Task 3075658

Name rand_automata_0025-1606117988-22454-96_0
Workunit 1403794
Created 26 Nov 2020, 22:19:38 UTC
Sent 26 Nov 2020, 22:29:14 UTC
Report deadline 3 Dec 2020, 22:29:14 UTC
Received 26 Nov 2020, 22:39:31 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 50 sec
CPU time 9 min 46 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 17:29:32	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 17:29:32	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 17:29:32	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 17:29:32	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 17:29:32	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-96_0_r1910721620_1 (exists = 0)
[2020-11-26 17:29:32	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-96_0_r1910721620_0 (exists = 0)
[2020-11-26 17:29:32	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-96 (exists = 1)
[2020-11-26 17:29:32	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 17:29:32	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5
[2020-11-26 17:29:32	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 17:29:32	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 17:29:32	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 17:29:32	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 17:29:32	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 17:29:32	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 17:29:32	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 17:29:32	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 17:29:32	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 17:29:32	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 17:29:32	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 17:29:32	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 17:29:32	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 17:29:32	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 17:29:34	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 17:29:34	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 17:29:34	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 17:29:34	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 17:29:34	                main:501]	:	INFO	:	Creating Model
[2020-11-26 17:29:34	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 17:29:34	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 17:29:34	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 17:29:35	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 17:29:35	                main:569]	:	INFO	:	Starting Training
[2020-11-26 17:29:39	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0438563 | val_loss: 0.0447895 | Time: 4662.2 ms
[2020-11-26 17:29:42	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0435977 | val_loss: 0.0439753 | Time: 2968.66 ms
[2020-11-26 17:29:45	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0433224 | val_loss: 0.0442464 | Time: 3031.59 ms
[2020-11-26 17:29:48	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0435563 | val_loss: 0.0444862 | Time: 2908.87 ms
[2020-11-26 17:29:52	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0436416 | val_loss: 0.0436702 | Time: 3249.88 ms
[2020-11-26 17:29:55	                main:581]	:	INFO	:	Epoch 6 | loss: 0.042924 | val_loss: 0.0432884 | Time: 3269.56 ms
[2020-11-26 17:29:58	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0429062 | val_loss: 0.0432151 | Time: 3249.49 ms
[2020-11-26 17:30:01	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0424648 | val_loss: 0.0427251 | Time: 3023.5 ms
[2020-11-26 17:30:05	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0419688 | val_loss: 0.0422243 | Time: 3896.67 ms
[2020-11-26 17:30:08	                main:581]	:	INFO	:	Epoch 10 | loss: 0.043299 | val_loss: 0.0452416 | Time: 3034.76 ms
[2020-11-26 17:30:11	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0451298 | val_loss: 0.0453264 | Time: 3013.24 ms
[2020-11-26 17:30:14	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0448008 | val_loss: 0.0454376 | Time: 2941.78 ms
[2020-11-26 17:30:17	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0453912 | val_loss: 0.0456408 | Time: 3070.36 ms
[2020-11-26 17:30:20	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0449671 | val_loss: 0.0454479 | Time: 3018.17 ms
[2020-11-26 17:30:23	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0451548 | val_loss: 0.0457773 | Time: 2953.93 ms
[2020-11-26 17:30:26	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0454208 | val_loss: 0.0455662 | Time: 2954.15 ms
[2020-11-26 17:30:29	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0454616 | val_loss: 0.0459387 | Time: 3066.58 ms
[2020-11-26 17:30:32	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0453573 | val_loss: 0.0456104 | Time: 2907.51 ms
[2020-11-26 17:30:35	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0451262 | val_loss: 0.0460355 | Time: 2945.5 ms
[2020-11-26 17:30:38	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0462481 | val_loss: 0.0467215 | Time: 3072.32 ms
[2020-11-26 17:30:41	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0461836 | val_loss: 0.046308 | Time: 2992.68 ms
[2020-11-26 17:30:44	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0460575 | val_loss: 0.0463551 | Time: 3071 ms
[2020-11-26 17:30:47	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0459986 | val_loss: 0.0459265 | Time: 3079.79 ms
[2020-11-26 17:30:50	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0456643 | val_loss: 0.0457052 | Time: 3018.11 ms
[2020-11-26 17:30:53	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0452516 | val_loss: 0.0453798 | Time: 3007.21 ms
[2020-11-26 17:30:56	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0451087 | val_loss: 0.0450975 | Time: 2978.24 ms
[2020-11-26 17:30:59	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0448093 | val_loss: 0.0448698 | Time: 2933.99 ms
[2020-11-26 17:31:02	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0445663 | val_loss: 0.0446713 | Time: 3172.05 ms
[2020-11-26 17:31:05	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0447511 | val_loss: 0.0449397 | Time: 2909.9 ms
[2020-11-26 17:31:08	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0447038 | val_loss: 0.0447714 | Time: 3089.06 ms
[2020-11-26 17:31:11	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0443057 | val_loss: 0.0444103 | Time: 3135.64 ms
[2020-11-26 17:31:14	                main:581]	:	INFO	:	Epoch 32 | loss: 0.0439581 | val_loss: 0.0441116 | Time: 3014.48 ms
[2020-11-26 17:31:17	                main:581]	:	INFO	:	Epoch 33 | loss: 0.043639 | val_loss: 0.0438606 | Time: 2934.5 ms
[2020-11-26 17:31:20	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0434714 | val_loss: 0.0436377 | Time: 3093.75 ms
[2020-11-26 17:31:23	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0432026 | val_loss: 0.0440034 | Time: 3002.68 ms
[2020-11-26 17:31:26	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0440719 | val_loss: 0.0444004 | Time: 3052.3 ms
[2020-11-26 17:31:29	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0440396 | val_loss: 0.0441929 | Time: 3002.67 ms
[2020-11-26 17:31:33	                main:581]	:	INFO	:	Epoch 38 | loss: 0.043855 | val_loss: 0.0440936 | Time: 3101.04 ms
[2020-11-26 17:31:36	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0435986 | val_loss: 0.0436954 | Time: 2987.17 ms
[2020-11-26 17:31:39	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0433014 | val_loss: 0.0435573 | Time: 3001.69 ms
[2020-11-26 17:31:41	                main:581]	:	INFO	:	Epoch 41 | loss: 0.043223 | val_loss: 0.0433225 | Time: 2954.19 ms
[2020-11-26 17:31:44	                main:581]	:	INFO	:	Epoch 42 | loss: 0.04301 | val_loss: 0.0431057 | Time: 2999.65 ms
[2020-11-26 17:31:48	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0436691 | val_loss: 0.0463957 | Time: 3018.28 ms
[2020-11-26 17:31:51	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0462415 | val_loss: 0.0464521 | Time: 3457.47 ms
[2020-11-26 17:31:54	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0460335 | val_loss: 0.0462718 | Time: 2963.78 ms
[2020-11-26 17:31:57	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0457284 | val_loss: 0.0459758 | Time: 3222.54 ms
[2020-11-26 17:32:00	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0454235 | val_loss: 0.0456148 | Time: 3004.76 ms
[2020-11-26 17:32:03	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0452252 | val_loss: 0.0455892 | Time: 3085.96 ms
[2020-11-26 17:32:06	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0450451 | val_loss: 0.0454383 | Time: 2972.41 ms
[2020-11-26 17:32:09	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0447824 | val_loss: 0.0451152 | Time: 3010.98 ms
[2020-11-26 17:32:12	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0448148 | val_loss: 0.0452828 | Time: 2968.41 ms
[2020-11-26 17:32:15	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0449541 | val_loss: 0.0450663 | Time: 2982.59 ms
[2020-11-26 17:32:18	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0449756 | val_loss: 0.0451439 | Time: 3015.61 ms
[2020-11-26 17:32:21	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0449177 | val_loss: 0.0450031 | Time: 2994.81 ms
[2020-11-26 17:32:24	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0445356 | val_loss: 0.0446168 | Time: 3053.81 ms
[2020-11-26 17:32:27	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0442517 | val_loss: 0.0443568 | Time: 2995.63 ms
[2020-11-26 17:32:30	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0437822 | val_loss: 0.0440791 | Time: 3043.81 ms
[2020-11-26 17:32:33	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0437119 | val_loss: 0.0442469 | Time: 3041.52 ms
[2020-11-26 17:32:36	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0446208 | val_loss: 0.0447323 | Time: 3044.11 ms
[2020-11-26 17:32:39	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0446367 | val_loss: 0.0447818 | Time: 2979.54 ms
[2020-11-26 17:32:42	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0442228 | val_loss: 0.0443107 | Time: 3055.91 ms
[2020-11-26 17:32:45	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0438756 | val_loss: 0.0441722 | Time: 3028.29 ms
[2020-11-26 17:32:49	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0432966 | val_loss: 0.0438339 | Time: 3146.39 ms
[2020-11-26 17:32:52	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0428977 | val_loss: 0.0436521 | Time: 3150.93 ms
[2020-11-26 17:32:55	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0425722 | val_loss: 0.0429255 | Time: 2986.04 ms
[2020-11-26 17:32:58	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0423488 | val_loss: 0.0428665 | Time: 3022.6 ms
[2020-11-26 17:33:01	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0426422 | val_loss: 0.0432972 | Time: 3062.33 ms
[2020-11-26 17:33:04	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0427616 | val_loss: 0.0431078 | Time: 2971.92 ms
[2020-11-26 17:33:07	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0429614 | val_loss: 0.0440745 | Time: 2999.96 ms
[2020-11-26 17:33:10	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0432276 | val_loss: 0.0439953 | Time: 3015.09 ms
[2020-11-26 17:33:13	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0440078 | val_loss: 0.0444897 | Time: 2996.92 ms
[2020-11-26 17:33:16	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0436894 | val_loss: 0.0440561 | Time: 3017.17 ms
[2020-11-26 17:33:19	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0436328 | val_loss: 0.0445252 | Time: 3037.23 ms
[2020-11-26 17:33:22	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0435094 | val_loss: 0.0437609 | Time: 2990.81 ms
[2020-11-26 17:33:25	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0429189 | val_loss: 0.0433775 | Time: 3134.55 ms
[2020-11-26 17:33:28	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0425129 | val_loss: 0.0429943 | Time: 3089.46 ms
[2020-11-26 17:33:31	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0426178 | val_loss: 0.0438187 | Time: 2983.75 ms
[2020-11-26 17:33:34	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0436909 | val_loss: 0.0472394 | Time: 3011.11 ms
[2020-11-26 17:33:37	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0490322 | val_loss: 0.0492043 | Time: 3005.66 ms
[2020-11-26 17:33:40	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0490005 | val_loss: 0.048601 | Time: 3389.32 ms
[2020-11-26 17:33:44	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0484817 | val_loss: 0.0483913 | Time: 3068.09 ms
[2020-11-26 17:33:47	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0483398 | val_loss: 0.0482279 | Time: 3049.97 ms
[2020-11-26 17:33:50	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0481603 | val_loss: 0.0479274 | Time: 2999.78 ms
[2020-11-26 17:33:53	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0478671 | val_loss: 0.0476852 | Time: 3055.76 ms
[2020-11-26 17:33:56	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0474882 | val_loss: 0.0474134 | Time: 3191.56 ms
[2020-11-26 17:33:59	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0473317 | val_loss: 0.0473517 | Time: 2946.61 ms
[2020-11-26 17:34:02	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0471239 | val_loss: 0.0471351 | Time: 3014.54 ms
[2020-11-26 17:34:05	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0468834 | val_loss: 0.0470784 | Time: 2971.14 ms
[2020-11-26 17:34:08	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0469813 | val_loss: 0.0472181 | Time: 3064.1 ms
[2020-11-26 17:34:11	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0470411 | val_loss: 0.0470503 | Time: 3029.28 ms
[2020-11-26 17:34:14	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0468117 | val_loss: 0.0466934 | Time: 3074.12 ms
[2020-11-26 17:34:17	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0466223 | val_loss: 0.0465886 | Time: 3019 ms
[2020-11-26 17:34:20	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0465037 | val_loss: 0.0463302 | Time: 3058.94 ms
[2020-11-26 17:34:23	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0468465 | val_loss: 0.0473667 | Time: 2965.18 ms
[2020-11-26 17:34:26	                main:581]	:	INFO	:	Epoch 95 | loss: 0.047224 | val_loss: 0.047606 | Time: 3055.5 ms
[2020-11-26 17:34:29	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0477423 | val_loss: 0.0477057 | Time: 3075.6 ms
[2020-11-26 17:34:32	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0474437 | val_loss: 0.0472847 | Time: 3290.47 ms
[2020-11-26 17:34:35	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0471679 | val_loss: 0.046876 | Time: 3009.42 ms
[2020-11-26 17:34:38	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0467173 | val_loss: 0.0466807 | Time: 2977.6 ms
[2020-11-26 17:34:41	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0473375 | val_loss: 0.0478946 | Time: 3043.93 ms
[2020-11-26 17:34:44	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0479506 | val_loss: 0.0480212 | Time: 2958.14 ms
[2020-11-26 17:34:47	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0475795 | val_loss: 0.0474387 | Time: 2991.82 ms
[2020-11-26 17:34:50	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0472158 | val_loss: 0.0471321 | Time: 3000.95 ms
[2020-11-26 17:34:53	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0474948 | val_loss: 0.0476338 | Time: 3065.43 ms
[2020-11-26 17:34:56	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0475815 | val_loss: 0.0475106 | Time: 2991.79 ms
[2020-11-26 17:34:59	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0472747 | val_loss: 0.0470233 | Time: 2986.5 ms
[2020-11-26 17:35:02	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0471716 | val_loss: 0.0474262 | Time: 3002.32 ms
[2020-11-26 17:35:05	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0470634 | val_loss: 0.046815 | Time: 3012.03 ms
[2020-11-26 17:35:09	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0465982 | val_loss: 0.0465076 | Time: 3091.56 ms
[2020-11-26 17:35:12	                main:581]	:	INFO	:	Epoch 110 | loss: 0.046303 | val_loss: 0.0464422 | Time: 3052.04 ms
[2020-11-26 17:35:15	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0459918 | val_loss: 0.0461642 | Time: 3037.57 ms
[2020-11-26 17:35:18	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0456017 | val_loss: 0.0460025 | Time: 3010.4 ms
[2020-11-26 17:35:21	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0457652 | val_loss: 0.0461975 | Time: 3067.58 ms
[2020-11-26 17:35:24	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0463775 | val_loss: 0.0470864 | Time: 3003.33 ms
[2020-11-26 17:35:27	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0466319 | val_loss: 0.0467728 | Time: 3047.1 ms
[2020-11-26 17:35:30	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0463451 | val_loss: 0.0473201 | Time: 3013.39 ms
[2020-11-26 17:35:33	                main:581]	:	INFO	:	Epoch 117 | loss: 0.046983 | val_loss: 0.0470566 | Time: 3258.39 ms
[2020-11-26 17:35:36	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0468043 | val_loss: 0.0470437 | Time: 3073.06 ms
[2020-11-26 17:35:39	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0476331 | val_loss: 0.0483319 | Time: 2991.56 ms
[2020-11-26 17:35:42	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0478733 | val_loss: 0.0481028 | Time: 2985.52 ms
[2020-11-26 17:35:45	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0477015 | val_loss: 0.0481938 | Time: 3276.19 ms
[2020-11-26 17:35:48	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0478492 | val_loss: 0.0479887 | Time: 2929.74 ms
[2020-11-26 17:35:51	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0482039 | val_loss: 0.0485586 | Time: 2980.64 ms
[2020-11-26 17:35:54	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0485605 | val_loss: 0.0485537 | Time: 2995.14 ms
[2020-11-26 17:35:57	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0497184 | val_loss: 0.0500589 | Time: 2990.22 ms
[2020-11-26 17:36:00	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0503535 | val_loss: 0.0517339 | Time: 2974.49 ms
[2020-11-26 17:36:03	                main:581]	:	INFO	:	Epoch 127 | loss: 0.051443 | val_loss: 0.0515248 | Time: 3076.41 ms
[2020-11-26 17:36:06	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0512203 | val_loss: 0.0515855 | Time: 2980.9 ms
[2020-11-26 17:36:09	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0519173 | val_loss: 0.0520782 | Time: 2999.5 ms
[2020-11-26 17:36:12	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0517296 | val_loss: 0.0518098 | Time: 2972.72 ms
[2020-11-26 17:36:15	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0528774 | val_loss: 0.0536313 | Time: 2985.94 ms
[2020-11-26 17:36:18	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0536355 | val_loss: 0.0537539 | Time: 3213.13 ms
[2020-11-26 17:36:21	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0536573 | val_loss: 0.0536757 | Time: 2964.38 ms
[2020-11-26 17:36:24	                main:581]	:	INFO	:	Epoch 134 | loss: 0.05354 | val_loss: 0.0535008 | Time: 3062.71 ms
[2020-11-26 17:36:27	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0534395 | val_loss: 0.0534988 | Time: 3013.29 ms
[2020-11-26 17:36:31	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0533868 | val_loss: 0.0534585 | Time: 3169.96 ms
[2020-11-26 17:36:34	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0532903 | val_loss: 0.053255 | Time: 3013.31 ms
[2020-11-26 17:36:37	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0531647 | val_loss: 0.0534349 | Time: 3089.44 ms
[2020-11-26 17:36:40	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0533184 | val_loss: 0.0533088 | Time: 3011.96 ms
[2020-11-26 17:36:43	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0532668 | val_loss: 0.0533239 | Time: 2948.3 ms
[2020-11-26 17:36:46	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0532069 | val_loss: 0.0533012 | Time: 3075.21 ms
[2020-11-26 17:36:49	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0530922 | val_loss: 0.0530105 | Time: 3108.06 ms
[2020-11-26 17:36:52	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0528621 | val_loss: 0.0529335 | Time: 3065.89 ms
[2020-11-26 17:36:55	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0527907 | val_loss: 0.0526935 | Time: 3017.95 ms
[2020-11-26 17:36:58	                main:581]	:	INFO	:	Epoch 145 | loss: 0.052612 | val_loss: 0.052802 | Time: 3039.07 ms
[2020-11-26 17:37:01	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0526273 | val_loss: 0.0526591 | Time: 2999.45 ms
[2020-11-26 17:37:04	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0525946 | val_loss: 0.0529161 | Time: 3068.09 ms
[2020-11-26 17:37:07	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0525914 | val_loss: 0.0527023 | Time: 2963.59 ms
[2020-11-26 17:37:10	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0524182 | val_loss: 0.0524709 | Time: 3053.43 ms
[2020-11-26 17:37:13	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0522523 | val_loss: 0.0522886 | Time: 3113.27 ms
[2020-11-26 17:37:16	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0520871 | val_loss: 0.0521159 | Time: 3005.94 ms
[2020-11-26 17:37:19	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0519187 | val_loss: 0.051969 | Time: 2990.9 ms
[2020-11-26 17:37:22	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0518931 | val_loss: 0.0526391 | Time: 2980.47 ms
[2020-11-26 17:37:25	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0525263 | val_loss: 0.0528368 | Time: 3040.41 ms
[2020-11-26 17:37:28	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0526708 | val_loss: 0.0528876 | Time: 3087.79 ms
[2020-11-26 17:37:31	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0526209 | val_loss: 0.0526051 | Time: 3114.11 ms
[2020-11-26 17:37:35	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0524678 | val_loss: 0.0525638 | Time: 3148.93 ms
[2020-11-26 17:37:38	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0524334 | val_loss: 0.0527541 | Time: 2983.4 ms
[2020-11-26 17:37:41	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0532323 | val_loss: 0.0532875 | Time: 2989.17 ms
[2020-11-26 17:37:44	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0533592 | val_loss: 0.053224 | Time: 3127.13 ms
[2020-11-26 17:37:47	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0533479 | val_loss: 0.0531336 | Time: 3154.08 ms
[2020-11-26 17:37:50	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0531005 | val_loss: 0.0529818 | Time: 2987.13 ms
[2020-11-26 17:37:53	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0529678 | val_loss: 0.0529202 | Time: 3050.71 ms
[2020-11-26 17:37:56	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0528989 | val_loss: 0.0528781 | Time: 2940.68 ms
[2020-11-26 17:37:59	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0529294 | val_loss: 0.0528958 | Time: 3087.78 ms
[2020-11-26 17:38:02	                main:581]	:	INFO	:	Epoch 166 | loss: 0.052923 | val_loss: 0.052864 | Time: 3080.1 ms
[2020-11-26 17:38:05	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0528447 | val_loss: 0.0527711 | Time: 2962.24 ms
[2020-11-26 17:38:08	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0527844 | val_loss: 0.0527763 | Time: 2955.51 ms
[2020-11-26 17:38:11	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0527209 | val_loss: 0.0526995 | Time: 2972.79 ms
[2020-11-26 17:38:14	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0526814 | val_loss: 0.0526519 | Time: 2952.54 ms
[2020-11-26 17:38:17	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0526284 | val_loss: 0.0525589 | Time: 2940.68 ms
[2020-11-26 17:38:20	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0525491 | val_loss: 0.0524733 | Time: 3029.95 ms
[2020-11-26 17:38:23	                main:581]	:	INFO	:	Epoch 173 | loss: 0.052475 | val_loss: 0.0525075 | Time: 3062.61 ms
[2020-11-26 17:38:26	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0525437 | val_loss: 0.0526686 | Time: 3030.55 ms
[2020-11-26 17:38:29	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0526018 | val_loss: 0.0526495 | Time: 3029.29 ms
[2020-11-26 17:38:32	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0525605 | val_loss: 0.0525875 | Time: 2997.18 ms
[2020-11-26 17:38:35	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0524461 | val_loss: 0.0524931 | Time: 2984.66 ms
[2020-11-26 17:38:38	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0523425 | val_loss: 0.0522978 | Time: 3234.15 ms
[2020-11-26 17:38:41	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0521432 | val_loss: 0.0522667 | Time: 2980.29 ms
[2020-11-26 17:38:44	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0522283 | val_loss: 0.0522505 | Time: 2982.24 ms
[2020-11-26 17:38:47	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0522013 | val_loss: 0.0522244 | Time: 2938.58 ms
[2020-11-26 17:38:50	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0521663 | val_loss: 0.0522733 | Time: 2995.99 ms
[2020-11-26 17:38:53	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0522602 | val_loss: 0.0522657 | Time: 3019.16 ms
[2020-11-26 17:38:56	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0522882 | val_loss: 0.052337 | Time: 2932.78 ms
[2020-11-26 17:38:59	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0523467 | val_loss: 0.0533185 | Time: 3159.87 ms
[2020-11-26 17:39:02	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0534952 | val_loss: 0.0534731 | Time: 3039.54 ms
[2020-11-26 17:39:05	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0534198 | val_loss: 0.0534231 | Time: 2978.74 ms
[2020-11-26 17:39:08	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0533566 | val_loss: 0.053564 | Time: 3100.1 ms
[2020-11-26 17:39:11	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0536161 | val_loss: 0.0536739 | Time: 3091.89 ms
[2020-11-26 17:39:14	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0539094 | val_loss: 0.0549087 | Time: 3025.58 ms
[2020-11-26 17:39:17	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0549981 | val_loss: 0.0549769 | Time: 2943.86 ms
[2020-11-26 17:39:20	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0549676 | val_loss: 0.0549316 | Time: 2970.31 ms
[2020-11-26 17:39:20	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0549316
[2020-11-26 17:39:20	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 17:39:20	                main:615]	:	INFO	:	Success, exiting..
17:39:20 (15490): 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)