Task 2969801
| Name | rand_automata_0009-1605113618-30713-1_0 |
| Workunit | 1341285 |
| Created | 16 Nov 2020, 15:45:44 UTC |
| Sent | 22 Nov 2020, 16:40:04 UTC |
| Report deadline | 29 Nov 2020, 16:40:04 UTC |
| Received | 23 Nov 2020, 15:49:31 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4439 |
| Run time | 3 hours 13 min 4 sec |
| CPU time | 3 hours 10 min 30 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 4,458.60 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.96 GB |
| Peak swap size | 3.06 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.11</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650 SUPER) [2020-11-23 06:36:06 main:435] : INFO : Set logging level to 1 [2020-11-23 06:36:06 main:441] : INFO : Running in BOINC Client mode [2020-11-23 06:36:06 main:444] : INFO : Resolving all filenames [2020-11-23 06:36:06 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 (exists = 1) [2020-11-23 06:36:06 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-1605113618-30713-1_0_r23809878_1 (exists = 0) [2020-11-23 06:36:06 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-1605113618-30713-1_0_r23809878_0 (exists = 0) [2020-11-23 06:36:06 main:452] : INFO : Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-1605113618-30713-1 (exists = 1) [2020-11-23 06:36:06 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-23 06:36:06 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 [2020-11-23 06:36:06 main:474] : INFO : Configuration: [2020-11-23 06:36:06 main:475] : INFO : Model type: LSTM [2020-11-23 06:36:06 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-23 06:36:06 main:477] : INFO : Max Epochs: 192 [2020-11-23 06:36:06 main:478] : INFO : Batch Size: 32 [2020-11-23 06:36:06 main:479] : INFO : Learning Rate: 0.001 [2020-11-23 06:36:06 main:480] : INFO : Patience: 10 [2020-11-23 06:36:06 main:481] : INFO : Hidden Width: 64 [2020-11-23 06:36:06 main:482] : INFO : # Recurrent Layers: 4 [2020-11-23 06:36:06 main:483] : INFO : # Backend Layers: 2 [2020-11-23 06:36:06 main:484] : INFO : # Threads: 1 [2020-11-23 06:36:06 main:486] : INFO : Preparing Dataset [2020-11-23 06:36:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory [2020-11-23 06:36:06 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory [2020-11-23 06:36:08 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-23 06:36:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory [2020-11-23 06:36:08 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory [2020-11-23 06:36:08 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-23 06:36:08 main:494] : INFO : Creating Model [2020-11-23 06:36:08 main:507] : INFO : Preparing config file [2020-11-23 06:36:08 main:519] : INFO : Creating new config file [2020-11-23 06:36:08 main:538] : INFO : This is a continuation WU, loading previous network [2020-11-23 06:36:10 main:559] : INFO : Loading DataLoader into Memory [2020-11-23 06:36:10 main:562] : INFO : Starting Training [2020-11-23 06:37:11 main:574] : INFO : Epoch 1 | loss: 0.000131024 | val_loss: 0.000109547 | Time: 60361.3 ms [2020-11-23 06:38:11 main:574] : INFO : Epoch 2 | loss: 0.000105255 | val_loss: 0.000109478 | Time: 59784.4 ms [2020-11-23 06:39:10 main:574] : INFO : Epoch 3 | loss: 0.000106064 | val_loss: 0.000109391 | Time: 59619.5 ms [2020-11-23 06:40:11 main:574] : INFO : Epoch 4 | loss: 0.000105218 | val_loss: 0.000112326 | Time: 60333.4 ms [2020-11-23 06:41:11 main:574] : INFO : Epoch 5 | loss: 0.000105889 | val_loss: 0.000108305 | Time: 60165.8 ms [2020-11-23 06:42:11 main:574] : INFO : Epoch 6 | loss: 0.000104015 | val_loss: 0.000107683 | Time: 59892.7 ms [2020-11-23 06:43:10 main:574] : INFO : Epoch 7 | loss: 0.000104277 | val_loss: 0.000107005 | Time: 59803.7 ms [2020-11-23 06:44:11 main:574] : INFO : Epoch 8 | loss: 0.000102358 | val_loss: 0.000108455 | Time: 60063.7 ms [2020-11-23 06:45:10 main:574] : INFO : Epoch 9 | loss: 0.000102195 | val_loss: 0.000104362 | Time: 59907.1 ms [2020-11-23 06:46:10 main:574] : INFO : Epoch 10 | loss: 0.000102473 | val_loss: 0.000103038 | Time: 59745.8 ms [2020-11-23 06:47:10 main:574] : INFO : Epoch 11 | loss: 9.95037e-05 | val_loss: 0.000101774 | Time: 59916.8 ms [2020-11-23 06:48:10 main:574] : INFO : Epoch 12 | loss: 9.87221e-05 | val_loss: 0.000101877 | Time: 59749.7 ms [2020-11-23 06:49:10 main:574] : INFO : Epoch 13 | loss: 9.94793e-05 | val_loss: 0.000101201 | Time: 59884.1 ms [2020-11-23 06:50:09 main:574] : INFO : Epoch 14 | loss: 9.74529e-05 | val_loss: 0.000100268 | Time: 59600.2 ms [2020-11-23 06:51:09 main:574] : INFO : Epoch 15 | loss: 9.60448e-05 | val_loss: 0.000111976 | Time: 59822.6 ms [2020-11-23 06:52:09 main:574] : INFO : Epoch 16 | loss: 0.000101471 | val_loss: 9.87815e-05 | Time: 59487.5 ms [2020-11-23 06:53:09 main:574] : INFO : Epoch 17 | loss: 9.45961e-05 | val_loss: 9.67718e-05 | Time: 59856.3 ms [2020-11-23 06:54:09 main:574] : INFO : Epoch 18 | loss: 9.36154e-05 | val_loss: 9.66419e-05 | Time: 59856.1 ms [2020-11-23 06:55:08 main:574] : INFO : Epoch 19 | loss: 9.23123e-05 | val_loss: 9.61032e-05 | Time: 59856.7 ms [2020-11-23 06:56:08 main:574] : INFO : Epoch 20 | loss: 9.25209e-05 | val_loss: 9.50057e-05 | Time: 59862 ms [2020-11-23 06:57:08 main:574] : INFO : Epoch 21 | loss: 9.17888e-05 | val_loss: 9.37144e-05 | Time: 60096.4 ms [2020-11-23 06:58:08 main:574] : INFO : Epoch 22 | loss: 9.17352e-05 | val_loss: 9.78006e-05 | Time: 59695.8 ms [2020-11-23 06:59:08 main:574] : INFO : Epoch 23 | loss: 9.06598e-05 | val_loss: 9.34457e-05 | Time: 59723.9 ms [2020-11-23 07:00:08 main:574] : INFO : Epoch 24 | loss: 8.96172e-05 | val_loss: 9.19531e-05 | Time: 59838 ms [2020-11-23 07:01:07 main:574] : INFO : Epoch 25 | loss: 8.8623e-05 | val_loss: 8.99125e-05 | Time: 59646.6 ms [2020-11-23 07:02:07 main:574] : INFO : Epoch 26 | loss: 8.92742e-05 | val_loss: 8.92399e-05 | Time: 60006.3 ms [2020-11-23 07:03:07 main:574] : INFO : Epoch 27 | loss: 8.66197e-05 | val_loss: 8.94776e-05 | Time: 59939.1 ms [2020-11-23 07:04:07 main:574] : INFO : Epoch 28 | loss: 8.68598e-05 | val_loss: 9.17821e-05 | Time: 59727.9 ms [2020-11-23 07:05:07 main:574] : INFO : Epoch 29 | loss: 8.60791e-05 | val_loss: 8.75042e-05 | Time: 59527.8 ms [2020-11-23 07:06:07 main:574] : INFO : Epoch 30 | loss: 8.44789e-05 | val_loss: 8.78154e-05 | Time: 59863.7 ms [2020-11-23 07:07:06 main:574] : INFO : Epoch 31 | loss: 8.42907e-05 | val_loss: 8.8086e-05 | Time: 59702.5 ms [2020-11-23 07:08:06 main:574] : INFO : Epoch 32 | loss: 8.54936e-05 | val_loss: 8.901e-05 | Time: 59841.7 ms [2020-11-23 07:09:06 main:574] : INFO : Epoch 33 | loss: 8.34953e-05 | val_loss: 8.45789e-05 | Time: 59711 ms [2020-11-23 07:10:05 main:574] : INFO : Epoch 34 | loss: 8.2802e-05 | val_loss: 8.37039e-05 | Time: 59453.4 ms [2020-11-23 07:11:05 main:574] : INFO : Epoch 35 | loss: 8.2215e-05 | val_loss: 8.43861e-05 | Time: 59354.9 ms [2020-11-23 07:12:05 main:574] : INFO : Epoch 36 | loss: 8.12818e-05 | val_loss: 8.3837e-05 | Time: 59895.8 ms [2020-11-23 07:13:04 main:574] : INFO : Epoch 37 | loss: 8.13379e-05 | val_loss: 8.36027e-05 | Time: 59816.6 ms [2020-11-23 07:14:05 main:574] : INFO : Epoch 38 | loss: 8.02242e-05 | val_loss: 8.13259e-05 | Time: 60054.2 ms [2020-11-23 07:15:04 main:574] : INFO : Epoch 39 | loss: 7.97128e-05 | val_loss: 8.21975e-05 | Time: 59889 ms [2020-11-23 07:16:04 main:574] : INFO : Epoch 40 | loss: 7.94087e-05 | val_loss: 8.1525e-05 | Time: 59702.7 ms [2020-11-23 07:17:04 main:574] : INFO : Epoch 41 | loss: 7.91104e-05 | val_loss: 8.08272e-05 | Time: 59970.7 ms [2020-11-23 07:18:04 main:574] : INFO : Epoch 42 | loss: 7.79025e-05 | val_loss: 7.93868e-05 | Time: 59568.7 ms [2020-11-23 07:19:03 main:574] : INFO : Epoch 43 | loss: 7.80023e-05 | val_loss: 7.93842e-05 | Time: 59576.9 ms [2020-11-23 07:20:03 main:574] : INFO : Epoch 44 | loss: 8.1306e-05 | val_loss: 7.93887e-05 | Time: 59631.1 ms [2020-11-23 07:21:03 main:574] : INFO : Epoch 45 | loss: 7.55127e-05 | val_loss: 7.77066e-05 | Time: 59997.7 ms [2020-11-23 07:22:03 main:574] : INFO : Epoch 46 | loss: 7.67901e-05 | val_loss: 7.72188e-05 | Time: 59929.3 ms [2020-11-23 07:23:03 main:574] : INFO : Epoch 47 | loss: 7.47501e-05 | val_loss: 8.21099e-05 | Time: 60030.6 ms [2020-11-23 07:24:03 main:574] : INFO : Epoch 48 | loss: 7.58356e-05 | val_loss: 7.70695e-05 | Time: 59607 ms [2020-11-23 07:25:02 main:574] : INFO : Epoch 49 | loss: 0.000185162 | val_loss: 0.000101634 | Time: 59854.5 ms [2020-11-23 07:26:02 main:574] : INFO : Epoch 50 | loss: 8.23861e-05 | val_loss: 7.86972e-05 | Time: 59727.1 ms [2020-11-23 07:27:02 main:574] : INFO : Epoch 51 | loss: 7.37161e-05 | val_loss: 7.52134e-05 | Time: 59708.6 ms [2020-11-23 07:28:02 main:574] : INFO : Epoch 52 | loss: 7.17331e-05 | val_loss: 7.32753e-05 | Time: 59911.2 ms [2020-11-23 07:29:02 main:574] : INFO : Epoch 53 | loss: 7.05831e-05 | val_loss: 7.29546e-05 | Time: 60003.2 ms [2020-11-23 07:30:02 main:574] : INFO : Epoch 54 | loss: 6.99774e-05 | val_loss: 7.28851e-05 | Time: 60175.5 ms [2020-11-23 07:31:02 main:574] : INFO : Epoch 55 | loss: 6.99724e-05 | val_loss: 7.26893e-05 | Time: 59762 ms [2020-11-23 07:32:02 main:574] : INFO : Epoch 56 | loss: 6.94129e-05 | val_loss: 7.19364e-05 | Time: 59946.8 ms [2020-11-23 07:33:02 main:574] : INFO : Epoch 57 | loss: 6.93657e-05 | val_loss: 7.10401e-05 | Time: 59720.4 ms [2020-11-23 07:34:01 main:574] : INFO : Epoch 58 | loss: 6.88779e-05 | val_loss: 7.22213e-05 | Time: 59901.4 ms [2020-11-23 07:35:01 main:574] : INFO : Epoch 59 | loss: 6.8773e-05 | val_loss: 7.13752e-05 | Time: 59921 ms [2020-11-23 07:36:01 main:574] : INFO : Epoch 60 | loss: 6.99177e-05 | val_loss: 7.1292e-05 | Time: 60052 ms [2020-11-23 07:37:01 main:574] : INFO : Epoch 61 | loss: 6.83018e-05 | val_loss: 7.00579e-05 | Time: 59967.5 ms [2020-11-23 07:38:02 main:574] : INFO : Epoch 62 | loss: 6.83262e-05 | val_loss: 6.98622e-05 | Time: 60195.3 ms [2020-11-23 07:39:02 main:574] : INFO : Epoch 63 | loss: 6.80157e-05 | val_loss: 7.03943e-05 | Time: 59938.5 ms [2020-11-23 07:40:02 main:574] : INFO : Epoch 64 | loss: 6.80767e-05 | val_loss: 6.91145e-05 | Time: 60081.5 ms [2020-11-23 07:41:02 main:574] : INFO : Epoch 65 | loss: 6.72532e-05 | val_loss: 7.24171e-05 | Time: 59987.8 ms [2020-11-23 07:42:02 main:574] : INFO : Epoch 66 | loss: 6.66592e-05 | val_loss: 7.20591e-05 | Time: 59793.7 ms [2020-11-23 07:43:01 main:574] : INFO : Epoch 67 | loss: 6.60779e-05 | val_loss: 6.91196e-05 | Time: 59906.2 ms [2020-11-23 07:44:01 main:574] : INFO : Epoch 68 | loss: 6.6329e-05 | val_loss: 6.79046e-05 | Time: 59779 ms [2020-11-23 07:45:01 main:574] : INFO : Epoch 69 | loss: 6.69579e-05 | val_loss: 6.85518e-05 | Time: 59742.6 ms [2020-11-23 07:46:01 main:574] : INFO : Epoch 70 | loss: 6.61124e-05 | val_loss: 6.78987e-05 | Time: 59861.3 ms [2020-11-23 07:47:01 main:574] : INFO : Epoch 71 | loss: 6.65548e-05 | val_loss: 6.69371e-05 | Time: 59912.5 ms [2020-11-23 07:48:01 main:574] : INFO : Epoch 72 | loss: 6.40525e-05 | val_loss: 6.67489e-05 | Time: 60210.4 ms [2020-11-23 07:49:01 main:574] : INFO : Epoch 73 | loss: 6.38365e-05 | val_loss: 6.77657e-05 | Time: 60326.1 ms [2020-11-23 07:50:01 main:574] : INFO : Epoch 74 | loss: 6.52299e-05 | val_loss: 6.59569e-05 | Time: 59493.6 ms [2020-11-23 07:51:01 main:574] : INFO : Epoch 75 | loss: 6.33623e-05 | val_loss: 6.57925e-05 | Time: 59911.4 ms [2020-11-23 07:52:01 main:574] : INFO : Epoch 76 | loss: 6.4612e-05 | val_loss: 6.47914e-05 | Time: 59988.4 ms [2020-11-23 07:53:01 main:574] : INFO : Epoch 77 | loss: 6.45506e-05 | val_loss: 6.418e-05 | Time: 59862.5 ms [2020-11-23 07:54:00 main:574] : INFO : Epoch 78 | loss: 6.22058e-05 | val_loss: 6.7221e-05 | Time: 59729.2 ms [2020-11-23 07:55:00 main:574] : INFO : Epoch 79 | loss: 6.22784e-05 | val_loss: 7.2748e-05 | Time: 59502.4 ms [2020-11-23 07:55:59 main:574] : INFO : Epoch 80 | loss: 0.042632 | val_loss: 0.0597912 | Time: 59441.5 ms [2020-11-23 07:56:59 main:574] : INFO : Epoch 81 | loss: 0.058064 | val_loss: 0.0559074 | Time: 59964.9 ms [2020-11-23 07:57:59 main:574] : INFO : Epoch 82 | loss: 0.053009 | val_loss: 0.0522518 | Time: 60051.8 ms [2020-11-23 07:58:59 main:574] : INFO : Epoch 83 | loss: 0.0520676 | val_loss: 0.0562143 | Time: 59755.9 ms [2020-11-23 07:59:59 main:574] : INFO : Epoch 84 | loss: 0.0518864 | val_loss: 0.046835 | Time: 60040.7 ms [2020-11-23 08:00:59 main:574] : INFO : Epoch 85 | loss: 0.0482154 | val_loss: 0.0530516 | Time: 59861.1 ms [2020-11-23 08:01:59 main:574] : INFO : Epoch 86 | loss: 0.0499219 | val_loss: 0.0450206 | Time: 60034.2 ms [2020-11-23 08:02:59 main:574] : INFO : Epoch 87 | loss: 0.0533174 | val_loss: 0.0505611 | Time: 59662.7 ms [2020-11-23 08:03:59 main:574] : INFO : Epoch 88 | loss: 0.0480997 | val_loss: 0.0460111 | Time: 60174.1 ms [2020-11-23 08:04:59 main:574] : INFO : Epoch 89 | loss: 0.0508937 | val_loss: 0.0539857 | Time: 60102 ms [2020-11-23 08:05:59 main:574] : INFO : Epoch 90 | loss: 0.0516245 | val_loss: 0.0486092 | Time: 59985.7 ms [2020-11-23 08:07:00 main:574] : INFO : Epoch 91 | loss: 0.0497121 | val_loss: 0.0454716 | Time: 60225.9 ms [2020-11-23 08:08:00 main:574] : INFO : Epoch 92 | loss: 0.0455926 | val_loss: 0.0587447 | Time: 60908.9 ms [2020-11-23 08:09:01 main:574] : INFO : Epoch 93 | loss: 0.0588762 | val_loss: 0.0584946 | Time: 60488.9 ms [2020-11-23 08:10:01 main:574] : INFO : Epoch 94 | loss: 0.058018 | val_loss: 0.0577434 | Time: 59770.3 ms [2020-11-23 08:11:01 main:574] : INFO : Epoch 95 | loss: 0.0572612 | val_loss: 0.0569923 | Time: 59940.6 ms [2020-11-23 08:12:01 main:574] : INFO : Epoch 96 | loss: 0.0564984 | val_loss: 0.056193 | Time: 59986.4 ms [2020-11-23 08:13:01 main:574] : INFO : Epoch 97 | loss: 0.0556852 | val_loss: 0.0553035 | Time: 59848 ms [2020-11-23 08:14:00 main:574] : INFO : Epoch 98 | loss: 0.0548021 | val_loss: 0.0543909 | Time: 59756.1 ms [2020-11-23 08:15:00 main:574] : INFO : Epoch 99 | loss: 0.0537575 | val_loss: 0.0532794 | Time: 59865.5 ms [2020-11-23 08:16:00 main:574] : INFO : Epoch 100 | loss: 0.0524785 | val_loss: 0.0518958 | Time: 59497.5 ms [2020-11-23 08:17:00 main:574] : INFO : Epoch 101 | loss: 0.0509833 | val_loss: 0.0505174 | Time: 60051 ms [2020-11-23 08:18:00 main:574] : INFO : Epoch 102 | loss: 0.0522536 | val_loss: 0.0514572 | Time: 60042.5 ms [2020-11-23 08:19:00 main:574] : INFO : Epoch 103 | loss: 0.0498625 | val_loss: 0.0488776 | Time: 59853.2 ms [2020-11-23 08:20:00 main:574] : INFO : Epoch 104 | loss: 0.047628 | val_loss: 0.0471255 | Time: 59938.7 ms [2020-11-23 08:21:00 main:574] : INFO : Epoch 105 | loss: 0.0448375 | val_loss: 0.0434238 | Time: 59952.8 ms [2020-11-23 08:22:00 main:574] : INFO : Epoch 106 | loss: 0.0468927 | val_loss: 0.0499777 | Time: 59901.2 ms [2020-11-23 08:23:00 main:574] : INFO : Epoch 107 | loss: 0.0507231 | val_loss: 0.0496569 | Time: 59982.4 ms [2020-11-23 08:24:00 main:574] : INFO : Epoch 108 | loss: 0.0477876 | val_loss: 0.0457775 | Time: 59971 ms [2020-11-23 08:25:00 main:574] : INFO : Epoch 109 | loss: 0.0510836 | val_loss: 0.0514209 | Time: 60031.9 ms [2020-11-23 08:25:59 main:574] : INFO : Epoch 110 | loss: 0.0499731 | val_loss: 0.0497061 | Time: 59546.2 ms [2020-11-23 08:26:59 main:574] : INFO : Epoch 111 | loss: 0.0471244 | val_loss: 0.0489423 | Time: 59944.3 ms [2020-11-23 08:27:59 main:574] : INFO : Epoch 112 | loss: 0.0582982 | val_loss: 0.0581502 | Time: 59586.5 ms [2020-11-23 08:28:59 main:574] : INFO : Epoch 113 | loss: 0.0576714 | val_loss: 0.0573591 | Time: 59918.4 ms [2020-11-23 08:29:59 main:574] : INFO : Epoch 114 | loss: 0.0568914 | val_loss: 0.0565895 | Time: 60243.3 ms [2020-11-23 08:30:59 main:574] : INFO : Epoch 115 | loss: 0.0561348 | val_loss: 0.0557698 | Time: 60171.2 ms [2020-11-23 08:31:59 main:574] : INFO : Epoch 116 | loss: 0.0553044 | val_loss: 0.0549194 | Time: 60074.7 ms [2020-11-23 08:32:59 main:574] : INFO : Epoch 117 | loss: 0.0544678 | val_loss: 0.0540942 | Time: 59834 ms [2020-11-23 08:33:59 main:574] : INFO : Epoch 118 | loss: 0.0535819 | val_loss: 0.0531628 | Time: 59775.8 ms [2020-11-23 08:34:59 main:574] : INFO : Epoch 119 | loss: 0.0526347 | val_loss: 0.0521808 | Time: 60156.6 ms [2020-11-23 08:35:59 main:574] : INFO : Epoch 120 | loss: 0.0514448 | val_loss: 0.0508677 | Time: 59886.3 ms [2020-11-23 08:36:59 main:574] : INFO : Epoch 121 | loss: 0.0501189 | val_loss: 0.0495199 | Time: 60127.1 ms [2020-11-23 08:38:00 main:574] : INFO : Epoch 122 | loss: 0.0486126 | val_loss: 0.0477597 | Time: 60939 ms [2020-11-23 08:39:01 main:574] : INFO : Epoch 123 | loss: 0.0465615 | val_loss: 0.0458843 | Time: 61238.3 ms [2020-11-23 08:40:02 main:574] : INFO : Epoch 124 | loss: 0.0459831 | val_loss: 0.0441065 | Time: 61028.4 ms [2020-11-23 08:41:03 main:574] : INFO : Epoch 125 | loss: 0.0467849 | val_loss: 0.0471977 | Time: 60900.6 ms [2020-11-23 08:42:04 main:574] : INFO : Epoch 126 | loss: 0.04564 | val_loss: 0.0442274 | Time: 60753.9 ms [2020-11-23 08:43:05 main:574] : INFO : Epoch 127 | loss: 0.0429735 | val_loss: 0.0478661 | Time: 60877.8 ms [2020-11-23 08:44:06 main:574] : INFO : Epoch 128 | loss: 0.0493361 | val_loss: 0.0507068 | Time: 61143.6 ms [2020-11-23 08:45:07 main:574] : INFO : Epoch 129 | loss: 0.0491747 | val_loss: 0.0495314 | Time: 60974.4 ms [2020-11-23 08:46:08 main:574] : INFO : Epoch 130 | loss: 0.0466328 | val_loss: 0.0440438 | Time: 60923.9 ms [2020-11-23 08:47:09 main:574] : INFO : Epoch 131 | loss: 0.0416648 | val_loss: 0.0389332 | Time: 60827.2 ms [2020-11-23 08:48:10 main:574] : INFO : Epoch 132 | loss: 0.0360671 | val_loss: 0.034291 | Time: 61201.9 ms [2020-11-23 08:49:11 main:574] : INFO : Epoch 133 | loss: 0.0516167 | val_loss: 0.0544336 | Time: 60915.2 ms [2020-11-23 08:50:11 main:574] : INFO : Epoch 134 | loss: 0.0534712 | val_loss: 0.0524495 | Time: 60264.8 ms [2020-11-23 08:51:11 main:574] : INFO : Epoch 135 | loss: 0.0502332 | val_loss: 0.047724 | Time: 59818.9 ms [2020-11-23 08:52:11 main:574] : INFO : Epoch 136 | loss: 0.0457708 | val_loss: 0.0449891 | Time: 59841.6 ms [2020-11-23 08:53:11 main:574] : INFO : Epoch 137 | loss: 0.0474727 | val_loss: 0.0574432 | Time: 59954.8 ms [2020-11-23 08:54:11 main:574] : INFO : Epoch 138 | loss: 0.0560649 | val_loss: 0.0547687 | Time: 59651.7 ms [2020-11-23 08:55:11 main:574] : INFO : Epoch 139 | loss: 0.0535116 | val_loss: 0.0523681 | Time: 59898.6 ms [2020-11-23 08:56:10 main:574] : INFO : Epoch 140 | loss: 0.051363 | val_loss: 0.0505639 | Time: 59773.5 ms [2020-11-23 08:57:10 main:574] : INFO : Epoch 141 | loss: 0.0499273 | val_loss: 0.0492801 | Time: 59979.6 ms [2020-11-23 08:58:10 main:574] : INFO : Epoch 142 | loss: 0.053503 | val_loss: 0.0580414 | Time: 59835.8 ms [2020-11-23 08:59:10 main:574] : INFO : Epoch 143 | loss: 0.0577473 | val_loss: 0.0575008 | Time: 59860.5 ms [2020-11-23 09:00:10 main:574] : INFO : Epoch 144 | loss: 0.0572558 | val_loss: 0.0569905 | Time: 59705.7 ms [2020-11-23 09:01:13 main:574] : INFO : Epoch 145 | loss: 0.0567293 | val_loss: 0.056439 | Time: 62726.4 ms [2020-11-23 09:02:19 main:574] : INFO : Epoch 146 | loss: 0.0561638 | val_loss: 0.0558475 | Time: 66597 ms [2020-11-23 09:03:20 main:574] : INFO : Epoch 147 | loss: 0.0555193 | val_loss: 0.055193 | Time: 61311.6 ms [2020-11-23 09:04:22 main:574] : INFO : Epoch 148 | loss: 0.0547543 | val_loss: 0.054383 | Time: 61397.4 ms [2020-11-23 09:05:24 main:574] : INFO : Epoch 149 | loss: 0.0538677 | val_loss: 0.053362 | Time: 61783.1 ms [2020-11-23 09:06:26 main:574] : INFO : Epoch 150 | loss: 0.052692 | val_loss: 0.0521323 | Time: 61902.4 ms [2020-11-23 09:07:28 main:574] : INFO : Epoch 151 | loss: 0.0512276 | val_loss: 0.0505475 | Time: 61886.5 ms [2020-11-23 09:08:35 main:574] : INFO : Epoch 152 | loss: 0.0494166 | val_loss: 0.048466 | Time: 67026.7 ms [2020-11-23 09:09:39 main:574] : INFO : Epoch 153 | loss: 0.047174 | val_loss: 0.0458814 | Time: 64326.6 ms [2020-11-23 09:10:41 main:574] : INFO : Epoch 154 | loss: 0.0434035 | val_loss: 0.0414452 | Time: 62449 ms [2020-11-23 09:11:42 main:574] : INFO : Epoch 155 | loss: 0.0451678 | val_loss: 0.0456178 | Time: 60889.2 ms [2020-11-23 09:12:44 main:574] : INFO : Epoch 156 | loss: 0.0492182 | val_loss: 0.0526815 | Time: 61217.4 ms [2020-11-23 09:13:45 main:574] : INFO : Epoch 157 | loss: 0.0499317 | val_loss: 0.0468465 | Time: 61106.6 ms [2020-11-23 09:14:46 main:574] : INFO : Epoch 158 | loss: 0.0498637 | val_loss: 0.0490097 | Time: 61179.2 ms [2020-11-23 09:15:47 main:574] : INFO : Epoch 159 | loss: 0.0467208 | val_loss: 0.0457564 | Time: 61058.9 ms [2020-11-23 09:16:48 main:574] : INFO : Epoch 160 | loss: 0.0457981 | val_loss: 0.0463725 | Time: 61014.4 ms [2020-11-23 09:17:49 main:574] : INFO : Epoch 161 | loss: 0.0535068 | val_loss: 0.0548238 | Time: 61074.6 ms [2020-11-23 09:18:50 main:574] : INFO : Epoch 162 | loss: 0.0539669 | val_loss: 0.0562852 | Time: 60971.4 ms [2020-11-23 09:19:51 main:574] : INFO : Epoch 163 | loss: 0.0554533 | val_loss: 0.0551177 | Time: 61047.1 ms [2020-11-23 09:20:52 main:574] : INFO : Epoch 164 | loss: 0.0542925 | val_loss: 0.0539987 | Time: 61075.3 ms [2020-11-23 09:21:53 main:574] : INFO : Epoch 165 | loss: 0.0531546 | val_loss: 0.0529359 | Time: 61136.5 ms [2020-11-23 09:22:55 main:574] : INFO : Epoch 166 | loss: 0.0519712 | val_loss: 0.0515505 | Time: 61323.9 ms [2020-11-23 09:23:56 main:574] : INFO : Epoch 167 | loss: 0.0504495 | val_loss: 0.0497453 | Time: 61161.9 ms [2020-11-23 09:24:57 main:574] : INFO : Epoch 168 | loss: 0.0484706 | val_loss: 0.0474919 | Time: 61178.3 ms [2020-11-23 09:25:58 main:574] : INFO : Epoch 169 | loss: 0.0516633 | val_loss: 0.0546561 | Time: 61199.9 ms [2020-11-23 09:26:59 main:574] : INFO : Epoch 170 | loss: 0.0537296 | val_loss: 0.0528054 | Time: 60919.5 ms [2020-11-23 09:28:00 main:574] : INFO : Epoch 171 | loss: 0.0519329 | val_loss: 0.0508801 | Time: 61119.8 ms [2020-11-23 09:29:01 main:574] : INFO : Epoch 172 | loss: 0.0502108 | val_loss: 0.0498004 | Time: 60955.5 ms [2020-11-23 09:30:03 main:574] : INFO : Epoch 173 | loss: 0.049028 | val_loss: 0.0480081 | Time: 61251.8 ms [2020-11-23 09:31:03 main:574] : INFO : Epoch 174 | loss: 0.0471017 | val_loss: 0.0469446 | Time: 60788.1 ms [2020-11-23 09:32:05 main:574] : INFO : Epoch 175 | loss: 0.0452296 | val_loss: 0.0453878 | Time: 61149.3 ms [2020-11-23 09:33:05 main:574] : INFO : Epoch 176 | loss: 0.043557 | val_loss: 0.0418211 | Time: 60889.3 ms [2020-11-23 09:34:05 main:574] : INFO : Epoch 177 | loss: 0.0519491 | val_loss: 0.0539172 | Time: 59954.8 ms [2020-11-23 09:35:05 main:574] : INFO : Epoch 178 | loss: 0.0529491 | val_loss: 0.0519839 | Time: 59866.7 ms [2020-11-23 09:36:05 main:574] : INFO : Epoch 179 | loss: 0.0507662 | val_loss: 0.0495738 | Time: 59624.3 ms [2020-11-23 09:37:05 main:574] : INFO : Epoch 180 | loss: 0.0482994 | val_loss: 0.047369 | Time: 60082 ms [2020-11-23 09:38:05 main:574] : INFO : Epoch 181 | loss: 0.0491118 | val_loss: 0.0480083 | Time: 59636.7 ms [2020-11-23 09:39:05 main:574] : INFO : Epoch 182 | loss: 0.04701 | val_loss: 0.04629 | Time: 60019.1 ms [2020-11-23 09:40:05 main:574] : INFO : Epoch 183 | loss: 0.0441874 | val_loss: 0.0420751 | Time: 59971.6 ms [2020-11-23 09:41:05 main:574] : INFO : Epoch 184 | loss: 0.043041 | val_loss: 0.0546926 | Time: 60230.2 ms [2020-11-23 09:42:05 main:574] : INFO : Epoch 185 | loss: 0.0551132 | val_loss: 0.0544528 | Time: 59775.4 ms [2020-11-23 09:43:05 main:574] : INFO : Epoch 186 | loss: 0.0539196 | val_loss: 0.0533557 | Time: 59896.1 ms [2020-11-23 09:44:04 main:574] : INFO : Epoch 187 | loss: 0.052813 | val_loss: 0.0521514 | Time: 59749.9 ms [2020-11-23 09:45:04 main:574] : INFO : Epoch 188 | loss: 0.0516215 | val_loss: 0.0509376 | Time: 59927.5 ms [2020-11-23 09:46:04 main:574] : INFO : Epoch 189 | loss: 0.0503267 | val_loss: 0.0493769 | Time: 60124.3 ms [2020-11-23 09:47:04 main:574] : INFO : Epoch 190 | loss: 0.0486003 | val_loss: 0.0476617 | Time: 59766.6 ms [2020-11-23 09:48:04 main:574] : INFO : Epoch 191 | loss: 0.0473171 | val_loss: 0.0465562 | Time: 60057.4 ms [2020-11-23 09:49:04 main:574] : INFO : Epoch 192 | loss: 0.0454111 | val_loss: 0.0446124 | Time: 59957.9 ms [2020-11-23 09:49:04 main:597] : INFO : Saving trained model to model-final.pt, val_loss 0.0446124 [2020-11-23 09:49:04 main:603] : INFO : Saving end state to config to file [2020-11-23 09:49:04 main:608] : INFO : Success, exiting.. 09:49:04 (7956): 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)