Task 2954263
| Name | rand_automata_0039-1605428549-22449-0_1 |
| Workunit | 1332929 |
| Created | 15 Nov 2020, 8:22:31 UTC |
| Sent | 20 Nov 2020, 13:43:33 UTC |
| Report deadline | 28 Nov 2020, 13:43:33 UTC |
| Received | 20 Nov 2020, 15:36:25 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3097 |
| Run time | 19 min 6 sec |
| CPU time | 18 min 23 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) [2020-11-20 10:17:08 main:435] : INFO : Set logging level to 1 [2020-11-20 10:17:08 main:441] : INFO : Running in BOINC Client mode [2020-11-20 10:17:08 main:444] : INFO : Resolving all filenames [2020-11-20 10:17:08 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 (exists = 1) [2020-11-20 10:17:08 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-1605428549-22449-0_1_r976545681_1 (exists = 0) [2020-11-20 10:17:08 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-1605428549-22449-0_1_r976545681_0 (exists = 0) [2020-11-20 10:17:08 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-20 10:17:08 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-20 10:17:08 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 [2020-11-20 10:17:08 main:474] : INFO : Configuration: [2020-11-20 10:17:08 main:475] : INFO : Model type: LSTM [2020-11-20 10:17:08 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-20 10:17:08 main:477] : INFO : Max Epochs: 192 [2020-11-20 10:17:08 main:478] : INFO : Batch Size: 32 [2020-11-20 10:17:09 main:479] : INFO : Learning Rate: 0.001 [2020-11-20 10:17:09 main:480] : INFO : Patience: 10 [2020-11-20 10:17:09 main:481] : INFO : Hidden Width: 64 [2020-11-20 10:17:09 main:482] : INFO : # Recurrent Layers: 4 [2020-11-20 10:17:09 main:483] : INFO : # Backend Layers: 2 [2020-11-20 10:17:09 main:484] : INFO : # Threads: 1 [2020-11-20 10:17:09 main:486] : INFO : Preparing Dataset [2020-11-20 10:17:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 10:17:09 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 10:17:12 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-20 10:17:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 10:17:12 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 10:17:12 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-20 10:17:12 main:494] : INFO : Creating Model [2020-11-20 10:17:12 main:507] : INFO : Preparing config file [2020-11-20 10:17:12 main:519] : INFO : Creating new config file [2020-11-20 10:17:14 main:559] : INFO : Loading DataLoader into Memory [2020-11-20 10:17:19 main:562] : INFO : Starting Training [2020-11-20 10:17:25 main:574] : INFO : Epoch 1 | loss: 0.0660511 | val_loss: 0.0657508 | Time: 6173.42 ms [2020-11-20 10:17:30 main:574] : INFO : Epoch 2 | loss: 0.0654233 | val_loss: 0.0646975 | Time: 5531.93 ms [2020-11-20 10:17:36 main:574] : INFO : Epoch 3 | loss: 0.0632815 | val_loss: 0.0617541 | Time: 5568.8 ms [2020-11-20 10:17:42 main:574] : INFO : Epoch 4 | loss: 0.0603926 | val_loss: 0.0590603 | Time: 5599.71 ms [2020-11-20 10:17:47 main:574] : INFO : Epoch 5 | loss: 0.0581961 | val_loss: 0.057477 | Time: 5654.42 ms [2020-11-20 10:17:53 main:574] : INFO : Epoch 6 | loss: 0.0567069 | val_loss: 0.0560947 | Time: 5751.35 ms [2020-11-20 10:17:59 main:574] : INFO : Epoch 7 | loss: 0.0554299 | val_loss: 0.05489 | Time: 5673.06 ms [2020-11-20 10:18:05 main:574] : INFO : Epoch 8 | loss: 0.0541612 | val_loss: 0.0537539 | Time: 5669.47 ms [2020-11-20 10:18:11 main:574] : INFO : Epoch 9 | loss: 0.052822 | val_loss: 0.0523664 | Time: 5714.82 ms [2020-11-20 10:18:16 main:574] : INFO : Epoch 10 | loss: 0.051283 | val_loss: 0.0507963 | Time: 5704.37 ms [2020-11-20 10:18:22 main:574] : INFO : Epoch 11 | loss: 0.0493197 | val_loss: 0.0488294 | Time: 5819.02 ms [2020-11-20 10:18:28 main:574] : INFO : Epoch 12 | loss: 0.0471531 | val_loss: 0.0464093 | Time: 5820.98 ms [2020-11-20 10:18:34 main:574] : INFO : Epoch 13 | loss: 0.0446797 | val_loss: 0.0439504 | Time: 5707.26 ms [2020-11-20 10:18:40 main:574] : INFO : Epoch 14 | loss: 0.0417006 | val_loss: 0.0413584 | Time: 5918.19 ms [2020-11-20 10:18:46 main:574] : INFO : Epoch 15 | loss: 0.0384561 | val_loss: 0.0374224 | Time: 5917.85 ms [2020-11-20 10:18:52 main:574] : INFO : Epoch 16 | loss: 0.0352411 | val_loss: 0.0343764 | Time: 5930.86 ms [2020-11-20 10:18:58 main:574] : INFO : Epoch 17 | loss: 0.0341696 | val_loss: 0.0337148 | Time: 5806.84 ms [2020-11-20 10:19:03 main:574] : INFO : Epoch 18 | loss: 0.0318382 | val_loss: 0.0333759 | Time: 5678.46 ms [2020-11-20 10:19:09 main:574] : INFO : Epoch 19 | loss: 0.0291914 | val_loss: 0.0299888 | Time: 5720.4 ms [2020-11-20 10:19:15 main:574] : INFO : Epoch 20 | loss: 0.026005 | val_loss: 0.0258951 | Time: 5689.86 ms [2020-11-20 10:19:21 main:574] : INFO : Epoch 21 | loss: 0.0311801 | val_loss: 0.0257812 | Time: 5660.84 ms [2020-11-20 10:19:26 main:574] : INFO : Epoch 22 | loss: 0.0333387 | val_loss: 0.0247256 | Time: 5667.35 ms [2020-11-20 10:19:32 main:574] : INFO : Epoch 23 | loss: 0.0222456 | val_loss: 0.0442952 | Time: 5653.79 ms [2020-11-20 10:19:38 main:574] : INFO : Epoch 24 | loss: 0.0389012 | val_loss: 0.0593584 | Time: 5624.8 ms [2020-11-20 10:19:43 main:574] : INFO : Epoch 25 | loss: 0.0515559 | val_loss: 0.0390229 | Time: 5657.49 ms [2020-11-20 10:19:49 main:574] : INFO : Epoch 26 | loss: 0.0272241 | val_loss: 0.0207937 | Time: 5730.11 ms [2020-11-20 10:19:55 main:574] : INFO : Epoch 27 | loss: 0.0303846 | val_loss: 0.0434422 | Time: 5674.91 ms [2020-11-20 10:20:01 main:574] : INFO : Epoch 28 | loss: 0.0324594 | val_loss: 0.0209768 | Time: 5660.17 ms [2020-11-20 10:20:06 main:574] : INFO : Epoch 29 | loss: 0.0259749 | val_loss: 0.019375 | Time: 5634.47 ms [2020-11-20 10:20:12 main:574] : INFO : Epoch 30 | loss: 0.0219617 | val_loss: 0.0233008 | Time: 5677.47 ms [2020-11-20 10:20:18 main:574] : INFO : Epoch 31 | loss: 0.0276469 | val_loss: 0.0597636 | Time: 5661.36 ms [2020-11-20 10:20:23 main:574] : INFO : Epoch 32 | loss: 0.0570986 | val_loss: 0.05499 | Time: 5699.63 ms [2020-11-20 10:20:29 main:574] : INFO : Epoch 33 | loss: 0.0517472 | val_loss: 0.0478275 | Time: 5737.67 ms [2020-11-20 10:20:35 main:574] : INFO : Epoch 34 | loss: 0.039846 | val_loss: 0.0320064 | Time: 5885.24 ms [2020-11-20 10:20:41 main:574] : INFO : Epoch 35 | loss: 0.0238432 | val_loss: 0.0197576 | Time: 5719.54 ms [2020-11-20 10:20:47 main:574] : INFO : Epoch 36 | loss: 0.0147116 | val_loss: 0.0138358 | Time: 5676.44 ms [2020-11-20 10:20:52 main:574] : INFO : Epoch 37 | loss: 0.0142208 | val_loss: 0.0130131 | Time: 5680.89 ms [2020-11-20 10:20:58 main:574] : INFO : Epoch 38 | loss: 0.0143943 | val_loss: 0.0150431 | Time: 5702.4 ms [2020-11-20 10:21:04 main:574] : INFO : Epoch 39 | loss: 0.0133304 | val_loss: 0.0112517 | Time: 5727.27 ms [2020-11-20 10:21:10 main:574] : INFO : Epoch 40 | loss: 0.0102116 | val_loss: 0.0106161 | Time: 5697.09 ms [2020-11-20 10:21:15 main:574] : INFO : Epoch 41 | loss: 0.00953596 | val_loss: 0.00983251 | Time: 5695.37 ms [2020-11-20 10:21:21 main:574] : INFO : Epoch 42 | loss: 0.00909372 | val_loss: 0.00936314 | Time: 5381 ms [2020-11-20 10:21:27 main:574] : INFO : Epoch 43 | loss: 0.0088204 | val_loss: 0.00919719 | Time: 5926.12 ms [2020-11-20 10:21:33 main:574] : INFO : Epoch 44 | loss: 0.0084404 | val_loss: 0.00884919 | Time: 5917.02 ms [2020-11-20 10:21:39 main:574] : INFO : Epoch 45 | loss: 0.00822347 | val_loss: 0.00845469 | Time: 5886.26 ms [2020-11-20 10:21:45 main:574] : INFO : Epoch 46 | loss: 0.00801593 | val_loss: 0.00808529 | Time: 5864.38 ms [2020-11-20 10:21:50 main:574] : INFO : Epoch 47 | loss: 0.00765893 | val_loss: 0.00804542 | Time: 5698.71 ms [2020-11-20 10:21:56 main:574] : INFO : Epoch 48 | loss: 0.0079335 | val_loss: 0.01381 | Time: 5672.35 ms [2020-11-20 10:22:02 main:574] : INFO : Epoch 49 | loss: 0.059011 | val_loss: 0.0588461 | Time: 5723.27 ms [2020-11-20 10:22:08 main:574] : INFO : Epoch 50 | loss: 0.057174 | val_loss: 0.0552334 | Time: 5733.96 ms [2020-11-20 10:22:13 main:574] : INFO : Epoch 51 | loss: 0.0517097 | val_loss: 0.0472346 | Time: 5727.34 ms [2020-11-20 10:22:19 main:574] : INFO : Epoch 52 | loss: 0.0344561 | val_loss: 0.0260446 | Time: 5756.17 ms [2020-11-20 10:22:25 main:574] : INFO : Epoch 53 | loss: 0.0413336 | val_loss: 0.0381914 | Time: 5733.22 ms [2020-11-20 10:22:31 main:574] : INFO : Epoch 54 | loss: 0.0242959 | val_loss: 0.0184823 | Time: 5703.48 ms [2020-11-20 10:22:37 main:574] : INFO : Epoch 55 | loss: 0.0127672 | val_loss: 0.0107824 | Time: 5690.33 ms [2020-11-20 10:22:42 main:574] : INFO : Epoch 56 | loss: 0.00980945 | val_loss: 0.0105353 | Time: 5679.11 ms [2020-11-20 10:22:48 main:574] : INFO : Epoch 57 | loss: 0.00861838 | val_loss: 0.00843898 | Time: 5676.56 ms [2020-11-20 10:22:54 main:574] : INFO : Epoch 58 | loss: 0.00790548 | val_loss: 0.00797694 | Time: 5724.62 ms [2020-11-20 10:23:00 main:574] : INFO : Epoch 59 | loss: 0.00751568 | val_loss: 0.00908772 | Time: 5695.46 ms [2020-11-20 10:23:05 main:574] : INFO : Epoch 60 | loss: 0.00741762 | val_loss: 0.00731486 | Time: 5694.23 ms [2020-11-20 10:23:11 main:574] : INFO : Epoch 61 | loss: 0.00716897 | val_loss: 0.00709508 | Time: 5683.26 ms [2020-11-20 10:23:17 main:574] : INFO : Epoch 62 | loss: 0.00677088 | val_loss: 0.00681126 | Time: 5730.77 ms [2020-11-20 10:23:23 main:574] : INFO : Epoch 63 | loss: 0.00653195 | val_loss: 0.00657528 | Time: 5722.53 ms [2020-11-20 10:23:28 main:574] : INFO : Epoch 64 | loss: 0.00632712 | val_loss: 0.00637921 | Time: 5731.31 ms [2020-11-20 10:23:34 main:574] : INFO : Epoch 65 | loss: 0.00614943 | val_loss: 0.00617936 | Time: 5736.45 ms [2020-11-20 10:23:40 main:574] : INFO : Epoch 66 | loss: 0.00597636 | val_loss: 0.00601335 | Time: 5706.42 ms [2020-11-20 10:23:46 main:574] : INFO : Epoch 67 | loss: 0.00581205 | val_loss: 0.00583059 | Time: 5682.2 ms [2020-11-20 10:23:51 main:574] : INFO : Epoch 68 | loss: 0.00565588 | val_loss: 0.00567439 | Time: 5720.61 ms [2020-11-20 10:23:57 main:574] : INFO : Epoch 69 | loss: 0.00549512 | val_loss: 0.00549761 | Time: 5700.29 ms [2020-11-20 10:24:03 main:574] : INFO : Epoch 70 | loss: 0.00534454 | val_loss: 0.00535525 | Time: 5627.62 ms [2020-11-20 10:24:09 main:574] : INFO : Epoch 71 | loss: 0.00519558 | val_loss: 0.00520115 | Time: 5778.51 ms [2020-11-20 10:24:14 main:574] : INFO : Epoch 72 | loss: 0.00504995 | val_loss: 0.00505447 | Time: 5704.93 ms [2020-11-20 10:24:20 main:574] : INFO : Epoch 73 | loss: 0.00490713 | val_loss: 0.00490839 | Time: 5755.91 ms [2020-11-20 10:24:26 main:574] : INFO : Epoch 74 | loss: 0.00476405 | val_loss: 0.00475321 | Time: 5876.6 ms [2020-11-20 10:24:32 main:574] : INFO : Epoch 75 | loss: 0.00462477 | val_loss: 0.0046045 | Time: 5768.65 ms [2020-11-20 10:24:38 main:574] : INFO : Epoch 76 | loss: 0.00448539 | val_loss: 0.00446981 | Time: 5689.97 ms [2020-11-20 10:24:44 main:574] : INFO : Epoch 77 | loss: 0.00435572 | val_loss: 0.00432869 | Time: 5749.82 ms [2020-11-20 10:24:49 main:574] : INFO : Epoch 78 | loss: 0.00420387 | val_loss: 0.00418793 | Time: 5728.39 ms [2020-11-20 10:24:55 main:574] : INFO : Epoch 79 | loss: 0.00407182 | val_loss: 0.00404532 | Time: 5719.5 ms [2020-11-20 10:25:01 main:574] : INFO : Epoch 80 | loss: 0.00393359 | val_loss: 0.00391292 | Time: 5700.39 ms [2020-11-20 10:25:07 main:574] : INFO : Epoch 81 | loss: 0.00380126 | val_loss: 0.00377866 | Time: 5767.85 ms [2020-11-20 10:25:12 main:574] : INFO : Epoch 82 | loss: 0.00366954 | val_loss: 0.00364643 | Time: 5714.25 ms [2020-11-20 10:25:18 main:574] : INFO : Epoch 83 | loss: 0.00354051 | val_loss: 0.00351622 | Time: 5739 ms [2020-11-20 10:25:24 main:574] : INFO : Epoch 84 | loss: 0.00341308 | val_loss: 0.00338393 | Time: 5696.74 ms [2020-11-20 10:25:30 main:574] : INFO : Epoch 85 | loss: 0.00328613 | val_loss: 0.00325981 | Time: 5669.54 ms [2020-11-20 10:25:35 main:574] : INFO : Epoch 86 | loss: 0.00316283 | val_loss: 0.0031298 | Time: 5654.58 ms [2020-11-20 10:25:41 main:574] : INFO : Epoch 87 | loss: 0.00304023 | val_loss: 0.00300981 | Time: 5652.51 ms [2020-11-20 10:25:47 main:574] : INFO : Epoch 88 | loss: 0.00292172 | val_loss: 0.0028895 | Time: 5675.72 ms [2020-11-20 10:25:53 main:574] : INFO : Epoch 89 | loss: 0.00280463 | val_loss: 0.00277097 | Time: 5675.78 ms [2020-11-20 10:25:58 main:574] : INFO : Epoch 90 | loss: 0.00269111 | val_loss: 0.00265813 | Time: 5663.22 ms [2020-11-20 10:26:04 main:574] : INFO : Epoch 91 | loss: 0.00257939 | val_loss: 0.00254902 | Time: 5650.56 ms [2020-11-20 10:26:10 main:574] : INFO : Epoch 92 | loss: 0.00247108 | val_loss: 0.00243997 | Time: 5662.76 ms [2020-11-20 10:26:16 main:574] : INFO : Epoch 93 | loss: 0.00236521 | val_loss: 0.00233362 | Time: 5682.2 ms [2020-11-20 10:26:22 main:574] : INFO : Epoch 94 | loss: 0.0022625 | val_loss: 0.00223154 | Time: 5828.13 ms [2020-11-20 10:26:27 main:574] : INFO : Epoch 95 | loss: 0.00216301 | val_loss: 0.00213203 | Time: 5665.35 ms [2020-11-20 10:26:33 main:574] : INFO : Epoch 96 | loss: 0.0020662 | val_loss: 0.00203375 | Time: 5719.81 ms [2020-11-20 10:26:39 main:574] : INFO : Epoch 97 | loss: 0.00197204 | val_loss: 0.00193944 | Time: 5685.46 ms [2020-11-20 10:26:45 main:574] : INFO : Epoch 98 | loss: 0.00188194 | val_loss: 0.00185159 | Time: 5724.35 ms [2020-11-20 10:26:50 main:574] : INFO : Epoch 99 | loss: 0.00179435 | val_loss: 0.00176489 | Time: 5699.14 ms [2020-11-20 10:26:56 main:574] : INFO : Epoch 100 | loss: 0.00170984 | val_loss: 0.00168173 | Time: 5691.77 ms [2020-11-20 10:27:02 main:574] : INFO : Epoch 101 | loss: 0.00162795 | val_loss: 0.0016001 | Time: 5713.31 ms [2020-11-20 10:27:08 main:574] : INFO : Epoch 102 | loss: 0.00155055 | val_loss: 0.00152423 | Time: 5689.83 ms [2020-11-20 10:27:13 main:574] : INFO : Epoch 103 | loss: 0.00147584 | val_loss: 0.00145014 | Time: 5684.85 ms [2020-11-20 10:27:19 main:574] : INFO : Epoch 104 | loss: 0.00140437 | val_loss: 0.00138022 | Time: 5692.98 ms [2020-11-20 10:27:25 main:574] : INFO : Epoch 105 | loss: 0.0013355 | val_loss: 0.00131426 | Time: 5643.18 ms [2020-11-20 10:27:30 main:574] : INFO : Epoch 106 | loss: 0.00127001 | val_loss: 0.00124593 | Time: 5329.41 ms [2020-11-20 10:27:36 main:574] : INFO : Epoch 107 | loss: 0.00120698 | val_loss: 0.00118782 | Time: 5498.56 ms [2020-11-20 10:27:41 main:574] : INFO : Epoch 108 | loss: 0.00114707 | val_loss: 0.00112754 | Time: 5668.21 ms [2020-11-20 10:27:47 main:574] : INFO : Epoch 109 | loss: 0.00109029 | val_loss: 0.00107073 | Time: 5689.01 ms [2020-11-20 10:27:53 main:574] : INFO : Epoch 110 | loss: 0.00103602 | val_loss: 0.00101714 | Time: 5665.18 ms [2020-11-20 10:27:59 main:574] : INFO : Epoch 111 | loss: 0.000984311 | val_loss: 0.000968299 | Time: 5764.97 ms [2020-11-20 10:28:04 main:574] : INFO : Epoch 112 | loss: 0.000935297 | val_loss: 0.000919799 | Time: 5697.05 ms [2020-11-20 10:28:10 main:574] : INFO : Epoch 113 | loss: 0.000888154 | val_loss: 0.000873169 | Time: 5705.83 ms [2020-11-20 10:28:16 main:574] : INFO : Epoch 114 | loss: 0.000843955 | val_loss: 0.000827559 | Time: 5736.13 ms [2020-11-20 10:28:22 main:574] : INFO : Epoch 115 | loss: 0.000801655 | val_loss: 0.000788575 | Time: 5748.89 ms [2020-11-20 10:28:28 main:574] : INFO : Epoch 116 | loss: 0.000761958 | val_loss: 0.000747041 | Time: 5897.69 ms [2020-11-20 10:28:34 main:574] : INFO : Epoch 117 | loss: 0.000723485 | val_loss: 0.000709921 | Time: 5885.19 ms [2020-11-20 10:28:40 main:574] : INFO : Epoch 118 | loss: 0.000687531 | val_loss: 0.000675892 | Time: 5895.08 ms [2020-11-20 10:28:46 main:574] : INFO : Epoch 119 | loss: 0.000652615 | val_loss: 0.000643575 | Time: 5894.05 ms [2020-11-20 10:28:51 main:574] : INFO : Epoch 120 | loss: 0.000620527 | val_loss: 0.000610785 | Time: 5875.99 ms [2020-11-20 10:28:57 main:574] : INFO : Epoch 121 | loss: 0.00059037 | val_loss: 0.000580229 | Time: 5873.95 ms [2020-11-20 10:29:03 main:574] : INFO : Epoch 122 | loss: 0.000561299 | val_loss: 0.000552627 | Time: 5891.11 ms [2020-11-20 10:29:09 main:574] : INFO : Epoch 123 | loss: 0.000533975 | val_loss: 0.000524176 | Time: 5833.16 ms [2020-11-20 10:29:15 main:574] : INFO : Epoch 124 | loss: 0.000507045 | val_loss: 0.000500736 | Time: 5710.04 ms [2020-11-20 10:29:21 main:574] : INFO : Epoch 125 | loss: 0.000482047 | val_loss: 0.000475265 | Time: 5750.88 ms [2020-11-20 10:29:27 main:574] : INFO : Epoch 126 | loss: 0.00045928 | val_loss: 0.000452259 | Time: 5967.8 ms [2020-11-20 10:29:33 main:574] : INFO : Epoch 127 | loss: 0.000436511 | val_loss: 0.000429949 | Time: 5708.08 ms [2020-11-20 10:29:38 main:574] : INFO : Epoch 128 | loss: 0.000415759 | val_loss: 0.000408633 | Time: 5680.68 ms [2020-11-20 10:29:44 main:574] : INFO : Epoch 129 | loss: 0.000396252 | val_loss: 0.000388181 | Time: 5716.75 ms [2020-11-20 10:29:50 main:574] : INFO : Epoch 130 | loss: 0.000376638 | val_loss: 0.000373706 | Time: 5706.72 ms [2020-11-20 10:29:56 main:574] : INFO : Epoch 131 | loss: 0.000359719 | val_loss: 0.000355816 | Time: 5689.83 ms [2020-11-20 10:30:01 main:574] : INFO : Epoch 132 | loss: 0.000342022 | val_loss: 0.000336386 | Time: 5835.63 ms [2020-11-20 10:30:07 main:574] : INFO : Epoch 133 | loss: 0.000326157 | val_loss: 0.000322003 | Time: 5697.15 ms [2020-11-20 10:30:13 main:574] : INFO : Epoch 134 | loss: 0.000311139 | val_loss: 0.000308438 | Time: 5718.68 ms [2020-11-20 10:30:19 main:574] : INFO : Epoch 135 | loss: 0.000297472 | val_loss: 0.000292781 | Time: 5698.02 ms [2020-11-20 10:30:24 main:574] : INFO : Epoch 136 | loss: 0.000284158 | val_loss: 0.000278789 | Time: 5684.94 ms [2020-11-20 10:30:30 main:574] : INFO : Epoch 137 | loss: 0.000271114 | val_loss: 0.000268475 | Time: 5679.73 ms [2020-11-20 10:30:36 main:574] : INFO : Epoch 138 | loss: 0.000259324 | val_loss: 0.000257002 | Time: 5674.3 ms [2020-11-20 10:30:42 main:574] : INFO : Epoch 139 | loss: 0.000248193 | val_loss: 0.000245562 | Time: 5656.59 ms [2020-11-20 10:30:47 main:574] : INFO : Epoch 140 | loss: 0.000237641 | val_loss: 0.000233728 | Time: 5659.66 ms [2020-11-20 10:30:53 main:574] : INFO : Epoch 141 | loss: 0.000227407 | val_loss: 0.000224594 | Time: 5673.15 ms [2020-11-20 10:30:59 main:574] : INFO : Epoch 142 | loss: 0.000217341 | val_loss: 0.000215524 | Time: 5685.33 ms [2020-11-20 10:31:04 main:574] : INFO : Epoch 143 | loss: 0.000208868 | val_loss: 0.000208215 | Time: 5695.76 ms [2020-11-20 10:31:10 main:574] : INFO : Epoch 144 | loss: 0.000200236 | val_loss: 0.000198795 | Time: 5654.83 ms [2020-11-20 10:31:16 main:574] : INFO : Epoch 145 | loss: 0.000192346 | val_loss: 0.00019072 | Time: 5654.54 ms [2020-11-20 10:31:22 main:574] : INFO : Epoch 146 | loss: 0.000184192 | val_loss: 0.000181495 | Time: 5596.22 ms [2020-11-20 10:31:27 main:574] : INFO : Epoch 147 | loss: 0.000176767 | val_loss: 0.000175844 | Time: 5282.83 ms [2020-11-20 10:31:33 main:574] : INFO : Epoch 148 | loss: 0.000170518 | val_loss: 0.000170001 | Time: 5670.79 ms [2020-11-20 10:31:38 main:574] : INFO : Epoch 149 | loss: 0.000163541 | val_loss: 0.000162363 | Time: 5682.65 ms [2020-11-20 10:31:44 main:574] : INFO : Epoch 150 | loss: 0.000157763 | val_loss: 0.000158094 | Time: 5851.02 ms [2020-11-20 10:31:50 main:574] : INFO : Epoch 151 | loss: 0.000151902 | val_loss: 0.000151416 | Time: 5955.24 ms [2020-11-20 10:31:56 main:574] : INFO : Epoch 152 | loss: 0.000145826 | val_loss: 0.000145677 | Time: 5817.45 ms [2020-11-20 10:32:02 main:574] : INFO : Epoch 153 | loss: 0.000141063 | val_loss: 0.000140628 | Time: 5806.74 ms [2020-11-20 10:32:08 main:574] : INFO : Epoch 154 | loss: 0.000135255 | val_loss: 0.000136749 | Time: 5680.11 ms [2020-11-20 10:32:14 main:574] : INFO : Epoch 155 | loss: 0.000130852 | val_loss: 0.000129547 | Time: 5725.45 ms [2020-11-20 10:32:19 main:574] : INFO : Epoch 156 | loss: 0.000125638 | val_loss: 0.000126312 | Time: 5779.15 ms [2020-11-20 10:32:25 main:574] : INFO : Epoch 157 | loss: 0.000121354 | val_loss: 0.000121937 | Time: 5809.88 ms [2020-11-20 10:32:31 main:574] : INFO : Epoch 158 | loss: 0.00011751 | val_loss: 0.000117812 | Time: 5666.71 ms [2020-11-20 10:32:37 main:574] : INFO : Epoch 159 | loss: 0.000113433 | val_loss: 0.000113189 | Time: 5662.1 ms [2020-11-20 10:32:43 main:574] : INFO : Epoch 160 | loss: 0.000109905 | val_loss: 0.0001104 | Time: 5853.28 ms [2020-11-20 10:32:49 main:574] : INFO : Epoch 161 | loss: 0.000105928 | val_loss: 0.000107663 | Time: 5821.81 ms [2020-11-20 10:32:54 main:574] : INFO : Epoch 162 | loss: 0.000102685 | val_loss: 0.000103701 | Time: 5649.36 ms [2020-11-20 10:33:00 main:574] : INFO : Epoch 163 | loss: 9.93373e-05 | val_loss: 9.99284e-05 | Time: 5658.34 ms [2020-11-20 10:33:05 main:574] : INFO : Epoch 164 | loss: 9.6039e-05 | val_loss: 9.78891e-05 | Time: 5490.79 ms [2020-11-20 10:33:11 main:574] : INFO : Epoch 165 | loss: 9.38731e-05 | val_loss: 9.33892e-05 | Time: 5725.94 ms [2020-11-20 10:33:17 main:574] : INFO : Epoch 166 | loss: 9.02686e-05 | val_loss: 9.00021e-05 | Time: 5850.65 ms [2020-11-20 10:33:23 main:574] : INFO : Epoch 167 | loss: 8.71589e-05 | val_loss: 8.88802e-05 | Time: 5755.33 ms [2020-11-20 10:33:39 main:574] : INFO : Epoch 168 | loss: 8.50142e-05 | val_loss: 8.69094e-05 | Time: 16019.7 ms [2020-11-20 10:33:45 main:574] : INFO : Epoch 169 | loss: 8.31344e-05 | val_loss: 8.33266e-05 | Time: 5966.51 ms [2020-11-20 10:33:51 main:574] : INFO : Epoch 170 | loss: 7.98068e-05 | val_loss: 8.14282e-05 | Time: 5917.89 ms [2020-11-20 10:33:57 main:574] : INFO : Epoch 171 | loss: 7.77331e-05 | val_loss: 7.8921e-05 | Time: 5929.86 ms [2020-11-20 10:34:03 main:574] : INFO : Epoch 172 | loss: 7.56857e-05 | val_loss: 7.99101e-05 | Time: 5900.55 ms [2020-11-20 10:34:09 main:574] : INFO : Epoch 173 | loss: 7.40615e-05 | val_loss: 7.57404e-05 | Time: 5891.52 ms [2020-11-20 10:34:15 main:574] : INFO : Epoch 174 | loss: 7.19671e-05 | val_loss: 7.25999e-05 | Time: 5883.72 ms [2020-11-20 10:34:21 main:574] : INFO : Epoch 175 | loss: 7.02429e-05 | val_loss: 7.1745e-05 | Time: 5901.52 ms [2020-11-20 10:34:27 main:574] : INFO : Epoch 176 | loss: 6.82752e-05 | val_loss: 6.94715e-05 | Time: 5704.3 ms [2020-11-20 10:34:32 main:574] : INFO : Epoch 177 | loss: 6.6551e-05 | val_loss: 6.79826e-05 | Time: 5719.47 ms [2020-11-20 10:34:38 main:574] : INFO : Epoch 178 | loss: 6.50874e-05 | val_loss: 6.51547e-05 | Time: 5887.19 ms [2020-11-20 10:34:44 main:574] : INFO : Epoch 179 | loss: 6.37354e-05 | val_loss: 6.43897e-05 | Time: 5935.58 ms [2020-11-20 10:34:50 main:574] : INFO : Epoch 180 | loss: 6.2208e-05 | val_loss: 6.24815e-05 | Time: 5823.8 ms [2020-11-20 10:34:56 main:574] : INFO : Epoch 181 | loss: 6.03116e-05 | val_loss: 6.05717e-05 | Time: 5666.23 ms [2020-11-20 10:35:02 main:574] : INFO : Epoch 182 | loss: 5.89259e-05 | val_loss: 6.04691e-05 | Time: 5681.42 ms [2020-11-20 10:35:07 main:574] : INFO : Epoch 183 | loss: 5.80794e-05 | val_loss: 5.9645e-05 | Time: 5665.55 ms [2020-11-20 10:35:13 main:574] : INFO : Epoch 184 | loss: 5.67836e-05 | val_loss: 5.79965e-05 | Time: 5674.5 ms [2020-11-20 10:35:19 main:574] : INFO : Epoch 185 | loss: 5.5563e-05 | val_loss: 5.66335e-05 | Time: 5659.24 ms [2020-11-20 10:35:25 main:574] : INFO : Epoch 186 | loss: 5.47822e-05 | val_loss: 5.55941e-05 | Time: 5726.37 ms [2020-11-20 10:35:30 main:574] : INFO : Epoch 187 | loss: 5.30634e-05 | val_loss: 5.37249e-05 | Time: 5699.65 ms [2020-11-20 10:35:36 main:574] : INFO : Epoch 188 | loss: 5.17805e-05 | val_loss: 5.37625e-05 | Time: 5660.43 ms [2020-11-20 10:35:42 main:574] : INFO : Epoch 189 | loss: 5.11552e-05 | val_loss: 5.07184e-05 | Time: 5650.59 ms [2020-11-20 10:35:47 main:574] : INFO : Epoch 190 | loss: 4.96101e-05 | val_loss: 5.04886e-05 | Time: 5651.51 ms [2020-11-20 10:35:53 main:574] : INFO : Epoch 191 | loss: 4.94172e-05 | val_loss: 5.0423e-05 | Time: 5660.74 ms [2020-11-20 10:35:59 main:574] : INFO : Epoch 192 | loss: 4.765e-05 | val_loss: 4.94686e-05 | Time: 5658.54 ms [2020-11-20 10:35:59 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.94686e-05 [2020-11-20 10:35:59 main:603] : INFO : Saving end state to config to file [2020-11-20 10:35:59 main:608] : INFO : Success, exiting.. 10:35:59 (4044): 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)