Task 2953372
| Name | rand_automata_0004-1605428306-17648-0_0 |
| Workunit | 1332483 |
| Created | 15 Nov 2020, 8:18:30 UTC |
| Sent | 20 Nov 2020, 16:51:44 UTC |
| Report deadline | 28 Nov 2020, 16:51:44 UTC |
| Received | 20 Nov 2020, 17:09:12 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3097 |
| Run time | 17 min 6 sec |
| CPU time | 16 min 22 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 11:52:01 main:435] : INFO : Set logging level to 1 [2020-11-20 11:52:01 main:441] : INFO : Running in BOINC Client mode [2020-11-20 11:52:01 main:444] : INFO : Resolving all filenames [2020-11-20 11:52:01 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 (exists = 1) [2020-11-20 11:52:01 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-1605428306-17648-0_0_r1615535926_1 (exists = 0) [2020-11-20 11:52:02 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-1605428306-17648-0_0_r1615535926_0 (exists = 0) [2020-11-20 11:52:02 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-20 11:52:02 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-20 11:52:02 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 [2020-11-20 11:52:02 main:474] : INFO : Configuration: [2020-11-20 11:52:02 main:475] : INFO : Model type: LSTM [2020-11-20 11:52:02 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-20 11:52:02 main:477] : INFO : Max Epochs: 192 [2020-11-20 11:52:02 main:478] : INFO : Batch Size: 32 [2020-11-20 11:52:02 main:479] : INFO : Learning Rate: 0.001 [2020-11-20 11:52:02 main:480] : INFO : Patience: 10 [2020-11-20 11:52:02 main:481] : INFO : Hidden Width: 64 [2020-11-20 11:52:03 main:482] : INFO : # Recurrent Layers: 4 [2020-11-20 11:52:03 main:483] : INFO : # Backend Layers: 2 [2020-11-20 11:52:03 main:484] : INFO : # Threads: 1 [2020-11-20 11:52:03 main:486] : INFO : Preparing Dataset [2020-11-20 11:52:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory [2020-11-20 11:52:03 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory [2020-11-20 11:52:05 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-20 11:52:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory [2020-11-20 11:52:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory [2020-11-20 11:52:06 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-20 11:52:06 main:494] : INFO : Creating Model [2020-11-20 11:52:06 main:507] : INFO : Preparing config file [2020-11-20 11:52:06 main:519] : INFO : Creating new config file [2020-11-20 11:52:07 main:559] : INFO : Loading DataLoader into Memory [2020-11-20 11:52:14 main:562] : INFO : Starting Training [2020-11-20 11:52:20 main:574] : INFO : Epoch 1 | loss: 0.0660631 | val_loss: 0.0654212 | Time: 5695.68 ms [2020-11-20 11:52:25 main:574] : INFO : Epoch 2 | loss: 0.0648449 | val_loss: 0.0638914 | Time: 5177.87 ms [2020-11-20 11:52:31 main:574] : INFO : Epoch 3 | loss: 0.0622798 | val_loss: 0.0606514 | Time: 5027.91 ms [2020-11-20 11:52:36 main:574] : INFO : Epoch 4 | loss: 0.0591448 | val_loss: 0.0578235 | Time: 5041.12 ms [2020-11-20 11:52:41 main:574] : INFO : Epoch 5 | loss: 0.056727 | val_loss: 0.0560047 | Time: 5039.74 ms [2020-11-20 11:52:46 main:574] : INFO : Epoch 6 | loss: 0.0550223 | val_loss: 0.0545047 | Time: 5087.67 ms [2020-11-20 11:52:51 main:574] : INFO : Epoch 7 | loss: 0.0535589 | val_loss: 0.0531261 | Time: 5114.77 ms [2020-11-20 11:52:56 main:574] : INFO : Epoch 8 | loss: 0.0520732 | val_loss: 0.0516961 | Time: 5110.46 ms [2020-11-20 11:53:01 main:574] : INFO : Epoch 9 | loss: 0.0504191 | val_loss: 0.0499767 | Time: 5062.88 ms [2020-11-20 11:53:06 main:574] : INFO : Epoch 10 | loss: 0.0484495 | val_loss: 0.0480343 | Time: 5060.32 ms [2020-11-20 11:53:12 main:574] : INFO : Epoch 11 | loss: 0.0461011 | val_loss: 0.0455779 | Time: 5078.64 ms [2020-11-20 11:53:17 main:574] : INFO : Epoch 12 | loss: 0.043516 | val_loss: 0.0429085 | Time: 5031.28 ms [2020-11-20 11:53:22 main:574] : INFO : Epoch 13 | loss: 0.0405602 | val_loss: 0.0398006 | Time: 5076.37 ms [2020-11-20 11:53:27 main:574] : INFO : Epoch 14 | loss: 0.0375485 | val_loss: 0.0371628 | Time: 5279.22 ms [2020-11-20 11:53:32 main:574] : INFO : Epoch 15 | loss: 0.0344776 | val_loss: 0.0343289 | Time: 5164.36 ms [2020-11-20 11:53:38 main:574] : INFO : Epoch 16 | loss: 0.0547012 | val_loss: 0.0542194 | Time: 5034.79 ms [2020-11-20 11:53:43 main:574] : INFO : Epoch 17 | loss: 0.045059 | val_loss: 0.0352929 | Time: 5001.91 ms [2020-11-20 11:53:48 main:574] : INFO : Epoch 18 | loss: 0.0313281 | val_loss: 0.0345811 | Time: 5017.14 ms [2020-11-20 11:53:53 main:574] : INFO : Epoch 19 | loss: 0.0283966 | val_loss: 0.0299975 | Time: 5012.39 ms [2020-11-20 11:53:58 main:574] : INFO : Epoch 20 | loss: 0.0396148 | val_loss: 0.0501736 | Time: 5042.47 ms [2020-11-20 11:54:03 main:574] : INFO : Epoch 21 | loss: 0.0335361 | val_loss: 0.0278982 | Time: 5103.86 ms [2020-11-20 11:54:08 main:574] : INFO : Epoch 22 | loss: 0.0253876 | val_loss: 0.0234843 | Time: 5056.14 ms [2020-11-20 11:54:13 main:574] : INFO : Epoch 23 | loss: 0.0298028 | val_loss: 0.0229528 | Time: 5099.88 ms [2020-11-20 11:54:19 main:574] : INFO : Epoch 24 | loss: 0.0290709 | val_loss: 0.0293961 | Time: 5134 ms [2020-11-20 11:54:24 main:574] : INFO : Epoch 25 | loss: 0.0265778 | val_loss: 0.0205134 | Time: 5017.49 ms [2020-11-20 11:54:29 main:574] : INFO : Epoch 26 | loss: 0.0238079 | val_loss: 0.0234785 | Time: 5004.5 ms [2020-11-20 11:54:34 main:574] : INFO : Epoch 27 | loss: 0.0242748 | val_loss: 0.0189015 | Time: 5010.34 ms [2020-11-20 11:54:39 main:574] : INFO : Epoch 28 | loss: 0.0174959 | val_loss: 0.023782 | Time: 5023 ms [2020-11-20 11:54:44 main:574] : INFO : Epoch 29 | loss: 0.0338556 | val_loss: 0.0599202 | Time: 5039.29 ms [2020-11-20 11:54:49 main:574] : INFO : Epoch 30 | loss: 0.0569412 | val_loss: 0.0543945 | Time: 5099.87 ms [2020-11-20 11:54:54 main:574] : INFO : Epoch 31 | loss: 0.0506305 | val_loss: 0.0459981 | Time: 5083.27 ms [2020-11-20 11:54:59 main:574] : INFO : Epoch 32 | loss: 0.0341758 | val_loss: 0.0247712 | Time: 5068.65 ms [2020-11-20 11:55:05 main:574] : INFO : Epoch 33 | loss: 0.036507 | val_loss: 0.0434802 | Time: 5115.29 ms [2020-11-20 11:55:10 main:574] : INFO : Epoch 34 | loss: 0.0286626 | val_loss: 0.0218671 | Time: 5106.41 ms [2020-11-20 11:55:15 main:574] : INFO : Epoch 35 | loss: 0.019478 | val_loss: 0.0241815 | Time: 5105.48 ms [2020-11-20 11:55:20 main:574] : INFO : Epoch 36 | loss: 0.0162746 | val_loss: 0.0149986 | Time: 5092.86 ms [2020-11-20 11:55:25 main:574] : INFO : Epoch 37 | loss: 0.0426891 | val_loss: 0.0293671 | Time: 5063.35 ms [2020-11-20 11:55:31 main:574] : INFO : Epoch 38 | loss: 0.0209524 | val_loss: 0.0194868 | Time: 5219.2 ms [2020-11-20 11:55:36 main:574] : INFO : Epoch 39 | loss: 0.0148483 | val_loss: 0.013982 | Time: 5292.15 ms [2020-11-20 11:55:41 main:574] : INFO : Epoch 40 | loss: 0.013258 | val_loss: 0.0153943 | Time: 5273.14 ms [2020-11-20 11:55:46 main:574] : INFO : Epoch 41 | loss: 0.0142467 | val_loss: 0.0143498 | Time: 5011.85 ms [2020-11-20 11:55:51 main:574] : INFO : Epoch 42 | loss: 0.0123923 | val_loss: 0.0116651 | Time: 5015.34 ms [2020-11-20 11:55:57 main:574] : INFO : Epoch 43 | loss: 0.0118111 | val_loss: 0.0218997 | Time: 5007.15 ms [2020-11-20 11:56:02 main:574] : INFO : Epoch 44 | loss: 0.0145364 | val_loss: 0.0110528 | Time: 5033.23 ms [2020-11-20 11:56:07 main:574] : INFO : Epoch 45 | loss: 0.010172 | val_loss: 0.0100447 | Time: 5025.33 ms [2020-11-20 11:56:12 main:574] : INFO : Epoch 46 | loss: 0.0105096 | val_loss: 0.0234957 | Time: 5000.18 ms [2020-11-20 11:56:17 main:574] : INFO : Epoch 47 | loss: 0.0119422 | val_loss: 0.00982035 | Time: 5026.85 ms [2020-11-20 11:56:22 main:574] : INFO : Epoch 48 | loss: 0.0141723 | val_loss: 0.0589789 | Time: 5072.86 ms [2020-11-20 11:56:27 main:574] : INFO : Epoch 49 | loss: 0.0565336 | val_loss: 0.0538253 | Time: 5319.88 ms [2020-11-20 11:56:33 main:574] : INFO : Epoch 50 | loss: 0.0497922 | val_loss: 0.0452322 | Time: 5131.76 ms [2020-11-20 11:56:38 main:574] : INFO : Epoch 51 | loss: 0.037751 | val_loss: 0.0313327 | Time: 5019.3 ms [2020-11-20 11:56:43 main:574] : INFO : Epoch 52 | loss: 0.0314034 | val_loss: 0.0248535 | Time: 5027.81 ms [2020-11-20 11:56:48 main:574] : INFO : Epoch 53 | loss: 0.0257518 | val_loss: 0.0253575 | Time: 5011.36 ms [2020-11-20 11:56:53 main:574] : INFO : Epoch 54 | loss: 0.0324186 | val_loss: 0.0237938 | Time: 5029.68 ms [2020-11-20 11:56:58 main:574] : INFO : Epoch 55 | loss: 0.0212411 | val_loss: 0.0437265 | Time: 5013.43 ms [2020-11-20 11:57:03 main:574] : INFO : Epoch 56 | loss: 0.0278893 | val_loss: 0.0176057 | Time: 5025.76 ms [2020-11-20 11:57:08 main:574] : INFO : Epoch 57 | loss: 0.01543 | val_loss: 0.0137338 | Time: 5036.47 ms [2020-11-20 11:57:14 main:574] : INFO : Epoch 58 | loss: 0.0117777 | val_loss: 0.0194151 | Time: 5274.79 ms [2020-11-20 11:57:19 main:574] : INFO : Epoch 59 | loss: 0.0119902 | val_loss: 0.010729 | Time: 5259.27 ms [2020-11-20 11:57:24 main:574] : INFO : Epoch 60 | loss: 0.00947924 | val_loss: 0.0124755 | Time: 5275.61 ms [2020-11-20 11:57:30 main:574] : INFO : Epoch 61 | loss: 0.0106576 | val_loss: 0.00922145 | Time: 5271.21 ms [2020-11-20 11:57:35 main:574] : INFO : Epoch 62 | loss: 0.00859303 | val_loss: 0.00860314 | Time: 5236.52 ms [2020-11-20 11:57:40 main:574] : INFO : Epoch 63 | loss: 0.00796708 | val_loss: 0.00814207 | Time: 5070.81 ms [2020-11-20 11:57:45 main:574] : INFO : Epoch 64 | loss: 0.00987288 | val_loss: 0.0118329 | Time: 5053.38 ms [2020-11-20 11:57:50 main:574] : INFO : Epoch 65 | loss: 0.00843555 | val_loss: 0.00795766 | Time: 5057.92 ms [2020-11-20 11:57:55 main:574] : INFO : Epoch 66 | loss: 0.00764482 | val_loss: 0.007585 | Time: 5053.85 ms [2020-11-20 11:58:00 main:574] : INFO : Epoch 67 | loss: 0.00707614 | val_loss: 0.00729465 | Time: 5058.02 ms [2020-11-20 11:58:05 main:574] : INFO : Epoch 68 | loss: 0.00680644 | val_loss: 0.00706884 | Time: 4994.73 ms [2020-11-20 11:58:11 main:574] : INFO : Epoch 69 | loss: 0.00658952 | val_loss: 0.00685776 | Time: 4998.71 ms [2020-11-20 11:58:16 main:574] : INFO : Epoch 70 | loss: 0.00640323 | val_loss: 0.00667203 | Time: 4999.57 ms [2020-11-20 11:58:21 main:574] : INFO : Epoch 71 | loss: 0.00622709 | val_loss: 0.00653203 | Time: 5039.47 ms [2020-11-20 11:58:26 main:574] : INFO : Epoch 72 | loss: 0.0063667 | val_loss: 0.00654133 | Time: 5051.1 ms [2020-11-20 11:58:31 main:574] : INFO : Epoch 73 | loss: 0.00599557 | val_loss: 0.00616478 | Time: 5062.65 ms [2020-11-20 11:58:36 main:574] : INFO : Epoch 74 | loss: 0.00578529 | val_loss: 0.00598371 | Time: 5017.02 ms [2020-11-20 11:58:41 main:574] : INFO : Epoch 75 | loss: 0.00561654 | val_loss: 0.00583057 | Time: 5049.8 ms [2020-11-20 11:58:46 main:574] : INFO : Epoch 76 | loss: 0.0054724 | val_loss: 0.00568635 | Time: 5046.51 ms [2020-11-20 11:58:52 main:574] : INFO : Epoch 77 | loss: 0.00533453 | val_loss: 0.00554721 | Time: 5221.8 ms [2020-11-20 11:58:57 main:574] : INFO : Epoch 78 | loss: 0.00521277 | val_loss: 0.00542042 | Time: 5266.87 ms [2020-11-20 11:59:02 main:574] : INFO : Epoch 79 | loss: 0.00506423 | val_loss: 0.00527331 | Time: 5257.67 ms [2020-11-20 11:59:07 main:574] : INFO : Epoch 80 | loss: 0.00493324 | val_loss: 0.00513375 | Time: 5254.51 ms [2020-11-20 11:59:13 main:574] : INFO : Epoch 81 | loss: 0.00485737 | val_loss: 0.00535213 | Time: 5269.04 ms [2020-11-20 11:59:18 main:574] : INFO : Epoch 82 | loss: 0.0048554 | val_loss: 0.00486366 | Time: 5272.48 ms [2020-11-20 11:59:23 main:574] : INFO : Epoch 83 | loss: 0.00455056 | val_loss: 0.00471482 | Time: 5262.68 ms [2020-11-20 11:59:29 main:574] : INFO : Epoch 84 | loss: 0.00440843 | val_loss: 0.00453317 | Time: 5263.63 ms [2020-11-20 11:59:34 main:574] : INFO : Epoch 85 | loss: 0.00428172 | val_loss: 0.00440275 | Time: 5289.89 ms [2020-11-20 11:59:39 main:574] : INFO : Epoch 86 | loss: 0.00415514 | val_loss: 0.00426465 | Time: 5268.47 ms [2020-11-20 11:59:45 main:574] : INFO : Epoch 87 | loss: 0.00403359 | val_loss: 0.00408979 | Time: 5266.87 ms [2020-11-20 11:59:50 main:574] : INFO : Epoch 88 | loss: 0.00390421 | val_loss: 0.00396343 | Time: 5251.1 ms [2020-11-20 11:59:55 main:574] : INFO : Epoch 89 | loss: 0.0037829 | val_loss: 0.00383703 | Time: 5257.79 ms [2020-11-20 12:00:01 main:574] : INFO : Epoch 90 | loss: 0.00366309 | val_loss: 0.00371702 | Time: 5315.4 ms [2020-11-20 12:00:06 main:574] : INFO : Epoch 91 | loss: 0.00354391 | val_loss: 0.00359114 | Time: 5346.1 ms [2020-11-20 12:00:11 main:574] : INFO : Epoch 92 | loss: 0.00342678 | val_loss: 0.00346916 | Time: 5118.54 ms [2020-11-20 12:00:16 main:574] : INFO : Epoch 93 | loss: 0.00331149 | val_loss: 0.00334717 | Time: 5026.01 ms [2020-11-20 12:00:22 main:574] : INFO : Epoch 94 | loss: 0.00319658 | val_loss: 0.00323124 | Time: 5148.93 ms [2020-11-20 12:00:27 main:574] : INFO : Epoch 95 | loss: 0.00312536 | val_loss: 0.00311079 | Time: 5141.38 ms [2020-11-20 12:00:32 main:574] : INFO : Epoch 96 | loss: 0.00297254 | val_loss: 0.00298236 | Time: 5103.84 ms [2020-11-20 12:00:37 main:574] : INFO : Epoch 97 | loss: 0.00285921 | val_loss: 0.00288472 | Time: 5137.63 ms [2020-11-20 12:00:42 main:574] : INFO : Epoch 98 | loss: 0.00275236 | val_loss: 0.00277519 | Time: 5061.08 ms [2020-11-20 12:00:47 main:574] : INFO : Epoch 99 | loss: 0.00264723 | val_loss: 0.00266202 | Time: 5008.19 ms [2020-11-20 12:00:52 main:574] : INFO : Epoch 100 | loss: 0.00254467 | val_loss: 0.00255513 | Time: 5030.92 ms [2020-11-20 12:00:58 main:574] : INFO : Epoch 101 | loss: 0.00244452 | val_loss: 0.00245188 | Time: 5091.83 ms [2020-11-20 12:01:03 main:574] : INFO : Epoch 102 | loss: 0.00234687 | val_loss: 0.00233413 | Time: 5135.8 ms [2020-11-20 12:01:08 main:574] : INFO : Epoch 103 | loss: 0.0022512 | val_loss: 0.00224557 | Time: 5075.86 ms [2020-11-20 12:01:13 main:574] : INFO : Epoch 104 | loss: 0.00215816 | val_loss: 0.00213854 | Time: 5088.04 ms [2020-11-20 12:01:18 main:574] : INFO : Epoch 105 | loss: 0.00206762 | val_loss: 0.00204473 | Time: 5085.88 ms [2020-11-20 12:01:23 main:574] : INFO : Epoch 106 | loss: 0.00197927 | val_loss: 0.00195754 | Time: 5167.11 ms [2020-11-20 12:01:28 main:574] : INFO : Epoch 107 | loss: 0.00189443 | val_loss: 0.00187393 | Time: 5078.02 ms [2020-11-20 12:01:34 main:574] : INFO : Epoch 108 | loss: 0.00181161 | val_loss: 0.00178784 | Time: 5083.24 ms [2020-11-20 12:01:39 main:574] : INFO : Epoch 109 | loss: 0.00173115 | val_loss: 0.00170887 | Time: 5358.03 ms [2020-11-20 12:01:44 main:574] : INFO : Epoch 110 | loss: 0.00165452 | val_loss: 0.00163357 | Time: 5263.27 ms [2020-11-20 12:01:49 main:574] : INFO : Epoch 111 | loss: 0.00157924 | val_loss: 0.00155756 | Time: 5007.32 ms [2020-11-20 12:01:54 main:574] : INFO : Epoch 112 | loss: 0.0015078 | val_loss: 0.00148649 | Time: 5009.04 ms [2020-11-20 12:02:00 main:574] : INFO : Epoch 113 | loss: 0.00143821 | val_loss: 0.00141916 | Time: 5005.1 ms [2020-11-20 12:02:05 main:574] : INFO : Epoch 114 | loss: 0.00137145 | val_loss: 0.00135058 | Time: 5009.19 ms [2020-11-20 12:02:10 main:574] : INFO : Epoch 115 | loss: 0.00130728 | val_loss: 0.00128749 | Time: 5007.19 ms [2020-11-20 12:02:15 main:574] : INFO : Epoch 116 | loss: 0.00124551 | val_loss: 0.00122628 | Time: 5011.37 ms [2020-11-20 12:02:20 main:574] : INFO : Epoch 117 | loss: 0.00118665 | val_loss: 0.00116712 | Time: 5012.18 ms [2020-11-20 12:02:25 main:574] : INFO : Epoch 118 | loss: 0.00112861 | val_loss: 0.00110889 | Time: 5156.15 ms [2020-11-20 12:02:30 main:574] : INFO : Epoch 119 | loss: 0.0010746 | val_loss: 0.00105748 | Time: 5072.25 ms [2020-11-20 12:02:35 main:574] : INFO : Epoch 120 | loss: 0.00102155 | val_loss: 0.00100354 | Time: 5229.73 ms [2020-11-20 12:02:41 main:574] : INFO : Epoch 121 | loss: 0.000971402 | val_loss: 0.000955619 | Time: 5029.56 ms [2020-11-20 12:02:46 main:574] : INFO : Epoch 122 | loss: 0.00092396 | val_loss: 0.000906364 | Time: 5168.03 ms [2020-11-20 12:02:51 main:574] : INFO : Epoch 123 | loss: 0.000877867 | val_loss: 0.000862813 | Time: 5022.33 ms [2020-11-20 12:02:56 main:574] : INFO : Epoch 124 | loss: 0.000834194 | val_loss: 0.000818342 | Time: 5171.22 ms [2020-11-20 12:03:01 main:574] : INFO : Epoch 125 | loss: 0.000791977 | val_loss: 0.000777126 | Time: 5139.03 ms [2020-11-20 12:03:06 main:574] : INFO : Epoch 126 | loss: 0.000752089 | val_loss: 0.000738309 | Time: 5034.94 ms [2020-11-20 12:03:11 main:574] : INFO : Epoch 127 | loss: 0.000714258 | val_loss: 0.000701872 | Time: 5026.85 ms [2020-11-20 12:03:17 main:574] : INFO : Epoch 128 | loss: 0.000677611 | val_loss: 0.00066626 | Time: 5051.58 ms [2020-11-20 12:03:22 main:574] : INFO : Epoch 129 | loss: 0.000643863 | val_loss: 0.000633663 | Time: 5120.97 ms [2020-11-20 12:03:27 main:574] : INFO : Epoch 130 | loss: 0.000611595 | val_loss: 0.000600047 | Time: 5258.2 ms [2020-11-20 12:03:32 main:574] : INFO : Epoch 131 | loss: 0.000580256 | val_loss: 0.000570668 | Time: 5291.63 ms [2020-11-20 12:03:37 main:574] : INFO : Epoch 132 | loss: 0.000550918 | val_loss: 0.000540179 | Time: 5038.6 ms [2020-11-20 12:03:43 main:574] : INFO : Epoch 133 | loss: 0.000522881 | val_loss: 0.000513653 | Time: 5055.57 ms [2020-11-20 12:03:48 main:574] : INFO : Epoch 134 | loss: 0.000496171 | val_loss: 0.00048743 | Time: 5047.7 ms [2020-11-20 12:03:53 main:574] : INFO : Epoch 135 | loss: 0.00047098 | val_loss: 0.000462592 | Time: 5047.37 ms [2020-11-20 12:03:58 main:574] : INFO : Epoch 136 | loss: 0.000446959 | val_loss: 0.000437944 | Time: 5074.44 ms [2020-11-20 12:04:03 main:574] : INFO : Epoch 137 | loss: 0.000424356 | val_loss: 0.000416691 | Time: 5093.04 ms [2020-11-20 12:04:08 main:574] : INFO : Epoch 138 | loss: 0.000402889 | val_loss: 0.00039658 | Time: 5098.48 ms [2020-11-20 12:04:13 main:574] : INFO : Epoch 139 | loss: 0.00038255 | val_loss: 0.000374641 | Time: 5109.96 ms [2020-11-20 12:04:19 main:574] : INFO : Epoch 140 | loss: 0.000363283 | val_loss: 0.000357855 | Time: 5103.15 ms [2020-11-20 12:04:24 main:574] : INFO : Epoch 141 | loss: 0.000344869 | val_loss: 0.000338319 | Time: 5117.76 ms [2020-11-20 12:04:29 main:574] : INFO : Epoch 142 | loss: 0.000327942 | val_loss: 0.00032315 | Time: 5089.89 ms [2020-11-20 12:04:34 main:574] : INFO : Epoch 143 | loss: 0.000311481 | val_loss: 0.000306627 | Time: 5101.25 ms [2020-11-20 12:04:39 main:574] : INFO : Epoch 144 | loss: 0.00029633 | val_loss: 0.000291116 | Time: 5025.51 ms [2020-11-20 12:04:44 main:574] : INFO : Epoch 145 | loss: 0.000281515 | val_loss: 0.000277063 | Time: 5013.64 ms [2020-11-20 12:04:49 main:574] : INFO : Epoch 146 | loss: 0.000267889 | val_loss: 0.000264812 | Time: 5054.74 ms [2020-11-20 12:04:54 main:574] : INFO : Epoch 147 | loss: 0.00025517 | val_loss: 0.00025041 | Time: 4997.31 ms [2020-11-20 12:04:59 main:574] : INFO : Epoch 148 | loss: 0.000242986 | val_loss: 0.000239343 | Time: 5017.5 ms [2020-11-20 12:05:05 main:574] : INFO : Epoch 149 | loss: 0.000231586 | val_loss: 0.000228175 | Time: 5041.76 ms [2020-11-20 12:05:10 main:574] : INFO : Epoch 150 | loss: 0.000220492 | val_loss: 0.000218507 | Time: 5071.95 ms [2020-11-20 12:05:15 main:574] : INFO : Epoch 151 | loss: 0.000210449 | val_loss: 0.00020823 | Time: 5098.8 ms [2020-11-20 12:05:20 main:574] : INFO : Epoch 152 | loss: 0.00020089 | val_loss: 0.000198742 | Time: 5018.27 ms [2020-11-20 12:05:25 main:574] : INFO : Epoch 153 | loss: 0.000191827 | val_loss: 0.000188277 | Time: 5177.08 ms [2020-11-20 12:05:30 main:574] : INFO : Epoch 154 | loss: 0.00018302 | val_loss: 0.000181457 | Time: 5066.01 ms [2020-11-20 12:05:35 main:574] : INFO : Epoch 155 | loss: 0.000174799 | val_loss: 0.000173726 | Time: 5112.04 ms [2020-11-20 12:05:41 main:574] : INFO : Epoch 156 | loss: 0.000167334 | val_loss: 0.000164381 | Time: 5118.81 ms [2020-11-20 12:05:46 main:574] : INFO : Epoch 157 | loss: 0.000159881 | val_loss: 0.000158953 | Time: 5143.58 ms [2020-11-20 12:05:51 main:574] : INFO : Epoch 158 | loss: 0.000152964 | val_loss: 0.000152599 | Time: 5115.39 ms [2020-11-20 12:05:56 main:574] : INFO : Epoch 159 | loss: 0.000147171 | val_loss: 0.000144661 | Time: 5153.55 ms [2020-11-20 12:06:01 main:574] : INFO : Epoch 160 | loss: 0.00014053 | val_loss: 0.000138049 | Time: 5137.71 ms [2020-11-20 12:06:07 main:574] : INFO : Epoch 161 | loss: 0.00013428 | val_loss: 0.000132611 | Time: 5102.2 ms [2020-11-20 12:06:12 main:574] : INFO : Epoch 162 | loss: 0.000129228 | val_loss: 0.000128409 | Time: 5134.19 ms [2020-11-20 12:06:17 main:574] : INFO : Epoch 163 | loss: 0.000124417 | val_loss: 0.000123453 | Time: 5138.74 ms [2020-11-20 12:06:22 main:574] : INFO : Epoch 164 | loss: 0.00012006 | val_loss: 0.000117799 | Time: 5114.36 ms [2020-11-20 12:06:27 main:574] : INFO : Epoch 165 | loss: 0.000114818 | val_loss: 0.000113779 | Time: 5257.44 ms [2020-11-20 12:06:33 main:574] : INFO : Epoch 166 | loss: 0.00011025 | val_loss: 0.000109778 | Time: 5064.95 ms [2020-11-20 12:06:38 main:574] : INFO : Epoch 167 | loss: 0.000105936 | val_loss: 0.000104827 | Time: 5012.28 ms [2020-11-20 12:06:43 main:574] : INFO : Epoch 168 | loss: 0.000101796 | val_loss: 0.000101113 | Time: 5001.54 ms [2020-11-20 12:06:48 main:574] : INFO : Epoch 169 | loss: 9.83065e-05 | val_loss: 9.86337e-05 | Time: 5017.38 ms [2020-11-20 12:06:53 main:574] : INFO : Epoch 170 | loss: 9.51041e-05 | val_loss: 9.39978e-05 | Time: 5112.59 ms [2020-11-20 12:06:58 main:574] : INFO : Epoch 171 | loss: 9.1625e-05 | val_loss: 9.12637e-05 | Time: 5286.47 ms [2020-11-20 12:07:03 main:574] : INFO : Epoch 172 | loss: 8.83261e-05 | val_loss: 8.76533e-05 | Time: 5109.1 ms [2020-11-20 12:07:09 main:574] : INFO : Epoch 173 | loss: 8.54048e-05 | val_loss: 8.44743e-05 | Time: 5060.73 ms [2020-11-20 12:07:14 main:574] : INFO : Epoch 174 | loss: 8.26353e-05 | val_loss: 8.1939e-05 | Time: 5177.07 ms [2020-11-20 12:07:19 main:574] : INFO : Epoch 175 | loss: 7.98402e-05 | val_loss: 7.96154e-05 | Time: 5126.83 ms [2020-11-20 12:07:24 main:574] : INFO : Epoch 176 | loss: 7.71376e-05 | val_loss: 7.69367e-05 | Time: 5099.5 ms [2020-11-20 12:07:29 main:574] : INFO : Epoch 177 | loss: 7.48482e-05 | val_loss: 7.40869e-05 | Time: 5058.67 ms [2020-11-20 12:07:34 main:574] : INFO : Epoch 178 | loss: 7.23967e-05 | val_loss: 7.17183e-05 | Time: 5064.15 ms [2020-11-20 12:07:39 main:574] : INFO : Epoch 179 | loss: 7.02055e-05 | val_loss: 6.91359e-05 | Time: 5065.87 ms [2020-11-20 12:07:45 main:574] : INFO : Epoch 180 | loss: 6.8067e-05 | val_loss: 6.67638e-05 | Time: 5066.97 ms [2020-11-20 12:07:50 main:574] : INFO : Epoch 181 | loss: 6.61211e-05 | val_loss: 6.55034e-05 | Time: 5053.06 ms [2020-11-20 12:07:55 main:574] : INFO : Epoch 182 | loss: 6.40294e-05 | val_loss: 6.32896e-05 | Time: 5057.58 ms [2020-11-20 12:08:00 main:574] : INFO : Epoch 183 | loss: 6.25912e-05 | val_loss: 6.15647e-05 | Time: 5063.77 ms [2020-11-20 12:08:05 main:574] : INFO : Epoch 184 | loss: 6.07882e-05 | val_loss: 6.07798e-05 | Time: 5081.61 ms [2020-11-20 12:08:10 main:574] : INFO : Epoch 185 | loss: 5.91552e-05 | val_loss: 5.93955e-05 | Time: 5080.35 ms [2020-11-20 12:08:15 main:574] : INFO : Epoch 186 | loss: 5.7292e-05 | val_loss: 5.75969e-05 | Time: 5078.18 ms [2020-11-20 12:08:21 main:574] : INFO : Epoch 187 | loss: 5.59509e-05 | val_loss: 5.54574e-05 | Time: 5062.65 ms [2020-11-20 12:08:26 main:574] : INFO : Epoch 188 | loss: 5.45018e-05 | val_loss: 5.41826e-05 | Time: 5115.25 ms [2020-11-20 12:08:31 main:574] : INFO : Epoch 189 | loss: 5.32298e-05 | val_loss: 5.3813e-05 | Time: 5280.87 ms [2020-11-20 12:08:36 main:574] : INFO : Epoch 190 | loss: 5.2076e-05 | val_loss: 5.19366e-05 | Time: 5114.6 ms [2020-11-20 12:08:41 main:574] : INFO : Epoch 191 | loss: 5.11351e-05 | val_loss: 5.05456e-05 | Time: 5089.1 ms [2020-11-20 12:08:47 main:574] : INFO : Epoch 192 | loss: 4.93661e-05 | val_loss: 4.95261e-05 | Time: 5255.56 ms [2020-11-20 12:08:47 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.95261e-05 [2020-11-20 12:08:47 main:603] : INFO : Saving end state to config to file [2020-11-20 12:08:47 main:608] : INFO : Success, exiting.. 12:08:47 (17000): 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)