Task 2868233
| Name | rand_automata_0000-1605109694-16369-0_0 |
| Workunit | 1293830 |
| Created | 11 Nov 2020, 15:48:15 UTC |
| Sent | 13 Nov 2020, 2:53:12 UTC |
| Report deadline | 21 Nov 2020, 2:53:12 UTC |
| Received | 18 Nov 2020, 13:33:05 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4478 |
| Run time | 1 hours 15 min 9 sec |
| CPU time | 1 hours 13 min 39 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 16,586.53 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 2.66 GB |
| Peak swap size | 4.40 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 RTX 3080) [2020-11-18 02:10:17 main:435] : INFO : Set logging level to 1 [2020-11-18 02:10:17 main:441] : INFO : Running in BOINC Client mode [2020-11-18 02:10:17 main:444] : INFO : Resolving all filenames [2020-11-18 02:10:17 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 (exists = 1) [2020-11-18 02:10:17 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-1605109694-16369-0_0_r840734215_1 (exists = 0) [2020-11-18 02:10:17 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-1605109694-16369-0_0_r840734215_0 (exists = 0) [2020-11-18 02:10:17 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 02:10:17 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 02:10:17 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 [2020-11-18 02:10:17 main:474] : INFO : Configuration: [2020-11-18 02:10:17 main:475] : INFO : Model type: LSTM [2020-11-18 02:10:17 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 02:10:17 main:477] : INFO : Max Epochs: 192 [2020-11-18 02:10:17 main:478] : INFO : Batch Size: 32 [2020-11-18 02:10:17 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 02:10:17 main:480] : INFO : Patience: 10 [2020-11-18 02:10:17 main:481] : INFO : Hidden Width: 64 [2020-11-18 02:10:17 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 02:10:17 main:483] : INFO : # Backend Layers: 2 [2020-11-18 02:10:17 main:484] : INFO : # Threads: 1 [2020-11-18 02:10:17 main:486] : INFO : Preparing Dataset [2020-11-18 02:10:17 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 into memory [2020-11-18 02:10:18 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 into memory [2020-11-18 02:40:33 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 02:40:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 into memory [2020-11-18 02:40:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 into memory [2020-11-18 02:40:33 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 02:40:33 main:494] : INFO : Creating Model [2020-11-18 02:40:33 main:507] : INFO : Preparing config file [2020-11-18 02:40:33 main:519] : INFO : Creating new config file [2020-11-18 03:08:24 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 03:08:24 main:562] : INFO : Starting Training [2020-11-18 03:10:31 main:574] : INFO : Epoch 1 | loss: 0.0667094 | val_loss: 0.0658866 | Time: 126646 ms [2020-11-18 03:10:35 main:574] : INFO : Epoch 2 | loss: 0.0657741 | val_loss: 0.0649439 | Time: 4675.88 ms [2020-11-18 03:10:40 main:574] : INFO : Epoch 3 | loss: 0.0633738 | val_loss: 0.0621334 | Time: 4678.7 ms [2020-11-18 03:10:45 main:574] : INFO : Epoch 4 | loss: 0.0606964 | val_loss: 0.0594305 | Time: 4669.59 ms [2020-11-18 03:10:49 main:574] : INFO : Epoch 5 | loss: 0.0582966 | val_loss: 0.0573889 | Time: 4683.52 ms [2020-11-18 03:10:54 main:574] : INFO : Epoch 6 | loss: 0.056628 | val_loss: 0.056031 | Time: 4664.96 ms [2020-11-18 03:10:59 main:574] : INFO : Epoch 7 | loss: 0.0554002 | val_loss: 0.0550639 | Time: 4663.63 ms [2020-11-18 03:11:03 main:574] : INFO : Epoch 8 | loss: 0.0543823 | val_loss: 0.0541046 | Time: 4661.05 ms [2020-11-18 03:11:08 main:574] : INFO : Epoch 9 | loss: 0.0534073 | val_loss: 0.0531035 | Time: 4677.48 ms [2020-11-18 03:11:13 main:574] : INFO : Epoch 10 | loss: 0.0524546 | val_loss: 0.0522104 | Time: 4663.68 ms [2020-11-18 03:11:17 main:574] : INFO : Epoch 11 | loss: 0.0514882 | val_loss: 0.0512938 | Time: 4654.85 ms [2020-11-18 03:11:22 main:574] : INFO : Epoch 12 | loss: 0.0504355 | val_loss: 0.050213 | Time: 4667.9 ms [2020-11-18 03:11:27 main:574] : INFO : Epoch 13 | loss: 0.0492814 | val_loss: 0.0492856 | Time: 4664.07 ms [2020-11-18 03:11:31 main:574] : INFO : Epoch 14 | loss: 0.0480537 | val_loss: 0.047959 | Time: 4668.45 ms [2020-11-18 03:11:36 main:574] : INFO : Epoch 15 | loss: 0.0465285 | val_loss: 0.0465045 | Time: 4654.59 ms [2020-11-18 03:11:41 main:574] : INFO : Epoch 16 | loss: 0.0448731 | val_loss: 0.0445365 | Time: 4660.9 ms [2020-11-18 03:11:45 main:574] : INFO : Epoch 17 | loss: 0.0429654 | val_loss: 0.0427218 | Time: 4648.89 ms [2020-11-18 03:11:50 main:574] : INFO : Epoch 18 | loss: 0.040548 | val_loss: 0.0403451 | Time: 4644.69 ms [2020-11-18 03:11:55 main:574] : INFO : Epoch 19 | loss: 0.0377927 | val_loss: 0.0371121 | Time: 4699.53 ms [2020-11-18 03:11:59 main:574] : INFO : Epoch 20 | loss: 0.0345368 | val_loss: 0.0341114 | Time: 4689.17 ms [2020-11-18 03:12:04 main:574] : INFO : Epoch 21 | loss: 0.0312596 | val_loss: 0.0313742 | Time: 4682.48 ms [2020-11-18 03:12:09 main:574] : INFO : Epoch 22 | loss: 0.0275323 | val_loss: 0.0307658 | Time: 4691.71 ms [2020-11-18 03:12:14 main:574] : INFO : Epoch 23 | loss: 0.0293086 | val_loss: 0.0240685 | Time: 4697.34 ms [2020-11-18 03:12:18 main:574] : INFO : Epoch 24 | loss: 0.0230916 | val_loss: 0.0209889 | Time: 4651.82 ms [2020-11-18 03:12:23 main:574] : INFO : Epoch 25 | loss: 0.0224627 | val_loss: 0.0249221 | Time: 4647.2 ms [2020-11-18 03:12:28 main:574] : INFO : Epoch 26 | loss: 0.0228483 | val_loss: 0.0324881 | Time: 4711.68 ms [2020-11-18 03:12:32 main:574] : INFO : Epoch 27 | loss: 0.0183366 | val_loss: 0.0146489 | Time: 4660.82 ms [2020-11-18 03:12:37 main:574] : INFO : Epoch 28 | loss: 0.0193964 | val_loss: 0.0622651 | Time: 4649.83 ms [2020-11-18 03:12:42 main:574] : INFO : Epoch 29 | loss: 0.0596958 | val_loss: 0.0579213 | Time: 4678.93 ms [2020-11-18 03:12:46 main:574] : INFO : Epoch 30 | loss: 0.0559971 | val_loss: 0.0540661 | Time: 4674.38 ms [2020-11-18 03:12:51 main:574] : INFO : Epoch 31 | loss: 0.0496962 | val_loss: 0.0437347 | Time: 4658.07 ms [2020-11-18 03:12:56 main:574] : INFO : Epoch 32 | loss: 0.0283029 | val_loss: 0.0183351 | Time: 4673.79 ms [2020-11-18 03:13:00 main:574] : INFO : Epoch 33 | loss: 0.0168952 | val_loss: 0.0427993 | Time: 4712.96 ms [2020-11-18 03:13:05 main:574] : INFO : Epoch 34 | loss: 0.0189487 | val_loss: 0.0117752 | Time: 4687.58 ms [2020-11-18 03:13:10 main:574] : INFO : Epoch 35 | loss: 0.0238236 | val_loss: 0.0274119 | Time: 4691.95 ms [2020-11-18 03:13:14 main:574] : INFO : Epoch 36 | loss: 0.0190812 | val_loss: 0.0158889 | Time: 4674.42 ms [2020-11-18 03:13:19 main:574] : INFO : Epoch 37 | loss: 0.0117976 | val_loss: 0.0105671 | Time: 4656.23 ms [2020-11-18 03:13:24 main:574] : INFO : Epoch 38 | loss: 0.00994001 | val_loss: 0.0122111 | Time: 4650.09 ms [2020-11-18 03:13:28 main:574] : INFO : Epoch 39 | loss: 0.00950381 | val_loss: 0.0107201 | Time: 4717.99 ms [2020-11-18 03:13:33 main:574] : INFO : Epoch 40 | loss: 0.0502767 | val_loss: 0.0606069 | Time: 4681.09 ms [2020-11-18 03:13:38 main:574] : INFO : Epoch 41 | loss: 0.0598045 | val_loss: 0.0591202 | Time: 4649.22 ms [2020-11-18 03:13:42 main:574] : INFO : Epoch 42 | loss: 0.0579759 | val_loss: 0.0567335 | Time: 4683.89 ms [2020-11-18 03:13:47 main:574] : INFO : Epoch 43 | loss: 0.0544633 | val_loss: 0.05192 | Time: 4700.7 ms [2020-11-18 03:13:52 main:574] : INFO : Epoch 44 | loss: 0.0465278 | val_loss: 0.0391888 | Time: 4649.83 ms [2020-11-18 03:13:56 main:574] : INFO : Epoch 45 | loss: 0.0345388 | val_loss: 0.0592405 | Time: 4644.21 ms [2020-11-18 03:14:01 main:574] : INFO : Epoch 46 | loss: 0.0551649 | val_loss: 0.051635 | Time: 4695.62 ms [2020-11-18 03:14:06 main:574] : INFO : Epoch 47 | loss: 0.0458964 | val_loss: 0.0385787 | Time: 4682.11 ms [2020-11-18 03:14:10 main:574] : INFO : Epoch 48 | loss: 0.0271077 | val_loss: 0.0251271 | Time: 4661.5 ms [2020-11-18 03:14:15 main:574] : INFO : Epoch 49 | loss: 0.017201 | val_loss: 0.0136608 | Time: 4688 ms [2020-11-18 03:14:20 main:574] : INFO : Epoch 50 | loss: 0.0273684 | val_loss: 0.0491054 | Time: 4665.87 ms [2020-11-18 03:14:24 main:574] : INFO : Epoch 51 | loss: 0.0283303 | val_loss: 0.0140966 | Time: 4665.66 ms [2020-11-18 03:14:29 main:574] : INFO : Epoch 52 | loss: 0.0119382 | val_loss: 0.0108741 | Time: 4640.26 ms [2020-11-18 03:14:34 main:574] : INFO : Epoch 53 | loss: 0.0119463 | val_loss: 0.0101409 | Time: 4700.01 ms [2020-11-18 03:14:38 main:574] : INFO : Epoch 54 | loss: 0.00951986 | val_loss: 0.00919847 | Time: 4685.98 ms [2020-11-18 03:14:43 main:574] : INFO : Epoch 55 | loss: 0.00898432 | val_loss: 0.00885744 | Time: 4697.58 ms [2020-11-18 03:14:48 main:574] : INFO : Epoch 56 | loss: 0.0107342 | val_loss: 0.00948945 | Time: 4695.24 ms [2020-11-18 03:14:53 main:574] : INFO : Epoch 57 | loss: 0.00855931 | val_loss: 0.0083331 | Time: 4697.29 ms [2020-11-18 03:14:57 main:574] : INFO : Epoch 58 | loss: 0.00798536 | val_loss: 0.00785223 | Time: 4645.89 ms [2020-11-18 03:15:02 main:574] : INFO : Epoch 59 | loss: 0.00763987 | val_loss: 0.00753747 | Time: 4666.5 ms [2020-11-18 03:15:07 main:574] : INFO : Epoch 60 | loss: 0.00738644 | val_loss: 0.00729781 | Time: 4688.57 ms [2020-11-18 03:15:11 main:574] : INFO : Epoch 61 | loss: 0.00716254 | val_loss: 0.00708636 | Time: 4651.57 ms [2020-11-18 03:15:16 main:574] : INFO : Epoch 62 | loss: 0.0069567 | val_loss: 0.00688586 | Time: 4666.63 ms [2020-11-18 03:15:21 main:574] : INFO : Epoch 63 | loss: 0.00676492 | val_loss: 0.00670677 | Time: 4693.58 ms [2020-11-18 03:15:25 main:574] : INFO : Epoch 64 | loss: 0.00657835 | val_loss: 0.00650868 | Time: 4688.41 ms [2020-11-18 03:15:30 main:574] : INFO : Epoch 65 | loss: 0.00640252 | val_loss: 0.00633473 | Time: 4651.96 ms [2020-11-18 03:15:35 main:574] : INFO : Epoch 66 | loss: 0.00623661 | val_loss: 0.00617169 | Time: 4654.5 ms [2020-11-18 03:15:39 main:574] : INFO : Epoch 67 | loss: 0.00609993 | val_loss: 0.00602524 | Time: 4672.3 ms [2020-11-18 03:15:44 main:574] : INFO : Epoch 68 | loss: 0.00591894 | val_loss: 0.00584302 | Time: 4681.7 ms [2020-11-18 03:15:49 main:574] : INFO : Epoch 69 | loss: 0.00575955 | val_loss: 0.00568752 | Time: 4635.97 ms [2020-11-18 03:15:53 main:574] : INFO : Epoch 70 | loss: 0.00560565 | val_loss: 0.00553583 | Time: 4701.27 ms [2020-11-18 03:15:58 main:574] : INFO : Epoch 71 | loss: 0.00545526 | val_loss: 0.00538641 | Time: 4665.58 ms [2020-11-18 03:16:03 main:574] : INFO : Epoch 72 | loss: 0.00530687 | val_loss: 0.00522848 | Time: 4657.36 ms [2020-11-18 03:16:07 main:574] : INFO : Epoch 73 | loss: 0.00516153 | val_loss: 0.00507671 | Time: 4667.39 ms [2020-11-18 03:16:12 main:574] : INFO : Epoch 74 | loss: 0.00501733 | val_loss: 0.00494425 | Time: 4660.85 ms [2020-11-18 03:16:17 main:574] : INFO : Epoch 75 | loss: 0.00487479 | val_loss: 0.0047896 | Time: 4687.06 ms [2020-11-18 03:16:21 main:574] : INFO : Epoch 76 | loss: 0.00473458 | val_loss: 0.00464981 | Time: 4678.49 ms [2020-11-18 03:16:26 main:574] : INFO : Epoch 77 | loss: 0.00459586 | val_loss: 0.00450866 | Time: 4692.22 ms [2020-11-18 03:16:31 main:574] : INFO : Epoch 78 | loss: 0.00445693 | val_loss: 0.00437479 | Time: 4655.43 ms [2020-11-18 03:16:35 main:574] : INFO : Epoch 79 | loss: 0.00432086 | val_loss: 0.00423578 | Time: 4666.83 ms [2020-11-18 03:16:40 main:574] : INFO : Epoch 80 | loss: 0.0041883 | val_loss: 0.00409986 | Time: 4675.6 ms [2020-11-18 03:16:45 main:574] : INFO : Epoch 81 | loss: 0.00405525 | val_loss: 0.00397012 | Time: 4672.63 ms [2020-11-18 03:16:49 main:574] : INFO : Epoch 82 | loss: 0.00399928 | val_loss: 0.00385422 | Time: 4669.98 ms [2020-11-18 03:16:54 main:574] : INFO : Epoch 83 | loss: 0.00379582 | val_loss: 0.00371211 | Time: 4691.86 ms [2020-11-18 03:16:59 main:574] : INFO : Epoch 84 | loss: 0.00366456 | val_loss: 0.00358304 | Time: 4690.46 ms [2020-11-18 03:17:03 main:574] : INFO : Epoch 85 | loss: 0.00353798 | val_loss: 0.00345767 | Time: 4672.86 ms [2020-11-18 03:17:08 main:574] : INFO : Epoch 86 | loss: 0.0034152 | val_loss: 0.00333735 | Time: 4655.78 ms [2020-11-18 03:17:13 main:574] : INFO : Epoch 87 | loss: 0.00329288 | val_loss: 0.00321688 | Time: 4704.93 ms [2020-11-18 03:17:17 main:574] : INFO : Epoch 88 | loss: 0.00317377 | val_loss: 0.00310185 | Time: 4670.04 ms [2020-11-18 03:17:22 main:574] : INFO : Epoch 89 | loss: 0.00305683 | val_loss: 0.00298225 | Time: 4664.81 ms [2020-11-18 03:17:27 main:574] : INFO : Epoch 90 | loss: 0.00294157 | val_loss: 0.00286739 | Time: 4700.47 ms [2020-11-18 03:17:32 main:574] : INFO : Epoch 91 | loss: 0.00283004 | val_loss: 0.00276056 | Time: 4698.24 ms [2020-11-18 03:17:36 main:574] : INFO : Epoch 92 | loss: 0.00271912 | val_loss: 0.00264994 | Time: 4648.61 ms [2020-11-18 03:17:41 main:574] : INFO : Epoch 93 | loss: 0.00261188 | val_loss: 0.00254878 | Time: 4668.67 ms [2020-11-18 03:17:46 main:574] : INFO : Epoch 94 | loss: 0.00250642 | val_loss: 0.00244502 | Time: 4680.33 ms [2020-11-18 03:17:50 main:574] : INFO : Epoch 95 | loss: 0.00240347 | val_loss: 0.00234389 | Time: 4653.89 ms [2020-11-18 03:17:55 main:574] : INFO : Epoch 96 | loss: 0.0023028 | val_loss: 0.00224261 | Time: 4657.16 ms [2020-11-18 03:18:00 main:574] : INFO : Epoch 97 | loss: 0.00220442 | val_loss: 0.00214392 | Time: 4703.47 ms [2020-11-18 03:18:04 main:574] : INFO : Epoch 98 | loss: 0.00210871 | val_loss: 0.0020517 | Time: 4663.32 ms [2020-11-18 03:18:09 main:574] : INFO : Epoch 99 | loss: 0.00201609 | val_loss: 0.0019627 | Time: 4664.15 ms [2020-11-18 03:18:14 main:574] : INFO : Epoch 100 | loss: 0.00192655 | val_loss: 0.00187206 | Time: 4723.9 ms [2020-11-18 03:18:18 main:574] : INFO : Epoch 101 | loss: 0.00183948 | val_loss: 0.00179025 | Time: 4688.25 ms [2020-11-18 03:18:23 main:574] : INFO : Epoch 102 | loss: 0.00175485 | val_loss: 0.00170579 | Time: 4695.93 ms [2020-11-18 03:18:28 main:574] : INFO : Epoch 103 | loss: 0.00167402 | val_loss: 0.00162914 | Time: 4655.14 ms [2020-11-18 03:18:32 main:574] : INFO : Epoch 104 | loss: 0.00159622 | val_loss: 0.00155647 | Time: 4673.02 ms [2020-11-18 03:18:37 main:574] : INFO : Epoch 105 | loss: 0.0015215 | val_loss: 0.00148198 | Time: 4652.75 ms [2020-11-18 03:18:42 main:574] : INFO : Epoch 106 | loss: 0.00144985 | val_loss: 0.00141304 | Time: 4665.82 ms [2020-11-18 03:18:46 main:574] : INFO : Epoch 107 | loss: 0.00138073 | val_loss: 0.00134473 | Time: 4709.51 ms [2020-11-18 03:18:51 main:574] : INFO : Epoch 108 | loss: 0.00131505 | val_loss: 0.00128207 | Time: 4667.66 ms [2020-11-18 03:18:56 main:574] : INFO : Epoch 109 | loss: 0.00125148 | val_loss: 0.00122022 | Time: 4659.03 ms [2020-11-18 03:19:00 main:574] : INFO : Epoch 110 | loss: 0.00119197 | val_loss: 0.00116386 | Time: 4686.89 ms [2020-11-18 03:19:05 main:574] : INFO : Epoch 111 | loss: 0.00113476 | val_loss: 0.001109 | Time: 4675.83 ms [2020-11-18 03:19:10 main:574] : INFO : Epoch 112 | loss: 0.00107913 | val_loss: 0.00105313 | Time: 4681.53 ms [2020-11-18 03:19:14 main:574] : INFO : Epoch 113 | loss: 0.00102755 | val_loss: 0.00100413 | Time: 4683.1 ms [2020-11-18 03:19:19 main:574] : INFO : Epoch 114 | loss: 0.000978808 | val_loss: 0.000961033 | Time: 4708.72 ms [2020-11-18 03:19:24 main:574] : INFO : Epoch 115 | loss: 0.00093232 | val_loss: 0.000909372 | Time: 4684.84 ms [2020-11-18 03:19:29 main:574] : INFO : Epoch 116 | loss: 0.000886737 | val_loss: 0.000867253 | Time: 4694.36 ms [2020-11-18 03:19:33 main:574] : INFO : Epoch 117 | loss: 0.000844496 | val_loss: 0.000824759 | Time: 4687.94 ms [2020-11-18 03:19:38 main:574] : INFO : Epoch 118 | loss: 0.000804207 | val_loss: 0.00078461 | Time: 4642.35 ms [2020-11-18 03:19:43 main:574] : INFO : Epoch 119 | loss: 0.000765827 | val_loss: 0.000749799 | Time: 4659.32 ms [2020-11-18 03:19:47 main:574] : INFO : Epoch 120 | loss: 0.000729231 | val_loss: 0.000716164 | Time: 4688.15 ms [2020-11-18 03:19:52 main:574] : INFO : Epoch 121 | loss: 0.0006945 | val_loss: 0.0006823 | Time: 4665.92 ms [2020-11-18 03:19:57 main:574] : INFO : Epoch 122 | loss: 0.000662296 | val_loss: 0.000649052 | Time: 4672.8 ms [2020-11-18 03:20:01 main:574] : INFO : Epoch 123 | loss: 0.000630849 | val_loss: 0.000617804 | Time: 4672.94 ms [2020-11-18 03:20:06 main:574] : INFO : Epoch 124 | loss: 0.000601311 | val_loss: 0.000588392 | Time: 4693 ms [2020-11-18 03:20:11 main:574] : INFO : Epoch 125 | loss: 0.000572565 | val_loss: 0.000560227 | Time: 4665.98 ms [2020-11-18 03:20:15 main:574] : INFO : Epoch 126 | loss: 0.000545053 | val_loss: 0.000535168 | Time: 4655.9 ms [2020-11-18 03:20:20 main:574] : INFO : Epoch 127 | loss: 0.00051853 | val_loss: 0.000507832 | Time: 4684.62 ms [2020-11-18 03:20:25 main:574] : INFO : Epoch 128 | loss: 0.000495319 | val_loss: 0.000486079 | Time: 4695.33 ms [2020-11-18 03:20:29 main:574] : INFO : Epoch 129 | loss: 0.00047221 | val_loss: 0.000463915 | Time: 4654.53 ms [2020-11-18 03:20:34 main:574] : INFO : Epoch 130 | loss: 0.000450213 | val_loss: 0.000443714 | Time: 4680.03 ms [2020-11-18 03:20:39 main:574] : INFO : Epoch 131 | loss: 0.000429892 | val_loss: 0.00042482 | Time: 4724.09 ms [2020-11-18 03:20:43 main:574] : INFO : Epoch 132 | loss: 0.000410835 | val_loss: 0.000406235 | Time: 4639.96 ms [2020-11-18 03:20:48 main:574] : INFO : Epoch 133 | loss: 0.000391237 | val_loss: 0.000385022 | Time: 4652.49 ms [2020-11-18 03:20:53 main:574] : INFO : Epoch 134 | loss: 0.000373745 | val_loss: 0.000371575 | Time: 4687.16 ms [2020-11-18 03:20:57 main:574] : INFO : Epoch 135 | loss: 0.00035639 | val_loss: 0.000352702 | Time: 4652.69 ms [2020-11-18 03:21:02 main:574] : INFO : Epoch 136 | loss: 0.000341146 | val_loss: 0.000338119 | Time: 4654.61 ms [2020-11-18 03:21:07 main:574] : INFO : Epoch 137 | loss: 0.00032586 | val_loss: 0.000325507 | Time: 4710.44 ms [2020-11-18 03:21:11 main:574] : INFO : Epoch 138 | loss: 0.000311303 | val_loss: 0.000306101 | Time: 4703.55 ms [2020-11-18 03:21:16 main:574] : INFO : Epoch 139 | loss: 0.00029871 | val_loss: 0.000295617 | Time: 4668.66 ms [2020-11-18 03:21:21 main:574] : INFO : Epoch 140 | loss: 0.000285517 | val_loss: 0.000282535 | Time: 4650.82 ms [2020-11-18 03:21:25 main:574] : INFO : Epoch 141 | loss: 0.000273966 | val_loss: 0.000269353 | Time: 4671.15 ms [2020-11-18 03:21:30 main:574] : INFO : Epoch 142 | loss: 0.000262406 | val_loss: 0.000260262 | Time: 4697.98 ms [2020-11-18 03:21:35 main:574] : INFO : Epoch 143 | loss: 0.000251833 | val_loss: 0.000250007 | Time: 4673.97 ms [2020-11-18 03:21:39 main:574] : INFO : Epoch 144 | loss: 0.000240983 | val_loss: 0.000237859 | Time: 4677.1 ms [2020-11-18 03:21:44 main:574] : INFO : Epoch 145 | loss: 0.000232225 | val_loss: 0.000229374 | Time: 4668.77 ms [2020-11-18 03:21:49 main:574] : INFO : Epoch 146 | loss: 0.000222418 | val_loss: 0.000222018 | Time: 4668.27 ms [2020-11-18 03:21:53 main:574] : INFO : Epoch 147 | loss: 0.000213774 | val_loss: 0.000211875 | Time: 4652.53 ms [2020-11-18 03:21:58 main:574] : INFO : Epoch 148 | loss: 0.000205782 | val_loss: 0.000203111 | Time: 4711.71 ms [2020-11-18 03:22:03 main:574] : INFO : Epoch 149 | loss: 0.000198594 | val_loss: 0.000196219 | Time: 4664.57 ms [2020-11-18 03:22:08 main:574] : INFO : Epoch 150 | loss: 0.000190636 | val_loss: 0.000189161 | Time: 4674.66 ms [2020-11-18 03:22:12 main:574] : INFO : Epoch 151 | loss: 0.000183646 | val_loss: 0.000184436 | Time: 4692.65 ms [2020-11-18 03:22:17 main:574] : INFO : Epoch 152 | loss: 0.000177199 | val_loss: 0.000175643 | Time: 4660.92 ms [2020-11-18 03:22:22 main:574] : INFO : Epoch 153 | loss: 0.000171138 | val_loss: 0.000171801 | Time: 4694.57 ms [2020-11-18 03:22:26 main:574] : INFO : Epoch 154 | loss: 0.000164538 | val_loss: 0.000162281 | Time: 4696.01 ms [2020-11-18 03:22:31 main:574] : INFO : Epoch 155 | loss: 0.000160147 | val_loss: 0.00015858 | Time: 4699.37 ms [2020-11-18 03:22:36 main:574] : INFO : Epoch 156 | loss: 0.000153431 | val_loss: 0.000152221 | Time: 4722.44 ms [2020-11-18 03:22:40 main:574] : INFO : Epoch 157 | loss: 0.000148757 | val_loss: 0.000148025 | Time: 4658.75 ms [2020-11-18 03:22:45 main:574] : INFO : Epoch 158 | loss: 0.000143701 | val_loss: 0.00014304 | Time: 4693.43 ms [2020-11-18 03:22:50 main:574] : INFO : Epoch 159 | loss: 0.00013949 | val_loss: 0.000137521 | Time: 4654.87 ms [2020-11-18 03:22:54 main:574] : INFO : Epoch 160 | loss: 0.000134762 | val_loss: 0.000134979 | Time: 4639.72 ms [2020-11-18 03:22:59 main:574] : INFO : Epoch 161 | loss: 0.000131198 | val_loss: 0.000134179 | Time: 4692.43 ms [2020-11-18 03:23:04 main:574] : INFO : Epoch 162 | loss: 0.000127999 | val_loss: 0.000126039 | Time: 4659.53 ms [2020-11-18 03:23:08 main:574] : INFO : Epoch 163 | loss: 0.000123384 | val_loss: 0.000121662 | Time: 4660.44 ms [2020-11-18 03:23:13 main:574] : INFO : Epoch 164 | loss: 0.000119653 | val_loss: 0.000117846 | Time: 4656.13 ms [2020-11-18 03:23:18 main:574] : INFO : Epoch 165 | loss: 0.00011572 | val_loss: 0.000115399 | Time: 4663.85 ms [2020-11-18 03:23:22 main:574] : INFO : Epoch 166 | loss: 0.000113124 | val_loss: 0.000112153 | Time: 4656.88 ms [2020-11-18 03:23:27 main:574] : INFO : Epoch 167 | loss: 0.000109968 | val_loss: 0.000110422 | Time: 4670.13 ms [2020-11-18 03:23:32 main:574] : INFO : Epoch 168 | loss: 0.000106401 | val_loss: 0.000104725 | Time: 4695.63 ms [2020-11-18 03:23:36 main:574] : INFO : Epoch 169 | loss: 0.000103969 | val_loss: 0.000103122 | Time: 4645.72 ms [2020-11-18 03:23:41 main:574] : INFO : Epoch 170 | loss: 0.000101142 | val_loss: 9.98044e-05 | Time: 4642.34 ms [2020-11-18 03:23:46 main:574] : INFO : Epoch 171 | loss: 9.85778e-05 | val_loss: 9.77682e-05 | Time: 4661.42 ms [2020-11-18 03:23:50 main:574] : INFO : Epoch 172 | loss: 9.56767e-05 | val_loss: 9.58628e-05 | Time: 4658.7 ms [2020-11-18 03:23:55 main:574] : INFO : Epoch 173 | loss: 9.37967e-05 | val_loss: 9.21666e-05 | Time: 4644.93 ms [2020-11-18 03:24:00 main:574] : INFO : Epoch 174 | loss: 9.15782e-05 | val_loss: 9.53181e-05 | Time: 4679.23 ms [2020-11-18 03:24:04 main:574] : INFO : Epoch 175 | loss: 8.97431e-05 | val_loss: 8.76915e-05 | Time: 4659.38 ms [2020-11-18 03:24:09 main:574] : INFO : Epoch 176 | loss: 8.69195e-05 | val_loss: 8.64335e-05 | Time: 4672.12 ms [2020-11-18 03:24:14 main:574] : INFO : Epoch 177 | loss: 8.49307e-05 | val_loss: 8.55272e-05 | Time: 4658.13 ms [2020-11-18 03:24:18 main:574] : INFO : Epoch 178 | loss: 8.33144e-05 | val_loss: 8.14119e-05 | Time: 4677.49 ms [2020-11-18 03:24:23 main:574] : INFO : Epoch 179 | loss: 8.04534e-05 | val_loss: 8.24047e-05 | Time: 4680.54 ms [2020-11-18 03:24:28 main:574] : INFO : Epoch 180 | loss: 7.95328e-05 | val_loss: 7.9109e-05 | Time: 4653.24 ms [2020-11-18 03:24:32 main:574] : INFO : Epoch 181 | loss: 7.76779e-05 | val_loss: 7.82468e-05 | Time: 4668.39 ms [2020-11-18 03:24:37 main:574] : INFO : Epoch 182 | loss: 7.61101e-05 | val_loss: 7.56778e-05 | Time: 4663.97 ms [2020-11-18 03:24:42 main:574] : INFO : Epoch 183 | loss: 7.4235e-05 | val_loss: 7.36333e-05 | Time: 4652.83 ms [2020-11-18 03:24:46 main:574] : INFO : Epoch 184 | loss: 7.29887e-05 | val_loss: 7.2128e-05 | Time: 4679.2 ms [2020-11-18 03:24:51 main:574] : INFO : Epoch 185 | loss: 7.16051e-05 | val_loss: 7.11544e-05 | Time: 4680.93 ms [2020-11-18 03:24:56 main:574] : INFO : Epoch 186 | loss: 6.94865e-05 | val_loss: 7.00536e-05 | Time: 4639.32 ms [2020-11-18 03:25:00 main:574] : INFO : Epoch 187 | loss: 6.8607e-05 | val_loss: 6.86875e-05 | Time: 4646.96 ms [2020-11-18 03:25:05 main:574] : INFO : Epoch 188 | loss: 6.7881e-05 | val_loss: 7.00424e-05 | Time: 4656.08 ms [2020-11-18 03:25:10 main:574] : INFO : Epoch 189 | loss: 6.63751e-05 | val_loss: 6.55487e-05 | Time: 4659.23 ms [2020-11-18 03:25:14 main:574] : INFO : Epoch 190 | loss: 6.42239e-05 | val_loss: 6.34657e-05 | Time: 4640.88 ms [2020-11-18 03:25:19 main:574] : INFO : Epoch 191 | loss: 6.2977e-05 | val_loss: 6.37273e-05 | Time: 4653.21 ms [2020-11-18 03:25:24 main:574] : INFO : Epoch 192 | loss: 6.1989e-05 | val_loss: 6.20633e-05 | Time: 4653.21 ms [2020-11-18 03:25:24 main:597] : INFO : Saving trained model to model-final.pt, val_loss 6.20633e-05 [2020-11-18 03:25:24 main:603] : INFO : Saving end state to config to file [2020-11-18 03:25:24 main:608] : INFO : Success, exiting.. 03:25:24 (16264): 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)