Task 2824978
| Name | rand_automata_0015-1604983198-28775-0_2 |
| Workunit | 1263701 |
| Created | 10 Nov 2020, 23:31:35 UTC |
| Sent | 10 Nov 2020, 23:43:01 UTC |
| Report deadline | 11 Nov 2020, 22:13:01 UTC |
| Received | 11 Nov 2020, 6:23:47 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3241 |
| Run time | 28 min 50 sec |
| CPU time | 28 min 25 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 9,068.06 GFLOPS |
| Application version | Machine Learning Dataset Generator (test) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.41 GB |
| Peak swap size | 3.01 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 2070 SUPER) [2020-11-10 21:54:48 main:435] : INFO : Set logging level to 1 [2020-11-10 21:54:48 main:441] : INFO : Running in BOINC Client mode [2020-11-10 21:54:48 main:444] : INFO : Resolving all filenames [2020-11-10 21:54:48 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-train-val-dataset.hdf5 (exists = 1) [2020-11-10 21:54:48 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-1604983198-28775-0_2_r153430650_1 (exists = 0) [2020-11-10 21:54:48 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-1604983198-28775-0_2_r153430650_0 (exists = 0) [2020-11-10 21:54:48 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-10 21:54:48 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-10 21:54:48 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-train-val-dataset.hdf5 [2020-11-10 21:54:48 main:474] : INFO : Configuration: [2020-11-10 21:54:48 main:475] : INFO : Model type: LSTM [2020-11-10 21:54:48 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-10 21:54:48 main:477] : INFO : Max Epochs: 192 [2020-11-10 21:54:48 main:478] : INFO : Batch Size: 32 [2020-11-10 21:54:48 main:479] : INFO : Learning Rate: 0.001 [2020-11-10 21:54:48 main:480] : INFO : Patience: 10 [2020-11-10 21:54:48 main:481] : INFO : Hidden Width: 64 [2020-11-10 21:54:48 main:482] : INFO : # Recurrent Layers: 4 [2020-11-10 21:54:48 main:483] : INFO : # Backend Layers: 2 [2020-11-10 21:54:48 main:484] : INFO : # Threads: 1 [2020-11-10 21:54:48 main:486] : INFO : Preparing Dataset [2020-11-10 21:54:48 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-train-val-dataset.hdf5 into memory [2020-11-10 21:54:48 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-train-val-dataset.hdf5 into memory [2020-11-10 21:54:50 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-10 21:54:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-train-val-dataset.hdf5 into memory [2020-11-10 21:54:50 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0015-train-val-dataset.hdf5 into memory [2020-11-10 21:54:50 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-10 21:54:50 main:494] : INFO : Creating Model [2020-11-10 21:54:50 main:507] : INFO : Preparing config file [2020-11-10 21:54:50 main:519] : INFO : Creating new config file [2020-11-10 21:54:50 main:559] : INFO : Loading DataLoader into Memory [2020-11-10 21:54:50 main:562] : INFO : Starting Training [2020-11-10 21:54:59 main:574] : INFO : Epoch 1 | loss: 0.0660698 | val_loss: 0.0656622 | Time: 8965.39 ms [2020-11-10 21:55:08 main:574] : INFO : Epoch 2 | loss: 0.0652028 | val_loss: 0.0642618 | Time: 8648.17 ms [2020-11-10 21:55:17 main:574] : INFO : Epoch 3 | loss: 0.0624432 | val_loss: 0.0609419 | Time: 8640.77 ms [2020-11-10 21:55:25 main:574] : INFO : Epoch 4 | loss: 0.0592072 | val_loss: 0.0575674 | Time: 8656.13 ms [2020-11-10 21:55:34 main:574] : INFO : Epoch 5 | loss: 0.0561802 | val_loss: 0.0551336 | Time: 8663.01 ms [2020-11-10 21:55:43 main:574] : INFO : Epoch 6 | loss: 0.0542857 | val_loss: 0.0535544 | Time: 8670.17 ms [2020-11-10 21:55:51 main:574] : INFO : Epoch 7 | loss: 0.0527818 | val_loss: 0.0522501 | Time: 8656.64 ms [2020-11-10 21:56:00 main:574] : INFO : Epoch 8 | loss: 0.0514232 | val_loss: 0.0509421 | Time: 8656.44 ms [2020-11-10 21:56:09 main:574] : INFO : Epoch 9 | loss: 0.0501381 | val_loss: 0.0497125 | Time: 8664.39 ms [2020-11-10 21:56:17 main:574] : INFO : Epoch 10 | loss: 0.0490031 | val_loss: 0.0486919 | Time: 8660.73 ms [2020-11-10 21:56:26 main:574] : INFO : Epoch 11 | loss: 0.0477694 | val_loss: 0.0473407 | Time: 8651.06 ms [2020-11-10 21:56:35 main:574] : INFO : Epoch 12 | loss: 0.0465234 | val_loss: 0.0460098 | Time: 8664.51 ms [2020-11-10 21:56:43 main:574] : INFO : Epoch 13 | loss: 0.0451208 | val_loss: 0.0447169 | Time: 8660.22 ms [2020-11-10 21:56:52 main:574] : INFO : Epoch 14 | loss: 0.0435567 | val_loss: 0.0430207 | Time: 8645.37 ms [2020-11-10 21:57:01 main:574] : INFO : Epoch 15 | loss: 0.0417491 | val_loss: 0.041506 | Time: 8656.26 ms [2020-11-10 21:57:09 main:574] : INFO : Epoch 16 | loss: 0.0397303 | val_loss: 0.0393255 | Time: 8659.22 ms [2020-11-10 21:57:18 main:574] : INFO : Epoch 17 | loss: 0.0372094 | val_loss: 0.0366964 | Time: 8660.34 ms [2020-11-10 21:57:27 main:574] : INFO : Epoch 18 | loss: 0.0346165 | val_loss: 0.034202 | Time: 8659.85 ms [2020-11-10 21:57:35 main:574] : INFO : Epoch 19 | loss: 0.0315725 | val_loss: 0.0309998 | Time: 8665.14 ms [2020-11-10 21:57:44 main:574] : INFO : Epoch 20 | loss: 0.0284942 | val_loss: 0.027823 | Time: 8651.16 ms [2020-11-10 21:57:53 main:574] : INFO : Epoch 21 | loss: 0.0260115 | val_loss: 0.0272776 | Time: 8651.18 ms [2020-11-10 21:58:01 main:574] : INFO : Epoch 22 | loss: 0.0226965 | val_loss: 0.021994 | Time: 8765.35 ms [2020-11-10 21:58:11 main:574] : INFO : Epoch 23 | loss: 0.0265599 | val_loss: 0.0208285 | Time: 9287.05 ms [2020-11-10 21:58:20 main:574] : INFO : Epoch 24 | loss: 0.0235651 | val_loss: 0.017708 | Time: 8877.45 ms [2020-11-10 21:58:28 main:574] : INFO : Epoch 25 | loss: 0.0197739 | val_loss: 0.0159247 | Time: 8858.71 ms [2020-11-10 21:58:37 main:574] : INFO : Epoch 26 | loss: 0.0177818 | val_loss: 0.0166777 | Time: 8857.18 ms [2020-11-10 21:58:46 main:574] : INFO : Epoch 27 | loss: 0.0167942 | val_loss: 0.015454 | Time: 8854.68 ms [2020-11-10 21:58:55 main:574] : INFO : Epoch 28 | loss: 0.0341094 | val_loss: 0.0385222 | Time: 8937.49 ms [2020-11-10 21:59:04 main:574] : INFO : Epoch 29 | loss: 0.020667 | val_loss: 0.0285424 | Time: 8703.6 ms [2020-11-10 21:59:13 main:574] : INFO : Epoch 30 | loss: 0.0151727 | val_loss: 0.0118841 | Time: 8665.16 ms [2020-11-10 21:59:21 main:574] : INFO : Epoch 31 | loss: 0.011333 | val_loss: 0.0108843 | Time: 8667.66 ms [2020-11-10 21:59:30 main:574] : INFO : Epoch 32 | loss: 0.0110224 | val_loss: 0.0107567 | Time: 8650.34 ms [2020-11-10 21:59:39 main:574] : INFO : Epoch 33 | loss: 0.00949985 | val_loss: 0.00950977 | Time: 8657.38 ms [2020-11-10 21:59:47 main:574] : INFO : Epoch 34 | loss: 0.0105763 | val_loss: 0.00921924 | Time: 8665.21 ms [2020-11-10 21:59:56 main:574] : INFO : Epoch 35 | loss: 0.00894265 | val_loss: 0.0106319 | Time: 8656.33 ms [2020-11-10 22:00:05 main:574] : INFO : Epoch 36 | loss: 0.0123026 | val_loss: 0.00995971 | Time: 8652.96 ms [2020-11-10 22:00:13 main:574] : INFO : Epoch 37 | loss: 0.00876075 | val_loss: 0.00955639 | Time: 8651.75 ms [2020-11-10 22:00:22 main:574] : INFO : Epoch 38 | loss: 0.0102667 | val_loss: 0.00863255 | Time: 8659.86 ms [2020-11-10 22:00:31 main:574] : INFO : Epoch 39 | loss: 0.00785232 | val_loss: 0.00778201 | Time: 8655.82 ms [2020-11-10 22:00:39 main:574] : INFO : Epoch 40 | loss: 0.00736381 | val_loss: 0.00744392 | Time: 8647.06 ms [2020-11-10 22:00:48 main:574] : INFO : Epoch 41 | loss: 0.00708841 | val_loss: 0.00723909 | Time: 8661.28 ms [2020-11-10 22:00:57 main:574] : INFO : Epoch 42 | loss: 0.00685705 | val_loss: 0.00696477 | Time: 8667.14 ms [2020-11-10 22:01:05 main:574] : INFO : Epoch 43 | loss: 0.00665467 | val_loss: 0.00672318 | Time: 8660.55 ms [2020-11-10 22:01:14 main:574] : INFO : Epoch 44 | loss: 0.00667121 | val_loss: 0.00654049 | Time: 8651.31 ms [2020-11-10 22:01:23 main:574] : INFO : Epoch 45 | loss: 0.00626346 | val_loss: 0.006311 | Time: 8670.13 ms [2020-11-10 22:01:31 main:574] : INFO : Epoch 46 | loss: 0.00606292 | val_loss: 0.00610734 | Time: 8837.39 ms [2020-11-10 22:01:41 main:574] : INFO : Epoch 47 | loss: 0.00588909 | val_loss: 0.00591902 | Time: 9602.79 ms [2020-11-10 22:01:50 main:574] : INFO : Epoch 48 | loss: 0.00570538 | val_loss: 0.00572448 | Time: 9000.68 ms [2020-11-10 22:01:59 main:574] : INFO : Epoch 49 | loss: 0.00552708 | val_loss: 0.00554556 | Time: 9226.97 ms [2020-11-10 22:02:08 main:574] : INFO : Epoch 50 | loss: 0.00536013 | val_loss: 0.00537367 | Time: 8682.64 ms [2020-11-10 22:02:17 main:574] : INFO : Epoch 51 | loss: 0.0051881 | val_loss: 0.00520402 | Time: 8736.64 ms [2020-11-10 22:02:25 main:574] : INFO : Epoch 52 | loss: 0.00503018 | val_loss: 0.00503813 | Time: 8721.12 ms [2020-11-10 22:02:34 main:574] : INFO : Epoch 53 | loss: 0.0048654 | val_loss: 0.0048896 | Time: 8751.8 ms [2020-11-10 22:02:43 main:574] : INFO : Epoch 54 | loss: 0.0047056 | val_loss: 0.00472175 | Time: 8744.23 ms [2020-11-10 22:02:52 main:574] : INFO : Epoch 55 | loss: 0.00455171 | val_loss: 0.00456547 | Time: 8720.47 ms [2020-11-10 22:03:00 main:574] : INFO : Epoch 56 | loss: 0.00440078 | val_loss: 0.00441743 | Time: 8714.33 ms [2020-11-10 22:03:09 main:574] : INFO : Epoch 57 | loss: 0.00425435 | val_loss: 0.00426101 | Time: 8701.08 ms [2020-11-10 22:03:19 main:574] : INFO : Epoch 58 | loss: 0.0041102 | val_loss: 0.00411936 | Time: 9717.97 ms [2020-11-10 22:03:29 main:574] : INFO : Epoch 59 | loss: 0.00396632 | val_loss: 0.00396402 | Time: 10638.9 ms [2020-11-10 22:03:39 main:574] : INFO : Epoch 60 | loss: 0.00383145 | val_loss: 0.00382329 | Time: 9750.22 ms [2020-11-10 22:03:49 main:574] : INFO : Epoch 61 | loss: 0.00369382 | val_loss: 0.00368313 | Time: 9643.17 ms [2020-11-10 22:03:59 main:574] : INFO : Epoch 62 | loss: 0.00356112 | val_loss: 0.00355315 | Time: 10020.1 ms [2020-11-10 22:04:09 main:574] : INFO : Epoch 63 | loss: 0.00343118 | val_loss: 0.00342619 | Time: 10142.7 ms [2020-11-10 22:04:19 main:574] : INFO : Epoch 64 | loss: 0.00330679 | val_loss: 0.00329722 | Time: 10149.9 ms [2020-11-10 22:04:30 main:574] : INFO : Epoch 65 | loss: 0.00318373 | val_loss: 0.00317176 | Time: 10950.4 ms [2020-11-10 22:04:42 main:574] : INFO : Epoch 66 | loss: 0.00306253 | val_loss: 0.00305193 | Time: 11464.8 ms [2020-11-10 22:04:53 main:574] : INFO : Epoch 67 | loss: 0.00294842 | val_loss: 0.00293556 | Time: 11354.7 ms [2020-11-10 22:05:05 main:574] : INFO : Epoch 68 | loss: 0.00283501 | val_loss: 0.00282384 | Time: 11678.3 ms [2020-11-10 22:05:16 main:574] : INFO : Epoch 69 | loss: 0.0027248 | val_loss: 0.00271267 | Time: 11174.2 ms [2020-11-10 22:05:26 main:574] : INFO : Epoch 70 | loss: 0.00261756 | val_loss: 0.00260633 | Time: 10002.6 ms [2020-11-10 22:05:35 main:574] : INFO : Epoch 71 | loss: 0.00251477 | val_loss: 0.0025052 | Time: 8747.29 ms [2020-11-10 22:05:43 main:574] : INFO : Epoch 72 | loss: 0.00242254 | val_loss: 0.00240309 | Time: 8672.05 ms [2020-11-10 22:05:52 main:574] : INFO : Epoch 73 | loss: 0.00231888 | val_loss: 0.00230682 | Time: 8687.03 ms [2020-11-10 22:06:01 main:574] : INFO : Epoch 74 | loss: 0.00222604 | val_loss: 0.0022151 | Time: 8677.04 ms [2020-11-10 22:06:09 main:574] : INFO : Epoch 75 | loss: 0.00213674 | val_loss: 0.00212482 | Time: 8672.48 ms [2020-11-10 22:06:18 main:574] : INFO : Epoch 76 | loss: 0.00204915 | val_loss: 0.00204148 | Time: 8781.97 ms [2020-11-10 22:06:28 main:574] : INFO : Epoch 77 | loss: 0.00196554 | val_loss: 0.00195451 | Time: 9445.63 ms [2020-11-10 22:06:37 main:574] : INFO : Epoch 78 | loss: 0.00188566 | val_loss: 0.00187372 | Time: 9607.11 ms [2020-11-10 22:06:48 main:574] : INFO : Epoch 79 | loss: 0.0018066 | val_loss: 0.00179649 | Time: 10582.8 ms [2020-11-10 22:06:58 main:574] : INFO : Epoch 80 | loss: 0.00173132 | val_loss: 0.00172113 | Time: 9776.97 ms [2020-11-10 22:07:07 main:574] : INFO : Epoch 81 | loss: 0.00165837 | val_loss: 0.00164587 | Time: 9731.18 ms [2020-11-10 22:07:18 main:574] : INFO : Epoch 82 | loss: 0.00158931 | val_loss: 0.00158104 | Time: 10321.8 ms [2020-11-10 22:07:27 main:574] : INFO : Epoch 83 | loss: 0.00152231 | val_loss: 0.00151083 | Time: 9554.06 ms [2020-11-10 22:07:38 main:574] : INFO : Epoch 84 | loss: 0.0014576 | val_loss: 0.00144898 | Time: 10263.1 ms [2020-11-10 22:07:48 main:574] : INFO : Epoch 85 | loss: 0.00139601 | val_loss: 0.00138872 | Time: 10915.1 ms [2020-11-10 22:07:59 main:574] : INFO : Epoch 86 | loss: 0.00133608 | val_loss: 0.00132734 | Time: 10743.5 ms [2020-11-10 22:08:09 main:574] : INFO : Epoch 87 | loss: 0.00127891 | val_loss: 0.00127093 | Time: 10239.2 ms [2020-11-10 22:08:19 main:574] : INFO : Epoch 88 | loss: 0.00122456 | val_loss: 0.00121712 | Time: 9766.66 ms [2020-11-10 22:08:29 main:574] : INFO : Epoch 89 | loss: 0.00117225 | val_loss: 0.00116209 | Time: 9907.45 ms [2020-11-10 22:08:39 main:574] : INFO : Epoch 90 | loss: 0.00112079 | val_loss: 0.00111643 | Time: 10212 ms [2020-11-10 22:08:48 main:574] : INFO : Epoch 91 | loss: 0.00107289 | val_loss: 0.00106422 | Time: 8934.59 ms [2020-11-10 22:08:57 main:574] : INFO : Epoch 92 | loss: 0.001027 | val_loss: 0.00102055 | Time: 8721.15 ms [2020-11-10 22:09:06 main:574] : INFO : Epoch 93 | loss: 0.00098229 | val_loss: 0.000974988 | Time: 8693.12 ms [2020-11-10 22:09:14 main:574] : INFO : Epoch 94 | loss: 0.000941638 | val_loss: 0.000936366 | Time: 8663.66 ms [2020-11-10 22:09:23 main:574] : INFO : Epoch 95 | loss: 0.000901944 | val_loss: 0.000894329 | Time: 8660.5 ms [2020-11-10 22:09:32 main:574] : INFO : Epoch 96 | loss: 0.000863666 | val_loss: 0.000856493 | Time: 8706.25 ms [2020-11-10 22:09:41 main:574] : INFO : Epoch 97 | loss: 0.000828557 | val_loss: 0.000822798 | Time: 9045.23 ms [2020-11-10 22:09:50 main:574] : INFO : Epoch 98 | loss: 0.000795131 | val_loss: 0.000792195 | Time: 9154.55 ms [2020-11-10 22:09:59 main:574] : INFO : Epoch 99 | loss: 0.000763556 | val_loss: 0.00075595 | Time: 8789.54 ms [2020-11-10 22:10:08 main:574] : INFO : Epoch 100 | loss: 0.000732297 | val_loss: 0.000727647 | Time: 8654.39 ms [2020-11-10 22:10:16 main:574] : INFO : Epoch 101 | loss: 0.000703825 | val_loss: 0.000700454 | Time: 8663.38 ms [2020-11-10 22:10:25 main:574] : INFO : Epoch 102 | loss: 0.000675367 | val_loss: 0.000672275 | Time: 8664.69 ms [2020-11-10 22:10:34 main:574] : INFO : Epoch 103 | loss: 0.000649517 | val_loss: 0.000643321 | Time: 8672.42 ms [2020-11-10 22:10:42 main:574] : INFO : Epoch 104 | loss: 0.000623681 | val_loss: 0.000620279 | Time: 8663.09 ms [2020-11-10 22:10:51 main:574] : INFO : Epoch 105 | loss: 0.000600137 | val_loss: 0.000596425 | Time: 8660.43 ms [2020-11-10 22:11:00 main:574] : INFO : Epoch 106 | loss: 0.000576398 | val_loss: 0.000573471 | Time: 8660.68 ms [2020-11-10 22:11:08 main:574] : INFO : Epoch 107 | loss: 0.000553904 | val_loss: 0.000550433 | Time: 8661.25 ms [2020-11-10 22:11:17 main:574] : INFO : Epoch 108 | loss: 0.000534057 | val_loss: 0.000532223 | Time: 8657.12 ms [2020-11-10 22:11:26 main:574] : INFO : Epoch 109 | loss: 0.000514043 | val_loss: 0.000512149 | Time: 8654.27 ms [2020-11-10 22:11:34 main:574] : INFO : Epoch 110 | loss: 0.000495251 | val_loss: 0.000492769 | Time: 8658.05 ms [2020-11-10 22:11:43 main:574] : INFO : Epoch 111 | loss: 0.000477664 | val_loss: 0.000476993 | Time: 8655.4 ms [2020-11-10 22:11:52 main:574] : INFO : Epoch 112 | loss: 0.000458717 | val_loss: 0.000460147 | Time: 8659.79 ms [2020-11-10 22:12:00 main:574] : INFO : Epoch 113 | loss: 0.000443277 | val_loss: 0.000441164 | Time: 8666.99 ms [2020-11-10 22:12:09 main:574] : INFO : Epoch 114 | loss: 0.000426926 | val_loss: 0.000426774 | Time: 8660.58 ms [2020-11-10 22:12:18 main:574] : INFO : Epoch 115 | loss: 0.000411626 | val_loss: 0.000411233 | Time: 8657.7 ms [2020-11-10 22:12:26 main:574] : INFO : Epoch 116 | loss: 0.000397353 | val_loss: 0.000398312 | Time: 8674.75 ms [2020-11-10 22:12:35 main:574] : INFO : Epoch 117 | loss: 0.00038379 | val_loss: 0.000383368 | Time: 8715.96 ms [2020-11-10 22:12:45 main:574] : INFO : Epoch 118 | loss: 0.000370885 | val_loss: 0.000369589 | Time: 9525.29 ms [2020-11-10 22:12:53 main:574] : INFO : Epoch 119 | loss: 0.000357921 | val_loss: 0.000358362 | Time: 8936.15 ms [2020-11-10 22:13:02 main:574] : INFO : Epoch 120 | loss: 0.00034651 | val_loss: 0.000344362 | Time: 8791.1 ms [2020-11-10 22:13:11 main:574] : INFO : Epoch 121 | loss: 0.000335667 | val_loss: 0.000334978 | Time: 8775 ms [2020-11-10 22:13:20 main:574] : INFO : Epoch 122 | loss: 0.000324103 | val_loss: 0.000324496 | Time: 8753.64 ms [2020-11-10 22:13:29 main:574] : INFO : Epoch 123 | loss: 0.000314642 | val_loss: 0.000317428 | Time: 8782.03 ms [2020-11-10 22:13:37 main:574] : INFO : Epoch 124 | loss: 0.000305301 | val_loss: 0.000306713 | Time: 8775.34 ms [2020-11-10 22:13:46 main:574] : INFO : Epoch 125 | loss: 0.00029522 | val_loss: 0.000296557 | Time: 8770.09 ms [2020-11-10 22:13:55 main:574] : INFO : Epoch 126 | loss: 0.000286794 | val_loss: 0.000285786 | Time: 8758.59 ms [2020-11-10 22:14:04 main:574] : INFO : Epoch 127 | loss: 0.0002786 | val_loss: 0.000279906 | Time: 8755.38 ms [2020-11-10 22:14:13 main:574] : INFO : Epoch 128 | loss: 0.000270866 | val_loss: 0.000271963 | Time: 8773.57 ms [2020-11-10 22:14:21 main:574] : INFO : Epoch 129 | loss: 0.00026275 | val_loss: 0.00026436 | Time: 8772.87 ms [2020-11-10 22:14:30 main:574] : INFO : Epoch 130 | loss: 0.000255272 | val_loss: 0.000255979 | Time: 8775.86 ms [2020-11-10 22:14:39 main:574] : INFO : Epoch 131 | loss: 0.000248589 | val_loss: 0.000250519 | Time: 8783.73 ms [2020-11-10 22:14:48 main:574] : INFO : Epoch 132 | loss: 0.000242329 | val_loss: 0.000244535 | Time: 8763.13 ms [2020-11-10 22:14:56 main:574] : INFO : Epoch 133 | loss: 0.000236231 | val_loss: 0.000236597 | Time: 8775.29 ms [2020-11-10 22:15:05 main:574] : INFO : Epoch 134 | loss: 0.000230013 | val_loss: 0.000230557 | Time: 8763.81 ms [2020-11-10 22:15:14 main:574] : INFO : Epoch 135 | loss: 0.000224293 | val_loss: 0.000225282 | Time: 8771.92 ms [2020-11-10 22:15:23 main:574] : INFO : Epoch 136 | loss: 0.000218868 | val_loss: 0.000219934 | Time: 8769.19 ms [2020-11-10 22:15:32 main:574] : INFO : Epoch 137 | loss: 0.000212393 | val_loss: 0.000214624 | Time: 8764.72 ms [2020-11-10 22:15:40 main:574] : INFO : Epoch 138 | loss: 0.000207921 | val_loss: 0.000211131 | Time: 8773.46 ms [2020-11-10 22:15:49 main:574] : INFO : Epoch 139 | loss: 0.000204074 | val_loss: 0.000206331 | Time: 8797.93 ms [2020-11-10 22:15:58 main:574] : INFO : Epoch 140 | loss: 0.00019862 | val_loss: 0.000199289 | Time: 8784.43 ms [2020-11-10 22:16:07 main:574] : INFO : Epoch 141 | loss: 0.000194038 | val_loss: 0.000194744 | Time: 8772.87 ms [2020-11-10 22:16:16 main:574] : INFO : Epoch 142 | loss: 0.000189259 | val_loss: 0.000192055 | Time: 8807.58 ms [2020-11-10 22:16:25 main:574] : INFO : Epoch 143 | loss: 0.00018513 | val_loss: 0.000187909 | Time: 8948.16 ms [2020-11-10 22:16:33 main:574] : INFO : Epoch 144 | loss: 0.000181261 | val_loss: 0.000182764 | Time: 8779.65 ms [2020-11-10 22:16:42 main:574] : INFO : Epoch 145 | loss: 0.000178059 | val_loss: 0.000178557 | Time: 8792.92 ms [2020-11-10 22:16:51 main:574] : INFO : Epoch 146 | loss: 0.000174034 | val_loss: 0.000177181 | Time: 8805.94 ms [2020-11-10 22:17:00 main:574] : INFO : Epoch 147 | loss: 0.000170346 | val_loss: 0.000171567 | Time: 8790.67 ms [2020-11-10 22:17:09 main:574] : INFO : Epoch 148 | loss: 0.000166821 | val_loss: 0.000169207 | Time: 8800.5 ms [2020-11-10 22:17:17 main:574] : INFO : Epoch 149 | loss: 0.000163786 | val_loss: 0.000164931 | Time: 8793.54 ms [2020-11-10 22:17:26 main:574] : INFO : Epoch 150 | loss: 0.000160734 | val_loss: 0.000162334 | Time: 8794.83 ms [2020-11-10 22:17:35 main:574] : INFO : Epoch 151 | loss: 0.000157078 | val_loss: 0.000159406 | Time: 8804.28 ms [2020-11-10 22:17:44 main:574] : INFO : Epoch 152 | loss: 0.000154759 | val_loss: 0.000156447 | Time: 8792.52 ms [2020-11-10 22:17:53 main:574] : INFO : Epoch 153 | loss: 0.000151788 | val_loss: 0.000152478 | Time: 8779.19 ms [2020-11-10 22:18:01 main:574] : INFO : Epoch 154 | loss: 0.000149612 | val_loss: 0.000151344 | Time: 8793.15 ms [2020-11-10 22:18:10 main:574] : INFO : Epoch 155 | loss: 0.000146683 | val_loss: 0.000148382 | Time: 8787.5 ms [2020-11-10 22:18:19 main:574] : INFO : Epoch 156 | loss: 0.000144351 | val_loss: 0.000146201 | Time: 8773.84 ms [2020-11-10 22:18:28 main:574] : INFO : Epoch 157 | loss: 0.000141374 | val_loss: 0.000143816 | Time: 8773.1 ms [2020-11-10 22:18:36 main:574] : INFO : Epoch 158 | loss: 0.000139208 | val_loss: 0.000141101 | Time: 8762.6 ms [2020-11-10 22:18:45 main:574] : INFO : Epoch 159 | loss: 0.000136565 | val_loss: 0.000136726 | Time: 8780.5 ms [2020-11-10 22:18:54 main:574] : INFO : Epoch 160 | loss: 0.000134684 | val_loss: 0.000136553 | Time: 8779.85 ms [2020-11-10 22:19:03 main:574] : INFO : Epoch 161 | loss: 0.000132227 | val_loss: 0.000134283 | Time: 8775.28 ms [2020-11-10 22:19:12 main:574] : INFO : Epoch 162 | loss: 0.000129931 | val_loss: 0.000130707 | Time: 8771.19 ms [2020-11-10 22:19:20 main:574] : INFO : Epoch 163 | loss: 0.000128434 | val_loss: 0.000129536 | Time: 8758.64 ms [2020-11-10 22:19:29 main:574] : INFO : Epoch 164 | loss: 0.000126288 | val_loss: 0.000128017 | Time: 8766.55 ms [2020-11-10 22:19:38 main:574] : INFO : Epoch 165 | loss: 0.000123976 | val_loss: 0.000125281 | Time: 8769.59 ms [2020-11-10 22:19:47 main:574] : INFO : Epoch 166 | loss: 0.000122069 | val_loss: 0.000125657 | Time: 8771.9 ms [2020-11-10 22:19:56 main:574] : INFO : Epoch 167 | loss: 0.000120538 | val_loss: 0.000122862 | Time: 8785.34 ms [2020-11-10 22:20:04 main:574] : INFO : Epoch 168 | loss: 0.000119188 | val_loss: 0.000121917 | Time: 8779.56 ms [2020-11-10 22:20:13 main:574] : INFO : Epoch 169 | loss: 0.000117073 | val_loss: 0.00011892 | Time: 8822.51 ms [2020-11-10 22:20:22 main:574] : INFO : Epoch 170 | loss: 0.000115165 | val_loss: 0.000117351 | Time: 8774.21 ms [2020-11-10 22:20:31 main:574] : INFO : Epoch 171 | loss: 0.00011406 | val_loss: 0.000115629 | Time: 8791.54 ms [2020-11-10 22:20:40 main:574] : INFO : Epoch 172 | loss: 0.000112172 | val_loss: 0.000113577 | Time: 8792.14 ms [2020-11-10 22:20:48 main:574] : INFO : Epoch 173 | loss: 0.000110547 | val_loss: 0.000112076 | Time: 8783.47 ms [2020-11-10 22:20:57 main:574] : INFO : Epoch 174 | loss: 0.000109222 | val_loss: 0.000112162 | Time: 8791.1 ms [2020-11-10 22:21:06 main:574] : INFO : Epoch 175 | loss: 0.000107885 | val_loss: 0.000110039 | Time: 8786.45 ms [2020-11-10 22:21:15 main:574] : INFO : Epoch 176 | loss: 0.000106495 | val_loss: 0.000108117 | Time: 8789.81 ms [2020-11-10 22:21:24 main:574] : INFO : Epoch 177 | loss: 0.000105049 | val_loss: 0.000105791 | Time: 8780.78 ms [2020-11-10 22:21:32 main:574] : INFO : Epoch 178 | loss: 0.000103684 | val_loss: 0.000105352 | Time: 8796.78 ms [2020-11-10 22:21:41 main:574] : INFO : Epoch 179 | loss: 0.000102458 | val_loss: 0.000103718 | Time: 8800.64 ms [2020-11-10 22:21:50 main:574] : INFO : Epoch 180 | loss: 0.000101237 | val_loss: 0.000102867 | Time: 8799.22 ms [2020-11-10 22:21:59 main:574] : INFO : Epoch 181 | loss: 0.000100097 | val_loss: 0.000100794 | Time: 8801.8 ms [2020-11-10 22:22:08 main:574] : INFO : Epoch 182 | loss: 9.84374e-05 | val_loss: 0.000100888 | Time: 8802.11 ms [2020-11-10 22:22:16 main:574] : INFO : Epoch 183 | loss: 9.761e-05 | val_loss: 9.96221e-05 | Time: 8785.02 ms [2020-11-10 22:22:25 main:574] : INFO : Epoch 184 | loss: 9.65044e-05 | val_loss: 9.76255e-05 | Time: 8801.14 ms [2020-11-10 22:22:34 main:574] : INFO : Epoch 185 | loss: 9.53322e-05 | val_loss: 9.8081e-05 | Time: 8789.46 ms [2020-11-10 22:22:43 main:574] : INFO : Epoch 186 | loss: 9.39513e-05 | val_loss: 9.6264e-05 | Time: 8800.26 ms [2020-11-10 22:22:52 main:574] : INFO : Epoch 187 | loss: 9.2956e-05 | val_loss: 9.49784e-05 | Time: 8805.94 ms [2020-11-10 22:23:00 main:574] : INFO : Epoch 188 | loss: 9.21431e-05 | val_loss: 9.55881e-05 | Time: 8797 ms [2020-11-10 22:23:09 main:574] : INFO : Epoch 189 | loss: 9.1025e-05 | val_loss: 9.38267e-05 | Time: 8786.81 ms [2020-11-10 22:23:18 main:574] : INFO : Epoch 190 | loss: 9.03539e-05 | val_loss: 9.06568e-05 | Time: 8790.44 ms [2020-11-10 22:23:27 main:574] : INFO : Epoch 191 | loss: 8.91075e-05 | val_loss: 9.10569e-05 | Time: 8795.69 ms [2020-11-10 22:23:36 main:574] : INFO : Epoch 192 | loss: 8.81163e-05 | val_loss: 9.14884e-05 | Time: 8793.14 ms [2020-11-10 22:23:36 main:597] : INFO : Saving trained model to model-final.pt, val_loss 9.14884e-05 [2020-11-10 22:23:36 main:603] : INFO : Saving end state to config to file [2020-11-10 22:23:36 main:608] : INFO : Success, exiting.. 22:23:36 (16472): 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)