Task 2954675
| Name | rand_automata_0039-1605428661-24780-0_0 |
| Workunit | 1333135 |
| Created | 15 Nov 2020, 8:24:22 UTC |
| Sent | 20 Nov 2020, 16:52:17 UTC |
| Report deadline | 28 Nov 2020, 16:52:17 UTC |
| Received | 20 Nov 2020, 18:04:56 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3097 |
| Run time | 19 min 2 sec |
| CPU time | 18 min 20 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 1,641.98 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.41 GB |
| Peak swap size | 3.00 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 GTX 750 Ti) [2020-11-20 12:45:51 main:435] : INFO : Set logging level to 1 [2020-11-20 12:45:51 main:441] : INFO : Running in BOINC Client mode [2020-11-20 12:45:51 main:444] : INFO : Resolving all filenames [2020-11-20 12:45:51 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 (exists = 1) [2020-11-20 12:45:51 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-1605428661-24780-0_0_r1716166144_1 (exists = 0) [2020-11-20 12:45:51 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-1605428661-24780-0_0_r1716166144_0 (exists = 0) [2020-11-20 12:45:51 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-20 12:45:51 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-20 12:45:51 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 [2020-11-20 12:45:51 main:474] : INFO : Configuration: [2020-11-20 12:45:51 main:475] : INFO : Model type: LSTM [2020-11-20 12:45:51 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-20 12:45:51 main:477] : INFO : Max Epochs: 192 [2020-11-20 12:45:51 main:478] : INFO : Batch Size: 32 [2020-11-20 12:45:51 main:479] : INFO : Learning Rate: 0.001 [2020-11-20 12:45:51 main:480] : INFO : Patience: 10 [2020-11-20 12:45:51 main:481] : INFO : Hidden Width: 64 [2020-11-20 12:45:51 main:482] : INFO : # Recurrent Layers: 4 [2020-11-20 12:45:51 main:483] : INFO : # Backend Layers: 2 [2020-11-20 12:45:51 main:484] : INFO : # Threads: 1 [2020-11-20 12:45:52 main:486] : INFO : Preparing Dataset [2020-11-20 12:45:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 12:45:52 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 12:45:55 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-20 12:45:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 12:45:55 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0039-train-val-dataset.hdf5 into memory [2020-11-20 12:45:55 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-20 12:45:55 main:494] : INFO : Creating Model [2020-11-20 12:45:55 main:507] : INFO : Preparing config file [2020-11-20 12:45:55 main:519] : INFO : Creating new config file [2020-11-20 12:45:56 main:559] : INFO : Loading DataLoader into Memory [2020-11-20 12:46:03 main:562] : INFO : Starting Training [2020-11-20 12:46:09 main:574] : INFO : Epoch 1 | loss: 0.0661395 | val_loss: 0.0657565 | Time: 6339.32 ms [2020-11-20 12:46:15 main:574] : INFO : Epoch 2 | loss: 0.0656988 | val_loss: 0.0651207 | Time: 5676.54 ms [2020-11-20 12:46:21 main:574] : INFO : Epoch 3 | loss: 0.0640311 | val_loss: 0.0631092 | Time: 5699.47 ms [2020-11-20 12:46:27 main:574] : INFO : Epoch 4 | loss: 0.0620261 | val_loss: 0.0607983 | Time: 5719.78 ms [2020-11-20 12:46:32 main:574] : INFO : Epoch 5 | loss: 0.0596644 | val_loss: 0.0586823 | Time: 5748.33 ms [2020-11-20 12:46:38 main:574] : INFO : Epoch 6 | loss: 0.0579325 | val_loss: 0.0572613 | Time: 5754.82 ms [2020-11-20 12:46:44 main:574] : INFO : Epoch 7 | loss: 0.0566105 | val_loss: 0.056071 | Time: 5695.14 ms [2020-11-20 12:46:50 main:574] : INFO : Epoch 8 | loss: 0.0554249 | val_loss: 0.0548551 | Time: 5720.42 ms [2020-11-20 12:46:56 main:574] : INFO : Epoch 9 | loss: 0.0542504 | val_loss: 0.0537886 | Time: 5778.11 ms [2020-11-20 12:47:01 main:574] : INFO : Epoch 10 | loss: 0.0529745 | val_loss: 0.0525815 | Time: 5719.65 ms [2020-11-20 12:47:07 main:574] : INFO : Epoch 11 | loss: 0.0515879 | val_loss: 0.0509521 | Time: 5703.98 ms [2020-11-20 12:47:13 main:574] : INFO : Epoch 12 | loss: 0.0499869 | val_loss: 0.0495018 | Time: 5736.24 ms [2020-11-20 12:47:19 main:574] : INFO : Epoch 13 | loss: 0.048116 | val_loss: 0.0473658 | Time: 5704.59 ms [2020-11-20 12:47:24 main:574] : INFO : Epoch 14 | loss: 0.0458865 | val_loss: 0.0455207 | Time: 5767.04 ms [2020-11-20 12:47:30 main:574] : INFO : Epoch 15 | loss: 0.04327 | val_loss: 0.0422267 | Time: 5669.89 ms [2020-11-20 12:47:36 main:574] : INFO : Epoch 16 | loss: 0.0402809 | val_loss: 0.0393221 | Time: 5695.22 ms [2020-11-20 12:47:41 main:574] : INFO : Epoch 17 | loss: 0.037121 | val_loss: 0.0366538 | Time: 5526.77 ms [2020-11-20 12:47:47 main:574] : INFO : Epoch 18 | loss: 0.0338509 | val_loss: 0.0333029 | Time: 5187.68 ms [2020-11-20 12:47:52 main:574] : INFO : Epoch 19 | loss: 0.0306918 | val_loss: 0.0304313 | Time: 5218.67 ms [2020-11-20 12:47:58 main:574] : INFO : Epoch 20 | loss: 0.0308391 | val_loss: 0.0297039 | Time: 5708.82 ms [2020-11-20 12:48:04 main:574] : INFO : Epoch 21 | loss: 0.0317116 | val_loss: 0.0393404 | Time: 5711.02 ms [2020-11-20 12:48:09 main:574] : INFO : Epoch 22 | loss: 0.0306435 | val_loss: 0.0243799 | Time: 5688.59 ms [2020-11-20 12:48:15 main:574] : INFO : Epoch 23 | loss: 0.0501965 | val_loss: 0.0533088 | Time: 5681.54 ms [2020-11-20 12:48:21 main:574] : INFO : Epoch 24 | loss: 0.0402347 | val_loss: 0.0278692 | Time: 5681.79 ms [2020-11-20 12:48:27 main:574] : INFO : Epoch 25 | loss: 0.0260858 | val_loss: 0.0276308 | Time: 5926.4 ms [2020-11-20 12:48:33 main:574] : INFO : Epoch 26 | loss: 0.0377142 | val_loss: 0.0244111 | Time: 5815.06 ms [2020-11-20 12:48:38 main:574] : INFO : Epoch 27 | loss: 0.0213613 | val_loss: 0.0233654 | Time: 5764.47 ms [2020-11-20 12:48:44 main:574] : INFO : Epoch 28 | loss: 0.0202574 | val_loss: 0.0449196 | Time: 5671.38 ms [2020-11-20 12:48:50 main:574] : INFO : Epoch 29 | loss: 0.0243811 | val_loss: 0.0253109 | Time: 5593.97 ms [2020-11-20 12:48:56 main:574] : INFO : Epoch 30 | loss: 0.0249884 | val_loss: 0.0227709 | Time: 5735.88 ms [2020-11-20 12:49:01 main:574] : INFO : Epoch 31 | loss: 0.0168337 | val_loss: 0.0169404 | Time: 5736.87 ms [2020-11-20 12:49:07 main:574] : INFO : Epoch 32 | loss: 0.0305232 | val_loss: 0.0302658 | Time: 5723.13 ms [2020-11-20 12:49:13 main:574] : INFO : Epoch 33 | loss: 0.0174752 | val_loss: 0.0135741 | Time: 5728.63 ms [2020-11-20 12:49:19 main:574] : INFO : Epoch 34 | loss: 0.026531 | val_loss: 0.0296839 | Time: 5742.54 ms [2020-11-20 12:49:25 main:574] : INFO : Epoch 35 | loss: 0.0535786 | val_loss: 0.0599622 | Time: 5711.39 ms [2020-11-20 12:49:30 main:574] : INFO : Epoch 36 | loss: 0.0575981 | val_loss: 0.0543482 | Time: 5684.52 ms [2020-11-20 12:49:36 main:574] : INFO : Epoch 37 | loss: 0.043627 | val_loss: 0.0275103 | Time: 5685.07 ms [2020-11-20 12:49:42 main:574] : INFO : Epoch 38 | loss: 0.0188829 | val_loss: 0.0144061 | Time: 5676.01 ms [2020-11-20 12:49:47 main:574] : INFO : Epoch 39 | loss: 0.0127223 | val_loss: 0.0142408 | Time: 5678.45 ms [2020-11-20 12:49:53 main:574] : INFO : Epoch 40 | loss: 0.0169766 | val_loss: 0.012938 | Time: 5684.85 ms [2020-11-20 12:49:59 main:574] : INFO : Epoch 41 | loss: 0.0162777 | val_loss: 0.0145107 | Time: 5684.7 ms [2020-11-20 12:50:05 main:574] : INFO : Epoch 42 | loss: 0.0128091 | val_loss: 0.0112438 | Time: 5708.07 ms [2020-11-20 12:50:10 main:574] : INFO : Epoch 43 | loss: 0.0100528 | val_loss: 0.0100866 | Time: 5680.19 ms [2020-11-20 12:50:16 main:574] : INFO : Epoch 44 | loss: 0.00940538 | val_loss: 0.00945646 | Time: 5800.15 ms [2020-11-20 12:50:22 main:574] : INFO : Epoch 45 | loss: 0.0107821 | val_loss: 0.00979553 | Time: 5784.88 ms [2020-11-20 12:50:28 main:574] : INFO : Epoch 46 | loss: 0.00911377 | val_loss: 0.00907267 | Time: 5746.99 ms [2020-11-20 12:50:34 main:574] : INFO : Epoch 47 | loss: 0.00978815 | val_loss: 0.00956515 | Time: 5696.85 ms [2020-11-20 12:50:39 main:574] : INFO : Epoch 48 | loss: 0.00856908 | val_loss: 0.0089581 | Time: 5697.59 ms [2020-11-20 12:50:45 main:574] : INFO : Epoch 49 | loss: 0.00801117 | val_loss: 0.00807139 | Time: 5732.64 ms [2020-11-20 12:50:51 main:574] : INFO : Epoch 50 | loss: 0.00760706 | val_loss: 0.00778402 | Time: 5721.31 ms [2020-11-20 12:50:57 main:574] : INFO : Epoch 51 | loss: 0.00736191 | val_loss: 0.00753818 | Time: 5741.27 ms [2020-11-20 12:51:02 main:574] : INFO : Epoch 52 | loss: 0.00985204 | val_loss: 0.00887826 | Time: 5754.32 ms [2020-11-20 12:51:08 main:574] : INFO : Epoch 53 | loss: 0.00756625 | val_loss: 0.00743415 | Time: 5721.48 ms [2020-11-20 12:51:14 main:574] : INFO : Epoch 54 | loss: 0.00694704 | val_loss: 0.00708417 | Time: 5712.97 ms [2020-11-20 12:51:20 main:574] : INFO : Epoch 55 | loss: 0.00667248 | val_loss: 0.00685391 | Time: 5728.3 ms [2020-11-20 12:51:26 main:574] : INFO : Epoch 56 | loss: 0.00646308 | val_loss: 0.00663685 | Time: 5768.85 ms [2020-11-20 12:51:31 main:574] : INFO : Epoch 57 | loss: 0.00625885 | val_loss: 0.00643881 | Time: 5763.13 ms [2020-11-20 12:51:37 main:574] : INFO : Epoch 58 | loss: 0.00607425 | val_loss: 0.0062534 | Time: 5743.92 ms [2020-11-20 12:51:43 main:574] : INFO : Epoch 59 | loss: 0.00589831 | val_loss: 0.00606663 | Time: 5814.89 ms [2020-11-20 12:51:49 main:574] : INFO : Epoch 60 | loss: 0.00572319 | val_loss: 0.00588232 | Time: 5775.41 ms [2020-11-20 12:51:54 main:574] : INFO : Epoch 61 | loss: 0.0055513 | val_loss: 0.00566428 | Time: 5367.47 ms [2020-11-20 12:52:00 main:574] : INFO : Epoch 62 | loss: 0.00538159 | val_loss: 0.0054531 | Time: 5353.31 ms [2020-11-20 12:52:06 main:574] : INFO : Epoch 63 | loss: 0.00521287 | val_loss: 0.00528012 | Time: 5692.81 ms [2020-11-20 12:52:11 main:574] : INFO : Epoch 64 | loss: 0.00504761 | val_loss: 0.00511113 | Time: 5687.53 ms [2020-11-20 12:52:17 main:574] : INFO : Epoch 65 | loss: 0.00488211 | val_loss: 0.00494339 | Time: 5682.02 ms [2020-11-20 12:52:23 main:574] : INFO : Epoch 66 | loss: 0.00471907 | val_loss: 0.00477563 | Time: 5636.27 ms [2020-11-20 12:52:28 main:574] : INFO : Epoch 67 | loss: 0.00455836 | val_loss: 0.00461292 | Time: 5706.52 ms [2020-11-20 12:52:34 main:574] : INFO : Epoch 68 | loss: 0.00439869 | val_loss: 0.00445418 | Time: 5583.79 ms [2020-11-20 12:52:40 main:574] : INFO : Epoch 69 | loss: 0.00424054 | val_loss: 0.00427177 | Time: 5689.81 ms [2020-11-20 12:52:46 main:574] : INFO : Epoch 70 | loss: 0.00408562 | val_loss: 0.00411031 | Time: 5726.15 ms [2020-11-20 12:52:51 main:574] : INFO : Epoch 71 | loss: 0.00393282 | val_loss: 0.0039495 | Time: 5721.83 ms [2020-11-20 12:52:57 main:574] : INFO : Epoch 72 | loss: 0.00378171 | val_loss: 0.00379927 | Time: 5718.57 ms [2020-11-20 12:53:03 main:574] : INFO : Epoch 73 | loss: 0.00363388 | val_loss: 0.00360048 | Time: 5735.42 ms [2020-11-20 12:53:09 main:574] : INFO : Epoch 74 | loss: 0.00348813 | val_loss: 0.00345639 | Time: 5711.66 ms [2020-11-20 12:53:14 main:574] : INFO : Epoch 75 | loss: 0.00334673 | val_loss: 0.00330841 | Time: 5687.15 ms [2020-11-20 12:53:20 main:574] : INFO : Epoch 76 | loss: 0.00320808 | val_loss: 0.00317494 | Time: 5710.95 ms [2020-11-20 12:53:26 main:574] : INFO : Epoch 77 | loss: 0.00307266 | val_loss: 0.0030354 | Time: 5227.04 ms [2020-11-20 12:53:31 main:574] : INFO : Epoch 78 | loss: 0.00294146 | val_loss: 0.00290241 | Time: 5264.84 ms [2020-11-20 12:53:37 main:574] : INFO : Epoch 79 | loss: 0.00281336 | val_loss: 0.00277519 | Time: 5683.17 ms [2020-11-20 12:53:42 main:574] : INFO : Epoch 80 | loss: 0.00268866 | val_loss: 0.00265225 | Time: 5684.7 ms [2020-11-20 12:53:48 main:574] : INFO : Epoch 81 | loss: 0.00256871 | val_loss: 0.00253473 | Time: 5697.05 ms [2020-11-20 12:53:54 main:574] : INFO : Epoch 82 | loss: 0.0024511 | val_loss: 0.00241935 | Time: 5692.31 ms [2020-11-20 12:54:00 main:574] : INFO : Epoch 83 | loss: 0.00233886 | val_loss: 0.00230737 | Time: 5680.34 ms [2020-11-20 12:54:05 main:574] : INFO : Epoch 84 | loss: 0.00223075 | val_loss: 0.00219963 | Time: 5716.72 ms [2020-11-20 12:54:11 main:574] : INFO : Epoch 85 | loss: 0.00212431 | val_loss: 0.00209803 | Time: 5680.34 ms [2020-11-20 12:54:17 main:574] : INFO : Epoch 86 | loss: 0.00202375 | val_loss: 0.00199477 | Time: 5684.85 ms [2020-11-20 12:54:22 main:574] : INFO : Epoch 87 | loss: 0.00192653 | val_loss: 0.00189961 | Time: 5678.63 ms [2020-11-20 12:54:28 main:574] : INFO : Epoch 88 | loss: 0.00183353 | val_loss: 0.00181056 | Time: 5679.12 ms [2020-11-20 12:54:34 main:574] : INFO : Epoch 89 | loss: 0.00174351 | val_loss: 0.00172342 | Time: 5635.32 ms [2020-11-20 12:54:40 main:574] : INFO : Epoch 90 | loss: 0.00165828 | val_loss: 0.0016348 | Time: 5685.29 ms [2020-11-20 12:54:45 main:574] : INFO : Epoch 91 | loss: 0.00157577 | val_loss: 0.00155358 | Time: 5694.56 ms [2020-11-20 12:54:51 main:574] : INFO : Epoch 92 | loss: 0.00149799 | val_loss: 0.00147625 | Time: 5675.49 ms [2020-11-20 12:54:57 main:574] : INFO : Epoch 93 | loss: 0.00142169 | val_loss: 0.00140144 | Time: 5685.48 ms [2020-11-20 12:55:03 main:574] : INFO : Epoch 94 | loss: 0.00134998 | val_loss: 0.00133092 | Time: 5669.05 ms [2020-11-20 12:55:08 main:574] : INFO : Epoch 95 | loss: 0.00128112 | val_loss: 0.0012644 | Time: 5674.8 ms [2020-11-20 12:55:14 main:574] : INFO : Epoch 96 | loss: 0.00121647 | val_loss: 0.00119811 | Time: 5675.83 ms [2020-11-20 12:55:20 main:574] : INFO : Epoch 97 | loss: 0.00115306 | val_loss: 0.00113671 | Time: 5693.04 ms [2020-11-20 12:55:26 main:574] : INFO : Epoch 98 | loss: 0.0010936 | val_loss: 0.00107822 | Time: 5803.4 ms [2020-11-20 12:55:32 main:574] : INFO : Epoch 99 | loss: 0.00103765 | val_loss: 0.00102361 | Time: 5768.19 ms [2020-11-20 12:55:37 main:574] : INFO : Epoch 100 | loss: 0.000983521 | val_loss: 0.000970837 | Time: 5578.93 ms [2020-11-20 12:55:43 main:574] : INFO : Epoch 101 | loss: 0.000932622 | val_loss: 0.00091837 | Time: 5707.61 ms [2020-11-20 12:55:49 main:574] : INFO : Epoch 102 | loss: 0.000883917 | val_loss: 0.000870714 | Time: 5702.7 ms [2020-11-20 12:55:54 main:574] : INFO : Epoch 103 | loss: 0.000837485 | val_loss: 0.000826252 | Time: 5713.08 ms [2020-11-20 12:56:00 main:574] : INFO : Epoch 104 | loss: 0.000794769 | val_loss: 0.000781887 | Time: 5720.71 ms [2020-11-20 12:56:06 main:574] : INFO : Epoch 105 | loss: 0.000752913 | val_loss: 0.000743814 | Time: 5717.8 ms [2020-11-20 12:56:12 main:574] : INFO : Epoch 106 | loss: 0.000714551 | val_loss: 0.000704152 | Time: 5711.09 ms [2020-11-20 12:56:18 main:574] : INFO : Epoch 107 | loss: 0.000676858 | val_loss: 0.000668607 | Time: 5702.77 ms [2020-11-20 12:56:23 main:574] : INFO : Epoch 108 | loss: 0.000642367 | val_loss: 0.000635379 | Time: 5706.76 ms [2020-11-20 12:56:29 main:574] : INFO : Epoch 109 | loss: 0.000608678 | val_loss: 0.000604329 | Time: 5819.02 ms [2020-11-20 12:56:35 main:574] : INFO : Epoch 110 | loss: 0.000577179 | val_loss: 0.000569329 | Time: 5826.15 ms [2020-11-20 12:56:41 main:574] : INFO : Epoch 111 | loss: 0.00054816 | val_loss: 0.000541741 | Time: 5699.11 ms [2020-11-20 12:56:47 main:574] : INFO : Epoch 112 | loss: 0.000520102 | val_loss: 0.000514913 | Time: 5681.63 ms [2020-11-20 12:56:52 main:574] : INFO : Epoch 113 | loss: 0.000494688 | val_loss: 0.00048733 | Time: 5711.35 ms [2020-11-20 12:56:58 main:574] : INFO : Epoch 114 | loss: 0.000469473 | val_loss: 0.000462933 | Time: 5696.74 ms [2020-11-20 12:57:04 main:574] : INFO : Epoch 115 | loss: 0.000446301 | val_loss: 0.000441429 | Time: 5686.66 ms [2020-11-20 12:57:09 main:574] : INFO : Epoch 116 | loss: 0.000423805 | val_loss: 0.000419315 | Time: 5672.17 ms [2020-11-20 12:57:15 main:574] : INFO : Epoch 117 | loss: 0.00040292 | val_loss: 0.000397896 | Time: 5675.34 ms [2020-11-20 12:57:21 main:574] : INFO : Epoch 118 | loss: 0.000383442 | val_loss: 0.000378749 | Time: 5691.56 ms [2020-11-20 12:57:27 main:574] : INFO : Epoch 119 | loss: 0.000365165 | val_loss: 0.000363572 | Time: 5753.38 ms [2020-11-20 12:57:33 main:574] : INFO : Epoch 120 | loss: 0.000347528 | val_loss: 0.00034394 | Time: 5756.23 ms [2020-11-20 12:57:38 main:574] : INFO : Epoch 121 | loss: 0.000331992 | val_loss: 0.000330449 | Time: 5717.77 ms [2020-11-20 12:57:44 main:574] : INFO : Epoch 122 | loss: 0.000316751 | val_loss: 0.000314882 | Time: 5736.01 ms [2020-11-20 12:57:50 main:574] : INFO : Epoch 123 | loss: 0.000300819 | val_loss: 0.000297499 | Time: 5728.57 ms [2020-11-20 12:57:56 main:574] : INFO : Epoch 124 | loss: 0.000286323 | val_loss: 0.000283752 | Time: 5726.44 ms [2020-11-20 12:58:01 main:574] : INFO : Epoch 125 | loss: 0.000274609 | val_loss: 0.000270937 | Time: 5706.38 ms [2020-11-20 12:58:07 main:574] : INFO : Epoch 126 | loss: 0.000261929 | val_loss: 0.000258995 | Time: 5721.87 ms [2020-11-20 12:58:13 main:574] : INFO : Epoch 127 | loss: 0.000249753 | val_loss: 0.000247645 | Time: 5768.57 ms [2020-11-20 12:58:19 main:574] : INFO : Epoch 128 | loss: 0.000239879 | val_loss: 0.000238184 | Time: 5784.09 ms [2020-11-20 12:58:25 main:574] : INFO : Epoch 129 | loss: 0.000228654 | val_loss: 0.000227594 | Time: 5783.39 ms [2020-11-20 12:58:31 main:574] : INFO : Epoch 130 | loss: 0.000218237 | val_loss: 0.00022063 | Time: 5713.37 ms [2020-11-20 12:58:36 main:574] : INFO : Epoch 131 | loss: 0.000210557 | val_loss: 0.000209371 | Time: 5712.93 ms [2020-11-20 12:58:42 main:574] : INFO : Epoch 132 | loss: 0.00020044 | val_loss: 0.000199241 | Time: 5706 ms [2020-11-20 12:58:48 main:574] : INFO : Epoch 133 | loss: 0.000192258 | val_loss: 0.00018962 | Time: 5692.21 ms [2020-11-20 12:58:54 main:574] : INFO : Epoch 134 | loss: 0.000185611 | val_loss: 0.000184045 | Time: 5705.5 ms [2020-11-20 12:58:59 main:574] : INFO : Epoch 135 | loss: 0.000177325 | val_loss: 0.000175382 | Time: 5700.47 ms [2020-11-20 12:59:05 main:574] : INFO : Epoch 136 | loss: 0.000169887 | val_loss: 0.000169804 | Time: 5699.15 ms [2020-11-20 12:59:11 main:574] : INFO : Epoch 137 | loss: 0.00016372 | val_loss: 0.000163111 | Time: 5797.59 ms [2020-11-20 12:59:17 main:574] : INFO : Epoch 138 | loss: 0.000157011 | val_loss: 0.000158592 | Time: 5684.68 ms [2020-11-20 12:59:22 main:574] : INFO : Epoch 139 | loss: 0.000151424 | val_loss: 0.000150613 | Time: 5667.26 ms [2020-11-20 12:59:28 main:574] : INFO : Epoch 140 | loss: 0.000146121 | val_loss: 0.000149622 | Time: 5753.31 ms [2020-11-20 12:59:34 main:574] : INFO : Epoch 141 | loss: 0.000141417 | val_loss: 0.000141376 | Time: 5706.66 ms [2020-11-20 12:59:40 main:574] : INFO : Epoch 142 | loss: 0.000135626 | val_loss: 0.000138447 | Time: 5716.91 ms [2020-11-20 12:59:45 main:574] : INFO : Epoch 143 | loss: 0.000130612 | val_loss: 0.000130694 | Time: 5714.78 ms [2020-11-20 12:59:51 main:574] : INFO : Epoch 144 | loss: 0.000126194 | val_loss: 0.00012494 | Time: 5725.2 ms [2020-11-20 12:59:57 main:574] : INFO : Epoch 145 | loss: 0.000121832 | val_loss: 0.000122935 | Time: 5730.74 ms [2020-11-20 13:00:03 main:574] : INFO : Epoch 146 | loss: 0.000117457 | val_loss: 0.000116582 | Time: 5707.99 ms [2020-11-20 13:00:09 main:574] : INFO : Epoch 147 | loss: 0.000114082 | val_loss: 0.000115337 | Time: 5764.63 ms [2020-11-20 13:00:14 main:574] : INFO : Epoch 148 | loss: 0.000109988 | val_loss: 0.000111212 | Time: 5710.72 ms [2020-11-20 13:00:20 main:574] : INFO : Epoch 149 | loss: 0.000107212 | val_loss: 0.000107626 | Time: 5718.51 ms [2020-11-20 13:00:26 main:574] : INFO : Epoch 150 | loss: 0.000103951 | val_loss: 0.00010657 | Time: 5675.29 ms [2020-11-20 13:00:32 main:574] : INFO : Epoch 151 | loss: 9.99372e-05 | val_loss: 0.000100062 | Time: 5703.5 ms [2020-11-20 13:00:37 main:574] : INFO : Epoch 152 | loss: 9.74842e-05 | val_loss: 9.78832e-05 | Time: 5704.67 ms [2020-11-20 13:00:43 main:574] : INFO : Epoch 153 | loss: 9.46124e-05 | val_loss: 9.75901e-05 | Time: 5668.12 ms [2020-11-20 13:00:49 main:574] : INFO : Epoch 154 | loss: 9.18215e-05 | val_loss: 9.23034e-05 | Time: 5683.12 ms [2020-11-20 13:00:55 main:574] : INFO : Epoch 155 | loss: 8.95676e-05 | val_loss: 9.21562e-05 | Time: 5688.61 ms [2020-11-20 13:01:00 main:574] : INFO : Epoch 156 | loss: 8.69359e-05 | val_loss: 8.80273e-05 | Time: 5675.3 ms [2020-11-20 13:01:06 main:574] : INFO : Epoch 157 | loss: 8.53793e-05 | val_loss: 8.63519e-05 | Time: 5673.35 ms [2020-11-20 13:01:12 main:574] : INFO : Epoch 158 | loss: 8.22598e-05 | val_loss: 8.20939e-05 | Time: 5701.63 ms [2020-11-20 13:01:18 main:574] : INFO : Epoch 159 | loss: 8.0107e-05 | val_loss: 8.20146e-05 | Time: 5696.31 ms [2020-11-20 13:01:23 main:574] : INFO : Epoch 160 | loss: 7.83246e-05 | val_loss: 8.32744e-05 | Time: 5757.48 ms [2020-11-20 13:01:29 main:574] : INFO : Epoch 161 | loss: 7.70171e-05 | val_loss: 7.6679e-05 | Time: 5716.15 ms [2020-11-20 13:01:35 main:574] : INFO : Epoch 162 | loss: 7.40376e-05 | val_loss: 7.52034e-05 | Time: 5766.97 ms [2020-11-20 13:01:41 main:574] : INFO : Epoch 163 | loss: 7.28063e-05 | val_loss: 7.39763e-05 | Time: 5781.55 ms [2020-11-20 13:01:47 main:574] : INFO : Epoch 164 | loss: 7.04943e-05 | val_loss: 7.15598e-05 | Time: 5778.82 ms [2020-11-20 13:01:52 main:574] : INFO : Epoch 165 | loss: 6.95938e-05 | val_loss: 7.02259e-05 | Time: 5722.81 ms [2020-11-20 13:01:58 main:574] : INFO : Epoch 166 | loss: 6.76498e-05 | val_loss: 6.95054e-05 | Time: 5744.22 ms [2020-11-20 13:02:04 main:574] : INFO : Epoch 167 | loss: 6.59962e-05 | val_loss: 6.68463e-05 | Time: 5724.39 ms [2020-11-20 13:02:10 main:574] : INFO : Epoch 168 | loss: 6.4798e-05 | val_loss: 6.6309e-05 | Time: 5712.9 ms [2020-11-20 13:02:16 main:574] : INFO : Epoch 169 | loss: 6.33236e-05 | val_loss: 6.49831e-05 | Time: 5714.23 ms [2020-11-20 13:02:21 main:574] : INFO : Epoch 170 | loss: 6.23762e-05 | val_loss: 6.25747e-05 | Time: 5770.01 ms [2020-11-20 13:02:27 main:574] : INFO : Epoch 171 | loss: 6.08917e-05 | val_loss: 6.2533e-05 | Time: 5903.38 ms [2020-11-20 13:02:33 main:574] : INFO : Epoch 172 | loss: 5.95875e-05 | val_loss: 6.15832e-05 | Time: 5740.9 ms [2020-11-20 13:02:39 main:574] : INFO : Epoch 173 | loss: 5.81402e-05 | val_loss: 5.79543e-05 | Time: 5815.69 ms [2020-11-20 13:02:45 main:574] : INFO : Epoch 174 | loss: 5.71465e-05 | val_loss: 5.66297e-05 | Time: 5969.77 ms [2020-11-20 13:02:51 main:574] : INFO : Epoch 175 | loss: 5.62128e-05 | val_loss: 5.59792e-05 | Time: 5921.47 ms [2020-11-20 13:02:57 main:574] : INFO : Epoch 176 | loss: 5.44766e-05 | val_loss: 5.43099e-05 | Time: 5947.86 ms [2020-11-20 13:03:03 main:574] : INFO : Epoch 177 | loss: 5.36635e-05 | val_loss: 5.5189e-05 | Time: 5925.19 ms [2020-11-20 13:03:09 main:574] : INFO : Epoch 178 | loss: 5.3427e-05 | val_loss: 5.36291e-05 | Time: 5996.35 ms [2020-11-20 13:03:15 main:574] : INFO : Epoch 179 | loss: 5.26962e-05 | val_loss: 5.27513e-05 | Time: 5879.61 ms [2020-11-20 13:03:21 main:574] : INFO : Epoch 180 | loss: 5.08902e-05 | val_loss: 5.16774e-05 | Time: 5731.93 ms [2020-11-20 13:03:27 main:574] : INFO : Epoch 181 | loss: 4.99516e-05 | val_loss: 5.00611e-05 | Time: 5765.5 ms [2020-11-20 13:03:32 main:574] : INFO : Epoch 182 | loss: 4.9455e-05 | val_loss: 5.04058e-05 | Time: 5715.31 ms [2020-11-20 13:03:38 main:574] : INFO : Epoch 183 | loss: 4.84975e-05 | val_loss: 5.03436e-05 | Time: 5688.84 ms [2020-11-20 13:03:44 main:574] : INFO : Epoch 184 | loss: 4.7828e-05 | val_loss: 4.89079e-05 | Time: 5690.91 ms [2020-11-20 13:03:50 main:574] : INFO : Epoch 185 | loss: 4.6828e-05 | val_loss: 4.7084e-05 | Time: 5708.08 ms [2020-11-20 13:03:55 main:574] : INFO : Epoch 186 | loss: 4.58775e-05 | val_loss: 4.77016e-05 | Time: 5717.17 ms [2020-11-20 13:04:01 main:574] : INFO : Epoch 187 | loss: 4.56712e-05 | val_loss: 4.65043e-05 | Time: 5749.09 ms [2020-11-20 13:04:07 main:574] : INFO : Epoch 188 | loss: 4.4409e-05 | val_loss: 4.68124e-05 | Time: 5688.98 ms [2020-11-20 13:04:13 main:574] : INFO : Epoch 189 | loss: 4.40582e-05 | val_loss: 4.57685e-05 | Time: 5697.67 ms [2020-11-20 13:04:19 main:574] : INFO : Epoch 190 | loss: 4.40107e-05 | val_loss: 4.4388e-05 | Time: 5725.62 ms [2020-11-20 13:04:24 main:574] : INFO : Epoch 191 | loss: 4.24096e-05 | val_loss: 4.3299e-05 | Time: 5873.73 ms [2020-11-20 13:04:30 main:574] : INFO : Epoch 192 | loss: 4.15655e-05 | val_loss: 4.32814e-05 | Time: 5911.9 ms [2020-11-20 13:04:30 main:597] : INFO : Saving trained model to model-final.pt, val_loss 4.32814e-05 [2020-11-20 13:04:31 main:603] : INFO : Saving end state to config to file [2020-11-20 13:04:31 main:608] : INFO : Success, exiting.. 13:04:31 (660): 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)