| Name | rand_automata_0042-1605426371-11771-0_1 |
| Workunit | 1328939 |
| Created | 15 Nov 2020, 7:46:16 UTC |
| Sent | 18 Nov 2020, 8:07:42 UTC |
| Report deadline | 26 Nov 2020, 8:07:42 UTC |
| Received | 18 Nov 2020, 8:39:01 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 15 min 33 sec |
| CPU time | 14 min 17 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 11,978.66 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.50 GB |
| Peak swap size | 3.25 GB |
| Peak disk usage | 1.54 GB |
<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 03:10:54 main:435] : INFO : Set logging level to 1 [2020-11-18 03:10:54 main:441] : INFO : Running in BOINC Client mode [2020-11-18 03:10:54 main:444] : INFO : Resolving all filenames [2020-11-18 03:10:54 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-train-val-dataset.hdf5 (exists = 1) [2020-11-18 03:10:54 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-1605426371-11771-0_1_r252435896_1 (exists = 0) [2020-11-18 03:10:54 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-1605426371-11771-0_1_r252435896_0 (exists = 0) [2020-11-18 03:10:54 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 03:10:54 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 03:10:54 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-train-val-dataset.hdf5 [2020-11-18 03:10:54 main:474] : INFO : Configuration: [2020-11-18 03:10:54 main:475] : INFO : Model type: LSTM [2020-11-18 03:10:54 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 03:10:54 main:477] : INFO : Max Epochs: 192 [2020-11-18 03:10:54 main:478] : INFO : Batch Size: 32 [2020-11-18 03:10:54 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 03:10:54 main:480] : INFO : Patience: 10 [2020-11-18 03:10:55 main:481] : INFO : Hidden Width: 64 [2020-11-18 03:10:55 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 03:10:55 main:483] : INFO : # Backend Layers: 2 [2020-11-18 03:10:55 main:484] : INFO : # Threads: 1 [2020-11-18 03:10:55 main:486] : INFO : Preparing Dataset [2020-11-18 03:10:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-train-val-dataset.hdf5 into memory [2020-11-18 03:10:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-train-val-dataset.hdf5 into memory [2020-11-18 03:10:57 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 03:10:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-train-val-dataset.hdf5 into memory [2020-11-18 03:10:57 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0042-train-val-dataset.hdf5 into memory [2020-11-18 03:10:57 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 03:10:57 main:494] : INFO : Creating Model [2020-11-18 03:10:57 main:507] : INFO : Preparing config file [2020-11-18 03:10:57 main:519] : INFO : Creating new config file [2020-11-18 03:10:59 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 03:10:59 main:562] : INFO : Starting Training [2020-11-18 03:11:04 main:574] : INFO : Epoch 1 | loss: 0.0663487 | val_loss: 0.0656343 | Time: 4993.23 ms [2020-11-18 03:11:09 main:574] : INFO : Epoch 2 | loss: 0.0653908 | val_loss: 0.0647846 | Time: 4475.54 ms [2020-11-18 03:11:13 main:574] : INFO : Epoch 3 | loss: 0.0641059 | val_loss: 0.0630042 | Time: 4449.87 ms [2020-11-18 03:11:18 main:574] : INFO : Epoch 4 | loss: 0.0615127 | val_loss: 0.0602998 | Time: 4430.05 ms [2020-11-18 03:11:22 main:574] : INFO : Epoch 5 | loss: 0.0590997 | val_loss: 0.0581386 | Time: 4483.96 ms [2020-11-18 03:11:27 main:574] : INFO : Epoch 6 | loss: 0.0572752 | val_loss: 0.0565778 | Time: 4479.85 ms [2020-11-18 03:11:31 main:574] : INFO : Epoch 7 | loss: 0.0560084 | val_loss: 0.0554378 | Time: 4448.18 ms [2020-11-18 03:11:36 main:574] : INFO : Epoch 8 | loss: 0.0548987 | val_loss: 0.0544266 | Time: 4517.79 ms [2020-11-18 03:11:40 main:574] : INFO : Epoch 9 | loss: 0.0539116 | val_loss: 0.0534509 | Time: 4506.96 ms [2020-11-18 03:11:45 main:574] : INFO : Epoch 10 | loss: 0.0529192 | val_loss: 0.0523607 | Time: 4508.89 ms [2020-11-18 03:11:50 main:574] : INFO : Epoch 11 | loss: 0.0518518 | val_loss: 0.0513436 | Time: 4495.62 ms [2020-11-18 03:11:54 main:574] : INFO : Epoch 12 | loss: 0.0507612 | val_loss: 0.0501913 | Time: 4490.96 ms [2020-11-18 03:11:59 main:574] : INFO : Epoch 13 | loss: 0.0495233 | val_loss: 0.0490605 | Time: 4479.94 ms [2020-11-18 03:12:03 main:574] : INFO : Epoch 14 | loss: 0.0481135 | val_loss: 0.047614 | Time: 4577.1 ms [2020-11-18 03:12:08 main:574] : INFO : Epoch 15 | loss: 0.0464815 | val_loss: 0.0458348 | Time: 4519.04 ms [2020-11-18 03:12:13 main:574] : INFO : Epoch 16 | loss: 0.0445751 | val_loss: 0.044443 | Time: 4488.78 ms [2020-11-18 03:12:17 main:574] : INFO : Epoch 17 | loss: 0.0423692 | val_loss: 0.041852 | Time: 4473.79 ms [2020-11-18 03:12:22 main:574] : INFO : Epoch 18 | loss: 0.039683 | val_loss: 0.0390586 | Time: 4491.56 ms [2020-11-18 03:12:26 main:574] : INFO : Epoch 19 | loss: 0.0366586 | val_loss: 0.0368952 | Time: 4468.39 ms [2020-11-18 03:12:31 main:574] : INFO : Epoch 20 | loss: 0.0338779 | val_loss: 0.0333841 | Time: 4595.33 ms [2020-11-18 03:12:36 main:574] : INFO : Epoch 21 | loss: 0.030807 | val_loss: 0.0311581 | Time: 4539.73 ms [2020-11-18 03:12:40 main:574] : INFO : Epoch 22 | loss: 0.0299687 | val_loss: 0.0271991 | Time: 4483.91 ms [2020-11-18 03:12:45 main:574] : INFO : Epoch 23 | loss: 0.0256708 | val_loss: 0.0287785 | Time: 4503.74 ms [2020-11-18 03:12:49 main:574] : INFO : Epoch 24 | loss: 0.0243031 | val_loss: 0.0219026 | Time: 4473.79 ms [2020-11-18 03:12:54 main:574] : INFO : Epoch 25 | loss: 0.0255783 | val_loss: 0.0197481 | Time: 4490.05 ms [2020-11-18 03:12:59 main:574] : INFO : Epoch 26 | loss: 0.018455 | val_loss: 0.0202621 | Time: 4475.86 ms [2020-11-18 03:13:03 main:574] : INFO : Epoch 27 | loss: 0.016808 | val_loss: 0.0222996 | Time: 4462.24 ms [2020-11-18 03:13:08 main:574] : INFO : Epoch 28 | loss: 0.0246662 | val_loss: 0.0179738 | Time: 4473.48 ms [2020-11-18 03:13:12 main:574] : INFO : Epoch 29 | loss: 0.02165 | val_loss: 0.0237919 | Time: 4506.72 ms [2020-11-18 03:13:17 main:574] : INFO : Epoch 30 | loss: 0.0227247 | val_loss: 0.0438897 | Time: 4497.12 ms [2020-11-18 03:13:21 main:574] : INFO : Epoch 31 | loss: 0.022385 | val_loss: 0.0140199 | Time: 4517.24 ms [2020-11-18 03:13:26 main:574] : INFO : Epoch 32 | loss: 0.0119975 | val_loss: 0.0115283 | Time: 4449.16 ms [2020-11-18 03:13:31 main:574] : INFO : Epoch 33 | loss: 0.0104661 | val_loss: 0.0114207 | Time: 4496.06 ms [2020-11-18 03:13:35 main:574] : INFO : Epoch 34 | loss: 0.00969508 | val_loss: 0.00964317 | Time: 4487.1 ms [2020-11-18 03:13:40 main:574] : INFO : Epoch 35 | loss: 0.00994119 | val_loss: 0.0107677 | Time: 4487.32 ms [2020-11-18 03:13:44 main:574] : INFO : Epoch 36 | loss: 0.0120115 | val_loss: 0.0220185 | Time: 4429.81 ms [2020-11-18 03:13:49 main:574] : INFO : Epoch 37 | loss: 0.0114832 | val_loss: 0.0107804 | Time: 4467.43 ms [2020-11-18 03:13:53 main:574] : INFO : Epoch 38 | loss: 0.0114436 | val_loss: 0.00893666 | Time: 4478.57 ms [2020-11-18 03:13:58 main:574] : INFO : Epoch 39 | loss: 0.00832176 | val_loss: 0.00829481 | Time: 4518.69 ms [2020-11-18 03:14:03 main:574] : INFO : Epoch 40 | loss: 0.00788937 | val_loss: 0.00788614 | Time: 4517.79 ms [2020-11-18 03:14:07 main:574] : INFO : Epoch 41 | loss: 0.00793495 | val_loss: 0.00788301 | Time: 4485.31 ms [2020-11-18 03:14:12 main:574] : INFO : Epoch 42 | loss: 0.00737213 | val_loss: 0.0073201 | Time: 4455.04 ms [2020-11-18 03:14:16 main:574] : INFO : Epoch 43 | loss: 0.00693818 | val_loss: 0.00701122 | Time: 4542.37 ms [2020-11-18 03:14:21 main:574] : INFO : Epoch 44 | loss: 0.00670899 | val_loss: 0.00682142 | Time: 4465.02 ms [2020-11-18 03:14:25 main:574] : INFO : Epoch 45 | loss: 0.00646188 | val_loss: 0.00659465 | Time: 4494.8 ms [2020-11-18 03:14:30 main:574] : INFO : Epoch 46 | loss: 0.00626422 | val_loss: 0.0063874 | Time: 4492.15 ms [2020-11-18 03:14:35 main:574] : INFO : Epoch 47 | loss: 0.00607748 | val_loss: 0.00622538 | Time: 4478.97 ms [2020-11-18 03:14:39 main:574] : INFO : Epoch 48 | loss: 0.00589091 | val_loss: 0.00599666 | Time: 4439.42 ms [2020-11-18 03:14:44 main:574] : INFO : Epoch 49 | loss: 0.00570894 | val_loss: 0.00581447 | Time: 4508.47 ms [2020-11-18 03:14:48 main:574] : INFO : Epoch 50 | loss: 0.00552894 | val_loss: 0.00562839 | Time: 4511.73 ms [2020-11-18 03:14:53 main:574] : INFO : Epoch 51 | loss: 0.00535208 | val_loss: 0.00544364 | Time: 4445.23 ms [2020-11-18 03:14:57 main:574] : INFO : Epoch 52 | loss: 0.005177 | val_loss: 0.00523254 | Time: 4421.34 ms [2020-11-18 03:15:02 main:574] : INFO : Epoch 53 | loss: 0.00500533 | val_loss: 0.00507961 | Time: 4452.94 ms [2020-11-18 03:15:06 main:574] : INFO : Epoch 54 | loss: 0.00483352 | val_loss: 0.00490601 | Time: 4479.54 ms [2020-11-18 03:15:11 main:574] : INFO : Epoch 55 | loss: 0.00466705 | val_loss: 0.00470093 | Time: 4454.62 ms [2020-11-18 03:15:15 main:574] : INFO : Epoch 56 | loss: 0.00450066 | val_loss: 0.00456514 | Time: 4473.37 ms [2020-11-18 03:15:20 main:574] : INFO : Epoch 57 | loss: 0.00433764 | val_loss: 0.00436977 | Time: 4509.14 ms [2020-11-18 03:15:24 main:574] : INFO : Epoch 58 | loss: 0.00417827 | val_loss: 0.00420446 | Time: 4486.25 ms [2020-11-18 03:15:29 main:574] : INFO : Epoch 59 | loss: 0.00401935 | val_loss: 0.00404263 | Time: 4461.4 ms [2020-11-18 03:15:34 main:574] : INFO : Epoch 60 | loss: 0.00386561 | val_loss: 0.00388683 | Time: 4519.14 ms [2020-11-18 03:15:38 main:574] : INFO : Epoch 61 | loss: 0.0037133 | val_loss: 0.00373196 | Time: 4475.32 ms [2020-11-18 03:15:43 main:574] : INFO : Epoch 62 | loss: 0.00356512 | val_loss: 0.00358522 | Time: 4540.32 ms [2020-11-18 03:15:47 main:574] : INFO : Epoch 63 | loss: 0.00342056 | val_loss: 0.00343867 | Time: 4521.48 ms [2020-11-18 03:15:52 main:574] : INFO : Epoch 64 | loss: 0.00327946 | val_loss: 0.0032937 | Time: 4565.63 ms [2020-11-18 03:15:57 main:574] : INFO : Epoch 65 | loss: 0.0031419 | val_loss: 0.00315472 | Time: 4519.37 ms [2020-11-18 03:16:01 main:574] : INFO : Epoch 66 | loss: 0.00300878 | val_loss: 0.00306682 | Time: 4747.42 ms [2020-11-18 03:16:06 main:574] : INFO : Epoch 67 | loss: 0.00287901 | val_loss: 0.00293063 | Time: 4535.88 ms [2020-11-18 03:16:11 main:574] : INFO : Epoch 68 | loss: 0.00275406 | val_loss: 0.00276849 | Time: 4548.06 ms [2020-11-18 03:16:15 main:574] : INFO : Epoch 69 | loss: 0.00263246 | val_loss: 0.00268907 | Time: 4497.51 ms [2020-11-18 03:16:20 main:574] : INFO : Epoch 70 | loss: 0.00251549 | val_loss: 0.00257871 | Time: 4500.69 ms [2020-11-18 03:16:24 main:574] : INFO : Epoch 71 | loss: 0.00240155 | val_loss: 0.00246035 | Time: 4521.1 ms [2020-11-18 03:16:29 main:574] : INFO : Epoch 72 | loss: 0.00229265 | val_loss: 0.00235418 | Time: 4465.41 ms [2020-11-18 03:16:33 main:574] : INFO : Epoch 73 | loss: 0.00218784 | val_loss: 0.00220113 | Time: 4519.97 ms [2020-11-18 03:16:38 main:574] : INFO : Epoch 74 | loss: 0.00208766 | val_loss: 0.00210283 | Time: 4492.48 ms [2020-11-18 03:16:43 main:574] : INFO : Epoch 75 | loss: 0.00199052 | val_loss: 0.00200312 | Time: 4480.74 ms [2020-11-18 03:16:47 main:574] : INFO : Epoch 76 | loss: 0.0018967 | val_loss: 0.00190898 | Time: 4486.67 ms [2020-11-18 03:16:52 main:574] : INFO : Epoch 77 | loss: 0.00180728 | val_loss: 0.00181658 | Time: 4515.4 ms [2020-11-18 03:16:56 main:574] : INFO : Epoch 78 | loss: 0.00172194 | val_loss: 0.00173354 | Time: 4530.2 ms [2020-11-18 03:17:01 main:574] : INFO : Epoch 79 | loss: 0.00163936 | val_loss: 0.00165037 | Time: 4462.87 ms [2020-11-18 03:17:05 main:574] : INFO : Epoch 80 | loss: 0.00156154 | val_loss: 0.00157397 | Time: 4485.96 ms [2020-11-18 03:17:10 main:574] : INFO : Epoch 81 | loss: 0.00148582 | val_loss: 0.00149746 | Time: 4531.3 ms [2020-11-18 03:17:15 main:574] : INFO : Epoch 82 | loss: 0.0014146 | val_loss: 0.00142434 | Time: 4507 ms [2020-11-18 03:17:19 main:574] : INFO : Epoch 83 | loss: 0.00134618 | val_loss: 0.00135632 | Time: 4502.19 ms [2020-11-18 03:17:24 main:574] : INFO : Epoch 84 | loss: 0.00128128 | val_loss: 0.00129302 | Time: 4502.75 ms [2020-11-18 03:17:28 main:574] : INFO : Epoch 85 | loss: 0.00121996 | val_loss: 0.00123065 | Time: 4474.05 ms [2020-11-18 03:17:33 main:574] : INFO : Epoch 86 | loss: 0.00116041 | val_loss: 0.0011681 | Time: 4444.2 ms [2020-11-18 03:17:38 main:574] : INFO : Epoch 87 | loss: 0.00110332 | val_loss: 0.00111524 | Time: 4499.46 ms [2020-11-18 03:17:42 main:574] : INFO : Epoch 88 | loss: 0.00105015 | val_loss: 0.00106153 | Time: 4449.98 ms [2020-11-18 03:17:47 main:574] : INFO : Epoch 89 | loss: 0.000999384 | val_loss: 0.00100892 | Time: 4491.57 ms [2020-11-18 03:17:51 main:574] : INFO : Epoch 90 | loss: 0.000951029 | val_loss: 0.000961689 | Time: 4499.37 ms [2020-11-18 03:17:56 main:574] : INFO : Epoch 91 | loss: 0.000905452 | val_loss: 0.000913987 | Time: 4527.83 ms [2020-11-18 03:18:00 main:574] : INFO : Epoch 92 | loss: 0.000861647 | val_loss: 0.00087359 | Time: 4508.23 ms [2020-11-18 03:18:05 main:574] : INFO : Epoch 93 | loss: 0.000818936 | val_loss: 0.000828576 | Time: 4643.73 ms [2020-11-18 03:18:10 main:574] : INFO : Epoch 94 | loss: 0.000780036 | val_loss: 0.000789025 | Time: 4470.1 ms [2020-11-18 03:18:14 main:574] : INFO : Epoch 95 | loss: 0.000741893 | val_loss: 0.000751111 | Time: 4534.28 ms [2020-11-18 03:18:19 main:574] : INFO : Epoch 96 | loss: 0.000705579 | val_loss: 0.000713781 | Time: 4479.49 ms [2020-11-18 03:18:23 main:574] : INFO : Epoch 97 | loss: 0.000672465 | val_loss: 0.000680013 | Time: 4444.03 ms [2020-11-18 03:18:28 main:574] : INFO : Epoch 98 | loss: 0.000639608 | val_loss: 0.000646449 | Time: 4469.16 ms [2020-11-18 03:18:33 main:574] : INFO : Epoch 99 | loss: 0.000608306 | val_loss: 0.000614476 | Time: 4588.63 ms [2020-11-18 03:18:37 main:574] : INFO : Epoch 100 | loss: 0.000578524 | val_loss: 0.000585071 | Time: 4477.59 ms [2020-11-18 03:18:42 main:574] : INFO : Epoch 101 | loss: 0.000550695 | val_loss: 0.00055729 | Time: 4486.21 ms [2020-11-18 03:18:46 main:574] : INFO : Epoch 102 | loss: 0.000524592 | val_loss: 0.000529841 | Time: 4474.66 ms [2020-11-18 03:18:51 main:574] : INFO : Epoch 103 | loss: 0.000498971 | val_loss: 0.000503726 | Time: 4472.93 ms [2020-11-18 03:18:55 main:574] : INFO : Epoch 104 | loss: 0.000475813 | val_loss: 0.000481931 | Time: 4429.29 ms [2020-11-18 03:19:00 main:574] : INFO : Epoch 105 | loss: 0.000453489 | val_loss: 0.00046013 | Time: 4459.95 ms [2020-11-18 03:19:05 main:574] : INFO : Epoch 106 | loss: 0.000432182 | val_loss: 0.000435739 | Time: 4798.13 ms [2020-11-18 03:19:09 main:574] : INFO : Epoch 107 | loss: 0.000411831 | val_loss: 0.000416417 | Time: 4511.67 ms [2020-11-18 03:19:14 main:574] : INFO : Epoch 108 | loss: 0.00039346 | val_loss: 0.000399109 | Time: 4519.94 ms [2020-11-18 03:19:18 main:574] : INFO : Epoch 109 | loss: 0.000375025 | val_loss: 0.000380981 | Time: 4556.21 ms [2020-11-18 03:19:23 main:574] : INFO : Epoch 110 | loss: 0.000358152 | val_loss: 0.000362439 | Time: 4514.82 ms [2020-11-18 03:19:28 main:574] : INFO : Epoch 111 | loss: 0.000342289 | val_loss: 0.000347763 | Time: 4600.61 ms [2020-11-18 03:19:32 main:574] : INFO : Epoch 112 | loss: 0.000327777 | val_loss: 0.000334404 | Time: 4532.95 ms [2020-11-18 03:19:37 main:574] : INFO : Epoch 113 | loss: 0.000313081 | val_loss: 0.000317091 | Time: 4480.99 ms [2020-11-18 03:19:41 main:574] : INFO : Epoch 114 | loss: 0.00029897 | val_loss: 0.000304701 | Time: 4507.23 ms [2020-11-18 03:19:46 main:574] : INFO : Epoch 115 | loss: 0.00028641 | val_loss: 0.000293087 | Time: 4457.63 ms [2020-11-18 03:19:51 main:574] : INFO : Epoch 116 | loss: 0.000274556 | val_loss: 0.000279689 | Time: 4467.52 ms [2020-11-18 03:19:55 main:574] : INFO : Epoch 117 | loss: 0.000263462 | val_loss: 0.000267616 | Time: 4528.99 ms [2020-11-18 03:20:00 main:574] : INFO : Epoch 118 | loss: 0.000253598 | val_loss: 0.000256602 | Time: 4490.65 ms [2020-11-18 03:20:04 main:574] : INFO : Epoch 119 | loss: 0.000242491 | val_loss: 0.000245552 | Time: 4512.78 ms [2020-11-18 03:20:09 main:574] : INFO : Epoch 120 | loss: 0.000232278 | val_loss: 0.000235962 | Time: 4490.19 ms [2020-11-18 03:20:14 main:574] : INFO : Epoch 121 | loss: 0.000224911 | val_loss: 0.000229922 | Time: 4517.9 ms [2020-11-18 03:20:18 main:574] : INFO : Epoch 122 | loss: 0.000215383 | val_loss: 0.000220264 | Time: 4523.94 ms [2020-11-18 03:20:23 main:574] : INFO : Epoch 123 | loss: 0.000207421 | val_loss: 0.000212494 | Time: 4450.54 ms [2020-11-18 03:20:27 main:574] : INFO : Epoch 124 | loss: 0.000199293 | val_loss: 0.00020229 | Time: 4504.46 ms [2020-11-18 03:20:32 main:574] : INFO : Epoch 125 | loss: 0.000192173 | val_loss: 0.000195664 | Time: 4488.22 ms [2020-11-18 03:20:36 main:574] : INFO : Epoch 126 | loss: 0.000185663 | val_loss: 0.000193558 | Time: 4478.61 ms [2020-11-18 03:20:41 main:574] : INFO : Epoch 127 | loss: 0.000178501 | val_loss: 0.000181944 | Time: 4449.74 ms [2020-11-18 03:20:45 main:574] : INFO : Epoch 128 | loss: 0.000171805 | val_loss: 0.000175981 | Time: 4470.27 ms [2020-11-18 03:20:50 main:574] : INFO : Epoch 129 | loss: 0.000166713 | val_loss: 0.000169951 | Time: 4446.26 ms [2020-11-18 03:20:55 main:574] : INFO : Epoch 130 | loss: 0.000160954 | val_loss: 0.000164807 | Time: 4522.84 ms [2020-11-18 03:20:59 main:574] : INFO : Epoch 131 | loss: 0.000155778 | val_loss: 0.000158048 | Time: 4504.32 ms [2020-11-18 03:21:04 main:574] : INFO : Epoch 132 | loss: 0.000150191 | val_loss: 0.000153366 | Time: 4511.07 ms [2020-11-18 03:21:08 main:574] : INFO : Epoch 133 | loss: 0.000145643 | val_loss: 0.000147891 | Time: 4467.27 ms [2020-11-18 03:21:13 main:574] : INFO : Epoch 134 | loss: 0.000141487 | val_loss: 0.000146574 | Time: 4487.85 ms [2020-11-18 03:21:17 main:574] : INFO : Epoch 135 | loss: 0.000136834 | val_loss: 0.000140612 | Time: 4506.68 ms [2020-11-18 03:21:22 main:574] : INFO : Epoch 136 | loss: 0.00013737 | val_loss: 0.000197609 | Time: 4472.36 ms [2020-11-18 03:21:27 main:574] : INFO : Epoch 137 | loss: 0.000135856 | val_loss: 0.000135258 | Time: 4482.17 ms [2020-11-18 03:21:31 main:574] : INFO : Epoch 138 | loss: 0.000125289 | val_loss: 0.000127704 | Time: 4432.92 ms [2020-11-18 03:21:36 main:574] : INFO : Epoch 139 | loss: 0.000121555 | val_loss: 0.000123309 | Time: 4478.77 ms [2020-11-18 03:21:40 main:574] : INFO : Epoch 140 | loss: 0.000118225 | val_loss: 0.000120417 | Time: 4480.3 ms [2020-11-18 03:21:45 main:574] : INFO : Epoch 141 | loss: 0.000114235 | val_loss: 0.000116914 | Time: 4497.54 ms [2020-11-18 03:21:49 main:574] : INFO : Epoch 142 | loss: 0.000112285 | val_loss: 0.000114494 | Time: 4482.51 ms [2020-11-18 03:21:54 main:574] : INFO : Epoch 143 | loss: 0.000108868 | val_loss: 0.000113599 | Time: 4495.1 ms [2020-11-18 03:21:58 main:574] : INFO : Epoch 144 | loss: 0.000106654 | val_loss: 0.000108273 | Time: 4490.15 ms [2020-11-18 03:22:03 main:574] : INFO : Epoch 145 | loss: 0.000103369 | val_loss: 0.000107139 | Time: 4545.02 ms [2020-11-18 03:22:08 main:574] : INFO : Epoch 146 | loss: 0.000100707 | val_loss: 0.000103073 | Time: 4473.92 ms [2020-11-18 03:22:12 main:574] : INFO : Epoch 147 | loss: 9.82596e-05 | val_loss: 9.96489e-05 | Time: 4460.13 ms [2020-11-18 03:22:17 main:574] : INFO : Epoch 148 | loss: 9.54824e-05 | val_loss: 9.94846e-05 | Time: 4520.53 ms [2020-11-18 03:22:21 main:574] : INFO : Epoch 149 | loss: 9.34447e-05 | val_loss: 9.49075e-05 | Time: 4504.94 ms [2020-11-18 03:22:26 main:574] : INFO : Epoch 150 | loss: 9.20829e-05 | val_loss: 9.44231e-05 | Time: 4538.45 ms [2020-11-18 03:22:31 main:574] : INFO : Epoch 151 | loss: 8.91376e-05 | val_loss: 9.15557e-05 | Time: 4458.58 ms [2020-11-18 03:22:35 main:574] : INFO : Epoch 152 | loss: 8.73209e-05 | val_loss: 8.90928e-05 | Time: 4490.55 ms [2020-11-18 03:22:40 main:574] : INFO : Epoch 153 | loss: 8.54593e-05 | val_loss: 8.7014e-05 | Time: 4469.31 ms [2020-11-18 03:22:44 main:574] : INFO : Epoch 154 | loss: 8.36738e-05 | val_loss: 8.85029e-05 | Time: 4496.66 ms [2020-11-18 03:22:49 main:574] : INFO : Epoch 155 | loss: 8.17277e-05 | val_loss: 8.44162e-05 | Time: 4468.29 ms [2020-11-18 03:22:53 main:574] : INFO : Epoch 156 | loss: 8.01363e-05 | val_loss: 8.34956e-05 | Time: 4496.8 ms [2020-11-18 03:22:58 main:574] : INFO : Epoch 157 | loss: 7.82609e-05 | val_loss: 8.31538e-05 | Time: 4445.26 ms [2020-11-18 03:23:02 main:574] : INFO : Epoch 158 | loss: 7.65288e-05 | val_loss: 7.99743e-05 | Time: 4522.12 ms [2020-11-18 03:23:07 main:574] : INFO : Epoch 159 | loss: 7.48854e-05 | val_loss: 7.86965e-05 | Time: 4473.09 ms [2020-11-18 03:23:12 main:574] : INFO : Epoch 160 | loss: 7.35527e-05 | val_loss: 7.64983e-05 | Time: 4555.62 ms [2020-11-18 03:23:16 main:574] : INFO : Epoch 161 | loss: 7.25182e-05 | val_loss: 7.38772e-05 | Time: 4433.19 ms [2020-11-18 03:23:21 main:574] : INFO : Epoch 162 | loss: 7.08458e-05 | val_loss: 7.71876e-05 | Time: 4536.73 ms [2020-11-18 03:23:25 main:574] : INFO : Epoch 163 | loss: 6.96192e-05 | val_loss: 7.15337e-05 | Time: 4489.35 ms [2020-11-18 03:23:30 main:574] : INFO : Epoch 164 | loss: 6.81198e-05 | val_loss: 7.00704e-05 | Time: 4521.43 ms [2020-11-18 03:23:34 main:574] : INFO : Epoch 165 | loss: 6.67596e-05 | val_loss: 6.98919e-05 | Time: 4473.26 ms [2020-11-18 03:23:39 main:574] : INFO : Epoch 166 | loss: 6.57193e-05 | val_loss: 6.86594e-05 | Time: 4513.03 ms [2020-11-18 03:23:44 main:574] : INFO : Epoch 167 | loss: 6.50343e-05 | val_loss: 6.76883e-05 | Time: 4476.19 ms [2020-11-18 03:23:48 main:574] : INFO : Epoch 168 | loss: 6.38702e-05 | val_loss: 6.54756e-05 | Time: 4503.44 ms [2020-11-18 03:23:53 main:574] : INFO : Epoch 169 | loss: 6.24225e-05 | val_loss: 6.48619e-05 | Time: 4478.01 ms [2020-11-18 03:23:57 main:574] : INFO : Epoch 170 | loss: 6.11073e-05 | val_loss: 6.33687e-05 | Time: 4494.7 ms [2020-11-18 03:24:02 main:574] : INFO : Epoch 171 | loss: 6.02275e-05 | val_loss: 6.1505e-05 | Time: 4572.59 ms [2020-11-18 03:24:07 main:574] : INFO : Epoch 172 | loss: 5.88399e-05 | val_loss: 6.41244e-05 | Time: 4512.99 ms [2020-11-18 03:24:11 main:574] : INFO : Epoch 173 | loss: 5.88287e-05 | val_loss: 6.07704e-05 | Time: 4578.33 ms [2020-11-18 03:24:16 main:574] : INFO : Epoch 174 | loss: 5.76425e-05 | val_loss: 5.92304e-05 | Time: 4517.41 ms [2020-11-18 03:24:20 main:574] : INFO : Epoch 175 | loss: 5.63258e-05 | val_loss: 5.87056e-05 | Time: 4483.91 ms [2020-11-18 03:24:25 main:574] : INFO : Epoch 176 | loss: 5.60786e-05 | val_loss: 5.68039e-05 | Time: 4508.23 ms [2020-11-18 03:24:29 main:574] : INFO : Epoch 177 | loss: 5.44602e-05 | val_loss: 5.79976e-05 | Time: 4480.7 ms [2020-11-18 03:24:34 main:574] : INFO : Epoch 178 | loss: 5.41888e-05 | val_loss: 5.5675e-05 | Time: 4473.75 ms [2020-11-18 03:24:39 main:574] : INFO : Epoch 179 | loss: 5.30559e-05 | val_loss: 5.45926e-05 | Time: 4491.43 ms [2020-11-18 03:24:43 main:574] : INFO : Epoch 180 | loss: 5.22757e-05 | val_loss: 5.3698e-05 | Time: 4457.58 ms [2020-11-18 03:24:48 main:574] : INFO : Epoch 181 | loss: 5.17115e-05 | val_loss: 5.34796e-05 | Time: 4514.77 ms [2020-11-18 03:24:52 main:574] : INFO : Epoch 182 | loss: 5.1141e-05 | val_loss: 5.20731e-05 | Time: 4540.15 ms [2020-11-18 03:24:57 main:574] : INFO : Epoch 183 | loss: 5.00132e-05 | val_loss: 5.36932e-05 | Time: 4482.46 ms [2020-11-18 03:25:02 main:574] : INFO : Epoch 184 | loss: 4.93966e-05 | val_loss: 5.09288e-05 | Time: 4480.51 ms [2020-11-18 03:25:06 main:574] : INFO : Epoch 185 | loss: 4.90851e-05 | val_loss: 4.90233e-05 | Time: 4838.98 ms [2020-11-18 03:25:11 main:574] : INFO : Epoch 186 | loss: 4.80114e-05 | val_loss: 4.98265e-05 | Time: 4471.42 ms [2020-11-18 03:25:16 main:574] : INFO : Epoch 187 | loss: 4.74041e-05 | val_loss: 4.83715e-05 | Time: 4489.65 ms [2020-11-18 03:25:20 main:574] : INFO : Epoch 188 | loss: 4.69502e-05 | val_loss: 4.95236e-05 | Time: 4518.12 ms [2020-11-18 03:25:25 main:574] : INFO : Epoch 189 | loss: 4.61754e-05 | val_loss: 4.74955e-05 | Time: 4476.09 ms [2020-11-18 03:25:29 main:574] : INFO : Epoch 190 | loss: 4.58707e-05 | val_loss: 4.89602e-05 | Time: 4497.61 ms [2020-11-18 03:25:34 main:574] : INFO : Epoch 191 | loss: 4.48686e-05 | val_loss: 4.79533e-05 | Time: 4474.34 ms [2020-11-18 03:25:38 main:574] : INFO : Epoch 192 | loss: 4.48063e-05 | val_loss: 4.59356e-05 | Time: 4461.69 ms [2020-11-18 03:25:38 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.59356e-05 [2020-11-18 03:25:38 main:603] : INFO : Saving end state to config to file [2020-11-18 03:25:39 main:608] : INFO : Success, exiting.. 03:25:39 (10016): 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)