Task 3051056

Name rand_automata_0009-1605113618-30713-1_2
Workunit 1341285
Created 24 Nov 2020, 14:31:33 UTC
Sent 24 Nov 2020, 16:03:40 UTC
Report deadline 1 Dec 2020, 16:03:40 UTC
Received 24 Nov 2020, 16:48:46 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 2346
Run time 19 min 4 sec
CPU time 18 min 43 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 4,497.78 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.96 GB
Peak swap size 3.87 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 1650 SUPER)
[2020-11-24 11:06:04	                main:435]	:	INFO	:	Set logging level to 1
[2020-11-24 11:06:04	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-11-24 11:06:04	                main:444]	:	INFO	:	Resolving all filenames
[2020-11-24 11:06:04	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 (exists = 1)
[2020-11-24 11:06:04	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-1605113618-30713-1_2_r1469395460_1 (exists = 0)
[2020-11-24 11:06:04	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-1605113618-30713-1_2_r1469395460_0 (exists = 0)
[2020-11-24 11:06:04	                main:452]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-1605113618-30713-1 (exists = 1)
[2020-11-24 11:06:04	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-24 11:06:04	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5
[2020-11-24 11:06:04	                main:474]	:	INFO	:	Configuration: 
[2020-11-24 11:06:04	                main:475]	:	INFO	:	    Model type: LSTM
[2020-11-24 11:06:04	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-24 11:06:04	                main:477]	:	INFO	:	    Max Epochs: 192
[2020-11-24 11:06:04	                main:478]	:	INFO	:	    Batch Size: 32
[2020-11-24 11:06:04	                main:479]	:	INFO	:	    Learning Rate: 0.001
[2020-11-24 11:06:04	                main:480]	:	INFO	:	    Patience: 10
[2020-11-24 11:06:04	                main:481]	:	INFO	:	    Hidden Width: 64
[2020-11-24 11:06:04	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-24 11:06:04	                main:483]	:	INFO	:	    # Backend Layers: 2
[2020-11-24 11:06:04	                main:484]	:	INFO	:	    # Threads: 1
[2020-11-24 11:06:04	                main:486]	:	INFO	:	Preparing Dataset
[2020-11-24 11:06:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory
[2020-11-24 11:06:04	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory
[2020-11-24 11:06:06	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-24 11:06:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory
[2020-11-24 11:06:06	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0009-train-val-dataset.hdf5 into memory
[2020-11-24 11:06:06	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-24 11:06:06	                main:494]	:	INFO	:	Creating Model
[2020-11-24 11:06:06	                main:507]	:	INFO	:	Preparing config file
[2020-11-24 11:06:06	                main:519]	:	INFO	:	Creating new config file
[2020-11-24 11:06:06	                main:538]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-24 11:06:07	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-11-24 11:06:07	                main:562]	:	INFO	:	Starting Training
[2020-11-24 11:06:14	                main:574]	:	INFO	:	Epoch 1 | loss: 0.000129437 | val_loss: 0.000108637 | Time: 7090.23 ms
[2020-11-24 11:06:21	                main:574]	:	INFO	:	Epoch 2 | loss: 0.000105269 | val_loss: 0.000109685 | Time: 6703.65 ms
[2020-11-24 11:06:27	                main:574]	:	INFO	:	Epoch 3 | loss: 0.000105902 | val_loss: 0.00010967 | Time: 6635.14 ms
[2020-11-24 11:06:34	                main:574]	:	INFO	:	Epoch 4 | loss: 0.000105715 | val_loss: 0.000117495 | Time: 6573.94 ms
[2020-11-24 11:06:40	                main:574]	:	INFO	:	Epoch 5 | loss: 0.000106918 | val_loss: 0.000107054 | Time: 6339.79 ms
[2020-11-24 11:06:47	                main:574]	:	INFO	:	Epoch 6 | loss: 0.000104165 | val_loss: 0.000107368 | Time: 6441.88 ms
[2020-11-24 11:06:53	                main:574]	:	INFO	:	Epoch 7 | loss: 0.000103246 | val_loss: 0.00011318 | Time: 6364.55 ms
[2020-11-24 11:06:59	                main:574]	:	INFO	:	Epoch 8 | loss: 0.000103734 | val_loss: 0.00010641 | Time: 6164.25 ms
[2020-11-24 11:07:05	                main:574]	:	INFO	:	Epoch 9 | loss: 0.000102121 | val_loss: 0.000103928 | Time: 6212.91 ms
[2020-11-24 11:07:12	                main:574]	:	INFO	:	Epoch 10 | loss: 0.000100893 | val_loss: 0.000103311 | Time: 6387.09 ms
[2020-11-24 11:07:18	                main:574]	:	INFO	:	Epoch 11 | loss: 0.000100901 | val_loss: 0.0001039 | Time: 6301.86 ms
[2020-11-24 11:07:24	                main:574]	:	INFO	:	Epoch 12 | loss: 9.94198e-05 | val_loss: 0.000101459 | Time: 6244.53 ms
[2020-11-24 11:07:31	                main:574]	:	INFO	:	Epoch 13 | loss: 9.84051e-05 | val_loss: 9.99049e-05 | Time: 6118.09 ms
[2020-11-24 11:07:36	                main:574]	:	INFO	:	Epoch 14 | loss: 9.78238e-05 | val_loss: 0.000101486 | Time: 5846.74 ms
[2020-11-24 11:07:42	                main:574]	:	INFO	:	Epoch 15 | loss: 9.63164e-05 | val_loss: 9.97516e-05 | Time: 5843.7 ms
[2020-11-24 11:07:48	                main:574]	:	INFO	:	Epoch 16 | loss: 9.55794e-05 | val_loss: 9.77299e-05 | Time: 5826.24 ms
[2020-11-24 11:07:54	                main:574]	:	INFO	:	Epoch 17 | loss: 9.44095e-05 | val_loss: 0.000100618 | Time: 5934.84 ms
[2020-11-24 11:08:00	                main:574]	:	INFO	:	Epoch 18 | loss: 9.3567e-05 | val_loss: 9.66e-05 | Time: 5792.16 ms
[2020-11-24 11:08:06	                main:574]	:	INFO	:	Epoch 19 | loss: 9.2884e-05 | val_loss: 9.96665e-05 | Time: 5858.81 ms
[2020-11-24 11:08:12	                main:574]	:	INFO	:	Epoch 20 | loss: 9.39273e-05 | val_loss: 9.47718e-05 | Time: 5929.8 ms
[2020-11-24 11:08:18	                main:574]	:	INFO	:	Epoch 21 | loss: 9.34274e-05 | val_loss: 9.35647e-05 | Time: 5910.95 ms
[2020-11-24 11:08:24	                main:574]	:	INFO	:	Epoch 22 | loss: 9.03415e-05 | val_loss: 9.40437e-05 | Time: 5990.46 ms
[2020-11-24 11:08:29	                main:574]	:	INFO	:	Epoch 23 | loss: 8.98742e-05 | val_loss: 9.30333e-05 | Time: 5768.92 ms
[2020-11-24 11:08:35	                main:574]	:	INFO	:	Epoch 24 | loss: 9.04008e-05 | val_loss: 9.19871e-05 | Time: 5847.28 ms
[2020-11-24 11:08:41	                main:574]	:	INFO	:	Epoch 25 | loss: 8.88057e-05 | val_loss: 9.03349e-05 | Time: 5834.11 ms
[2020-11-24 11:08:47	                main:574]	:	INFO	:	Epoch 26 | loss: 8.73644e-05 | val_loss: 9.28597e-05 | Time: 5767.47 ms
[2020-11-24 11:08:53	                main:574]	:	INFO	:	Epoch 27 | loss: 8.75019e-05 | val_loss: 9.16104e-05 | Time: 5863.17 ms
[2020-11-24 11:08:59	                main:574]	:	INFO	:	Epoch 28 | loss: 8.65698e-05 | val_loss: 9.1009e-05 | Time: 5754.79 ms
[2020-11-24 11:09:05	                main:574]	:	INFO	:	Epoch 29 | loss: 8.59494e-05 | val_loss: 8.69706e-05 | Time: 6032.63 ms
[2020-11-24 11:09:11	                main:574]	:	INFO	:	Epoch 30 | loss: 8.40564e-05 | val_loss: 8.73788e-05 | Time: 6002.17 ms
[2020-11-24 11:09:17	                main:574]	:	INFO	:	Epoch 31 | loss: 8.74784e-05 | val_loss: 8.72024e-05 | Time: 6103.91 ms
[2020-11-24 11:09:23	                main:574]	:	INFO	:	Epoch 32 | loss: 8.36351e-05 | val_loss: 8.58959e-05 | Time: 5986.01 ms
[2020-11-24 11:09:29	                main:574]	:	INFO	:	Epoch 33 | loss: 8.38154e-05 | val_loss: 8.42659e-05 | Time: 5946.35 ms
[2020-11-24 11:09:35	                main:574]	:	INFO	:	Epoch 34 | loss: 8.16595e-05 | val_loss: 8.59696e-05 | Time: 5853.77 ms
[2020-11-24 11:09:40	                main:574]	:	INFO	:	Epoch 35 | loss: 0.000395162 | val_loss: 0.000161651 | Time: 5770.18 ms
[2020-11-24 11:09:46	                main:574]	:	INFO	:	Epoch 36 | loss: 0.000103429 | val_loss: 8.91516e-05 | Time: 5796.99 ms
[2020-11-24 11:09:52	                main:574]	:	INFO	:	Epoch 37 | loss: 8.29897e-05 | val_loss: 8.38584e-05 | Time: 5839.85 ms
[2020-11-24 11:09:58	                main:574]	:	INFO	:	Epoch 38 | loss: 7.91642e-05 | val_loss: 8.11724e-05 | Time: 5910.8 ms
[2020-11-24 11:10:04	                main:574]	:	INFO	:	Epoch 39 | loss: 7.74954e-05 | val_loss: 7.96e-05 | Time: 5902.07 ms
[2020-11-24 11:10:10	                main:574]	:	INFO	:	Epoch 40 | loss: 7.69649e-05 | val_loss: 7.91694e-05 | Time: 5844.47 ms
[2020-11-24 11:10:15	                main:574]	:	INFO	:	Epoch 41 | loss: 7.60645e-05 | val_loss: 7.94502e-05 | Time: 5852.76 ms
[2020-11-24 11:10:22	                main:574]	:	INFO	:	Epoch 42 | loss: 7.62088e-05 | val_loss: 7.88191e-05 | Time: 6021.55 ms
[2020-11-24 11:10:27	                main:574]	:	INFO	:	Epoch 43 | loss: 7.57947e-05 | val_loss: 7.84213e-05 | Time: 5744.57 ms
[2020-11-24 11:10:33	                main:574]	:	INFO	:	Epoch 44 | loss: 7.55717e-05 | val_loss: 8.0034e-05 | Time: 5778.84 ms
[2020-11-24 11:10:39	                main:574]	:	INFO	:	Epoch 45 | loss: 7.52551e-05 | val_loss: 7.84564e-05 | Time: 6078.66 ms
[2020-11-24 11:10:45	                main:574]	:	INFO	:	Epoch 46 | loss: 7.57648e-05 | val_loss: 7.83209e-05 | Time: 5896.07 ms
[2020-11-24 11:10:51	                main:574]	:	INFO	:	Epoch 47 | loss: 7.48933e-05 | val_loss: 7.87152e-05 | Time: 5663.96 ms
[2020-11-24 11:10:57	                main:574]	:	INFO	:	Epoch 48 | loss: 7.51714e-05 | val_loss: 7.71481e-05 | Time: 5763.12 ms
[2020-11-24 11:11:02	                main:574]	:	INFO	:	Epoch 49 | loss: 7.50069e-05 | val_loss: 7.74695e-05 | Time: 5771.64 ms
[2020-11-24 11:11:08	                main:574]	:	INFO	:	Epoch 50 | loss: 7.47048e-05 | val_loss: 7.79537e-05 | Time: 5997.28 ms
[2020-11-24 11:11:14	                main:574]	:	INFO	:	Epoch 51 | loss: 7.52948e-05 | val_loss: 7.80839e-05 | Time: 5623.1 ms
[2020-11-24 11:11:20	                main:574]	:	INFO	:	Epoch 52 | loss: 7.40439e-05 | val_loss: 7.72582e-05 | Time: 5625.65 ms
[2020-11-24 11:11:25	                main:574]	:	INFO	:	Epoch 53 | loss: 7.41277e-05 | val_loss: 7.67213e-05 | Time: 5820.51 ms
[2020-11-24 11:11:31	                main:574]	:	INFO	:	Epoch 54 | loss: 7.41827e-05 | val_loss: 7.51557e-05 | Time: 5711.64 ms
[2020-11-24 11:11:37	                main:574]	:	INFO	:	Epoch 55 | loss: 7.32187e-05 | val_loss: 7.4841e-05 | Time: 5922.37 ms
[2020-11-24 11:11:43	                main:574]	:	INFO	:	Epoch 56 | loss: 7.30658e-05 | val_loss: 7.48704e-05 | Time: 5822.49 ms
[2020-11-24 11:11:49	                main:574]	:	INFO	:	Epoch 57 | loss: 7.26748e-05 | val_loss: 7.55304e-05 | Time: 5857.1 ms
[2020-11-24 11:11:54	                main:574]	:	INFO	:	Epoch 58 | loss: 7.3665e-05 | val_loss: 7.41337e-05 | Time: 5683.08 ms
[2020-11-24 11:12:00	                main:574]	:	INFO	:	Epoch 59 | loss: 7.2323e-05 | val_loss: 7.48468e-05 | Time: 5691.44 ms
[2020-11-24 11:12:06	                main:574]	:	INFO	:	Epoch 60 | loss: 7.2366e-05 | val_loss: 7.33776e-05 | Time: 5656.19 ms
[2020-11-24 11:12:12	                main:574]	:	INFO	:	Epoch 61 | loss: 7.11375e-05 | val_loss: 7.42644e-05 | Time: 5855.92 ms
[2020-11-24 11:12:18	                main:574]	:	INFO	:	Epoch 62 | loss: 7.14065e-05 | val_loss: 7.24419e-05 | Time: 5935.11 ms
[2020-11-24 11:12:23	                main:574]	:	INFO	:	Epoch 63 | loss: 9.77264e-05 | val_loss: 7.29571e-05 | Time: 5780.88 ms
[2020-11-24 11:12:29	                main:574]	:	INFO	:	Epoch 64 | loss: 6.85328e-05 | val_loss: 7.19213e-05 | Time: 5776.95 ms
[2020-11-24 11:12:35	                main:574]	:	INFO	:	Epoch 65 | loss: 6.84657e-05 | val_loss: 7.03404e-05 | Time: 5756.44 ms
[2020-11-24 11:12:41	                main:574]	:	INFO	:	Epoch 66 | loss: 6.81719e-05 | val_loss: 7.1612e-05 | Time: 5635.98 ms
[2020-11-24 11:12:46	                main:574]	:	INFO	:	Epoch 67 | loss: 6.81605e-05 | val_loss: 6.96764e-05 | Time: 5807.08 ms
[2020-11-24 11:12:52	                main:574]	:	INFO	:	Epoch 68 | loss: 6.87122e-05 | val_loss: 7.01783e-05 | Time: 6003.49 ms
[2020-11-24 11:12:58	                main:574]	:	INFO	:	Epoch 69 | loss: 6.78898e-05 | val_loss: 7.00166e-05 | Time: 5834.52 ms
[2020-11-24 11:13:04	                main:574]	:	INFO	:	Epoch 70 | loss: 6.76897e-05 | val_loss: 6.91527e-05 | Time: 5910.1 ms
[2020-11-24 11:13:10	                main:574]	:	INFO	:	Epoch 71 | loss: 7.12755e-05 | val_loss: 6.74085e-05 | Time: 5776 ms
[2020-11-24 11:13:16	                main:574]	:	INFO	:	Epoch 72 | loss: 6.59235e-05 | val_loss: 6.8333e-05 | Time: 5895.72 ms
[2020-11-24 11:13:22	                main:574]	:	INFO	:	Epoch 73 | loss: 6.66876e-05 | val_loss: 6.81689e-05 | Time: 5839.82 ms
[2020-11-24 11:13:27	                main:574]	:	INFO	:	Epoch 74 | loss: 6.54044e-05 | val_loss: 6.99234e-05 | Time: 5712.68 ms
[2020-11-24 11:13:33	                main:574]	:	INFO	:	Epoch 75 | loss: 6.69601e-05 | val_loss: 6.76961e-05 | Time: 5788.96 ms
[2020-11-24 11:13:39	                main:574]	:	INFO	:	Epoch 76 | loss: 6.44661e-05 | val_loss: 6.75942e-05 | Time: 5817.2 ms
[2020-11-24 11:13:45	                main:574]	:	INFO	:	Epoch 77 | loss: 6.39156e-05 | val_loss: 6.92924e-05 | Time: 5806.13 ms
[2020-11-24 11:13:51	                main:574]	:	INFO	:	Epoch 78 | loss: 6.75368e-05 | val_loss: 6.60873e-05 | Time: 5674.64 ms
[2020-11-24 11:13:56	                main:574]	:	INFO	:	Epoch 79 | loss: 6.41047e-05 | val_loss: 6.53678e-05 | Time: 5747.15 ms
[2020-11-24 11:14:02	                main:574]	:	INFO	:	Epoch 80 | loss: 6.3644e-05 | val_loss: 6.67062e-05 | Time: 5844.03 ms
[2020-11-24 11:14:08	                main:574]	:	INFO	:	Epoch 81 | loss: 6.3223e-05 | val_loss: 6.543e-05 | Time: 5824.11 ms
[2020-11-24 11:14:14	                main:574]	:	INFO	:	Epoch 82 | loss: 6.26209e-05 | val_loss: 7.33803e-05 | Time: 5736.43 ms
[2020-11-24 11:14:20	                main:574]	:	INFO	:	Epoch 83 | loss: 6.34174e-05 | val_loss: 6.83569e-05 | Time: 5786.72 ms
[2020-11-24 11:14:25	                main:574]	:	INFO	:	Epoch 84 | loss: 6.34191e-05 | val_loss: 6.44263e-05 | Time: 5741.21 ms
[2020-11-24 11:14:31	                main:574]	:	INFO	:	Epoch 85 | loss: 6.39036e-05 | val_loss: 6.33862e-05 | Time: 5767.16 ms
[2020-11-24 11:14:37	                main:574]	:	INFO	:	Epoch 86 | loss: 6.21979e-05 | val_loss: 6.42105e-05 | Time: 5935.68 ms
[2020-11-24 11:14:43	                main:574]	:	INFO	:	Epoch 87 | loss: 6.25075e-05 | val_loss: 6.39491e-05 | Time: 5657.35 ms
[2020-11-24 11:14:48	                main:574]	:	INFO	:	Epoch 88 | loss: 6.0998e-05 | val_loss: 6.36593e-05 | Time: 5655.27 ms
[2020-11-24 11:14:54	                main:574]	:	INFO	:	Epoch 89 | loss: 6.05037e-05 | val_loss: 6.19911e-05 | Time: 5829.13 ms
[2020-11-24 11:15:00	                main:574]	:	INFO	:	Epoch 90 | loss: 5.98122e-05 | val_loss: 6.16493e-05 | Time: 5845.09 ms
[2020-11-24 11:15:06	                main:574]	:	INFO	:	Epoch 91 | loss: 6.01353e-05 | val_loss: 6.18765e-05 | Time: 5738.1 ms
[2020-11-24 11:15:12	                main:574]	:	INFO	:	Epoch 92 | loss: 5.99853e-05 | val_loss: 6.06995e-05 | Time: 5869.21 ms
[2020-11-24 11:15:18	                main:574]	:	INFO	:	Epoch 93 | loss: 5.99097e-05 | val_loss: 6.1199e-05 | Time: 5903.96 ms
[2020-11-24 11:15:23	                main:574]	:	INFO	:	Epoch 94 | loss: 6.04414e-05 | val_loss: 6.00829e-05 | Time: 5816.11 ms
[2020-11-24 11:15:29	                main:574]	:	INFO	:	Epoch 95 | loss: 5.88445e-05 | val_loss: 6.02794e-05 | Time: 5846.03 ms
[2020-11-24 11:15:35	                main:574]	:	INFO	:	Epoch 96 | loss: 5.7986e-05 | val_loss: 6.04283e-05 | Time: 5757.13 ms
[2020-11-24 11:15:41	                main:574]	:	INFO	:	Epoch 97 | loss: 5.8617e-05 | val_loss: 5.98416e-05 | Time: 5794.46 ms
[2020-11-24 11:15:47	                main:574]	:	INFO	:	Epoch 98 | loss: 5.84208e-05 | val_loss: 5.92276e-05 | Time: 6043.47 ms
[2020-11-24 11:15:53	                main:574]	:	INFO	:	Epoch 99 | loss: 5.64467e-05 | val_loss: 5.9058e-05 | Time: 5899.2 ms
[2020-11-24 11:15:59	                main:574]	:	INFO	:	Epoch 100 | loss: 5.79532e-05 | val_loss: 5.91033e-05 | Time: 5649.48 ms
[2020-11-24 11:16:04	                main:574]	:	INFO	:	Epoch 101 | loss: 5.77337e-05 | val_loss: 5.79578e-05 | Time: 5854.89 ms
[2020-11-24 11:16:10	                main:574]	:	INFO	:	Epoch 102 | loss: 5.60036e-05 | val_loss: 5.94325e-05 | Time: 5719.52 ms
[2020-11-24 11:16:16	                main:574]	:	INFO	:	Epoch 103 | loss: 6.12149e-05 | val_loss: 5.82303e-05 | Time: 5986.46 ms
[2020-11-24 11:16:22	                main:574]	:	INFO	:	Epoch 104 | loss: 5.91227e-05 | val_loss: 5.73037e-05 | Time: 5955.77 ms
[2020-11-24 11:16:28	                main:574]	:	INFO	:	Epoch 105 | loss: 5.49193e-05 | val_loss: 5.71176e-05 | Time: 5865.33 ms
[2020-11-24 11:16:34	                main:574]	:	INFO	:	Epoch 106 | loss: 5.43971e-05 | val_loss: 5.7647e-05 | Time: 5884.25 ms
[2020-11-24 11:16:40	                main:574]	:	INFO	:	Epoch 107 | loss: 5.3941e-05 | val_loss: 5.63537e-05 | Time: 5896.57 ms
[2020-11-24 11:16:46	                main:574]	:	INFO	:	Epoch 108 | loss: 5.3943e-05 | val_loss: 5.53216e-05 | Time: 5740.52 ms
[2020-11-24 11:16:51	                main:574]	:	INFO	:	Epoch 109 | loss: 5.39302e-05 | val_loss: 5.59649e-05 | Time: 5623.75 ms
[2020-11-24 11:16:57	                main:574]	:	INFO	:	Epoch 110 | loss: 5.42075e-05 | val_loss: 5.68488e-05 | Time: 5736.74 ms
[2020-11-24 11:17:03	                main:574]	:	INFO	:	Epoch 111 | loss: 5.5248e-05 | val_loss: 5.55688e-05 | Time: 5854.87 ms
[2020-11-24 11:17:09	                main:574]	:	INFO	:	Epoch 112 | loss: 5.365e-05 | val_loss: 5.52226e-05 | Time: 5928.23 ms
[2020-11-24 11:17:15	                main:574]	:	INFO	:	Epoch 113 | loss: 5.31843e-05 | val_loss: 5.60456e-05 | Time: 5842.13 ms
[2020-11-24 11:17:20	                main:574]	:	INFO	:	Epoch 114 | loss: 5.36305e-05 | val_loss: 5.46828e-05 | Time: 5815.88 ms
[2020-11-24 11:17:26	                main:574]	:	INFO	:	Epoch 115 | loss: 5.29171e-05 | val_loss: 5.42674e-05 | Time: 5939.63 ms
[2020-11-24 11:17:32	                main:574]	:	INFO	:	Epoch 116 | loss: 5.18799e-05 | val_loss: 5.38445e-05 | Time: 5840.33 ms
[2020-11-24 11:17:38	                main:574]	:	INFO	:	Epoch 117 | loss: 5.23713e-05 | val_loss: 5.39955e-05 | Time: 5925.11 ms
[2020-11-24 11:17:44	                main:574]	:	INFO	:	Epoch 118 | loss: 5.39105e-05 | val_loss: 5.31868e-05 | Time: 5890.03 ms
[2020-11-24 11:17:50	                main:574]	:	INFO	:	Epoch 119 | loss: 5.23636e-05 | val_loss: 5.36682e-05 | Time: 5773.08 ms
[2020-11-24 11:17:56	                main:574]	:	INFO	:	Epoch 120 | loss: 5.24381e-05 | val_loss: 5.2425e-05 | Time: 6003.96 ms
[2020-11-24 11:18:02	                main:574]	:	INFO	:	Epoch 121 | loss: 5.13981e-05 | val_loss: 5.27924e-05 | Time: 5896.13 ms
[2020-11-24 11:18:08	                main:574]	:	INFO	:	Epoch 122 | loss: 5.05217e-05 | val_loss: 5.26577e-05 | Time: 5906.54 ms
[2020-11-24 11:18:13	                main:574]	:	INFO	:	Epoch 123 | loss: 0.0300875 | val_loss: 0.060843 | Time: 5781.59 ms
[2020-11-24 11:18:19	                main:574]	:	INFO	:	Epoch 124 | loss: 0.0603122 | val_loss: 0.0598899 | Time: 5910.69 ms
[2020-11-24 11:18:25	                main:574]	:	INFO	:	Epoch 125 | loss: 0.0594313 | val_loss: 0.058997 | Time: 5788.94 ms
[2020-11-24 11:18:31	                main:574]	:	INFO	:	Epoch 126 | loss: 0.0584679 | val_loss: 0.057805 | Time: 5869.4 ms
[2020-11-24 11:18:37	                main:574]	:	INFO	:	Epoch 127 | loss: 0.0571055 | val_loss: 0.0562739 | Time: 5936.23 ms
[2020-11-24 11:18:43	                main:574]	:	INFO	:	Epoch 128 | loss: 0.0551751 | val_loss: 0.0543603 | Time: 5978.42 ms
[2020-11-24 11:18:49	                main:574]	:	INFO	:	Epoch 129 | loss: 0.0528853 | val_loss: 0.0538298 | Time: 5908.13 ms
[2020-11-24 11:18:55	                main:574]	:	INFO	:	Epoch 130 | loss: 0.0511846 | val_loss: 0.0512039 | Time: 5833.95 ms
[2020-11-24 11:19:01	                main:574]	:	INFO	:	Epoch 131 | loss: 0.0498581 | val_loss: 0.0490285 | Time: 5861.92 ms
[2020-11-24 11:19:06	                main:574]	:	INFO	:	Epoch 132 | loss: 0.051563 | val_loss: 0.0495328 | Time: 5780.37 ms
[2020-11-24 11:19:12	                main:574]	:	INFO	:	Epoch 133 | loss: 0.0479459 | val_loss: 0.0489905 | Time: 6021.67 ms
[2020-11-24 11:19:18	                main:574]	:	INFO	:	Epoch 134 | loss: 0.0515732 | val_loss: 0.0585754 | Time: 5692.1 ms
[2020-11-24 11:19:24	                main:574]	:	INFO	:	Epoch 135 | loss: 0.0567545 | val_loss: 0.054988 | Time: 5835.55 ms
[2020-11-24 11:19:30	                main:574]	:	INFO	:	Epoch 136 | loss: 0.0526781 | val_loss: 0.0501758 | Time: 5876.05 ms
[2020-11-24 11:19:36	                main:574]	:	INFO	:	Epoch 137 | loss: 0.0514775 | val_loss: 0.0487913 | Time: 5959.64 ms
[2020-11-24 11:19:42	                main:574]	:	INFO	:	Epoch 138 | loss: 0.0494575 | val_loss: 0.0547414 | Time: 5723.68 ms
[2020-11-24 11:19:47	                main:574]	:	INFO	:	Epoch 139 | loss: 0.0528865 | val_loss: 0.0505796 | Time: 5640.19 ms
[2020-11-24 11:19:53	                main:574]	:	INFO	:	Epoch 140 | loss: 0.0478211 | val_loss: 0.0443255 | Time: 5965.79 ms
[2020-11-24 11:19:59	                main:574]	:	INFO	:	Epoch 141 | loss: 0.0497943 | val_loss: 0.0528469 | Time: 5734.65 ms
[2020-11-24 11:20:05	                main:574]	:	INFO	:	Epoch 142 | loss: 0.0494037 | val_loss: 0.0459269 | Time: 5948.22 ms
[2020-11-24 11:20:11	                main:574]	:	INFO	:	Epoch 143 | loss: 0.0461983 | val_loss: 0.0458418 | Time: 5893.31 ms
[2020-11-24 11:20:17	                main:574]	:	INFO	:	Epoch 144 | loss: 0.052718 | val_loss: 0.0576137 | Time: 5824.25 ms
[2020-11-24 11:20:22	                main:574]	:	INFO	:	Epoch 145 | loss: 0.0566513 | val_loss: 0.0557051 | Time: 5829.89 ms
[2020-11-24 11:20:28	                main:574]	:	INFO	:	Epoch 146 | loss: 0.0546504 | val_loss: 0.0534721 | Time: 5834.48 ms
[2020-11-24 11:20:34	                main:574]	:	INFO	:	Epoch 147 | loss: 0.0526201 | val_loss: 0.0529808 | Time: 5719.75 ms
[2020-11-24 11:20:40	                main:574]	:	INFO	:	Epoch 148 | loss: 0.0514912 | val_loss: 0.0499557 | Time: 5487.68 ms
[2020-11-24 11:20:45	                main:574]	:	INFO	:	Epoch 149 | loss: 0.0493729 | val_loss: 0.0482575 | Time: 5658.42 ms
[2020-11-24 11:20:51	                main:574]	:	INFO	:	Epoch 150 | loss: 0.0465082 | val_loss: 0.046785 | Time: 5413.42 ms
[2020-11-24 11:20:57	                main:574]	:	INFO	:	Epoch 151 | loss: 0.0484341 | val_loss: 0.0477041 | Time: 5923.09 ms
[2020-11-24 11:21:03	                main:574]	:	INFO	:	Epoch 152 | loss: 0.0488109 | val_loss: 0.0491262 | Time: 5933.72 ms
[2020-11-24 11:21:08	                main:574]	:	INFO	:	Epoch 153 | loss: 0.0489469 | val_loss: 0.046755 | Time: 5921.96 ms
[2020-11-24 11:21:14	                main:574]	:	INFO	:	Epoch 154 | loss: 0.0475547 | val_loss: 0.0482463 | Time: 5917.38 ms
[2020-11-24 11:21:20	                main:574]	:	INFO	:	Epoch 155 | loss: 0.0509944 | val_loss: 0.0590313 | Time: 5810.23 ms
[2020-11-24 11:21:26	                main:574]	:	INFO	:	Epoch 156 | loss: 0.0579265 | val_loss: 0.0570443 | Time: 5749.28 ms
[2020-11-24 11:21:32	                main:574]	:	INFO	:	Epoch 157 | loss: 0.0563661 | val_loss: 0.0556888 | Time: 5791.57 ms
[2020-11-24 11:21:38	                main:574]	:	INFO	:	Epoch 158 | loss: 0.0550977 | val_loss: 0.0545678 | Time: 5956.68 ms
[2020-11-24 11:21:44	                main:574]	:	INFO	:	Epoch 159 | loss: 0.053615 | val_loss: 0.0530409 | Time: 5856.18 ms
[2020-11-24 11:21:49	                main:574]	:	INFO	:	Epoch 160 | loss: 0.0546837 | val_loss: 0.0551178 | Time: 5887.72 ms
[2020-11-24 11:21:55	                main:574]	:	INFO	:	Epoch 161 | loss: 0.0545614 | val_loss: 0.0554769 | Time: 5779.95 ms
[2020-11-24 11:22:01	                main:574]	:	INFO	:	Epoch 162 | loss: 0.0559184 | val_loss: 0.055609 | Time: 5892.39 ms
[2020-11-24 11:22:07	                main:574]	:	INFO	:	Epoch 163 | loss: 0.0550238 | val_loss: 0.0541711 | Time: 6024.62 ms
[2020-11-24 11:22:13	                main:574]	:	INFO	:	Epoch 164 | loss: 0.0524116 | val_loss: 0.0506732 | Time: 6013.19 ms
[2020-11-24 11:22:19	                main:574]	:	INFO	:	Epoch 165 | loss: 0.0512831 | val_loss: 0.0603477 | Time: 5972.77 ms
[2020-11-24 11:22:25	                main:574]	:	INFO	:	Epoch 166 | loss: 0.0601373 | val_loss: 0.0598706 | Time: 5984.37 ms
[2020-11-24 11:22:31	                main:574]	:	INFO	:	Epoch 167 | loss: 0.059572 | val_loss: 0.0593812 | Time: 6203.49 ms
[2020-11-24 11:22:38	                main:574]	:	INFO	:	Epoch 168 | loss: 0.0591321 | val_loss: 0.0589578 | Time: 6402.21 ms
[2020-11-24 11:22:44	                main:574]	:	INFO	:	Epoch 169 | loss: 0.0586514 | val_loss: 0.0584283 | Time: 6177.37 ms
[2020-11-24 11:22:50	                main:574]	:	INFO	:	Epoch 170 | loss: 0.0580954 | val_loss: 0.0578553 | Time: 6121.77 ms
[2020-11-24 11:22:56	                main:574]	:	INFO	:	Epoch 171 | loss: 0.0574217 | val_loss: 0.057136 | Time: 6239.33 ms
[2020-11-24 11:23:03	                main:574]	:	INFO	:	Epoch 172 | loss: 0.0566314 | val_loss: 0.0563539 | Time: 6430.85 ms
[2020-11-24 11:23:09	                main:574]	:	INFO	:	Epoch 173 | loss: 0.055735 | val_loss: 0.0554191 | Time: 6453.51 ms
[2020-11-24 11:23:16	                main:574]	:	INFO	:	Epoch 174 | loss: 0.0548901 | val_loss: 0.0550532 | Time: 6410.72 ms
[2020-11-24 11:23:22	                main:574]	:	INFO	:	Epoch 175 | loss: 0.0543152 | val_loss: 0.0538815 | Time: 6372.68 ms
[2020-11-24 11:23:28	                main:574]	:	INFO	:	Epoch 176 | loss: 0.0531463 | val_loss: 0.0527769 | Time: 6301.78 ms
[2020-11-24 11:23:35	                main:574]	:	INFO	:	Epoch 177 | loss: 0.0517035 | val_loss: 0.0509798 | Time: 6170 ms
[2020-11-24 11:23:41	                main:574]	:	INFO	:	Epoch 178 | loss: 0.0502957 | val_loss: 0.0508907 | Time: 6161.58 ms
[2020-11-24 11:23:47	                main:574]	:	INFO	:	Epoch 179 | loss: 0.0513028 | val_loss: 0.0551611 | Time: 6336.1 ms
[2020-11-24 11:23:53	                main:574]	:	INFO	:	Epoch 180 | loss: 0.0545844 | val_loss: 0.0535496 | Time: 6307.41 ms
[2020-11-24 11:24:00	                main:574]	:	INFO	:	Epoch 181 | loss: 0.0520226 | val_loss: 0.0516467 | Time: 6320.97 ms
[2020-11-24 11:24:06	                main:574]	:	INFO	:	Epoch 182 | loss: 0.0500311 | val_loss: 0.0490869 | Time: 6136.43 ms
[2020-11-24 11:24:12	                main:574]	:	INFO	:	Epoch 183 | loss: 0.0503052 | val_loss: 0.0544383 | Time: 5891.56 ms
[2020-11-24 11:24:18	                main:574]	:	INFO	:	Epoch 184 | loss: 0.0530643 | val_loss: 0.0520013 | Time: 5898.84 ms
[2020-11-24 11:24:24	                main:574]	:	INFO	:	Epoch 185 | loss: 0.0502685 | val_loss: 0.0486981 | Time: 5887.05 ms
[2020-11-24 11:24:29	                main:574]	:	INFO	:	Epoch 186 | loss: 0.0474852 | val_loss: 0.0480015 | Time: 5766.49 ms
[2020-11-24 11:24:35	                main:574]	:	INFO	:	Epoch 187 | loss: 0.0463215 | val_loss: 0.0458389 | Time: 5957.88 ms
[2020-11-24 11:24:41	                main:574]	:	INFO	:	Epoch 188 | loss: 0.0489569 | val_loss: 0.0534099 | Time: 5954.98 ms
[2020-11-24 11:24:47	                main:574]	:	INFO	:	Epoch 189 | loss: 0.0514021 | val_loss: 0.0523032 | Time: 5912.82 ms
[2020-11-24 11:24:53	                main:574]	:	INFO	:	Epoch 190 | loss: 0.0508993 | val_loss: 0.0493585 | Time: 5889.16 ms
[2020-11-24 11:24:59	                main:574]	:	INFO	:	Epoch 191 | loss: 0.0484455 | val_loss: 0.0485196 | Time: 5917.83 ms
[2020-11-24 11:25:05	                main:574]	:	INFO	:	Epoch 192 | loss: 0.0495803 | val_loss: 0.0530524 | Time: 5927.12 ms
[2020-11-24 11:25:05	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0530524
[2020-11-24 11:25:05	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-24 11:25:05	                main:608]	:	INFO	:	Success, exiting..
11:25:05 (3100): 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)