Task 2953562
| Name | rand_automata_0098-1605428359-18599-0_0 |
| Workunit | 1332578 |
| Created | 15 Nov 2020, 8:19:20 UTC |
| Sent | 19 Nov 2020, 16:35:28 UTC |
| Report deadline | 27 Nov 2020, 16:35:28 UTC |
| Received | 19 Nov 2020, 17:32:55 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3097 |
| Run time | 18 min 54 sec |
| CPU time | 18 min 12 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 1,641.98 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.41 GB |
| Peak swap size | 3.00 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 750 Ti) [2020-11-19 12:13:59 main:435] : INFO : Set logging level to 1 [2020-11-19 12:13:59 main:441] : INFO : Running in BOINC Client mode [2020-11-19 12:13:59 main:444] : INFO : Resolving all filenames [2020-11-19 12:13:59 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-train-val-dataset.hdf5 (exists = 1) [2020-11-19 12:13:59 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-1605428359-18599-0_0_r135106020_1 (exists = 0) [2020-11-19 12:13:59 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-1605428359-18599-0_0_r135106020_0 (exists = 0) [2020-11-19 12:13:59 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-19 12:14:00 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-19 12:14:00 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-train-val-dataset.hdf5 [2020-11-19 12:14:00 main:474] : INFO : Configuration: [2020-11-19 12:14:00 main:475] : INFO : Model type: LSTM [2020-11-19 12:14:00 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-19 12:14:00 main:477] : INFO : Max Epochs: 192 [2020-11-19 12:14:00 main:478] : INFO : Batch Size: 32 [2020-11-19 12:14:00 main:479] : INFO : Learning Rate: 0.001 [2020-11-19 12:14:00 main:480] : INFO : Patience: 10 [2020-11-19 12:14:00 main:481] : INFO : Hidden Width: 64 [2020-11-19 12:14:00 main:482] : INFO : # Recurrent Layers: 4 [2020-11-19 12:14:00 main:483] : INFO : # Backend Layers: 2 [2020-11-19 12:14:00 main:484] : INFO : # Threads: 1 [2020-11-19 12:14:00 main:486] : INFO : Preparing Dataset [2020-11-19 12:14:00 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-train-val-dataset.hdf5 into memory [2020-11-19 12:14:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-train-val-dataset.hdf5 into memory [2020-11-19 12:14:03 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-19 12:14:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-train-val-dataset.hdf5 into memory [2020-11-19 12:14:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0098-train-val-dataset.hdf5 into memory [2020-11-19 12:14:04 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-19 12:14:04 main:494] : INFO : Creating Model [2020-11-19 12:14:04 main:507] : INFO : Preparing config file [2020-11-19 12:14:04 main:519] : INFO : Creating new config file [2020-11-19 12:14:05 main:559] : INFO : Loading DataLoader into Memory [2020-11-19 12:14:10 main:562] : INFO : Starting Training [2020-11-19 12:14:17 main:574] : INFO : Epoch 1 | loss: 0.066122 | val_loss: 0.0658028 | Time: 6296.8 ms [2020-11-19 12:14:23 main:574] : INFO : Epoch 2 | loss: 0.0655454 | val_loss: 0.0643734 | Time: 5794.15 ms [2020-11-19 12:14:28 main:574] : INFO : Epoch 3 | loss: 0.063025 | val_loss: 0.0611361 | Time: 5627.11 ms [2020-11-19 12:14:34 main:574] : INFO : Epoch 4 | loss: 0.0598299 | val_loss: 0.058743 | Time: 5632.2 ms [2020-11-19 12:14:40 main:574] : INFO : Epoch 5 | loss: 0.0577613 | val_loss: 0.0569818 | Time: 5612.26 ms [2020-11-19 12:14:45 main:574] : INFO : Epoch 6 | loss: 0.0562569 | val_loss: 0.0557416 | Time: 5640.93 ms [2020-11-19 12:14:51 main:574] : INFO : Epoch 7 | loss: 0.0550151 | val_loss: 0.0546122 | Time: 5640 ms [2020-11-19 12:14:57 main:574] : INFO : Epoch 8 | loss: 0.0538653 | val_loss: 0.0535418 | Time: 5637.27 ms [2020-11-19 12:15:02 main:574] : INFO : Epoch 9 | loss: 0.0526805 | val_loss: 0.0524444 | Time: 5638.42 ms [2020-11-19 12:15:08 main:574] : INFO : Epoch 10 | loss: 0.0514208 | val_loss: 0.0511131 | Time: 5586.63 ms [2020-11-19 12:15:14 main:574] : INFO : Epoch 11 | loss: 0.0499889 | val_loss: 0.0497477 | Time: 5666.91 ms [2020-11-19 12:15:19 main:574] : INFO : Epoch 12 | loss: 0.0484554 | val_loss: 0.0482441 | Time: 5657.32 ms [2020-11-19 12:15:25 main:574] : INFO : Epoch 13 | loss: 0.0467329 | val_loss: 0.0464841 | Time: 5751.36 ms [2020-11-19 12:15:31 main:574] : INFO : Epoch 14 | loss: 0.044773 | val_loss: 0.0446567 | Time: 5669.02 ms [2020-11-19 12:15:37 main:574] : INFO : Epoch 15 | loss: 0.0425687 | val_loss: 0.0428392 | Time: 5665.96 ms [2020-11-19 12:15:42 main:574] : INFO : Epoch 16 | loss: 0.0402587 | val_loss: 0.0402056 | Time: 5664.61 ms [2020-11-19 12:15:48 main:574] : INFO : Epoch 17 | loss: 0.0375778 | val_loss: 0.0379996 | Time: 5656.84 ms [2020-11-19 12:15:54 main:574] : INFO : Epoch 18 | loss: 0.03445 | val_loss: 0.0353716 | Time: 5691.17 ms [2020-11-19 12:16:00 main:574] : INFO : Epoch 19 | loss: 0.0314718 | val_loss: 0.031973 | Time: 5638.87 ms [2020-11-19 12:16:05 main:574] : INFO : Epoch 20 | loss: 0.0304593 | val_loss: 0.0291524 | Time: 5684.74 ms [2020-11-19 12:16:11 main:574] : INFO : Epoch 21 | loss: 0.0285028 | val_loss: 0.0279495 | Time: 5670.34 ms [2020-11-19 12:16:17 main:574] : INFO : Epoch 22 | loss: 0.0239968 | val_loss: 0.0225773 | Time: 5671.47 ms [2020-11-19 12:16:22 main:574] : INFO : Epoch 23 | loss: 0.0235787 | val_loss: 0.074272 | Time: 5681.77 ms [2020-11-19 12:16:28 main:574] : INFO : Epoch 24 | loss: 0.0627742 | val_loss: 0.0611666 | Time: 5625.52 ms [2020-11-19 12:16:34 main:574] : INFO : Epoch 25 | loss: 0.0602547 | val_loss: 0.0594902 | Time: 5638.35 ms [2020-11-19 12:16:40 main:574] : INFO : Epoch 26 | loss: 0.0584984 | val_loss: 0.0576966 | Time: 5630.66 ms [2020-11-19 12:16:45 main:574] : INFO : Epoch 27 | loss: 0.0562976 | val_loss: 0.055141 | Time: 5655.48 ms [2020-11-19 12:16:51 main:574] : INFO : Epoch 28 | loss: 0.0525982 | val_loss: 0.0501464 | Time: 5633.48 ms [2020-11-19 12:16:57 main:574] : INFO : Epoch 29 | loss: 0.0440322 | val_loss: 0.0374136 | Time: 5639.48 ms [2020-11-19 12:17:02 main:574] : INFO : Epoch 30 | loss: 0.0297181 | val_loss: 0.0430715 | Time: 5632.78 ms [2020-11-19 12:17:08 main:574] : INFO : Epoch 31 | loss: 0.0303886 | val_loss: 0.0300894 | Time: 5605.11 ms [2020-11-19 12:17:14 main:574] : INFO : Epoch 32 | loss: 0.0251872 | val_loss: 0.0208457 | Time: 5628.02 ms [2020-11-19 12:17:19 main:574] : INFO : Epoch 33 | loss: 0.0452619 | val_loss: 0.0534918 | Time: 5625.77 ms [2020-11-19 12:17:25 main:574] : INFO : Epoch 34 | loss: 0.0448 | val_loss: 0.033174 | Time: 5708.92 ms [2020-11-19 12:17:31 main:574] : INFO : Epoch 35 | loss: 0.0252842 | val_loss: 0.0335618 | Time: 5635.14 ms [2020-11-19 12:17:36 main:574] : INFO : Epoch 36 | loss: 0.0243338 | val_loss: 0.0420462 | Time: 5640.03 ms [2020-11-19 12:17:42 main:574] : INFO : Epoch 37 | loss: 0.0209951 | val_loss: 0.0161913 | Time: 5629.01 ms [2020-11-19 12:17:48 main:574] : INFO : Epoch 38 | loss: 0.0148171 | val_loss: 0.0136338 | Time: 5627 ms [2020-11-19 12:17:54 main:574] : INFO : Epoch 39 | loss: 0.0163995 | val_loss: 0.0185488 | Time: 5676.54 ms [2020-11-19 12:17:59 main:574] : INFO : Epoch 40 | loss: 0.0192441 | val_loss: 0.0178359 | Time: 5650.16 ms [2020-11-19 12:18:05 main:574] : INFO : Epoch 41 | loss: 0.0297298 | val_loss: 0.0381214 | Time: 5624.48 ms [2020-11-19 12:18:11 main:574] : INFO : Epoch 42 | loss: 0.0270197 | val_loss: 0.0549182 | Time: 5639.75 ms [2020-11-19 12:18:16 main:574] : INFO : Epoch 43 | loss: 0.0499934 | val_loss: 0.0333813 | Time: 5663.93 ms [2020-11-19 12:18:22 main:574] : INFO : Epoch 44 | loss: 0.0262969 | val_loss: 0.0211252 | Time: 5589.81 ms [2020-11-19 12:18:28 main:574] : INFO : Epoch 45 | loss: 0.0143088 | val_loss: 0.0129188 | Time: 5615.05 ms [2020-11-19 12:18:33 main:574] : INFO : Epoch 46 | loss: 0.0114097 | val_loss: 0.0113629 | Time: 5647.32 ms [2020-11-19 12:18:39 main:574] : INFO : Epoch 47 | loss: 0.0129792 | val_loss: 0.0463036 | Time: 5633.59 ms [2020-11-19 12:18:45 main:574] : INFO : Epoch 48 | loss: 0.0204495 | val_loss: 0.0114617 | Time: 5641.85 ms [2020-11-19 12:18:51 main:574] : INFO : Epoch 49 | loss: 0.0110543 | val_loss: 0.0120853 | Time: 5630.51 ms [2020-11-19 12:18:56 main:574] : INFO : Epoch 50 | loss: 0.0118182 | val_loss: 0.0103101 | Time: 5651.76 ms [2020-11-19 12:19:02 main:574] : INFO : Epoch 51 | loss: 0.00946354 | val_loss: 0.00946523 | Time: 5635.95 ms [2020-11-19 12:19:08 main:574] : INFO : Epoch 52 | loss: 0.00905054 | val_loss: 0.00930536 | Time: 5629.86 ms [2020-11-19 12:19:13 main:574] : INFO : Epoch 53 | loss: 0.0086041 | val_loss: 0.00881141 | Time: 5624.18 ms [2020-11-19 12:19:19 main:574] : INFO : Epoch 54 | loss: 0.00837164 | val_loss: 0.0121462 | Time: 5635.5 ms [2020-11-19 12:19:25 main:574] : INFO : Epoch 55 | loss: 0.00973177 | val_loss: 0.00855969 | Time: 5793.67 ms [2020-11-19 12:19:31 main:574] : INFO : Epoch 56 | loss: 0.00811165 | val_loss: 0.00812832 | Time: 5860.37 ms [2020-11-19 12:19:37 main:574] : INFO : Epoch 57 | loss: 0.00773117 | val_loss: 0.00787361 | Time: 5795.77 ms [2020-11-19 12:19:42 main:574] : INFO : Epoch 58 | loss: 0.00747739 | val_loss: 0.00766365 | Time: 5635.78 ms [2020-11-19 12:19:48 main:574] : INFO : Epoch 59 | loss: 0.00725655 | val_loss: 0.0073997 | Time: 5631.38 ms [2020-11-19 12:19:54 main:574] : INFO : Epoch 60 | loss: 0.0070595 | val_loss: 0.00721985 | Time: 5632.47 ms [2020-11-19 12:19:59 main:574] : INFO : Epoch 61 | loss: 0.00687691 | val_loss: 0.00700997 | Time: 5621.81 ms [2020-11-19 12:20:05 main:574] : INFO : Epoch 62 | loss: 0.00669812 | val_loss: 0.00683384 | Time: 5624.8 ms [2020-11-19 12:20:11 main:574] : INFO : Epoch 63 | loss: 0.00651438 | val_loss: 0.0066663 | Time: 5628.66 ms [2020-11-19 12:20:16 main:574] : INFO : Epoch 64 | loss: 0.0063434 | val_loss: 0.00649463 | Time: 5633.04 ms [2020-11-19 12:20:22 main:574] : INFO : Epoch 65 | loss: 0.00617887 | val_loss: 0.00631892 | Time: 5563.6 ms [2020-11-19 12:20:28 main:574] : INFO : Epoch 66 | loss: 0.0060194 | val_loss: 0.00614829 | Time: 5557.74 ms [2020-11-19 12:20:33 main:574] : INFO : Epoch 67 | loss: 0.00584607 | val_loss: 0.00598126 | Time: 5623.39 ms [2020-11-19 12:20:39 main:574] : INFO : Epoch 68 | loss: 0.00568202 | val_loss: 0.00581298 | Time: 5619.07 ms [2020-11-19 12:20:45 main:574] : INFO : Epoch 69 | loss: 0.00552202 | val_loss: 0.00564493 | Time: 5640.93 ms [2020-11-19 12:20:51 main:574] : INFO : Epoch 70 | loss: 0.00536553 | val_loss: 0.00548051 | Time: 5625.51 ms [2020-11-19 12:20:56 main:574] : INFO : Epoch 71 | loss: 0.00520994 | val_loss: 0.00529656 | Time: 5656.7 ms [2020-11-19 12:21:02 main:574] : INFO : Epoch 72 | loss: 0.00505532 | val_loss: 0.00512702 | Time: 5624.08 ms [2020-11-19 12:21:08 main:574] : INFO : Epoch 73 | loss: 0.00490522 | val_loss: 0.00497122 | Time: 5632.94 ms [2020-11-19 12:21:13 main:574] : INFO : Epoch 74 | loss: 0.00475455 | val_loss: 0.00480281 | Time: 5625.74 ms [2020-11-19 12:21:19 main:574] : INFO : Epoch 75 | loss: 0.00460775 | val_loss: 0.00465889 | Time: 5620.45 ms [2020-11-19 12:21:25 main:574] : INFO : Epoch 76 | loss: 0.00446023 | val_loss: 0.00450568 | Time: 5635.88 ms [2020-11-19 12:21:30 main:574] : INFO : Epoch 77 | loss: 0.00431709 | val_loss: 0.00435924 | Time: 5677.62 ms [2020-11-19 12:21:36 main:574] : INFO : Epoch 78 | loss: 0.00417458 | val_loss: 0.00421157 | Time: 5854.37 ms [2020-11-19 12:21:42 main:574] : INFO : Epoch 79 | loss: 0.0040344 | val_loss: 0.00406839 | Time: 5934.44 ms [2020-11-19 12:21:48 main:574] : INFO : Epoch 80 | loss: 0.00389833 | val_loss: 0.00392748 | Time: 5891.54 ms [2020-11-19 12:21:54 main:574] : INFO : Epoch 81 | loss: 0.00376319 | val_loss: 0.00379194 | Time: 5829.78 ms [2020-11-19 12:22:00 main:574] : INFO : Epoch 82 | loss: 0.00363241 | val_loss: 0.00365455 | Time: 5638.07 ms [2020-11-19 12:22:06 main:574] : INFO : Epoch 83 | loss: 0.00350427 | val_loss: 0.00352566 | Time: 5624.96 ms [2020-11-19 12:22:11 main:574] : INFO : Epoch 84 | loss: 0.0033774 | val_loss: 0.00339219 | Time: 5658.84 ms [2020-11-19 12:22:17 main:574] : INFO : Epoch 85 | loss: 0.00325467 | val_loss: 0.00326169 | Time: 5644.05 ms [2020-11-19 12:22:23 main:574] : INFO : Epoch 86 | loss: 0.00313355 | val_loss: 0.00314257 | Time: 5593.57 ms [2020-11-19 12:22:28 main:574] : INFO : Epoch 87 | loss: 0.00301715 | val_loss: 0.00302259 | Time: 5710.35 ms [2020-11-19 12:22:34 main:574] : INFO : Epoch 88 | loss: 0.00290165 | val_loss: 0.00290775 | Time: 5640.71 ms [2020-11-19 12:22:40 main:574] : INFO : Epoch 89 | loss: 0.00279126 | val_loss: 0.00280088 | Time: 5667.54 ms [2020-11-19 12:22:46 main:574] : INFO : Epoch 90 | loss: 0.00268365 | val_loss: 0.00268676 | Time: 5657.79 ms [2020-11-19 12:22:51 main:574] : INFO : Epoch 91 | loss: 0.00257629 | val_loss: 0.00258232 | Time: 5658.95 ms [2020-11-19 12:22:57 main:574] : INFO : Epoch 92 | loss: 0.00247478 | val_loss: 0.00247413 | Time: 5674.99 ms [2020-11-19 12:23:03 main:574] : INFO : Epoch 93 | loss: 0.0023746 | val_loss: 0.00237559 | Time: 5678.83 ms [2020-11-19 12:23:08 main:574] : INFO : Epoch 94 | loss: 0.00227734 | val_loss: 0.00227923 | Time: 5650.54 ms [2020-11-19 12:23:14 main:574] : INFO : Epoch 95 | loss: 0.00218312 | val_loss: 0.00218189 | Time: 5667.7 ms [2020-11-19 12:23:20 main:574] : INFO : Epoch 96 | loss: 0.00209234 | val_loss: 0.00209111 | Time: 5673.22 ms [2020-11-19 12:23:26 main:574] : INFO : Epoch 97 | loss: 0.00200292 | val_loss: 0.00200524 | Time: 5698.15 ms [2020-11-19 12:23:31 main:574] : INFO : Epoch 98 | loss: 0.00191869 | val_loss: 0.00191598 | Time: 5625.44 ms [2020-11-19 12:23:37 main:574] : INFO : Epoch 99 | loss: 0.00183658 | val_loss: 0.001836 | Time: 5603.85 ms [2020-11-19 12:23:43 main:574] : INFO : Epoch 100 | loss: 0.00175743 | val_loss: 0.00175488 | Time: 5621.21 ms [2020-11-19 12:23:48 main:574] : INFO : Epoch 101 | loss: 0.00168122 | val_loss: 0.00167908 | Time: 5612.35 ms [2020-11-19 12:23:54 main:574] : INFO : Epoch 102 | loss: 0.00160816 | val_loss: 0.00160364 | Time: 5614.52 ms [2020-11-19 12:24:00 main:574] : INFO : Epoch 103 | loss: 0.00153742 | val_loss: 0.00153441 | Time: 5624.18 ms [2020-11-19 12:24:05 main:574] : INFO : Epoch 104 | loss: 0.00146924 | val_loss: 0.00146724 | Time: 5628.27 ms [2020-11-19 12:24:11 main:574] : INFO : Epoch 105 | loss: 0.00140453 | val_loss: 0.00140285 | Time: 5635.91 ms [2020-11-19 12:24:17 main:574] : INFO : Epoch 106 | loss: 0.00134205 | val_loss: 0.00134054 | Time: 5673.4 ms [2020-11-19 12:24:23 main:574] : INFO : Epoch 107 | loss: 0.00128188 | val_loss: 0.00128008 | Time: 5679.14 ms [2020-11-19 12:24:28 main:574] : INFO : Epoch 108 | loss: 0.00122425 | val_loss: 0.00122253 | Time: 5624.9 ms [2020-11-19 12:24:34 main:574] : INFO : Epoch 109 | loss: 0.00116955 | val_loss: 0.00116765 | Time: 5616.92 ms [2020-11-19 12:24:40 main:574] : INFO : Epoch 110 | loss: 0.00111688 | val_loss: 0.00111632 | Time: 5607.29 ms [2020-11-19 12:24:45 main:574] : INFO : Epoch 111 | loss: 0.0010662 | val_loss: 0.00106884 | Time: 5632.85 ms [2020-11-19 12:24:51 main:574] : INFO : Epoch 112 | loss: 0.00101909 | val_loss: 0.00101946 | Time: 5631.44 ms [2020-11-19 12:24:57 main:574] : INFO : Epoch 113 | loss: 0.000972971 | val_loss: 0.000973933 | Time: 5639.14 ms [2020-11-19 12:25:02 main:574] : INFO : Epoch 114 | loss: 0.000929935 | val_loss: 0.000928788 | Time: 5622.82 ms [2020-11-19 12:25:08 main:574] : INFO : Epoch 115 | loss: 0.00088768 | val_loss: 0.000889712 | Time: 5627.01 ms [2020-11-19 12:25:14 main:574] : INFO : Epoch 116 | loss: 0.000848564 | val_loss: 0.00085133 | Time: 5840.56 ms [2020-11-19 12:25:20 main:574] : INFO : Epoch 117 | loss: 0.000811528 | val_loss: 0.000814717 | Time: 5870.52 ms [2020-11-19 12:25:26 main:574] : INFO : Epoch 118 | loss: 0.000776288 | val_loss: 0.000778093 | Time: 5879.68 ms [2020-11-19 12:25:32 main:574] : INFO : Epoch 119 | loss: 0.000742923 | val_loss: 0.000746637 | Time: 5901.75 ms [2020-11-19 12:25:38 main:574] : INFO : Epoch 120 | loss: 0.000710511 | val_loss: 0.000712551 | Time: 5711.63 ms [2020-11-19 12:25:43 main:574] : INFO : Epoch 121 | loss: 0.000679567 | val_loss: 0.000683918 | Time: 5640.57 ms [2020-11-19 12:25:49 main:574] : INFO : Epoch 122 | loss: 0.000650072 | val_loss: 0.00065276 | Time: 5705.07 ms [2020-11-19 12:25:55 main:574] : INFO : Epoch 123 | loss: 0.000622601 | val_loss: 0.000628015 | Time: 5740.5 ms [2020-11-19 12:26:01 main:574] : INFO : Epoch 124 | loss: 0.000597003 | val_loss: 0.000601585 | Time: 5705.67 ms [2020-11-19 12:26:06 main:574] : INFO : Epoch 125 | loss: 0.000571874 | val_loss: 0.000576044 | Time: 5714.82 ms [2020-11-19 12:26:12 main:574] : INFO : Epoch 126 | loss: 0.000548095 | val_loss: 0.000555069 | Time: 5667.92 ms [2020-11-19 12:26:18 main:574] : INFO : Epoch 127 | loss: 0.000525108 | val_loss: 0.00052936 | Time: 5681.08 ms [2020-11-19 12:26:24 main:574] : INFO : Epoch 128 | loss: 0.000503485 | val_loss: 0.000507982 | Time: 5743.54 ms [2020-11-19 12:26:29 main:574] : INFO : Epoch 129 | loss: 0.000482573 | val_loss: 0.000488387 | Time: 5654.26 ms [2020-11-19 12:26:35 main:574] : INFO : Epoch 130 | loss: 0.000463042 | val_loss: 0.000468892 | Time: 5556.72 ms [2020-11-19 12:26:41 main:574] : INFO : Epoch 131 | loss: 0.000444252 | val_loss: 0.000451318 | Time: 5722.91 ms [2020-11-19 12:26:47 main:574] : INFO : Epoch 132 | loss: 0.000426285 | val_loss: 0.000433054 | Time: 5671.74 ms [2020-11-19 12:26:52 main:574] : INFO : Epoch 133 | loss: 0.000409537 | val_loss: 0.000416547 | Time: 5676.1 ms [2020-11-19 12:26:58 main:574] : INFO : Epoch 134 | loss: 0.000393859 | val_loss: 0.000401994 | Time: 5663.8 ms [2020-11-19 12:27:04 main:574] : INFO : Epoch 135 | loss: 0.000378994 | val_loss: 0.000384619 | Time: 5657.32 ms [2020-11-19 12:27:09 main:574] : INFO : Epoch 136 | loss: 0.000364378 | val_loss: 0.000369512 | Time: 5690.28 ms [2020-11-19 12:27:15 main:574] : INFO : Epoch 137 | loss: 0.000350221 | val_loss: 0.000356353 | Time: 5637.94 ms [2020-11-19 12:27:21 main:574] : INFO : Epoch 138 | loss: 0.000337173 | val_loss: 0.000343387 | Time: 5661.52 ms [2020-11-19 12:27:27 main:574] : INFO : Epoch 139 | loss: 0.000325357 | val_loss: 0.000332667 | Time: 5678.5 ms [2020-11-19 12:27:32 main:574] : INFO : Epoch 140 | loss: 0.000314114 | val_loss: 0.000318645 | Time: 5657.23 ms [2020-11-19 12:27:38 main:574] : INFO : Epoch 141 | loss: 0.000302761 | val_loss: 0.00031054 | Time: 5653.11 ms [2020-11-19 12:27:44 main:574] : INFO : Epoch 142 | loss: 0.000292157 | val_loss: 0.000297818 | Time: 5653.79 ms [2020-11-19 12:27:50 main:574] : INFO : Epoch 143 | loss: 0.000282503 | val_loss: 0.000288714 | Time: 5672.56 ms [2020-11-19 12:27:55 main:574] : INFO : Epoch 144 | loss: 0.000273293 | val_loss: 0.000279468 | Time: 5673.86 ms [2020-11-19 12:28:01 main:574] : INFO : Epoch 145 | loss: 0.000263915 | val_loss: 0.000270346 | Time: 5670.45 ms [2020-11-19 12:28:07 main:574] : INFO : Epoch 146 | loss: 0.000255131 | val_loss: 0.000261575 | Time: 5657.89 ms [2020-11-19 12:28:12 main:574] : INFO : Epoch 147 | loss: 0.000247534 | val_loss: 0.000253373 | Time: 5692.25 ms [2020-11-19 12:28:18 main:574] : INFO : Epoch 148 | loss: 0.000239381 | val_loss: 0.00024691 | Time: 5654.49 ms [2020-11-19 12:28:24 main:574] : INFO : Epoch 149 | loss: 0.000232315 | val_loss: 0.000238142 | Time: 5687.67 ms [2020-11-19 12:28:30 main:574] : INFO : Epoch 150 | loss: 0.000224725 | val_loss: 0.000230349 | Time: 5696.42 ms [2020-11-19 12:28:36 main:574] : INFO : Epoch 151 | loss: 0.000217976 | val_loss: 0.000226094 | Time: 5860.8 ms [2020-11-19 12:28:41 main:574] : INFO : Epoch 152 | loss: 0.000211555 | val_loss: 0.000217611 | Time: 5620.16 ms [2020-11-19 12:28:47 main:574] : INFO : Epoch 153 | loss: 0.000205161 | val_loss: 0.000213437 | Time: 5622.67 ms [2020-11-19 12:28:53 main:574] : INFO : Epoch 154 | loss: 0.000199916 | val_loss: 0.000206457 | Time: 5625.9 ms [2020-11-19 12:28:58 main:574] : INFO : Epoch 155 | loss: 0.000193994 | val_loss: 0.000199941 | Time: 5624.8 ms [2020-11-19 12:29:04 main:574] : INFO : Epoch 156 | loss: 0.000189237 | val_loss: 0.000196614 | Time: 5618.94 ms [2020-11-19 12:29:10 main:574] : INFO : Epoch 157 | loss: 0.000183796 | val_loss: 0.000188272 | Time: 5627.68 ms [2020-11-19 12:29:15 main:574] : INFO : Epoch 158 | loss: 0.000178747 | val_loss: 0.000184666 | Time: 5626.2 ms [2020-11-19 12:29:21 main:574] : INFO : Epoch 159 | loss: 0.000174125 | val_loss: 0.00018042 | Time: 5601.46 ms [2020-11-19 12:29:27 main:574] : INFO : Epoch 160 | loss: 0.000169148 | val_loss: 0.000175787 | Time: 5624.43 ms [2020-11-19 12:29:32 main:574] : INFO : Epoch 161 | loss: 0.00016466 | val_loss: 0.000169902 | Time: 5641.27 ms [2020-11-19 12:29:38 main:574] : INFO : Epoch 162 | loss: 0.0001603 | val_loss: 0.000166379 | Time: 5617.51 ms [2020-11-19 12:29:44 main:574] : INFO : Epoch 163 | loss: 0.000157008 | val_loss: 0.000162802 | Time: 5617.69 ms [2020-11-19 12:29:50 main:574] : INFO : Epoch 164 | loss: 0.000152815 | val_loss: 0.000159488 | Time: 5635.25 ms [2020-11-19 12:29:55 main:574] : INFO : Epoch 165 | loss: 0.000149616 | val_loss: 0.000156261 | Time: 5630.03 ms [2020-11-19 12:30:01 main:574] : INFO : Epoch 166 | loss: 0.000145802 | val_loss: 0.000149459 | Time: 5653.14 ms [2020-11-19 12:30:07 main:574] : INFO : Epoch 167 | loss: 0.000142709 | val_loss: 0.000148899 | Time: 5636.09 ms [2020-11-19 12:30:12 main:574] : INFO : Epoch 168 | loss: 0.00013943 | val_loss: 0.000143533 | Time: 5651.81 ms [2020-11-19 12:30:18 main:574] : INFO : Epoch 169 | loss: 0.000136309 | val_loss: 0.000142518 | Time: 5650.75 ms [2020-11-19 12:30:24 main:574] : INFO : Epoch 170 | loss: 0.000133683 | val_loss: 0.000138674 | Time: 5762.81 ms [2020-11-19 12:30:30 main:574] : INFO : Epoch 171 | loss: 0.000130465 | val_loss: 0.000135389 | Time: 5853.44 ms [2020-11-19 12:30:36 main:574] : INFO : Epoch 172 | loss: 0.00012815 | val_loss: 0.000133518 | Time: 5852.1 ms [2020-11-19 12:30:42 main:574] : INFO : Epoch 173 | loss: 0.00012502 | val_loss: 0.000130405 | Time: 5769.18 ms [2020-11-19 12:30:48 main:574] : INFO : Epoch 174 | loss: 0.000122616 | val_loss: 0.000127231 | Time: 5871.25 ms [2020-11-19 12:30:53 main:574] : INFO : Epoch 175 | loss: 0.000120101 | val_loss: 0.000125932 | Time: 5821.99 ms [2020-11-19 12:30:59 main:574] : INFO : Epoch 176 | loss: 0.000117688 | val_loss: 0.000122339 | Time: 5612.71 ms [2020-11-19 12:31:05 main:574] : INFO : Epoch 177 | loss: 0.000115601 | val_loss: 0.000119524 | Time: 5613.3 ms [2020-11-19 12:31:10 main:574] : INFO : Epoch 178 | loss: 0.000113328 | val_loss: 0.000118271 | Time: 5567.65 ms [2020-11-19 12:31:16 main:574] : INFO : Epoch 179 | loss: 0.000111146 | val_loss: 0.000115892 | Time: 5728.88 ms [2020-11-19 12:31:22 main:574] : INFO : Epoch 180 | loss: 0.00010942 | val_loss: 0.000112927 | Time: 5763.5 ms [2020-11-19 12:31:28 main:574] : INFO : Epoch 181 | loss: 0.000107002 | val_loss: 0.000112481 | Time: 5698.86 ms [2020-11-19 12:31:34 main:574] : INFO : Epoch 182 | loss: 0.000105308 | val_loss: 0.000109521 | Time: 5659.94 ms [2020-11-19 12:31:39 main:574] : INFO : Epoch 183 | loss: 0.000103489 | val_loss: 0.000107788 | Time: 5725.97 ms [2020-11-19 12:31:45 main:574] : INFO : Epoch 184 | loss: 0.000101981 | val_loss: 0.000105738 | Time: 5730.27 ms [2020-11-19 12:31:51 main:574] : INFO : Epoch 185 | loss: 9.96131e-05 | val_loss: 0.000104315 | Time: 5665.78 ms [2020-11-19 12:31:57 main:574] : INFO : Epoch 186 | loss: 9.82713e-05 | val_loss: 0.000104756 | Time: 5685.79 ms [2020-11-19 12:32:02 main:574] : INFO : Epoch 187 | loss: 9.67851e-05 | val_loss: 0.000100754 | Time: 5676.86 ms [2020-11-19 12:32:08 main:574] : INFO : Epoch 188 | loss: 9.48938e-05 | val_loss: 9.96959e-05 | Time: 5629.66 ms [2020-11-19 12:32:14 main:574] : INFO : Epoch 189 | loss: 9.36033e-05 | val_loss: 9.83985e-05 | Time: 5741.21 ms [2020-11-19 12:32:19 main:574] : INFO : Epoch 190 | loss: 9.1922e-05 | val_loss: 9.6307e-05 | Time: 5566.19 ms [2020-11-19 12:32:25 main:574] : INFO : Epoch 191 | loss: 9.03009e-05 | val_loss: 9.38339e-05 | Time: 5677.21 ms [2020-11-19 12:32:31 main:574] : INFO : Epoch 192 | loss: 8.92315e-05 | val_loss: 9.35823e-05 | Time: 5689.59 ms [2020-11-19 12:32:31 main:597] : INFO : Saving trained model to model-final.pt, val_loss 9.35823e-05 [2020-11-19 12:32:31 main:603] : INFO : Saving end state to config to file [2020-11-19 12:32:31 main:608] : INFO : Success, exiting.. 12:32:31 (12252): 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)