Task 2952744
| Name | rand_automata_0097-1605428135-14161-0_0 |
| Workunit | 1332167 |
| Created | 15 Nov 2020, 8:15:40 UTC |
| Sent | 19 Nov 2020, 16:35:28 UTC |
| Report deadline | 27 Nov 2020, 16:35:28 UTC |
| Received | 19 Nov 2020, 17:13:53 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3097 |
| Run time | 18 min 48 sec |
| CPU time | 18 min 6 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 11:55:03 main:435] : INFO : Set logging level to 1 [2020-11-19 11:55:03 main:441] : INFO : Running in BOINC Client mode [2020-11-19 11:55:03 main:444] : INFO : Resolving all filenames [2020-11-19 11:55:03 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-train-val-dataset.hdf5 (exists = 1) [2020-11-19 11:55:03 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-1605428135-14161-0_0_r684163388_1 (exists = 0) [2020-11-19 11:55:03 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-1605428135-14161-0_0_r684163388_0 (exists = 0) [2020-11-19 11:55:03 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-19 11:55:04 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-19 11:55:04 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-train-val-dataset.hdf5 [2020-11-19 11:55:04 main:474] : INFO : Configuration: [2020-11-19 11:55:04 main:475] : INFO : Model type: LSTM [2020-11-19 11:55:04 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-19 11:55:04 main:477] : INFO : Max Epochs: 192 [2020-11-19 11:55:04 main:478] : INFO : Batch Size: 32 [2020-11-19 11:55:04 main:479] : INFO : Learning Rate: 0.001 [2020-11-19 11:55:04 main:480] : INFO : Patience: 10 [2020-11-19 11:55:04 main:481] : INFO : Hidden Width: 64 [2020-11-19 11:55:04 main:482] : INFO : # Recurrent Layers: 4 [2020-11-19 11:55:04 main:483] : INFO : # Backend Layers: 2 [2020-11-19 11:55:04 main:484] : INFO : # Threads: 1 [2020-11-19 11:55:04 main:486] : INFO : Preparing Dataset [2020-11-19 11:55:04 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-train-val-dataset.hdf5 into memory [2020-11-19 11:55:05 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-train-val-dataset.hdf5 into memory [2020-11-19 11:55:07 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-19 11:55:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-train-val-dataset.hdf5 into memory [2020-11-19 11:55:07 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0097-train-val-dataset.hdf5 into memory [2020-11-19 11:55:07 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-19 11:55:08 main:494] : INFO : Creating Model [2020-11-19 11:55:08 main:507] : INFO : Preparing config file [2020-11-19 11:55:08 main:519] : INFO : Creating new config file [2020-11-19 11:55:09 main:559] : INFO : Loading DataLoader into Memory [2020-11-19 11:55:14 main:562] : INFO : Starting Training [2020-11-19 11:55:21 main:574] : INFO : Epoch 1 | loss: 0.0661892 | val_loss: 0.0656779 | Time: 6276.31 ms [2020-11-19 11:55:26 main:574] : INFO : Epoch 2 | loss: 0.0656018 | val_loss: 0.0647115 | Time: 5672.07 ms [2020-11-19 11:55:32 main:574] : INFO : Epoch 3 | loss: 0.0632245 | val_loss: 0.0616939 | Time: 5624.95 ms [2020-11-19 11:55:38 main:574] : INFO : Epoch 4 | loss: 0.0599478 | val_loss: 0.0584504 | Time: 5683.73 ms [2020-11-19 11:55:43 main:574] : INFO : Epoch 5 | loss: 0.0573327 | val_loss: 0.0565211 | Time: 5713.51 ms [2020-11-19 11:55:49 main:574] : INFO : Epoch 6 | loss: 0.0555904 | val_loss: 0.0549355 | Time: 5603.71 ms [2020-11-19 11:55:55 main:574] : INFO : Epoch 7 | loss: 0.0541669 | val_loss: 0.053867 | Time: 5611.72 ms [2020-11-19 11:56:00 main:574] : INFO : Epoch 8 | loss: 0.0529697 | val_loss: 0.0527586 | Time: 5606.72 ms [2020-11-19 11:56:06 main:574] : INFO : Epoch 9 | loss: 0.0518596 | val_loss: 0.0515709 | Time: 5618.65 ms [2020-11-19 11:56:12 main:574] : INFO : Epoch 10 | loss: 0.05068 | val_loss: 0.0504068 | Time: 5631.25 ms [2020-11-19 11:56:18 main:574] : INFO : Epoch 11 | loss: 0.0494426 | val_loss: 0.0491376 | Time: 5625.17 ms [2020-11-19 11:56:23 main:574] : INFO : Epoch 12 | loss: 0.0480153 | val_loss: 0.0477152 | Time: 5647.42 ms [2020-11-19 11:56:29 main:574] : INFO : Epoch 13 | loss: 0.0462705 | val_loss: 0.0459957 | Time: 5611.97 ms [2020-11-19 11:56:35 main:574] : INFO : Epoch 14 | loss: 0.0443578 | val_loss: 0.0443179 | Time: 5628.2 ms [2020-11-19 11:56:40 main:574] : INFO : Epoch 15 | loss: 0.041825 | val_loss: 0.0414428 | Time: 5628.19 ms [2020-11-19 11:56:46 main:574] : INFO : Epoch 16 | loss: 0.0390294 | val_loss: 0.038737 | Time: 5609.51 ms [2020-11-19 11:56:52 main:574] : INFO : Epoch 17 | loss: 0.0357217 | val_loss: 0.0366247 | Time: 5630.31 ms [2020-11-19 11:56:57 main:574] : INFO : Epoch 18 | loss: 0.0332434 | val_loss: 0.0325886 | Time: 5617.35 ms [2020-11-19 11:57:03 main:574] : INFO : Epoch 19 | loss: 0.0347919 | val_loss: 0.0368349 | Time: 5601.53 ms [2020-11-19 11:57:09 main:574] : INFO : Epoch 20 | loss: 0.0286165 | val_loss: 0.0264532 | Time: 5624.56 ms [2020-11-19 11:57:14 main:574] : INFO : Epoch 21 | loss: 0.0276182 | val_loss: 0.0243385 | Time: 5667.27 ms [2020-11-19 11:57:20 main:574] : INFO : Epoch 22 | loss: 0.0256219 | val_loss: 0.0221884 | Time: 5692.53 ms [2020-11-19 11:57:26 main:574] : INFO : Epoch 23 | loss: 0.0340883 | val_loss: 0.0370488 | Time: 5841.18 ms [2020-11-19 11:57:32 main:574] : INFO : Epoch 24 | loss: 0.0213216 | val_loss: 0.0191244 | Time: 5827.98 ms [2020-11-19 11:57:38 main:574] : INFO : Epoch 25 | loss: 0.0367037 | val_loss: 0.0598421 | Time: 5844.55 ms [2020-11-19 11:57:44 main:574] : INFO : Epoch 26 | loss: 0.0567517 | val_loss: 0.0532213 | Time: 5840.95 ms [2020-11-19 11:57:50 main:574] : INFO : Epoch 27 | loss: 0.0441605 | val_loss: 0.0316055 | Time: 5836.3 ms [2020-11-19 11:57:56 main:574] : INFO : Epoch 28 | loss: 0.0309296 | val_loss: 0.0513279 | Time: 5875.12 ms [2020-11-19 11:58:01 main:574] : INFO : Epoch 29 | loss: 0.0321619 | val_loss: 0.0214682 | Time: 5853.37 ms [2020-11-19 11:58:07 main:574] : INFO : Epoch 30 | loss: 0.027482 | val_loss: 0.0223401 | Time: 5860.76 ms [2020-11-19 11:58:13 main:574] : INFO : Epoch 31 | loss: 0.0183807 | val_loss: 0.0280381 | Time: 5827.5 ms [2020-11-19 11:58:19 main:574] : INFO : Epoch 32 | loss: 0.0181151 | val_loss: 0.0139526 | Time: 5787.22 ms [2020-11-19 11:58:25 main:574] : INFO : Epoch 33 | loss: 0.0128952 | val_loss: 0.0119902 | Time: 5438.62 ms [2020-11-19 11:58:30 main:574] : INFO : Epoch 34 | loss: 0.0189386 | val_loss: 0.0616659 | Time: 5749.14 ms [2020-11-19 11:58:36 main:574] : INFO : Epoch 35 | loss: 0.0589916 | val_loss: 0.0572262 | Time: 5737.28 ms [2020-11-19 11:58:42 main:574] : INFO : Epoch 36 | loss: 0.0552339 | val_loss: 0.0527343 | Time: 5830.09 ms [2020-11-19 11:58:48 main:574] : INFO : Epoch 37 | loss: 0.0474889 | val_loss: 0.0403487 | Time: 5732.01 ms [2020-11-19 11:58:54 main:574] : INFO : Epoch 38 | loss: 0.0278647 | val_loss: 0.0206252 | Time: 5638.39 ms [2020-11-19 11:58:59 main:574] : INFO : Epoch 39 | loss: 0.0156038 | val_loss: 0.0149513 | Time: 5647.58 ms [2020-11-19 11:59:05 main:574] : INFO : Epoch 40 | loss: 0.0126791 | val_loss: 0.0119616 | Time: 5602.38 ms [2020-11-19 11:59:11 main:574] : INFO : Epoch 41 | loss: 0.0109794 | val_loss: 0.0104629 | Time: 5677.66 ms [2020-11-19 11:59:16 main:574] : INFO : Epoch 42 | loss: 0.02014 | val_loss: 0.0230688 | Time: 5611.16 ms [2020-11-19 11:59:22 main:574] : INFO : Epoch 43 | loss: 0.050079 | val_loss: 0.0559475 | Time: 5662.56 ms [2020-11-19 11:59:28 main:574] : INFO : Epoch 44 | loss: 0.0514869 | val_loss: 0.0457003 | Time: 5660.95 ms [2020-11-19 11:59:33 main:574] : INFO : Epoch 45 | loss: 0.0357262 | val_loss: 0.0247808 | Time: 5191.29 ms [2020-11-19 11:59:39 main:574] : INFO : Epoch 46 | loss: 0.0185188 | val_loss: 0.0135435 | Time: 5644.96 ms [2020-11-19 11:59:44 main:574] : INFO : Epoch 47 | loss: 0.0131352 | val_loss: 0.012402 | Time: 5478.84 ms [2020-11-19 11:59:50 main:574] : INFO : Epoch 48 | loss: 0.0139193 | val_loss: 0.0129088 | Time: 5254.7 ms [2020-11-19 11:59:55 main:574] : INFO : Epoch 49 | loss: 0.0156778 | val_loss: 0.0287124 | Time: 5330.23 ms [2020-11-19 12:00:00 main:574] : INFO : Epoch 50 | loss: 0.0396498 | val_loss: 0.0491636 | Time: 5509.53 ms [2020-11-19 12:00:06 main:574] : INFO : Epoch 51 | loss: 0.039091 | val_loss: 0.0265315 | Time: 5613.91 ms [2020-11-19 12:00:12 main:574] : INFO : Epoch 52 | loss: 0.023336 | val_loss: 0.0155562 | Time: 5623.47 ms [2020-11-19 12:00:17 main:574] : INFO : Epoch 53 | loss: 0.0127516 | val_loss: 0.0114795 | Time: 5615.51 ms [2020-11-19 12:00:23 main:574] : INFO : Epoch 54 | loss: 0.0104027 | val_loss: 0.0100894 | Time: 5673.93 ms [2020-11-19 12:00:29 main:574] : INFO : Epoch 55 | loss: 0.00919134 | val_loss: 0.00908737 | Time: 5649.04 ms [2020-11-19 12:00:35 main:574] : INFO : Epoch 56 | loss: 0.00866041 | val_loss: 0.00872518 | Time: 5635.3 ms [2020-11-19 12:00:40 main:574] : INFO : Epoch 57 | loss: 0.00846301 | val_loss: 0.00857375 | Time: 5666.92 ms [2020-11-19 12:00:46 main:574] : INFO : Epoch 58 | loss: 0.0079788 | val_loss: 0.00795007 | Time: 5660 ms [2020-11-19 12:00:52 main:574] : INFO : Epoch 59 | loss: 0.00763594 | val_loss: 0.00773766 | Time: 5744.68 ms [2020-11-19 12:00:58 main:574] : INFO : Epoch 60 | loss: 0.00734797 | val_loss: 0.0073605 | Time: 5705.2 ms [2020-11-19 12:01:03 main:574] : INFO : Epoch 61 | loss: 0.0111272 | val_loss: 0.0117529 | Time: 5565.94 ms [2020-11-19 12:01:09 main:574] : INFO : Epoch 62 | loss: 0.0082822 | val_loss: 0.00754557 | Time: 5474.74 ms [2020-11-19 12:01:15 main:574] : INFO : Epoch 63 | loss: 0.00729212 | val_loss: 0.00714513 | Time: 5663.97 ms [2020-11-19 12:01:20 main:574] : INFO : Epoch 64 | loss: 0.00692254 | val_loss: 0.00679842 | Time: 5666.58 ms [2020-11-19 12:01:26 main:574] : INFO : Epoch 65 | loss: 0.00659375 | val_loss: 0.00654668 | Time: 5656.12 ms [2020-11-19 12:01:32 main:574] : INFO : Epoch 66 | loss: 0.00637611 | val_loss: 0.00634002 | Time: 5620.2 ms [2020-11-19 12:01:37 main:574] : INFO : Epoch 67 | loss: 0.00617997 | val_loss: 0.00614874 | Time: 5619.83 ms [2020-11-19 12:01:43 main:574] : INFO : Epoch 68 | loss: 0.00601157 | val_loss: 0.00598272 | Time: 5629.6 ms [2020-11-19 12:01:49 main:574] : INFO : Epoch 69 | loss: 0.00584722 | val_loss: 0.00582133 | Time: 5612.84 ms [2020-11-19 12:01:54 main:574] : INFO : Epoch 70 | loss: 0.00569016 | val_loss: 0.00566796 | Time: 5616.48 ms [2020-11-19 12:02:00 main:574] : INFO : Epoch 71 | loss: 0.00554153 | val_loss: 0.00551441 | Time: 5631.56 ms [2020-11-19 12:02:06 main:574] : INFO : Epoch 72 | loss: 0.00539112 | val_loss: 0.00538042 | Time: 5613.7 ms [2020-11-19 12:02:11 main:574] : INFO : Epoch 73 | loss: 0.00525081 | val_loss: 0.00522542 | Time: 5623.5 ms [2020-11-19 12:02:17 main:574] : INFO : Epoch 74 | loss: 0.00512737 | val_loss: 0.00508658 | Time: 5618.64 ms [2020-11-19 12:02:23 main:574] : INFO : Epoch 75 | loss: 0.00496859 | val_loss: 0.0049415 | Time: 5759.84 ms [2020-11-19 12:02:29 main:574] : INFO : Epoch 76 | loss: 0.00482736 | val_loss: 0.00479887 | Time: 5643.46 ms [2020-11-19 12:02:34 main:574] : INFO : Epoch 77 | loss: 0.00469663 | val_loss: 0.00467499 | Time: 5677.37 ms [2020-11-19 12:02:40 main:574] : INFO : Epoch 78 | loss: 0.00454402 | val_loss: 0.00452649 | Time: 5644.99 ms [2020-11-19 12:02:46 main:574] : INFO : Epoch 79 | loss: 0.0044071 | val_loss: 0.00438891 | Time: 5647.92 ms [2020-11-19 12:02:51 main:574] : INFO : Epoch 80 | loss: 0.00427028 | val_loss: 0.00425614 | Time: 5649 ms [2020-11-19 12:02:57 main:574] : INFO : Epoch 81 | loss: 0.00413805 | val_loss: 0.00411919 | Time: 5643.75 ms [2020-11-19 12:03:03 main:574] : INFO : Epoch 82 | loss: 0.0040094 | val_loss: 0.00399101 | Time: 5695.79 ms [2020-11-19 12:03:09 main:574] : INFO : Epoch 83 | loss: 0.00387814 | val_loss: 0.00385675 | Time: 5670.23 ms [2020-11-19 12:03:14 main:574] : INFO : Epoch 84 | loss: 0.0177026 | val_loss: 0.0578263 | Time: 5677.75 ms [2020-11-19 12:03:20 main:574] : INFO : Epoch 85 | loss: 0.0441349 | val_loss: 0.0159971 | Time: 5464.4 ms [2020-11-19 12:03:26 main:574] : INFO : Epoch 86 | loss: 0.0197539 | val_loss: 0.00858913 | Time: 5611.7 ms [2020-11-19 12:03:31 main:574] : INFO : Epoch 87 | loss: 0.00678252 | val_loss: 0.0056823 | Time: 5610.33 ms [2020-11-19 12:03:37 main:574] : INFO : Epoch 88 | loss: 0.00530069 | val_loss: 0.00491969 | Time: 5611.49 ms [2020-11-19 12:03:43 main:574] : INFO : Epoch 89 | loss: 0.00466424 | val_loss: 0.00451069 | Time: 5634.68 ms [2020-11-19 12:03:48 main:574] : INFO : Epoch 90 | loss: 0.00434009 | val_loss: 0.00425256 | Time: 5628.43 ms [2020-11-19 12:03:54 main:574] : INFO : Epoch 91 | loss: 0.00411395 | val_loss: 0.00405334 | Time: 5624.62 ms [2020-11-19 12:04:00 main:574] : INFO : Epoch 92 | loss: 0.00393526 | val_loss: 0.00388901 | Time: 5631.25 ms [2020-11-19 12:04:05 main:574] : INFO : Epoch 93 | loss: 0.00378242 | val_loss: 0.00374596 | Time: 5608.66 ms [2020-11-19 12:04:11 main:574] : INFO : Epoch 94 | loss: 0.00364967 | val_loss: 0.00362428 | Time: 5416.36 ms [2020-11-19 12:04:16 main:574] : INFO : Epoch 95 | loss: 0.0035303 | val_loss: 0.00350467 | Time: 5130.31 ms [2020-11-19 12:04:22 main:574] : INFO : Epoch 96 | loss: 0.00342207 | val_loss: 0.0033977 | Time: 5604.26 ms [2020-11-19 12:04:27 main:574] : INFO : Epoch 97 | loss: 0.00331445 | val_loss: 0.00329763 | Time: 5620.62 ms [2020-11-19 12:04:33 main:574] : INFO : Epoch 98 | loss: 0.003218 | val_loss: 0.00320395 | Time: 5608.08 ms [2020-11-19 12:04:39 main:574] : INFO : Epoch 99 | loss: 0.00312539 | val_loss: 0.00311052 | Time: 5621.22 ms [2020-11-19 12:04:44 main:574] : INFO : Epoch 100 | loss: 0.00303657 | val_loss: 0.0030219 | Time: 5611.9 ms [2020-11-19 12:04:50 main:574] : INFO : Epoch 101 | loss: 0.00294999 | val_loss: 0.00293601 | Time: 5618.94 ms [2020-11-19 12:04:56 main:574] : INFO : Epoch 102 | loss: 0.00286545 | val_loss: 0.00285313 | Time: 5635.73 ms [2020-11-19 12:05:01 main:574] : INFO : Epoch 103 | loss: 0.00278362 | val_loss: 0.00276866 | Time: 5613.92 ms [2020-11-19 12:05:07 main:574] : INFO : Epoch 104 | loss: 0.00270214 | val_loss: 0.00268824 | Time: 5624.34 ms [2020-11-19 12:05:13 main:574] : INFO : Epoch 105 | loss: 0.00262261 | val_loss: 0.00261034 | Time: 5627.46 ms [2020-11-19 12:05:18 main:574] : INFO : Epoch 106 | loss: 0.00254448 | val_loss: 0.0025298 | Time: 5609.7 ms [2020-11-19 12:05:24 main:574] : INFO : Epoch 107 | loss: 0.00246679 | val_loss: 0.00245275 | Time: 5720.9 ms [2020-11-19 12:05:30 main:574] : INFO : Epoch 108 | loss: 0.00239029 | val_loss: 0.0023773 | Time: 5623.79 ms [2020-11-19 12:05:36 main:574] : INFO : Epoch 109 | loss: 0.00231522 | val_loss: 0.00230388 | Time: 5676.09 ms [2020-11-19 12:05:41 main:574] : INFO : Epoch 110 | loss: 0.00224067 | val_loss: 0.00222516 | Time: 5616.71 ms [2020-11-19 12:05:47 main:574] : INFO : Epoch 111 | loss: 0.00216744 | val_loss: 0.00215305 | Time: 5625.02 ms [2020-11-19 12:05:53 main:574] : INFO : Epoch 112 | loss: 0.00209606 | val_loss: 0.00208095 | Time: 5616.05 ms [2020-11-19 12:05:58 main:574] : INFO : Epoch 113 | loss: 0.00202471 | val_loss: 0.00201042 | Time: 5617.37 ms [2020-11-19 12:06:04 main:574] : INFO : Epoch 114 | loss: 0.00195494 | val_loss: 0.00193987 | Time: 5617.96 ms [2020-11-19 12:06:10 main:574] : INFO : Epoch 115 | loss: 0.00188599 | val_loss: 0.0018706 | Time: 5629.72 ms [2020-11-19 12:06:15 main:574] : INFO : Epoch 116 | loss: 0.00181875 | val_loss: 0.00180494 | Time: 5622.15 ms [2020-11-19 12:06:21 main:574] : INFO : Epoch 117 | loss: 0.00175236 | val_loss: 0.00173741 | Time: 5550.14 ms [2020-11-19 12:06:27 main:574] : INFO : Epoch 118 | loss: 0.00168734 | val_loss: 0.00167127 | Time: 5595.4 ms [2020-11-19 12:06:32 main:574] : INFO : Epoch 119 | loss: 0.00162395 | val_loss: 0.00160997 | Time: 5627.16 ms [2020-11-19 12:06:38 main:574] : INFO : Epoch 120 | loss: 0.00156115 | val_loss: 0.00154726 | Time: 5671.12 ms [2020-11-19 12:06:44 main:574] : INFO : Epoch 121 | loss: 0.00150047 | val_loss: 0.00148564 | Time: 5555.92 ms [2020-11-19 12:06:49 main:574] : INFO : Epoch 122 | loss: 0.00144147 | val_loss: 0.00142842 | Time: 5613.63 ms [2020-11-19 12:06:55 main:574] : INFO : Epoch 123 | loss: 0.00138327 | val_loss: 0.00136678 | Time: 5637.44 ms [2020-11-19 12:07:01 main:574] : INFO : Epoch 124 | loss: 0.00132666 | val_loss: 0.00131244 | Time: 5681.95 ms [2020-11-19 12:07:06 main:574] : INFO : Epoch 125 | loss: 0.00127229 | val_loss: 0.00125728 | Time: 5643.43 ms [2020-11-19 12:07:12 main:574] : INFO : Epoch 126 | loss: 0.00121852 | val_loss: 0.00120386 | Time: 5615.39 ms [2020-11-19 12:07:18 main:574] : INFO : Epoch 127 | loss: 0.00116688 | val_loss: 0.0011524 | Time: 5612.73 ms [2020-11-19 12:07:24 main:574] : INFO : Epoch 128 | loss: 0.00111701 | val_loss: 0.00110389 | Time: 5782.09 ms [2020-11-19 12:07:30 main:574] : INFO : Epoch 129 | loss: 0.00106838 | val_loss: 0.0010555 | Time: 5852.15 ms [2020-11-19 12:07:35 main:574] : INFO : Epoch 130 | loss: 0.00102134 | val_loss: 0.00100863 | Time: 5623.61 ms [2020-11-19 12:07:41 main:574] : INFO : Epoch 131 | loss: 0.000975726 | val_loss: 0.000962546 | Time: 5625.25 ms [2020-11-19 12:07:47 main:574] : INFO : Epoch 132 | loss: 0.000932335 | val_loss: 0.000919201 | Time: 5710.7 ms [2020-11-19 12:07:52 main:574] : INFO : Epoch 133 | loss: 0.000890224 | val_loss: 0.000879258 | Time: 5644.58 ms [2020-11-19 12:07:58 main:574] : INFO : Epoch 134 | loss: 0.000849314 | val_loss: 0.0008375 | Time: 5234.37 ms [2020-11-19 12:08:03 main:574] : INFO : Epoch 135 | loss: 0.000810604 | val_loss: 0.00080007 | Time: 5503.48 ms [2020-11-19 12:08:09 main:574] : INFO : Epoch 136 | loss: 0.000773202 | val_loss: 0.000762961 | Time: 5664.97 ms [2020-11-19 12:08:14 main:574] : INFO : Epoch 137 | loss: 0.000737552 | val_loss: 0.000728184 | Time: 5396.16 ms [2020-11-19 12:08:20 main:574] : INFO : Epoch 138 | loss: 0.000702527 | val_loss: 0.000693456 | Time: 5641.67 ms [2020-11-19 12:08:26 main:574] : INFO : Epoch 139 | loss: 0.000669825 | val_loss: 0.000659961 | Time: 5620.72 ms [2020-11-19 12:08:32 main:574] : INFO : Epoch 140 | loss: 0.000638533 | val_loss: 0.000629555 | Time: 5668.63 ms [2020-11-19 12:08:37 main:574] : INFO : Epoch 141 | loss: 0.000608172 | val_loss: 0.000600066 | Time: 5608.08 ms [2020-11-19 12:08:43 main:574] : INFO : Epoch 142 | loss: 0.000579356 | val_loss: 0.000572117 | Time: 5745.88 ms [2020-11-19 12:08:49 main:574] : INFO : Epoch 143 | loss: 0.00055249 | val_loss: 0.000545298 | Time: 5818.58 ms [2020-11-19 12:08:54 main:574] : INFO : Epoch 144 | loss: 0.000525793 | val_loss: 0.00051997 | Time: 5458.65 ms [2020-11-19 12:09:00 main:574] : INFO : Epoch 145 | loss: 0.000501282 | val_loss: 0.000495182 | Time: 5840.2 ms [2020-11-19 12:09:06 main:574] : INFO : Epoch 146 | loss: 0.000477481 | val_loss: 0.000472261 | Time: 5851.58 ms [2020-11-19 12:09:12 main:574] : INFO : Epoch 147 | loss: 0.000454842 | val_loss: 0.000448127 | Time: 5850.99 ms [2020-11-19 12:09:18 main:574] : INFO : Epoch 148 | loss: 0.000433174 | val_loss: 0.000428966 | Time: 5843.22 ms [2020-11-19 12:09:24 main:574] : INFO : Epoch 149 | loss: 0.000412542 | val_loss: 0.000407847 | Time: 5644.43 ms [2020-11-19 12:09:29 main:574] : INFO : Epoch 150 | loss: 0.000393153 | val_loss: 0.000387619 | Time: 5645.52 ms [2020-11-19 12:09:35 main:574] : INFO : Epoch 151 | loss: 0.000374042 | val_loss: 0.00036954 | Time: 5757.67 ms [2020-11-19 12:09:41 main:574] : INFO : Epoch 152 | loss: 0.000356464 | val_loss: 0.000351706 | Time: 5766.69 ms [2020-11-19 12:09:47 main:574] : INFO : Epoch 153 | loss: 0.000339411 | val_loss: 0.00033435 | Time: 5630.91 ms [2020-11-19 12:09:52 main:574] : INFO : Epoch 154 | loss: 0.000323176 | val_loss: 0.00031775 | Time: 5626.12 ms [2020-11-19 12:09:58 main:574] : INFO : Epoch 155 | loss: 0.000308273 | val_loss: 0.000304384 | Time: 5621.59 ms [2020-11-19 12:10:04 main:574] : INFO : Epoch 156 | loss: 0.000293791 | val_loss: 0.000289935 | Time: 5654.55 ms [2020-11-19 12:10:09 main:574] : INFO : Epoch 157 | loss: 0.00027983 | val_loss: 0.000275508 | Time: 5623.26 ms [2020-11-19 12:10:15 main:574] : INFO : Epoch 158 | loss: 0.000266404 | val_loss: 0.000262752 | Time: 5639 ms [2020-11-19 12:10:21 main:574] : INFO : Epoch 159 | loss: 0.000254264 | val_loss: 0.000250041 | Time: 5672.12 ms [2020-11-19 12:10:27 main:574] : INFO : Epoch 160 | loss: 0.000242462 | val_loss: 0.000239662 | Time: 5662.04 ms [2020-11-19 12:10:32 main:574] : INFO : Epoch 161 | loss: 0.000231722 | val_loss: 0.000228988 | Time: 5631.64 ms [2020-11-19 12:10:38 main:574] : INFO : Epoch 162 | loss: 0.000221355 | val_loss: 0.000218557 | Time: 5390.73 ms [2020-11-19 12:10:43 main:574] : INFO : Epoch 163 | loss: 0.000211619 | val_loss: 0.000209227 | Time: 5417.02 ms [2020-11-19 12:10:49 main:574] : INFO : Epoch 164 | loss: 0.000202031 | val_loss: 0.000199558 | Time: 5620.29 ms [2020-11-19 12:10:55 main:574] : INFO : Epoch 165 | loss: 0.000193087 | val_loss: 0.000190759 | Time: 5619.21 ms [2020-11-19 12:11:00 main:574] : INFO : Epoch 166 | loss: 0.000185061 | val_loss: 0.00018314 | Time: 5356.4 ms [2020-11-19 12:11:06 main:574] : INFO : Epoch 167 | loss: 0.000177039 | val_loss: 0.000175576 | Time: 5661.75 ms [2020-11-19 12:11:11 main:574] : INFO : Epoch 168 | loss: 0.000169585 | val_loss: 0.000169088 | Time: 5652.79 ms [2020-11-19 12:11:17 main:574] : INFO : Epoch 169 | loss: 0.000162829 | val_loss: 0.000161255 | Time: 5646.39 ms [2020-11-19 12:11:23 main:574] : INFO : Epoch 170 | loss: 0.000156311 | val_loss: 0.000154129 | Time: 5656.56 ms [2020-11-19 12:11:29 main:574] : INFO : Epoch 171 | loss: 0.000149711 | val_loss: 0.000147213 | Time: 5667.14 ms [2020-11-19 12:11:34 main:574] : INFO : Epoch 172 | loss: 0.000143783 | val_loss: 0.000142202 | Time: 5655 ms [2020-11-19 12:11:40 main:574] : INFO : Epoch 173 | loss: 0.000138168 | val_loss: 0.000136921 | Time: 5710.28 ms [2020-11-19 12:11:46 main:574] : INFO : Epoch 174 | loss: 0.000132457 | val_loss: 0.000131786 | Time: 5769.75 ms [2020-11-19 12:11:51 main:574] : INFO : Epoch 175 | loss: 0.000127903 | val_loss: 0.000126471 | Time: 5393.42 ms [2020-11-19 12:11:57 main:574] : INFO : Epoch 176 | loss: 0.000122896 | val_loss: 0.000122116 | Time: 5669.91 ms [2020-11-19 12:12:03 main:574] : INFO : Epoch 177 | loss: 0.00011842 | val_loss: 0.000116888 | Time: 5690.6 ms [2020-11-19 12:12:09 main:574] : INFO : Epoch 178 | loss: 0.000114177 | val_loss: 0.000113441 | Time: 5659.19 ms [2020-11-19 12:12:14 main:574] : INFO : Epoch 179 | loss: 0.000109623 | val_loss: 0.000108994 | Time: 5669.74 ms [2020-11-19 12:12:20 main:574] : INFO : Epoch 180 | loss: 0.000106024 | val_loss: 0.000105356 | Time: 5755.15 ms [2020-11-19 12:12:26 main:574] : INFO : Epoch 181 | loss: 0.00010227 | val_loss: 0.000102628 | Time: 5853.96 ms [2020-11-19 12:12:32 main:574] : INFO : Epoch 182 | loss: 9.89142e-05 | val_loss: 9.81077e-05 | Time: 5869.75 ms [2020-11-19 12:12:38 main:574] : INFO : Epoch 183 | loss: 9.551e-05 | val_loss: 9.5214e-05 | Time: 5759.09 ms [2020-11-19 12:12:43 main:574] : INFO : Epoch 184 | loss: 9.21437e-05 | val_loss: 9.27367e-05 | Time: 5628.27 ms [2020-11-19 12:12:49 main:574] : INFO : Epoch 185 | loss: 8.92231e-05 | val_loss: 8.84684e-05 | Time: 5623.27 ms [2020-11-19 12:12:55 main:574] : INFO : Epoch 186 | loss: 8.66697e-05 | val_loss: 8.70234e-05 | Time: 5614.4 ms [2020-11-19 12:13:00 main:574] : INFO : Epoch 187 | loss: 8.36619e-05 | val_loss: 8.29988e-05 | Time: 5616.56 ms [2020-11-19 12:13:06 main:574] : INFO : Epoch 188 | loss: 8.08328e-05 | val_loss: 8.01966e-05 | Time: 5618.38 ms [2020-11-19 12:13:12 main:574] : INFO : Epoch 189 | loss: 7.84007e-05 | val_loss: 7.89844e-05 | Time: 5646.18 ms [2020-11-19 12:13:18 main:574] : INFO : Epoch 190 | loss: 7.57735e-05 | val_loss: 7.6516e-05 | Time: 5620.63 ms [2020-11-19 12:13:23 main:574] : INFO : Epoch 191 | loss: 7.36719e-05 | val_loss: 7.33039e-05 | Time: 5690.25 ms [2020-11-19 12:13:29 main:574] : INFO : Epoch 192 | loss: 7.11164e-05 | val_loss: 7.11268e-05 | Time: 5669.44 ms [2020-11-19 12:13:29 main:597] : INFO : Saving trained model to model-final.pt, val_loss 7.11268e-05 [2020-11-19 12:13:29 main:603] : INFO : Saving end state to config to file [2020-11-19 12:13:29 main:608] : INFO : Success, exiting.. 12:13:29 (11680): 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)