Task 2949072
| Name | rand_automata_0001-1605427131-26551-0_1 |
| Workunit | 1330325 |
| Created | 15 Nov 2020, 7:58:55 UTC |
| Sent | 18 Nov 2020, 11:12:42 UTC |
| Report deadline | 26 Nov 2020, 11:12:42 UTC |
| Received | 18 Nov 2020, 12:03:02 UTC |
| Server state | Over |
| Outcome | Success |
| Client state | Done |
| Exit status | 0 (0x00000000) |
| Computer ID | 3682 |
| Run time | 14 min 51 sec |
| CPU time | 13 min 38 sec |
| Validate state | Valid |
| Credit | 959.40 |
| Device peak FLOPS | 11,978.66 GFLOPS |
| Application version | Machine Learning Dataset Generator (GPU) v9.75 (cuda10200) windows_x86_64 |
| Peak working set size | 1.49 GB |
| Peak swap size | 3.25 GB |
| Peak disk usage | 1.54 GB |
Stderr output
<core_client_version>7.16.5</core_client_version> <![CDATA[ <stderr_txt> Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1080 Ti) [2020-11-18 06:15:31 main:435] : INFO : Set logging level to 1 [2020-11-18 06:15:32 main:441] : INFO : Running in BOINC Client mode [2020-11-18 06:15:32 main:444] : INFO : Resolving all filenames [2020-11-18 06:15:32 main:452] : INFO : Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 (exists = 1) [2020-11-18 06:15:32 main:452] : INFO : Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-1605427131-26551-0_1_r1670840898_1 (exists = 0) [2020-11-18 06:15:32 main:452] : INFO : Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-1605427131-26551-0_1_r1670840898_0 (exists = 0) [2020-11-18 06:15:32 main:452] : INFO : Resolved: model-input.pt => model-input.pt (exists = 0) [2020-11-18 06:15:32 main:452] : INFO : Resolved: snapshot.pt => snapshot.pt (exists = 0) [2020-11-18 06:15:32 main:472] : INFO : Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 [2020-11-18 06:15:32 main:474] : INFO : Configuration: [2020-11-18 06:15:32 main:475] : INFO : Model type: LSTM [2020-11-18 06:15:32 main:476] : INFO : Validation Loss Threshold: 0.0001 [2020-11-18 06:15:32 main:477] : INFO : Max Epochs: 192 [2020-11-18 06:15:32 main:478] : INFO : Batch Size: 32 [2020-11-18 06:15:32 main:479] : INFO : Learning Rate: 0.001 [2020-11-18 06:15:32 main:480] : INFO : Patience: 10 [2020-11-18 06:15:32 main:481] : INFO : Hidden Width: 64 [2020-11-18 06:15:32 main:482] : INFO : # Recurrent Layers: 4 [2020-11-18 06:15:32 main:483] : INFO : # Backend Layers: 2 [2020-11-18 06:15:32 main:484] : INFO : # Threads: 1 [2020-11-18 06:15:32 main:486] : INFO : Preparing Dataset [2020-11-18 06:15:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-18 06:15:33 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-18 06:15:34 load:106] : INFO : Successfully loaded dataset of 4096 examples into memory. [2020-11-18 06:15:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-18 06:15:35 load_hdf5_ds_into_tensor:28] : INFO : Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0001-train-val-dataset.hdf5 into memory [2020-11-18 06:15:35 load:106] : INFO : Successfully loaded dataset of 512 examples into memory. [2020-11-18 06:15:35 main:494] : INFO : Creating Model [2020-11-18 06:15:35 main:507] : INFO : Preparing config file [2020-11-18 06:15:35 main:519] : INFO : Creating new config file [2020-11-18 06:15:36 main:559] : INFO : Loading DataLoader into Memory [2020-11-18 06:15:36 main:562] : INFO : Starting Training [2020-11-18 06:15:41 main:574] : INFO : Epoch 1 | loss: 0.0663386 | val_loss: 0.0659478 | Time: 4739.62 ms [2020-11-18 06:15:45 main:574] : INFO : Epoch 2 | loss: 0.0654172 | val_loss: 0.0646903 | Time: 4324.34 ms [2020-11-18 06:15:50 main:574] : INFO : Epoch 3 | loss: 0.0627961 | val_loss: 0.0607319 | Time: 4292.7 ms [2020-11-18 06:15:54 main:574] : INFO : Epoch 4 | loss: 0.0590829 | val_loss: 0.0574588 | Time: 4352.6 ms [2020-11-18 06:15:58 main:574] : INFO : Epoch 5 | loss: 0.0564606 | val_loss: 0.0554957 | Time: 4285.17 ms [2020-11-18 06:16:03 main:574] : INFO : Epoch 6 | loss: 0.0547818 | val_loss: 0.0540045 | Time: 4307.15 ms [2020-11-18 06:16:07 main:574] : INFO : Epoch 7 | loss: 0.0534321 | val_loss: 0.0529092 | Time: 4328.71 ms [2020-11-18 06:16:12 main:574] : INFO : Epoch 8 | loss: 0.0521883 | val_loss: 0.0515362 | Time: 4312.78 ms [2020-11-18 06:16:16 main:574] : INFO : Epoch 9 | loss: 0.0508933 | val_loss: 0.050276 | Time: 4319.87 ms [2020-11-18 06:16:20 main:574] : INFO : Epoch 10 | loss: 0.0495917 | val_loss: 0.0489332 | Time: 4351.43 ms [2020-11-18 06:16:25 main:574] : INFO : Epoch 11 | loss: 0.0480066 | val_loss: 0.0475203 | Time: 4333.87 ms [2020-11-18 06:16:29 main:574] : INFO : Epoch 12 | loss: 0.0462038 | val_loss: 0.0458261 | Time: 4342.27 ms [2020-11-18 06:16:34 main:574] : INFO : Epoch 13 | loss: 0.0441484 | val_loss: 0.0435789 | Time: 4341.98 ms [2020-11-18 06:16:38 main:574] : INFO : Epoch 14 | loss: 0.0417232 | val_loss: 0.0408046 | Time: 4321.02 ms [2020-11-18 06:16:42 main:574] : INFO : Epoch 15 | loss: 0.0387715 | val_loss: 0.0381568 | Time: 4276.93 ms [2020-11-18 06:16:47 main:574] : INFO : Epoch 16 | loss: 0.0356337 | val_loss: 0.0349607 | Time: 4284.27 ms [2020-11-18 06:16:51 main:574] : INFO : Epoch 17 | loss: 0.0323906 | val_loss: 0.0317056 | Time: 4252.97 ms [2020-11-18 06:16:55 main:574] : INFO : Epoch 18 | loss: 0.0287535 | val_loss: 0.0290929 | Time: 4311.78 ms [2020-11-18 06:17:00 main:574] : INFO : Epoch 19 | loss: 0.0266237 | val_loss: 0.0428847 | Time: 4273.59 ms [2020-11-18 06:17:04 main:574] : INFO : Epoch 20 | loss: 0.0270337 | val_loss: 0.0238403 | Time: 4331.05 ms [2020-11-18 06:17:09 main:574] : INFO : Epoch 21 | loss: 0.0251718 | val_loss: 0.0267882 | Time: 4320.7 ms [2020-11-18 06:17:13 main:574] : INFO : Epoch 22 | loss: 0.0243642 | val_loss: 0.020004 | Time: 4296.75 ms [2020-11-18 06:17:17 main:574] : INFO : Epoch 23 | loss: 0.017502 | val_loss: 0.0144101 | Time: 4315.94 ms [2020-11-18 06:17:22 main:574] : INFO : Epoch 24 | loss: 0.012297 | val_loss: 0.0147064 | Time: 4292.72 ms [2020-11-18 06:17:26 main:574] : INFO : Epoch 25 | loss: 0.0124532 | val_loss: 0.0122829 | Time: 4307.51 ms [2020-11-18 06:17:30 main:574] : INFO : Epoch 26 | loss: 0.0137777 | val_loss: 0.0168491 | Time: 4341.95 ms [2020-11-18 06:17:35 main:574] : INFO : Epoch 27 | loss: 0.0108781 | val_loss: 0.00936323 | Time: 4332.93 ms [2020-11-18 06:17:39 main:574] : INFO : Epoch 28 | loss: 0.00855315 | val_loss: 0.00862446 | Time: 4319.83 ms [2020-11-18 06:17:44 main:574] : INFO : Epoch 29 | loss: 0.00797567 | val_loss: 0.00802763 | Time: 4333.61 ms [2020-11-18 06:17:48 main:574] : INFO : Epoch 30 | loss: 0.00750072 | val_loss: 0.00759268 | Time: 4327.26 ms [2020-11-18 06:17:52 main:574] : INFO : Epoch 31 | loss: 0.00942735 | val_loss: 0.00784635 | Time: 4274.47 ms [2020-11-18 06:17:57 main:574] : INFO : Epoch 32 | loss: 0.00712352 | val_loss: 0.00698337 | Time: 4359.78 ms [2020-11-18 06:18:01 main:574] : INFO : Epoch 33 | loss: 0.0066447 | val_loss: 0.00694084 | Time: 4404.69 ms [2020-11-18 06:18:06 main:574] : INFO : Epoch 34 | loss: 0.00632982 | val_loss: 0.00629101 | Time: 4426.25 ms [2020-11-18 06:18:10 main:574] : INFO : Epoch 35 | loss: 0.00601421 | val_loss: 0.00600491 | Time: 4315.46 ms [2020-11-18 06:18:15 main:574] : INFO : Epoch 36 | loss: 0.00574995 | val_loss: 0.00574985 | Time: 4343.19 ms [2020-11-18 06:18:19 main:574] : INFO : Epoch 37 | loss: 0.00550155 | val_loss: 0.00553934 | Time: 4306.73 ms [2020-11-18 06:18:24 main:574] : INFO : Epoch 38 | loss: 0.00878401 | val_loss: 0.00602437 | Time: 4274.32 ms [2020-11-18 06:18:28 main:574] : INFO : Epoch 39 | loss: 0.00541344 | val_loss: 0.00521722 | Time: 4267.13 ms [2020-11-18 06:18:32 main:574] : INFO : Epoch 40 | loss: 0.00498979 | val_loss: 0.00491642 | Time: 4294.69 ms [2020-11-18 06:18:37 main:574] : INFO : Epoch 41 | loss: 0.00473407 | val_loss: 0.00468643 | Time: 4324.72 ms [2020-11-18 06:18:41 main:574] : INFO : Epoch 42 | loss: 0.00451823 | val_loss: 0.00447449 | Time: 4313.66 ms [2020-11-18 06:18:45 main:574] : INFO : Epoch 43 | loss: 0.00431827 | val_loss: 0.00427803 | Time: 4316.65 ms [2020-11-18 06:18:50 main:574] : INFO : Epoch 44 | loss: 0.00412851 | val_loss: 0.00409271 | Time: 4251.07 ms [2020-11-18 06:18:54 main:574] : INFO : Epoch 45 | loss: 0.00394609 | val_loss: 0.00391253 | Time: 4315.52 ms [2020-11-18 06:18:58 main:574] : INFO : Epoch 46 | loss: 0.00376895 | val_loss: 0.00372912 | Time: 4251.75 ms [2020-11-18 06:19:03 main:574] : INFO : Epoch 47 | loss: 0.00359745 | val_loss: 0.00355646 | Time: 4320.18 ms [2020-11-18 06:19:07 main:574] : INFO : Epoch 48 | loss: 0.00343029 | val_loss: 0.00339057 | Time: 4326.29 ms [2020-11-18 06:19:12 main:574] : INFO : Epoch 49 | loss: 0.00326901 | val_loss: 0.00322841 | Time: 4261.6 ms [2020-11-18 06:19:16 main:574] : INFO : Epoch 50 | loss: 0.00311075 | val_loss: 0.00306866 | Time: 4287.03 ms [2020-11-18 06:19:20 main:574] : INFO : Epoch 51 | loss: 0.00295828 | val_loss: 0.00291348 | Time: 4288.72 ms [2020-11-18 06:19:25 main:574] : INFO : Epoch 52 | loss: 0.00281159 | val_loss: 0.00276379 | Time: 4371.75 ms [2020-11-18 06:19:29 main:574] : INFO : Epoch 53 | loss: 0.00266904 | val_loss: 0.00262352 | Time: 4281.27 ms [2020-11-18 06:19:34 main:574] : INFO : Epoch 54 | loss: 0.00253168 | val_loss: 0.00248562 | Time: 4353.32 ms [2020-11-18 06:19:38 main:574] : INFO : Epoch 55 | loss: 0.00239967 | val_loss: 0.00235528 | Time: 4334.44 ms [2020-11-18 06:19:42 main:574] : INFO : Epoch 56 | loss: 0.00227274 | val_loss: 0.0022277 | Time: 4345.29 ms [2020-11-18 06:19:47 main:574] : INFO : Epoch 57 | loss: 0.00215016 | val_loss: 0.00210793 | Time: 4331.32 ms [2020-11-18 06:19:51 main:574] : INFO : Epoch 58 | loss: 0.00203347 | val_loss: 0.00199333 | Time: 4283.51 ms [2020-11-18 06:19:56 main:574] : INFO : Epoch 59 | loss: 0.00192243 | val_loss: 0.00188366 | Time: 4332.56 ms [2020-11-18 06:20:00 main:574] : INFO : Epoch 60 | loss: 0.0018167 | val_loss: 0.00177669 | Time: 4282.62 ms [2020-11-18 06:20:04 main:574] : INFO : Epoch 61 | loss: 0.00171448 | val_loss: 0.0016783 | Time: 4308.01 ms [2020-11-18 06:20:09 main:574] : INFO : Epoch 62 | loss: 0.00161871 | val_loss: 0.00158629 | Time: 4304.05 ms [2020-11-18 06:20:13 main:574] : INFO : Epoch 63 | loss: 0.00152649 | val_loss: 0.00149386 | Time: 4319.63 ms [2020-11-18 06:20:17 main:574] : INFO : Epoch 64 | loss: 0.00143906 | val_loss: 0.001407 | Time: 4311.89 ms [2020-11-18 06:20:22 main:574] : INFO : Epoch 65 | loss: 0.00135649 | val_loss: 0.00132624 | Time: 4322.51 ms [2020-11-18 06:20:26 main:574] : INFO : Epoch 66 | loss: 0.00127801 | val_loss: 0.00125261 | Time: 4255.86 ms [2020-11-18 06:20:31 main:574] : INFO : Epoch 67 | loss: 0.00120524 | val_loss: 0.00117935 | Time: 4289.66 ms [2020-11-18 06:20:35 main:574] : INFO : Epoch 68 | loss: 0.00113541 | val_loss: 0.0011125 | Time: 4326.8 ms [2020-11-18 06:20:39 main:574] : INFO : Epoch 69 | loss: 0.00106944 | val_loss: 0.00104477 | Time: 4275.3 ms [2020-11-18 06:20:44 main:574] : INFO : Epoch 70 | loss: 0.00100622 | val_loss: 0.000985162 | Time: 4329.55 ms [2020-11-18 06:20:48 main:574] : INFO : Epoch 71 | loss: 0.000947743 | val_loss: 0.000926074 | Time: 4309.56 ms [2020-11-18 06:20:52 main:574] : INFO : Epoch 72 | loss: 0.000892218 | val_loss: 0.000871548 | Time: 4299.89 ms [2020-11-18 06:20:57 main:574] : INFO : Epoch 73 | loss: 0.000839822 | val_loss: 0.000821197 | Time: 4266.63 ms [2020-11-18 06:21:01 main:574] : INFO : Epoch 74 | loss: 0.000790839 | val_loss: 0.000774389 | Time: 4330.1 ms [2020-11-18 06:21:06 main:574] : INFO : Epoch 75 | loss: 0.000744346 | val_loss: 0.00073013 | Time: 4290.12 ms [2020-11-18 06:21:10 main:574] : INFO : Epoch 76 | loss: 0.000701114 | val_loss: 0.00068722 | Time: 4313.71 ms [2020-11-18 06:21:14 main:574] : INFO : Epoch 77 | loss: 0.000660103 | val_loss: 0.000646336 | Time: 4318.6 ms [2020-11-18 06:21:19 main:574] : INFO : Epoch 78 | loss: 0.000621709 | val_loss: 0.000609022 | Time: 4318.79 ms [2020-11-18 06:21:23 main:574] : INFO : Epoch 79 | loss: 0.000585809 | val_loss: 0.00057415 | Time: 4322.23 ms [2020-11-18 06:21:27 main:574] : INFO : Epoch 80 | loss: 0.000552204 | val_loss: 0.000541197 | Time: 4283.38 ms [2020-11-18 06:21:32 main:574] : INFO : Epoch 81 | loss: 0.000520732 | val_loss: 0.000509703 | Time: 4360.59 ms [2020-11-18 06:21:36 main:574] : INFO : Epoch 82 | loss: 0.000490232 | val_loss: 0.000482082 | Time: 4341.94 ms [2020-11-18 06:21:41 main:574] : INFO : Epoch 83 | loss: 0.000462533 | val_loss: 0.000451624 | Time: 4332.25 ms [2020-11-18 06:21:45 main:574] : INFO : Epoch 84 | loss: 0.000436165 | val_loss: 0.000427725 | Time: 4316.36 ms [2020-11-18 06:21:50 main:574] : INFO : Epoch 85 | loss: 0.00041105 | val_loss: 0.000402384 | Time: 4344.97 ms [2020-11-18 06:21:54 main:574] : INFO : Epoch 86 | loss: 0.000388503 | val_loss: 0.000380593 | Time: 4306.1 ms [2020-11-18 06:21:58 main:574] : INFO : Epoch 87 | loss: 0.000367698 | val_loss: 0.000359821 | Time: 4279.46 ms [2020-11-18 06:22:03 main:574] : INFO : Epoch 88 | loss: 0.000346401 | val_loss: 0.000341866 | Time: 4298.82 ms [2020-11-18 06:22:07 main:574] : INFO : Epoch 89 | loss: 0.000328249 | val_loss: 0.000322612 | Time: 4319.14 ms [2020-11-18 06:22:11 main:574] : INFO : Epoch 90 | loss: 0.000309947 | val_loss: 0.000303876 | Time: 4283.52 ms [2020-11-18 06:22:16 main:574] : INFO : Epoch 91 | loss: 0.000293838 | val_loss: 0.000290385 | Time: 4270.32 ms [2020-11-18 06:22:20 main:574] : INFO : Epoch 92 | loss: 0.000278076 | val_loss: 0.000273098 | Time: 4333.02 ms [2020-11-18 06:22:24 main:574] : INFO : Epoch 93 | loss: 0.000263745 | val_loss: 0.000258956 | Time: 4300.26 ms [2020-11-18 06:22:29 main:574] : INFO : Epoch 94 | loss: 0.000249753 | val_loss: 0.000246273 | Time: 4294.87 ms [2020-11-18 06:22:33 main:574] : INFO : Epoch 95 | loss: 0.000237159 | val_loss: 0.000230946 | Time: 4314.09 ms [2020-11-18 06:22:38 main:574] : INFO : Epoch 96 | loss: 0.000225061 | val_loss: 0.000221282 | Time: 4314.17 ms [2020-11-18 06:22:42 main:574] : INFO : Epoch 97 | loss: 0.000214002 | val_loss: 0.0002093 | Time: 4277.18 ms [2020-11-18 06:22:46 main:574] : INFO : Epoch 98 | loss: 0.000203225 | val_loss: 0.000199548 | Time: 4312.51 ms [2020-11-18 06:22:51 main:574] : INFO : Epoch 99 | loss: 0.000193596 | val_loss: 0.000189109 | Time: 4318.77 ms [2020-11-18 06:22:55 main:574] : INFO : Epoch 100 | loss: 0.0001843 | val_loss: 0.00018068 | Time: 4304.83 ms [2020-11-18 06:22:59 main:574] : INFO : Epoch 101 | loss: 0.000175146 | val_loss: 0.00017257 | Time: 4332.06 ms [2020-11-18 06:23:04 main:574] : INFO : Epoch 102 | loss: 0.000167516 | val_loss: 0.000163469 | Time: 4316.62 ms [2020-11-18 06:23:08 main:574] : INFO : Epoch 103 | loss: 0.000159698 | val_loss: 0.000155683 | Time: 4333.39 ms [2020-11-18 06:23:13 main:574] : INFO : Epoch 104 | loss: 0.000152734 | val_loss: 0.000149078 | Time: 4369.11 ms [2020-11-18 06:23:17 main:574] : INFO : Epoch 105 | loss: 0.000145719 | val_loss: 0.000143845 | Time: 4328.37 ms [2020-11-18 06:23:21 main:574] : INFO : Epoch 106 | loss: 0.000139451 | val_loss: 0.000136323 | Time: 4264.61 ms [2020-11-18 06:23:26 main:574] : INFO : Epoch 107 | loss: 0.000133063 | val_loss: 0.000129658 | Time: 4309 ms [2020-11-18 06:23:30 main:574] : INFO : Epoch 108 | loss: 0.000128187 | val_loss: 0.000128393 | Time: 4366.68 ms [2020-11-18 06:23:35 main:574] : INFO : Epoch 109 | loss: 0.000122505 | val_loss: 0.000121537 | Time: 4319.23 ms [2020-11-18 06:23:39 main:574] : INFO : Epoch 110 | loss: 0.000117558 | val_loss: 0.000115145 | Time: 4293.61 ms [2020-11-18 06:23:43 main:574] : INFO : Epoch 111 | loss: 0.000113177 | val_loss: 0.000110352 | Time: 4307.39 ms [2020-11-18 06:23:48 main:574] : INFO : Epoch 112 | loss: 0.000108023 | val_loss: 0.000106989 | Time: 4269.44 ms [2020-11-18 06:23:52 main:574] : INFO : Epoch 113 | loss: 0.000104402 | val_loss: 0.000102926 | Time: 4355.95 ms [2020-11-18 06:23:57 main:574] : INFO : Epoch 114 | loss: 9.97526e-05 | val_loss: 9.85149e-05 | Time: 4310.25 ms [2020-11-18 06:24:01 main:574] : INFO : Epoch 115 | loss: 9.69625e-05 | val_loss: 9.78733e-05 | Time: 4288.75 ms [2020-11-18 06:24:05 main:574] : INFO : Epoch 116 | loss: 9.31326e-05 | val_loss: 9.17684e-05 | Time: 4328.91 ms [2020-11-18 06:24:10 main:574] : INFO : Epoch 117 | loss: 9.03655e-05 | val_loss: 8.88537e-05 | Time: 4326.22 ms [2020-11-18 06:24:14 main:574] : INFO : Epoch 118 | loss: 8.66494e-05 | val_loss: 8.57414e-05 | Time: 4288.82 ms [2020-11-18 06:24:18 main:574] : INFO : Epoch 119 | loss: 8.33574e-05 | val_loss: 8.36229e-05 | Time: 4318.98 ms [2020-11-18 06:24:23 main:574] : INFO : Epoch 120 | loss: 8.11967e-05 | val_loss: 8.04349e-05 | Time: 4284.31 ms [2020-11-18 06:24:27 main:574] : INFO : Epoch 121 | loss: 7.85472e-05 | val_loss: 7.6092e-05 | Time: 4299.11 ms [2020-11-18 06:24:31 main:574] : INFO : Epoch 122 | loss: 7.54108e-05 | val_loss: 7.41709e-05 | Time: 4326.08 ms [2020-11-18 06:24:36 main:574] : INFO : Epoch 123 | loss: 7.37705e-05 | val_loss: 7.28511e-05 | Time: 4481.42 ms [2020-11-18 06:24:40 main:574] : INFO : Epoch 124 | loss: 7.10404e-05 | val_loss: 7.05248e-05 | Time: 4329.32 ms [2020-11-18 06:24:45 main:574] : INFO : Epoch 125 | loss: 6.95692e-05 | val_loss: 6.86156e-05 | Time: 4343.15 ms [2020-11-18 06:24:49 main:574] : INFO : Epoch 126 | loss: 6.65838e-05 | val_loss: 6.73489e-05 | Time: 4259.46 ms [2020-11-18 06:24:54 main:574] : INFO : Epoch 127 | loss: 6.5418e-05 | val_loss: 6.36673e-05 | Time: 4321.73 ms [2020-11-18 06:24:58 main:574] : INFO : Epoch 128 | loss: 6.34069e-05 | val_loss: 6.17904e-05 | Time: 4312.51 ms [2020-11-18 06:25:02 main:574] : INFO : Epoch 129 | loss: 6.09277e-05 | val_loss: 6.03276e-05 | Time: 4330.66 ms [2020-11-18 06:25:07 main:574] : INFO : Epoch 130 | loss: 6.0136e-05 | val_loss: 6.27763e-05 | Time: 4299.11 ms [2020-11-18 06:25:11 main:574] : INFO : Epoch 131 | loss: 5.83654e-05 | val_loss: 6.03818e-05 | Time: 4321.51 ms [2020-11-18 06:25:15 main:574] : INFO : Epoch 132 | loss: 5.7218e-05 | val_loss: 6.00849e-05 | Time: 4302.79 ms [2020-11-18 06:25:20 main:574] : INFO : Epoch 133 | loss: 5.54167e-05 | val_loss: 5.40225e-05 | Time: 4331.34 ms [2020-11-18 06:25:24 main:574] : INFO : Epoch 134 | loss: 5.37056e-05 | val_loss: 5.39399e-05 | Time: 4356.4 ms [2020-11-18 06:25:29 main:574] : INFO : Epoch 135 | loss: 5.32893e-05 | val_loss: 5.3603e-05 | Time: 4336.18 ms [2020-11-18 06:25:33 main:574] : INFO : Epoch 136 | loss: 5.16131e-05 | val_loss: 5.04266e-05 | Time: 4334.3 ms [2020-11-18 06:25:37 main:574] : INFO : Epoch 137 | loss: 5.01385e-05 | val_loss: 5.05965e-05 | Time: 4316.13 ms [2020-11-18 06:25:42 main:574] : INFO : Epoch 138 | loss: 4.8759e-05 | val_loss: 4.80931e-05 | Time: 4302.91 ms [2020-11-18 06:25:46 main:574] : INFO : Epoch 139 | loss: 4.77183e-05 | val_loss: 4.8135e-05 | Time: 4377.23 ms [2020-11-18 06:25:51 main:574] : INFO : Epoch 140 | loss: 4.68512e-05 | val_loss: 4.81449e-05 | Time: 4290.16 ms [2020-11-18 06:25:55 main:574] : INFO : Epoch 141 | loss: 4.57809e-05 | val_loss: 4.53379e-05 | Time: 4304.36 ms [2020-11-18 06:25:59 main:574] : INFO : Epoch 142 | loss: 4.4377e-05 | val_loss: 4.40938e-05 | Time: 4281.9 ms [2020-11-18 06:26:04 main:574] : INFO : Epoch 143 | loss: 4.38614e-05 | val_loss: 4.401e-05 | Time: 4317.25 ms [2020-11-18 06:26:08 main:574] : INFO : Epoch 144 | loss: 4.30195e-05 | val_loss: 4.22218e-05 | Time: 4335.34 ms [2020-11-18 06:26:13 main:574] : INFO : Epoch 145 | loss: 4.19159e-05 | val_loss: 4.14401e-05 | Time: 4328.81 ms [2020-11-18 06:26:17 main:574] : INFO : Epoch 146 | loss: 4.10179e-05 | val_loss: 4.06887e-05 | Time: 4313.04 ms [2020-11-18 06:26:21 main:574] : INFO : Epoch 147 | loss: 3.98337e-05 | val_loss: 4.02231e-05 | Time: 4355.57 ms [2020-11-18 06:26:26 main:574] : INFO : Epoch 148 | loss: 3.9808e-05 | val_loss: 3.85377e-05 | Time: 4400.62 ms [2020-11-18 06:26:30 main:574] : INFO : Epoch 149 | loss: 3.93678e-05 | val_loss: 3.93315e-05 | Time: 4349.21 ms [2020-11-18 06:26:35 main:574] : INFO : Epoch 150 | loss: 3.78292e-05 | val_loss: 3.75055e-05 | Time: 4323.57 ms [2020-11-18 06:26:39 main:574] : INFO : Epoch 151 | loss: 3.7532e-05 | val_loss: 3.66138e-05 | Time: 4268.11 ms [2020-11-18 06:26:43 main:574] : INFO : Epoch 152 | loss: 3.65299e-05 | val_loss: 3.55276e-05 | Time: 4329.6 ms [2020-11-18 06:26:48 main:574] : INFO : Epoch 153 | loss: 3.58754e-05 | val_loss: 3.54155e-05 | Time: 4319.66 ms [2020-11-18 06:26:52 main:574] : INFO : Epoch 154 | loss: 3.46651e-05 | val_loss: 3.53448e-05 | Time: 4319.89 ms [2020-11-18 06:26:57 main:574] : INFO : Epoch 155 | loss: 3.51186e-05 | val_loss: 3.48984e-05 | Time: 4303.83 ms [2020-11-18 06:27:01 main:574] : INFO : Epoch 156 | loss: 3.39289e-05 | val_loss: 3.36524e-05 | Time: 4311.79 ms [2020-11-18 06:27:05 main:574] : INFO : Epoch 157 | loss: 3.35259e-05 | val_loss: 3.28399e-05 | Time: 4307.6 ms [2020-11-18 06:27:10 main:574] : INFO : Epoch 158 | loss: 3.29702e-05 | val_loss: 3.32757e-05 | Time: 4299.65 ms [2020-11-18 06:27:14 main:574] : INFO : Epoch 159 | loss: 3.23256e-05 | val_loss: 3.2715e-05 | Time: 4333.21 ms [2020-11-18 06:27:18 main:574] : INFO : Epoch 160 | loss: 3.19219e-05 | val_loss: 3.20737e-05 | Time: 4348.22 ms [2020-11-18 06:27:23 main:574] : INFO : Epoch 161 | loss: 3.10256e-05 | val_loss: 3.09585e-05 | Time: 4283.9 ms [2020-11-18 06:27:27 main:574] : INFO : Epoch 162 | loss: 3.07071e-05 | val_loss: 3.02081e-05 | Time: 4323.97 ms [2020-11-18 06:27:32 main:574] : INFO : Epoch 163 | loss: 3.01079e-05 | val_loss: 2.94359e-05 | Time: 4342.1 ms [2020-11-18 06:27:36 main:574] : INFO : Epoch 164 | loss: 3.00179e-05 | val_loss: 3.17743e-05 | Time: 4313.69 ms [2020-11-18 06:27:40 main:574] : INFO : Epoch 165 | loss: 2.90442e-05 | val_loss: 2.83303e-05 | Time: 4342.18 ms [2020-11-18 06:27:45 main:574] : INFO : Epoch 166 | loss: 2.86352e-05 | val_loss: 2.87448e-05 | Time: 4332.26 ms [2020-11-18 06:27:49 main:574] : INFO : Epoch 167 | loss: 2.80886e-05 | val_loss: 2.83438e-05 | Time: 4301.09 ms [2020-11-18 06:27:54 main:574] : INFO : Epoch 168 | loss: 2.8184e-05 | val_loss: 2.73782e-05 | Time: 4304.85 ms [2020-11-18 06:27:58 main:574] : INFO : Epoch 169 | loss: 2.74173e-05 | val_loss: 2.79417e-05 | Time: 4316.09 ms [2020-11-18 06:28:02 main:574] : INFO : Epoch 170 | loss: 2.72494e-05 | val_loss: 2.72396e-05 | Time: 4307.98 ms [2020-11-18 06:28:07 main:574] : INFO : Epoch 171 | loss: 2.67109e-05 | val_loss: 2.64704e-05 | Time: 4352.76 ms [2020-11-18 06:28:11 main:574] : INFO : Epoch 172 | loss: 2.60139e-05 | val_loss: 2.60841e-05 | Time: 4314.61 ms [2020-11-18 06:28:16 main:574] : INFO : Epoch 173 | loss: 2.63096e-05 | val_loss: 2.56851e-05 | Time: 4353.52 ms [2020-11-18 06:28:20 main:574] : INFO : Epoch 174 | loss: 2.52328e-05 | val_loss: 2.47976e-05 | Time: 4328.64 ms [2020-11-18 06:28:24 main:574] : INFO : Epoch 175 | loss: 2.54344e-05 | val_loss: 2.5227e-05 | Time: 4399.95 ms [2020-11-18 06:28:29 main:574] : INFO : Epoch 176 | loss: 2.4707e-05 | val_loss: 2.52421e-05 | Time: 4246.33 ms [2020-11-18 06:28:33 main:574] : INFO : Epoch 177 | loss: 2.4635e-05 | val_loss: 2.36561e-05 | Time: 4366.98 ms [2020-11-18 06:28:38 main:574] : INFO : Epoch 178 | loss: 2.50451e-05 | val_loss: 2.5003e-05 | Time: 4308.24 ms [2020-11-18 06:28:42 main:574] : INFO : Epoch 179 | loss: 2.40428e-05 | val_loss: 2.25417e-05 | Time: 4285.99 ms [2020-11-18 06:28:46 main:574] : INFO : Epoch 180 | loss: 2.3184e-05 | val_loss: 2.40795e-05 | Time: 4281.19 ms [2020-11-18 06:28:51 main:574] : INFO : Epoch 181 | loss: 2.31071e-05 | val_loss: 2.23784e-05 | Time: 4299.73 ms [2020-11-18 06:28:55 main:574] : INFO : Epoch 182 | loss: 2.28243e-05 | val_loss: 2.26792e-05 | Time: 4240.32 ms [2020-11-18 06:28:59 main:574] : INFO : Epoch 183 | loss: 2.26565e-05 | val_loss: 2.21231e-05 | Time: 4321.27 ms [2020-11-18 06:29:04 main:574] : INFO : Epoch 184 | loss: 2.26396e-05 | val_loss: 2.1261e-05 | Time: 4332.54 ms [2020-11-18 06:29:08 main:574] : INFO : Epoch 185 | loss: 2.17804e-05 | val_loss: 2.2159e-05 | Time: 4288.85 ms [2020-11-18 06:29:12 main:574] : INFO : Epoch 186 | loss: 2.22393e-05 | val_loss: 2.16977e-05 | Time: 4308.3 ms [2020-11-18 06:29:17 main:574] : INFO : Epoch 187 | loss: 2.16717e-05 | val_loss: 2.20838e-05 | Time: 4291.86 ms [2020-11-18 06:29:21 main:574] : INFO : Epoch 188 | loss: 2.14358e-05 | val_loss: 2.13878e-05 | Time: 4357.23 ms [2020-11-18 06:29:26 main:574] : INFO : Epoch 189 | loss: 2.08993e-05 | val_loss: 2.07422e-05 | Time: 4247.78 ms [2020-11-18 06:29:30 main:574] : INFO : Epoch 190 | loss: 2.06354e-05 | val_loss: 2.23623e-05 | Time: 4303.18 ms [2020-11-18 06:29:34 main:574] : INFO : Epoch 191 | loss: 2.05348e-05 | val_loss: 1.92597e-05 | Time: 4365.98 ms [2020-11-18 06:29:39 main:574] : INFO : Epoch 192 | loss: 2.09452e-05 | val_loss: 2.09043e-05 | Time: 4291.89 ms [2020-11-18 06:29:39 main:597] : INFO : Saving trained model to model-final.pt, val_loss 2.09043e-05 [2020-11-18 06:29:39 main:603] : INFO : Saving end state to config to file [2020-11-18 06:29:39 main:608] : INFO : Success, exiting.. 06:29:39 (10916): 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)