Task 2825017
| Name | rand_automata_0085-1604983451-2450-0_2 |
| Workunit | 1263889 |
| Created | 10 Nov 2020, 23:31:35 UTC |
| Sent | 10 Nov 2020, 23:35:37 UTC |
| Report deadline | 11 Nov 2020, 22:05:37 UTC |
| Received | 11 Nov 2020, 5:37:27 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 443 |
| Run time | 1 hours 13 min 36 sec |
| CPU time | 27 min |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 9,073.48 GFLOPS |
| Application version | Machine Learning Dataset Generator (test) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.49 GB |
| Peak swap size | 3.22 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.6</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080) [2020-11-11 05:23:41 main:435] : INFO : Set logging level to 1 [2020-11-11 05:23:41 main:441] : INFO : Running in BOINC Client mode [2020-11-11 05:23:41 main:444] : INFO : Resolving all filenames [2020-11-11 05:23:41 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-train-val-dataset.hdf5 (exists = 1) [2020-11-11 05:23:41 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-1604983451-2450-0_2_r734253922_1 (exists = 0) [2020-11-11 05:23:41 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-1604983451-2450-0_2_r734253922_0 (exists = 0) [2020-11-11 05:23:41 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-11 05:23:41 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-11 05:23:41 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-train-val-dataset.hdf5 [2020-11-11 05:23:41 main:474] : INFO : Configuration: [2020-11-11 05:23:41 main:475] : INFO : Model type: LSTM [2020-11-11 05:23:41 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-11 05:23:41 main:477] : INFO : Max Epochs: 192 [2020-11-11 05:23:41 main:478] : INFO : Batch Size: 32 [2020-11-11 05:23:41 main:479] : INFO : Learning Rate: 0.001 [2020-11-11 05:23:41 main:480] : INFO : Patience: 10 [2020-11-11 05:23:41 main:481] : INFO : Hidden Width: 64 [2020-11-11 05:23:41 main:482] : INFO : # Recurrent Layers: 4 [2020-11-11 05:23:41 main:483] : INFO : # Backend Layers: 2 [2020-11-11 05:23:41 main:484] : INFO : # Threads: 1 [2020-11-11 05:23:42 main:486] : INFO : Preparing Dataset [2020-11-11 05:23:42 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-train-val-dataset.hdf5 into memory [2020-11-11 05:23:43 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-train-val-dataset.hdf5 into memory [2020-11-11 05:24:25 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-11 05:24:25 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-train-val-dataset.hdf5 into memory [2020-11-11 05:24:26 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0085-train-val-dataset.hdf5 into memory [2020-11-11 05:24:26 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-11 05:24:26 main:494] : INFO : Creating Model [2020-11-11 05:24:26 main:507] : INFO : Preparing config file [2020-11-11 05:24:26 main:519] : INFO : Creating new config file [2020-11-11 05:24:45 main:559] : INFO : Loading DataLoader into Memory [2020-11-11 05:24:45 main:562] : INFO : Starting Training [2020-11-11 05:25:18 main:574] : INFO : Epoch 1 | loss: 0.0662069 | val_loss: 0.0658746 | Time: 32808.6 ms [2020-11-11 05:25:45 main:574] : INFO : Epoch 2 | loss: 0.0657718 | val_loss: 0.0650563 | Time: 26869.9 ms [2020-11-11 05:26:16 main:574] : INFO : Epoch 3 | loss: 0.0634692 | val_loss: 0.0621856 | Time: 31211.3 ms [2020-11-11 05:26:45 main:574] : INFO : Epoch 4 | loss: 0.0607454 | val_loss: 0.0594378 | Time: 29066.8 ms [2020-11-11 05:27:13 main:574] : INFO : Epoch 5 | loss: 0.0585784 | val_loss: 0.0577383 | Time: 27317.5 ms [2020-11-11 05:27:39 main:574] : INFO : Epoch 6 | loss: 0.0570888 | val_loss: 0.0564282 | Time: 26297.5 ms [2020-11-11 05:28:01 main:574] : INFO : Epoch 7 | loss: 0.0558282 | val_loss: 0.0552469 | Time: 22312.1 ms [2020-11-11 05:28:29 main:574] : INFO : Epoch 8 | loss: 0.0546886 | val_loss: 0.0542875 | Time: 27515.4 ms [2020-11-11 05:28:56 main:574] : INFO : Epoch 9 | loss: 0.0534845 | val_loss: 0.0530961 | Time: 26942 ms [2020-11-11 05:29:18 main:574] : INFO : Epoch 10 | loss: 0.0522355 | val_loss: 0.0516654 | Time: 21923.1 ms [2020-11-11 05:29:44 main:574] : INFO : Epoch 11 | loss: 0.050969 | val_loss: 0.0503234 | Time: 26070.6 ms [2020-11-11 05:30:09 main:574] : INFO : Epoch 12 | loss: 0.0495229 | val_loss: 0.0489888 | Time: 24897.5 ms [2020-11-11 05:30:38 main:574] : INFO : Epoch 13 | loss: 0.0479349 | val_loss: 0.0472348 | Time: 28692.4 ms [2020-11-11 05:31:09 main:574] : INFO : Epoch 14 | loss: 0.0461591 | val_loss: 0.0456227 | Time: 31620.8 ms [2020-11-11 05:31:41 main:574] : INFO : Epoch 15 | loss: 0.0441175 | val_loss: 0.0436462 | Time: 31106.9 ms [2020-11-11 05:32:12 main:574] : INFO : Epoch 16 | loss: 0.0417338 | val_loss: 0.0421903 | Time: 31154.1 ms [2020-11-11 05:32:42 main:574] : INFO : Epoch 17 | loss: 0.0392204 | val_loss: 0.0395092 | Time: 30446.9 ms [2020-11-11 05:33:05 main:574] : INFO : Epoch 18 | loss: 0.0361811 | val_loss: 0.0354744 | Time: 23102.4 ms [2020-11-11 05:33:37 main:574] : INFO : Epoch 19 | loss: 0.0333135 | val_loss: 0.0332815 | Time: 31672.4 ms [2020-11-11 05:34:02 main:574] : INFO : Epoch 20 | loss: 0.0464624 | val_loss: 0.0469775 | Time: 24762.4 ms [2020-11-11 05:34:30 main:574] : INFO : Epoch 21 | loss: 0.0354042 | val_loss: 0.0329309 | Time: 28648.7 ms [2020-11-11 05:35:00 main:574] : INFO : Epoch 22 | loss: 0.0285149 | val_loss: 0.033085 | Time: 29697.1 ms [2020-11-11 05:35:23 main:574] : INFO : Epoch 23 | loss: 0.0292736 | val_loss: 0.0260772 | Time: 23097.5 ms [2020-11-11 05:35:50 main:574] : INFO : Epoch 24 | loss: 0.0401628 | val_loss: 0.0420456 | Time: 26687.4 ms [2020-11-11 05:36:18 main:574] : INFO : Epoch 25 | loss: 0.0280331 | val_loss: 0.0239616 | Time: 27684.2 ms [2020-11-11 05:36:46 main:574] : INFO : Epoch 26 | loss: 0.0289253 | val_loss: 0.031209 | Time: 28783.5 ms [2020-11-11 05:37:14 main:574] : INFO : Epoch 27 | loss: 0.0480883 | val_loss: 0.0561891 | Time: 27157.8 ms [2020-11-11 05:37:42 main:574] : INFO : Epoch 28 | loss: 0.0518054 | val_loss: 0.0448825 | Time: 28143.5 ms [2020-11-11 05:38:13 main:574] : INFO : Epoch 29 | loss: 0.0384703 | val_loss: 0.0307254 | Time: 30744.4 ms [2020-11-11 05:38:47 main:574] : INFO : Epoch 30 | loss: 0.0240757 | val_loss: 0.020527 | Time: 33605.4 ms [2020-11-11 05:39:17 main:574] : INFO : Epoch 31 | loss: 0.0425054 | val_loss: 0.0577829 | Time: 29857.8 ms [2020-11-11 05:39:45 main:574] : INFO : Epoch 32 | loss: 0.0526962 | val_loss: 0.0463811 | Time: 28657.5 ms [2020-11-11 05:40:14 main:574] : INFO : Epoch 33 | loss: 0.0351506 | val_loss: 0.0307115 | Time: 29187.6 ms [2020-11-11 05:40:39 main:574] : INFO : Epoch 34 | loss: 0.0221789 | val_loss: 0.0193828 | Time: 24158.6 ms [2020-11-11 05:41:06 main:574] : INFO : Epoch 35 | loss: 0.0279749 | val_loss: 0.0493741 | Time: 27333.4 ms [2020-11-11 05:41:28 main:574] : INFO : Epoch 36 | loss: 0.0314028 | val_loss: 0.0216561 | Time: 22248.8 ms [2020-11-11 05:41:57 main:574] : INFO : Epoch 37 | loss: 0.0184515 | val_loss: 0.0150708 | Time: 28854.2 ms [2020-11-11 05:42:26 main:574] : INFO : Epoch 38 | loss: 0.0143571 | val_loss: 0.0206358 | Time: 29352.6 ms [2020-11-11 05:42:55 main:574] : INFO : Epoch 39 | loss: 0.0156524 | val_loss: 0.0127525 | Time: 28110 ms [2020-11-11 05:43:18 main:574] : INFO : Epoch 40 | loss: 0.0114576 | val_loss: 0.0113423 | Time: 23772.1 ms [2020-11-11 05:43:47 main:574] : INFO : Epoch 41 | loss: 0.0103589 | val_loss: 0.0103679 | Time: 28621 ms [2020-11-11 05:44:12 main:574] : INFO : Epoch 42 | loss: 0.0104955 | val_loss: 0.0108864 | Time: 25291.4 ms [2020-11-11 05:44:41 main:574] : INFO : Epoch 43 | loss: 0.032026 | val_loss: 0.0598464 | Time: 28907.8 ms [2020-11-11 05:45:08 main:574] : INFO : Epoch 44 | loss: 0.0548277 | val_loss: 0.046973 | Time: 27115.7 ms [2020-11-11 05:45:39 main:574] : INFO : Epoch 45 | loss: 0.0287138 | val_loss: 0.0190533 | Time: 31037.3 ms [2020-11-11 05:46:07 main:574] : INFO : Epoch 46 | loss: 0.0139014 | val_loss: 0.0112674 | Time: 27289.8 ms [2020-11-11 05:46:27 main:574] : INFO : Epoch 47 | loss: 0.0122987 | val_loss: 0.0133328 | Time: 20088.9 ms [2020-11-11 05:46:59 main:574] : INFO : Epoch 48 | loss: 0.0200087 | val_loss: 0.0512125 | Time: 32272.8 ms [2020-11-11 05:47:31 main:574] : INFO : Epoch 49 | loss: 0.0294598 | val_loss: 0.0135581 | Time: 31968.8 ms [2020-11-11 05:48:00 main:574] : INFO : Epoch 50 | loss: 0.0110731 | val_loss: 0.0105614 | Time: 29378.6 ms [2020-11-11 05:48:30 main:574] : INFO : Epoch 51 | loss: 0.00962685 | val_loss: 0.00943653 | Time: 29381.1 ms [2020-11-11 05:49:00 main:574] : INFO : Epoch 52 | loss: 0.0097103 | val_loss: 0.009414 | Time: 29905.6 ms [2020-11-11 05:49:27 main:574] : INFO : Epoch 53 | loss: 0.0199573 | val_loss: 0.0540414 | Time: 27337.2 ms [2020-11-11 05:49:56 main:574] : INFO : Epoch 54 | loss: 0.04065 | val_loss: 0.0559097 | Time: 28610.4 ms [2020-11-11 05:50:25 main:574] : INFO : Epoch 55 | loss: 0.0463064 | val_loss: 0.0552466 | Time: 28747.2 ms [2020-11-11 05:50:50 main:574] : INFO : Epoch 56 | loss: 0.0404186 | val_loss: 0.0206241 | Time: 25664.8 ms [2020-11-11 05:51:24 main:574] : INFO : Epoch 57 | loss: 0.0208555 | val_loss: 0.015275 | Time: 33732.8 ms [2020-11-11 05:51:54 main:574] : INFO : Epoch 58 | loss: 0.0124604 | val_loss: 0.0174007 | Time: 30270 ms [2020-11-11 05:52:27 main:574] : INFO : Epoch 59 | loss: 0.0112904 | val_loss: 0.0115895 | Time: 32383.4 ms [2020-11-11 05:52:57 main:574] : INFO : Epoch 60 | loss: 0.00945878 | val_loss: 0.00898041 | Time: 30500.3 ms [2020-11-11 05:53:25 main:574] : INFO : Epoch 61 | loss: 0.00855875 | val_loss: 0.00848723 | Time: 27293.7 ms [2020-11-11 05:53:53 main:574] : INFO : Epoch 62 | loss: 0.00815213 | val_loss: 0.00808389 | Time: 28342.1 ms [2020-11-11 05:54:22 main:574] : INFO : Epoch 63 | loss: 0.00783177 | val_loss: 0.00780255 | Time: 29021.5 ms [2020-11-11 05:54:56 main:574] : INFO : Epoch 64 | loss: 0.0075802 | val_loss: 0.00755086 | Time: 34027.1 ms [2020-11-11 05:55:27 main:574] : INFO : Epoch 65 | loss: 0.00734536 | val_loss: 0.00731872 | Time: 30237.7 ms [2020-11-11 05:55:59 main:574] : INFO : Epoch 66 | loss: 0.00713771 | val_loss: 0.00712705 | Time: 32467 ms [2020-11-11 05:56:30 main:574] : INFO : Epoch 67 | loss: 0.00695629 | val_loss: 0.00692656 | Time: 31403 ms [2020-11-11 05:56:57 main:574] : INFO : Epoch 68 | loss: 0.00675061 | val_loss: 0.00673488 | Time: 26777 ms [2020-11-11 05:57:32 main:574] : INFO : Epoch 69 | loss: 0.00657119 | val_loss: 0.00655501 | Time: 34542.7 ms [2020-11-11 05:58:05 main:574] : INFO : Epoch 70 | loss: 0.00640127 | val_loss: 0.00638809 | Time: 33309.2 ms [2020-11-11 05:58:34 main:574] : INFO : Epoch 71 | loss: 0.00623136 | val_loss: 0.00622004 | Time: 29370 ms [2020-11-11 05:58:58 main:574] : INFO : Epoch 72 | loss: 0.0060713 | val_loss: 0.00605514 | Time: 23895.1 ms [2020-11-11 05:59:28 main:574] : INFO : Epoch 73 | loss: 0.00591477 | val_loss: 0.00589709 | Time: 29244.6 ms [2020-11-11 05:59:53 main:574] : INFO : Epoch 74 | loss: 0.00576614 | val_loss: 0.00578952 | Time: 25403.3 ms [2020-11-11 06:00:20 main:574] : INFO : Epoch 75 | loss: 0.00562279 | val_loss: 0.0055894 | Time: 26981.1 ms [2020-11-11 06:00:52 main:574] : INFO : Epoch 76 | loss: 0.00546418 | val_loss: 0.00543143 | Time: 31852.2 ms [2020-11-11 06:01:23 main:574] : INFO : Epoch 77 | loss: 0.00531578 | val_loss: 0.00528964 | Time: 30984.2 ms [2020-11-11 06:01:46 main:574] : INFO : Epoch 78 | loss: 0.00517139 | val_loss: 0.00513916 | Time: 22639.7 ms [2020-11-11 06:02:09 main:574] : INFO : Epoch 79 | loss: 0.00502589 | val_loss: 0.00499126 | Time: 23054.3 ms [2020-11-11 06:02:42 main:574] : INFO : Epoch 80 | loss: 0.0048835 | val_loss: 0.00484936 | Time: 33271.7 ms [2020-11-11 06:03:10 main:574] : INFO : Epoch 81 | loss: 0.00474266 | val_loss: 0.00470581 | Time: 27780 ms [2020-11-11 06:03:41 main:574] : INFO : Epoch 82 | loss: 0.00460337 | val_loss: 0.00456857 | Time: 31261.1 ms [2020-11-11 06:04:07 main:574] : INFO : Epoch 83 | loss: 0.00446687 | val_loss: 0.0044507 | Time: 25751.7 ms [2020-11-11 06:04:37 main:574] : INFO : Epoch 84 | loss: 0.00433429 | val_loss: 0.00429277 | Time: 29589.6 ms [2020-11-11 06:05:03 main:574] : INFO : Epoch 85 | loss: 0.00419291 | val_loss: 0.00415948 | Time: 26283.3 ms [2020-11-11 06:05:23 main:574] : INFO : Epoch 86 | loss: 0.00405918 | val_loss: 0.00402209 | Time: 19987.4 ms [2020-11-11 06:05:49 main:574] : INFO : Epoch 87 | loss: 0.00392791 | val_loss: 0.00389136 | Time: 26191.4 ms [2020-11-11 06:06:19 main:574] : INFO : Epoch 88 | loss: 0.00381007 | val_loss: 0.00376199 | Time: 29189.1 ms [2020-11-11 06:06:40 main:574] : INFO : Epoch 89 | loss: 0.00366763 | val_loss: 0.00363083 | Time: 21258.9 ms [2020-11-11 06:07:06 main:574] : INFO : Epoch 90 | loss: 0.00353805 | val_loss: 0.0035011 | Time: 26400.5 ms [2020-11-11 06:07:37 main:574] : INFO : Epoch 91 | loss: 0.00341017 | val_loss: 0.00337356 | Time: 30704.3 ms [2020-11-11 06:07:54 main:574] : INFO : Epoch 92 | loss: 0.00328393 | val_loss: 0.00324668 | Time: 16629.8 ms [2020-11-11 06:08:14 main:574] : INFO : Epoch 93 | loss: 0.00381893 | val_loss: 0.00353327 | Time: 20253.8 ms [2020-11-11 06:08:33 main:574] : INFO : Epoch 94 | loss: 0.00317417 | val_loss: 0.00316875 | Time: 18829.8 ms [2020-11-11 06:09:01 main:574] : INFO : Epoch 95 | loss: 0.0029729 | val_loss: 0.00302203 | Time: 28420.5 ms [2020-11-11 06:09:33 main:574] : INFO : Epoch 96 | loss: 0.00284515 | val_loss: 0.00282312 | Time: 32246 ms [2020-11-11 06:09:59 main:574] : INFO : Epoch 97 | loss: 0.00272873 | val_loss: 0.00269286 | Time: 25693.7 ms [2020-11-11 06:10:30 main:574] : INFO : Epoch 98 | loss: 0.00261753 | val_loss: 0.0025836 | Time: 31213.3 ms [2020-11-11 06:11:02 main:574] : INFO : Epoch 99 | loss: 0.00251018 | val_loss: 0.00247612 | Time: 31557.5 ms [2020-11-11 06:11:35 main:574] : INFO : Epoch 100 | loss: 0.00240555 | val_loss: 0.00237316 | Time: 33100.9 ms [2020-11-11 06:12:02 main:574] : INFO : Epoch 101 | loss: 0.00230447 | val_loss: 0.00227319 | Time: 27102.8 ms [2020-11-11 06:12:33 main:574] : INFO : Epoch 102 | loss: 0.00220663 | val_loss: 0.00217526 | Time: 31221.2 ms [2020-11-11 06:13:03 main:574] : INFO : Epoch 103 | loss: 0.00211162 | val_loss: 0.00208295 | Time: 29943.5 ms [2020-11-11 06:13:28 main:574] : INFO : Epoch 104 | loss: 0.0020193 | val_loss: 0.00199156 | Time: 24336.3 ms [2020-11-11 06:13:59 main:574] : INFO : Epoch 105 | loss: 0.0019306 | val_loss: 0.00190391 | Time: 31125.7 ms [2020-11-11 06:14:14 main:574] : INFO : Epoch 106 | loss: 0.00184586 | val_loss: 0.00181888 | Time: 15141.7 ms [2020-11-11 06:14:31 main:574] : INFO : Epoch 107 | loss: 0.001762 | val_loss: 0.00173476 | Time: 16812.5 ms [2020-11-11 06:14:47 main:574] : INFO : Epoch 108 | loss: 0.00168284 | val_loss: 0.00166611 | Time: 16419.9 ms [2020-11-11 06:15:06 main:574] : INFO : Epoch 109 | loss: 0.00160654 | val_loss: 0.00158403 | Time: 18182.8 ms [2020-11-11 06:15:21 main:574] : INFO : Epoch 110 | loss: 0.00153234 | val_loss: 0.00151163 | Time: 15949.8 ms [2020-11-11 06:15:36 main:574] : INFO : Epoch 111 | loss: 0.00146062 | val_loss: 0.00143787 | Time: 14944.2 ms [2020-11-11 06:15:52 main:574] : INFO : Epoch 112 | loss: 0.00139197 | val_loss: 0.00137121 | Time: 15350.5 ms [2020-11-11 06:16:08 main:574] : INFO : Epoch 113 | loss: 0.00132702 | val_loss: 0.00130871 | Time: 15934.9 ms [2020-11-11 06:16:24 main:574] : INFO : Epoch 114 | loss: 0.00126466 | val_loss: 0.00124515 | Time: 15851.4 ms [2020-11-11 06:16:40 main:574] : INFO : Epoch 115 | loss: 0.00120444 | val_loss: 0.001186 | Time: 16431.8 ms [2020-11-11 06:16:57 main:574] : INFO : Epoch 116 | loss: 0.00114724 | val_loss: 0.00113104 | Time: 16489.4 ms [2020-11-11 06:17:12 main:574] : INFO : Epoch 117 | loss: 0.0010921 | val_loss: 0.00107662 | Time: 15811.3 ms [2020-11-11 06:17:28 main:574] : INFO : Epoch 118 | loss: 0.0010394 | val_loss: 0.00102572 | Time: 15350.4 ms [2020-11-11 06:17:44 main:574] : INFO : Epoch 119 | loss: 0.000989135 | val_loss: 0.000990321 | Time: 16106.9 ms [2020-11-11 06:17:59 main:574] : INFO : Epoch 120 | loss: 0.000941611 | val_loss: 0.000951018 | Time: 14917.3 ms [2020-11-11 06:18:15 main:574] : INFO : Epoch 121 | loss: 0.000895742 | val_loss: 0.000905056 | Time: 16642 ms [2020-11-11 06:18:32 main:574] : INFO : Epoch 122 | loss: 0.000852485 | val_loss: 0.000865346 | Time: 16873.7 ms [2020-11-11 06:18:49 main:574] : INFO : Epoch 123 | loss: 0.000810987 | val_loss: 0.000824456 | Time: 16211.1 ms [2020-11-11 06:19:04 main:574] : INFO : Epoch 124 | loss: 0.000771164 | val_loss: 0.000786867 | Time: 15799.8 ms [2020-11-11 06:19:21 main:574] : INFO : Epoch 125 | loss: 0.000733572 | val_loss: 0.000747049 | Time: 16217.2 ms [2020-11-11 06:19:35 main:574] : INFO : Epoch 126 | loss: 0.000697725 | val_loss: 0.000696744 | Time: 14817.8 ms [2020-11-11 06:19:52 main:574] : INFO : Epoch 127 | loss: 0.000663954 | val_loss: 0.000657311 | Time: 16116.2 ms [2020-11-11 06:20:09 main:574] : INFO : Epoch 128 | loss: 0.000631744 | val_loss: 0.000649324 | Time: 17706.7 ms [2020-11-11 06:20:25 main:574] : INFO : Epoch 129 | loss: 0.000601548 | val_loss: 0.000618254 | Time: 15559.6 ms [2020-11-11 06:20:41 main:574] : INFO : Epoch 130 | loss: 0.000572413 | val_loss: 0.000582802 | Time: 15996.5 ms [2020-11-11 06:20:56 main:574] : INFO : Epoch 131 | loss: 0.000545171 | val_loss: 0.00054042 | Time: 15221.1 ms [2020-11-11 06:21:12 main:574] : INFO : Epoch 132 | loss: 0.000519048 | val_loss: 0.000532982 | Time: 15883 ms [2020-11-11 06:21:28 main:574] : INFO : Epoch 133 | loss: 0.000494388 | val_loss: 0.000487223 | Time: 16130.5 ms [2020-11-11 06:21:45 main:574] : INFO : Epoch 134 | loss: 0.000470713 | val_loss: 0.000464083 | Time: 16780 ms [2020-11-11 06:22:00 main:574] : INFO : Epoch 135 | loss: 0.00044872 | val_loss: 0.000441202 | Time: 14687.1 ms [2020-11-11 06:22:16 main:574] : INFO : Epoch 136 | loss: 0.00042724 | val_loss: 0.000421093 | Time: 16099.7 ms [2020-11-11 06:22:33 main:574] : INFO : Epoch 137 | loss: 0.000407339 | val_loss: 0.000402628 | Time: 17795.6 ms [2020-11-11 06:22:51 main:574] : INFO : Epoch 138 | loss: 0.000388232 | val_loss: 0.000381716 | Time: 17078.8 ms [2020-11-11 06:23:07 main:574] : INFO : Epoch 139 | loss: 0.000370418 | val_loss: 0.000364357 | Time: 16035.2 ms [2020-11-11 06:23:22 main:574] : INFO : Epoch 140 | loss: 0.000353805 | val_loss: 0.000348421 | Time: 15385.3 ms [2020-11-11 06:23:37 main:574] : INFO : Epoch 141 | loss: 0.000337854 | val_loss: 0.000333838 | Time: 15147 ms [2020-11-11 06:23:53 main:574] : INFO : Epoch 142 | loss: 0.000322678 | val_loss: 0.000321052 | Time: 15907.8 ms [2020-11-11 06:24:11 main:574] : INFO : Epoch 143 | loss: 0.000308504 | val_loss: 0.000305608 | Time: 17670.7 ms [2020-11-11 06:24:28 main:574] : INFO : Epoch 144 | loss: 0.000294824 | val_loss: 0.000290844 | Time: 16917.5 ms [2020-11-11 06:24:44 main:574] : INFO : Epoch 145 | loss: 0.000281968 | val_loss: 0.000279622 | Time: 15949.5 ms [2020-11-11 06:24:59 main:574] : INFO : Epoch 146 | loss: 0.000270468 | val_loss: 0.000266847 | Time: 15005.3 ms [2020-11-11 06:25:15 main:574] : INFO : Epoch 147 | loss: 0.000258858 | val_loss: 0.000257802 | Time: 15847 ms [2020-11-11 06:25:32 main:574] : INFO : Epoch 148 | loss: 0.000248645 | val_loss: 0.000248367 | Time: 17097.6 ms [2020-11-11 06:25:48 main:574] : INFO : Epoch 149 | loss: 0.000238408 | val_loss: 0.000238227 | Time: 16655.9 ms [2020-11-11 06:26:04 main:574] : INFO : Epoch 150 | loss: 0.000229181 | val_loss: 0.000228354 | Time: 16148.9 ms [2020-11-11 06:26:21 main:574] : INFO : Epoch 151 | loss: 0.000220098 | val_loss: 0.000219955 | Time: 16726.2 ms [2020-11-11 06:26:36 main:574] : INFO : Epoch 152 | loss: 0.00021136 | val_loss: 0.000212513 | Time: 15113.3 ms [2020-11-11 06:26:54 main:574] : INFO : Epoch 153 | loss: 0.000203647 | val_loss: 0.000201868 | Time: 17337 ms [2020-11-11 06:27:10 main:574] : INFO : Epoch 154 | loss: 0.000196047 | val_loss: 0.000194479 | Time: 16089.7 ms [2020-11-11 06:27:27 main:574] : INFO : Epoch 155 | loss: 0.000189009 | val_loss: 0.000188725 | Time: 16842.6 ms [2020-11-11 06:27:43 main:574] : INFO : Epoch 156 | loss: 0.000182001 | val_loss: 0.000182168 | Time: 16279.1 ms [2020-11-11 06:27:59 main:574] : INFO : Epoch 157 | loss: 0.000175592 | val_loss: 0.000174677 | Time: 16399.2 ms [2020-11-11 06:28:14 main:574] : INFO : Epoch 158 | loss: 0.000169389 | val_loss: 0.000170133 | Time: 14811.4 ms [2020-11-11 06:28:30 main:574] : INFO : Epoch 159 | loss: 0.000163735 | val_loss: 0.000163867 | Time: 15780.5 ms [2020-11-11 06:28:45 main:574] : INFO : Epoch 160 | loss: 0.000158 | val_loss: 0.000158683 | Time: 15526 ms [2020-11-11 06:29:02 main:574] : INFO : Epoch 161 | loss: 0.000152906 | val_loss: 0.000151978 | Time: 16759.5 ms [2020-11-11 06:29:19 main:574] : INFO : Epoch 162 | loss: 0.000147593 | val_loss: 0.00014964 | Time: 16265.5 ms [2020-11-11 06:29:34 main:574] : INFO : Epoch 163 | loss: 0.000142807 | val_loss: 0.000144282 | Time: 15213.5 ms [2020-11-11 06:29:47 main:574] : INFO : Epoch 164 | loss: 0.000138185 | val_loss: 0.000138648 | Time: 13191.8 ms [2020-11-11 06:30:02 main:574] : INFO : Epoch 165 | loss: 0.000133705 | val_loss: 0.000134184 | Time: 14888.4 ms [2020-11-11 06:30:18 main:574] : INFO : Epoch 166 | loss: 0.000129652 | val_loss: 0.000130193 | Time: 15916.2 ms [2020-11-11 06:30:35 main:574] : INFO : Epoch 167 | loss: 0.000125353 | val_loss: 0.000126466 | Time: 17454.3 ms [2020-11-11 06:30:50 main:574] : INFO : Epoch 168 | loss: 0.000121644 | val_loss: 0.000121849 | Time: 15057.7 ms [2020-11-11 06:31:07 main:574] : INFO : Epoch 169 | loss: 0.00011808 | val_loss: 0.000118456 | Time: 17168 ms [2020-11-11 06:31:24 main:574] : INFO : Epoch 170 | loss: 0.000114035 | val_loss: 0.000114454 | Time: 16023.9 ms [2020-11-11 06:31:40 main:574] : INFO : Epoch 171 | loss: 0.000110789 | val_loss: 0.000111682 | Time: 16128.5 ms [2020-11-11 06:31:56 main:574] : INFO : Epoch 172 | loss: 0.000107332 | val_loss: 0.000107555 | Time: 16359.7 ms [2020-11-11 06:32:13 main:574] : INFO : Epoch 173 | loss: 0.000104291 | val_loss: 0.000104839 | Time: 16480.4 ms [2020-11-11 06:32:27 main:574] : INFO : Epoch 174 | loss: 0.000101292 | val_loss: 0.000100635 | Time: 14339.8 ms [2020-11-11 06:32:43 main:574] : INFO : Epoch 175 | loss: 9.83564e-05 | val_loss: 9.95008e-05 | Time: 15899.4 ms [2020-11-11 06:33:00 main:574] : INFO : Epoch 176 | loss: 9.5575e-05 | val_loss: 9.61609e-05 | Time: 17046.3 ms [2020-11-11 06:33:16 main:574] : INFO : Epoch 177 | loss: 9.28051e-05 | val_loss: 9.45792e-05 | Time: 16392.8 ms [2020-11-11 06:33:31 main:574] : INFO : Epoch 178 | loss: 9.04735e-05 | val_loss: 9.09523e-05 | Time: 14263.5 ms [2020-11-11 06:33:47 main:574] : INFO : Epoch 179 | loss: 8.792e-05 | val_loss: 8.87222e-05 | Time: 16318.9 ms [2020-11-11 06:34:03 main:574] : INFO : Epoch 180 | loss: 8.58218e-05 | val_loss: 8.65801e-05 | Time: 15873.7 ms [2020-11-11 06:34:19 main:574] : INFO : Epoch 181 | loss: 8.31229e-05 | val_loss: 8.30022e-05 | Time: 16516.2 ms [2020-11-11 06:34:35 main:574] : INFO : Epoch 182 | loss: 8.10012e-05 | val_loss: 8.15539e-05 | Time: 15712 ms [2020-11-11 06:34:51 main:574] : INFO : Epoch 183 | loss: 7.88434e-05 | val_loss: 7.8515e-05 | Time: 15531.2 ms [2020-11-11 06:35:06 main:574] : INFO : Epoch 184 | loss: 7.71705e-05 | val_loss: 7.92666e-05 | Time: 15441.7 ms [2020-11-11 06:35:22 main:574] : INFO : Epoch 185 | loss: 7.51952e-05 | val_loss: 7.52969e-05 | Time: 15600.2 ms [2020-11-11 06:35:37 main:574] : INFO : Epoch 186 | loss: 7.34286e-05 | val_loss: 7.35692e-05 | Time: 14976.2 ms [2020-11-11 06:35:53 main:574] : INFO : Epoch 187 | loss: 7.13818e-05 | val_loss: 7.14378e-05 | Time: 16465.4 ms [2020-11-11 06:36:09 main:574] : INFO : Epoch 188 | loss: 6.97629e-05 | val_loss: 7.11601e-05 | Time: 15369 ms [2020-11-11 06:36:25 main:574] : INFO : Epoch 189 | loss: 6.83866e-05 | val_loss: 6.81786e-05 | Time: 16396.5 ms [2020-11-11 06:36:41 main:574] : INFO : Epoch 190 | loss: 6.64565e-05 | val_loss: 6.73985e-05 | Time: 16375.1 ms [2020-11-11 06:36:58 main:574] : INFO : Epoch 191 | loss: 6.52877e-05 | val_loss: 6.58744e-05 | Time: 16357.3 ms [2020-11-11 06:37:13 main:574] : INFO : Epoch 192 | loss: 6.39763e-05 | val_loss: 6.3154e-05 | Time: 15590.7 ms [2020-11-11 06:37:13 main:597] : INFO : Saving trained model to model-final.pt, val_loss 6.3154e-05 [2020-11-11 06:37:13 main:603] : INFO : Saving end state to config to file [2020-11-11 06:37:13 main:608] : INFO : Success, exiting.. 06:37:13 (45620): 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)