Task 2824979
| Name | rand_automata_0016-1604983199-28794-0_2 |
| Workunit | 1263702 |
| 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, 7:20:05 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3241 |
| Run time | 27 min 56 sec |
| CPU time | 27 min 30 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 22:52:01 main:435] : INFO : Set logging level to 1 [2020-11-10 22:52:01 main:441] : INFO : Running in BOINC Client mode [2020-11-10 22:52:01 main:444] : INFO : Resolving all filenames [2020-11-10 22:52:01 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 (exists = 1) [2020-11-10 22:52:01 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-1604983199-28794-0_2_r121267781_1 (exists = 0) [2020-11-10 22:52:01 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-1604983199-28794-0_2_r121267781_0 (exists = 0) [2020-11-10 22:52:01 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-10 22:52:01 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-10 22:52:01 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 [2020-11-10 22:52:01 main:474] : INFO : Configuration: [2020-11-10 22:52:01 main:475] : INFO : Model type: LSTM [2020-11-10 22:52:01 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-10 22:52:01 main:477] : INFO : Max Epochs: 192 [2020-11-10 22:52:01 main:478] : INFO : Batch Size: 32 [2020-11-10 22:52:01 main:479] : INFO : Learning Rate: 0.001 [2020-11-10 22:52:01 main:480] : INFO : Patience: 10 [2020-11-10 22:52:01 main:481] : INFO : Hidden Width: 64 [2020-11-10 22:52:01 main:482] : INFO : # Recurrent Layers: 4 [2020-11-10 22:52:01 main:483] : INFO : # Backend Layers: 2 [2020-11-10 22:52:01 main:484] : INFO : # Threads: 1 [2020-11-10 22:52:01 main:486] : INFO : Preparing Dataset [2020-11-10 22:52:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 22:52:01 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 22:52:02 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-10 22:52:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 22:52:02 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0016-train-val-dataset.hdf5 into memory [2020-11-10 22:52:02 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-10 22:52:02 main:494] : INFO : Creating Model [2020-11-10 22:52:02 main:507] : INFO : Preparing config file [2020-11-10 22:52:02 main:519] : INFO : Creating new config file [2020-11-10 22:52:03 main:559] : INFO : Loading DataLoader into Memory [2020-11-10 22:52:03 main:562] : INFO : Starting Training [2020-11-10 22:52:12 main:574] : INFO : Epoch 1 | loss: 0.066644 | val_loss: 0.0660663 | Time: 9031.71 ms [2020-11-10 22:52:21 main:574] : INFO : Epoch 2 | loss: 0.0658524 | val_loss: 0.0649862 | Time: 8759.63 ms [2020-11-10 22:52:29 main:574] : INFO : Epoch 3 | loss: 0.0641262 | val_loss: 0.0629509 | Time: 8765.31 ms [2020-11-10 22:52:38 main:574] : INFO : Epoch 4 | loss: 0.0611895 | val_loss: 0.0598395 | Time: 8789.15 ms [2020-11-10 22:52:47 main:574] : INFO : Epoch 5 | loss: 0.0585333 | val_loss: 0.0574275 | Time: 8798.32 ms [2020-11-10 22:52:56 main:574] : INFO : Epoch 6 | loss: 0.0565368 | val_loss: 0.0558349 | Time: 8798.21 ms [2020-11-10 22:53:05 main:574] : INFO : Epoch 7 | loss: 0.0550875 | val_loss: 0.0546465 | Time: 8791.11 ms [2020-11-10 22:53:13 main:574] : INFO : Epoch 8 | loss: 0.0538586 | val_loss: 0.0534798 | Time: 8800.35 ms [2020-11-10 22:53:22 main:574] : INFO : Epoch 9 | loss: 0.0525926 | val_loss: 0.0522015 | Time: 8811.88 ms [2020-11-10 22:53:31 main:574] : INFO : Epoch 10 | loss: 0.0513319 | val_loss: 0.0509682 | Time: 8795.64 ms [2020-11-10 22:53:40 main:574] : INFO : Epoch 11 | loss: 0.0499616 | val_loss: 0.0496022 | Time: 8768.47 ms [2020-11-10 22:53:49 main:574] : INFO : Epoch 12 | loss: 0.0484504 | val_loss: 0.0482834 | Time: 8774.44 ms [2020-11-10 22:53:57 main:574] : INFO : Epoch 13 | loss: 0.0467478 | val_loss: 0.0467901 | Time: 8789.86 ms [2020-11-10 22:54:06 main:574] : INFO : Epoch 14 | loss: 0.0447547 | val_loss: 0.0443191 | Time: 8787.29 ms [2020-11-10 22:54:15 main:574] : INFO : Epoch 15 | loss: 0.0424382 | val_loss: 0.0419776 | Time: 8794.03 ms [2020-11-10 22:54:24 main:574] : INFO : Epoch 16 | loss: 0.0397466 | val_loss: 0.0405372 | Time: 8777.94 ms [2020-11-10 22:54:33 main:574] : INFO : Epoch 17 | loss: 0.0367781 | val_loss: 0.0390197 | Time: 8787.18 ms [2020-11-10 22:54:41 main:574] : INFO : Epoch 18 | loss: 0.0341236 | val_loss: 0.0350431 | Time: 8788.66 ms [2020-11-10 22:54:50 main:574] : INFO : Epoch 19 | loss: 0.0318139 | val_loss: 0.0310737 | Time: 8781.76 ms [2020-11-10 22:54:59 main:574] : INFO : Epoch 20 | loss: 0.029083 | val_loss: 0.0288812 | Time: 8784.18 ms [2020-11-10 22:55:08 main:574] : INFO : Epoch 21 | loss: 0.0299153 | val_loss: 0.0343083 | Time: 8783.85 ms [2020-11-10 22:55:16 main:574] : INFO : Epoch 22 | loss: 0.0277816 | val_loss: 0.0251578 | Time: 8784.23 ms [2020-11-10 22:55:25 main:574] : INFO : Epoch 23 | loss: 0.0228108 | val_loss: 0.0258917 | Time: 8794.47 ms [2020-11-10 22:55:34 main:574] : INFO : Epoch 24 | loss: 0.0274241 | val_loss: 0.0230294 | Time: 8795.84 ms [2020-11-10 22:55:43 main:574] : INFO : Epoch 25 | loss: 0.0270982 | val_loss: 0.0407475 | Time: 8794.36 ms [2020-11-10 22:55:52 main:574] : INFO : Epoch 26 | loss: 0.02378 | val_loss: 0.0219128 | Time: 8801.78 ms [2020-11-10 22:56:01 main:574] : INFO : Epoch 27 | loss: 0.0195876 | val_loss: 0.0172028 | Time: 8807.21 ms [2020-11-10 22:56:09 main:574] : INFO : Epoch 28 | loss: 0.0158037 | val_loss: 0.0149512 | Time: 8842.05 ms [2020-11-10 22:56:18 main:574] : INFO : Epoch 29 | loss: 0.0216345 | val_loss: 0.01778 | Time: 8805.01 ms [2020-11-10 22:56:27 main:574] : INFO : Epoch 30 | loss: 0.0131845 | val_loss: 0.0115692 | Time: 8797.78 ms [2020-11-10 22:56:36 main:574] : INFO : Epoch 31 | loss: 0.010448 | val_loss: 0.0104701 | Time: 8798.44 ms [2020-11-10 22:56:45 main:574] : INFO : Epoch 32 | loss: 0.01396 | val_loss: 0.0107433 | Time: 8787.54 ms [2020-11-10 22:56:53 main:574] : INFO : Epoch 33 | loss: 0.0139625 | val_loss: 0.0602384 | Time: 8787.55 ms [2020-11-10 22:57:02 main:574] : INFO : Epoch 34 | loss: 0.0553252 | val_loss: 0.0501606 | Time: 8796.15 ms [2020-11-10 22:57:11 main:574] : INFO : Epoch 35 | loss: 0.0364952 | val_loss: 0.0211114 | Time: 8808.06 ms [2020-11-10 22:57:20 main:574] : INFO : Epoch 36 | loss: 0.0153614 | val_loss: 0.0117226 | Time: 8804.86 ms [2020-11-10 22:57:29 main:574] : INFO : Epoch 37 | loss: 0.0162023 | val_loss: 0.0527311 | Time: 8786.53 ms [2020-11-10 22:57:37 main:574] : INFO : Epoch 38 | loss: 0.0304334 | val_loss: 0.0564391 | Time: 8781.62 ms [2020-11-10 22:57:46 main:574] : INFO : Epoch 39 | loss: 0.0414047 | val_loss: 0.0235288 | Time: 8784.17 ms [2020-11-10 22:57:55 main:574] : INFO : Epoch 40 | loss: 0.0156601 | val_loss: 0.011748 | Time: 8787.38 ms [2020-11-10 22:58:04 main:574] : INFO : Epoch 41 | loss: 0.0103923 | val_loss: 0.0101898 | Time: 9050.98 ms [2020-11-10 22:58:13 main:574] : INFO : Epoch 42 | loss: 0.00994418 | val_loss: 0.0100851 | Time: 8778.96 ms [2020-11-10 22:58:22 main:574] : INFO : Epoch 43 | loss: 0.00914865 | val_loss: 0.00886636 | Time: 8783.43 ms [2020-11-10 22:58:30 main:574] : INFO : Epoch 44 | loss: 0.00867114 | val_loss: 0.00907017 | Time: 8795 ms [2020-11-10 22:58:39 main:574] : INFO : Epoch 45 | loss: 0.0136621 | val_loss: 0.00970076 | Time: 8787.39 ms [2020-11-10 22:58:48 main:574] : INFO : Epoch 46 | loss: 0.00860551 | val_loss: 0.00842865 | Time: 8779.89 ms [2020-11-10 22:58:57 main:574] : INFO : Epoch 47 | loss: 0.0082786 | val_loss: 0.00988103 | Time: 8791.25 ms [2020-11-10 22:59:06 main:574] : INFO : Epoch 48 | loss: 0.00865447 | val_loss: 0.00786996 | Time: 8779.09 ms [2020-11-10 22:59:14 main:574] : INFO : Epoch 49 | loss: 0.00755047 | val_loss: 0.00753482 | Time: 8786.68 ms [2020-11-10 22:59:23 main:574] : INFO : Epoch 50 | loss: 0.00727741 | val_loss: 0.00727188 | Time: 8786.96 ms [2020-11-10 22:59:32 main:574] : INFO : Epoch 51 | loss: 0.00706881 | val_loss: 0.00707024 | Time: 8785.88 ms [2020-11-10 22:59:41 main:574] : INFO : Epoch 52 | loss: 0.00688114 | val_loss: 0.00689257 | Time: 8780.31 ms [2020-11-10 22:59:50 main:574] : INFO : Epoch 53 | loss: 0.00670649 | val_loss: 0.00672562 | Time: 8783.56 ms [2020-11-10 22:59:58 main:574] : INFO : Epoch 54 | loss: 0.00653779 | val_loss: 0.00655178 | Time: 8784.82 ms [2020-11-10 23:00:07 main:574] : INFO : Epoch 55 | loss: 0.00637909 | val_loss: 0.00639267 | Time: 9074.87 ms [2020-11-10 23:00:16 main:574] : INFO : Epoch 56 | loss: 0.00622152 | val_loss: 0.00624078 | Time: 8796.73 ms [2020-11-10 23:00:25 main:574] : INFO : Epoch 57 | loss: 0.00606805 | val_loss: 0.00608039 | Time: 8796.35 ms [2020-11-10 23:00:34 main:574] : INFO : Epoch 58 | loss: 0.00591411 | val_loss: 0.00593076 | Time: 8777.34 ms [2020-11-10 23:00:43 main:574] : INFO : Epoch 59 | loss: 0.00576286 | val_loss: 0.00578026 | Time: 8780.51 ms [2020-11-10 23:00:51 main:574] : INFO : Epoch 60 | loss: 0.00561637 | val_loss: 0.00562702 | Time: 8783.04 ms [2020-11-10 23:01:00 main:574] : INFO : Epoch 61 | loss: 0.0054688 | val_loss: 0.00548079 | Time: 8795.44 ms [2020-11-10 23:01:09 main:574] : INFO : Epoch 62 | loss: 0.00531886 | val_loss: 0.00532906 | Time: 8796.56 ms [2020-11-10 23:01:18 main:574] : INFO : Epoch 63 | loss: 0.00517387 | val_loss: 0.00517978 | Time: 8774.53 ms [2020-11-10 23:01:27 main:574] : INFO : Epoch 64 | loss: 0.00503085 | val_loss: 0.00503189 | Time: 8793.36 ms [2020-11-10 23:01:35 main:574] : INFO : Epoch 65 | loss: 0.00488825 | val_loss: 0.00487607 | Time: 8776.91 ms [2020-11-10 23:01:44 main:574] : INFO : Epoch 66 | loss: 0.00474611 | val_loss: 0.00473137 | Time: 8788.62 ms [2020-11-10 23:01:53 main:574] : INFO : Epoch 67 | loss: 0.00460572 | val_loss: 0.00458722 | Time: 8787.57 ms [2020-11-10 23:02:02 main:574] : INFO : Epoch 68 | loss: 0.00446635 | val_loss: 0.00444653 | Time: 8767.35 ms [2020-11-10 23:02:11 main:574] : INFO : Epoch 69 | loss: 0.00432781 | val_loss: 0.00430946 | Time: 8771.59 ms [2020-11-10 23:02:19 main:574] : INFO : Epoch 70 | loss: 0.00419199 | val_loss: 0.00417291 | Time: 8786.35 ms [2020-11-10 23:02:28 main:574] : INFO : Epoch 71 | loss: 0.00405815 | val_loss: 0.00403543 | Time: 8775.44 ms [2020-11-10 23:02:37 main:574] : INFO : Epoch 72 | loss: 0.00392531 | val_loss: 0.00389943 | Time: 8764.2 ms [2020-11-10 23:02:46 main:574] : INFO : Epoch 73 | loss: 0.00379345 | val_loss: 0.00376962 | Time: 8753.91 ms [2020-11-10 23:02:54 main:574] : INFO : Epoch 74 | loss: 0.00366638 | val_loss: 0.00364467 | Time: 8753.25 ms [2020-11-10 23:03:03 main:574] : INFO : Epoch 75 | loss: 0.00353792 | val_loss: 0.00351675 | Time: 8765.73 ms [2020-11-10 23:03:12 main:574] : INFO : Epoch 76 | loss: 0.00341468 | val_loss: 0.00339022 | Time: 8768.65 ms [2020-11-10 23:03:21 main:574] : INFO : Epoch 77 | loss: 0.00329249 | val_loss: 0.00326863 | Time: 8771.9 ms [2020-11-10 23:03:30 main:574] : INFO : Epoch 78 | loss: 0.00317196 | val_loss: 0.00314767 | Time: 8761.21 ms [2020-11-10 23:03:38 main:574] : INFO : Epoch 79 | loss: 0.00305497 | val_loss: 0.00303218 | Time: 8752.47 ms [2020-11-10 23:03:47 main:574] : INFO : Epoch 80 | loss: 0.00294063 | val_loss: 0.00291982 | Time: 8767.4 ms [2020-11-10 23:03:56 main:574] : INFO : Epoch 81 | loss: 0.00282793 | val_loss: 0.00280398 | Time: 8758.08 ms [2020-11-10 23:04:05 main:574] : INFO : Epoch 82 | loss: 0.00271778 | val_loss: 0.00269648 | Time: 8751.87 ms [2020-11-10 23:04:13 main:574] : INFO : Epoch 83 | loss: 0.00261209 | val_loss: 0.00259053 | Time: 8755.84 ms [2020-11-10 23:04:22 main:574] : INFO : Epoch 84 | loss: 0.0025087 | val_loss: 0.0024854 | Time: 8750.21 ms [2020-11-10 23:04:31 main:574] : INFO : Epoch 85 | loss: 0.00240699 | val_loss: 0.00238757 | Time: 8752.22 ms [2020-11-10 23:04:40 main:574] : INFO : Epoch 86 | loss: 0.00230926 | val_loss: 0.00229038 | Time: 8763.12 ms [2020-11-10 23:04:48 main:574] : INFO : Epoch 87 | loss: 0.00221455 | val_loss: 0.00219748 | Time: 8759.73 ms [2020-11-10 23:04:57 main:574] : INFO : Epoch 88 | loss: 0.00212305 | val_loss: 0.00210264 | Time: 8772.25 ms [2020-11-10 23:05:06 main:574] : INFO : Epoch 89 | loss: 0.00203446 | val_loss: 0.00201429 | Time: 8745.53 ms [2020-11-10 23:05:15 main:574] : INFO : Epoch 90 | loss: 0.00194847 | val_loss: 0.00193011 | Time: 8733.81 ms [2020-11-10 23:05:24 main:574] : INFO : Epoch 91 | loss: 0.00186682 | val_loss: 0.00184756 | Time: 8750.4 ms [2020-11-10 23:05:32 main:574] : INFO : Epoch 92 | loss: 0.00178757 | val_loss: 0.00176905 | Time: 8748.78 ms [2020-11-10 23:05:41 main:574] : INFO : Epoch 93 | loss: 0.00170991 | val_loss: 0.00169425 | Time: 8772.25 ms [2020-11-10 23:05:50 main:574] : INFO : Epoch 94 | loss: 0.00163715 | val_loss: 0.00161924 | Time: 8751.87 ms [2020-11-10 23:05:59 main:574] : INFO : Epoch 95 | loss: 0.00156534 | val_loss: 0.00155158 | Time: 8820.42 ms [2020-11-10 23:06:07 main:574] : INFO : Epoch 96 | loss: 0.00149664 | val_loss: 0.00148124 | Time: 8696.58 ms [2020-11-10 23:06:16 main:574] : INFO : Epoch 97 | loss: 0.00143 | val_loss: 0.00141543 | Time: 8827.19 ms [2020-11-10 23:06:25 main:574] : INFO : Epoch 98 | loss: 0.00136671 | val_loss: 0.00135121 | Time: 8591.13 ms [2020-11-10 23:06:33 main:574] : INFO : Epoch 99 | loss: 0.00130602 | val_loss: 0.00129046 | Time: 8621.55 ms [2020-11-10 23:06:42 main:574] : INFO : Epoch 100 | loss: 0.00124759 | val_loss: 0.00123416 | Time: 8592.55 ms [2020-11-10 23:06:51 main:574] : INFO : Epoch 101 | loss: 0.0011907 | val_loss: 0.00117642 | Time: 8580.76 ms [2020-11-10 23:06:59 main:574] : INFO : Epoch 102 | loss: 0.00113694 | val_loss: 0.00112478 | Time: 8592.25 ms [2020-11-10 23:07:08 main:574] : INFO : Epoch 103 | loss: 0.00108484 | val_loss: 0.0010735 | Time: 8590.8 ms [2020-11-10 23:07:16 main:574] : INFO : Epoch 104 | loss: 0.00103518 | val_loss: 0.00102657 | Time: 8590.01 ms [2020-11-10 23:07:25 main:574] : INFO : Epoch 105 | loss: 0.000987441 | val_loss: 0.000976925 | Time: 8587.1 ms [2020-11-10 23:07:34 main:574] : INFO : Epoch 106 | loss: 0.000941516 | val_loss: 0.000932877 | Time: 8589.16 ms [2020-11-10 23:07:42 main:574] : INFO : Epoch 107 | loss: 0.000898223 | val_loss: 0.000889381 | Time: 8586.39 ms [2020-11-10 23:07:51 main:574] : INFO : Epoch 108 | loss: 0.00085688 | val_loss: 0.000847876 | Time: 8583.93 ms [2020-11-10 23:07:59 main:574] : INFO : Epoch 109 | loss: 0.000816351 | val_loss: 0.000807946 | Time: 8599.63 ms [2020-11-10 23:08:08 main:574] : INFO : Epoch 110 | loss: 0.000777327 | val_loss: 0.000770502 | Time: 8585.43 ms [2020-11-10 23:08:17 main:574] : INFO : Epoch 111 | loss: 0.000740537 | val_loss: 0.000737552 | Time: 8599.67 ms [2020-11-10 23:08:25 main:574] : INFO : Epoch 112 | loss: 0.000705958 | val_loss: 0.000700939 | Time: 8591.2 ms [2020-11-10 23:08:34 main:574] : INFO : Epoch 113 | loss: 0.000672824 | val_loss: 0.000668647 | Time: 8592.14 ms [2020-11-10 23:08:42 main:574] : INFO : Epoch 114 | loss: 0.00064133 | val_loss: 0.00063695 | Time: 8579.74 ms [2020-11-10 23:08:51 main:574] : INFO : Epoch 115 | loss: 0.000611874 | val_loss: 0.000606069 | Time: 8584.89 ms [2020-11-10 23:09:00 main:574] : INFO : Epoch 116 | loss: 0.000583098 | val_loss: 0.000578286 | Time: 8588.36 ms [2020-11-10 23:09:08 main:574] : INFO : Epoch 117 | loss: 0.000555917 | val_loss: 0.000553108 | Time: 8588.1 ms [2020-11-10 23:09:17 main:574] : INFO : Epoch 118 | loss: 0.000530444 | val_loss: 0.00052721 | Time: 8580.88 ms [2020-11-10 23:09:26 main:574] : INFO : Epoch 119 | loss: 0.000506361 | val_loss: 0.000502946 | Time: 8709.65 ms [2020-11-10 23:09:34 main:574] : INFO : Epoch 120 | loss: 0.000483653 | val_loss: 0.000479569 | Time: 8600.99 ms [2020-11-10 23:09:43 main:574] : INFO : Epoch 121 | loss: 0.000462022 | val_loss: 0.000460682 | Time: 8586.14 ms [2020-11-10 23:09:51 main:574] : INFO : Epoch 122 | loss: 0.00044237 | val_loss: 0.00044034 | Time: 8594.61 ms [2020-11-10 23:10:00 main:574] : INFO : Epoch 123 | loss: 0.000422418 | val_loss: 0.000421593 | Time: 8589.87 ms [2020-11-10 23:10:09 main:574] : INFO : Epoch 124 | loss: 0.000404367 | val_loss: 0.000403113 | Time: 8598.08 ms [2020-11-10 23:10:17 main:574] : INFO : Epoch 125 | loss: 0.000387072 | val_loss: 0.000386168 | Time: 8582.56 ms [2020-11-10 23:10:26 main:574] : INFO : Epoch 126 | loss: 0.000370995 | val_loss: 0.00037104 | Time: 8584.11 ms [2020-11-10 23:10:34 main:574] : INFO : Epoch 127 | loss: 0.000355525 | val_loss: 0.000355859 | Time: 8588 ms [2020-11-10 23:10:43 main:574] : INFO : Epoch 128 | loss: 0.000341003 | val_loss: 0.000342265 | Time: 8589.78 ms [2020-11-10 23:10:52 main:574] : INFO : Epoch 129 | loss: 0.000327254 | val_loss: 0.000327447 | Time: 8590.87 ms [2020-11-10 23:11:00 main:574] : INFO : Epoch 130 | loss: 0.000313711 | val_loss: 0.000314621 | Time: 8586.8 ms [2020-11-10 23:11:09 main:574] : INFO : Epoch 131 | loss: 0.000301659 | val_loss: 0.000301671 | Time: 8586.61 ms [2020-11-10 23:11:17 main:574] : INFO : Epoch 132 | loss: 0.000290805 | val_loss: 0.000290517 | Time: 8582.49 ms [2020-11-10 23:11:26 main:574] : INFO : Epoch 133 | loss: 0.000279325 | val_loss: 0.000278908 | Time: 8581.82 ms [2020-11-10 23:11:35 main:574] : INFO : Epoch 134 | loss: 0.000269081 | val_loss: 0.000268671 | Time: 8587.25 ms [2020-11-10 23:11:43 main:574] : INFO : Epoch 135 | loss: 0.000258828 | val_loss: 0.00025943 | Time: 8594.75 ms [2020-11-10 23:11:52 main:574] : INFO : Epoch 136 | loss: 0.000250338 | val_loss: 0.000251185 | Time: 8585.24 ms [2020-11-10 23:12:00 main:574] : INFO : Epoch 137 | loss: 0.000240954 | val_loss: 0.000240534 | Time: 8585.44 ms [2020-11-10 23:12:09 main:574] : INFO : Epoch 138 | loss: 0.00023307 | val_loss: 0.000233458 | Time: 8588.95 ms [2020-11-10 23:12:18 main:574] : INFO : Epoch 139 | loss: 0.000225276 | val_loss: 0.000225827 | Time: 8585.82 ms [2020-11-10 23:12:26 main:574] : INFO : Epoch 140 | loss: 0.000218523 | val_loss: 0.000218937 | Time: 8585.01 ms [2020-11-10 23:12:35 main:574] : INFO : Epoch 141 | loss: 0.000211001 | val_loss: 0.000211477 | Time: 8588.99 ms [2020-11-10 23:12:43 main:574] : INFO : Epoch 142 | loss: 0.000203845 | val_loss: 0.000206509 | Time: 8580.54 ms [2020-11-10 23:12:52 main:574] : INFO : Epoch 143 | loss: 0.000198142 | val_loss: 0.000200251 | Time: 8590.23 ms [2020-11-10 23:13:00 main:574] : INFO : Epoch 144 | loss: 0.00019198 | val_loss: 0.000193445 | Time: 8587.16 ms [2020-11-10 23:13:09 main:574] : INFO : Epoch 145 | loss: 0.000185885 | val_loss: 0.000186531 | Time: 8583.18 ms [2020-11-10 23:13:18 main:574] : INFO : Epoch 146 | loss: 0.00018091 | val_loss: 0.000181957 | Time: 8586.36 ms [2020-11-10 23:13:26 main:574] : INFO : Epoch 147 | loss: 0.000175052 | val_loss: 0.000179013 | Time: 8582.08 ms [2020-11-10 23:13:35 main:574] : INFO : Epoch 148 | loss: 0.000170183 | val_loss: 0.00017099 | Time: 8593.02 ms [2020-11-10 23:13:43 main:574] : INFO : Epoch 149 | loss: 0.000165356 | val_loss: 0.000167553 | Time: 8592.5 ms [2020-11-10 23:13:52 main:574] : INFO : Epoch 150 | loss: 0.00016133 | val_loss: 0.000163576 | Time: 8587.23 ms [2020-11-10 23:14:01 main:574] : INFO : Epoch 151 | loss: 0.000156845 | val_loss: 0.000159057 | Time: 8607.01 ms [2020-11-10 23:14:09 main:574] : INFO : Epoch 152 | loss: 0.000153524 | val_loss: 0.000155818 | Time: 8592.59 ms [2020-11-10 23:14:18 main:574] : INFO : Epoch 153 | loss: 0.000149072 | val_loss: 0.000149596 | Time: 8590.86 ms [2020-11-10 23:14:26 main:574] : INFO : Epoch 154 | loss: 0.00014503 | val_loss: 0.000146142 | Time: 8591.61 ms [2020-11-10 23:14:35 main:574] : INFO : Epoch 155 | loss: 0.000141489 | val_loss: 0.00014237 | Time: 8585.26 ms [2020-11-10 23:14:44 main:574] : INFO : Epoch 156 | loss: 0.000137918 | val_loss: 0.000139252 | Time: 8584.44 ms [2020-11-10 23:14:52 main:574] : INFO : Epoch 157 | loss: 0.000134735 | val_loss: 0.000137571 | Time: 8580.79 ms [2020-11-10 23:15:01 main:574] : INFO : Epoch 158 | loss: 0.000132001 | val_loss: 0.000133513 | Time: 8603.35 ms [2020-11-10 23:15:09 main:574] : INFO : Epoch 159 | loss: 0.000128619 | val_loss: 0.000130367 | Time: 8592.66 ms [2020-11-10 23:15:18 main:574] : INFO : Epoch 160 | loss: 0.00012546 | val_loss: 0.000126754 | Time: 8590.12 ms [2020-11-10 23:15:27 main:574] : INFO : Epoch 161 | loss: 0.00012265 | val_loss: 0.000125971 | Time: 8582.92 ms [2020-11-10 23:15:35 main:574] : INFO : Epoch 162 | loss: 0.000119902 | val_loss: 0.000122194 | Time: 8588.95 ms [2020-11-10 23:15:44 main:574] : INFO : Epoch 163 | loss: 0.0001169 | val_loss: 0.000118692 | Time: 8585.61 ms [2020-11-10 23:15:52 main:574] : INFO : Epoch 164 | loss: 0.000114941 | val_loss: 0.000117753 | Time: 8574.88 ms [2020-11-10 23:16:01 main:574] : INFO : Epoch 165 | loss: 0.000112296 | val_loss: 0.000115537 | Time: 8576.04 ms [2020-11-10 23:16:10 main:574] : INFO : Epoch 166 | loss: 0.000110374 | val_loss: 0.000111997 | Time: 8587.9 ms [2020-11-10 23:16:18 main:574] : INFO : Epoch 167 | loss: 0.000107792 | val_loss: 0.000109558 | Time: 8584.91 ms [2020-11-10 23:16:27 main:574] : INFO : Epoch 168 | loss: 0.000105941 | val_loss: 0.000108936 | Time: 8584.81 ms [2020-11-10 23:16:35 main:574] : INFO : Epoch 169 | loss: 0.000103662 | val_loss: 0.000107036 | Time: 8573.78 ms [2020-11-10 23:16:44 main:574] : INFO : Epoch 170 | loss: 0.000101795 | val_loss: 0.000103893 | Time: 8845.89 ms [2020-11-10 23:16:53 main:574] : INFO : Epoch 171 | loss: 9.97668e-05 | val_loss: 0.000101459 | Time: 8594.1 ms [2020-11-10 23:17:01 main:574] : INFO : Epoch 172 | loss: 9.78423e-05 | val_loss: 9.86077e-05 | Time: 8581.99 ms [2020-11-10 23:17:10 main:574] : INFO : Epoch 173 | loss: 9.61285e-05 | val_loss: 9.71035e-05 | Time: 8579.45 ms [2020-11-10 23:17:19 main:574] : INFO : Epoch 174 | loss: 9.45515e-05 | val_loss: 9.6679e-05 | Time: 8577.35 ms [2020-11-10 23:17:27 main:574] : INFO : Epoch 175 | loss: 9.26497e-05 | val_loss: 9.39169e-05 | Time: 8581.74 ms [2020-11-10 23:17:36 main:574] : INFO : Epoch 176 | loss: 9.15999e-05 | val_loss: 9.44311e-05 | Time: 8588.08 ms [2020-11-10 23:17:44 main:574] : INFO : Epoch 177 | loss: 8.95943e-05 | val_loss: 9.02968e-05 | Time: 8573.67 ms [2020-11-10 23:17:53 main:574] : INFO : Epoch 178 | loss: 8.84003e-05 | val_loss: 8.96705e-05 | Time: 8583.33 ms [2020-11-10 23:18:02 main:574] : INFO : Epoch 179 | loss: 8.67533e-05 | val_loss: 8.80545e-05 | Time: 8588.66 ms [2020-11-10 23:18:10 main:574] : INFO : Epoch 180 | loss: 8.46402e-05 | val_loss: 8.66753e-05 | Time: 8575.69 ms [2020-11-10 23:18:19 main:574] : INFO : Epoch 181 | loss: 8.3921e-05 | val_loss: 8.54487e-05 | Time: 8572.97 ms [2020-11-10 23:18:27 main:574] : INFO : Epoch 182 | loss: 8.24989e-05 | val_loss: 8.35359e-05 | Time: 8589.62 ms [2020-11-10 23:18:36 main:574] : INFO : Epoch 183 | loss: 8.21035e-05 | val_loss: 8.65423e-05 | Time: 8587.94 ms [2020-11-10 23:18:45 main:574] : INFO : Epoch 184 | loss: 8.01863e-05 | val_loss: 8.19391e-05 | Time: 8599.6 ms [2020-11-10 23:18:53 main:574] : INFO : Epoch 185 | loss: 7.83618e-05 | val_loss: 8.11153e-05 | Time: 8583.78 ms [2020-11-10 23:19:02 main:574] : INFO : Epoch 186 | loss: 7.71076e-05 | val_loss: 8.0387e-05 | Time: 8586.41 ms [2020-11-10 23:19:10 main:574] : INFO : Epoch 187 | loss: 7.63614e-05 | val_loss: 7.79978e-05 | Time: 8594.92 ms [2020-11-10 23:19:19 main:574] : INFO : Epoch 188 | loss: 7.50534e-05 | val_loss: 7.83208e-05 | Time: 8591.22 ms [2020-11-10 23:19:28 main:574] : INFO : Epoch 189 | loss: 7.41369e-05 | val_loss: 7.47134e-05 | Time: 8579.18 ms [2020-11-10 23:19:36 main:574] : INFO : Epoch 190 | loss: 7.2862e-05 | val_loss: 7.45785e-05 | Time: 8587.24 ms [2020-11-10 23:19:45 main:574] : INFO : Epoch 191 | loss: 7.17947e-05 | val_loss: 7.3485e-05 | Time: 8584 ms [2020-11-10 23:19:53 main:574] : INFO : Epoch 192 | loss: 7.09919e-05 | val_loss: 7.33678e-05 | Time: 8582.48 ms [2020-11-10 23:19:53 main:597] : INFO : Saving trained model to model-final.pt, val_loss 7.33678e-05 [2020-11-10 23:19:53 main:603] : INFO : Saving end state to config to file [2020-11-10 23:19:53 main:608] : INFO : Success, exiting.. 23:19:53 (15700): 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)