Task 3076332

Name rand_automata_0025-1606117988-22454-101_0
Workunit 1404391
Created 27 Nov 2020, 0:03:12 UTC
Sent 27 Nov 2020, 0:12:55 UTC
Report deadline 4 Dec 2020, 0:12:55 UTC
Received 27 Nov 2020, 0:23:21 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 57 sec
CPU time 9 min 53 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 3,339.24 GFLOPS
Application version Machine Learning Dataset Generator (test) v9.80 (cuda10200)
x86_64-pc-linux-gnu
Peak working set size 2.18 GB
Peak swap size 9.98 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
DEBUG: Args: ../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200 -c -a LSTM --lr 0.001 -w 64 -b 2 -s 32 --maxepoch 192 
nthreads: 1 gpudev: 0
Re-exec()-ing to set environment correctly
Machine Learning Dataset Generator v9.80 (Linux/x86_64) (libTorch: release/1.7 GPU: GeForce GTX 1650)
[2020-11-26 19:13:12	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 19:13:12	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 19:13:12	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 19:13:12	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 19:13:12	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-101_0_r910890993_1 (exists = 0)
[2020-11-26 19:13:12	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-101_0_r910890993_0 (exists = 0)
[2020-11-26 19:13:12	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-101 (exists = 1)
[2020-11-26 19:13:12	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 19:13:12	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5
[2020-11-26 19:13:12	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 19:13:12	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 19:13:12	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 19:13:12	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 19:13:12	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 19:13:12	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 19:13:12	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 19:13:12	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 19:13:12	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 19:13:12	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 19:13:12	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 19:13:12	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 19:13:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 19:13:12	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 19:13:15	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 19:13:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 19:13:15	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 into memory
[2020-11-26 19:13:15	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 19:13:15	                main:501]	:	INFO	:	Creating Model
[2020-11-26 19:13:15	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 19:13:15	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 19:13:15	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 19:13:15	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 19:13:15	                main:569]	:	INFO	:	Starting Training
[2020-11-26 19:13:20	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0493251 | val_loss: 0.0495319 | Time: 4663.71 ms
[2020-11-26 19:13:23	                main:581]	:	INFO	:	Epoch 2 | loss: 0.049002 | val_loss: 0.0491855 | Time: 3025.39 ms
[2020-11-26 19:13:26	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0491488 | val_loss: 0.0495831 | Time: 3174.88 ms
[2020-11-26 19:13:29	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0491701 | val_loss: 0.049388 | Time: 3091.93 ms
[2020-11-26 19:13:32	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0488175 | val_loss: 0.0491049 | Time: 3082 ms
[2020-11-26 19:13:35	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0485347 | val_loss: 0.0487618 | Time: 3013.35 ms
[2020-11-26 19:13:38	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0484421 | val_loss: 0.0493355 | Time: 3080.77 ms
[2020-11-26 19:13:41	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0489143 | val_loss: 0.049328 | Time: 3048.84 ms
[2020-11-26 19:13:44	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0490587 | val_loss: 0.049776 | Time: 2991.23 ms
[2020-11-26 19:13:47	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0492289 | val_loss: 0.0497463 | Time: 3106.31 ms
[2020-11-26 19:13:50	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0493339 | val_loss: 0.05033 | Time: 3146.91 ms
[2020-11-26 19:13:53	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0498905 | val_loss: 0.0501162 | Time: 3003.69 ms
[2020-11-26 19:13:56	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0496692 | val_loss: 0.0499338 | Time: 3035.23 ms
[2020-11-26 19:13:59	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0494555 | val_loss: 0.0497137 | Time: 3017.34 ms
[2020-11-26 19:14:03	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0492012 | val_loss: 0.0495591 | Time: 3085.92 ms
[2020-11-26 19:14:06	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0489874 | val_loss: 0.0493564 | Time: 3087.42 ms
[2020-11-26 19:14:09	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0487935 | val_loss: 0.0492552 | Time: 3047.94 ms
[2020-11-26 19:14:12	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0488602 | val_loss: 0.0492722 | Time: 3023.97 ms
[2020-11-26 19:14:15	                main:581]	:	INFO	:	Epoch 19 | loss: 0.04914 | val_loss: 0.0497934 | Time: 3193.37 ms
[2020-11-26 19:14:18	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0498606 | val_loss: 0.0511082 | Time: 3070.86 ms
[2020-11-26 19:14:21	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0507815 | val_loss: 0.0508203 | Time: 2974.86 ms
[2020-11-26 19:14:24	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0504972 | val_loss: 0.0509815 | Time: 2990.98 ms
[2020-11-26 19:14:27	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0508506 | val_loss: 0.0511412 | Time: 3010.18 ms
[2020-11-26 19:14:30	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0506419 | val_loss: 0.0509793 | Time: 3025.58 ms
[2020-11-26 19:14:33	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0505483 | val_loss: 0.0507833 | Time: 3019.93 ms
[2020-11-26 19:14:36	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0502621 | val_loss: 0.0505196 | Time: 3258.87 ms
[2020-11-26 19:14:39	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0501342 | val_loss: 0.0503038 | Time: 3153.94 ms
[2020-11-26 19:14:42	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0502767 | val_loss: 0.0506016 | Time: 3123.02 ms
[2020-11-26 19:14:46	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0504782 | val_loss: 0.0507528 | Time: 3160.95 ms
[2020-11-26 19:14:49	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0511852 | val_loss: 0.0522007 | Time: 3148.73 ms
[2020-11-26 19:14:52	                main:581]	:	INFO	:	Epoch 31 | loss: 0.052132 | val_loss: 0.0525465 | Time: 2965.24 ms
[2020-11-26 19:14:55	                main:581]	:	INFO	:	Epoch 32 | loss: 0.0522775 | val_loss: 0.0523604 | Time: 3041.6 ms
[2020-11-26 19:14:58	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0520205 | val_loss: 0.0521822 | Time: 2987.63 ms
[2020-11-26 19:15:01	                main:581]	:	INFO	:	Epoch 34 | loss: 0.052313 | val_loss: 0.0529464 | Time: 3020.24 ms
[2020-11-26 19:15:04	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0531231 | val_loss: 0.0538887 | Time: 3010.07 ms
[2020-11-26 19:15:07	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0536932 | val_loss: 0.0540366 | Time: 2997.31 ms
[2020-11-26 19:15:10	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0540584 | val_loss: 0.054362 | Time: 3006.18 ms
[2020-11-26 19:15:13	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0545147 | val_loss: 0.0554999 | Time: 2980.28 ms
[2020-11-26 19:15:16	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0554149 | val_loss: 0.0555931 | Time: 3143.75 ms
[2020-11-26 19:15:19	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0554607 | val_loss: 0.0557645 | Time: 3133.58 ms
[2020-11-26 19:15:22	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0555893 | val_loss: 0.0557326 | Time: 3054.4 ms
[2020-11-26 19:15:25	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0557187 | val_loss: 0.0560142 | Time: 3000.78 ms
[2020-11-26 19:15:28	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0556818 | val_loss: 0.0557259 | Time: 2988.17 ms
[2020-11-26 19:15:31	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0556322 | val_loss: 0.055764 | Time: 3139.55 ms
[2020-11-26 19:15:34	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0556638 | val_loss: 0.0557982 | Time: 2982.37 ms
[2020-11-26 19:15:37	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0556988 | val_loss: 0.0558467 | Time: 3019.71 ms
[2020-11-26 19:15:40	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0557398 | val_loss: 0.0558767 | Time: 3023.17 ms
[2020-11-26 19:15:43	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0558705 | val_loss: 0.0559846 | Time: 3008.74 ms
[2020-11-26 19:15:46	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0560015 | val_loss: 0.0561122 | Time: 3008.35 ms
[2020-11-26 19:15:49	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0560277 | val_loss: 0.0559304 | Time: 3105.39 ms
[2020-11-26 19:15:52	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0559007 | val_loss: 0.05591 | Time: 3048.67 ms
[2020-11-26 19:15:55	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0557941 | val_loss: 0.0557357 | Time: 2980.78 ms
[2020-11-26 19:15:58	                main:581]	:	INFO	:	Epoch 53 | loss: 0.05575 | val_loss: 0.0555631 | Time: 2988.44 ms
[2020-11-26 19:16:02	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0556238 | val_loss: 0.0555157 | Time: 3189.33 ms
[2020-11-26 19:16:05	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0556206 | val_loss: 0.0557434 | Time: 3032.15 ms
[2020-11-26 19:16:08	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0557831 | val_loss: 0.0557533 | Time: 3005.42 ms
[2020-11-26 19:16:11	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0557666 | val_loss: 0.0557858 | Time: 3000.96 ms
[2020-11-26 19:16:14	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0557903 | val_loss: 0.0557708 | Time: 3032.6 ms
[2020-11-26 19:16:17	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0557819 | val_loss: 0.0557242 | Time: 3054.67 ms
[2020-11-26 19:16:20	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0558859 | val_loss: 0.0562878 | Time: 3049.86 ms
[2020-11-26 19:16:23	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0563309 | val_loss: 0.0562947 | Time: 3147.06 ms
[2020-11-26 19:16:26	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0563447 | val_loss: 0.0562859 | Time: 3012.53 ms
[2020-11-26 19:16:29	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0563779 | val_loss: 0.0564466 | Time: 3036.39 ms
[2020-11-26 19:16:32	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0564076 | val_loss: 0.0564638 | Time: 2995.5 ms
[2020-11-26 19:16:35	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0564301 | val_loss: 0.0564424 | Time: 3034.95 ms
[2020-11-26 19:16:38	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0564314 | val_loss: 0.0564433 | Time: 3088.87 ms
[2020-11-26 19:16:41	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0564643 | val_loss: 0.0565079 | Time: 3091.12 ms
[2020-11-26 19:16:44	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0565008 | val_loss: 0.056512 | Time: 3161.27 ms
[2020-11-26 19:16:47	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0566796 | val_loss: 0.0567188 | Time: 3002.9 ms
[2020-11-26 19:16:50	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0567243 | val_loss: 0.0566839 | Time: 2991.64 ms
[2020-11-26 19:16:53	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0567335 | val_loss: 0.0566663 | Time: 3103.68 ms
[2020-11-26 19:16:57	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0566668 | val_loss: 0.0566714 | Time: 3069.39 ms
[2020-11-26 19:17:00	                main:581]	:	INFO	:	Epoch 73 | loss: 0.056683 | val_loss: 0.0566622 | Time: 3201.12 ms
[2020-11-26 19:17:03	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0566812 | val_loss: 0.0566769 | Time: 3221.35 ms
[2020-11-26 19:17:06	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0566945 | val_loss: 0.0566652 | Time: 3009.86 ms
[2020-11-26 19:17:09	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0566738 | val_loss: 0.0566402 | Time: 3142.11 ms
[2020-11-26 19:17:12	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0566621 | val_loss: 0.0566344 | Time: 2966.74 ms
[2020-11-26 19:17:15	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0566889 | val_loss: 0.0567018 | Time: 2979.36 ms
[2020-11-26 19:17:18	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0567249 | val_loss: 0.0566827 | Time: 2988.23 ms
[2020-11-26 19:17:21	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0567118 | val_loss: 0.0567127 | Time: 3156.74 ms
[2020-11-26 19:17:24	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0566996 | val_loss: 0.0566964 | Time: 2983.05 ms
[2020-11-26 19:17:27	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0566883 | val_loss: 0.0567062 | Time: 3089.55 ms
[2020-11-26 19:17:30	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0567287 | val_loss: 0.0567197 | Time: 3200.05 ms
[2020-11-26 19:17:34	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0567805 | val_loss: 0.0567544 | Time: 3107.34 ms
[2020-11-26 19:17:37	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0568098 | val_loss: 0.0567701 | Time: 3092.22 ms
[2020-11-26 19:17:40	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0568504 | val_loss: 0.0570128 | Time: 3012.23 ms
[2020-11-26 19:17:43	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0570748 | val_loss: 0.0569616 | Time: 3104.86 ms
[2020-11-26 19:17:46	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0569944 | val_loss: 0.0569835 | Time: 3044.39 ms
[2020-11-26 19:17:49	                main:581]	:	INFO	:	Epoch 89 | loss: 0.056938 | val_loss: 0.0569711 | Time: 2995.36 ms
[2020-11-26 19:17:52	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0569829 | val_loss: 0.0570202 | Time: 3019.18 ms
[2020-11-26 19:17:55	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0569692 | val_loss: 0.0570565 | Time: 3170.5 ms
[2020-11-26 19:17:58	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0569494 | val_loss: 0.0570224 | Time: 2974.66 ms
[2020-11-26 19:18:01	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0569458 | val_loss: 0.0569769 | Time: 2967.47 ms
[2020-11-26 19:18:04	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0570247 | val_loss: 0.0572526 | Time: 3064.44 ms
[2020-11-26 19:18:07	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0571495 | val_loss: 0.0571319 | Time: 2998.18 ms
[2020-11-26 19:18:10	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0570103 | val_loss: 0.0571202 | Time: 3058.09 ms
[2020-11-26 19:18:13	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0570058 | val_loss: 0.0571276 | Time: 3025.03 ms
[2020-11-26 19:18:16	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0570155 | val_loss: 0.0571351 | Time: 3039.31 ms
[2020-11-26 19:18:19	                main:581]	:	INFO	:	Epoch 99 | loss: 0.057007 | val_loss: 0.057123 | Time: 2976.88 ms
[2020-11-26 19:18:22	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0570113 | val_loss: 0.0570912 | Time: 2975.58 ms
[2020-11-26 19:18:25	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0570442 | val_loss: 0.0571028 | Time: 3039.47 ms
[2020-11-26 19:18:28	                main:581]	:	INFO	:	Epoch 102 | loss: 0.057059 | val_loss: 0.0571205 | Time: 3118.53 ms
[2020-11-26 19:18:32	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0571554 | val_loss: 0.0572931 | Time: 3226.61 ms
[2020-11-26 19:18:35	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0572284 | val_loss: 0.0573284 | Time: 3107.47 ms
[2020-11-26 19:18:38	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0572855 | val_loss: 0.0573368 | Time: 3120.99 ms
[2020-11-26 19:18:41	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0572827 | val_loss: 0.0573753 | Time: 2997.4 ms
[2020-11-26 19:18:44	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0573433 | val_loss: 0.0573506 | Time: 3111.8 ms
[2020-11-26 19:18:47	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0573637 | val_loss: 0.0573177 | Time: 3106.53 ms
[2020-11-26 19:18:50	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0573321 | val_loss: 0.0573219 | Time: 3087.87 ms
[2020-11-26 19:18:53	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0573813 | val_loss: 0.0574789 | Time: 3110.46 ms
[2020-11-26 19:18:56	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0575518 | val_loss: 0.0576013 | Time: 2959.9 ms
[2020-11-26 19:18:59	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0576995 | val_loss: 0.0576465 | Time: 3059.99 ms
[2020-11-26 19:19:02	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0577191 | val_loss: 0.0577258 | Time: 3073.99 ms
[2020-11-26 19:19:05	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0577958 | val_loss: 0.057734 | Time: 2982.11 ms
[2020-11-26 19:19:08	                main:581]	:	INFO	:	Epoch 115 | loss: 0.05775 | val_loss: 0.057713 | Time: 2978.22 ms
[2020-11-26 19:19:11	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0577147 | val_loss: 0.0576897 | Time: 3034.04 ms
[2020-11-26 19:19:14	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0577131 | val_loss: 0.0577266 | Time: 3196.65 ms
[2020-11-26 19:19:17	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0577154 | val_loss: 0.0577311 | Time: 3002.1 ms
[2020-11-26 19:19:20	                main:581]	:	INFO	:	Epoch 119 | loss: 0.057751 | val_loss: 0.057949 | Time: 3015.45 ms
[2020-11-26 19:19:23	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0579483 | val_loss: 0.0579629 | Time: 2996.86 ms
[2020-11-26 19:19:27	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0580029 | val_loss: 0.0581276 | Time: 3055.98 ms
[2020-11-26 19:19:30	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0582304 | val_loss: 0.058039 | Time: 3064.72 ms
[2020-11-26 19:19:33	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0580976 | val_loss: 0.0580197 | Time: 3108.42 ms
[2020-11-26 19:19:36	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0580832 | val_loss: 0.0580472 | Time: 3008.42 ms
[2020-11-26 19:19:39	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0580613 | val_loss: 0.0579256 | Time: 2996.77 ms
[2020-11-26 19:19:42	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0579683 | val_loss: 0.0579182 | Time: 3018.1 ms
[2020-11-26 19:19:45	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0579532 | val_loss: 0.0579311 | Time: 3036.59 ms
[2020-11-26 19:19:48	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0579459 | val_loss: 0.0578965 | Time: 3080.19 ms
[2020-11-26 19:19:51	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0579515 | val_loss: 0.0579738 | Time: 3101.99 ms
[2020-11-26 19:19:54	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0579828 | val_loss: 0.0579743 | Time: 3002.41 ms
[2020-11-26 19:19:57	                main:581]	:	INFO	:	Epoch 131 | loss: 0.058027 | val_loss: 0.0580449 | Time: 3089.53 ms
[2020-11-26 19:20:00	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0581374 | val_loss: 0.0580487 | Time: 3191.11 ms
[2020-11-26 19:20:03	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0581391 | val_loss: 0.0580333 | Time: 3105.52 ms
[2020-11-26 19:20:06	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0581459 | val_loss: 0.0580247 | Time: 3010.82 ms
[2020-11-26 19:20:09	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0581418 | val_loss: 0.0580445 | Time: 3056.93 ms
[2020-11-26 19:20:13	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0581259 | val_loss: 0.058031 | Time: 3148.8 ms
[2020-11-26 19:20:16	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0581121 | val_loss: 0.0580365 | Time: 3142.15 ms
[2020-11-26 19:20:19	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0581107 | val_loss: 0.0580534 | Time: 3130.18 ms
[2020-11-26 19:20:22	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0581145 | val_loss: 0.0580374 | Time: 3123.16 ms
[2020-11-26 19:20:25	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0581104 | val_loss: 0.0580519 | Time: 3148.81 ms
[2020-11-26 19:20:28	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0581234 | val_loss: 0.0580424 | Time: 3102.11 ms
[2020-11-26 19:20:31	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0581365 | val_loss: 0.0580317 | Time: 3209.98 ms
[2020-11-26 19:20:35	                main:581]	:	INFO	:	Epoch 143 | loss: 0.058131 | val_loss: 0.0580378 | Time: 3225.71 ms
[2020-11-26 19:20:38	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0581318 | val_loss: 0.0580216 | Time: 3113.54 ms
[2020-11-26 19:20:41	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0581248 | val_loss: 0.0580378 | Time: 3175.41 ms
[2020-11-26 19:20:44	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0583092 | val_loss: 0.0583084 | Time: 3210.99 ms
[2020-11-26 19:20:47	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0583667 | val_loss: 0.0583034 | Time: 3018.77 ms
[2020-11-26 19:20:50	                main:581]	:	INFO	:	Epoch 148 | loss: 0.058376 | val_loss: 0.0583017 | Time: 3038.37 ms
[2020-11-26 19:20:53	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0583817 | val_loss: 0.0583049 | Time: 3078.09 ms
[2020-11-26 19:20:56	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0583817 | val_loss: 0.0583166 | Time: 3058.71 ms
[2020-11-26 19:20:59	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0583821 | val_loss: 0.058327 | Time: 3027.75 ms
[2020-11-26 19:21:02	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0583838 | val_loss: 0.0583317 | Time: 3003.83 ms
[2020-11-26 19:21:05	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0583783 | val_loss: 0.0583495 | Time: 3054.99 ms
[2020-11-26 19:21:09	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0583815 | val_loss: 0.0583516 | Time: 3109.87 ms
[2020-11-26 19:21:12	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0583773 | val_loss: 0.058343 | Time: 3263.93 ms
[2020-11-26 19:21:15	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0583917 | val_loss: 0.0584673 | Time: 3199.89 ms
[2020-11-26 19:21:18	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0584648 | val_loss: 0.0584475 | Time: 3068.65 ms
[2020-11-26 19:21:21	                main:581]	:	INFO	:	Epoch 158 | loss: 0.058455 | val_loss: 0.058442 | Time: 3115.57 ms
[2020-11-26 19:21:24	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0584527 | val_loss: 0.0584537 | Time: 3051.78 ms
[2020-11-26 19:21:27	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0584446 | val_loss: 0.0584269 | Time: 3048.06 ms
[2020-11-26 19:21:30	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0584479 | val_loss: 0.0584435 | Time: 3084.55 ms
[2020-11-26 19:21:33	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0584224 | val_loss: 0.0584073 | Time: 3006.27 ms
[2020-11-26 19:21:36	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0584158 | val_loss: 0.0584098 | Time: 2986.23 ms
[2020-11-26 19:21:39	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0584636 | val_loss: 0.0584983 | Time: 3131.31 ms
[2020-11-26 19:21:43	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0584724 | val_loss: 0.0585007 | Time: 3216.32 ms
[2020-11-26 19:21:46	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0584618 | val_loss: 0.0584949 | Time: 3102.33 ms
[2020-11-26 19:21:49	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0584559 | val_loss: 0.0584757 | Time: 3079.71 ms
[2020-11-26 19:21:52	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0584454 | val_loss: 0.0584649 | Time: 3137.7 ms
[2020-11-26 19:21:55	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0584798 | val_loss: 0.0585139 | Time: 2970.5 ms
[2020-11-26 19:21:58	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0584862 | val_loss: 0.0585874 | Time: 3227.06 ms
[2020-11-26 19:22:01	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0584803 | val_loss: 0.0584677 | Time: 3118.35 ms
[2020-11-26 19:22:04	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0584847 | val_loss: 0.058462 | Time: 3023.09 ms
[2020-11-26 19:22:07	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0584827 | val_loss: 0.0585171 | Time: 2917.46 ms
[2020-11-26 19:22:10	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0585023 | val_loss: 0.0585537 | Time: 2997.49 ms
[2020-11-26 19:22:14	                main:581]	:	INFO	:	Epoch 175 | loss: 0.058488 | val_loss: 0.0584893 | Time: 3400.7 ms
[2020-11-26 19:22:17	                main:581]	:	INFO	:	Epoch 176 | loss: 0.058479 | val_loss: 0.0584327 | Time: 3267.39 ms
[2020-11-26 19:22:20	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0584307 | val_loss: 0.0584412 | Time: 3236.08 ms
[2020-11-26 19:22:23	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0584342 | val_loss: 0.0584355 | Time: 3244.35 ms
[2020-11-26 19:22:26	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0584285 | val_loss: 0.0584003 | Time: 2988.36 ms
[2020-11-26 19:22:30	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0584263 | val_loss: 0.0584156 | Time: 3171.96 ms
[2020-11-26 19:22:33	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0584856 | val_loss: 0.0584771 | Time: 3148.68 ms
[2020-11-26 19:22:36	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0584856 | val_loss: 0.0584709 | Time: 3195.9 ms
[2020-11-26 19:22:39	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0584758 | val_loss: 0.0584983 | Time: 3210.37 ms
[2020-11-26 19:22:42	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0586222 | val_loss: 0.0586406 | Time: 3205.47 ms
[2020-11-26 19:22:45	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0586716 | val_loss: 0.0586433 | Time: 3021.43 ms
[2020-11-26 19:22:49	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0586477 | val_loss: 0.0586535 | Time: 3156.82 ms
[2020-11-26 19:22:52	                main:581]	:	INFO	:	Epoch 187 | loss: 0.058637 | val_loss: 0.0585589 | Time: 3076.5 ms
[2020-11-26 19:22:55	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0586024 | val_loss: 0.0585665 | Time: 3057.22 ms
[2020-11-26 19:22:58	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0587298 | val_loss: 0.058736 | Time: 3250.64 ms
[2020-11-26 19:23:01	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0585248 | val_loss: 0.0585573 | Time: 2990.24 ms
[2020-11-26 19:23:04	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0585309 | val_loss: 0.058523 | Time: 3182.67 ms
[2020-11-26 19:23:07	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0585123 | val_loss: 0.0585575 | Time: 3230.64 ms
[2020-11-26 19:23:07	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0585575
[2020-11-26 19:23:07	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 19:23:07	                main:615]	:	INFO	:	Success, exiting..
19:23:07 (15765): 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)