:39:01 main:574] : INFO : Epoch 1807 | loss: 0.0311171 | val_loss: 0.0311682 | Time: 12149.6 ms [2021-05-12 15:39:13 main:574] : INFO : Epoch 1808 | loss: 0.0311093 | val_loss: 0.0311711 | Time: 12247 ms [2021-05-12 15:39:25 main:574] : INFO : Epoch 1809 | loss: 0.0311047 | val_loss: 0.031181 | Time: 12312.9 ms [2021-05-12 15:39:37 main:574] : INFO : Epoch 1810 | loss: 0.031103 | val_loss: 0.0311778 | Time: 12222 ms [2021-05-12 15:39:49 main:574] : INFO : Epoch 1811 | loss: 0.0311041 | val_loss: 0.0311754 | Time: 11845.1 ms [2021-05-12 15:40:01 main:574] : INFO : Epoch 1812 | loss: 0.0311005 | val_loss: 0.0311733 | Time: 12054.9 ms [2021-05-12 15:40:13 main:574] : INFO : Epoch 1813 | loss: 0.0311004 | val_loss: 0.0311862 | Time: 12011.8 ms [2021-05-12 15:40:26 main:574] : INFO : Epoch 1814 | loss: 0.0311 | val_loss: 0.0311855 | Time: 12252.8 ms [2021-05-12 15:40:38 main:574] : INFO : Epoch 1815 | loss: 0.0311021 | val_loss: 0.0311814 | Time: 12044.7 ms [2021-05-12 15:40:50 main:574] : INFO : Epoch 1816 | loss: 0.031096 | val_loss: 0.0311829 | Time: 12115.1 ms [2021-05-12 15:41:02 main:574] : INFO : Epoch 1817 | loss: 0.0310938 | val_loss: 0.0311844 | Time: 11992.6 ms [2021-05-12 15:41:14 main:574] : INFO : Epoch 1818 | loss: 0.0310922 | val_loss: 0.0311855 | Time: 11982.3 ms [2021-05-12 15:41:26 main:574] : INFO : Epoch 1819 | loss: 0.0310941 | val_loss: 0.0311862 | Time: 11989.6 ms [2021-05-12 15:41:38 main:574] : INFO : Epoch 1820 | loss: 0.0310983 | val_loss: 0.0311879 | Time: 12128.6 ms [2021-05-12 15:41:50 main:574] : INFO : Epoch 1821 | loss: 0.0311031 | val_loss: 0.0311955 | Time: 12227.1 ms [2021-05-12 15:42:02 main:574] : INFO : Epoch 1822 | loss: 0.0310988 | val_loss: 0.0311865 | Time: 12075.2 ms [2021-05-12 15:42:15 main:574] : INFO : Epoch 1823 | loss: 0.0310975 | val_loss: 0.03119 | Time: 12100.8 ms [2021-05-12 15:42:26 main:574] : INFO : Epoch 1824 | loss: 0.0311004 | val_loss: 0.0311802 | Time: 11897 ms [2021-05-12 15:42:38 main:574] : INFO : Epoch 1825 | loss: 0.0310937 | val_loss: 0.0311874 | Time: 12051.2 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 16:06:35 main:435] : INFO : Set logging level to 1 [2021-05-12 16:06:35 main:441] : INFO : Running in BOINC Client mode [2021-05-12 16:06:35 main:444] : INFO : Resolving all filenames [2021-05-12 16:06:35 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 16:06:35 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 16:06:35 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 16:06:35 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 16:06:35 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 16:06:35 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 16:06:35 main:474] : INFO : Configuration: [2021-05-12 16:06:35 main:475] : INFO : Model type: GRU [2021-05-12 16:06:35 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 16:06:35 main:477] : INFO : Max Epochs: 2048 [2021-05-12 16:06:35 main:478] : INFO : Batch Size: 128 [2021-05-12 16:06:35 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 16:06:35 main:480] : INFO : Patience: 10 [2021-05-12 16:06:35 main:481] : INFO : Hidden Width: 12 [2021-05-12 16:06:35 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 16:06:35 main:483] : INFO : # Backend Layers: 4 [2021-05-12 16:06:35 main:484] : INFO : # Threads: 1 [2021-05-12 16:06:35 main:486] : INFO : Preparing Dataset [2021-05-12 16:06:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:06:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:06:39 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 16:06:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:06:39 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:06:39 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 16:06:39 main:494] : INFO : Creating Model [2021-05-12 16:06:39 main:507] : INFO : Preparing config file [2021-05-12 16:06:39 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 16:06:39 main:512] : INFO : Loading config [2021-05-12 16:06:39 main:514] : INFO : Loading state [2021-05-12 16:06:40 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 16:06:41 main:562] : INFO : Starting Training [2021-05-12 16:06:53 main:574] : INFO : Epoch 1825 | loss: 0.0313344 | val_loss: 0.0312499 | Time: 12618.5 ms [2021-05-12 16:07:05 main:574] : INFO : Epoch 1826 | loss: 0.0312207 | val_loss: 0.031197 | Time: 11896.8 ms [2021-05-12 16:07:17 main:574] : INFO : Epoch 1827 | loss: 0.0311473 | val_loss: 0.0311861 | Time: 12208.6 ms [2021-05-12 16:07:29 main:574] : INFO : Epoch 1828 | loss: 0.0311257 | val_loss: 0.0311791 | Time: 11881.2 ms [2021-05-12 16:07:41 main:574] : INFO : Epoch 1829 | loss: 0.031107 | val_loss: 0.0311835 | Time: 11832.3 ms [2021-05-12 16:07:53 main:574] : INFO : Epoch 1830 | loss: 0.0311008 | val_loss: 0.0311866 | Time: 12261.1 ms [2021-05-12 16:08:06 main:574] : INFO : Epoch 1831 | loss: 0.0310974 | val_loss: 0.0311882 | Time: 12102.2 ms [2021-05-12 16:08:18 main:574] : INFO : Epoch 1832 | loss: 0.0310977 | val_loss: 0.0311828 | Time: 12114.6 ms [2021-05-12 16:08:30 main:574] : INFO : Epoch 1833 | loss: 0.0310954 | val_loss: 0.0311925 | Time: 11938.6 ms [2021-05-12 16:08:42 main:574] : INFO : Epoch 1834 | loss: 0.0310924 | val_loss: 0.0311839 | Time: 11922.4 ms [2021-05-12 16:08:54 main:574] : INFO : Epoch 1835 | loss: 0.0310893 | val_loss: 0.0311886 | Time: 12001.9 ms [2021-05-12 16:09:06 main:574] : INFO : Epoch 1836 | loss: 0.0310918 | val_loss: 0.0311839 | Time: 11928.4 ms [2021-05-12 16:09:18 main:574] : INFO : Epoch 1837 | loss: 0.0310909 | val_loss: 0.0311976 | Time: 11946.9 ms [2021-05-12 16:09:30 main:574] : INFO : Epoch 1838 | loss: 0.0310909 | val_loss: 0.0311943 | Time: 11926.1 ms [2021-05-12 16:09:42 main:574] : INFO : Epoch 1839 | loss: 0.0310885 | val_loss: 0.0312052 | Time: 11838.1 ms [2021-05-12 16:09:53 main:574] : INFO : Epoch 1840 | loss: 0.0310841 | val_loss: 0.0311914 | Time: 11943.5 ms [2021-05-12 16:10:06 main:574] : INFO : Epoch 1841 | loss: 0.0310892 | val_loss: 0.0311983 | Time: 12083.9 ms [2021-05-12 16:10:18 main:574] : INFO : Epoch 1842 | loss: 0.0310968 | val_loss: 0.031194 | Time: 12129 ms [2021-05-12 16:10:30 main:574] : INFO : Epoch 1843 | loss: 0.0310947 | val_loss: 0.031195 | Time: 12097.4 ms [2021-05-12 16:10:42 main:574] : INFO : Epoch 1844 | loss: 0.0310883 | val_loss: 0.0311902 | Time: 11688.5 ms [2021-05-12 16:10:53 main:574] : INFO : Epoch 1845 | loss: 0.0311028 | val_loss: 0.0311835 | Time: 11850.6 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 16:15:58 main:435] : INFO : Set logging level to 1 [2021-05-12 16:15:58 main:441] : INFO : Running in BOINC Client mode [2021-05-12 16:15:58 main:444] : INFO : Resolving all filenames [2021-05-12 16:15:58 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 16:15:58 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 16:15:58 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 16:15:58 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 16:15:58 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 16:15:58 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 16:15:58 main:474] : INFO : Configuration: [2021-05-12 16:15:58 main:475] : INFO : Model type: GRU [2021-05-12 16:15:58 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 16:15:58 main:477] : INFO : Max Epochs: 2048 [2021-05-12 16:15:58 main:478] : INFO : Batch Size: 128 [2021-05-12 16:15:58 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 16:15:58 main:480] : INFO : Patience: 10 [2021-05-12 16:15:58 main:481] : INFO : Hidden Width: 12 [2021-05-12 16:15:58 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 16:15:58 main:483] : INFO : # Backend Layers: 4 [2021-05-12 16:15:58 main:484] : INFO : # Threads: 1 [2021-05-12 16:15:58 main:486] : INFO : Preparing Dataset [2021-05-12 16:15:58 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:15:59 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:16:01 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 16:16:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:16:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:16:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 16:16:02 main:494] : INFO : Creating Model [2021-05-12 16:16:02 main:507] : INFO : Preparing config file [2021-05-12 16:16:02 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 16:16:02 main:512] : INFO : Loading config [2021-05-12 16:16:02 main:514] : INFO : Loading state [2021-05-12 16:16:03 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 16:16:03 main:562] : INFO : Starting Training [2021-05-12 16:16:15 main:574] : INFO : Epoch 1846 | loss: 0.0313888 | val_loss: 0.0312243 | Time: 12361.3 ms [2021-05-12 16:16:27 main:574] : INFO : Epoch 1847 | loss: 0.0311905 | val_loss: 0.0311841 | Time: 11968.4 ms [2021-05-12 16:16:39 main:574] : INFO : Epoch 1848 | loss: 0.0311314 | val_loss: 0.0311768 | Time: 11924.9 ms [2021-05-12 16:16:51 main:574] : INFO : Epoch 1849 | loss: 0.0311094 | val_loss: 0.0311806 | Time: 11906.6 ms [2021-05-12 16:17:03 main:574] : INFO : Epoch 1850 | loss: 0.0311008 | val_loss: 0.0311831 | Time: 12164.6 ms [2021-05-12 16:17:16 main:574] : INFO : Epoch 1851 | loss: 0.0310939 | val_loss: 0.0311961 | Time: 12469.5 ms [2021-05-12 16:17:28 main:574] : INFO : Epoch 1852 | loss: 0.031086 | val_loss: 0.0311945 | Time: 12144.2 ms [2021-05-12 16:17:40 main:574] : INFO : Epoch 1853 | loss: 0.0310877 | val_loss: 0.0311911 | Time: 12125.1 ms [2021-05-12 16:17:52 main:574] : INFO : Epoch 1854 | loss: 0.0310844 | val_loss: 0.0311905 | Time: 11866.3 ms [2021-05-12 16:18:04 main:574] : INFO : Epoch 1855 | loss: 0.0310844 | val_loss: 0.0311904 | Time: 12258.9 ms [2021-05-12 16:18:16 main:574] : INFO : Epoch 1856 | loss: 0.031086 | val_loss: 0.0311978 | Time: 11960.3 ms [2021-05-12 16:18:29 main:574] : INFO : Epoch 1857 | loss: 0.0310866 | val_loss: 0.0311869 | Time: 12083.1 ms [2021-05-12 16:18:41 main:574] : INFO : Epoch 1858 | loss: 0.0310923 | val_loss: 0.0311933 | Time: 11984.4 ms [2021-05-12 16:18:53 main:574] : INFO : Epoch 1859 | loss: 0.0310899 | val_loss: 0.0311808 | Time: 12130.3 ms [2021-05-12 16:19:05 main:574] : INFO : Epoch 1860 | loss: 0.0310969 | val_loss: 0.0311914 | Time: 12275.9 ms [2021-05-12 16:19:17 main:574] : INFO : Epoch 1861 | loss: 0.0310851 | val_loss: 0.0311957 | Time: 11936.9 ms [2021-05-12 16:19:29 main:574] : INFO : Epoch 1862 | loss: 0.0310839 | val_loss: 0.0311846 | Time: 11930.4 ms [2021-05-12 16:19:41 main:574] : INFO : Epoch 1863 | loss: 0.0310858 | val_loss: 0.0311878 | Time: 11842.5 ms [2021-05-12 16:19:53 main:574] : INFO : Epoch 1864 | loss: 0.0310827 | val_loss: 0.031194 | Time: 12083.4 ms [2021-05-12 16:20:05 main:574] : INFO : Epoch 1865 | loss: 0.0310794 | val_loss: 0.031194 | Time: 12229.6 ms [2021-05-12 16:20:17 main:574] : INFO : Epoch 1866 | loss: 0.0310791 | val_loss: 0.0311992 | Time: 12152.3 ms [2021-05-12 16:20:29 main:574] : INFO : Epoch 1867 | loss: 0.0310822 | val_loss: 0.0311985 | Time: 11906 ms [2021-05-12 16:20:41 main:574] : INFO : Epoch 1868 | loss: 0.0310798 | val_loss: 0.0311944 | Time: 11817.1 ms [2021-05-12 16:20:53 main:574] : INFO : Epoch 1869 | loss: 0.0310774 | val_loss: 0.0311954 | Time: 12040.8 ms [2021-05-12 16:21:06 main:574] : INFO : Epoch 1870 | loss: 0.0310839 | val_loss: 0.0311838 | Time: 12168.2 ms [2021-05-12 16:21:18 main:574] : INFO : Epoch 1871 | loss: 0.0310835 | val_loss: 0.0311895 | Time: 12056.3 ms [2021-05-12 16:21:30 main:574] : INFO : Epoch 1872 | loss: 0.03108 | val_loss: 0.0312015 | Time: 12406.5 ms [2021-05-12 16:21:43 main:574] : INFO : Epoch 1873 | loss: 0.0310768 | val_loss: 0.0311951 | Time: 12401 ms [2021-05-12 16:21:55 main:574] : INFO : Epoch 1874 | loss: 0.0310785 | val_loss: 0.0311913 | Time: 12522.2 ms [2021-05-12 16:22:08 main:574] : INFO : Epoch 1875 | loss: 0.0310774 | val_loss: 0.031208 | Time: 12531.4 ms [2021-05-12 16:22:20 main:574] : INFO : Epoch 1876 | loss: 0.0310821 | val_loss: 0.0311915 | Time: 12341.8 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 16:29:53 main:435] : INFO : Set logging level to 1 [2021-05-12 16:29:53 main:441] : INFO : Running in BOINC Client mode [2021-05-12 16:29:53 main:444] : INFO : Resolving all filenames [2021-05-12 16:29:54 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 16:29:54 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 16:29:54 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 16:29:54 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 16:29:54 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 16:29:54 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 16:29:54 main:474] : INFO : Configuration: [2021-05-12 16:29:54 main:475] : INFO : Model type: GRU [2021-05-12 16:29:54 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 16:29:54 main:477] : INFO : Max Epochs: 2048 [2021-05-12 16:29:54 main:478] : INFO : Batch Size: 128 [2021-05-12 16:29:54 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 16:29:54 main:480] : INFO : Patience: 10 [2021-05-12 16:29:54 main:481] : INFO : Hidden Width: 12 [2021-05-12 16:29:54 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 16:29:54 main:483] : INFO : # Backend Layers: 4 [2021-05-12 16:29:54 main:484] : INFO : # Threads: 1 [2021-05-12 16:29:54 main:486] : INFO : Preparing Dataset [2021-05-12 16:29:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:29:54 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:29:57 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 16:29:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:29:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:29:57 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 16:29:57 main:494] : INFO : Creating Model [2021-05-12 16:29:58 main:507] : INFO : Preparing config file [2021-05-12 16:29:58 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 16:29:58 main:512] : INFO : Loading config [2021-05-12 16:29:58 main:514] : INFO : Loading state [2021-05-12 16:29:59 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 16:29:59 main:562] : INFO : Starting Training [2021-05-12 16:30:11 main:574] : INFO : Epoch 1876 | loss: 0.0312292 | val_loss: 0.0312138 | Time: 12458.2 ms [2021-05-12 16:30:23 main:574] : INFO : Epoch 1877 | loss: 0.0311262 | val_loss: 0.0311901 | Time: 12050.9 ms [2021-05-12 16:30:35 main:574] : INFO : Epoch 1878 | loss: 0.0310949 | val_loss: 0.0311987 | Time: 12101 ms [2021-05-12 16:30:47 main:574] : INFO : Epoch 1879 | loss: 0.0310814 | val_loss: 0.0312076 | Time: 12185 ms [2021-05-12 16:31:00 main:574] : INFO : Epoch 1880 | loss: 0.0310791 | val_loss: 0.031207 | Time: 12395.6 ms [2021-05-12 16:31:12 main:574] : INFO : Epoch 1881 | loss: 0.0310846 | val_loss: 0.0311967 | Time: 12050.9 ms [2021-05-12 16:31:24 main:574] : INFO : Epoch 1882 | loss: 0.0310807 | val_loss: 0.0311975 | Time: 11993 ms [2021-05-12 16:31:36 main:574] : INFO : Epoch 1883 | loss: 0.0310764 | val_loss: 0.0311964 | Time: 12071.6 ms [2021-05-12 16:31:48 main:574] : INFO : Epoch 1884 | loss: 0.0310756 | val_loss: 0.0312104 | Time: 12214.3 ms [2021-05-12 16:32:00 main:574] : INFO : Epoch 1885 | loss: 0.0310748 | val_loss: 0.0312039 | Time: 12319.2 ms [2021-05-12 16:32:13 main:574] : INFO : Epoch 1886 | loss: 0.0310715 | val_loss: 0.031201 | Time: 12107.6 ms [2021-05-12 16:32:25 main:574] : INFO : Epoch 1887 | loss: 0.0310769 | val_loss: 0.0312007 | Time: 12424.8 ms [2021-05-12 16:32:37 main:574] : INFO : Epoch 1888 | loss: 0.0310746 | val_loss: 0.0312071 | Time: 12204.7 ms [2021-05-12 16:32:49 main:574] : INFO : Epoch 1889 | loss: 0.0310705 | val_loss: 0.0312086 | Time: 12008.1 ms [2021-05-12 16:33:02 main:574] : INFO : Epoch 1890 | loss: 0.0310681 | val_loss: 0.0311968 | Time: 12092.6 ms [2021-05-12 16:33:14 main:574] : INFO : Epoch 1891 | loss: 0.0310696 | val_loss: 0.0312246 | Time: 12050.8 ms [2021-05-12 16:33:26 main:574] : INFO : Epoch 1892 | loss: 0.031074 | val_loss: 0.0312161 | Time: 12213.5 ms [2021-05-12 16:33:38 main:574] : INFO : Epoch 1893 | loss: 0.0310779 | val_loss: 0.0312115 | Time: 12165 ms [2021-05-12 16:33:50 main:574] : INFO : Epoch 1894 | loss: 0.0310798 | val_loss: 0.0312098 | Time: 12109.8 ms [2021-05-12 16:34:02 main:574] : INFO : Epoch 1895 | loss: 0.0310764 | val_loss: 0.0312176 | Time: 12148.2 ms [2021-05-12 16:34:14 main:574] : INFO : Epoch 1896 | loss: 0.0310724 | val_loss: 0.0311947 | Time: 12040.1 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 16:39:16 main:435] : INFO : Set logging level to 1 [2021-05-12 16:39:16 main:441] : INFO : Running in BOINC Client mode [2021-05-12 16:39:16 main:444] : INFO : Resolving all filenames [2021-05-12 16:39:16 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 16:39:16 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 16:39:16 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 16:39:16 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 16:39:16 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 16:39:16 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 16:39:16 main:474] : INFO : Configuration: [2021-05-12 16:39:16 main:475] : INFO : Model type: GRU [2021-05-12 16:39:16 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 16:39:16 main:477] : INFO : Max Epochs: 2048 [2021-05-12 16:39:16 main:478] : INFO : Batch Size: 128 [2021-05-12 16:39:16 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 16:39:16 main:480] : INFO : Patience: 10 [2021-05-12 16:39:16 main:481] : INFO : Hidden Width: 12 [2021-05-12 16:39:16 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 16:39:16 main:483] : INFO : # Backend Layers: 4 [2021-05-12 16:39:16 main:484] : INFO : # Threads: 1 [2021-05-12 16:39:17 main:486] : INFO : Preparing Dataset [2021-05-12 16:39:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:39:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:39:20 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 16:39:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:39:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:39:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 16:39:20 main:494] : INFO : Creating Model [2021-05-12 16:39:20 main:507] : INFO : Preparing config file [2021-05-12 16:39:20 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 16:39:20 main:512] : INFO : Loading config [2021-05-12 16:39:20 main:514] : INFO : Loading state [2021-05-12 16:39:21 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 16:39:21 main:562] : INFO : Starting Training [2021-05-12 16:39:33 main:574] : INFO : Epoch 1896 | loss: 0.0312122 | val_loss: 0.0312043 | Time: 12422.4 ms [2021-05-12 16:39:46 main:574] : INFO : Epoch 1897 | loss: 0.031106 | val_loss: 0.0311946 | Time: 12227.9 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 16:58:04 main:435] : INFO : Set logging level to 1 [2021-05-12 16:58:04 main:441] : INFO : Running in BOINC Client mode [2021-05-12 16:58:04 main:444] : INFO : Resolving all filenames [2021-05-12 16:58:04 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 16:58:04 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 16:58:04 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 16:58:04 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 16:58:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 16:58:04 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 16:58:04 main:474] : INFO : Configuration: [2021-05-12 16:58:04 main:475] : INFO : Model type: GRU [2021-05-12 16:58:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 16:58:04 main:477] : INFO : Max Epochs: 2048 [2021-05-12 16:58:04 main:478] : INFO : Batch Size: 128 [2021-05-12 16:58:04 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 16:58:04 main:480] : INFO : Patience: 10 [2021-05-12 16:58:04 main:481] : INFO : Hidden Width: 12 [2021-05-12 16:58:04 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 16:58:04 main:483] : INFO : # Backend Layers: 4 [2021-05-12 16:58:04 main:484] : INFO : # Threads: 1 [2021-05-12 16:58:04 main:486] : INFO : Preparing Dataset [2021-05-12 16:58:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:58:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:58:07 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 16:58:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:58:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 16:58:08 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 16:58:08 main:494] : INFO : Creating Model [2021-05-12 16:58:08 main:507] : INFO : Preparing config file [2021-05-12 16:58:08 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 16:58:08 main:512] : INFO : Loading config [2021-05-12 16:58:08 main:514] : INFO : Loading state [2021-05-12 16:58:09 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 16:58:09 main:562] : INFO : Starting Training [2021-05-12 16:58:21 main:574] : INFO : Epoch 1896 | loss: 0.0312425 | val_loss: 0.0312154 | Time: 12106.8 ms [2021-05-12 16:58:33 main:574] : INFO : Epoch 1897 | loss: 0.0311217 | val_loss: 0.0311891 | Time: 11937.7 ms [2021-05-12 16:58:45 main:574] : INFO : Epoch 1898 | loss: 0.0311005 | val_loss: 0.0311902 | Time: 11869.1 ms [2021-05-12 16:58:57 main:574] : INFO : Epoch 1899 | loss: 0.0310913 | val_loss: 0.0311973 | Time: 11994.6 ms [2021-05-12 16:59:08 main:574] : INFO : Epoch 1900 | loss: 0.0310833 | val_loss: 0.0312005 | Time: 11797.4 ms [2021-05-12 16:59:21 main:574] : INFO : Epoch 1901 | loss: 0.0310856 | val_loss: 0.0311959 | Time: 12056.6 ms [2021-05-12 16:59:33 main:574] : INFO : Epoch 1902 | loss: 0.0310802 | val_loss: 0.0311958 | Time: 12022.1 ms [2021-05-12 16:59:44 main:574] : INFO : Epoch 1903 | loss: 0.0310754 | val_loss: 0.0312078 | Time: 11847.1 ms [2021-05-12 16:59:56 main:574] : INFO : Epoch 1904 | loss: 0.0310682 | val_loss: 0.031224 | Time: 11735.6 ms [2021-05-12 17:00:08 main:574] : INFO : Epoch 1905 | loss: 0.0310658 | val_loss: 0.0312023 | Time: 12005.8 ms [2021-05-12 17:00:20 main:574] : INFO : Epoch 1906 | loss: 0.0310687 | val_loss: 0.0312037 | Time: 11954.2 ms [2021-05-12 17:00:32 main:574] : INFO : Epoch 1907 | loss: 0.0310698 | val_loss: 0.0312176 | Time: 11873.4 ms [2021-05-12 17:00:44 main:574] : INFO : Epoch 1908 | loss: 0.0310679 | val_loss: 0.0312049 | Time: 11714.7 ms [2021-05-12 17:00:56 main:574] : INFO : Epoch 1909 | loss: 0.0310717 | val_loss: 0.0312089 | Time: 12085.6 ms [2021-05-12 17:01:08 main:574] : INFO : Epoch 1910 | loss: 0.0310716 | val_loss: 0.0312179 | Time: 11985.5 ms [2021-05-12 17:01:20 main:574] : INFO : Epoch 1911 | loss: 0.03107 | val_loss: 0.031198 | Time: 12009 ms [2021-05-12 17:01:32 main:574] : INFO : Epoch 1912 | loss: 0.0310746 | val_loss: 0.0312098 | Time: 11754.4 ms [2021-05-12 17:01:44 main:574] : INFO : Epoch 1913 | loss: 0.0310688 | val_loss: 0.0312085 | Time: 11820.8 ms [2021-05-12 17:01:55 main:574] : INFO : Epoch 1914 | loss: 0.0310665 | val_loss: 0.0312115 | Time: 11957.4 ms [2021-05-12 17:02:07 main:574] : INFO : Epoch 1915 | loss: 0.0310645 | val_loss: 0.0312133 | Time: 11912.5 ms [2021-05-12 17:02:19 main:574] : INFO : Epoch 1916 | loss: 0.0310672 | val_loss: 0.0312087 | Time: 11797.8 ms Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2021-05-12 17:07:28 main:435] : INFO : Set logging level to 1 [2021-05-12 17:07:28 main:441] : INFO : Running in BOINC Client mode [2021-05-12 17:07:28 main:444] : INFO : Resolving all filenames [2021-05-12 17:07:28 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 (exists = 1) [2021-05-12 17:07:28 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_1 (exists = 1) [2021-05-12 17:07:28 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/ParityMachine-1619581751-32210-0_1_r1422893426_0 (exists = 0) [2021-05-12 17:07:28 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2021-05-12 17:07:28 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 1) [2021-05-12 17:07:28 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 [2021-05-12 17:07:28 main:474] : INFO : Configuration: [2021-05-12 17:07:28 main:475] : INFO : Model type: GRU [2021-05-12 17:07:28 main:476] : INFO : Validation Loss Threshold: 0.0001 [2021-05-12 17:07:28 main:477] : INFO : Max Epochs: 2048 [2021-05-12 17:07:28 main:478] : INFO : Batch Size: 128 [2021-05-12 17:07:28 main:479] : INFO : Learning Rate: 0.01 [2021-05-12 17:07:28 main:480] : INFO : Patience: 10 [2021-05-12 17:07:28 main:481] : INFO : Hidden Width: 12 [2021-05-12 17:07:28 main:482] : INFO : # Recurrent Layers: 4 [2021-05-12 17:07:28 main:483] : INFO : # Backend Layers: 4 [2021-05-12 17:07:28 main:484] : INFO : # Threads: 1 [2021-05-12 17:07:28 main:486] : INFO : Preparing Dataset [2021-05-12 17:07:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 17:07:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 17:07:31 load:106] : INFO : Successfully loaded dataset of 2048 examples into memory. [2021-05-12 17:07:31 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 17:07:31 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/ParityMachine-train-val-dataset.hdf5 into memory [2021-05-12 17:07:31 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2021-05-12 17:07:31 main:494] : INFO : Creating Model [2021-05-12 17:07:31 main:507] : INFO : Preparing config file [2021-05-12 17:07:31 main:511] : INFO : Found checkpoint, attempting to load... [2021-05-12 17:07:31 main:512] : INFO : Loading config [2021-05-12 17:07:31 main:514] : INFO : Loading state [2021-05-12 17:07:32 main:559] : INFO : Loading DataLoader into Memory [2021-05-12 17:07:32 main:562] : INFO : Starting Training [2021-05-12 17:07:45 main:574] : INFO : Epoch 1917 | loss: 0.0312432 | val_loss: 0.0312169 | Time: 12443.9 ms [2021-05-12 17:07:57 main:574] : INFO : Epoch 1918 | loss: 0.0311209 | val_loss: 0.031205 | Time: 11873.6 ms [2021-05-12 17:08:09 main:574] : INFO : Epoch 1919 | loss: 0.0310819 | val_loss: 0.0312088 | Time: 11831.5 ms [2021-05-12 17:08:21 main:574] : INFO : Epoch 1920 | loss: 0.031077 | val_loss: 0.0312191 | Time: 12045.2 ms [2021-05-12 17:08:33 main:574] : INFO : Epoch 1921 | loss: 0.0310787 | val_loss: 0.0312019 | Time: 12029.5 ms [2021-05-12 17:08:45 main:574] : INFO : Epoch 1922 | loss: 0.0310719 | val_loss: 0.0312042 | Time: 12006.5 ms [2021-05-12 17:08:57 main:574] : INFO : Epoch 1923 | loss: 0.0310668 | val_loss: 0.0312219 | Time: 11842.4 ms [2021-05-12 17:09:09 main:574] : INFO : Epoch 1924 | loss: 0.0310672 | val_loss: 0.0312105 | Time: 11885.9 ms [2021-05-12 17:09:21 main:574] : INFO : Epoch 1925 | loss: 0.0310684 | val_loss: 0.0312179 | Time: 12042.6 ms [2021-05-12 17:09:33 main:574] : INFO : Epoch 1926 | loss: 0.0310775 | val_loss: 0.031212 | Time: 11994.5 ms [2021-05-12 17:09:44 main:574] : INFO : Epoch 1927 | loss: 0.0310958 | val_loss: 0.0311844 | Time: 11908.9 ms [2021-05-12 17:09:56 main:574] : INFO : Epoch 1928 | loss: 0.0311041 | val_loss: 0.031191 | Time: 11822.1 ms [2021-05-12 17:10:08 main:574] : INFO : Epoch 1929 | loss: 0.0310863 | val_loss: 0.0311969 | Time: 11986.3 ms [2021-05-12 17:10:20 main:574] : INFO : Epoch 1930 | loss: 0.0310729 | val_loss: 0.031211 | Time: 11905.9 ms [2021-05-12 17:10:32 main:574] : INFO : Epoch 1931 | loss: 0.031073 | val_loss: 0.0312103 | Time: 11955 ms [2021-05-12 17:10:44 main:574] : INFO : Epoch 1932 | loss: 0.0310823 | val_loss: 0.0311882 | Time: 11836.8 ms [2021-05-12 17:10:56 main:574] : INFO : Epoch 1933 | loss: 0.0311282 | val_loss: 0.0311778 | Time: 11848.5 ms [2021-05-12 17:11:08 main:574] : INFO : Epoch 1934 | loss: 0.0311136 | val_loss: 0.0311866 | Time: 12063.5 ms [2021-05-12 17:11:20 main:574] : INFO : Epoch 1935 | loss: 0.0311026 | val_loss: 0.0311875 | Time: 12058.9 ms [2021-05-12 17:11:32 main:574] : INFO : Epoch 1936 | loss: 0.031088 | val_loss: 0.0312022 | Time: 11843.1 ms [2021-05-12 17:11:44 main:574] : INFO : Epoch 1937 | loss: 0.0310799 | val_loss: 0.0311965 | Time: 11794.3 ms [2021-05-12 17:11:56 main:574] : INFO : Epoch 1938 | loss: 0.0310749 | val_loss: 0.0312022 | Time: 12082.7 ms [2021-05-12 17:12:08 main:574] : INFO : Epoch 1939 | loss: 0.0310734 | val_loss: 0.0312132 | Time: 12154.6 ms [2021-05-12 17:12:20 main:574] : INFO : Epoch 1940 | loss: 0.0310726 | val_loss: 0.0312031 | Time: 12060.3 ms [2021-05-12 17:12:32 main:574] : INFO : Epoch 1941 | loss: 0.0310705 | val_loss: 0.0312055 | Time: 11801.5 ms [2021-05-12 17:12:44 main:574] : INFO : Epoch 1942 | loss: 0.0310686 | val_loss: 0.0312122 | Time: 12388.4 ms [2021-05-12 17:12:57 main:574] : INFO : Epoch 1943 | loss: 0.0310643 | val_loss: 0.0312138 | Time: 12417 ms [2021-05-12 17:13:10 main:574] : INFO : Epoch 1944 | loss: 0.0310639 | val_loss: 0.0312021 | Time: 12855.4 ms [2021-05-12 17:13:23 main:574] : INFO : Epoch 1945 | loss: 0.0310608 | val_loss: 0.0312168 | Time: 13830.6 ms [2021-05-12 17:13:36 main:574] : INFO : Epoch 1946 | loss: 0.0310653 | val_loss: 0.0312259 | Time: 12863.4 ms [2021-05-12 17:13:48 main:574] : INFO : Epoch 1947 | loss: 0.0310653 | val_loss: 0.0312135 | Time: 11954.3 ms [2021-05-12 17:14:00 main:574] : INFO : Epoch 1948 | loss: 0.0310712 | val_loss: 0.0312106 | Time: 12037 ms [2021-05-12 17:14:12 main:574] : INFO : Epoch 1949 | loss: 0.0310677 | val_loss: 0.0312016 | Time: 11983.2 ms [2021-05-12 17:14:24 main:574] : INFO : Epoch 1950 | loss: 0.0310736 | val_loss: 0.0312079 | Time: 12037.6 ms [2021-05-12 17:14:36 main:574] : INFO : Epoch 1951 | loss: 0.0310686 | val_loss: 0.0312104 | Time: 11920.4 ms [2021-05-12 17:14:48 main:574] : INFO : Epoch 1952 | loss: 0.0310652 | val_loss: 0.0312009 | Time: 11913 ms [2021-05-12 17:15:00 main:574] : INFO : Epoch 1953 | loss: 0.0310665 | val_loss: 0.031214 | Time: 11995.3 ms [2021-05-12 17:15:12 main:574] : INFO : Epoch 1954 | loss: 0.0310734 | val_loss: 0.0312043 | Time: 12021.2 ms [2021-05-12 17:15:24 main:574] : INFO : Epoch 1955 | loss: 0.0310683 | val_loss: 0.0312153 | Time: 12008.9 ms [2021-05-12 17:15:36 main:574] : INFO : Epoch 1956 | loss: 0.031067 | val_loss: 0.0312079 | Time: 11716 ms [2021-05-12 17:15:48 main:574] : INFO : Epoch 1957 | loss: 0.0310643 | val_loss: 0.0312156 | Time: 12115.6 ms [2021-05-12 17:16:00 main:574] : INFO : Epoch 1958 | loss: 0.0310644 | val_loss: 0.0312151 | Time: 12137.8 ms [2021-05-12 17:16:13 main:574] : INFO : Epoch 1959 | loss: 0.0310643 | val_loss: 0.0312145 | Time: 12084.3 ms [2021-05-12 17:16:24 main:574] : INFO : Epoch 1960 | loss: 0.0310832 | val_loss: 0.0311988 | Time: 11812.4 ms [2021-05-12 17:16:36 main:574] : INFO : Epoch 1961 | loss: 0.0310823 | val_loss: 0.0311922 | Time: 11952 ms [2021-05-12 17:16:48 main:574] : INFO : Epoch 1962 | loss: 0.0310722 | val_loss: 0.0312118 | Time: 11910.3 ms [2021-05-12 17:17:00 main:574] : INFO : Epoch 1963 | loss: 0.0310702 | val_loss: 0.0312026 | Time: 12152.5 ms [2021-05-12 17:17:12 main:574] : INFO : Epoch 1964 | loss: 0.0310685 | val_loss: 0.0312051 | Time: 11937.2 ms [2021-05-12 17:17:24 main:574] : INFO : Epoch 1965 | loss: 0.031063 | val_loss: 0.0312159 | Time: 11900.8 ms [2021-05-12 17:17:37 main:574] : INFO : Epoch 1966 | loss: 0.0310588 | val_loss: 0.0312078 | Time: 12186.1 ms [2021-05-12 17:17:48 main:574] : INFO : Epoch 1967 | loss: 0.0310607 | val_loss: 0.031213 | Time: 11800.1 ms [2021-05-12 17:18:00 main:574] : INFO : Epoch 1968 | loss: 0.0310595 | val_loss: 0.031219 | Time: 12121.5 ms [2021-05-12 17:18:13 main:574] : INFO : Epoch 1969 | loss: 0.031058 | val_loss: 0.0312018 | Time: 12112.1 ms [2021-05-12 17:18:25 main:574] : INFO : Epoch 1970 | loss: 0.0310615 | val_loss: 0.0312069 | Time: 12096.1 ms [2021-05-12 17:18:37 main:574] : INFO : Epoch 1971 | loss: 0.0310616 | val_loss: 0.0312068 | Time: 11967 ms [2021-05-12 17:18:48 main:574] : INFO : Epoch 1972 | loss: 0.0310633 | val_loss: 0.0312241 | Time: 11849.8 ms [2021-05-12 17:19:01 main:574] : INFO : Epoch 1973 | loss: 0.0310599 | val_loss: 0.0312327 | Time: 12392.5 ms [2021-05-12 17:19:13 main:574] : INFO : Epoch 1974 | loss: 0.031058 | val_loss: 0.0312094 | Time: 12121.6 ms [2021-05-12 17:19:25 main:574] : INFO : Epoch 1975 | loss: 0.0310591 | val_loss: 0.0312227 | Time: 12330.6 ms [2021-05-12 17:19:38 main:574] : INFO : Epoch 1976 | loss: 0.0310551 | val_loss: 0.0312096 | Time: 12329.5 ms [2021-05-12 17:19:50 main:574] : INFO : Epoch 1977 | loss: 0.0310577 | val_loss: 0.0312194 | Time: 12139.8 ms [2021-05-12 17:20:02 main:574] : INFO : Epoch 1978 | loss: 0.0310576 | val_loss: 0.0312276 | Time: 12324.7 ms [2021-05-12 17:20:14 main:574] : INFO : Epoch 1979 | loss: 0.0310739 | val_loss: 0.0312087 | Time: 11999.1 ms [2021-05-12 17:20:26 main:574] : INFO : Epoch 1980 | loss: 0.0310687 | val_loss: 0.0311986 | Time: 11941.5 ms [2021-05-12 17:20:39 main:574] : INFO : Epoch 1981 | loss: 0.0310695 | val_loss: 0.0312182 | Time: 12638.1 ms [2021-05-12 17:20:51 main:574] : INFO : Epoch 1982 | loss: 0.0310652 | val_loss: 0.0312133 | Time: 11917 ms [2021-05-12 17:21:03 main:574] : INFO : Epoch 1983 | loss: 0.0310603 | val_loss: 0.0312197 | Time: 12029.3 ms [2021-05-12 17:21:15 main:574] : INFO : Epoch 1984 | loss: 0.0310625 | val_loss: 0.0312052 | Time: 11955.7 ms [2021-05-12 17:21:27 main:574] : INFO : Epoch 1985 | loss: 0.0310647 | val_loss: 0.0312105 | Time: 11928.2 ms [2021-05-12 17:21:39 main:574] : INFO : Epoch 1986 | loss: 0.031062 | val_loss: 0.0312039 | Time: 12684.7 ms [2021-05-12 17:21:52 main:574] : INFO : Epoch 1987 | loss: 0.0310639 | val_loss: 0.0312069 | Time: 12242.3 ms [2021-05-12 17:22:04 main:574] : INFO : Epoch 1988 | loss: 0.0310621 | val_loss: 0.0312301 | Time: 12128.7 ms [2021-05-12 17:22:16 main:574] : INFO : Epoch 1989 | loss: 0.0310571 | val_loss: 0.031232 | Time: 12604.4 ms [2021-05-12 17:22:29 main:574] : INFO : Epoch 1990 | loss: 0.0310546 | val_loss: 0.0312403 | Time: 12248.5 ms [2021-05-12 17:22:45 main:574] : INFO : Epoch 1991 | loss: 0.0310659 | val_loss: 0.0312042 | Time: 16395.9 ms [2021-05-12 17:22:58 main:574] : INFO : Epoch 1992 | loss: 0.0310595 | val_loss: 0.0312265 | Time: 13179.8 ms [2021-05-12 17:23:12 main:574] : INFO : Epoch 1993 | loss: 0.0310556 | val_loss: 0.0312131 | Time: 13714.4 ms [2021-05-12 17:23:25 main:574] : INFO : Epoch 1994 | loss: 0.0310609 | val_loss: 0.0312004 | Time: 13245.1 ms [2021-05-12 17:23:38 main:574] : INFO : Epoch 1995 | loss: 0.0310819 | val_loss: 0.0312132 | Time: 12799 ms [2021-05-12 17:23:52 main:574] : INFO : Epoch 1996 | loss: 0.0310711 | val_loss: 0.0311994 | Time: 13482.7 ms [2021-05-12 17:24:05 main:574] : INFO : Epoch 1997 | loss: 0.0310636 | val_loss: 0.0312141 | Time: 13471.8 ms [2021-05-12 17:24:18 main:574] : INFO : Epoch 1998 | loss: 0.0310584 | val_loss: 0.0312288 | Time: 12849 ms [2021-05-12 17:24:30 main:574] : INFO : Epoch 1999 | loss: 0.0310539 | val_loss: 0.031211 | Time: 12262.6 ms [2021-05-12 17:24:43 main:574] : INFO : Epoch 2000 | loss: 0.0310553 | val_loss: 0.0312193 | Time: 12615 ms [2021-05-12 17:24:56 main:574] : INFO : Epoch 2001 | loss: 0.0310584 | val_loss: 0.0312213 | Time: 12843.3 ms [2021-05-12 17:25:09 main:574] : INFO : Epoch 2002 | loss: 0.0310771 | val_loss: 0.0312318 | Time: 13160.7 ms [2021-05-12 17:25:22 main:574] : INFO : Epoch 2003 | loss: 0.0310655 | val_loss: 0.03123 | Time: 13427.9 ms [2021-05-12 17:25:36 main:574] : INFO : Epoch 2004 | loss: 0.0310609 | val_loss: 0.0312092 | Time: 13751.6 ms [2021-05-12 17:25:50 main:574] : INFO : Epoch 2005 | loss: 0.0310553 | val_loss: 0.0312137 | Time: 13417 ms [2021-05-12 17:26:02 main:574] : INFO : Epoch 2006 | loss: 0.0310618 | val_loss: 0.0312086 | Time: 12683.9 ms [2021-05-12 17:26:16 main:574] : INFO : Epoch 2007 | loss: 0.031066 | val_loss: 0.0312198 | Time: 13148.5 ms [2021-05-12 17:26:29 main:574] : INFO : Epoch 2008 | loss: 0.0310641 | val_loss: 0.0312043 | Time: 13394.4 ms [2021-05-12 17:26:42 main:574] : INFO : Epoch 2009 | loss: 0.0310575 | val_loss: 0.0312189 | Time: 13407.2 ms [2021-05-12 17:26:56 main:574] : INFO : Epoch 2010 | loss: 0.0310545 | val_loss: 0.0312126 | Time: 13342.2 ms [2021-05-12 17:27:09 main:574] : INFO : Epoch 2011 | loss: 0.0310565 | val_loss: 0.0312292 | Time: 12964.9 ms [2021-05-12 17:27:21 main:574] : INFO : Epoch 2012 | loss: 0.0310589 | val_loss: 0.0312171 | Time: 12598.2 ms [2021-05-12 17:27:34 main:574] : INFO : Epoch 2013 | loss: 0.0311245 | val_loss: 0.0311882 | Time: 13103.1 ms [2021-05-12 17:27:48 main:574] : INFO : Epoch 2014 | loss: 0.0311414 | val_loss: 0.0311714 | Time: 12945.9 ms [2021-05-12 17:28:00 main:574] : INFO : Epoch 2015 | loss: 0.0311297 | val_loss: 0.0311755 | Time: 12500.7 ms [2021-05-12 17:28:13 main:574] : INFO : Epoch 2016 | loss: 0.0311193 | val_loss: 0.0311767 | Time: 12584.6 ms [2021-05-12 17:28:26 main:574] : INFO : Epoch 2017 | loss: 0.0311091 | val_loss: 0.0311845 | Time: 12891.8 ms [2021-05-12 17:28:40 main:574] : INFO : Epoch 2018 | loss: 0.0311005 | val_loss: 0.0311861 | Time: 13986.2 ms [2021-05-12 17:28:52 main:574] : INFO : Epoch 2019 | loss: 0.0310928 | val_loss: 0.0311973 | Time: 12463.4 ms [2021-05-12 17:29:05 main:574] : INFO : Epoch 2020 | loss: 0.0310848 | val_loss: 0.031197 | Time: 12710.8 ms [2021-05-12 17:29:18 main:574] : INFO : Epoch 2021 | loss: 0.03108 | val_loss: 0.0311988 | Time: 13241.2 ms [2021-05-12 17:29:31 main:574] : INFO : Epoch 2022 | loss: 0.031078 | val_loss: 0.031194 | Time: 12882.1 ms [2021-05-12 17:29:44 main:574] : INFO : Epoch 2023 | loss: 0.0310897 | val_loss: 0.0311992 | Time: 12842.6 ms [2021-05-12 17:29:58 main:574] : INFO : Epoch 2024 | loss: 0.0310844 | val_loss: 0.0312007 | Time: 13694.7 ms [2021-05-12 17:30:10 main:574] : INFO : Epoch 2025 | loss: 0.0310747 | val_loss: 0.0311989 | Time: 12501.8 ms [2021-05-12 17:30:23 main:574] : INFO : Epoch 2026 | loss: 0.0310688 | val_loss: 0.0312176 | Time: 12453.7 ms [2021-05-12 17:30:35 main:574] : INFO : Epoch 2027 | loss: 0.0310647 | val_loss: 0.031217 | Time: 12630.8 ms [2021-05-12 17:30:48 main:574] : INFO : Epoch 2028 | loss: 0.0310614 | val_loss: 0.0312246 | Time: 12614 ms [2021-05-12 17:31:01 main:574] : INFO : Epoch 2029 | loss: 0.0310682 | val_loss: 0.0312134 | Time: 12885 ms [2021-05-12 17:31:15 main:574] : INFO : Epoch 2030 | loss: 0.0310847 | val_loss: 0.0311993 | Time: 14293.6 ms [2021-05-12 17:31:29 main:574] : INFO : Epoch 2031 | loss: 0.0310768 | val_loss: 0.0312052 | Time: 13615 ms [2021-05-12 17:31:43 main:574] : INFO : Epoch 2032 | loss: 0.0310675 | val_loss: 0.0312135 | Time: 14059.6 ms [2021-05-12 17:31:56 main:574] : INFO : Epoch 2033 | loss: 0.031066 | val_loss: 0.0312177 | Time: 12656.1 ms [2021-05-12 17:32:09 main:574] : INFO : Epoch 2034 | loss: 0.0310622 | val_loss: 0.0312177 | Time: 13055.3 ms [2021-05-12 17:32:22 main:574] : INFO : Epoch 2035 | loss: 0.0310591 | val_loss: 0.0312282 | Time: 13459.7 ms [2021-05-12 17:32:36 main:574] : INFO : Epoch 2036 | loss: 0.0310598 | val_loss: 0.031215 | Time: 13634.8 ms [2021-05-12 17:32:49 main:574] : INFO : Epoch 2037 | loss: 0.0310561 | val_loss: 0.0312267 | Time: 13066.9 ms [2021-05-12 17:33:03 main:574] : INFO : Epoch 2038 | loss: 0.0310565 | val_loss: 0.0312211 | Time: 13383.5 ms [2021-05-12 17:33:16 main:574] : INFO : Epoch 2039 | loss: 0.0310552 | val_loss: 0.0312209 | Time: 13444 ms [2021-05-12 17:33:29 main:574] : INFO : Epoch 2040 | loss: 0.0310659 | val_loss: 0.0312009 | Time: 12900.1 ms [2021-05-12 17:33:42 main:574] : INFO : Epoch 2041 | loss: 0.0310766 | val_loss: 0.0311869 | Time: 12754.3 ms [2021-05-12 17:33:55 main:574] : INFO : Epoch 2042 | loss: 0.0310865 | val_loss: 0.0312067 | Time: 13387.5 ms [2021-05-12 17:34:08 main:574] : INFO : Epoch 2043 | loss: 0.0310769 | val_loss: 0.0312252 | Time: 12577.2 ms [2021-05-12 17:34:21 main:574] : INFO : Epoch 2044 | loss: 0.0310648 | val_loss: 0.0312211 | Time: 13374.5 ms [2021-05-12 17:34:34 main:574] : INFO : Epoch 2045 | loss: 0.0310581 | val_loss: 0.0312284 | Time: 12702.7 ms [2021-05-12 17:34:47 main:574] : INFO : Epoch 2046 | loss: 0.0310568 | val_loss: 0.0312284 | Time: 12791.4 ms [2021-05-12 17:34:59 main:574] : INFO : Epoch 2047 | loss: 0.0310548 | val_loss: 0.0312328 | Time: 12691.6 ms [2021-05-12 17:35:13 main:574] : INFO : Epoch 2048 | loss: 0.0310577 | val_loss: 0.0312025 | Time: 13961.7 ms [2021-05-12 17:35:13 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0312025 [2021-05-12 17:35:13 main:603] : INFO : Saving end state to config to file [2021-05-12 17:35:13 main:608] : INFO : Success, exiting.. 17:35:13 (23936): 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)