Task 2806638
| Name | rand_automata_0012-1604984809-32442-0_1 |
| Workunit | 1264361 |
| Created | 10 Nov 2020, 5:46:21 UTC |
| Sent | 10 Nov 2020, 6:02:35 UTC |
| Report deadline | 11 Nov 2020, 4:32:35 UTC |
| Received | 10 Nov 2020, 21:24:25 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 563 |
| Run time | 23 min 14 sec |
| CPU time | 22 min 35 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 5,442.60 GFLOPS |
| Application version | Machine Learning Dataset Generator (test) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.95 GB |
| Peak swap size | 3.88 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.5</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1660 Ti) [2020-11-10 22:01:17 main:435] : INFO : Set logging level to 1 [2020-11-10 22:01:17 main:441] : INFO : Running in BOINC Client mode [2020-11-10 22:01:17 main:444] : INFO : Resolving all filenames [2020-11-10 22:01:17 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-train-val-dataset.hdf5 (exists = 1) [2020-11-10 22:01:17 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-1604984809-32442-0_1_r66432394_1 (exists = 0) [2020-11-10 22:01:17 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-1604984809-32442-0_1_r66432394_0 (exists = 0) [2020-11-10 22:01:18 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-10 22:01:18 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-10 22:01:18 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-train-val-dataset.hdf5 [2020-11-10 22:01:18 main:474] : INFO : Configuration: [2020-11-10 22:01:18 main:475] : INFO : Model type: LSTM [2020-11-10 22:01:18 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-10 22:01:18 main:477] : INFO : Max Epochs: 192 [2020-11-10 22:01:18 main:478] : INFO : Batch Size: 32 [2020-11-10 22:01:18 main:479] : INFO : Learning Rate: 0.001 [2020-11-10 22:01:18 main:480] : INFO : Patience: 10 [2020-11-10 22:01:18 main:481] : INFO : Hidden Width: 64 [2020-11-10 22:01:18 main:482] : INFO : # Recurrent Layers: 4 [2020-11-10 22:01:18 main:483] : INFO : # Backend Layers: 2 [2020-11-10 22:01:18 main:484] : INFO : # Threads: 1 [2020-11-10 22:01:18 main:486] : INFO : Preparing Dataset [2020-11-10 22:01:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-train-val-dataset.hdf5 into memory [2020-11-10 22:01:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-train-val-dataset.hdf5 into memory [2020-11-10 22:01:20 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-10 22:01:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-train-val-dataset.hdf5 into memory [2020-11-10 22:01:20 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0012-train-val-dataset.hdf5 into memory [2020-11-10 22:01:20 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-10 22:01:20 main:494] : INFO : Creating Model [2020-11-10 22:01:20 main:507] : INFO : Preparing config file [2020-11-10 22:01:20 main:519] : INFO : Creating new config file [2020-11-10 22:01:22 main:559] : INFO : Loading DataLoader into Memory [2020-11-10 22:01:22 main:562] : INFO : Starting Training [2020-11-10 22:01:29 main:574] : INFO : Epoch 1 | loss: 0.066438 | val_loss: 0.065986 | Time: 7503.82 ms [2020-11-10 22:01:36 main:574] : INFO : Epoch 2 | loss: 0.0656667 | val_loss: 0.0649024 | Time: 6967.05 ms [2020-11-10 22:01:43 main:574] : INFO : Epoch 3 | loss: 0.0635483 | val_loss: 0.061559 | Time: 7148.43 ms [2020-11-10 22:01:51 main:574] : INFO : Epoch 4 | loss: 0.0601795 | val_loss: 0.0590238 | Time: 7045.07 ms [2020-11-10 22:01:58 main:574] : INFO : Epoch 5 | loss: 0.0579907 | val_loss: 0.0570087 | Time: 7075.99 ms [2020-11-10 22:02:05 main:574] : INFO : Epoch 6 | loss: 0.0562151 | val_loss: 0.0554241 | Time: 7057.85 ms [2020-11-10 22:02:12 main:574] : INFO : Epoch 7 | loss: 0.0547457 | val_loss: 0.0540573 | Time: 7039.49 ms [2020-11-10 22:02:19 main:574] : INFO : Epoch 8 | loss: 0.0534293 | val_loss: 0.0528715 | Time: 7098.08 ms [2020-11-10 22:02:26 main:574] : INFO : Epoch 9 | loss: 0.052177 | val_loss: 0.0515867 | Time: 7079.41 ms [2020-11-10 22:02:33 main:574] : INFO : Epoch 10 | loss: 0.050913 | val_loss: 0.0504405 | Time: 7198.8 ms [2020-11-10 22:02:41 main:574] : INFO : Epoch 11 | loss: 0.0495584 | val_loss: 0.0491255 | Time: 7177.46 ms [2020-11-10 22:02:48 main:574] : INFO : Epoch 12 | loss: 0.0480383 | val_loss: 0.0476999 | Time: 7092.47 ms [2020-11-10 22:02:55 main:574] : INFO : Epoch 13 | loss: 0.0463475 | val_loss: 0.0461395 | Time: 7115.54 ms [2020-11-10 22:03:02 main:574] : INFO : Epoch 14 | loss: 0.0444777 | val_loss: 0.044548 | Time: 7038.92 ms [2020-11-10 22:03:09 main:574] : INFO : Epoch 15 | loss: 0.0424051 | val_loss: 0.042436 | Time: 7115.76 ms [2020-11-10 22:03:17 main:574] : INFO : Epoch 16 | loss: 0.0400594 | val_loss: 0.0406995 | Time: 7176.46 ms [2020-11-10 22:03:24 main:574] : INFO : Epoch 17 | loss: 0.0371394 | val_loss: 0.0370872 | Time: 7017.74 ms [2020-11-10 22:03:31 main:574] : INFO : Epoch 18 | loss: 0.0343219 | val_loss: 0.0351729 | Time: 7088.11 ms [2020-11-10 22:03:38 main:574] : INFO : Epoch 19 | loss: 0.0325535 | val_loss: 0.0483139 | Time: 7111.26 ms [2020-11-10 22:03:45 main:574] : INFO : Epoch 20 | loss: 0.0335045 | val_loss: 0.029387 | Time: 7125.55 ms [2020-11-10 22:03:52 main:574] : INFO : Epoch 21 | loss: 0.0451164 | val_loss: 0.0336958 | Time: 7017.74 ms [2020-11-10 22:03:59 main:574] : INFO : Epoch 22 | loss: 0.028508 | val_loss: 0.0261513 | Time: 7025.78 ms [2020-11-10 22:04:06 main:574] : INFO : Epoch 23 | loss: 0.027588 | val_loss: 0.0241332 | Time: 7144.07 ms [2020-11-10 22:04:14 main:574] : INFO : Epoch 24 | loss: 0.0257307 | val_loss: 0.0312683 | Time: 7203.16 ms [2020-11-10 22:04:21 main:574] : INFO : Epoch 25 | loss: 0.0250394 | val_loss: 0.0268638 | Time: 7215.6 ms [2020-11-10 22:04:28 main:574] : INFO : Epoch 26 | loss: 0.0238284 | val_loss: 0.0169962 | Time: 7132.88 ms [2020-11-10 22:04:35 main:574] : INFO : Epoch 27 | loss: 0.0145628 | val_loss: 0.0143828 | Time: 6957.79 ms [2020-11-10 22:04:42 main:574] : INFO : Epoch 28 | loss: 0.0257108 | val_loss: 0.0205339 | Time: 7110.23 ms [2020-11-10 22:04:49 main:574] : INFO : Epoch 29 | loss: 0.057446 | val_loss: 0.0613534 | Time: 6898.02 ms [2020-11-10 22:04:56 main:574] : INFO : Epoch 30 | loss: 0.0606716 | val_loss: 0.0600676 | Time: 6900 ms [2020-11-10 22:05:03 main:574] : INFO : Epoch 31 | loss: 0.0591022 | val_loss: 0.0580215 | Time: 7095.11 ms [2020-11-10 22:05:11 main:574] : INFO : Epoch 32 | loss: 0.0558903 | val_loss: 0.0538957 | Time: 7109.94 ms [2020-11-10 22:05:18 main:574] : INFO : Epoch 33 | loss: 0.0504766 | val_loss: 0.0467925 | Time: 7001.88 ms [2020-11-10 22:05:25 main:574] : INFO : Epoch 34 | loss: 0.0392387 | val_loss: 0.0302417 | Time: 7067.74 ms [2020-11-10 22:05:32 main:574] : INFO : Epoch 35 | loss: 0.0229939 | val_loss: 0.0204968 | Time: 7056.03 ms [2020-11-10 22:05:39 main:574] : INFO : Epoch 36 | loss: 0.0222835 | val_loss: 0.0195217 | Time: 7051.47 ms [2020-11-10 22:05:46 main:574] : INFO : Epoch 37 | loss: 0.0395722 | val_loss: 0.060306 | Time: 7039.46 ms [2020-11-10 22:05:53 main:574] : INFO : Epoch 38 | loss: 0.0588953 | val_loss: 0.0578543 | Time: 7042.46 ms [2020-11-10 22:06:01 main:574] : INFO : Epoch 39 | loss: 0.0567278 | val_loss: 0.0556952 | Time: 7233.06 ms [2020-11-10 22:06:08 main:574] : INFO : Epoch 40 | loss: 0.0541778 | val_loss: 0.0527833 | Time: 6990.25 ms [2020-11-10 22:06:15 main:574] : INFO : Epoch 41 | loss: 0.0503731 | val_loss: 0.047899 | Time: 6980.7 ms [2020-11-10 22:06:22 main:574] : INFO : Epoch 42 | loss: 0.0427666 | val_loss: 0.0367084 | Time: 7027 ms [2020-11-10 22:06:29 main:574] : INFO : Epoch 43 | loss: 0.0302909 | val_loss: 0.023965 | Time: 7040.72 ms [2020-11-10 22:06:36 main:574] : INFO : Epoch 44 | loss: 0.0227067 | val_loss: 0.0214376 | Time: 7061.65 ms [2020-11-10 22:06:43 main:574] : INFO : Epoch 45 | loss: 0.0184986 | val_loss: 0.0162264 | Time: 7197.91 ms [2020-11-10 22:06:50 main:574] : INFO : Epoch 46 | loss: 0.0171002 | val_loss: 0.0141308 | Time: 7187.75 ms [2020-11-10 22:06:58 main:574] : INFO : Epoch 47 | loss: 0.0130955 | val_loss: 0.0130563 | Time: 7222.65 ms [2020-11-10 22:07:05 main:574] : INFO : Epoch 48 | loss: 0.0116863 | val_loss: 0.0116933 | Time: 7170.07 ms [2020-11-10 22:07:12 main:574] : INFO : Epoch 49 | loss: 0.0106844 | val_loss: 0.0200411 | Time: 6965.52 ms [2020-11-10 22:07:19 main:574] : INFO : Epoch 50 | loss: 0.0145796 | val_loss: 0.0107311 | Time: 7013.04 ms [2020-11-10 22:07:26 main:574] : INFO : Epoch 51 | loss: 0.0108528 | val_loss: 0.0100474 | Time: 7044.87 ms [2020-11-10 22:07:33 main:574] : INFO : Epoch 52 | loss: 0.00934717 | val_loss: 0.00929248 | Time: 7048.78 ms [2020-11-10 22:07:40 main:574] : INFO : Epoch 53 | loss: 0.00894579 | val_loss: 0.00885341 | Time: 7090.43 ms [2020-11-10 22:07:48 main:574] : INFO : Epoch 54 | loss: 0.00847718 | val_loss: 0.00882572 | Time: 7076.57 ms [2020-11-10 22:07:55 main:574] : INFO : Epoch 55 | loss: 0.0082034 | val_loss: 0.00818249 | Time: 7039.38 ms [2020-11-10 22:08:02 main:574] : INFO : Epoch 56 | loss: 0.00788173 | val_loss: 0.00794764 | Time: 7081.81 ms [2020-11-10 22:08:09 main:574] : INFO : Epoch 57 | loss: 0.00764835 | val_loss: 0.0077152 | Time: 7042.59 ms [2020-11-10 22:08:16 main:574] : INFO : Epoch 58 | loss: 0.00742811 | val_loss: 0.00750033 | Time: 6985.28 ms [2020-11-10 22:08:23 main:574] : INFO : Epoch 59 | loss: 0.00721726 | val_loss: 0.00729538 | Time: 6954.18 ms [2020-11-10 22:08:30 main:574] : INFO : Epoch 60 | loss: 0.00701964 | val_loss: 0.00709036 | Time: 6942.78 ms [2020-11-10 22:08:37 main:574] : INFO : Epoch 61 | loss: 0.00682619 | val_loss: 0.00689076 | Time: 6948.37 ms [2020-11-10 22:08:44 main:574] : INFO : Epoch 62 | loss: 0.00664012 | val_loss: 0.00670215 | Time: 6887.73 ms [2020-11-10 22:08:51 main:574] : INFO : Epoch 63 | loss: 0.00645794 | val_loss: 0.00651512 | Time: 7111.55 ms [2020-11-10 22:08:58 main:574] : INFO : Epoch 64 | loss: 0.00628064 | val_loss: 0.00633665 | Time: 7161.51 ms [2020-11-10 22:09:05 main:574] : INFO : Epoch 65 | loss: 0.00612626 | val_loss: 0.00616249 | Time: 7124.86 ms [2020-11-10 22:09:13 main:574] : INFO : Epoch 66 | loss: 0.00593333 | val_loss: 0.00598449 | Time: 7054.87 ms [2020-11-10 22:09:20 main:574] : INFO : Epoch 67 | loss: 0.0057637 | val_loss: 0.00580795 | Time: 6916.94 ms [2020-11-10 22:09:27 main:574] : INFO : Epoch 68 | loss: 0.00561027 | val_loss: 0.00664409 | Time: 6951.67 ms [2020-11-10 22:09:34 main:574] : INFO : Epoch 69 | loss: 0.00582843 | val_loss: 0.00551562 | Time: 7034.97 ms [2020-11-10 22:09:41 main:574] : INFO : Epoch 70 | loss: 0.00529953 | val_loss: 0.00533075 | Time: 7007.24 ms [2020-11-10 22:09:48 main:574] : INFO : Epoch 71 | loss: 0.00512341 | val_loss: 0.00515315 | Time: 7026.61 ms [2020-11-10 22:09:55 main:574] : INFO : Epoch 72 | loss: 0.00496188 | val_loss: 0.00498854 | Time: 7073.41 ms [2020-11-10 22:10:02 main:574] : INFO : Epoch 73 | loss: 0.00480308 | val_loss: 0.0048307 | Time: 7072.13 ms [2020-11-10 22:10:09 main:574] : INFO : Epoch 74 | loss: 0.00464568 | val_loss: 0.0046746 | Time: 7045.64 ms [2020-11-10 22:10:16 main:574] : INFO : Epoch 75 | loss: 0.00449503 | val_loss: 0.00451842 | Time: 7094.88 ms [2020-11-10 22:10:23 main:574] : INFO : Epoch 76 | loss: 0.00434556 | val_loss: 0.00436622 | Time: 7031.95 ms [2020-11-10 22:10:31 main:574] : INFO : Epoch 77 | loss: 0.00419896 | val_loss: 0.00421888 | Time: 7131.96 ms [2020-11-10 22:10:38 main:574] : INFO : Epoch 78 | loss: 0.0040549 | val_loss: 0.00406786 | Time: 7033.1 ms [2020-11-10 22:10:45 main:574] : INFO : Epoch 79 | loss: 0.00391438 | val_loss: 0.00392371 | Time: 7228.71 ms [2020-11-10 22:10:52 main:574] : INFO : Epoch 80 | loss: 0.00377627 | val_loss: 0.00378362 | Time: 7096.47 ms [2020-11-10 22:10:59 main:574] : INFO : Epoch 81 | loss: 0.00364114 | val_loss: 0.00364792 | Time: 7093.84 ms [2020-11-10 22:11:06 main:574] : INFO : Epoch 82 | loss: 0.00350813 | val_loss: 0.00351038 | Time: 7124.4 ms [2020-11-10 22:11:14 main:574] : INFO : Epoch 83 | loss: 0.00337785 | val_loss: 0.00338197 | Time: 7154.27 ms [2020-11-10 22:11:21 main:574] : INFO : Epoch 84 | loss: 0.00325076 | val_loss: 0.00325407 | Time: 7133.94 ms [2020-11-10 22:11:28 main:574] : INFO : Epoch 85 | loss: 0.00312715 | val_loss: 0.0031296 | Time: 7108.07 ms [2020-11-10 22:11:35 main:574] : INFO : Epoch 86 | loss: 0.00300712 | val_loss: 0.00300921 | Time: 7101.2 ms [2020-11-10 22:11:42 main:574] : INFO : Epoch 87 | loss: 0.00288874 | val_loss: 0.0028893 | Time: 7021.78 ms [2020-11-10 22:11:49 main:574] : INFO : Epoch 88 | loss: 0.00277524 | val_loss: 0.00277489 | Time: 7079.94 ms [2020-11-10 22:11:56 main:574] : INFO : Epoch 89 | loss: 0.00266507 | val_loss: 0.00266473 | Time: 7037.17 ms [2020-11-10 22:12:04 main:574] : INFO : Epoch 90 | loss: 0.00255786 | val_loss: 0.00255957 | Time: 6985.7 ms [2020-11-10 22:12:11 main:574] : INFO : Epoch 91 | loss: 0.00245592 | val_loss: 0.00245351 | Time: 7011.9 ms [2020-11-10 22:12:18 main:574] : INFO : Epoch 92 | loss: 0.00235589 | val_loss: 0.00235543 | Time: 7112.18 ms [2020-11-10 22:12:25 main:574] : INFO : Epoch 93 | loss: 0.00225996 | val_loss: 0.00225963 | Time: 7126.54 ms [2020-11-10 22:12:32 main:574] : INFO : Epoch 94 | loss: 0.00216701 | val_loss: 0.00216646 | Time: 7063.35 ms [2020-11-10 22:12:39 main:574] : INFO : Epoch 95 | loss: 0.00207808 | val_loss: 0.00207949 | Time: 7052.28 ms [2020-11-10 22:12:46 main:574] : INFO : Epoch 96 | loss: 0.00199211 | val_loss: 0.00199439 | Time: 7036.56 ms [2020-11-10 22:12:53 main:574] : INFO : Epoch 97 | loss: 0.0019106 | val_loss: 0.0019108 | Time: 6938.91 ms [2020-11-10 22:13:00 main:574] : INFO : Epoch 98 | loss: 0.00183105 | val_loss: 0.00182966 | Time: 7020.49 ms [2020-11-10 22:13:08 main:574] : INFO : Epoch 99 | loss: 0.00175524 | val_loss: 0.00177494 | Time: 7172.86 ms [2020-11-10 22:13:15 main:574] : INFO : Epoch 100 | loss: 0.00168352 | val_loss: 0.00168068 | Time: 7134.75 ms [2020-11-10 22:13:22 main:574] : INFO : Epoch 101 | loss: 0.00161103 | val_loss: 0.00161064 | Time: 7065.67 ms [2020-11-10 22:13:29 main:574] : INFO : Epoch 102 | loss: 0.00154287 | val_loss: 0.00154553 | Time: 7121.21 ms [2020-11-10 22:13:36 main:574] : INFO : Epoch 103 | loss: 0.00147837 | val_loss: 0.00147807 | Time: 6989 ms [2020-11-10 22:13:43 main:574] : INFO : Epoch 104 | loss: 0.00141528 | val_loss: 0.0014145 | Time: 6953.41 ms [2020-11-10 22:13:50 main:574] : INFO : Epoch 105 | loss: 0.00135481 | val_loss: 0.00135604 | Time: 6908.98 ms [2020-11-10 22:13:57 main:574] : INFO : Epoch 106 | loss: 0.00129626 | val_loss: 0.0012963 | Time: 6966.1 ms [2020-11-10 22:14:04 main:574] : INFO : Epoch 107 | loss: 0.00123987 | val_loss: 0.00124301 | Time: 6988.38 ms [2020-11-10 22:14:11 main:574] : INFO : Epoch 108 | loss: 0.00118642 | val_loss: 0.00118745 | Time: 7080.5 ms [2020-11-10 22:14:19 main:574] : INFO : Epoch 109 | loss: 0.00113553 | val_loss: 0.0011365 | Time: 7217.15 ms [2020-11-10 22:14:26 main:574] : INFO : Epoch 110 | loss: 0.00108469 | val_loss: 0.00108558 | Time: 7158.83 ms [2020-11-10 22:14:33 main:574] : INFO : Epoch 111 | loss: 0.001036 | val_loss: 0.00103687 | Time: 6950.07 ms [2020-11-10 22:14:40 main:574] : INFO : Epoch 112 | loss: 0.000989314 | val_loss: 0.00098841 | Time: 6962.53 ms [2020-11-10 22:14:47 main:574] : INFO : Epoch 113 | loss: 0.000945859 | val_loss: 0.000946152 | Time: 6997.27 ms [2020-11-10 22:14:54 main:574] : INFO : Epoch 114 | loss: 0.000902177 | val_loss: 0.000903388 | Time: 7218.41 ms [2020-11-10 22:15:01 main:574] : INFO : Epoch 115 | loss: 0.000860885 | val_loss: 0.000862421 | Time: 7090.6 ms [2020-11-10 22:15:08 main:574] : INFO : Epoch 116 | loss: 0.000820954 | val_loss: 0.000821588 | Time: 7089.92 ms [2020-11-10 22:15:16 main:574] : INFO : Epoch 117 | loss: 0.000783843 | val_loss: 0.000785975 | Time: 7004.87 ms [2020-11-10 22:15:23 main:574] : INFO : Epoch 118 | loss: 0.000747775 | val_loss: 0.000751211 | Time: 7162.26 ms [2020-11-10 22:15:30 main:574] : INFO : Epoch 119 | loss: 0.000713864 | val_loss: 0.000717328 | Time: 7182.87 ms [2020-11-10 22:15:37 main:574] : INFO : Epoch 120 | loss: 0.000681353 | val_loss: 0.000683024 | Time: 7195.73 ms [2020-11-10 22:15:45 main:574] : INFO : Epoch 121 | loss: 0.000649833 | val_loss: 0.000652897 | Time: 7194.83 ms [2020-11-10 22:15:52 main:574] : INFO : Epoch 122 | loss: 0.000620986 | val_loss: 0.000622306 | Time: 7165.47 ms [2020-11-10 22:15:59 main:574] : INFO : Epoch 123 | loss: 0.000592095 | val_loss: 0.000593884 | Time: 7190.08 ms [2020-11-10 22:16:06 main:574] : INFO : Epoch 124 | loss: 0.000565089 | val_loss: 0.00056837 | Time: 7205.32 ms [2020-11-10 22:16:13 main:574] : INFO : Epoch 125 | loss: 0.000540384 | val_loss: 0.000544544 | Time: 7127.94 ms [2020-11-10 22:16:21 main:574] : INFO : Epoch 126 | loss: 0.000516133 | val_loss: 0.000518444 | Time: 7176.46 ms [2020-11-10 22:16:28 main:574] : INFO : Epoch 127 | loss: 0.000492984 | val_loss: 0.000492567 | Time: 7163.99 ms [2020-11-10 22:16:35 main:574] : INFO : Epoch 128 | loss: 0.000470702 | val_loss: 0.000475231 | Time: 6958.04 ms [2020-11-10 22:16:42 main:574] : INFO : Epoch 129 | loss: 0.000449718 | val_loss: 0.000451548 | Time: 7093.42 ms [2020-11-10 22:16:49 main:574] : INFO : Epoch 130 | loss: 0.000429858 | val_loss: 0.000432927 | Time: 7078.38 ms [2020-11-10 22:16:56 main:574] : INFO : Epoch 131 | loss: 0.000411689 | val_loss: 0.000413822 | Time: 6992.7 ms [2020-11-10 22:17:04 main:574] : INFO : Epoch 132 | loss: 0.00039406 | val_loss: 0.000394918 | Time: 7040.18 ms [2020-11-10 22:17:11 main:574] : INFO : Epoch 133 | loss: 0.000376943 | val_loss: 0.000378725 | Time: 6954.26 ms [2020-11-10 22:17:18 main:574] : INFO : Epoch 134 | loss: 0.000361903 | val_loss: 0.000364719 | Time: 7020.83 ms [2020-11-10 22:17:25 main:574] : INFO : Epoch 135 | loss: 0.000346807 | val_loss: 0.000349539 | Time: 7020.77 ms [2020-11-10 22:17:32 main:574] : INFO : Epoch 136 | loss: 0.000332222 | val_loss: 0.000335716 | Time: 6966.07 ms [2020-11-10 22:17:39 main:574] : INFO : Epoch 137 | loss: 0.000318855 | val_loss: 0.000318527 | Time: 6900.48 ms [2020-11-10 22:17:46 main:574] : INFO : Epoch 138 | loss: 0.000305575 | val_loss: 0.000308173 | Time: 6934.3 ms [2020-11-10 22:17:53 main:574] : INFO : Epoch 139 | loss: 0.000293949 | val_loss: 0.000295079 | Time: 6944.5 ms [2020-11-10 22:18:00 main:574] : INFO : Epoch 140 | loss: 0.000282117 | val_loss: 0.000286549 | Time: 7028.45 ms [2020-11-10 22:18:07 main:574] : INFO : Epoch 141 | loss: 0.000271596 | val_loss: 0.000275001 | Time: 6983.91 ms [2020-11-10 22:18:14 main:574] : INFO : Epoch 142 | loss: 0.000260603 | val_loss: 0.000261744 | Time: 7007.71 ms [2020-11-10 22:18:21 main:574] : INFO : Epoch 143 | loss: 0.000250544 | val_loss: 0.000254059 | Time: 7046.13 ms [2020-11-10 22:18:28 main:574] : INFO : Epoch 144 | loss: 0.000241618 | val_loss: 0.000243815 | Time: 7092 ms [2020-11-10 22:18:35 main:574] : INFO : Epoch 145 | loss: 0.000232231 | val_loss: 0.00023633 | Time: 7027.5 ms [2020-11-10 22:18:42 main:574] : INFO : Epoch 146 | loss: 0.000224082 | val_loss: 0.000225582 | Time: 7092.56 ms [2020-11-10 22:18:50 main:574] : INFO : Epoch 147 | loss: 0.000215502 | val_loss: 0.000219269 | Time: 7148.82 ms [2020-11-10 22:18:57 main:574] : INFO : Epoch 148 | loss: 0.000208022 | val_loss: 0.000210209 | Time: 7095.87 ms [2020-11-10 22:19:04 main:574] : INFO : Epoch 149 | loss: 0.000200533 | val_loss: 0.000201456 | Time: 7127.91 ms [2020-11-10 22:19:11 main:574] : INFO : Epoch 150 | loss: 0.000193015 | val_loss: 0.000196202 | Time: 7109.21 ms [2020-11-10 22:19:18 main:574] : INFO : Epoch 151 | loss: 0.000186219 | val_loss: 0.000189 | Time: 7093.15 ms [2020-11-10 22:19:25 main:574] : INFO : Epoch 152 | loss: 0.000179142 | val_loss: 0.000182069 | Time: 7054.26 ms [2020-11-10 22:19:32 main:574] : INFO : Epoch 153 | loss: 0.000173301 | val_loss: 0.000176112 | Time: 7019.89 ms [2020-11-10 22:19:40 main:574] : INFO : Epoch 154 | loss: 0.000167731 | val_loss: 0.000168368 | Time: 7151.44 ms [2020-11-10 22:19:47 main:574] : INFO : Epoch 155 | loss: 0.000161047 | val_loss: 0.000164327 | Time: 7065.93 ms [2020-11-10 22:19:54 main:574] : INFO : Epoch 156 | loss: 0.00015598 | val_loss: 0.00015721 | Time: 7053.15 ms [2020-11-10 22:20:01 main:574] : INFO : Epoch 157 | loss: 0.000150481 | val_loss: 0.000152372 | Time: 7136.44 ms [2020-11-10 22:20:08 main:574] : INFO : Epoch 158 | loss: 0.000145031 | val_loss: 0.00014714 | Time: 6970.47 ms [2020-11-10 22:20:15 main:574] : INFO : Epoch 159 | loss: 0.000140489 | val_loss: 0.000142109 | Time: 6940.11 ms [2020-11-10 22:20:22 main:574] : INFO : Epoch 160 | loss: 0.00013561 | val_loss: 0.000137927 | Time: 6911.98 ms [2020-11-10 22:20:29 main:574] : INFO : Epoch 161 | loss: 0.000130709 | val_loss: 0.000132295 | Time: 7089 ms [2020-11-10 22:20:36 main:574] : INFO : Epoch 162 | loss: 0.000126999 | val_loss: 0.000129285 | Time: 7008.58 ms [2020-11-10 22:20:43 main:574] : INFO : Epoch 163 | loss: 0.000122765 | val_loss: 0.000125246 | Time: 6958.79 ms [2020-11-10 22:20:51 main:574] : INFO : Epoch 164 | loss: 0.000119119 | val_loss: 0.000122026 | Time: 7193.43 ms [2020-11-10 22:20:58 main:574] : INFO : Epoch 165 | loss: 0.000115719 | val_loss: 0.000115555 | Time: 7149.38 ms [2020-11-10 22:21:05 main:574] : INFO : Epoch 166 | loss: 0.000111989 | val_loss: 0.000112642 | Time: 7051.31 ms [2020-11-10 22:21:12 main:574] : INFO : Epoch 167 | loss: 0.0001078 | val_loss: 0.000110894 | Time: 6990.98 ms [2020-11-10 22:21:19 main:574] : INFO : Epoch 168 | loss: 0.00010563 | val_loss: 0.000106838 | Time: 7054.08 ms [2020-11-10 22:21:26 main:574] : INFO : Epoch 169 | loss: 0.000102311 | val_loss: 0.000103826 | Time: 7098.63 ms [2020-11-10 22:21:33 main:574] : INFO : Epoch 170 | loss: 9.93887e-05 | val_loss: 0.000100686 | Time: 7108.08 ms [2020-11-10 22:21:40 main:574] : INFO : Epoch 171 | loss: 9.63658e-05 | val_loss: 9.77305e-05 | Time: 6982.45 ms [2020-11-10 22:21:47 main:574] : INFO : Epoch 172 | loss: 9.37518e-05 | val_loss: 9.54873e-05 | Time: 6977.87 ms [2020-11-10 22:21:55 main:574] : INFO : Epoch 173 | loss: 9.13388e-05 | val_loss: 9.38291e-05 | Time: 7047.18 ms [2020-11-10 22:22:02 main:574] : INFO : Epoch 174 | loss: 8.86792e-05 | val_loss: 9.06652e-05 | Time: 6915.82 ms [2020-11-10 22:22:09 main:574] : INFO : Epoch 175 | loss: 8.64429e-05 | val_loss: 8.87319e-05 | Time: 7007.55 ms [2020-11-10 22:22:16 main:574] : INFO : Epoch 176 | loss: 8.45079e-05 | val_loss: 8.58039e-05 | Time: 7042.44 ms [2020-11-10 22:22:23 main:574] : INFO : Epoch 177 | loss: 8.2087e-05 | val_loss: 8.32103e-05 | Time: 7083.88 ms [2020-11-10 22:22:30 main:574] : INFO : Epoch 178 | loss: 8.04908e-05 | val_loss: 8.16579e-05 | Time: 7112.83 ms [2020-11-10 22:22:37 main:574] : INFO : Epoch 179 | loss: 7.8015e-05 | val_loss: 8.06847e-05 | Time: 6990.31 ms [2020-11-10 22:22:45 main:574] : INFO : Epoch 180 | loss: 7.69984e-05 | val_loss: 7.89311e-05 | Time: 7189.22 ms [2020-11-10 22:22:52 main:574] : INFO : Epoch 181 | loss: 7.50622e-05 | val_loss: 7.63923e-05 | Time: 7042.1 ms [2020-11-10 22:22:59 main:574] : INFO : Epoch 182 | loss: 7.31178e-05 | val_loss: 7.44962e-05 | Time: 7065.96 ms [2020-11-10 22:23:06 main:574] : INFO : Epoch 183 | loss: 7.13679e-05 | val_loss: 7.25364e-05 | Time: 6973.16 ms [2020-11-10 22:23:13 main:574] : INFO : Epoch 184 | loss: 7.00942e-05 | val_loss: 7.12982e-05 | Time: 7013.55 ms [2020-11-10 22:23:20 main:574] : INFO : Epoch 185 | loss: 6.82644e-05 | val_loss: 7.09712e-05 | Time: 6938.84 ms [2020-11-10 22:23:27 main:574] : INFO : Epoch 186 | loss: 6.73678e-05 | val_loss: 6.99488e-05 | Time: 6958.64 ms [2020-11-10 22:23:34 main:574] : INFO : Epoch 187 | loss: 6.56582e-05 | val_loss: 6.73549e-05 | Time: 7072.56 ms [2020-11-10 22:23:41 main:574] : INFO : Epoch 188 | loss: 6.44308e-05 | val_loss: 6.58829e-05 | Time: 7021.11 ms [2020-11-10 22:23:48 main:574] : INFO : Epoch 189 | loss: 6.32364e-05 | val_loss: 6.56103e-05 | Time: 7228.47 ms [2020-11-10 22:23:56 main:574] : INFO : Epoch 190 | loss: 6.20774e-05 | val_loss: 6.30333e-05 | Time: 7137.79 ms [2020-11-10 22:24:03 main:574] : INFO : Epoch 191 | loss: 6.05533e-05 | val_loss: 6.48883e-05 | Time: 7151.26 ms [2020-11-10 22:24:10 main:574] : INFO : Epoch 192 | loss: 5.97522e-05 | val_loss: 6.12602e-05 | Time: 7091.72 ms [2020-11-10 22:24:10 main:597] : INFO : Saving trained model to model-final.pt, val_loss 6.12602e-05 [2020-11-10 22:24:10 main:603] : INFO : Saving end state to config to file [2020-11-10 22:24:10 main:608] : INFO : Success, exiting.. 22:24:10 (11784): 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)