Task 2868234
| Name | rand_automata_0000-1605109694-16369-0_1 |
| Workunit | 1293830 |
| Created | 11 Nov 2020, 15:48:15 UTC |
| Sent | 11 Nov 2020, 21:54:27 UTC |
| Report deadline | 19 Nov 2020, 21:54:27 UTC |
| Received | 12 Nov 2020, 7:11:22 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 4439 |
| Run time | 49 min 32 sec |
| CPU time | 49 min 22 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 1,476.13 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.42 GB |
| Peak swap size | 2.53 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 GTX 750 Ti) [2020-11-12 01:21:33 main:435] : INFO : Set logging level to 1 [2020-11-12 01:21:33 main:441] : INFO : Running in BOINC Client mode [2020-11-12 01:21:33 main:444] : INFO : Resolving all filenames [2020-11-12 01:21:33 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 (exists = 1) [2020-11-12 01:21:33 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-1605109694-16369-0_1_r1661516722_1 (exists = 0) [2020-11-12 01:21:33 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-1605109694-16369-0_1_r1661516722_0 (exists = 0) [2020-11-12 01:21:33 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-12 01:21:33 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-12 01:21:33 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0000-train-val-dataset.hdf5 [2020-11-12 01:21:33 main:474] : INFO : Configuration: [2020-11-12 01:21:33 main:475] : INFO : Model type: LSTM [2020-11-12 01:21:33 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-12 01:21:33 main:477] : INFO : Max Epochs: 192 [2020-11-12 01:21:33 main:478] : INFO : Batch Size: 32 [2020-11-12 01:21:33 main:479] : INFO : Learning Rate: 0.001 [2020-11-12 01:21:33 main:480] : INFO : Patience: 10 [2020-11-12 01:21:33 main:481] : INFO : Hidden Width: 64 [2020-11-12 01:21:33 main:482] : INFO : # Recurrent Layers: 4 [2020-11-12 01:21:33 main:483] : INFO : # Backend Layers: 2 [2020-11-12 01:21:33 main:484] : INFO : # Threads: 1 [2020-11-12 01:21:33 main:486] : INFO : Preparing Dataset [2020-11-12 01:21:33 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 [2020-11-12 01:21:34 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 [2020-11-12 01:21:35 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-12 01:21:35 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 [2020-11-12 01:21:35 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 [2020-11-12 01:21:35 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-12 01:21:35 main:494] : INFO : Creating Model [2020-11-12 01:21:35 main:507] : INFO : Preparing config file [2020-11-12 01:21:35 main:519] : INFO : Creating new config file [2020-11-12 01:21:36 main:559] : INFO : Loading DataLoader into Memory [2020-11-12 01:21:36 main:562] : INFO : Starting Training [2020-11-12 01:21:51 main:574] : INFO : Epoch 1 | loss: 0.0667046 | val_loss: 0.0658911 | Time: 15651.6 ms [2020-11-12 01:22:07 main:574] : INFO : Epoch 2 | loss: 0.0658689 | val_loss: 0.0658193 | Time: 15444.5 ms [2020-11-12 01:22:22 main:574] : INFO : Epoch 3 | loss: 0.0644575 | val_loss: 0.0632278 | Time: 15437.5 ms [2020-11-12 01:22:38 main:574] : INFO : Epoch 4 | loss: 0.0617865 | val_loss: 0.0604862 | Time: 15446.3 ms [2020-11-12 01:22:53 main:574] : INFO : Epoch 5 | loss: 0.0593315 | val_loss: 0.0583593 | Time: 15421.4 ms [2020-11-12 01:23:09 main:574] : INFO : Epoch 6 | loss: 0.0574764 | val_loss: 0.0568129 | Time: 15404.1 ms [2020-11-12 01:23:24 main:574] : INFO : Epoch 7 | loss: 0.0561182 | val_loss: 0.0556732 | Time: 15397.1 ms [2020-11-12 01:23:39 main:574] : INFO : Epoch 8 | loss: 0.0550327 | val_loss: 0.0546343 | Time: 15414.7 ms [2020-11-12 01:23:55 main:574] : INFO : Epoch 9 | loss: 0.0540728 | val_loss: 0.0538786 | Time: 15405.1 ms [2020-11-12 01:24:10 main:574] : INFO : Epoch 10 | loss: 0.0531708 | val_loss: 0.0530459 | Time: 15414.4 ms [2020-11-12 01:24:26 main:574] : INFO : Epoch 11 | loss: 0.052256 | val_loss: 0.0521844 | Time: 15418.6 ms [2020-11-12 01:24:41 main:574] : INFO : Epoch 12 | loss: 0.0512951 | val_loss: 0.051196 | Time: 15423.3 ms [2020-11-12 01:24:57 main:574] : INFO : Epoch 13 | loss: 0.0502444 | val_loss: 0.0501345 | Time: 15420.5 ms [2020-11-12 01:25:12 main:574] : INFO : Epoch 14 | loss: 0.0489529 | val_loss: 0.0487079 | Time: 15394.2 ms [2020-11-12 01:25:27 main:574] : INFO : Epoch 15 | loss: 0.0474557 | val_loss: 0.0475006 | Time: 15424.9 ms [2020-11-12 01:25:43 main:574] : INFO : Epoch 16 | loss: 0.0457298 | val_loss: 0.0455529 | Time: 15396.6 ms [2020-11-12 01:25:58 main:574] : INFO : Epoch 17 | loss: 0.0437719 | val_loss: 0.0441086 | Time: 15423.5 ms [2020-11-12 01:26:14 main:574] : INFO : Epoch 18 | loss: 0.0414106 | val_loss: 0.0412428 | Time: 15393 ms [2020-11-12 01:26:29 main:574] : INFO : Epoch 19 | loss: 0.0386726 | val_loss: 0.0386832 | Time: 15422.2 ms [2020-11-12 01:26:45 main:574] : INFO : Epoch 20 | loss: 0.0356346 | val_loss: 0.0360411 | Time: 15464.7 ms [2020-11-12 01:27:00 main:574] : INFO : Epoch 21 | loss: 0.0322191 | val_loss: 0.0324244 | Time: 15435.6 ms [2020-11-12 01:27:16 main:574] : INFO : Epoch 22 | loss: 0.0293021 | val_loss: 0.0281969 | Time: 15420.1 ms [2020-11-12 01:27:31 main:574] : INFO : Epoch 23 | loss: 0.026283 | val_loss: 0.0239745 | Time: 15413 ms [2020-11-12 01:27:46 main:574] : INFO : Epoch 24 | loss: 0.0241326 | val_loss: 0.0238861 | Time: 15430.1 ms [2020-11-12 01:28:02 main:574] : INFO : Epoch 25 | loss: 0.0245065 | val_loss: 0.019561 | Time: 15425.6 ms [2020-11-12 01:28:17 main:574] : INFO : Epoch 26 | loss: 0.0184171 | val_loss: 0.018237 | Time: 15418.2 ms [2020-11-12 01:28:33 main:574] : INFO : Epoch 27 | loss: 0.0223054 | val_loss: 0.0292894 | Time: 15462.3 ms [2020-11-12 01:28:48 main:574] : INFO : Epoch 28 | loss: 0.0186743 | val_loss: 0.0166077 | Time: 15461.7 ms [2020-11-12 01:29:04 main:574] : INFO : Epoch 29 | loss: 0.0132015 | val_loss: 0.0142178 | Time: 15410.3 ms [2020-11-12 01:29:19 main:574] : INFO : Epoch 30 | loss: 0.0368281 | val_loss: 0.0232034 | Time: 15485.9 ms [2020-11-12 01:29:35 main:574] : INFO : Epoch 31 | loss: 0.0144168 | val_loss: 0.0126255 | Time: 15414.6 ms [2020-11-12 01:29:50 main:574] : INFO : Epoch 32 | loss: 0.0111537 | val_loss: 0.0106428 | Time: 15415 ms [2020-11-12 01:30:05 main:574] : INFO : Epoch 33 | loss: 0.0199787 | val_loss: 0.0165191 | Time: 15409.7 ms [2020-11-12 01:30:21 main:574] : INFO : Epoch 34 | loss: 0.0142114 | val_loss: 0.0109236 | Time: 15387.6 ms [2020-11-12 01:30:36 main:574] : INFO : Epoch 35 | loss: 0.00975714 | val_loss: 0.00933214 | Time: 15449.8 ms [2020-11-12 01:30:52 main:574] : INFO : Epoch 36 | loss: 0.00892986 | val_loss: 0.00908441 | Time: 15415 ms [2020-11-12 01:31:07 main:574] : INFO : Epoch 37 | loss: 0.00840071 | val_loss: 0.0083228 | Time: 15424.9 ms [2020-11-12 01:31:23 main:574] : INFO : Epoch 38 | loss: 0.00792124 | val_loss: 0.00797852 | Time: 15396.1 ms [2020-11-12 01:31:38 main:574] : INFO : Epoch 39 | loss: 0.00776612 | val_loss: 0.00880797 | Time: 15432.2 ms [2020-11-12 01:31:53 main:574] : INFO : Epoch 40 | loss: 0.00753513 | val_loss: 0.00741435 | Time: 15465.9 ms [2020-11-12 01:32:09 main:574] : INFO : Epoch 41 | loss: 0.00708926 | val_loss: 0.0071581 | Time: 15443.7 ms [2020-11-12 01:32:24 main:574] : INFO : Epoch 42 | loss: 0.00682978 | val_loss: 0.00690751 | Time: 15408.7 ms [2020-11-12 01:32:40 main:574] : INFO : Epoch 43 | loss: 0.00659901 | val_loss: 0.00663836 | Time: 15427.6 ms [2020-11-12 01:32:55 main:574] : INFO : Epoch 44 | loss: 0.00636151 | val_loss: 0.00640236 | Time: 15480.4 ms [2020-11-12 01:33:11 main:574] : INFO : Epoch 45 | loss: 0.0154352 | val_loss: 0.0376942 | Time: 15442.1 ms [2020-11-12 01:33:26 main:574] : INFO : Epoch 46 | loss: 0.0150695 | val_loss: 0.00953462 | Time: 15423.9 ms [2020-11-12 01:33:42 main:574] : INFO : Epoch 47 | loss: 0.00731187 | val_loss: 0.00682406 | Time: 15453 ms [2020-11-12 01:33:57 main:574] : INFO : Epoch 48 | loss: 0.00636361 | val_loss: 0.0063426 | Time: 15400 ms [2020-11-12 01:34:13 main:574] : INFO : Epoch 49 | loss: 0.00600173 | val_loss: 0.00597678 | Time: 15438.5 ms [2020-11-12 01:34:28 main:574] : INFO : Epoch 50 | loss: 0.00573795 | val_loss: 0.00572127 | Time: 15414.2 ms [2020-11-12 01:34:43 main:574] : INFO : Epoch 51 | loss: 0.00552345 | val_loss: 0.00547694 | Time: 15460.8 ms [2020-11-12 01:34:59 main:574] : INFO : Epoch 52 | loss: 0.00533369 | val_loss: 0.00528537 | Time: 15428 ms [2020-11-12 01:35:14 main:574] : INFO : Epoch 53 | loss: 0.0051591 | val_loss: 0.00511574 | Time: 15423.6 ms [2020-11-12 01:35:30 main:574] : INFO : Epoch 54 | loss: 0.00499458 | val_loss: 0.00495054 | Time: 15434.8 ms [2020-11-12 01:35:45 main:574] : INFO : Epoch 55 | loss: 0.00483789 | val_loss: 0.00479006 | Time: 15420.5 ms [2020-11-12 01:36:01 main:574] : INFO : Epoch 56 | loss: 0.00468561 | val_loss: 0.0046354 | Time: 15420.8 ms [2020-11-12 01:36:16 main:574] : INFO : Epoch 57 | loss: 0.00453609 | val_loss: 0.00448811 | Time: 15436.3 ms [2020-11-12 01:36:32 main:574] : INFO : Epoch 58 | loss: 0.00439208 | val_loss: 0.00433691 | Time: 15458.7 ms [2020-11-12 01:36:47 main:574] : INFO : Epoch 59 | loss: 0.00425011 | val_loss: 0.00419394 | Time: 15428.6 ms [2020-11-12 01:37:02 main:574] : INFO : Epoch 60 | loss: 0.00411077 | val_loss: 0.00405828 | Time: 15431.5 ms [2020-11-12 01:37:18 main:574] : INFO : Epoch 61 | loss: 0.00397451 | val_loss: 0.00391748 | Time: 15404.6 ms [2020-11-12 01:37:33 main:574] : INFO : Epoch 62 | loss: 0.0038407 | val_loss: 0.00378525 | Time: 15411.7 ms [2020-11-12 01:37:49 main:574] : INFO : Epoch 63 | loss: 0.00370834 | val_loss: 0.00364969 | Time: 15421.9 ms [2020-11-12 01:38:04 main:574] : INFO : Epoch 64 | loss: 0.00357868 | val_loss: 0.00352076 | Time: 15437.1 ms [2020-11-12 01:38:20 main:574] : INFO : Epoch 65 | loss: 0.00345271 | val_loss: 0.00339481 | Time: 15425.1 ms [2020-11-12 01:38:35 main:574] : INFO : Epoch 66 | loss: 0.00332793 | val_loss: 0.00326703 | Time: 15422.1 ms [2020-11-12 01:38:50 main:574] : INFO : Epoch 67 | loss: 0.00320548 | val_loss: 0.00314715 | Time: 15427.9 ms [2020-11-12 01:39:06 main:574] : INFO : Epoch 68 | loss: 0.00308716 | val_loss: 0.00303347 | Time: 15441.6 ms [2020-11-12 01:39:21 main:574] : INFO : Epoch 69 | loss: 0.00297034 | val_loss: 0.00291516 | Time: 15433.8 ms [2020-11-12 01:39:37 main:574] : INFO : Epoch 70 | loss: 0.00285645 | val_loss: 0.00280313 | Time: 15418.9 ms [2020-11-12 01:39:52 main:574] : INFO : Epoch 71 | loss: 0.00274504 | val_loss: 0.00269619 | Time: 15443.2 ms [2020-11-12 01:40:08 main:574] : INFO : Epoch 72 | loss: 0.00263779 | val_loss: 0.00258502 | Time: 15428.3 ms [2020-11-12 01:40:23 main:574] : INFO : Epoch 73 | loss: 0.00253297 | val_loss: 0.00248303 | Time: 15474.8 ms [2020-11-12 01:40:39 main:574] : INFO : Epoch 74 | loss: 0.00243098 | val_loss: 0.0023831 | Time: 15442.5 ms [2020-11-12 01:40:54 main:574] : INFO : Epoch 75 | loss: 0.0023321 | val_loss: 0.00228503 | Time: 15428.4 ms [2020-11-12 01:41:10 main:574] : INFO : Epoch 76 | loss: 0.00223702 | val_loss: 0.00218986 | Time: 15450.8 ms [2020-11-12 01:41:25 main:574] : INFO : Epoch 77 | loss: 0.00214456 | val_loss: 0.00210329 | Time: 15424.7 ms [2020-11-12 01:41:40 main:574] : INFO : Epoch 78 | loss: 0.00205458 | val_loss: 0.00201149 | Time: 15452.4 ms [2020-11-12 01:41:56 main:574] : INFO : Epoch 79 | loss: 0.00196758 | val_loss: 0.00192889 | Time: 15450.2 ms [2020-11-12 01:42:11 main:574] : INFO : Epoch 80 | loss: 0.00188366 | val_loss: 0.00184478 | Time: 15419.9 ms [2020-11-12 01:42:27 main:574] : INFO : Epoch 81 | loss: 0.00180263 | val_loss: 0.0017684 | Time: 15431.7 ms [2020-11-12 01:42:42 main:574] : INFO : Epoch 82 | loss: 0.00172453 | val_loss: 0.00169165 | Time: 15438.3 ms [2020-11-12 01:42:58 main:574] : INFO : Epoch 83 | loss: 0.00164853 | val_loss: 0.00161452 | Time: 15446.1 ms [2020-11-12 01:43:13 main:574] : INFO : Epoch 84 | loss: 0.00157583 | val_loss: 0.00154832 | Time: 15434.9 ms [2020-11-12 01:43:29 main:574] : INFO : Epoch 85 | loss: 0.00150517 | val_loss: 0.00147428 | Time: 15414.8 ms [2020-11-12 01:43:44 main:574] : INFO : Epoch 86 | loss: 0.00143764 | val_loss: 0.00140913 | Time: 15430.9 ms [2020-11-12 01:44:00 main:574] : INFO : Epoch 87 | loss: 0.00137129 | val_loss: 0.00134341 | Time: 15436.3 ms [2020-11-12 01:44:15 main:574] : INFO : Epoch 88 | loss: 0.00130803 | val_loss: 0.00128074 | Time: 15515.6 ms [2020-11-12 01:44:31 main:574] : INFO : Epoch 89 | loss: 0.00124656 | val_loss: 0.00121884 | Time: 15466.5 ms [2020-11-12 01:44:46 main:574] : INFO : Epoch 90 | loss: 0.00118831 | val_loss: 0.00116353 | Time: 15429 ms [2020-11-12 01:45:01 main:574] : INFO : Epoch 91 | loss: 0.00113293 | val_loss: 0.00110357 | Time: 15441.6 ms [2020-11-12 01:45:17 main:574] : INFO : Epoch 92 | loss: 0.00107951 | val_loss: 0.00104961 | Time: 15473.3 ms [2020-11-12 01:45:32 main:574] : INFO : Epoch 93 | loss: 0.00102779 | val_loss: 0.0010027 | Time: 15415.4 ms [2020-11-12 01:45:48 main:574] : INFO : Epoch 94 | loss: 0.000978158 | val_loss: 0.000951694 | Time: 15435.9 ms [2020-11-12 01:46:03 main:574] : INFO : Epoch 95 | loss: 0.00093097 | val_loss: 0.000907056 | Time: 15457.3 ms [2020-11-12 01:46:19 main:574] : INFO : Epoch 96 | loss: 0.000885438 | val_loss: 0.00085813 | Time: 15428.7 ms [2020-11-12 01:46:34 main:574] : INFO : Epoch 97 | loss: 0.000842282 | val_loss: 0.000820307 | Time: 15470.7 ms [2020-11-12 01:46:50 main:574] : INFO : Epoch 98 | loss: 0.000802644 | val_loss: 0.000784544 | Time: 15424.6 ms [2020-11-12 01:47:05 main:574] : INFO : Epoch 99 | loss: 0.000764088 | val_loss: 0.000741557 | Time: 15444.5 ms [2020-11-12 01:47:21 main:574] : INFO : Epoch 100 | loss: 0.000726179 | val_loss: 0.000710352 | Time: 15448.9 ms [2020-11-12 01:47:36 main:574] : INFO : Epoch 101 | loss: 0.000692249 | val_loss: 0.000672555 | Time: 15418.4 ms [2020-11-12 01:47:51 main:574] : INFO : Epoch 102 | loss: 0.000658999 | val_loss: 0.000640644 | Time: 15461.1 ms [2020-11-12 01:48:08 main:574] : INFO : Epoch 103 | loss: 0.000626857 | val_loss: 0.000609309 | Time: 16208.9 ms [2020-11-12 01:48:23 main:574] : INFO : Epoch 104 | loss: 0.000597859 | val_loss: 0.000583205 | Time: 15382.1 ms [2020-11-12 01:48:39 main:574] : INFO : Epoch 105 | loss: 0.000569301 | val_loss: 0.000553954 | Time: 15423.8 ms [2020-11-12 01:48:54 main:574] : INFO : Epoch 106 | loss: 0.000542131 | val_loss: 0.000528384 | Time: 15379.8 ms [2020-11-12 01:49:09 main:574] : INFO : Epoch 107 | loss: 0.000517136 | val_loss: 0.00050074 | Time: 15385.5 ms [2020-11-12 01:49:25 main:574] : INFO : Epoch 108 | loss: 0.000493244 | val_loss: 0.000479554 | Time: 15379.7 ms [2020-11-12 01:49:40 main:574] : INFO : Epoch 109 | loss: 0.000470866 | val_loss: 0.000458755 | Time: 15364 ms [2020-11-12 01:49:55 main:574] : INFO : Epoch 110 | loss: 0.000449791 | val_loss: 0.000437208 | Time: 15374.9 ms [2020-11-12 01:50:11 main:574] : INFO : Epoch 111 | loss: 0.000428821 | val_loss: 0.000418342 | Time: 15407.2 ms [2020-11-12 01:50:26 main:574] : INFO : Epoch 112 | loss: 0.000409959 | val_loss: 0.000399571 | Time: 15373.3 ms [2020-11-12 01:50:42 main:574] : INFO : Epoch 113 | loss: 0.000392032 | val_loss: 0.000381363 | Time: 15402.1 ms [2020-11-12 01:50:57 main:574] : INFO : Epoch 114 | loss: 0.000374255 | val_loss: 0.000363526 | Time: 15381.5 ms [2020-11-12 01:51:12 main:574] : INFO : Epoch 115 | loss: 0.000357793 | val_loss: 0.000350186 | Time: 15382.9 ms [2020-11-12 01:51:28 main:574] : INFO : Epoch 116 | loss: 0.000342385 | val_loss: 0.000333565 | Time: 15399.3 ms [2020-11-12 01:51:43 main:574] : INFO : Epoch 117 | loss: 0.000328553 | val_loss: 0.000323104 | Time: 15411.7 ms [2020-11-12 01:51:59 main:574] : INFO : Epoch 118 | loss: 0.000314865 | val_loss: 0.000314388 | Time: 15395.2 ms [2020-11-12 01:52:14 main:574] : INFO : Epoch 119 | loss: 0.000302562 | val_loss: 0.000294413 | Time: 15383.5 ms [2020-11-12 01:52:30 main:574] : INFO : Epoch 120 | loss: 0.000289227 | val_loss: 0.000285101 | Time: 15381 ms [2020-11-12 01:52:45 main:574] : INFO : Epoch 121 | loss: 0.00027793 | val_loss: 0.000271235 | Time: 15400.8 ms [2020-11-12 01:53:00 main:574] : INFO : Epoch 122 | loss: 0.000266045 | val_loss: 0.00026204 | Time: 15386.2 ms [2020-11-12 01:53:16 main:574] : INFO : Epoch 123 | loss: 0.000256513 | val_loss: 0.000253162 | Time: 15366.1 ms [2020-11-12 01:53:31 main:574] : INFO : Epoch 124 | loss: 0.000247138 | val_loss: 0.000239731 | Time: 15392.3 ms [2020-11-12 01:53:47 main:574] : INFO : Epoch 125 | loss: 0.00023704 | val_loss: 0.000233502 | Time: 15404.6 ms [2020-11-12 01:54:02 main:574] : INFO : Epoch 126 | loss: 0.000228818 | val_loss: 0.000223732 | Time: 15377.5 ms [2020-11-12 01:54:17 main:574] : INFO : Epoch 127 | loss: 0.00022049 | val_loss: 0.000216662 | Time: 15362.3 ms [2020-11-12 01:54:33 main:574] : INFO : Epoch 128 | loss: 0.000212118 | val_loss: 0.000208494 | Time: 15379.2 ms [2020-11-12 01:54:48 main:574] : INFO : Epoch 129 | loss: 0.000206073 | val_loss: 0.000202098 | Time: 15404.1 ms [2020-11-12 01:55:03 main:574] : INFO : Epoch 130 | loss: 0.000198293 | val_loss: 0.000195191 | Time: 15358.7 ms [2020-11-12 01:55:19 main:574] : INFO : Epoch 131 | loss: 0.000191045 | val_loss: 0.000186996 | Time: 15370.7 ms [2020-11-12 01:55:34 main:574] : INFO : Epoch 132 | loss: 0.000184893 | val_loss: 0.00018078 | Time: 15418.6 ms [2020-11-12 01:55:50 main:574] : INFO : Epoch 133 | loss: 0.000178981 | val_loss: 0.000177175 | Time: 15383.8 ms [2020-11-12 01:56:05 main:574] : INFO : Epoch 134 | loss: 0.000173933 | val_loss: 0.000169178 | Time: 15416.3 ms [2020-11-12 01:56:21 main:574] : INFO : Epoch 135 | loss: 0.000167347 | val_loss: 0.000166238 | Time: 15378.6 ms [2020-11-12 01:56:36 main:574] : INFO : Epoch 136 | loss: 0.000163389 | val_loss: 0.00016327 | Time: 15368.4 ms [2020-11-12 01:56:51 main:574] : INFO : Epoch 137 | loss: 0.000157359 | val_loss: 0.000155674 | Time: 15389.4 ms [2020-11-12 01:57:07 main:574] : INFO : Epoch 138 | loss: 0.0001536 | val_loss: 0.000150647 | Time: 15431.9 ms [2020-11-12 01:57:22 main:574] : INFO : Epoch 139 | loss: 0.000148666 | val_loss: 0.00014538 | Time: 15372.9 ms [2020-11-12 01:57:38 main:574] : INFO : Epoch 140 | loss: 0.000144703 | val_loss: 0.000140805 | Time: 15385.6 ms [2020-11-12 01:57:53 main:574] : INFO : Epoch 141 | loss: 0.000140878 | val_loss: 0.00013852 | Time: 15385.4 ms [2020-11-12 01:58:08 main:574] : INFO : Epoch 142 | loss: 0.000136344 | val_loss: 0.000135869 | Time: 15383.3 ms [2020-11-12 01:58:24 main:574] : INFO : Epoch 143 | loss: 0.000133529 | val_loss: 0.000132754 | Time: 15406.5 ms [2020-11-12 01:58:39 main:574] : INFO : Epoch 144 | loss: 0.000128966 | val_loss: 0.000127951 | Time: 15382.9 ms [2020-11-12 01:58:55 main:574] : INFO : Epoch 145 | loss: 0.000125404 | val_loss: 0.000124696 | Time: 15380.4 ms [2020-11-12 01:59:10 main:574] : INFO : Epoch 146 | loss: 0.000122505 | val_loss: 0.000120349 | Time: 15407.3 ms [2020-11-12 01:59:25 main:574] : INFO : Epoch 147 | loss: 0.000120658 | val_loss: 0.000118981 | Time: 15370 ms [2020-11-12 01:59:41 main:574] : INFO : Epoch 148 | loss: 0.000116327 | val_loss: 0.000115625 | Time: 15387.7 ms [2020-11-12 01:59:56 main:574] : INFO : Epoch 149 | loss: 0.000113107 | val_loss: 0.000112833 | Time: 15411.7 ms [2020-11-12 02:00:12 main:574] : INFO : Epoch 150 | loss: 0.000110174 | val_loss: 0.000110029 | Time: 15362.8 ms [2020-11-12 02:00:27 main:574] : INFO : Epoch 151 | loss: 0.000108063 | val_loss: 0.000105448 | Time: 15380.9 ms [2020-11-12 02:00:42 main:574] : INFO : Epoch 152 | loss: 0.000105562 | val_loss: 0.000104524 | Time: 15414.1 ms [2020-11-12 02:00:58 main:574] : INFO : Epoch 153 | loss: 0.000102888 | val_loss: 0.000102094 | Time: 15358.3 ms [2020-11-12 02:01:13 main:574] : INFO : Epoch 154 | loss: 9.98523e-05 | val_loss: 9.99234e-05 | Time: 15416.2 ms [2020-11-12 02:01:29 main:574] : INFO : Epoch 155 | loss: 9.81924e-05 | val_loss: 9.69266e-05 | Time: 15380.4 ms [2020-11-12 02:01:44 main:574] : INFO : Epoch 156 | loss: 9.57754e-05 | val_loss: 9.70708e-05 | Time: 15370.8 ms [2020-11-12 02:01:59 main:574] : INFO : Epoch 157 | loss: 9.35611e-05 | val_loss: 9.31974e-05 | Time: 15365.1 ms [2020-11-12 02:02:15 main:574] : INFO : Epoch 158 | loss: 9.11727e-05 | val_loss: 9.21789e-05 | Time: 15376.2 ms [2020-11-12 02:02:30 main:574] : INFO : Epoch 159 | loss: 9.02336e-05 | val_loss: 8.92964e-05 | Time: 15371.4 ms [2020-11-12 02:02:46 main:574] : INFO : Epoch 160 | loss: 8.77965e-05 | val_loss: 9.07348e-05 | Time: 15395.6 ms [2020-11-12 02:03:01 main:574] : INFO : Epoch 161 | loss: 8.6486e-05 | val_loss: 8.5013e-05 | Time: 15502.8 ms [2020-11-12 02:03:16 main:574] : INFO : Epoch 162 | loss: 8.45741e-05 | val_loss: 8.25971e-05 | Time: 15425.6 ms [2020-11-12 02:03:32 main:574] : INFO : Epoch 163 | loss: 8.25007e-05 | val_loss: 8.07096e-05 | Time: 15412.4 ms [2020-11-12 02:03:47 main:574] : INFO : Epoch 164 | loss: 8.11414e-05 | val_loss: 8.0743e-05 | Time: 15402.4 ms [2020-11-12 02:04:03 main:574] : INFO : Epoch 165 | loss: 7.83173e-05 | val_loss: 7.79026e-05 | Time: 15432.2 ms [2020-11-12 02:04:18 main:574] : INFO : Epoch 166 | loss: 7.73569e-05 | val_loss: 7.67003e-05 | Time: 15400.7 ms [2020-11-12 02:04:34 main:574] : INFO : Epoch 167 | loss: 7.79674e-05 | val_loss: 7.48941e-05 | Time: 15413 ms [2020-11-12 02:04:49 main:574] : INFO : Epoch 168 | loss: 7.44109e-05 | val_loss: 7.35746e-05 | Time: 15444 ms [2020-11-12 02:05:04 main:574] : INFO : Epoch 169 | loss: 7.34524e-05 | val_loss: 7.49401e-05 | Time: 15400.6 ms [2020-11-12 02:05:20 main:574] : INFO : Epoch 170 | loss: 7.19755e-05 | val_loss: 7.00627e-05 | Time: 15411.6 ms [2020-11-12 02:05:35 main:574] : INFO : Epoch 171 | loss: 7.04202e-05 | val_loss: 6.99042e-05 | Time: 15440.9 ms [2020-11-12 02:05:51 main:574] : INFO : Epoch 172 | loss: 6.94876e-05 | val_loss: 7.38424e-05 | Time: 15428.8 ms [2020-11-12 02:06:06 main:574] : INFO : Epoch 173 | loss: 6.80447e-05 | val_loss: 6.64619e-05 | Time: 15448.1 ms [2020-11-12 02:06:22 main:574] : INFO : Epoch 174 | loss: 6.59829e-05 | val_loss: 6.60226e-05 | Time: 15390.1 ms [2020-11-12 02:06:37 main:574] : INFO : Epoch 175 | loss: 6.58826e-05 | val_loss: 6.94511e-05 | Time: 15429 ms [2020-11-12 02:06:53 main:574] : INFO : Epoch 176 | loss: 6.49069e-05 | val_loss: 6.41402e-05 | Time: 15430.4 ms [2020-11-12 02:07:08 main:574] : INFO : Epoch 177 | loss: 6.27723e-05 | val_loss: 6.29295e-05 | Time: 15403.3 ms [2020-11-12 02:07:23 main:574] : INFO : Epoch 178 | loss: 6.23351e-05 | val_loss: 6.15764e-05 | Time: 15407.7 ms [2020-11-12 02:07:39 main:574] : INFO : Epoch 179 | loss: 6.16826e-05 | val_loss: 6.07427e-05 | Time: 15436.4 ms [2020-11-12 02:07:54 main:574] : INFO : Epoch 180 | loss: 5.97602e-05 | val_loss: 5.9706e-05 | Time: 15444.1 ms [2020-11-12 02:08:10 main:574] : INFO : Epoch 181 | loss: 5.91556e-05 | val_loss: 5.88588e-05 | Time: 15388.4 ms [2020-11-12 02:08:25 main:574] : INFO : Epoch 182 | loss: 5.87241e-05 | val_loss: 5.84612e-05 | Time: 15430.8 ms [2020-11-12 02:08:41 main:574] : INFO : Epoch 183 | loss: 5.84159e-05 | val_loss: 5.62367e-05 | Time: 15444.1 ms [2020-11-12 02:08:56 main:574] : INFO : Epoch 184 | loss: 5.73897e-05 | val_loss: 8.09117e-05 | Time: 15406.9 ms [2020-11-12 02:09:11 main:574] : INFO : Epoch 185 | loss: 0.000118487 | val_loss: 5.30951e-05 | Time: 15393.5 ms [2020-11-12 02:09:27 main:574] : INFO : Epoch 186 | loss: 5.30592e-05 | val_loss: 5.17699e-05 | Time: 15413.6 ms [2020-11-12 02:09:42 main:574] : INFO : Epoch 187 | loss: 5.21107e-05 | val_loss: 5.14246e-05 | Time: 15422.7 ms [2020-11-12 02:09:58 main:574] : INFO : Epoch 188 | loss: 5.12487e-05 | val_loss: 5.11602e-05 | Time: 15418.8 ms [2020-11-12 02:10:13 main:574] : INFO : Epoch 189 | loss: 5.09867e-05 | val_loss: 5.2163e-05 | Time: 15411.4 ms [2020-11-12 02:10:29 main:574] : INFO : Epoch 190 | loss: 5.06328e-05 | val_loss: 5.06034e-05 | Time: 15411 ms [2020-11-12 02:10:44 main:574] : INFO : Epoch 191 | loss: 5.02301e-05 | val_loss: 5.17028e-05 | Time: 15412 ms [2020-11-12 02:10:59 main:574] : INFO : Epoch 192 | loss: 4.96856e-05 | val_loss: 4.9001e-05 | Time: 15417.9 ms [2020-11-12 02:10:59 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.9001e-05 [2020-11-12 02:10:59 main:603] : INFO : Saving end state to config to file [2020-11-12 02:10:59 main:608] : INFO : Success, exiting.. 02:10:59 (7988): 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)