Task 2792433
| Name | rand_automata_0053-1604934215-23260-0_1 |
| Workunit | 1257885 |
| Created | 9 Nov 2020, 15:06:18 UTC |
| Sent | 9 Nov 2020, 15:34:07 UTC |
| Report deadline | 10 Nov 2020, 14:04:07 UTC |
| Received | 9 Nov 2020, 22:18:35 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 596 |
| Run time | 50 min 55 sec |
| CPU time | 49 min 35 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 7,315.00 GFLOPS |
| Application version | Machine Learning Dataset Generator (test) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.98 GB |
| Peak swap size | 3.94 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.14.2</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce RTX 2060 SUPER) [2020-11-09 22:27:27 main:435] : INFO : Set logging level to 1 [2020-11-09 22:27:28 main:441] : INFO : Running in BOINC Client mode [2020-11-09 22:27:28 main:444] : INFO : Resolving all filenames [2020-11-09 22:27:28 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-train-val-dataset.hdf5 (exists = 1) [2020-11-09 22:27:28 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-1604934215-23260-0_1_r2070974230_1 (exists = 0) [2020-11-09 22:27:28 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-1604934215-23260-0_1_r2070974230_0 (exists = 0) [2020-11-09 22:27:28 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-09 22:27:28 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-09 22:27:28 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-train-val-dataset.hdf5 [2020-11-09 22:27:28 main:474] : INFO : Configuration: [2020-11-09 22:27:28 main:475] : INFO : Model type: LSTM [2020-11-09 22:27:28 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-09 22:27:28 main:477] : INFO : Max Epochs: 192 [2020-11-09 22:27:28 main:478] : INFO : Batch Size: 32 [2020-11-09 22:27:28 main:479] : INFO : Learning Rate: 0.001 [2020-11-09 22:27:28 main:480] : INFO : Patience: 10 [2020-11-09 22:27:28 main:481] : INFO : Hidden Width: 64 [2020-11-09 22:27:28 main:482] : INFO : # Recurrent Layers: 4 [2020-11-09 22:27:28 main:483] : INFO : # Backend Layers: 2 [2020-11-09 22:27:28 main:484] : INFO : # Threads: 1 [2020-11-09 22:27:28 main:486] : INFO : Preparing Dataset [2020-11-09 22:27:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-train-val-dataset.hdf5 into memory [2020-11-09 22:27:28 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-train-val-dataset.hdf5 into memory [2020-11-09 22:27:34 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-09 22:27:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-train-val-dataset.hdf5 into memory [2020-11-09 22:27:34 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0053-train-val-dataset.hdf5 into memory [2020-11-09 22:27:34 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-09 22:27:34 main:494] : INFO : Creating Model [2020-11-09 22:27:34 main:507] : INFO : Preparing config file [2020-11-09 22:27:34 main:519] : INFO : Creating new config file [2020-11-09 22:27:40 main:559] : INFO : Loading DataLoader into Memory [2020-11-09 22:27:40 main:562] : INFO : Starting Training [2020-11-09 22:27:57 main:574] : INFO : Epoch 1 | loss: 0.066473 | val_loss: 0.0660088 | Time: 16804 ms [2020-11-09 22:28:12 main:574] : INFO : Epoch 2 | loss: 0.0654137 | val_loss: 0.0642896 | Time: 15864.9 ms [2020-11-09 22:28:28 main:574] : INFO : Epoch 3 | loss: 0.0633152 | val_loss: 0.0617016 | Time: 15621.8 ms [2020-11-09 22:28:44 main:574] : INFO : Epoch 4 | loss: 0.0603819 | val_loss: 0.0588074 | Time: 15638.9 ms [2020-11-09 22:29:00 main:574] : INFO : Epoch 5 | loss: 0.0577113 | val_loss: 0.0569045 | Time: 15772.9 ms [2020-11-09 22:29:15 main:574] : INFO : Epoch 6 | loss: 0.0560003 | val_loss: 0.0554112 | Time: 15837.2 ms [2020-11-09 22:29:31 main:574] : INFO : Epoch 7 | loss: 0.0547032 | val_loss: 0.0543335 | Time: 15642.7 ms [2020-11-09 22:29:47 main:574] : INFO : Epoch 8 | loss: 0.0535606 | val_loss: 0.053147 | Time: 15850.8 ms [2020-11-09 22:30:03 main:574] : INFO : Epoch 9 | loss: 0.0525466 | val_loss: 0.0522834 | Time: 15729.1 ms [2020-11-09 22:30:19 main:574] : INFO : Epoch 10 | loss: 0.0515703 | val_loss: 0.0512391 | Time: 15821.3 ms [2020-11-09 22:30:34 main:574] : INFO : Epoch 11 | loss: 0.0506082 | val_loss: 0.0506266 | Time: 15755.1 ms [2020-11-09 22:30:50 main:574] : INFO : Epoch 12 | loss: 0.0496496 | val_loss: 0.0493384 | Time: 15765.5 ms [2020-11-09 22:31:06 main:574] : INFO : Epoch 13 | loss: 0.0486102 | val_loss: 0.0482585 | Time: 15763.5 ms [2020-11-09 22:31:22 main:574] : INFO : Epoch 14 | loss: 0.0474514 | val_loss: 0.0473356 | Time: 15804.2 ms [2020-11-09 22:31:38 main:574] : INFO : Epoch 15 | loss: 0.0461607 | val_loss: 0.0458172 | Time: 15837.3 ms [2020-11-09 22:31:54 main:574] : INFO : Epoch 16 | loss: 0.0448091 | val_loss: 0.0444524 | Time: 15887.6 ms [2020-11-09 22:32:09 main:574] : INFO : Epoch 17 | loss: 0.0431556 | val_loss: 0.0431426 | Time: 15609.8 ms [2020-11-09 22:32:25 main:574] : INFO : Epoch 18 | loss: 0.0413771 | val_loss: 0.0410336 | Time: 15602.1 ms [2020-11-09 22:32:41 main:574] : INFO : Epoch 19 | loss: 0.0393691 | val_loss: 0.039246 | Time: 15702.5 ms [2020-11-09 22:32:57 main:574] : INFO : Epoch 20 | loss: 0.0369222 | val_loss: 0.0368757 | Time: 15788.6 ms [2020-11-09 22:33:12 main:574] : INFO : Epoch 21 | loss: 0.0343243 | val_loss: 0.0337133 | Time: 15637.4 ms [2020-11-09 22:33:28 main:574] : INFO : Epoch 22 | loss: 0.0313995 | val_loss: 0.0323156 | Time: 16001.6 ms [2020-11-09 22:33:44 main:574] : INFO : Epoch 23 | loss: 0.0289025 | val_loss: 0.0282488 | Time: 15761.2 ms [2020-11-09 22:34:00 main:574] : INFO : Epoch 24 | loss: 0.0253902 | val_loss: 0.0248067 | Time: 15796.9 ms [2020-11-09 22:34:16 main:574] : INFO : Epoch 25 | loss: 0.0253213 | val_loss: 0.0253927 | Time: 15684 ms [2020-11-09 22:34:32 main:574] : INFO : Epoch 26 | loss: 0.0365465 | val_loss: 0.0272581 | Time: 15902.4 ms [2020-11-09 22:34:47 main:574] : INFO : Epoch 27 | loss: 0.0329749 | val_loss: 0.022528 | Time: 15814.2 ms [2020-11-09 22:35:03 main:574] : INFO : Epoch 28 | loss: 0.0194281 | val_loss: 0.0234984 | Time: 15951.1 ms [2020-11-09 22:35:19 main:574] : INFO : Epoch 29 | loss: 0.0210963 | val_loss: 0.015882 | Time: 15841 ms [2020-11-09 22:35:35 main:574] : INFO : Epoch 30 | loss: 0.0152261 | val_loss: 0.0184462 | Time: 15763.9 ms [2020-11-09 22:35:51 main:574] : INFO : Epoch 31 | loss: 0.013095 | val_loss: 0.0125568 | Time: 15772.2 ms [2020-11-09 22:36:07 main:574] : INFO : Epoch 32 | loss: 0.0259561 | val_loss: 0.0577091 | Time: 15635.5 ms [2020-11-09 22:36:22 main:574] : INFO : Epoch 33 | loss: 0.0529997 | val_loss: 0.0476792 | Time: 15713.4 ms [2020-11-09 22:36:38 main:574] : INFO : Epoch 34 | loss: 0.0370308 | val_loss: 0.0278447 | Time: 15700.3 ms [2020-11-09 22:36:54 main:574] : INFO : Epoch 35 | loss: 0.0227774 | val_loss: 0.015995 | Time: 15840.2 ms [2020-11-09 22:37:10 main:574] : INFO : Epoch 36 | loss: 0.0150025 | val_loss: 0.018342 | Time: 15632.5 ms [2020-11-09 22:37:25 main:574] : INFO : Epoch 37 | loss: 0.0133331 | val_loss: 0.0120245 | Time: 15691.2 ms [2020-11-09 22:37:41 main:574] : INFO : Epoch 38 | loss: 0.0117631 | val_loss: 0.0129258 | Time: 15781.2 ms [2020-11-09 22:37:57 main:574] : INFO : Epoch 39 | loss: 0.0112692 | val_loss: 0.010307 | Time: 15727.4 ms [2020-11-09 22:38:13 main:574] : INFO : Epoch 40 | loss: 0.00998327 | val_loss: 0.0166462 | Time: 15867.7 ms [2020-11-09 22:38:29 main:574] : INFO : Epoch 41 | loss: 0.0105248 | val_loss: 0.00917147 | Time: 15657.1 ms [2020-11-09 22:38:44 main:574] : INFO : Epoch 42 | loss: 0.00864874 | val_loss: 0.00864515 | Time: 15764.3 ms [2020-11-09 22:39:00 main:574] : INFO : Epoch 43 | loss: 0.00810303 | val_loss: 0.00821615 | Time: 15845.8 ms [2020-11-09 22:39:16 main:574] : INFO : Epoch 44 | loss: 0.00778579 | val_loss: 0.00790026 | Time: 15818.1 ms [2020-11-09 22:39:32 main:574] : INFO : Epoch 45 | loss: 0.00749667 | val_loss: 0.0075865 | Time: 15839 ms [2020-11-09 22:39:48 main:574] : INFO : Epoch 46 | loss: 0.00730196 | val_loss: 0.00749353 | Time: 15757 ms [2020-11-09 22:40:03 main:574] : INFO : Epoch 47 | loss: 0.00702309 | val_loss: 0.00711629 | Time: 15597.2 ms [2020-11-09 22:40:19 main:574] : INFO : Epoch 48 | loss: 0.00678323 | val_loss: 0.00684717 | Time: 15477.8 ms [2020-11-09 22:40:35 main:574] : INFO : Epoch 49 | loss: 0.00656857 | val_loss: 0.00662572 | Time: 15601.5 ms [2020-11-09 22:40:51 main:574] : INFO : Epoch 50 | loss: 0.00636506 | val_loss: 0.00639541 | Time: 15926.9 ms [2020-11-09 22:41:06 main:574] : INFO : Epoch 51 | loss: 0.00615455 | val_loss: 0.00619349 | Time: 15775.8 ms [2020-11-09 22:41:22 main:574] : INFO : Epoch 52 | loss: 0.00597214 | val_loss: 0.00597372 | Time: 15826.4 ms [2020-11-09 22:41:38 main:574] : INFO : Epoch 53 | loss: 0.00575849 | val_loss: 0.00576664 | Time: 15672.9 ms [2020-11-09 22:41:54 main:574] : INFO : Epoch 54 | loss: 0.0055638 | val_loss: 0.00556855 | Time: 15781.9 ms [2020-11-09 22:42:09 main:574] : INFO : Epoch 55 | loss: 0.00537567 | val_loss: 0.00537509 | Time: 15651.9 ms [2020-11-09 22:42:25 main:574] : INFO : Epoch 56 | loss: 0.00688492 | val_loss: 0.0121182 | Time: 15785 ms [2020-11-09 22:42:41 main:574] : INFO : Epoch 57 | loss: 0.00595534 | val_loss: 0.00521824 | Time: 15770.1 ms [2020-11-09 22:42:57 main:574] : INFO : Epoch 58 | loss: 0.00498462 | val_loss: 0.00492021 | Time: 15794.8 ms [2020-11-09 22:43:13 main:574] : INFO : Epoch 59 | loss: 0.00475845 | val_loss: 0.00472929 | Time: 15765.8 ms [2020-11-09 22:43:29 main:574] : INFO : Epoch 60 | loss: 0.00458111 | val_loss: 0.00454901 | Time: 15875.9 ms [2020-11-09 22:43:44 main:574] : INFO : Epoch 61 | loss: 0.00449462 | val_loss: 0.00440325 | Time: 15789.3 ms [2020-11-09 22:44:00 main:574] : INFO : Epoch 62 | loss: 0.0042708 | val_loss: 0.00424226 | Time: 15656.2 ms [2020-11-09 22:44:16 main:574] : INFO : Epoch 63 | loss: 0.00411945 | val_loss: 0.00408801 | Time: 15734.5 ms [2020-11-09 22:44:32 main:574] : INFO : Epoch 64 | loss: 0.00397385 | val_loss: 0.00394382 | Time: 15726 ms [2020-11-09 22:44:47 main:574] : INFO : Epoch 65 | loss: 0.00389167 | val_loss: 0.00406157 | Time: 15702.4 ms [2020-11-09 22:45:03 main:574] : INFO : Epoch 66 | loss: 0.00372711 | val_loss: 0.00366564 | Time: 15726.6 ms [2020-11-09 22:45:19 main:574] : INFO : Epoch 67 | loss: 0.00356658 | val_loss: 0.00352989 | Time: 15633.3 ms [2020-11-09 22:45:35 main:574] : INFO : Epoch 68 | loss: 0.00343656 | val_loss: 0.00340276 | Time: 15837.1 ms [2020-11-09 22:45:50 main:574] : INFO : Epoch 69 | loss: 0.00330929 | val_loss: 0.00327398 | Time: 15594.4 ms [2020-11-09 22:46:06 main:574] : INFO : Epoch 70 | loss: 0.00318289 | val_loss: 0.00315277 | Time: 15877 ms [2020-11-09 22:46:22 main:574] : INFO : Epoch 71 | loss: 0.00306401 | val_loss: 0.00303467 | Time: 15775.3 ms [2020-11-09 22:46:38 main:574] : INFO : Epoch 72 | loss: 0.0029472 | val_loss: 0.00291611 | Time: 15719.7 ms [2020-11-09 22:46:54 main:574] : INFO : Epoch 73 | loss: 0.00283455 | val_loss: 0.00280515 | Time: 15721.6 ms [2020-11-09 22:47:10 main:574] : INFO : Epoch 74 | loss: 0.00272561 | val_loss: 0.00269509 | Time: 15771.9 ms [2020-11-09 22:47:25 main:574] : INFO : Epoch 75 | loss: 0.00261883 | val_loss: 0.00259034 | Time: 15789.9 ms [2020-11-09 22:47:41 main:574] : INFO : Epoch 76 | loss: 0.0025177 | val_loss: 0.00250286 | Time: 15816.5 ms [2020-11-09 22:47:57 main:574] : INFO : Epoch 77 | loss: 0.00241829 | val_loss: 0.00238809 | Time: 15591.1 ms [2020-11-09 22:48:13 main:574] : INFO : Epoch 78 | loss: 0.00232033 | val_loss: 0.00229099 | Time: 15747 ms [2020-11-09 22:48:28 main:574] : INFO : Epoch 79 | loss: 0.00222679 | val_loss: 0.00220372 | Time: 15642.7 ms [2020-11-09 22:48:44 main:574] : INFO : Epoch 80 | loss: 0.00213751 | val_loss: 0.00210848 | Time: 15732.5 ms [2020-11-09 22:49:00 main:574] : INFO : Epoch 81 | loss: 0.00204822 | val_loss: 0.00202207 | Time: 15837.4 ms [2020-11-09 22:49:16 main:574] : INFO : Epoch 82 | loss: 0.0019639 | val_loss: 0.00194471 | Time: 15654.1 ms [2020-11-09 22:49:31 main:574] : INFO : Epoch 83 | loss: 0.00188443 | val_loss: 0.00185838 | Time: 15607.2 ms [2020-11-09 22:49:47 main:574] : INFO : Epoch 84 | loss: 0.00180435 | val_loss: 0.00178228 | Time: 15589.8 ms [2020-11-09 22:50:03 main:574] : INFO : Epoch 85 | loss: 0.00172964 | val_loss: 0.00170679 | Time: 15611.5 ms [2020-11-09 22:50:18 main:574] : INFO : Epoch 86 | loss: 0.00165652 | val_loss: 0.00163451 | Time: 15773.1 ms [2020-11-09 22:50:34 main:574] : INFO : Epoch 87 | loss: 0.00158727 | val_loss: 0.00156629 | Time: 15745.5 ms [2020-11-09 22:50:50 main:574] : INFO : Epoch 88 | loss: 0.00152153 | val_loss: 0.00149906 | Time: 15841.3 ms [2020-11-09 22:51:06 main:574] : INFO : Epoch 89 | loss: 0.00145615 | val_loss: 0.00143748 | Time: 15867.6 ms [2020-11-09 22:51:22 main:574] : INFO : Epoch 90 | loss: 0.00139495 | val_loss: 0.00137726 | Time: 15638.6 ms [2020-11-09 22:51:38 main:574] : INFO : Epoch 91 | loss: 0.00133563 | val_loss: 0.00131871 | Time: 15730.8 ms [2020-11-09 22:51:53 main:574] : INFO : Epoch 92 | loss: 0.0012799 | val_loss: 0.00126017 | Time: 15853.1 ms [2020-11-09 22:52:09 main:574] : INFO : Epoch 93 | loss: 0.00122554 | val_loss: 0.00120782 | Time: 15562.3 ms [2020-11-09 22:52:25 main:574] : INFO : Epoch 94 | loss: 0.00117437 | val_loss: 0.00115447 | Time: 15584.2 ms [2020-11-09 22:52:40 main:574] : INFO : Epoch 95 | loss: 0.00112521 | val_loss: 0.00110892 | Time: 15744.4 ms [2020-11-09 22:52:56 main:574] : INFO : Epoch 96 | loss: 0.00107855 | val_loss: 0.0010637 | Time: 15637.6 ms [2020-11-09 22:53:12 main:574] : INFO : Epoch 97 | loss: 0.00103415 | val_loss: 0.00101895 | Time: 15885 ms [2020-11-09 22:53:28 main:574] : INFO : Epoch 98 | loss: 0.000990871 | val_loss: 0.000976565 | Time: 15694 ms [2020-11-09 22:53:44 main:574] : INFO : Epoch 99 | loss: 0.000950218 | val_loss: 0.000936462 | Time: 15831.1 ms [2020-11-09 22:54:00 main:574] : INFO : Epoch 100 | loss: 0.000911029 | val_loss: 0.000898583 | Time: 15795.3 ms [2020-11-09 22:54:15 main:574] : INFO : Epoch 101 | loss: 0.00087354 | val_loss: 0.000859715 | Time: 15502.2 ms [2020-11-09 22:54:31 main:574] : INFO : Epoch 102 | loss: 0.000839084 | val_loss: 0.000826432 | Time: 15622.5 ms [2020-11-09 22:54:47 main:574] : INFO : Epoch 103 | loss: 0.000805606 | val_loss: 0.000793189 | Time: 15864.2 ms [2020-11-09 22:55:02 main:574] : INFO : Epoch 104 | loss: 0.000773724 | val_loss: 0.000759777 | Time: 15797 ms [2020-11-09 22:55:18 main:574] : INFO : Epoch 105 | loss: 0.000742996 | val_loss: 0.000732126 | Time: 15964.4 ms [2020-11-09 22:55:34 main:574] : INFO : Epoch 106 | loss: 0.000714009 | val_loss: 0.00069784 | Time: 15712.6 ms [2020-11-09 22:55:50 main:574] : INFO : Epoch 107 | loss: 0.000686165 | val_loss: 0.000674058 | Time: 15843.1 ms [2020-11-09 22:56:06 main:574] : INFO : Epoch 108 | loss: 0.00066013 | val_loss: 0.000652116 | Time: 15757.6 ms [2020-11-09 22:56:22 main:574] : INFO : Epoch 109 | loss: 0.000634242 | val_loss: 0.000621976 | Time: 15645.2 ms [2020-11-09 22:56:38 main:574] : INFO : Epoch 110 | loss: 0.000609627 | val_loss: 0.000596389 | Time: 15900.6 ms [2020-11-09 22:56:53 main:574] : INFO : Epoch 111 | loss: 0.000587353 | val_loss: 0.000575692 | Time: 15542.4 ms [2020-11-09 22:57:09 main:574] : INFO : Epoch 112 | loss: 0.00056496 | val_loss: 0.000556217 | Time: 15569.1 ms [2020-11-09 22:57:24 main:574] : INFO : Epoch 113 | loss: 0.000544677 | val_loss: 0.000537215 | Time: 15606.7 ms [2020-11-09 22:57:40 main:574] : INFO : Epoch 114 | loss: 0.000524912 | val_loss: 0.00051268 | Time: 15829.7 ms [2020-11-09 22:57:56 main:574] : INFO : Epoch 115 | loss: 0.000504683 | val_loss: 0.000497936 | Time: 15713.1 ms [2020-11-09 22:58:12 main:574] : INFO : Epoch 116 | loss: 0.0004888 | val_loss: 0.000482331 | Time: 15712.6 ms [2020-11-09 22:58:27 main:574] : INFO : Epoch 117 | loss: 0.000470261 | val_loss: 0.000464553 | Time: 15691.5 ms [2020-11-09 22:58:43 main:574] : INFO : Epoch 118 | loss: 0.000453727 | val_loss: 0.000448191 | Time: 15708.5 ms [2020-11-09 22:58:59 main:574] : INFO : Epoch 119 | loss: 0.000438297 | val_loss: 0.000433687 | Time: 15833 ms [2020-11-09 22:59:15 main:574] : INFO : Epoch 120 | loss: 0.000423329 | val_loss: 0.000415341 | Time: 15849 ms [2020-11-09 22:59:31 main:574] : INFO : Epoch 121 | loss: 0.000409167 | val_loss: 0.000404019 | Time: 15809.1 ms [2020-11-09 22:59:46 main:574] : INFO : Epoch 122 | loss: 0.000394464 | val_loss: 0.000387476 | Time: 15664.6 ms [2020-11-09 23:00:02 main:574] : INFO : Epoch 123 | loss: 0.000382507 | val_loss: 0.000378201 | Time: 15758.4 ms [2020-11-09 23:00:18 main:574] : INFO : Epoch 124 | loss: 0.000369371 | val_loss: 0.000361883 | Time: 15544.4 ms [2020-11-09 23:00:33 main:574] : INFO : Epoch 125 | loss: 0.000357586 | val_loss: 0.000351523 | Time: 15584.3 ms [2020-11-09 23:00:49 main:574] : INFO : Epoch 126 | loss: 0.000345514 | val_loss: 0.000342616 | Time: 15806.3 ms [2020-11-09 23:01:05 main:574] : INFO : Epoch 127 | loss: 0.000334931 | val_loss: 0.000332735 | Time: 15582.2 ms [2020-11-09 23:01:21 main:574] : INFO : Epoch 128 | loss: 0.00032549 | val_loss: 0.000320822 | Time: 15798.9 ms [2020-11-09 23:01:37 main:574] : INFO : Epoch 129 | loss: 0.000315489 | val_loss: 0.000311085 | Time: 15768.1 ms [2020-11-09 23:01:52 main:574] : INFO : Epoch 130 | loss: 0.000305926 | val_loss: 0.000303957 | Time: 15685.5 ms [2020-11-09 23:02:08 main:574] : INFO : Epoch 131 | loss: 0.000297112 | val_loss: 0.000293788 | Time: 15792.1 ms [2020-11-09 23:02:24 main:574] : INFO : Epoch 132 | loss: 0.00028924 | val_loss: 0.000285494 | Time: 15762.3 ms [2020-11-09 23:02:40 main:574] : INFO : Epoch 133 | loss: 0.000279905 | val_loss: 0.000277093 | Time: 15679.8 ms [2020-11-09 23:02:56 main:574] : INFO : Epoch 134 | loss: 0.000272308 | val_loss: 0.000272481 | Time: 15931.1 ms [2020-11-09 23:03:11 main:574] : INFO : Epoch 135 | loss: 0.000265232 | val_loss: 0.000264056 | Time: 15751.8 ms [2020-11-09 23:03:27 main:574] : INFO : Epoch 136 | loss: 0.000257869 | val_loss: 0.000255565 | Time: 15820.5 ms [2020-11-09 23:03:43 main:574] : INFO : Epoch 137 | loss: 0.000250791 | val_loss: 0.000248536 | Time: 15696.8 ms [2020-11-09 23:03:59 main:574] : INFO : Epoch 138 | loss: 0.000244985 | val_loss: 0.000243368 | Time: 15851 ms [2020-11-09 23:04:15 main:574] : INFO : Epoch 139 | loss: 0.000238766 | val_loss: 0.000240467 | Time: 15708.5 ms [2020-11-09 23:04:31 main:574] : INFO : Epoch 140 | loss: 0.000232209 | val_loss: 0.000231818 | Time: 15696.2 ms [2020-11-09 23:04:46 main:574] : INFO : Epoch 141 | loss: 0.000227008 | val_loss: 0.000224048 | Time: 15790.1 ms [2020-11-09 23:05:02 main:574] : INFO : Epoch 142 | loss: 0.000220749 | val_loss: 0.000219387 | Time: 15655.5 ms [2020-11-09 23:05:18 main:574] : INFO : Epoch 143 | loss: 0.000216405 | val_loss: 0.000214812 | Time: 15689.8 ms [2020-11-09 23:05:34 main:574] : INFO : Epoch 144 | loss: 0.000210535 | val_loss: 0.000212002 | Time: 15759.1 ms [2020-11-09 23:05:49 main:574] : INFO : Epoch 145 | loss: 0.000205807 | val_loss: 0.00020507 | Time: 15765 ms [2020-11-09 23:06:05 main:574] : INFO : Epoch 146 | loss: 0.000200921 | val_loss: 0.000202219 | Time: 15682.6 ms [2020-11-09 23:06:21 main:574] : INFO : Epoch 147 | loss: 0.000195912 | val_loss: 0.000194407 | Time: 15734.4 ms [2020-11-09 23:06:37 main:574] : INFO : Epoch 148 | loss: 0.000191697 | val_loss: 0.00019091 | Time: 15702.5 ms [2020-11-09 23:06:52 main:574] : INFO : Epoch 149 | loss: 0.00018791 | val_loss: 0.000186114 | Time: 15772.2 ms [2020-11-09 23:07:08 main:574] : INFO : Epoch 150 | loss: 0.000183428 | val_loss: 0.000185642 | Time: 15732.9 ms [2020-11-09 23:07:24 main:574] : INFO : Epoch 151 | loss: 0.000179597 | val_loss: 0.000182442 | Time: 15752.9 ms [2020-11-09 23:07:40 main:574] : INFO : Epoch 152 | loss: 0.000175648 | val_loss: 0.000174699 | Time: 15759.2 ms [2020-11-09 23:07:56 main:574] : INFO : Epoch 153 | loss: 0.000171346 | val_loss: 0.000171696 | Time: 15706.3 ms [2020-11-09 23:08:12 main:574] : INFO : Epoch 154 | loss: 0.000167847 | val_loss: 0.000170704 | Time: 15990.7 ms [2020-11-09 23:08:27 main:574] : INFO : Epoch 155 | loss: 0.000164322 | val_loss: 0.000164673 | Time: 15648.4 ms [2020-11-09 23:08:43 main:574] : INFO : Epoch 156 | loss: 0.000161371 | val_loss: 0.000161566 | Time: 15721.8 ms [2020-11-09 23:08:59 main:574] : INFO : Epoch 157 | loss: 0.00015808 | val_loss: 0.00015938 | Time: 15690.1 ms [2020-11-09 23:09:14 main:574] : INFO : Epoch 158 | loss: 0.000154489 | val_loss: 0.000153753 | Time: 15687.5 ms [2020-11-09 23:09:30 main:574] : INFO : Epoch 159 | loss: 0.000152073 | val_loss: 0.000153323 | Time: 15753.6 ms [2020-11-09 23:09:46 main:574] : INFO : Epoch 160 | loss: 0.000148623 | val_loss: 0.000151125 | Time: 15727.6 ms [2020-11-09 23:10:02 main:574] : INFO : Epoch 161 | loss: 0.000146297 | val_loss: 0.000147214 | Time: 15907.8 ms [2020-11-09 23:10:18 main:574] : INFO : Epoch 162 | loss: 0.000142892 | val_loss: 0.00014401 | Time: 15741.4 ms [2020-11-09 23:10:34 main:574] : INFO : Epoch 163 | loss: 0.000140426 | val_loss: 0.00014116 | Time: 15696.5 ms [2020-11-09 23:10:49 main:574] : INFO : Epoch 164 | loss: 0.000137684 | val_loss: 0.00013861 | Time: 15634.2 ms [2020-11-09 23:11:05 main:574] : INFO : Epoch 165 | loss: 0.000135432 | val_loss: 0.000135621 | Time: 15794 ms [2020-11-09 23:11:21 main:574] : INFO : Epoch 166 | loss: 0.000133209 | val_loss: 0.000133528 | Time: 15744.8 ms [2020-11-09 23:11:37 main:574] : INFO : Epoch 167 | loss: 0.000130303 | val_loss: 0.000131392 | Time: 15763.2 ms [2020-11-09 23:11:52 main:574] : INFO : Epoch 168 | loss: 0.000128015 | val_loss: 0.000128009 | Time: 15630 ms [2020-11-09 23:12:08 main:574] : INFO : Epoch 169 | loss: 0.00012545 | val_loss: 0.000126729 | Time: 15876.3 ms [2020-11-09 23:12:24 main:574] : INFO : Epoch 170 | loss: 0.000123572 | val_loss: 0.000126992 | Time: 15743.7 ms [2020-11-09 23:12:40 main:574] : INFO : Epoch 171 | loss: 0.000122014 | val_loss: 0.000121509 | Time: 15556.5 ms [2020-11-09 23:12:55 main:574] : INFO : Epoch 172 | loss: 0.000119731 | val_loss: 0.00012306 | Time: 15704 ms [2020-11-09 23:13:11 main:574] : INFO : Epoch 173 | loss: 0.000117421 | val_loss: 0.000117475 | Time: 15767.4 ms [2020-11-09 23:13:28 main:574] : INFO : Epoch 174 | loss: 0.000115472 | val_loss: 0.000117014 | Time: 15749.1 ms [2020-11-09 23:13:44 main:574] : INFO : Epoch 175 | loss: 0.000113965 | val_loss: 0.000114888 | Time: 15805.2 ms [2020-11-09 23:14:00 main:574] : INFO : Epoch 176 | loss: 0.000112014 | val_loss: 0.000113529 | Time: 15663.3 ms [2020-11-09 23:14:15 main:574] : INFO : Epoch 177 | loss: 0.00011064 | val_loss: 0.000113208 | Time: 15662.4 ms [2020-11-09 23:14:31 main:574] : INFO : Epoch 178 | loss: 0.00010896 | val_loss: 0.000111025 | Time: 15862 ms [2020-11-09 23:14:47 main:574] : INFO : Epoch 179 | loss: 0.000107098 | val_loss: 0.000109092 | Time: 15880.2 ms [2020-11-09 23:15:03 main:574] : INFO : Epoch 180 | loss: 0.000105273 | val_loss: 0.000107428 | Time: 15726.7 ms [2020-11-09 23:15:19 main:574] : INFO : Epoch 181 | loss: 0.000103927 | val_loss: 0.000105337 | Time: 15711.9 ms [2020-11-09 23:15:35 main:574] : INFO : Epoch 182 | loss: 0.000102414 | val_loss: 0.000103958 | Time: 16029.4 ms [2020-11-09 23:15:51 main:574] : INFO : Epoch 183 | loss: 0.000101334 | val_loss: 0.000103363 | Time: 15917.4 ms [2020-11-09 23:16:07 main:574] : INFO : Epoch 184 | loss: 9.93632e-05 | val_loss: 0.000101713 | Time: 15788.3 ms [2020-11-09 23:16:22 main:574] : INFO : Epoch 185 | loss: 9.78911e-05 | val_loss: 0.00010101 | Time: 15783.8 ms [2020-11-09 23:16:38 main:574] : INFO : Epoch 186 | loss: 9.7001e-05 | val_loss: 9.97563e-05 | Time: 15649.7 ms [2020-11-09 23:16:54 main:574] : INFO : Epoch 187 | loss: 9.50549e-05 | val_loss: 9.75119e-05 | Time: 15614.7 ms [2020-11-09 23:17:09 main:574] : INFO : Epoch 188 | loss: 9.42534e-05 | val_loss: 9.67822e-05 | Time: 15692.5 ms [2020-11-09 23:17:25 main:574] : INFO : Epoch 189 | loss: 9.29197e-05 | val_loss: 9.73076e-05 | Time: 15611 ms [2020-11-09 23:17:41 main:574] : INFO : Epoch 190 | loss: 9.16716e-05 | val_loss: 9.50805e-05 | Time: 15670.8 ms [2020-11-09 23:17:57 main:574] : INFO : Epoch 191 | loss: 9.06452e-05 | val_loss: 9.3882e-05 | Time: 15689.9 ms [2020-11-09 23:18:12 main:574] : INFO : Epoch 192 | loss: 8.92185e-05 | val_loss: 9.2229e-05 | Time: 15732.9 ms [2020-11-09 23:18:12 main:597] : INFO : Saving trained model to model-final.pt, val_loss 9.2229e-05 [2020-11-09 23:18:12 main:603] : INFO : Saving end state to config to file [2020-11-09 23:18:12 main:608] : INFO : Success, exiting.. 23:18:13 (5636): 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)