Task 2946361
| Name | rand_automata_0068-1605426386-12035-0_1 |
| Workunit | 1328965 |
| Created | 15 Nov 2020, 7:46:27 UTC |
| Sent | 18 Nov 2020, 10:27:51 UTC |
| Report deadline | 26 Nov 2020, 10:27:51 UTC |
| Received | 18 Nov 2020, 10:57:39 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 14 min 37 sec |
| CPU time | 13 min 24 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 | 1.49 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 05:30:25 main:435] : INFO : Set logging level to 1 [2020-11-18 05:30:25 main:441] : INFO : Running in BOINC Client mode [2020-11-18 05:30:25 main:444] : INFO : Resolving all filenames [2020-11-18 05:30:25 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-train-val-dataset.hdf5 (exists = 1) [2020-11-18 05:30:26 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-1605426386-12035-0_1_r839544486_1 (exists = 0) [2020-11-18 05:30:26 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-1605426386-12035-0_1_r839544486_0 (exists = 0) [2020-11-18 05:30:26 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 05:30:26 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 05:30:26 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-train-val-dataset.hdf5 [2020-11-18 05:30:26 main:474] : INFO : Configuration: [2020-11-18 05:30:26 main:475] : INFO : Model type: LSTM [2020-11-18 05:30:26 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 05:30:26 main:477] : INFO : Max Epochs: 192 [2020-11-18 05:30:26 main:478] : INFO : Batch Size: 32 [2020-11-18 05:30:26 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 05:30:26 main:480] : INFO : Patience: 10 [2020-11-18 05:30:26 main:481] : INFO : Hidden Width: 64 [2020-11-18 05:30:26 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 05:30:26 main:483] : INFO : # Backend Layers: 2 [2020-11-18 05:30:26 main:484] : INFO : # Threads: 1 [2020-11-18 05:30:26 main:486] : INFO : Preparing Dataset [2020-11-18 05:30:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-train-val-dataset.hdf5 into memory [2020-11-18 05:30:27 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-train-val-dataset.hdf5 into memory [2020-11-18 05:30:28 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 05:30:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-train-val-dataset.hdf5 into memory [2020-11-18 05:30:29 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0068-train-val-dataset.hdf5 into memory [2020-11-18 05:30:29 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 05:30:29 main:494] : INFO : Creating Model [2020-11-18 05:30:29 main:507] : INFO : Preparing config file [2020-11-18 05:30:29 main:519] : INFO : Creating new config file [2020-11-18 05:30:30 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 05:30:30 main:562] : INFO : Starting Training [2020-11-18 05:30:35 main:574] : INFO : Epoch 1 | loss: 0.0660655 | val_loss: 0.0656641 | Time: 4657.77 ms [2020-11-18 05:30:39 main:574] : INFO : Epoch 2 | loss: 0.065267 | val_loss: 0.0645804 | Time: 4254.75 ms [2020-11-18 05:30:43 main:574] : INFO : Epoch 3 | loss: 0.0631243 | val_loss: 0.0615022 | Time: 4236.2 ms [2020-11-18 05:30:48 main:574] : INFO : Epoch 4 | loss: 0.0598947 | val_loss: 0.058491 | Time: 4232.85 ms [2020-11-18 05:30:52 main:574] : INFO : Epoch 5 | loss: 0.0573073 | val_loss: 0.0563507 | Time: 4255.86 ms [2020-11-18 05:30:56 main:574] : INFO : Epoch 6 | loss: 0.055538 | val_loss: 0.0548788 | Time: 4274.86 ms [2020-11-18 05:31:00 main:574] : INFO : Epoch 7 | loss: 0.0541289 | val_loss: 0.0536923 | Time: 4213.16 ms [2020-11-18 05:31:05 main:574] : INFO : Epoch 8 | loss: 0.0528384 | val_loss: 0.0523405 | Time: 4272.52 ms [2020-11-18 05:31:09 main:574] : INFO : Epoch 9 | loss: 0.0515113 | val_loss: 0.0511275 | Time: 4230.86 ms [2020-11-18 05:31:13 main:574] : INFO : Epoch 10 | loss: 0.050026 | val_loss: 0.04972 | Time: 4258.27 ms [2020-11-18 05:31:18 main:574] : INFO : Epoch 11 | loss: 0.0484224 | val_loss: 0.0480924 | Time: 4254.84 ms [2020-11-18 05:31:22 main:574] : INFO : Epoch 12 | loss: 0.0464366 | val_loss: 0.0458585 | Time: 4233.59 ms [2020-11-18 05:31:27 main:574] : INFO : Epoch 13 | loss: 0.0441081 | val_loss: 0.0436381 | Time: 4230.01 ms [2020-11-18 05:31:31 main:574] : INFO : Epoch 14 | loss: 0.0414942 | val_loss: 0.0410278 | Time: 4244.27 ms [2020-11-18 05:31:35 main:574] : INFO : Epoch 15 | loss: 0.0386078 | val_loss: 0.0385949 | Time: 4204.02 ms [2020-11-18 05:31:40 main:574] : INFO : Epoch 16 | loss: 0.035173 | val_loss: 0.0351338 | Time: 4278.88 ms [2020-11-18 05:31:44 main:574] : INFO : Epoch 17 | loss: 0.0314268 | val_loss: 0.0322242 | Time: 4233.28 ms [2020-11-18 05:31:48 main:574] : INFO : Epoch 18 | loss: 0.0288643 | val_loss: 0.0278298 | Time: 4219.59 ms [2020-11-18 05:31:52 main:574] : INFO : Epoch 19 | loss: 0.0265935 | val_loss: 0.026599 | Time: 4238.69 ms [2020-11-18 05:31:57 main:574] : INFO : Epoch 20 | loss: 0.024547 | val_loss: 0.0252324 | Time: 4229.88 ms [2020-11-18 05:32:01 main:574] : INFO : Epoch 21 | loss: 0.0226247 | val_loss: 0.0254727 | Time: 4238.27 ms [2020-11-18 05:32:05 main:574] : INFO : Epoch 22 | loss: 0.019598 | val_loss: 0.0184405 | Time: 4215.78 ms [2020-11-18 05:32:10 main:574] : INFO : Epoch 23 | loss: 0.0214997 | val_loss: 0.0426455 | Time: 4241.54 ms [2020-11-18 05:32:14 main:574] : INFO : Epoch 24 | loss: 0.0483815 | val_loss: 0.0591377 | Time: 4246.83 ms [2020-11-18 05:32:18 main:574] : INFO : Epoch 25 | loss: 0.0574086 | val_loss: 0.05545 | Time: 4232.55 ms [2020-11-18 05:32:22 main:574] : INFO : Epoch 26 | loss: 0.051698 | val_loss: 0.0476084 | Time: 4198.33 ms [2020-11-18 05:32:27 main:574] : INFO : Epoch 27 | loss: 0.0390829 | val_loss: 0.0333645 | Time: 4270.34 ms [2020-11-18 05:32:31 main:574] : INFO : Epoch 28 | loss: 0.0210758 | val_loss: 0.0178299 | Time: 4193.76 ms [2020-11-18 05:32:35 main:574] : INFO : Epoch 29 | loss: 0.0243387 | val_loss: 0.0355236 | Time: 4279.02 ms [2020-11-18 05:32:40 main:574] : INFO : Epoch 30 | loss: 0.0177703 | val_loss: 0.0130013 | Time: 4247.32 ms [2020-11-18 05:32:44 main:574] : INFO : Epoch 31 | loss: 0.0112748 | val_loss: 0.0113957 | Time: 4286.67 ms [2020-11-18 05:32:49 main:574] : INFO : Epoch 32 | loss: 0.0105151 | val_loss: 0.0131809 | Time: 4241.83 ms [2020-11-18 05:32:53 main:574] : INFO : Epoch 33 | loss: 0.0117328 | val_loss: 0.0102716 | Time: 4240.16 ms [2020-11-18 05:32:57 main:574] : INFO : Epoch 34 | loss: 0.00910317 | val_loss: 0.00914904 | Time: 4247.56 ms [2020-11-18 05:33:02 main:574] : INFO : Epoch 35 | loss: 0.0091197 | val_loss: 0.00886946 | Time: 4251.44 ms [2020-11-18 05:33:06 main:574] : INFO : Epoch 36 | loss: 0.0106267 | val_loss: 0.00921422 | Time: 4155.71 ms [2020-11-18 05:33:10 main:574] : INFO : Epoch 37 | loss: 0.00829396 | val_loss: 0.0083131 | Time: 4246.98 ms [2020-11-18 05:33:14 main:574] : INFO : Epoch 38 | loss: 0.00758797 | val_loss: 0.00784658 | Time: 4232.14 ms [2020-11-18 05:33:19 main:574] : INFO : Epoch 39 | loss: 0.0204483 | val_loss: 0.0146709 | Time: 4206.06 ms [2020-11-18 05:33:23 main:574] : INFO : Epoch 40 | loss: 0.0102809 | val_loss: 0.00894309 | Time: 4232.42 ms [2020-11-18 05:33:27 main:574] : INFO : Epoch 41 | loss: 0.0565563 | val_loss: 0.0590412 | Time: 4224.06 ms [2020-11-18 05:33:32 main:574] : INFO : Epoch 42 | loss: 0.0580382 | val_loss: 0.0570196 | Time: 4239.54 ms [2020-11-18 05:33:36 main:574] : INFO : Epoch 43 | loss: 0.0556538 | val_loss: 0.0541223 | Time: 4255.24 ms [2020-11-18 05:33:40 main:574] : INFO : Epoch 44 | loss: 0.0510213 | val_loss: 0.0467224 | Time: 4243.22 ms [2020-11-18 05:33:45 main:574] : INFO : Epoch 45 | loss: 0.0363969 | val_loss: 0.0246009 | Time: 4241.78 ms [2020-11-18 05:33:49 main:574] : INFO : Epoch 46 | loss: 0.0232519 | val_loss: 0.0254137 | Time: 4259.75 ms [2020-11-18 05:33:53 main:574] : INFO : Epoch 47 | loss: 0.0147075 | val_loss: 0.0111487 | Time: 4197.82 ms [2020-11-18 05:33:58 main:574] : INFO : Epoch 48 | loss: 0.0151347 | val_loss: 0.0101608 | Time: 4520.84 ms [2020-11-18 05:34:02 main:574] : INFO : Epoch 49 | loss: 0.00885566 | val_loss: 0.0086348 | Time: 4226.45 ms [2020-11-18 05:34:06 main:574] : INFO : Epoch 50 | loss: 0.00802014 | val_loss: 0.00809361 | Time: 4256.53 ms [2020-11-18 05:34:11 main:574] : INFO : Epoch 51 | loss: 0.00754279 | val_loss: 0.00772686 | Time: 4244.64 ms [2020-11-18 05:34:15 main:574] : INFO : Epoch 52 | loss: 0.00719339 | val_loss: 0.00740854 | Time: 4184.82 ms [2020-11-18 05:34:19 main:574] : INFO : Epoch 53 | loss: 0.00692549 | val_loss: 0.00710005 | Time: 4221.26 ms [2020-11-18 05:34:24 main:574] : INFO : Epoch 54 | loss: 0.00669045 | val_loss: 0.00685925 | Time: 4266.82 ms [2020-11-18 05:34:28 main:574] : INFO : Epoch 55 | loss: 0.00649776 | val_loss: 0.00666198 | Time: 4266.65 ms [2020-11-18 05:34:32 main:574] : INFO : Epoch 56 | loss: 0.00628946 | val_loss: 0.00649308 | Time: 4253.85 ms [2020-11-18 05:34:37 main:574] : INFO : Epoch 57 | loss: 0.00610244 | val_loss: 0.00633032 | Time: 4175.03 ms [2020-11-18 05:34:41 main:574] : INFO : Epoch 58 | loss: 0.00593486 | val_loss: 0.00618182 | Time: 4216.9 ms [2020-11-18 05:34:45 main:574] : INFO : Epoch 59 | loss: 0.00577029 | val_loss: 0.00599594 | Time: 4244 ms [2020-11-18 05:34:49 main:574] : INFO : Epoch 60 | loss: 0.00560335 | val_loss: 0.00583024 | Time: 4226.56 ms [2020-11-18 05:34:54 main:574] : INFO : Epoch 61 | loss: 0.00544899 | val_loss: 0.00567442 | Time: 4205.91 ms [2020-11-18 05:34:58 main:574] : INFO : Epoch 62 | loss: 0.00530022 | val_loss: 0.00552298 | Time: 4252.19 ms [2020-11-18 05:35:02 main:574] : INFO : Epoch 63 | loss: 0.00515702 | val_loss: 0.00537345 | Time: 4259.13 ms [2020-11-18 05:35:07 main:574] : INFO : Epoch 64 | loss: 0.00501042 | val_loss: 0.00521937 | Time: 4268.51 ms [2020-11-18 05:35:11 main:574] : INFO : Epoch 65 | loss: 0.00487125 | val_loss: 0.00510705 | Time: 4247.66 ms [2020-11-18 05:35:15 main:574] : INFO : Epoch 66 | loss: 0.00473513 | val_loss: 0.0049038 | Time: 4249.22 ms [2020-11-18 05:35:20 main:574] : INFO : Epoch 67 | loss: 0.00460091 | val_loss: 0.00479066 | Time: 4303.23 ms [2020-11-18 05:35:24 main:574] : INFO : Epoch 68 | loss: 0.00446779 | val_loss: 0.00462521 | Time: 4191.45 ms [2020-11-18 05:35:28 main:574] : INFO : Epoch 69 | loss: 0.00433706 | val_loss: 0.00450275 | Time: 4271.09 ms [2020-11-18 05:35:33 main:574] : INFO : Epoch 70 | loss: 0.00420799 | val_loss: 0.00434024 | Time: 4255.05 ms [2020-11-18 05:35:37 main:574] : INFO : Epoch 71 | loss: 0.00408095 | val_loss: 0.00422464 | Time: 4205.06 ms [2020-11-18 05:35:41 main:574] : INFO : Epoch 72 | loss: 0.00395477 | val_loss: 0.00406371 | Time: 4258.22 ms [2020-11-18 05:35:46 main:574] : INFO : Epoch 73 | loss: 0.00383086 | val_loss: 0.00394026 | Time: 4231.28 ms [2020-11-18 05:35:50 main:574] : INFO : Epoch 74 | loss: 0.00370818 | val_loss: 0.00381152 | Time: 4240.51 ms [2020-11-18 05:35:54 main:574] : INFO : Epoch 75 | loss: 0.00358696 | val_loss: 0.00362114 | Time: 4237.4 ms [2020-11-18 05:35:59 main:574] : INFO : Epoch 76 | loss: 0.0034679 | val_loss: 0.00349786 | Time: 4245.36 ms [2020-11-18 05:36:03 main:574] : INFO : Epoch 77 | loss: 0.00334915 | val_loss: 0.00337682 | Time: 4257.71 ms [2020-11-18 05:36:07 main:574] : INFO : Epoch 78 | loss: 0.00323191 | val_loss: 0.00325459 | Time: 4218.15 ms [2020-11-18 05:36:11 main:574] : INFO : Epoch 79 | loss: 0.00311686 | val_loss: 0.00314108 | Time: 4245.74 ms [2020-11-18 05:36:16 main:574] : INFO : Epoch 80 | loss: 0.00300321 | val_loss: 0.00301978 | Time: 4178 ms [2020-11-18 05:36:20 main:574] : INFO : Epoch 81 | loss: 0.00289188 | val_loss: 0.00290566 | Time: 4270.95 ms [2020-11-18 05:36:24 main:574] : INFO : Epoch 82 | loss: 0.00278102 | val_loss: 0.00279161 | Time: 4254.21 ms [2020-11-18 05:36:29 main:574] : INFO : Epoch 83 | loss: 0.00267293 | val_loss: 0.00268078 | Time: 4253.46 ms [2020-11-18 05:36:33 main:574] : INFO : Epoch 84 | loss: 0.00256671 | val_loss: 0.00256806 | Time: 4209.7 ms [2020-11-18 05:36:37 main:574] : INFO : Epoch 85 | loss: 0.00246331 | val_loss: 0.00245886 | Time: 4271.77 ms [2020-11-18 05:36:42 main:574] : INFO : Epoch 86 | loss: 0.00236095 | val_loss: 0.00235649 | Time: 4246.97 ms [2020-11-18 05:36:46 main:574] : INFO : Epoch 87 | loss: 0.00226263 | val_loss: 0.00225587 | Time: 4243.1 ms [2020-11-18 05:36:50 main:574] : INFO : Epoch 88 | loss: 0.00216562 | val_loss: 0.00216026 | Time: 4306.43 ms [2020-11-18 05:36:55 main:574] : INFO : Epoch 89 | loss: 0.00207204 | val_loss: 0.00206307 | Time: 4213.83 ms [2020-11-18 05:36:59 main:574] : INFO : Epoch 90 | loss: 0.001981 | val_loss: 0.00197333 | Time: 4241.78 ms [2020-11-18 05:37:03 main:574] : INFO : Epoch 91 | loss: 0.00189295 | val_loss: 0.00188561 | Time: 4297.23 ms [2020-11-18 05:37:08 main:574] : INFO : Epoch 92 | loss: 0.00180747 | val_loss: 0.00179953 | Time: 4248.54 ms [2020-11-18 05:37:12 main:574] : INFO : Epoch 93 | loss: 0.00172596 | val_loss: 0.00171858 | Time: 4259.82 ms [2020-11-18 05:37:16 main:574] : INFO : Epoch 94 | loss: 0.00164711 | val_loss: 0.00164043 | Time: 4270.68 ms [2020-11-18 05:37:20 main:574] : INFO : Epoch 95 | loss: 0.00157134 | val_loss: 0.00156378 | Time: 4204.19 ms [2020-11-18 05:37:25 main:574] : INFO : Epoch 96 | loss: 0.00149901 | val_loss: 0.00149258 | Time: 4200.01 ms [2020-11-18 05:37:29 main:574] : INFO : Epoch 97 | loss: 0.00142767 | val_loss: 0.0014223 | Time: 4213.26 ms [2020-11-18 05:37:33 main:574] : INFO : Epoch 98 | loss: 0.00136183 | val_loss: 0.00135599 | Time: 4228.78 ms [2020-11-18 05:37:38 main:574] : INFO : Epoch 99 | loss: 0.0012971 | val_loss: 0.001293 | Time: 4229.92 ms [2020-11-18 05:37:42 main:574] : INFO : Epoch 100 | loss: 0.00123629 | val_loss: 0.00123216 | Time: 4283.12 ms [2020-11-18 05:37:46 main:574] : INFO : Epoch 101 | loss: 0.00117842 | val_loss: 0.00117495 | Time: 4353.75 ms [2020-11-18 05:37:51 main:574] : INFO : Epoch 102 | loss: 0.00112239 | val_loss: 0.00111856 | Time: 4190.52 ms [2020-11-18 05:37:55 main:574] : INFO : Epoch 103 | loss: 0.00106987 | val_loss: 0.00106579 | Time: 4238.05 ms [2020-11-18 05:37:59 main:574] : INFO : Epoch 104 | loss: 0.00101922 | val_loss: 0.00101746 | Time: 4273.74 ms [2020-11-18 05:38:04 main:574] : INFO : Epoch 105 | loss: 0.000971364 | val_loss: 0.000967682 | Time: 4265.29 ms [2020-11-18 05:38:08 main:574] : INFO : Epoch 106 | loss: 0.000925466 | val_loss: 0.000922693 | Time: 4230.48 ms [2020-11-18 05:38:12 main:574] : INFO : Epoch 107 | loss: 0.000882103 | val_loss: 0.000878045 | Time: 4258.79 ms [2020-11-18 05:38:17 main:574] : INFO : Epoch 108 | loss: 0.000840539 | val_loss: 0.000837609 | Time: 4215.69 ms [2020-11-18 05:38:21 main:574] : INFO : Epoch 109 | loss: 0.000801743 | val_loss: 0.000797707 | Time: 4235.41 ms [2020-11-18 05:38:25 main:574] : INFO : Epoch 110 | loss: 0.000764091 | val_loss: 0.000762044 | Time: 4234.22 ms [2020-11-18 05:38:30 main:574] : INFO : Epoch 111 | loss: 0.000727624 | val_loss: 0.00072496 | Time: 4248.82 ms [2020-11-18 05:38:34 main:574] : INFO : Epoch 112 | loss: 0.000693663 | val_loss: 0.000693406 | Time: 4244.55 ms [2020-11-18 05:38:38 main:574] : INFO : Epoch 113 | loss: 0.000661575 | val_loss: 0.000659354 | Time: 4237.85 ms [2020-11-18 05:38:43 main:574] : INFO : Epoch 114 | loss: 0.000630346 | val_loss: 0.000627782 | Time: 4267.14 ms [2020-11-18 05:38:47 main:574] : INFO : Epoch 115 | loss: 0.000600474 | val_loss: 0.000598998 | Time: 4292.72 ms [2020-11-18 05:38:51 main:574] : INFO : Epoch 116 | loss: 0.000572529 | val_loss: 0.00057154 | Time: 4188.65 ms [2020-11-18 05:38:55 main:574] : INFO : Epoch 117 | loss: 0.000545932 | val_loss: 0.000542225 | Time: 4230.85 ms [2020-11-18 05:39:00 main:574] : INFO : Epoch 118 | loss: 0.000519827 | val_loss: 0.00051804 | Time: 4277.87 ms [2020-11-18 05:39:04 main:574] : INFO : Epoch 119 | loss: 0.000495829 | val_loss: 0.000495901 | Time: 4227.89 ms [2020-11-18 05:39:08 main:574] : INFO : Epoch 120 | loss: 0.000472841 | val_loss: 0.000473547 | Time: 4230.6 ms [2020-11-18 05:39:13 main:574] : INFO : Epoch 121 | loss: 0.000450551 | val_loss: 0.000449849 | Time: 4222.39 ms [2020-11-18 05:39:17 main:574] : INFO : Epoch 122 | loss: 0.000430005 | val_loss: 0.000429878 | Time: 4281.35 ms [2020-11-18 05:39:21 main:574] : INFO : Epoch 123 | loss: 0.000410434 | val_loss: 0.000410217 | Time: 4280.51 ms [2020-11-18 05:39:26 main:574] : INFO : Epoch 124 | loss: 0.0003912 | val_loss: 0.000390251 | Time: 4260.21 ms [2020-11-18 05:39:30 main:574] : INFO : Epoch 125 | loss: 0.000373502 | val_loss: 0.00037286 | Time: 4201.25 ms [2020-11-18 05:39:34 main:574] : INFO : Epoch 126 | loss: 0.000356209 | val_loss: 0.000356151 | Time: 4311.72 ms [2020-11-18 05:39:39 main:574] : INFO : Epoch 127 | loss: 0.000340337 | val_loss: 0.00034181 | Time: 4203.19 ms [2020-11-18 05:39:43 main:574] : INFO : Epoch 128 | loss: 0.000325409 | val_loss: 0.000325158 | Time: 4241.84 ms [2020-11-18 05:39:47 main:574] : INFO : Epoch 129 | loss: 0.000310512 | val_loss: 0.000309409 | Time: 4249.67 ms [2020-11-18 05:39:52 main:574] : INFO : Epoch 130 | loss: 0.000296316 | val_loss: 0.000296442 | Time: 4219.87 ms [2020-11-18 05:39:56 main:574] : INFO : Epoch 131 | loss: 0.000283857 | val_loss: 0.000284271 | Time: 4263.04 ms [2020-11-18 05:40:00 main:574] : INFO : Epoch 132 | loss: 0.000271117 | val_loss: 0.00027177 | Time: 4257.1 ms [2020-11-18 05:40:05 main:574] : INFO : Epoch 133 | loss: 0.000259447 | val_loss: 0.00026103 | Time: 4253.57 ms [2020-11-18 05:40:09 main:574] : INFO : Epoch 134 | loss: 0.000248294 | val_loss: 0.000247758 | Time: 4246.52 ms [2020-11-18 05:40:13 main:574] : INFO : Epoch 135 | loss: 0.000238254 | val_loss: 0.000237771 | Time: 4243.63 ms [2020-11-18 05:40:18 main:574] : INFO : Epoch 136 | loss: 0.000228114 | val_loss: 0.000229689 | Time: 4279.05 ms [2020-11-18 05:40:22 main:574] : INFO : Epoch 137 | loss: 0.000218738 | val_loss: 0.000220146 | Time: 4284.37 ms [2020-11-18 05:40:26 main:574] : INFO : Epoch 138 | loss: 0.0002095 | val_loss: 0.000210813 | Time: 4247.31 ms [2020-11-18 05:40:31 main:574] : INFO : Epoch 139 | loss: 0.000200824 | val_loss: 0.000202103 | Time: 4266.12 ms [2020-11-18 05:40:35 main:574] : INFO : Epoch 140 | loss: 0.000192555 | val_loss: 0.00019386 | Time: 4256.44 ms [2020-11-18 05:40:39 main:574] : INFO : Epoch 141 | loss: 0.000184785 | val_loss: 0.000186568 | Time: 4287.03 ms [2020-11-18 05:40:44 main:574] : INFO : Epoch 142 | loss: 0.000177932 | val_loss: 0.000178606 | Time: 4331.02 ms [2020-11-18 05:40:48 main:574] : INFO : Epoch 143 | loss: 0.0001711 | val_loss: 0.000171679 | Time: 4232.25 ms [2020-11-18 05:40:52 main:574] : INFO : Epoch 144 | loss: 0.000164028 | val_loss: 0.000167422 | Time: 4211.66 ms [2020-11-18 05:40:57 main:574] : INFO : Epoch 145 | loss: 0.000158427 | val_loss: 0.000159804 | Time: 4244.61 ms [2020-11-18 05:41:01 main:574] : INFO : Epoch 146 | loss: 0.000152033 | val_loss: 0.000154001 | Time: 4212.15 ms [2020-11-18 05:41:05 main:574] : INFO : Epoch 147 | loss: 0.000146602 | val_loss: 0.000146823 | Time: 4265.57 ms [2020-11-18 05:41:10 main:574] : INFO : Epoch 148 | loss: 0.000140799 | val_loss: 0.000143536 | Time: 4251.65 ms [2020-11-18 05:41:14 main:574] : INFO : Epoch 149 | loss: 0.000136291 | val_loss: 0.000138716 | Time: 4237.56 ms [2020-11-18 05:41:18 main:574] : INFO : Epoch 150 | loss: 0.000131677 | val_loss: 0.000134029 | Time: 4220.7 ms [2020-11-18 05:41:22 main:574] : INFO : Epoch 151 | loss: 0.000126804 | val_loss: 0.000127489 | Time: 4222.21 ms [2020-11-18 05:41:27 main:574] : INFO : Epoch 152 | loss: 0.000122773 | val_loss: 0.000124468 | Time: 4280.4 ms [2020-11-18 05:41:31 main:574] : INFO : Epoch 153 | loss: 0.00011907 | val_loss: 0.000118748 | Time: 4265.41 ms [2020-11-18 05:41:35 main:574] : INFO : Epoch 154 | loss: 0.000114711 | val_loss: 0.000115451 | Time: 4259.01 ms [2020-11-18 05:41:40 main:574] : INFO : Epoch 155 | loss: 0.00011045 | val_loss: 0.000113435 | Time: 4263.36 ms [2020-11-18 05:41:44 main:574] : INFO : Epoch 156 | loss: 0.00010749 | val_loss: 0.000107922 | Time: 4280.04 ms [2020-11-18 05:41:48 main:574] : INFO : Epoch 157 | loss: 0.000103995 | val_loss: 0.000103681 | Time: 4249.2 ms [2020-11-18 05:41:53 main:574] : INFO : Epoch 158 | loss: 0.000100823 | val_loss: 0.000100283 | Time: 4238.42 ms [2020-11-18 05:41:57 main:574] : INFO : Epoch 159 | loss: 9.79033e-05 | val_loss: 9.84044e-05 | Time: 4219.99 ms [2020-11-18 05:42:01 main:574] : INFO : Epoch 160 | loss: 9.46004e-05 | val_loss: 9.57598e-05 | Time: 4237.39 ms [2020-11-18 05:42:06 main:574] : INFO : Epoch 161 | loss: 9.19702e-05 | val_loss: 9.29153e-05 | Time: 4252.08 ms [2020-11-18 05:42:10 main:574] : INFO : Epoch 162 | loss: 8.95827e-05 | val_loss: 9.00901e-05 | Time: 4259.55 ms [2020-11-18 05:42:14 main:574] : INFO : Epoch 163 | loss: 8.6904e-05 | val_loss: 8.82224e-05 | Time: 4219.22 ms [2020-11-18 05:42:19 main:574] : INFO : Epoch 164 | loss: 8.44379e-05 | val_loss: 8.52246e-05 | Time: 4270.95 ms [2020-11-18 05:42:23 main:574] : INFO : Epoch 165 | loss: 8.21176e-05 | val_loss: 8.25568e-05 | Time: 4243.93 ms [2020-11-18 05:42:27 main:574] : INFO : Epoch 166 | loss: 8.00029e-05 | val_loss: 7.99454e-05 | Time: 4241.13 ms [2020-11-18 05:42:32 main:574] : INFO : Epoch 167 | loss: 7.73577e-05 | val_loss: 7.87373e-05 | Time: 4307.26 ms [2020-11-18 05:42:36 main:574] : INFO : Epoch 168 | loss: 7.58856e-05 | val_loss: 7.75909e-05 | Time: 4256.79 ms [2020-11-18 05:42:40 main:574] : INFO : Epoch 169 | loss: 7.35278e-05 | val_loss: 7.53304e-05 | Time: 4258.59 ms [2020-11-18 05:42:45 main:574] : INFO : Epoch 170 | loss: 7.14697e-05 | val_loss: 7.25023e-05 | Time: 4233.42 ms [2020-11-18 05:42:49 main:574] : INFO : Epoch 171 | loss: 6.96193e-05 | val_loss: 6.9751e-05 | Time: 4212.52 ms [2020-11-18 05:42:53 main:574] : INFO : Epoch 172 | loss: 6.77986e-05 | val_loss: 6.90598e-05 | Time: 4273.48 ms [2020-11-18 05:42:58 main:574] : INFO : Epoch 173 | loss: 6.60291e-05 | val_loss: 6.59609e-05 | Time: 4230.85 ms [2020-11-18 05:43:02 main:574] : INFO : Epoch 174 | loss: 6.53583e-05 | val_loss: 6.62516e-05 | Time: 4214.83 ms [2020-11-18 05:43:06 main:574] : INFO : Epoch 175 | loss: 6.33337e-05 | val_loss: 6.65961e-05 | Time: 4253.22 ms [2020-11-18 05:43:11 main:574] : INFO : Epoch 176 | loss: 6.17272e-05 | val_loss: 6.27292e-05 | Time: 4253.49 ms [2020-11-18 05:43:15 main:574] : INFO : Epoch 177 | loss: 6.03055e-05 | val_loss: 6.09746e-05 | Time: 4196.33 ms [2020-11-18 05:43:19 main:574] : INFO : Epoch 178 | loss: 5.87586e-05 | val_loss: 5.97183e-05 | Time: 4244.27 ms [2020-11-18 05:43:23 main:574] : INFO : Epoch 179 | loss: 5.73326e-05 | val_loss: 6.0347e-05 | Time: 4244.86 ms [2020-11-18 05:43:28 main:574] : INFO : Epoch 180 | loss: 5.61946e-05 | val_loss: 5.71548e-05 | Time: 4269.27 ms [2020-11-18 05:43:32 main:574] : INFO : Epoch 181 | loss: 5.47443e-05 | val_loss: 5.6693e-05 | Time: 4272.49 ms [2020-11-18 05:43:36 main:574] : INFO : Epoch 182 | loss: 5.38676e-05 | val_loss: 5.37254e-05 | Time: 4250.26 ms [2020-11-18 05:43:41 main:574] : INFO : Epoch 183 | loss: 5.24224e-05 | val_loss: 5.45472e-05 | Time: 4224.97 ms [2020-11-18 05:43:45 main:574] : INFO : Epoch 184 | loss: 5.14275e-05 | val_loss: 5.15495e-05 | Time: 4241.1 ms [2020-11-18 05:43:49 main:574] : INFO : Epoch 185 | loss: 5.09397e-05 | val_loss: 5.17002e-05 | Time: 4277.53 ms [2020-11-18 05:43:54 main:574] : INFO : Epoch 186 | loss: 4.97548e-05 | val_loss: 5.15635e-05 | Time: 4272.57 ms [2020-11-18 05:43:58 main:574] : INFO : Epoch 187 | loss: 4.8519e-05 | val_loss: 4.88137e-05 | Time: 4221.73 ms [2020-11-18 05:44:02 main:574] : INFO : Epoch 188 | loss: 4.71752e-05 | val_loss: 4.79769e-05 | Time: 4205.59 ms [2020-11-18 05:44:07 main:574] : INFO : Epoch 189 | loss: 4.66871e-05 | val_loss: 4.65522e-05 | Time: 4246.91 ms [2020-11-18 05:44:11 main:574] : INFO : Epoch 190 | loss: 4.57572e-05 | val_loss: 4.76145e-05 | Time: 4208.83 ms [2020-11-18 05:44:15 main:574] : INFO : Epoch 191 | loss: 4.46512e-05 | val_loss: 4.55284e-05 | Time: 4198.34 ms [2020-11-18 05:44:20 main:574] : INFO : Epoch 192 | loss: 4.39903e-05 | val_loss: 4.43777e-05 | Time: 4244.05 ms [2020-11-18 05:44:20 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.43777e-05 [2020-11-18 05:44:20 main:603] : INFO : Saving end state to config to file [2020-11-18 05:44:20 main:608] : INFO : Success, exiting.. 05:44:20 (10120): 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)