Task 2948012
| Name | rand_automata_0082-1605426841-20711-0_1 |
| Workunit | 1329793 |
| Created | 15 Nov 2020, 7:54:04 UTC |
| Sent | 18 Nov 2020, 7:05:08 UTC |
| Report deadline | 26 Nov 2020, 7:05:08 UTC |
| Received | 18 Nov 2020, 7:36:26 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 15 min 22 sec |
| CPU time | 14 min 16 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 11,978.66 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.50 GB |
| Peak swap size | 3.25 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 1080 Ti) [2020-11-18 02:08:18 main:435] : INFO : Set logging level to 1 [2020-11-18 02:08:18 main:441] : INFO : Running in BOINC Client mode [2020-11-18 02:08:18 main:444] : INFO : Resolving all filenames [2020-11-18 02:08:18 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 (exists = 1) [2020-11-18 02:08:18 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1605426841-20711-0_1_r232612361_1 (exists = 0) [2020-11-18 02:08:18 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1605426841-20711-0_1_r232612361_0 (exists = 0) [2020-11-18 02:08:18 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 02:08:18 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 02:08:18 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 [2020-11-18 02:08:18 main:474] : INFO : Configuration: [2020-11-18 02:08:18 main:475] : INFO : Model type: LSTM [2020-11-18 02:08:18 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 02:08:18 main:477] : INFO : Max Epochs: 192 [2020-11-18 02:08:18 main:478] : INFO : Batch Size: 32 [2020-11-18 02:08:18 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 02:08:18 main:480] : INFO : Patience: 10 [2020-11-18 02:08:18 main:481] : INFO : Hidden Width: 64 [2020-11-18 02:08:18 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 02:08:19 main:483] : INFO : # Backend Layers: 2 [2020-11-18 02:08:19 main:484] : INFO : # Threads: 1 [2020-11-18 02:08:19 main:486] : INFO : Preparing Dataset [2020-11-18 02:08:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory [2020-11-18 02:08:19 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory [2020-11-18 02:08:21 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 02:08:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory [2020-11-18 02:08:21 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory [2020-11-18 02:08:21 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 02:08:21 main:494] : INFO : Creating Model [2020-11-18 02:08:21 main:507] : INFO : Preparing config file [2020-11-18 02:08:21 main:519] : INFO : Creating new config file [2020-11-18 02:08:23 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 02:08:23 main:562] : INFO : Starting Training [2020-11-18 02:08:28 main:574] : INFO : Epoch 1 | loss: 0.0658805 | val_loss: 0.0654643 | Time: 5093.25 ms [2020-11-18 02:08:33 main:574] : INFO : Epoch 2 | loss: 0.0649101 | val_loss: 0.0640469 | Time: 4490.74 ms [2020-11-18 02:08:37 main:574] : INFO : Epoch 3 | loss: 0.0626057 | val_loss: 0.0608772 | Time: 4498.45 ms [2020-11-18 02:08:42 main:574] : INFO : Epoch 4 | loss: 0.059278 | val_loss: 0.0576953 | Time: 4450.49 ms [2020-11-18 02:08:47 main:574] : INFO : Epoch 5 | loss: 0.0564412 | val_loss: 0.0553278 | Time: 4512.31 ms [2020-11-18 02:08:51 main:574] : INFO : Epoch 6 | loss: 0.0543045 | val_loss: 0.0535339 | Time: 4489.63 ms [2020-11-18 02:08:56 main:574] : INFO : Epoch 7 | loss: 0.0527427 | val_loss: 0.0521506 | Time: 4470.63 ms [2020-11-18 02:09:00 main:574] : INFO : Epoch 8 | loss: 0.0514248 | val_loss: 0.0508925 | Time: 4491.67 ms [2020-11-18 02:09:05 main:574] : INFO : Epoch 9 | loss: 0.0502495 | val_loss: 0.049816 | Time: 4554.72 ms [2020-11-18 02:09:09 main:574] : INFO : Epoch 10 | loss: 0.049135 | val_loss: 0.0486116 | Time: 4542.42 ms [2020-11-18 02:09:14 main:574] : INFO : Epoch 11 | loss: 0.0480151 | val_loss: 0.0475884 | Time: 4505.47 ms [2020-11-18 02:09:19 main:574] : INFO : Epoch 12 | loss: 0.0468032 | val_loss: 0.0466365 | Time: 4498.03 ms [2020-11-18 02:09:23 main:574] : INFO : Epoch 13 | loss: 0.0455022 | val_loss: 0.0450581 | Time: 4517.97 ms [2020-11-18 02:09:28 main:574] : INFO : Epoch 14 | loss: 0.0440604 | val_loss: 0.0437525 | Time: 4542.56 ms [2020-11-18 02:09:32 main:574] : INFO : Epoch 15 | loss: 0.0423425 | val_loss: 0.0418348 | Time: 4515.38 ms [2020-11-18 02:09:37 main:574] : INFO : Epoch 16 | loss: 0.0403539 | val_loss: 0.0399469 | Time: 4497.52 ms [2020-11-18 02:09:42 main:574] : INFO : Epoch 17 | loss: 0.0381115 | val_loss: 0.0375316 | Time: 4858.86 ms [2020-11-18 02:09:47 main:574] : INFO : Epoch 18 | loss: 0.0351372 | val_loss: 0.0353694 | Time: 4547.92 ms [2020-11-18 02:09:51 main:574] : INFO : Epoch 19 | loss: 0.0320585 | val_loss: 0.0317841 | Time: 4491.09 ms [2020-11-18 02:09:56 main:574] : INFO : Epoch 20 | loss: 0.0295939 | val_loss: 0.0389164 | Time: 4520.3 ms [2020-11-18 02:10:00 main:574] : INFO : Epoch 21 | loss: 0.0277348 | val_loss: 0.0253464 | Time: 4482.66 ms [2020-11-18 02:10:05 main:574] : INFO : Epoch 22 | loss: 0.0261983 | val_loss: 0.0242065 | Time: 4458.83 ms [2020-11-18 02:10:09 main:574] : INFO : Epoch 23 | loss: 0.023166 | val_loss: 0.023202 | Time: 4483.85 ms [2020-11-18 02:10:14 main:574] : INFO : Epoch 24 | loss: 0.0256945 | val_loss: 0.04752 | Time: 4530.64 ms [2020-11-18 02:10:19 main:574] : INFO : Epoch 25 | loss: 0.0355392 | val_loss: 0.0244943 | Time: 4534.08 ms [2020-11-18 02:10:23 main:574] : INFO : Epoch 26 | loss: 0.018686 | val_loss: 0.0167728 | Time: 4483.7 ms [2020-11-18 02:10:28 main:574] : INFO : Epoch 27 | loss: 0.014872 | val_loss: 0.0148712 | Time: 4518.95 ms [2020-11-18 02:10:32 main:574] : INFO : Epoch 28 | loss: 0.0145211 | val_loss: 0.0147298 | Time: 4522.29 ms [2020-11-18 02:10:37 main:574] : INFO : Epoch 29 | loss: 0.0192076 | val_loss: 0.0280881 | Time: 4496.23 ms [2020-11-18 02:10:41 main:574] : INFO : Epoch 30 | loss: 0.0240436 | val_loss: 0.0212776 | Time: 4501.65 ms [2020-11-18 02:10:46 main:574] : INFO : Epoch 31 | loss: 0.0157166 | val_loss: 0.0137787 | Time: 4492.08 ms [2020-11-18 02:10:51 main:574] : INFO : Epoch 32 | loss: 0.0129451 | val_loss: 0.0125056 | Time: 4496.98 ms [2020-11-18 02:10:55 main:574] : INFO : Epoch 33 | loss: 0.012385 | val_loss: 0.0118047 | Time: 4463.82 ms [2020-11-18 02:11:00 main:574] : INFO : Epoch 34 | loss: 0.0109402 | val_loss: 0.0105743 | Time: 4498.11 ms [2020-11-18 02:11:04 main:574] : INFO : Epoch 35 | loss: 0.0102043 | val_loss: 0.0101304 | Time: 4493.71 ms [2020-11-18 02:11:09 main:574] : INFO : Epoch 36 | loss: 0.0165869 | val_loss: 0.014638 | Time: 4483.26 ms [2020-11-18 02:11:13 main:574] : INFO : Epoch 37 | loss: 0.0117918 | val_loss: 0.0105541 | Time: 4493.47 ms [2020-11-18 02:11:18 main:574] : INFO : Epoch 38 | loss: 0.00991311 | val_loss: 0.00992193 | Time: 4454.97 ms [2020-11-18 02:11:22 main:574] : INFO : Epoch 39 | loss: 0.0093718 | val_loss: 0.0093903 | Time: 4470.9 ms [2020-11-18 02:11:27 main:574] : INFO : Epoch 40 | loss: 0.0090278 | val_loss: 0.00903583 | Time: 4454.33 ms [2020-11-18 02:11:31 main:574] : INFO : Epoch 41 | loss: 0.00877586 | val_loss: 0.00877475 | Time: 4503.81 ms [2020-11-18 02:11:36 main:574] : INFO : Epoch 42 | loss: 0.00849263 | val_loss: 0.00848779 | Time: 4509.67 ms [2020-11-18 02:11:41 main:574] : INFO : Epoch 43 | loss: 0.00823691 | val_loss: 0.00825146 | Time: 4517.71 ms [2020-11-18 02:11:45 main:574] : INFO : Epoch 44 | loss: 0.00805753 | val_loss: 0.0080336 | Time: 4482.74 ms [2020-11-18 02:11:50 main:574] : INFO : Epoch 45 | loss: 0.00780281 | val_loss: 0.00782676 | Time: 4553.73 ms [2020-11-18 02:11:54 main:574] : INFO : Epoch 46 | loss: 0.00759953 | val_loss: 0.00761049 | Time: 4480.05 ms [2020-11-18 02:11:59 main:574] : INFO : Epoch 47 | loss: 0.00739302 | val_loss: 0.00740238 | Time: 4460.4 ms [2020-11-18 02:12:04 main:574] : INFO : Epoch 48 | loss: 0.00726296 | val_loss: 0.00725431 | Time: 4549.62 ms [2020-11-18 02:12:08 main:574] : INFO : Epoch 49 | loss: 0.00701499 | val_loss: 0.00703383 | Time: 4506.13 ms [2020-11-18 02:12:13 main:574] : INFO : Epoch 50 | loss: 0.00682132 | val_loss: 0.00682297 | Time: 4513.76 ms [2020-11-18 02:12:17 main:574] : INFO : Epoch 51 | loss: 0.00662517 | val_loss: 0.00663773 | Time: 4494.86 ms [2020-11-18 02:12:22 main:574] : INFO : Epoch 52 | loss: 0.00644357 | val_loss: 0.00644597 | Time: 4540.53 ms [2020-11-18 02:12:26 main:574] : INFO : Epoch 53 | loss: 0.00628306 | val_loss: 0.00678623 | Time: 4469.57 ms [2020-11-18 02:12:31 main:574] : INFO : Epoch 54 | loss: 0.00614379 | val_loss: 0.00607971 | Time: 4508.28 ms [2020-11-18 02:12:36 main:574] : INFO : Epoch 55 | loss: 0.00589975 | val_loss: 0.00589221 | Time: 4536.51 ms [2020-11-18 02:12:40 main:574] : INFO : Epoch 56 | loss: 0.00572024 | val_loss: 0.00571224 | Time: 4839.45 ms [2020-11-18 02:12:45 main:574] : INFO : Epoch 57 | loss: 0.00554583 | val_loss: 0.00553352 | Time: 4500.79 ms [2020-11-18 02:12:50 main:574] : INFO : Epoch 58 | loss: 0.00539277 | val_loss: 0.00537891 | Time: 4520.3 ms [2020-11-18 02:12:55 main:574] : INFO : Epoch 59 | loss: 0.00521199 | val_loss: 0.00518851 | Time: 4488.75 ms [2020-11-18 02:12:59 main:574] : INFO : Epoch 60 | loss: 0.00504487 | val_loss: 0.00502531 | Time: 4491.71 ms [2020-11-18 02:13:04 main:574] : INFO : Epoch 61 | loss: 0.004884 | val_loss: 0.00485911 | Time: 4494.48 ms [2020-11-18 02:13:08 main:574] : INFO : Epoch 62 | loss: 0.00472729 | val_loss: 0.00468567 | Time: 4513.64 ms [2020-11-18 02:13:13 main:574] : INFO : Epoch 63 | loss: 0.00457222 | val_loss: 0.00452908 | Time: 4454.65 ms [2020-11-18 02:13:17 main:574] : INFO : Epoch 64 | loss: 0.00442183 | val_loss: 0.00437622 | Time: 4510.04 ms [2020-11-18 02:13:22 main:574] : INFO : Epoch 65 | loss: 0.00427308 | val_loss: 0.00422425 | Time: 4476.23 ms [2020-11-18 02:13:27 main:574] : INFO : Epoch 66 | loss: 0.00412962 | val_loss: 0.00408688 | Time: 4511.07 ms [2020-11-18 02:13:31 main:574] : INFO : Epoch 67 | loss: 0.00398843 | val_loss: 0.00394404 | Time: 4503.98 ms [2020-11-18 02:13:36 main:574] : INFO : Epoch 68 | loss: 0.00385152 | val_loss: 0.00380328 | Time: 4485.78 ms [2020-11-18 02:13:40 main:574] : INFO : Epoch 69 | loss: 0.00371838 | val_loss: 0.00367179 | Time: 4489.61 ms [2020-11-18 02:13:45 main:574] : INFO : Epoch 70 | loss: 0.00358785 | val_loss: 0.00354049 | Time: 4527.86 ms [2020-11-18 02:13:49 main:574] : INFO : Epoch 71 | loss: 0.00346286 | val_loss: 0.00342261 | Time: 4474.91 ms [2020-11-18 02:13:54 main:574] : INFO : Epoch 72 | loss: 0.00334151 | val_loss: 0.00329858 | Time: 4513.48 ms [2020-11-18 02:13:59 main:574] : INFO : Epoch 73 | loss: 0.00322297 | val_loss: 0.0031785 | Time: 4534.3 ms [2020-11-18 02:14:03 main:574] : INFO : Epoch 74 | loss: 0.00310829 | val_loss: 0.00306802 | Time: 4517.45 ms [2020-11-18 02:14:08 main:574] : INFO : Epoch 75 | loss: 0.00299663 | val_loss: 0.00295835 | Time: 4463.14 ms [2020-11-18 02:14:12 main:574] : INFO : Epoch 76 | loss: 0.00288967 | val_loss: 0.00284905 | Time: 4457.83 ms [2020-11-18 02:14:17 main:574] : INFO : Epoch 77 | loss: 0.00278574 | val_loss: 0.00274632 | Time: 4499.01 ms [2020-11-18 02:14:22 main:574] : INFO : Epoch 78 | loss: 0.00268397 | val_loss: 0.00264467 | Time: 4526.35 ms [2020-11-18 02:14:26 main:574] : INFO : Epoch 79 | loss: 0.00258632 | val_loss: 0.00257905 | Time: 4539.02 ms [2020-11-18 02:14:31 main:574] : INFO : Epoch 80 | loss: 0.00249228 | val_loss: 0.00245996 | Time: 4508.84 ms [2020-11-18 02:14:35 main:574] : INFO : Epoch 81 | loss: 0.00239996 | val_loss: 0.00236455 | Time: 4449.38 ms [2020-11-18 02:14:40 main:574] : INFO : Epoch 82 | loss: 0.00231014 | val_loss: 0.00227208 | Time: 4538.39 ms [2020-11-18 02:14:45 main:574] : INFO : Epoch 83 | loss: 0.0022232 | val_loss: 0.00218791 | Time: 4454.81 ms [2020-11-18 02:14:49 main:574] : INFO : Epoch 84 | loss: 0.00213867 | val_loss: 0.00210693 | Time: 4449.12 ms [2020-11-18 02:14:54 main:574] : INFO : Epoch 85 | loss: 0.0020582 | val_loss: 0.00202161 | Time: 4514.6 ms [2020-11-18 02:14:58 main:574] : INFO : Epoch 86 | loss: 0.00197746 | val_loss: 0.00194226 | Time: 4468.61 ms [2020-11-18 02:15:03 main:574] : INFO : Epoch 87 | loss: 0.001901 | val_loss: 0.00186672 | Time: 4487.91 ms [2020-11-18 02:15:07 main:574] : INFO : Epoch 88 | loss: 0.00182688 | val_loss: 0.00179555 | Time: 4494.59 ms [2020-11-18 02:15:12 main:574] : INFO : Epoch 89 | loss: 0.00175617 | val_loss: 0.00172505 | Time: 4500.75 ms [2020-11-18 02:15:17 main:574] : INFO : Epoch 90 | loss: 0.00168895 | val_loss: 0.00165901 | Time: 4460.21 ms [2020-11-18 02:15:21 main:574] : INFO : Epoch 91 | loss: 0.00162263 | val_loss: 0.00159661 | Time: 4504.17 ms [2020-11-18 02:15:26 main:574] : INFO : Epoch 92 | loss: 0.00156102 | val_loss: 0.00153142 | Time: 4507.46 ms [2020-11-18 02:15:30 main:574] : INFO : Epoch 93 | loss: 0.00149944 | val_loss: 0.00147161 | Time: 4532.97 ms [2020-11-18 02:15:35 main:574] : INFO : Epoch 94 | loss: 0.00144078 | val_loss: 0.00141096 | Time: 4494 ms [2020-11-18 02:15:40 main:574] : INFO : Epoch 95 | loss: 0.00138517 | val_loss: 0.00135799 | Time: 4694.9 ms [2020-11-18 02:15:44 main:574] : INFO : Epoch 96 | loss: 0.00133115 | val_loss: 0.00130794 | Time: 4425.35 ms [2020-11-18 02:15:49 main:574] : INFO : Epoch 97 | loss: 0.00128033 | val_loss: 0.00126148 | Time: 4475.12 ms [2020-11-18 02:15:53 main:574] : INFO : Epoch 98 | loss: 0.00123135 | val_loss: 0.00120977 | Time: 4541.93 ms [2020-11-18 02:15:58 main:574] : INFO : Epoch 99 | loss: 0.00118453 | val_loss: 0.00116227 | Time: 4509.77 ms [2020-11-18 02:16:03 main:574] : INFO : Epoch 100 | loss: 0.00114156 | val_loss: 0.00111909 | Time: 4481.04 ms [2020-11-18 02:16:07 main:574] : INFO : Epoch 101 | loss: 0.00109928 | val_loss: 0.00108076 | Time: 4515.73 ms [2020-11-18 02:16:12 main:574] : INFO : Epoch 102 | loss: 0.00105901 | val_loss: 0.00104115 | Time: 4483.13 ms [2020-11-18 02:16:16 main:574] : INFO : Epoch 103 | loss: 0.00102113 | val_loss: 0.00100216 | Time: 4475.11 ms [2020-11-18 02:16:21 main:574] : INFO : Epoch 104 | loss: 0.000985007 | val_loss: 0.000967192 | Time: 4507.49 ms [2020-11-18 02:16:26 main:574] : INFO : Epoch 105 | loss: 0.000950526 | val_loss: 0.000934153 | Time: 4538.23 ms [2020-11-18 02:16:30 main:574] : INFO : Epoch 106 | loss: 0.000918276 | val_loss: 0.000901257 | Time: 4489.59 ms [2020-11-18 02:16:35 main:574] : INFO : Epoch 107 | loss: 0.000887195 | val_loss: 0.000874257 | Time: 4487.35 ms [2020-11-18 02:16:39 main:574] : INFO : Epoch 108 | loss: 0.000857845 | val_loss: 0.000844611 | Time: 4492.24 ms [2020-11-18 02:16:44 main:574] : INFO : Epoch 109 | loss: 0.00082983 | val_loss: 0.000817758 | Time: 4467.72 ms [2020-11-18 02:16:48 main:574] : INFO : Epoch 110 | loss: 0.000804085 | val_loss: 0.000790003 | Time: 4528.9 ms [2020-11-18 02:16:53 main:574] : INFO : Epoch 111 | loss: 0.000778022 | val_loss: 0.000767024 | Time: 4444.15 ms [2020-11-18 02:16:58 main:574] : INFO : Epoch 112 | loss: 0.000754568 | val_loss: 0.000742491 | Time: 4527.16 ms [2020-11-18 02:17:02 main:574] : INFO : Epoch 113 | loss: 0.000730777 | val_loss: 0.000720189 | Time: 4445.43 ms [2020-11-18 02:17:07 main:574] : INFO : Epoch 114 | loss: 0.000709273 | val_loss: 0.000700097 | Time: 4522.37 ms [2020-11-18 02:17:11 main:574] : INFO : Epoch 115 | loss: 0.000688464 | val_loss: 0.000678446 | Time: 4441.39 ms [2020-11-18 02:17:16 main:574] : INFO : Epoch 116 | loss: 0.000667672 | val_loss: 0.000659144 | Time: 4474.32 ms [2020-11-18 02:17:20 main:574] : INFO : Epoch 117 | loss: 0.000648828 | val_loss: 0.00063899 | Time: 4455.38 ms [2020-11-18 02:17:25 main:574] : INFO : Epoch 118 | loss: 0.000630883 | val_loss: 0.00062458 | Time: 4518.04 ms [2020-11-18 02:17:30 main:574] : INFO : Epoch 119 | loss: 0.000613717 | val_loss: 0.000608445 | Time: 4543.87 ms [2020-11-18 02:17:34 main:574] : INFO : Epoch 120 | loss: 0.000596051 | val_loss: 0.000587415 | Time: 4513.7 ms [2020-11-18 02:17:39 main:574] : INFO : Epoch 121 | loss: 0.000579852 | val_loss: 0.00057605 | Time: 4544.36 ms [2020-11-18 02:17:43 main:574] : INFO : Epoch 122 | loss: 0.000565906 | val_loss: 0.000560437 | Time: 4480.55 ms [2020-11-18 02:17:48 main:574] : INFO : Epoch 123 | loss: 0.000549937 | val_loss: 0.000543569 | Time: 4509.45 ms [2020-11-18 02:17:53 main:574] : INFO : Epoch 124 | loss: 0.000535822 | val_loss: 0.000530882 | Time: 4517.17 ms [2020-11-18 02:17:57 main:574] : INFO : Epoch 125 | loss: 0.000521615 | val_loss: 0.000516211 | Time: 4515.74 ms [2020-11-18 02:18:02 main:574] : INFO : Epoch 126 | loss: 0.000508869 | val_loss: 0.000504851 | Time: 4582.17 ms [2020-11-18 02:18:06 main:574] : INFO : Epoch 127 | loss: 0.000496587 | val_loss: 0.000493606 | Time: 4540.99 ms [2020-11-18 02:18:11 main:574] : INFO : Epoch 128 | loss: 0.000484488 | val_loss: 0.000482143 | Time: 4531.12 ms [2020-11-18 02:18:16 main:574] : INFO : Epoch 129 | loss: 0.000473009 | val_loss: 0.000468712 | Time: 4472.45 ms [2020-11-18 02:18:20 main:574] : INFO : Epoch 130 | loss: 0.000461238 | val_loss: 0.000457448 | Time: 4480.1 ms [2020-11-18 02:18:25 main:574] : INFO : Epoch 131 | loss: 0.000451214 | val_loss: 0.000449997 | Time: 4461.7 ms [2020-11-18 02:18:29 main:574] : INFO : Epoch 132 | loss: 0.000440129 | val_loss: 0.000436462 | Time: 4573.22 ms [2020-11-18 02:18:34 main:574] : INFO : Epoch 133 | loss: 0.000430484 | val_loss: 0.000428193 | Time: 4522.71 ms [2020-11-18 02:18:39 main:574] : INFO : Epoch 134 | loss: 0.000420849 | val_loss: 0.000418069 | Time: 4529.8 ms [2020-11-18 02:18:44 main:574] : INFO : Epoch 135 | loss: 0.000411619 | val_loss: 0.000410983 | Time: 4836.85 ms [2020-11-18 02:18:48 main:574] : INFO : Epoch 136 | loss: 0.000403444 | val_loss: 0.000400398 | Time: 4512.09 ms [2020-11-18 02:18:53 main:574] : INFO : Epoch 137 | loss: 0.000394253 | val_loss: 0.000391394 | Time: 4503.01 ms [2020-11-18 02:18:57 main:574] : INFO : Epoch 138 | loss: 0.000386119 | val_loss: 0.000385907 | Time: 4507.6 ms [2020-11-18 02:19:02 main:574] : INFO : Epoch 139 | loss: 0.000378038 | val_loss: 0.000375993 | Time: 4477.35 ms [2020-11-18 02:19:07 main:574] : INFO : Epoch 140 | loss: 0.000369968 | val_loss: 0.000368323 | Time: 4498.21 ms [2020-11-18 02:19:11 main:574] : INFO : Epoch 141 | loss: 0.0003635 | val_loss: 0.00036013 | Time: 4497.13 ms [2020-11-18 02:19:16 main:574] : INFO : Epoch 142 | loss: 0.000355933 | val_loss: 0.000355181 | Time: 4496.28 ms [2020-11-18 02:19:20 main:574] : INFO : Epoch 143 | loss: 0.000348911 | val_loss: 0.000349168 | Time: 4478.87 ms [2020-11-18 02:19:25 main:574] : INFO : Epoch 144 | loss: 0.000342236 | val_loss: 0.000344298 | Time: 4531.12 ms [2020-11-18 02:19:29 main:574] : INFO : Epoch 145 | loss: 0.000336423 | val_loss: 0.000336482 | Time: 4532.33 ms [2020-11-18 02:19:34 main:574] : INFO : Epoch 146 | loss: 0.000329826 | val_loss: 0.000329175 | Time: 4461.81 ms [2020-11-18 02:19:39 main:574] : INFO : Epoch 147 | loss: 0.000324142 | val_loss: 0.000325785 | Time: 4489.94 ms [2020-11-18 02:19:43 main:574] : INFO : Epoch 148 | loss: 0.000317946 | val_loss: 0.000323992 | Time: 4502.32 ms [2020-11-18 02:19:48 main:574] : INFO : Epoch 149 | loss: 0.000312091 | val_loss: 0.000311798 | Time: 4492.82 ms [2020-11-18 02:19:52 main:574] : INFO : Epoch 150 | loss: 0.000307138 | val_loss: 0.000312984 | Time: 4492.43 ms [2020-11-18 02:19:57 main:574] : INFO : Epoch 151 | loss: 0.000302031 | val_loss: 0.000300078 | Time: 4521.02 ms [2020-11-18 02:20:02 main:574] : INFO : Epoch 152 | loss: 0.000296817 | val_loss: 0.000302346 | Time: 4541.5 ms [2020-11-18 02:20:06 main:574] : INFO : Epoch 153 | loss: 0.00029245 | val_loss: 0.000293637 | Time: 4495.6 ms [2020-11-18 02:20:11 main:574] : INFO : Epoch 154 | loss: 0.000286792 | val_loss: 0.000290564 | Time: 4402.17 ms [2020-11-18 02:20:15 main:574] : INFO : Epoch 155 | loss: 0.000282813 | val_loss: 0.000283988 | Time: 4481.58 ms [2020-11-18 02:20:20 main:574] : INFO : Epoch 156 | loss: 0.00027843 | val_loss: 0.000281763 | Time: 4503.94 ms [2020-11-18 02:20:24 main:574] : INFO : Epoch 157 | loss: 0.00027405 | val_loss: 0.000274663 | Time: 4512.05 ms [2020-11-18 02:20:29 main:574] : INFO : Epoch 158 | loss: 0.000269161 | val_loss: 0.000272016 | Time: 4485.91 ms [2020-11-18 02:20:34 main:574] : INFO : Epoch 159 | loss: 0.000265077 | val_loss: 0.000267923 | Time: 4486.63 ms [2020-11-18 02:20:38 main:574] : INFO : Epoch 160 | loss: 0.00026165 | val_loss: 0.000262758 | Time: 4510.1 ms [2020-11-18 02:20:43 main:574] : INFO : Epoch 161 | loss: 0.000257778 | val_loss: 0.000260155 | Time: 4474.35 ms [2020-11-18 02:20:47 main:574] : INFO : Epoch 162 | loss: 0.000253922 | val_loss: 0.000255598 | Time: 4469.98 ms [2020-11-18 02:20:52 main:574] : INFO : Epoch 163 | loss: 0.000249987 | val_loss: 0.000251769 | Time: 4501.38 ms [2020-11-18 02:20:56 main:574] : INFO : Epoch 164 | loss: 0.00024689 | val_loss: 0.000247648 | Time: 4497.06 ms [2020-11-18 02:21:01 main:574] : INFO : Epoch 165 | loss: 0.000243508 | val_loss: 0.000244467 | Time: 4501.49 ms [2020-11-18 02:21:05 main:574] : INFO : Epoch 166 | loss: 0.000240015 | val_loss: 0.000242395 | Time: 4482.31 ms [2020-11-18 02:21:10 main:574] : INFO : Epoch 167 | loss: 0.000236958 | val_loss: 0.000236912 | Time: 4464.15 ms [2020-11-18 02:21:15 main:574] : INFO : Epoch 168 | loss: 0.000233736 | val_loss: 0.000233561 | Time: 4479.2 ms [2020-11-18 02:21:19 main:574] : INFO : Epoch 169 | loss: 0.000230392 | val_loss: 0.000232765 | Time: 4449.2 ms [2020-11-18 02:21:24 main:574] : INFO : Epoch 170 | loss: 0.000227698 | val_loss: 0.00022792 | Time: 4530.13 ms [2020-11-18 02:21:28 main:574] : INFO : Epoch 171 | loss: 0.000224462 | val_loss: 0.000227614 | Time: 4496.27 ms [2020-11-18 02:21:33 main:574] : INFO : Epoch 172 | loss: 0.000222019 | val_loss: 0.000223146 | Time: 4440.23 ms [2020-11-18 02:21:37 main:574] : INFO : Epoch 173 | loss: 0.00021884 | val_loss: 0.000220902 | Time: 4436.03 ms [2020-11-18 02:21:42 main:574] : INFO : Epoch 174 | loss: 0.000216036 | val_loss: 0.000219818 | Time: 4756.42 ms [2020-11-18 02:21:47 main:574] : INFO : Epoch 175 | loss: 0.000213471 | val_loss: 0.000213101 | Time: 4540.74 ms [2020-11-18 02:21:51 main:574] : INFO : Epoch 176 | loss: 0.000210896 | val_loss: 0.000214178 | Time: 4507.2 ms [2020-11-18 02:21:56 main:574] : INFO : Epoch 177 | loss: 0.000208461 | val_loss: 0.00020873 | Time: 4450.22 ms [2020-11-18 02:22:00 main:574] : INFO : Epoch 178 | loss: 0.000206818 | val_loss: 0.00020631 | Time: 4533.1 ms [2020-11-18 02:22:05 main:574] : INFO : Epoch 179 | loss: 0.000203225 | val_loss: 0.000204417 | Time: 4432.32 ms [2020-11-18 02:22:10 main:574] : INFO : Epoch 180 | loss: 0.000201236 | val_loss: 0.000201202 | Time: 4474.78 ms [2020-11-18 02:22:14 main:574] : INFO : Epoch 181 | loss: 0.000198661 | val_loss: 0.000199863 | Time: 4433.42 ms [2020-11-18 02:22:19 main:574] : INFO : Epoch 182 | loss: 0.000196777 | val_loss: 0.000198523 | Time: 4486.91 ms [2020-11-18 02:22:23 main:574] : INFO : Epoch 183 | loss: 0.000194422 | val_loss: 0.000194714 | Time: 4485.49 ms [2020-11-18 02:22:28 main:574] : INFO : Epoch 184 | loss: 0.000192209 | val_loss: 0.000194073 | Time: 4475.39 ms [2020-11-18 02:22:32 main:574] : INFO : Epoch 185 | loss: 0.000190566 | val_loss: 0.000192162 | Time: 4544.26 ms [2020-11-18 02:22:37 main:574] : INFO : Epoch 186 | loss: 0.000187749 | val_loss: 0.000189749 | Time: 4504.5 ms [2020-11-18 02:22:42 main:574] : INFO : Epoch 187 | loss: 0.000186418 | val_loss: 0.000188649 | Time: 4542.07 ms [2020-11-18 02:22:46 main:574] : INFO : Epoch 188 | loss: 0.000184239 | val_loss: 0.000184503 | Time: 4526.13 ms [2020-11-18 02:22:51 main:574] : INFO : Epoch 189 | loss: 0.000182035 | val_loss: 0.00018156 | Time: 4445.96 ms [2020-11-18 02:22:55 main:574] : INFO : Epoch 190 | loss: 0.000180184 | val_loss: 0.000181198 | Time: 4484.41 ms [2020-11-18 02:23:00 main:574] : INFO : Epoch 191 | loss: 0.000178848 | val_loss: 0.000182584 | Time: 4475.5 ms [2020-11-18 02:23:04 main:574] : INFO : Epoch 192 | loss: 0.000176625 | val_loss: 0.000178307 | Time: 4546.55 ms [2020-11-18 02:23:04 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.000178307 [2020-11-18 02:23:05 main:603] : INFO : Saving end state to config to file [2020-11-18 02:23:05 main:608] : INFO : Success, exiting.. 02:23:05 (9520): 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)