Task 2806869
| Name | rand_automata_0067-1604985007-5138-0_1 |
| Workunit | 1264531 |
| Created | 10 Nov 2020, 5:59:22 UTC |
| Sent | 10 Nov 2020, 6:02:35 UTC |
| Report deadline | 11 Nov 2020, 4:32:35 UTC |
| Received | 10 Nov 2020, 21:47:43 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 563 |
| Run time | 23 min 10 sec |
| CPU time | 22 min 34 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 5,442.60 GFLOPS |
| Application version | Machine Learning Dataset Generator (test) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.95 GB |
| Peak swap size | 3.88 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.5</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2020-11-10 22:24:34 main:435] : INFO : Set logging level to 1 [2020-11-10 22:24:34 main:441] : INFO : Running in BOINC Client mode [2020-11-10 22:24:34 main:444] : INFO : Resolving all filenames [2020-11-10 22:24:34 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-train-val-dataset.hdf5 (exists = 1) [2020-11-10 22:24:34 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-1604985007-5138-0_1_r1557995862_1 (exists = 0) [2020-11-10 22:24:34 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-1604985007-5138-0_1_r1557995862_0 (exists = 0) [2020-11-10 22:24:34 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-10 22:24:34 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-10 22:24:34 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-train-val-dataset.hdf5 [2020-11-10 22:24:34 main:474] : INFO : Configuration: [2020-11-10 22:24:34 main:475] : INFO : Model type: LSTM [2020-11-10 22:24:34 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-10 22:24:34 main:477] : INFO : Max Epochs: 192 [2020-11-10 22:24:34 main:478] : INFO : Batch Size: 32 [2020-11-10 22:24:34 main:479] : INFO : Learning Rate: 0.001 [2020-11-10 22:24:34 main:480] : INFO : Patience: 10 [2020-11-10 22:24:34 main:481] : INFO : Hidden Width: 64 [2020-11-10 22:24:34 main:482] : INFO : # Recurrent Layers: 4 [2020-11-10 22:24:35 main:483] : INFO : # Backend Layers: 2 [2020-11-10 22:24:35 main:484] : INFO : # Threads: 1 [2020-11-10 22:24:35 main:486] : INFO : Preparing Dataset [2020-11-10 22:24:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-train-val-dataset.hdf5 into memory [2020-11-10 22:24:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-train-val-dataset.hdf5 into memory [2020-11-10 22:24:36 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-10 22:24:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-train-val-dataset.hdf5 into memory [2020-11-10 22:24:36 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0067-train-val-dataset.hdf5 into memory [2020-11-10 22:24:36 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-10 22:24:37 main:494] : INFO : Creating Model [2020-11-10 22:24:37 main:507] : INFO : Preparing config file [2020-11-10 22:24:37 main:519] : INFO : Creating new config file [2020-11-10 22:24:38 main:559] : INFO : Loading DataLoader into Memory [2020-11-10 22:24:38 main:562] : INFO : Starting Training [2020-11-10 22:24:45 main:574] : INFO : Epoch 1 | loss: 0.0663769 | val_loss: 0.0656837 | Time: 7438.8 ms [2020-11-10 22:24:53 main:574] : INFO : Epoch 2 | loss: 0.0650268 | val_loss: 0.063934 | Time: 7077.46 ms [2020-11-10 22:25:00 main:574] : INFO : Epoch 3 | loss: 0.0620766 | val_loss: 0.0601941 | Time: 7124.71 ms [2020-11-10 22:25:07 main:574] : INFO : Epoch 4 | loss: 0.0586116 | val_loss: 0.0570701 | Time: 7115.55 ms [2020-11-10 22:25:14 main:574] : INFO : Epoch 5 | loss: 0.0556857 | val_loss: 0.0545361 | Time: 7061.19 ms [2020-11-10 22:25:21 main:574] : INFO : Epoch 6 | loss: 0.0537152 | val_loss: 0.0529013 | Time: 7112.61 ms [2020-11-10 22:25:28 main:574] : INFO : Epoch 7 | loss: 0.0522601 | val_loss: 0.0514967 | Time: 7130.19 ms [2020-11-10 22:25:35 main:574] : INFO : Epoch 8 | loss: 0.0509169 | val_loss: 0.0502652 | Time: 7047.04 ms [2020-11-10 22:25:42 main:574] : INFO : Epoch 9 | loss: 0.0495974 | val_loss: 0.0489056 | Time: 7048.18 ms [2020-11-10 22:25:50 main:574] : INFO : Epoch 10 | loss: 0.0483269 | val_loss: 0.0477057 | Time: 7077.69 ms [2020-11-10 22:25:57 main:574] : INFO : Epoch 11 | loss: 0.046975 | val_loss: 0.0464812 | Time: 7070.49 ms [2020-11-10 22:26:04 main:574] : INFO : Epoch 12 | loss: 0.0456255 | val_loss: 0.0450414 | Time: 7103.42 ms [2020-11-10 22:26:11 main:574] : INFO : Epoch 13 | loss: 0.0441467 | val_loss: 0.0435963 | Time: 7030.23 ms [2020-11-10 22:26:18 main:574] : INFO : Epoch 14 | loss: 0.0425388 | val_loss: 0.0420427 | Time: 7040.15 ms [2020-11-10 22:26:25 main:574] : INFO : Epoch 15 | loss: 0.0408166 | val_loss: 0.0403156 | Time: 7062.66 ms [2020-11-10 22:26:32 main:574] : INFO : Epoch 16 | loss: 0.0389971 | val_loss: 0.0388284 | Time: 6960.3 ms [2020-11-10 22:26:39 main:574] : INFO : Epoch 17 | loss: 0.0370731 | val_loss: 0.037015 | Time: 6896.74 ms [2020-11-10 22:26:47 main:574] : INFO : Epoch 18 | loss: 0.0348995 | val_loss: 0.0348794 | Time: 7070.28 ms [2020-11-10 22:26:54 main:574] : INFO : Epoch 19 | loss: 0.0328805 | val_loss: 0.033334 | Time: 7045.16 ms [2020-11-10 22:27:01 main:574] : INFO : Epoch 20 | loss: 0.030665 | val_loss: 0.030578 | Time: 7139.95 ms [2020-11-10 22:27:08 main:574] : INFO : Epoch 21 | loss: 0.0280898 | val_loss: 0.0293841 | Time: 7063.32 ms [2020-11-10 22:27:15 main:574] : INFO : Epoch 22 | loss: 0.0260009 | val_loss: 0.0268003 | Time: 7165.07 ms [2020-11-10 22:27:22 main:574] : INFO : Epoch 23 | loss: 0.0231008 | val_loss: 0.0228871 | Time: 7200.04 ms [2020-11-10 22:27:30 main:574] : INFO : Epoch 24 | loss: 0.0225459 | val_loss: 0.0229232 | Time: 7083.18 ms [2020-11-10 22:27:37 main:574] : INFO : Epoch 25 | loss: 0.0193418 | val_loss: 0.0182917 | Time: 7000.03 ms [2020-11-10 22:27:44 main:574] : INFO : Epoch 26 | loss: 0.0195839 | val_loss: 0.0190742 | Time: 7059.83 ms [2020-11-10 22:27:51 main:574] : INFO : Epoch 27 | loss: 0.0188941 | val_loss: 0.0219694 | Time: 6992.66 ms [2020-11-10 22:27:58 main:574] : INFO : Epoch 28 | loss: 0.0207233 | val_loss: 0.037242 | Time: 7030.98 ms [2020-11-10 22:28:05 main:574] : INFO : Epoch 29 | loss: 0.0177563 | val_loss: 0.0166253 | Time: 6961.05 ms [2020-11-10 22:28:12 main:574] : INFO : Epoch 30 | loss: 0.0170785 | val_loss: 0.0143122 | Time: 6981.07 ms [2020-11-10 22:28:19 main:574] : INFO : Epoch 31 | loss: 0.0157718 | val_loss: 0.0180287 | Time: 7017.66 ms [2020-11-10 22:28:26 main:574] : INFO : Epoch 32 | loss: 0.0127558 | val_loss: 0.0123715 | Time: 7050.59 ms [2020-11-10 22:28:34 main:574] : INFO : Epoch 33 | loss: 0.0110773 | val_loss: 0.0115078 | Time: 7164.9 ms [2020-11-10 22:28:41 main:574] : INFO : Epoch 34 | loss: 0.0113782 | val_loss: 0.00931173 | Time: 7013.05 ms [2020-11-10 22:28:48 main:574] : INFO : Epoch 35 | loss: 0.00862421 | val_loss: 0.00863018 | Time: 7165.28 ms [2020-11-10 22:28:55 main:574] : INFO : Epoch 36 | loss: 0.0119267 | val_loss: 0.00966148 | Time: 7087.75 ms [2020-11-10 22:29:02 main:574] : INFO : Epoch 37 | loss: 0.00841 | val_loss: 0.0082025 | Time: 7134.14 ms [2020-11-10 22:29:09 main:574] : INFO : Epoch 38 | loss: 0.00772434 | val_loss: 0.00822603 | Time: 7016.98 ms [2020-11-10 22:29:16 main:574] : INFO : Epoch 39 | loss: 0.00773654 | val_loss: 0.0109544 | Time: 6975.07 ms [2020-11-10 22:29:24 main:574] : INFO : Epoch 40 | loss: 0.00762701 | val_loss: 0.00719158 | Time: 7245.95 ms [2020-11-10 22:29:31 main:574] : INFO : Epoch 41 | loss: 0.00673347 | val_loss: 0.00683856 | Time: 7164.35 ms [2020-11-10 22:29:38 main:574] : INFO : Epoch 42 | loss: 0.00653078 | val_loss: 0.00661075 | Time: 7003.2 ms [2020-11-10 22:29:45 main:574] : INFO : Epoch 43 | loss: 0.00624607 | val_loss: 0.00638474 | Time: 7068.79 ms [2020-11-10 22:29:52 main:574] : INFO : Epoch 44 | loss: 0.0059893 | val_loss: 0.00607072 | Time: 7014.06 ms [2020-11-10 22:29:59 main:574] : INFO : Epoch 45 | loss: 0.00577914 | val_loss: 0.00586163 | Time: 6973.71 ms [2020-11-10 22:30:06 main:574] : INFO : Epoch 46 | loss: 0.00557764 | val_loss: 0.005665 | Time: 7028.42 ms [2020-11-10 22:30:13 main:574] : INFO : Epoch 47 | loss: 0.00538277 | val_loss: 0.0054528 | Time: 7037.55 ms [2020-11-10 22:30:20 main:574] : INFO : Epoch 48 | loss: 0.00518967 | val_loss: 0.00525253 | Time: 7018.53 ms [2020-11-10 22:30:27 main:574] : INFO : Epoch 49 | loss: 0.00500446 | val_loss: 0.0050697 | Time: 7054.77 ms [2020-11-10 22:30:34 main:574] : INFO : Epoch 50 | loss: 0.00482734 | val_loss: 0.00490466 | Time: 7022.26 ms [2020-11-10 22:30:42 main:574] : INFO : Epoch 51 | loss: 0.00464554 | val_loss: 0.00469753 | Time: 7055.24 ms [2020-11-10 22:30:49 main:574] : INFO : Epoch 52 | loss: 0.00447392 | val_loss: 0.00451926 | Time: 7090.57 ms [2020-11-10 22:30:56 main:574] : INFO : Epoch 53 | loss: 0.00430443 | val_loss: 0.00434551 | Time: 7083.2 ms [2020-11-10 22:31:03 main:574] : INFO : Epoch 54 | loss: 0.00414434 | val_loss: 0.0041711 | Time: 7036.03 ms [2020-11-10 22:31:10 main:574] : INFO : Epoch 55 | loss: 0.00398857 | val_loss: 0.00400921 | Time: 7076.96 ms [2020-11-10 22:31:17 main:574] : INFO : Epoch 56 | loss: 0.00382426 | val_loss: 0.00383625 | Time: 6935.36 ms [2020-11-10 22:31:24 main:574] : INFO : Epoch 57 | loss: 0.00367388 | val_loss: 0.00369001 | Time: 7119.94 ms [2020-11-10 22:31:32 main:574] : INFO : Epoch 58 | loss: 0.00352871 | val_loss: 0.0035268 | Time: 7173.59 ms [2020-11-10 22:31:39 main:574] : INFO : Epoch 59 | loss: 0.00338847 | val_loss: 0.00338716 | Time: 7079.68 ms [2020-11-10 22:31:46 main:574] : INFO : Epoch 60 | loss: 0.00325072 | val_loss: 0.00324203 | Time: 6960.67 ms [2020-11-10 22:31:53 main:574] : INFO : Epoch 61 | loss: 0.00311896 | val_loss: 0.00310531 | Time: 7043.31 ms [2020-11-10 22:32:00 main:574] : INFO : Epoch 62 | loss: 0.00299241 | val_loss: 0.00297877 | Time: 7059.54 ms [2020-11-10 22:32:07 main:574] : INFO : Epoch 63 | loss: 0.00287138 | val_loss: 0.00286621 | Time: 7031.4 ms [2020-11-10 22:32:14 main:574] : INFO : Epoch 64 | loss: 0.0027554 | val_loss: 0.00274225 | Time: 6913.78 ms [2020-11-10 22:32:21 main:574] : INFO : Epoch 65 | loss: 0.00264128 | val_loss: 0.0026257 | Time: 6943.88 ms [2020-11-10 22:32:28 main:574] : INFO : Epoch 66 | loss: 0.00253398 | val_loss: 0.00252464 | Time: 6990.41 ms [2020-11-10 22:32:35 main:574] : INFO : Epoch 67 | loss: 0.00243084 | val_loss: 0.00241044 | Time: 7031.3 ms [2020-11-10 22:32:42 main:574] : INFO : Epoch 68 | loss: 0.00232903 | val_loss: 0.00230767 | Time: 7013.44 ms [2020-11-10 22:32:49 main:574] : INFO : Epoch 69 | loss: 0.00223468 | val_loss: 0.00221433 | Time: 7039.79 ms [2020-11-10 22:32:56 main:574] : INFO : Epoch 70 | loss: 0.00214264 | val_loss: 0.00212221 | Time: 7037.19 ms [2020-11-10 22:33:04 main:574] : INFO : Epoch 71 | loss: 0.00205497 | val_loss: 0.00203844 | Time: 7108.32 ms [2020-11-10 22:33:11 main:574] : INFO : Epoch 72 | loss: 0.00197184 | val_loss: 0.00195802 | Time: 7129.98 ms [2020-11-10 22:33:18 main:574] : INFO : Epoch 73 | loss: 0.00189154 | val_loss: 0.00187162 | Time: 7094.75 ms [2020-11-10 22:33:25 main:574] : INFO : Epoch 74 | loss: 0.00181469 | val_loss: 0.00179958 | Time: 6942.93 ms [2020-11-10 22:33:32 main:574] : INFO : Epoch 75 | loss: 0.00174102 | val_loss: 0.00172674 | Time: 7063.54 ms [2020-11-10 22:33:39 main:574] : INFO : Epoch 76 | loss: 0.00166976 | val_loss: 0.00165145 | Time: 7059.66 ms [2020-11-10 22:33:46 main:574] : INFO : Epoch 77 | loss: 0.00160289 | val_loss: 0.00158246 | Time: 7035.46 ms [2020-11-10 22:33:53 main:574] : INFO : Epoch 78 | loss: 0.00153793 | val_loss: 0.00152249 | Time: 7036.49 ms [2020-11-10 22:34:00 main:574] : INFO : Epoch 79 | loss: 0.00147601 | val_loss: 0.0014596 | Time: 7086.98 ms [2020-11-10 22:34:08 main:574] : INFO : Epoch 80 | loss: 0.00141666 | val_loss: 0.00140116 | Time: 7120.46 ms [2020-11-10 22:34:15 main:574] : INFO : Epoch 81 | loss: 0.0013604 | val_loss: 0.00134725 | Time: 6976.73 ms [2020-11-10 22:34:22 main:574] : INFO : Epoch 82 | loss: 0.00130669 | val_loss: 0.00129563 | Time: 6997.51 ms [2020-11-10 22:34:29 main:574] : INFO : Epoch 83 | loss: 0.00125514 | val_loss: 0.00124343 | Time: 7049.48 ms [2020-11-10 22:34:36 main:574] : INFO : Epoch 84 | loss: 0.00120473 | val_loss: 0.00119276 | Time: 7051.67 ms [2020-11-10 22:34:43 main:574] : INFO : Epoch 85 | loss: 0.00115628 | val_loss: 0.00114686 | Time: 7024.36 ms [2020-11-10 22:34:50 main:574] : INFO : Epoch 86 | loss: 0.00111152 | val_loss: 0.00109749 | Time: 7007.26 ms [2020-11-10 22:34:57 main:574] : INFO : Epoch 87 | loss: 0.00106742 | val_loss: 0.00106066 | Time: 7045.07 ms [2020-11-10 22:35:04 main:574] : INFO : Epoch 88 | loss: 0.00102591 | val_loss: 0.00101385 | Time: 7085.8 ms [2020-11-10 22:35:11 main:574] : INFO : Epoch 89 | loss: 0.000986027 | val_loss: 0.000976175 | Time: 6972.59 ms [2020-11-10 22:35:18 main:574] : INFO : Epoch 90 | loss: 0.000947085 | val_loss: 0.000942338 | Time: 6995.23 ms [2020-11-10 22:35:26 main:574] : INFO : Epoch 91 | loss: 0.000909332 | val_loss: 0.000900585 | Time: 6992.23 ms [2020-11-10 22:35:33 main:574] : INFO : Epoch 92 | loss: 0.000875222 | val_loss: 0.000870337 | Time: 6951.53 ms [2020-11-10 22:35:40 main:574] : INFO : Epoch 93 | loss: 0.000840828 | val_loss: 0.00083536 | Time: 6965.75 ms [2020-11-10 22:35:47 main:574] : INFO : Epoch 94 | loss: 0.000808792 | val_loss: 0.000804224 | Time: 6924.9 ms [2020-11-10 22:35:54 main:574] : INFO : Epoch 95 | loss: 0.000778336 | val_loss: 0.000769968 | Time: 6994.34 ms [2020-11-10 22:36:01 main:574] : INFO : Epoch 96 | loss: 0.000748033 | val_loss: 0.000745285 | Time: 7075.95 ms [2020-11-10 22:36:08 main:574] : INFO : Epoch 97 | loss: 0.00072008 | val_loss: 0.00071322 | Time: 7127.2 ms [2020-11-10 22:36:15 main:574] : INFO : Epoch 98 | loss: 0.000692822 | val_loss: 0.000689528 | Time: 7103.53 ms [2020-11-10 22:36:22 main:574] : INFO : Epoch 99 | loss: 0.000667038 | val_loss: 0.000663315 | Time: 7002.41 ms [2020-11-10 22:36:29 main:574] : INFO : Epoch 100 | loss: 0.000643155 | val_loss: 0.000640113 | Time: 6991.04 ms [2020-11-10 22:36:36 main:574] : INFO : Epoch 101 | loss: 0.00061986 | val_loss: 0.00061674 | Time: 7115.62 ms [2020-11-10 22:36:44 main:574] : INFO : Epoch 102 | loss: 0.000598205 | val_loss: 0.000589785 | Time: 7167.67 ms [2020-11-10 22:36:51 main:574] : INFO : Epoch 103 | loss: 0.000575513 | val_loss: 0.000569001 | Time: 7093.75 ms [2020-11-10 22:36:58 main:574] : INFO : Epoch 104 | loss: 0.000556057 | val_loss: 0.000551416 | Time: 6898.86 ms [2020-11-10 22:37:05 main:574] : INFO : Epoch 105 | loss: 0.000536681 | val_loss: 0.00053247 | Time: 7114.39 ms [2020-11-10 22:37:12 main:574] : INFO : Epoch 106 | loss: 0.000521579 | val_loss: 0.000514877 | Time: 7057.88 ms [2020-11-10 22:37:19 main:574] : INFO : Epoch 107 | loss: 0.000500324 | val_loss: 0.000500308 | Time: 7151.65 ms [2020-11-10 22:37:26 main:574] : INFO : Epoch 108 | loss: 0.000483648 | val_loss: 0.000478969 | Time: 7041.33 ms [2020-11-10 22:37:33 main:574] : INFO : Epoch 109 | loss: 0.000467266 | val_loss: 0.000466793 | Time: 6977.35 ms [2020-11-10 22:37:40 main:574] : INFO : Epoch 110 | loss: 0.000452432 | val_loss: 0.000454058 | Time: 7019 ms [2020-11-10 22:37:48 main:574] : INFO : Epoch 111 | loss: 0.000437303 | val_loss: 0.000436881 | Time: 7001.49 ms [2020-11-10 22:37:55 main:574] : INFO : Epoch 112 | loss: 0.000425146 | val_loss: 0.000424441 | Time: 6919.11 ms [2020-11-10 22:38:01 main:574] : INFO : Epoch 113 | loss: 0.000410511 | val_loss: 0.000407449 | Time: 6903.19 ms [2020-11-10 22:38:09 main:574] : INFO : Epoch 114 | loss: 0.000398359 | val_loss: 0.000397093 | Time: 7052.29 ms [2020-11-10 22:38:16 main:574] : INFO : Epoch 115 | loss: 0.000384911 | val_loss: 0.000384159 | Time: 6996.52 ms [2020-11-10 22:38:23 main:574] : INFO : Epoch 116 | loss: 0.000373853 | val_loss: 0.00037383 | Time: 7088.9 ms [2020-11-10 22:38:30 main:574] : INFO : Epoch 117 | loss: 0.000362079 | val_loss: 0.000362253 | Time: 7026.66 ms [2020-11-10 22:38:37 main:574] : INFO : Epoch 118 | loss: 0.000351053 | val_loss: 0.000350629 | Time: 7023.34 ms [2020-11-10 22:38:44 main:574] : INFO : Epoch 119 | loss: 0.00034198 | val_loss: 0.000345859 | Time: 6942.48 ms [2020-11-10 22:38:51 main:574] : INFO : Epoch 120 | loss: 0.000332826 | val_loss: 0.000335899 | Time: 7001.06 ms [2020-11-10 22:38:58 main:574] : INFO : Epoch 121 | loss: 0.000322474 | val_loss: 0.000322435 | Time: 7158.79 ms [2020-11-10 22:39:06 main:574] : INFO : Epoch 122 | loss: 0.000313496 | val_loss: 0.000316806 | Time: 7068.23 ms [2020-11-10 22:39:13 main:574] : INFO : Epoch 123 | loss: 0.000305399 | val_loss: 0.000305286 | Time: 7163.99 ms [2020-11-10 22:39:20 main:574] : INFO : Epoch 124 | loss: 0.00029733 | val_loss: 0.00029754 | Time: 6983.97 ms [2020-11-10 22:39:27 main:574] : INFO : Epoch 125 | loss: 0.000288867 | val_loss: 0.000287293 | Time: 7002.53 ms [2020-11-10 22:39:34 main:574] : INFO : Epoch 126 | loss: 0.000281098 | val_loss: 0.000284369 | Time: 7044.1 ms [2020-11-10 22:39:41 main:574] : INFO : Epoch 127 | loss: 0.000274255 | val_loss: 0.000276428 | Time: 7030.56 ms [2020-11-10 22:39:48 main:574] : INFO : Epoch 128 | loss: 0.000266645 | val_loss: 0.000268972 | Time: 7059.87 ms [2020-11-10 22:39:55 main:574] : INFO : Epoch 129 | loss: 0.000261191 | val_loss: 0.000264998 | Time: 7020.98 ms [2020-11-10 22:40:03 main:574] : INFO : Epoch 130 | loss: 0.000254763 | val_loss: 0.00025708 | Time: 6998.74 ms [2020-11-10 22:40:10 main:574] : INFO : Epoch 131 | loss: 0.000248054 | val_loss: 0.000247631 | Time: 7013.44 ms [2020-11-10 22:40:17 main:574] : INFO : Epoch 132 | loss: 0.000242221 | val_loss: 0.000245878 | Time: 7077.57 ms [2020-11-10 22:40:24 main:574] : INFO : Epoch 133 | loss: 0.000236562 | val_loss: 0.000239868 | Time: 7104.21 ms [2020-11-10 22:40:31 main:574] : INFO : Epoch 134 | loss: 0.000230962 | val_loss: 0.000234592 | Time: 6991.88 ms [2020-11-10 22:40:38 main:574] : INFO : Epoch 135 | loss: 0.000225439 | val_loss: 0.000227925 | Time: 7023.56 ms [2020-11-10 22:40:45 main:574] : INFO : Epoch 136 | loss: 0.000220835 | val_loss: 0.000220391 | Time: 7062.6 ms [2020-11-10 22:40:52 main:574] : INFO : Epoch 137 | loss: 0.000216414 | val_loss: 0.000217875 | Time: 7077.83 ms [2020-11-10 22:40:59 main:574] : INFO : Epoch 138 | loss: 0.000210455 | val_loss: 0.000214029 | Time: 7099.81 ms [2020-11-10 22:41:07 main:574] : INFO : Epoch 139 | loss: 0.000205895 | val_loss: 0.000210085 | Time: 7183.85 ms [2020-11-10 22:41:14 main:574] : INFO : Epoch 140 | loss: 0.000202097 | val_loss: 0.000206902 | Time: 7035.42 ms [2020-11-10 22:41:21 main:574] : INFO : Epoch 141 | loss: 0.000198094 | val_loss: 0.000201246 | Time: 6877.49 ms [2020-11-10 22:41:28 main:574] : INFO : Epoch 142 | loss: 0.000193503 | val_loss: 0.000197265 | Time: 6989.32 ms [2020-11-10 22:41:35 main:574] : INFO : Epoch 143 | loss: 0.000190005 | val_loss: 0.000191585 | Time: 7085.61 ms [2020-11-10 22:41:42 main:574] : INFO : Epoch 144 | loss: 0.000186511 | val_loss: 0.000190194 | Time: 7142.21 ms [2020-11-10 22:41:49 main:574] : INFO : Epoch 145 | loss: 0.00018144 | val_loss: 0.00018633 | Time: 7055.44 ms [2020-11-10 22:41:56 main:574] : INFO : Epoch 146 | loss: 0.000178189 | val_loss: 0.00017958 | Time: 7055 ms [2020-11-10 22:42:03 main:574] : INFO : Epoch 147 | loss: 0.000174049 | val_loss: 0.000179558 | Time: 7021.39 ms [2020-11-10 22:42:11 main:574] : INFO : Epoch 148 | loss: 0.000172095 | val_loss: 0.000175932 | Time: 7100.5 ms [2020-11-10 22:42:18 main:574] : INFO : Epoch 149 | loss: 0.000167714 | val_loss: 0.000171858 | Time: 7021.65 ms [2020-11-10 22:42:25 main:574] : INFO : Epoch 150 | loss: 0.000164903 | val_loss: 0.00016985 | Time: 7126.12 ms [2020-11-10 22:42:32 main:574] : INFO : Epoch 151 | loss: 0.000161981 | val_loss: 0.000163098 | Time: 7151.83 ms [2020-11-10 22:42:39 main:574] : INFO : Epoch 152 | loss: 0.000157916 | val_loss: 0.000159352 | Time: 7141.14 ms [2020-11-10 22:42:46 main:574] : INFO : Epoch 153 | loss: 0.000155083 | val_loss: 0.000159511 | Time: 7133.65 ms [2020-11-10 22:42:53 main:574] : INFO : Epoch 154 | loss: 0.000151659 | val_loss: 0.000156087 | Time: 6952.91 ms [2020-11-10 22:43:00 main:574] : INFO : Epoch 155 | loss: 0.000148921 | val_loss: 0.000152743 | Time: 6986.21 ms [2020-11-10 22:43:07 main:574] : INFO : Epoch 156 | loss: 0.000146337 | val_loss: 0.000150009 | Time: 7047.43 ms [2020-11-10 22:43:15 main:574] : INFO : Epoch 157 | loss: 0.000143388 | val_loss: 0.000146524 | Time: 7096.41 ms [2020-11-10 22:43:22 main:574] : INFO : Epoch 158 | loss: 0.000140681 | val_loss: 0.000142643 | Time: 7149.84 ms [2020-11-10 22:43:29 main:574] : INFO : Epoch 159 | loss: 0.000138294 | val_loss: 0.00014113 | Time: 7107.31 ms [2020-11-10 22:43:36 main:574] : INFO : Epoch 160 | loss: 0.000135069 | val_loss: 0.000138916 | Time: 7005.81 ms [2020-11-10 22:43:43 main:574] : INFO : Epoch 161 | loss: 0.000132828 | val_loss: 0.000137866 | Time: 7093.22 ms [2020-11-10 22:43:50 main:574] : INFO : Epoch 162 | loss: 0.00013035 | val_loss: 0.000134139 | Time: 7113.53 ms [2020-11-10 22:43:58 main:574] : INFO : Epoch 163 | loss: 0.000128591 | val_loss: 0.00013434 | Time: 7164.66 ms [2020-11-10 22:44:05 main:574] : INFO : Epoch 164 | loss: 0.000126883 | val_loss: 0.000130411 | Time: 7176.38 ms [2020-11-10 22:44:12 main:574] : INFO : Epoch 165 | loss: 0.00012396 | val_loss: 0.000127236 | Time: 7084.25 ms [2020-11-10 22:44:19 main:574] : INFO : Epoch 166 | loss: 0.000121601 | val_loss: 0.000124966 | Time: 6951.5 ms [2020-11-10 22:44:26 main:574] : INFO : Epoch 167 | loss: 0.000119825 | val_loss: 0.000123306 | Time: 7106.41 ms [2020-11-10 22:44:33 main:574] : INFO : Epoch 168 | loss: 0.00011804 | val_loss: 0.000122446 | Time: 6996.56 ms [2020-11-10 22:44:40 main:574] : INFO : Epoch 169 | loss: 0.000115659 | val_loss: 0.000119699 | Time: 7118.76 ms [2020-11-10 22:44:48 main:574] : INFO : Epoch 170 | loss: 0.000114248 | val_loss: 0.000117432 | Time: 7186.32 ms [2020-11-10 22:44:55 main:574] : INFO : Epoch 171 | loss: 0.000112127 | val_loss: 0.000116263 | Time: 7162.64 ms [2020-11-10 22:45:02 main:574] : INFO : Epoch 172 | loss: 0.000110501 | val_loss: 0.000117091 | Time: 7107.7 ms [2020-11-10 22:45:09 main:574] : INFO : Epoch 173 | loss: 0.000108841 | val_loss: 0.000112436 | Time: 6995.37 ms [2020-11-10 22:45:16 main:574] : INFO : Epoch 174 | loss: 0.000106819 | val_loss: 0.000110288 | Time: 7091.84 ms [2020-11-10 22:45:23 main:574] : INFO : Epoch 175 | loss: 0.000105651 | val_loss: 0.00011013 | Time: 6972.1 ms [2020-11-10 22:45:30 main:574] : INFO : Epoch 176 | loss: 0.00010379 | val_loss: 0.000108849 | Time: 6931.33 ms [2020-11-10 22:45:37 main:574] : INFO : Epoch 177 | loss: 0.000102413 | val_loss: 0.000106926 | Time: 7066.32 ms [2020-11-10 22:45:44 main:574] : INFO : Epoch 178 | loss: 0.000100831 | val_loss: 0.000104578 | Time: 7019.41 ms [2020-11-10 22:45:52 main:574] : INFO : Epoch 179 | loss: 9.97346e-05 | val_loss: 0.000103822 | Time: 7166.87 ms [2020-11-10 22:45:59 main:574] : INFO : Epoch 180 | loss: 9.82558e-05 | val_loss: 0.000102467 | Time: 6982.31 ms [2020-11-10 22:46:06 main:574] : INFO : Epoch 181 | loss: 9.6482e-05 | val_loss: 9.95189e-05 | Time: 7090.03 ms [2020-11-10 22:46:13 main:574] : INFO : Epoch 182 | loss: 9.50165e-05 | val_loss: 0.000100883 | Time: 6946.33 ms [2020-11-10 22:46:20 main:574] : INFO : Epoch 183 | loss: 9.41928e-05 | val_loss: 9.84699e-05 | Time: 7016.76 ms [2020-11-10 22:46:27 main:574] : INFO : Epoch 184 | loss: 9.26363e-05 | val_loss: 9.67628e-05 | Time: 7085.23 ms [2020-11-10 22:46:34 main:574] : INFO : Epoch 185 | loss: 9.1042e-05 | val_loss: 9.51046e-05 | Time: 7110.72 ms [2020-11-10 22:46:41 main:574] : INFO : Epoch 186 | loss: 8.9497e-05 | val_loss: 9.40038e-05 | Time: 7102.6 ms [2020-11-10 22:46:49 main:574] : INFO : Epoch 187 | loss: 8.86534e-05 | val_loss: 9.21885e-05 | Time: 7161.13 ms [2020-11-10 22:46:56 main:574] : INFO : Epoch 188 | loss: 8.73282e-05 | val_loss: 9.18584e-05 | Time: 7065.99 ms [2020-11-10 22:47:03 main:574] : INFO : Epoch 189 | loss: 8.64508e-05 | val_loss: 8.93772e-05 | Time: 7091.79 ms [2020-11-10 22:47:10 main:574] : INFO : Epoch 190 | loss: 8.51029e-05 | val_loss: 8.87272e-05 | Time: 7091.04 ms [2020-11-10 22:47:17 main:574] : INFO : Epoch 191 | loss: 8.40786e-05 | val_loss: 9.05701e-05 | Time: 7137.78 ms [2020-11-10 22:47:24 main:574] : INFO : Epoch 192 | loss: 8.31986e-05 | val_loss: 8.85889e-05 | Time: 7033.77 ms [2020-11-10 22:47:24 main:597] : INFO : Saving trained model to model-final.pt, val_loss 8.85889e-05 [2020-11-10 22:47:24 main:603] : INFO : Saving end state to config to file [2020-11-10 22:47:24 main:608] : INFO : Success, exiting.. 22:47:25 (7656): 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)