Task 3075958

Name rand_automata_0025-1606117988-22454-98_0
Workunit 1404054
Created 26 Nov 2020, 23:00:57 UTC
Sent 26 Nov 2020, 23:10:48 UTC
Report deadline 3 Dec 2020, 23:10:48 UTC
Received 26 Nov 2020, 23:21:12 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 52 sec
CPU time 9 min 48 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 2.19 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 18:11:08	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 18:11:08	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 18:11:08	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 18:11:08	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 18:11:08	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-98_0_r1825832785_1 (exists = 0)
[2020-11-26 18:11:08	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-98_0_r1825832785_0 (exists = 0)
[2020-11-26 18:11:08	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-98 (exists = 1)
[2020-11-26 18:11:08	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 18:11:08	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5
[2020-11-26 18:11:08	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 18:11:08	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 18:11:08	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 18:11:08	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 18:11:08	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 18:11:08	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 18:11:08	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 18:11:08	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 18:11:08	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 18:11:08	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 18:11:08	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 18:11:08	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 18:11:08	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 18:11:08	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 18:11:11	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 18:11:11	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 18:11:11	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 18:11:11	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 18:11:11	                main:501]	:	INFO	:	Creating Model
[2020-11-26 18:11:11	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 18:11:11	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 18:11:11	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 18:11:11	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 18:11:11	                main:569]	:	INFO	:	Starting Training
[2020-11-26 18:11:18	                main:581]	:	INFO	:	Epoch 1 | loss: 0.056414 | val_loss: 0.0562057 | Time: 6650.47 ms
[2020-11-26 18:11:21	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0562307 | val_loss: 0.0561682 | Time: 3059.22 ms
[2020-11-26 18:11:24	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0562399 | val_loss: 0.0562241 | Time: 3000.43 ms
[2020-11-26 18:11:27	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0562259 | val_loss: 0.0562381 | Time: 3090.45 ms
[2020-11-26 18:11:30	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0561742 | val_loss: 0.0561068 | Time: 3245.37 ms
[2020-11-26 18:11:33	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0560783 | val_loss: 0.0559386 | Time: 3080.83 ms
[2020-11-26 18:11:36	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0559335 | val_loss: 0.0559559 | Time: 3163.94 ms
[2020-11-26 18:11:39	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0559476 | val_loss: 0.0559354 | Time: 3011.93 ms
[2020-11-26 18:11:42	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0559693 | val_loss: 0.0560507 | Time: 2991.6 ms
[2020-11-26 18:11:45	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0560736 | val_loss: 0.0560446 | Time: 3031.79 ms
[2020-11-26 18:11:48	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0560562 | val_loss: 0.0559176 | Time: 3100.61 ms
[2020-11-26 18:11:51	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0560635 | val_loss: 0.0561144 | Time: 3003.36 ms
[2020-11-26 18:11:54	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0560519 | val_loss: 0.0561223 | Time: 3017.02 ms
[2020-11-26 18:11:57	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0560683 | val_loss: 0.0561161 | Time: 2996.98 ms
[2020-11-26 18:12:00	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0561522 | val_loss: 0.0561358 | Time: 3058.37 ms
[2020-11-26 18:12:03	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0561425 | val_loss: 0.0562471 | Time: 3049.53 ms
[2020-11-26 18:12:07	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0563335 | val_loss: 0.0565757 | Time: 3012.68 ms
[2020-11-26 18:12:10	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0566066 | val_loss: 0.0564934 | Time: 3019.56 ms
[2020-11-26 18:12:13	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0564777 | val_loss: 0.0564998 | Time: 3004.98 ms
[2020-11-26 18:12:16	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0566501 | val_loss: 0.0572044 | Time: 3038.7 ms
[2020-11-26 18:12:19	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0575958 | val_loss: 0.05811 | Time: 3044.27 ms
[2020-11-26 18:12:22	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0581604 | val_loss: 0.0581526 | Time: 2986.64 ms
[2020-11-26 18:12:25	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0583395 | val_loss: 0.0586532 | Time: 3051.62 ms
[2020-11-26 18:12:28	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0588318 | val_loss: 0.0589929 | Time: 3031.27 ms
[2020-11-26 18:12:31	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0589354 | val_loss: 0.0589561 | Time: 3009.07 ms
[2020-11-26 18:12:34	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0588951 | val_loss: 0.0589237 | Time: 3011.43 ms
[2020-11-26 18:12:37	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0589512 | val_loss: 0.0589409 | Time: 2990.2 ms
[2020-11-26 18:12:40	                main:581]	:	INFO	:	Epoch 28 | loss: 0.058972 | val_loss: 0.058961 | Time: 3020.93 ms
[2020-11-26 18:12:43	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0589572 | val_loss: 0.0589657 | Time: 2990.07 ms
[2020-11-26 18:12:46	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0589637 | val_loss: 0.0589808 | Time: 3177.31 ms
[2020-11-26 18:12:49	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0589953 | val_loss: 0.0590067 | Time: 2988.36 ms
[2020-11-26 18:12:52	                main:581]	:	INFO	:	Epoch 32 | loss: 0.059013 | val_loss: 0.0590268 | Time: 2987.57 ms
[2020-11-26 18:12:55	                main:581]	:	INFO	:	Epoch 33 | loss: 0.059012 | val_loss: 0.0590218 | Time: 2946.62 ms
[2020-11-26 18:12:58	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0589855 | val_loss: 0.0590146 | Time: 3171.93 ms
[2020-11-26 18:13:01	                main:581]	:	INFO	:	Epoch 35 | loss: 0.058986 | val_loss: 0.0590402 | Time: 3034.77 ms
[2020-11-26 18:13:04	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0590044 | val_loss: 0.0589491 | Time: 2999.9 ms
[2020-11-26 18:13:07	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0589801 | val_loss: 0.0589261 | Time: 3020.79 ms
[2020-11-26 18:13:10	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0589277 | val_loss: 0.0589123 | Time: 3011.95 ms
[2020-11-26 18:13:13	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0589038 | val_loss: 0.05891 | Time: 3040.06 ms
[2020-11-26 18:13:16	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0588875 | val_loss: 0.0588898 | Time: 2980.94 ms
[2020-11-26 18:13:19	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0589194 | val_loss: 0.058968 | Time: 3073.98 ms
[2020-11-26 18:13:22	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0590055 | val_loss: 0.0589768 | Time: 3086.81 ms
[2020-11-26 18:13:25	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0590452 | val_loss: 0.059119 | Time: 3159.97 ms
[2020-11-26 18:13:28	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0591816 | val_loss: 0.059231 | Time: 2938.64 ms
[2020-11-26 18:13:31	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0592192 | val_loss: 0.0592076 | Time: 3047.7 ms
[2020-11-26 18:13:34	                main:581]	:	INFO	:	Epoch 46 | loss: 0.059235 | val_loss: 0.0592597 | Time: 3056.92 ms
[2020-11-26 18:13:37	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0592309 | val_loss: 0.0592488 | Time: 3022.71 ms
[2020-11-26 18:13:40	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0592568 | val_loss: 0.0593279 | Time: 2963.69 ms
[2020-11-26 18:13:43	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0593303 | val_loss: 0.0593354 | Time: 2995.61 ms
[2020-11-26 18:13:47	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0593291 | val_loss: 0.0593473 | Time: 3373.47 ms
[2020-11-26 18:13:50	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0595058 | val_loss: 0.0595796 | Time: 2953.18 ms
[2020-11-26 18:13:53	                main:581]	:	INFO	:	Epoch 52 | loss: 0.059558 | val_loss: 0.0595082 | Time: 2949.42 ms
[2020-11-26 18:13:56	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0597115 | val_loss: 0.0598712 | Time: 2938 ms
[2020-11-26 18:13:59	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0599284 | val_loss: 0.0601568 | Time: 2982.05 ms
[2020-11-26 18:14:02	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0601232 | val_loss: 0.0601419 | Time: 3058.48 ms
[2020-11-26 18:14:05	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0601064 | val_loss: 0.0601352 | Time: 3042.07 ms
[2020-11-26 18:14:08	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0601052 | val_loss: 0.0601534 | Time: 2997.31 ms
[2020-11-26 18:14:11	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0601086 | val_loss: 0.0601676 | Time: 3049.61 ms
[2020-11-26 18:14:14	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0601125 | val_loss: 0.0601803 | Time: 3062.25 ms
[2020-11-26 18:14:17	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0601261 | val_loss: 0.0601756 | Time: 3107.04 ms
[2020-11-26 18:14:20	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0601758 | val_loss: 0.0602504 | Time: 3051.51 ms
[2020-11-26 18:14:23	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0602044 | val_loss: 0.0602284 | Time: 2962.94 ms
[2020-11-26 18:14:26	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0602042 | val_loss: 0.0602289 | Time: 3025.9 ms
[2020-11-26 18:14:29	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0602048 | val_loss: 0.0602127 | Time: 3047.42 ms
[2020-11-26 18:14:32	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0601952 | val_loss: 0.0602149 | Time: 2982.45 ms
[2020-11-26 18:14:35	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0602269 | val_loss: 0.0602629 | Time: 3038.74 ms
[2020-11-26 18:14:38	                main:581]	:	INFO	:	Epoch 67 | loss: 0.060216 | val_loss: 0.0602633 | Time: 2950.03 ms
[2020-11-26 18:14:41	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0602047 | val_loss: 0.060253 | Time: 2980.41 ms
[2020-11-26 18:14:44	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0602202 | val_loss: 0.0602581 | Time: 2974.24 ms
[2020-11-26 18:14:47	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0602367 | val_loss: 0.0602695 | Time: 2998.03 ms
[2020-11-26 18:14:50	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0602312 | val_loss: 0.0602688 | Time: 3031.89 ms
[2020-11-26 18:14:53	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0602244 | val_loss: 0.0602449 | Time: 3137.57 ms
[2020-11-26 18:14:57	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0602109 | val_loss: 0.060251 | Time: 3410.86 ms
[2020-11-26 18:14:59	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0602202 | val_loss: 0.0602579 | Time: 2951.44 ms
[2020-11-26 18:15:03	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0602147 | val_loss: 0.0602437 | Time: 3109.67 ms
[2020-11-26 18:15:06	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0602055 | val_loss: 0.0602523 | Time: 3265.7 ms
[2020-11-26 18:15:09	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0602337 | val_loss: 0.0602676 | Time: 2972.34 ms
[2020-11-26 18:15:12	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0602364 | val_loss: 0.0602712 | Time: 2973.52 ms
[2020-11-26 18:15:15	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0602413 | val_loss: 0.0602725 | Time: 3042.48 ms
[2020-11-26 18:15:18	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0602422 | val_loss: 0.0602792 | Time: 3003.22 ms
[2020-11-26 18:15:21	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0602532 | val_loss: 0.0603169 | Time: 3038.5 ms
[2020-11-26 18:15:24	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0602898 | val_loss: 0.0603728 | Time: 3045.61 ms
[2020-11-26 18:15:27	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0603606 | val_loss: 0.0604624 | Time: 3093.48 ms
[2020-11-26 18:15:30	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0605007 | val_loss: 0.0605411 | Time: 2983.6 ms
[2020-11-26 18:15:33	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0605123 | val_loss: 0.0605858 | Time: 3112.02 ms
[2020-11-26 18:15:36	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0605541 | val_loss: 0.0605915 | Time: 3025.45 ms
[2020-11-26 18:15:39	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0605489 | val_loss: 0.0605801 | Time: 3045.92 ms
[2020-11-26 18:15:42	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0605422 | val_loss: 0.0605745 | Time: 3084.93 ms
[2020-11-26 18:15:45	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0605283 | val_loss: 0.0605698 | Time: 3060.98 ms
[2020-11-26 18:15:48	                main:581]	:	INFO	:	Epoch 90 | loss: 0.060535 | val_loss: 0.0605453 | Time: 3021.91 ms
[2020-11-26 18:15:51	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0605323 | val_loss: 0.0605547 | Time: 3037.02 ms
[2020-11-26 18:15:54	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0605297 | val_loss: 0.060545 | Time: 2977.76 ms
[2020-11-26 18:15:57	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0605292 | val_loss: 0.0605464 | Time: 3116.01 ms
[2020-11-26 18:16:01	                main:581]	:	INFO	:	Epoch 94 | loss: 0.060527 | val_loss: 0.0605311 | Time: 3186.67 ms
[2020-11-26 18:16:04	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0605283 | val_loss: 0.0605413 | Time: 3070.76 ms
[2020-11-26 18:16:07	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0605222 | val_loss: 0.0605071 | Time: 2970.06 ms
[2020-11-26 18:16:10	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0604863 | val_loss: 0.0605117 | Time: 2995.35 ms
[2020-11-26 18:16:13	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0604884 | val_loss: 0.0605232 | Time: 3011.92 ms
[2020-11-26 18:16:16	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0604849 | val_loss: 0.0605017 | Time: 3012.69 ms
[2020-11-26 18:16:19	                main:581]	:	INFO	:	Epoch 100 | loss: 0.060474 | val_loss: 0.0605126 | Time: 2967 ms
[2020-11-26 18:16:22	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0604817 | val_loss: 0.0605154 | Time: 3150.02 ms
[2020-11-26 18:16:25	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0604756 | val_loss: 0.060508 | Time: 3043.71 ms
[2020-11-26 18:16:28	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0604746 | val_loss: 0.0605132 | Time: 3153.29 ms
[2020-11-26 18:16:31	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0604768 | val_loss: 0.0605166 | Time: 3036.09 ms
[2020-11-26 18:16:34	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0604887 | val_loss: 0.0605293 | Time: 3046.98 ms
[2020-11-26 18:16:37	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0604945 | val_loss: 0.0605162 | Time: 3072.96 ms
[2020-11-26 18:16:40	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0605033 | val_loss: 0.0605249 | Time: 3144.24 ms
[2020-11-26 18:16:43	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0605009 | val_loss: 0.0605252 | Time: 3026.42 ms
[2020-11-26 18:16:46	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0604994 | val_loss: 0.0605271 | Time: 3055 ms
[2020-11-26 18:16:50	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0604905 | val_loss: 0.0605149 | Time: 3082.26 ms
[2020-11-26 18:16:53	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0604784 | val_loss: 0.0605023 | Time: 3009.04 ms
[2020-11-26 18:16:56	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0604707 | val_loss: 0.0605036 | Time: 3014.54 ms
[2020-11-26 18:16:59	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0604742 | val_loss: 0.0605033 | Time: 3050.18 ms
[2020-11-26 18:17:02	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0604735 | val_loss: 0.0605043 | Time: 3119.18 ms
[2020-11-26 18:17:05	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0604723 | val_loss: 0.0605022 | Time: 2969.4 ms
[2020-11-26 18:17:08	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0604709 | val_loss: 0.0605031 | Time: 3041.26 ms
[2020-11-26 18:17:11	                main:581]	:	INFO	:	Epoch 117 | loss: 0.060446 | val_loss: 0.0604642 | Time: 3071.33 ms
[2020-11-26 18:17:14	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0604986 | val_loss: 0.0605893 | Time: 3047.89 ms
[2020-11-26 18:17:17	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0605513 | val_loss: 0.0605751 | Time: 3094.08 ms
[2020-11-26 18:17:20	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0605472 | val_loss: 0.0605704 | Time: 3020.69 ms
[2020-11-26 18:17:23	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0605533 | val_loss: 0.0605912 | Time: 3004.04 ms
[2020-11-26 18:17:26	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0605616 | val_loss: 0.0605879 | Time: 3010.71 ms
[2020-11-26 18:17:29	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0605677 | val_loss: 0.060595 | Time: 3010.79 ms
[2020-11-26 18:17:32	                main:581]	:	INFO	:	Epoch 124 | loss: 0.060567 | val_loss: 0.0606349 | Time: 2969.75 ms
[2020-11-26 18:17:35	                main:581]	:	INFO	:	Epoch 125 | loss: 0.060584 | val_loss: 0.0606174 | Time: 3064.34 ms
[2020-11-26 18:17:38	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0605718 | val_loss: 0.0606097 | Time: 3048.94 ms
[2020-11-26 18:17:41	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0605669 | val_loss: 0.060613 | Time: 2967.29 ms
[2020-11-26 18:17:44	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0605625 | val_loss: 0.0606068 | Time: 2998.27 ms
[2020-11-26 18:17:47	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0605587 | val_loss: 0.0606048 | Time: 3125.79 ms
[2020-11-26 18:17:50	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0605585 | val_loss: 0.0606072 | Time: 3081.59 ms
[2020-11-26 18:17:53	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0605541 | val_loss: 0.0605931 | Time: 3011.28 ms
[2020-11-26 18:17:56	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0605555 | val_loss: 0.0605863 | Time: 2966.33 ms
[2020-11-26 18:17:59	                main:581]	:	INFO	:	Epoch 133 | loss: 0.060559 | val_loss: 0.0606094 | Time: 2957.69 ms
[2020-11-26 18:18:02	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0605604 | val_loss: 0.0606076 | Time: 3023.89 ms
[2020-11-26 18:18:05	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0605592 | val_loss: 0.0606027 | Time: 3022.26 ms
[2020-11-26 18:18:08	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0605597 | val_loss: 0.060601 | Time: 3109.19 ms
[2020-11-26 18:18:11	                main:581]	:	INFO	:	Epoch 137 | loss: 0.06056 | val_loss: 0.0605992 | Time: 2999.39 ms
[2020-11-26 18:18:14	                main:581]	:	INFO	:	Epoch 138 | loss: 0.060556 | val_loss: 0.0605743 | Time: 2964.77 ms
[2020-11-26 18:18:17	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0605459 | val_loss: 0.0605798 | Time: 3123.84 ms
[2020-11-26 18:18:20	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0605476 | val_loss: 0.0605833 | Time: 2975.6 ms
[2020-11-26 18:18:23	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0605388 | val_loss: 0.0605597 | Time: 3051.51 ms
[2020-11-26 18:18:26	                main:581]	:	INFO	:	Epoch 142 | loss: 0.06053 | val_loss: 0.0605825 | Time: 3003.78 ms
[2020-11-26 18:18:29	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0605367 | val_loss: 0.0605791 | Time: 2978.48 ms
[2020-11-26 18:18:33	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0605435 | val_loss: 0.0605725 | Time: 3098.01 ms
[2020-11-26 18:18:36	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0605374 | val_loss: 0.0605704 | Time: 3122.11 ms
[2020-11-26 18:18:39	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0605339 | val_loss: 0.0605675 | Time: 3083.37 ms
[2020-11-26 18:18:42	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0605311 | val_loss: 0.0605682 | Time: 2975.48 ms
[2020-11-26 18:18:45	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0605286 | val_loss: 0.0605637 | Time: 2991.91 ms
[2020-11-26 18:18:48	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0605262 | val_loss: 0.0605684 | Time: 3066.67 ms
[2020-11-26 18:18:51	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0605268 | val_loss: 0.0605652 | Time: 3038.88 ms
[2020-11-26 18:18:54	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0605262 | val_loss: 0.0605591 | Time: 3117.2 ms
[2020-11-26 18:18:57	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0605343 | val_loss: 0.0605638 | Time: 3063.25 ms
[2020-11-26 18:19:00	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0605281 | val_loss: 0.0605547 | Time: 3031.12 ms
[2020-11-26 18:19:03	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0605184 | val_loss: 0.0605575 | Time: 2955.27 ms
[2020-11-26 18:19:06	                main:581]	:	INFO	:	Epoch 155 | loss: 0.060533 | val_loss: 0.0605783 | Time: 3049.33 ms
[2020-11-26 18:19:09	                main:581]	:	INFO	:	Epoch 156 | loss: 0.060511 | val_loss: 0.0605357 | Time: 2975.8 ms
[2020-11-26 18:19:12	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0604855 | val_loss: 0.0605234 | Time: 2966.79 ms
[2020-11-26 18:19:15	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0604674 | val_loss: 0.0604845 | Time: 2961.69 ms
[2020-11-26 18:19:18	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0604568 | val_loss: 0.0604867 | Time: 3069.54 ms
[2020-11-26 18:19:21	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0604794 | val_loss: 0.0605602 | Time: 3160.87 ms
[2020-11-26 18:19:24	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0605239 | val_loss: 0.0605545 | Time: 3059.89 ms
[2020-11-26 18:19:27	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0605137 | val_loss: 0.0605243 | Time: 3085.68 ms
[2020-11-26 18:19:31	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0605088 | val_loss: 0.0605306 | Time: 3236.19 ms
[2020-11-26 18:19:34	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0605046 | val_loss: 0.0605352 | Time: 3029.84 ms
[2020-11-26 18:19:37	                main:581]	:	INFO	:	Epoch 165 | loss: 0.06051 | val_loss: 0.0605391 | Time: 3005.96 ms
[2020-11-26 18:19:40	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0605092 | val_loss: 0.0605388 | Time: 3074.29 ms
[2020-11-26 18:19:43	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0605093 | val_loss: 0.0605366 | Time: 2943.63 ms
[2020-11-26 18:19:46	                main:581]	:	INFO	:	Epoch 168 | loss: 0.060515 | val_loss: 0.0605386 | Time: 2946.12 ms
[2020-11-26 18:19:49	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0605135 | val_loss: 0.0605333 | Time: 3019.55 ms
[2020-11-26 18:19:52	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0605066 | val_loss: 0.0605332 | Time: 2993.59 ms
[2020-11-26 18:19:55	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0605038 | val_loss: 0.060531 | Time: 3159.73 ms
[2020-11-26 18:19:58	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0605003 | val_loss: 0.0605297 | Time: 2936.87 ms
[2020-11-26 18:20:01	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0605117 | val_loss: 0.0605416 | Time: 2994.91 ms
[2020-11-26 18:20:04	                main:581]	:	INFO	:	Epoch 174 | loss: 0.060515 | val_loss: 0.0605366 | Time: 3028.55 ms
[2020-11-26 18:20:07	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0605125 | val_loss: 0.0605416 | Time: 3160.54 ms
[2020-11-26 18:20:10	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0605129 | val_loss: 0.0605524 | Time: 2964.25 ms
[2020-11-26 18:20:13	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0604999 | val_loss: 0.0605119 | Time: 3002.24 ms
[2020-11-26 18:20:16	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0604789 | val_loss: 0.0605051 | Time: 3081.53 ms
[2020-11-26 18:20:19	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0604684 | val_loss: 0.0605037 | Time: 3004.57 ms
[2020-11-26 18:20:22	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0604572 | val_loss: 0.0604915 | Time: 2923.41 ms
[2020-11-26 18:20:25	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0604513 | val_loss: 0.060489 | Time: 2985.23 ms
[2020-11-26 18:20:28	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0604559 | val_loss: 0.0604766 | Time: 2995.49 ms
[2020-11-26 18:20:31	                main:581]	:	INFO	:	Epoch 183 | loss: 0.060444 | val_loss: 0.0604829 | Time: 3026.08 ms
[2020-11-26 18:20:34	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0604446 | val_loss: 0.0604859 | Time: 3043.8 ms
[2020-11-26 18:20:37	                main:581]	:	INFO	:	Epoch 185 | loss: 0.06044 | val_loss: 0.0604823 | Time: 2986.78 ms
[2020-11-26 18:20:40	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0604354 | val_loss: 0.0604852 | Time: 2982.35 ms
[2020-11-26 18:20:43	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0604414 | val_loss: 0.0604826 | Time: 3262.28 ms
[2020-11-26 18:20:46	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0605138 | val_loss: 0.0605723 | Time: 2947.88 ms
[2020-11-26 18:20:49	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0605153 | val_loss: 0.0605668 | Time: 2992.5 ms
[2020-11-26 18:20:52	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0605093 | val_loss: 0.0605533 | Time: 3020.01 ms
[2020-11-26 18:20:55	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0605011 | val_loss: 0.0605482 | Time: 2978.06 ms
[2020-11-26 18:20:58	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0604956 | val_loss: 0.0605543 | Time: 2981.9 ms
[2020-11-26 18:20:58	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0605543
[2020-11-26 18:20:58	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 18:20:58	                main:615]	:	INFO	:	Success, exiting..
18:20:58 (15575): 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)