Task 3076152

Name rand_automata_0082-1606118020-23562-97_0
Workunit 1404225
Created 26 Nov 2020, 23:32:04 UTC
Sent 26 Nov 2020, 23:41:51 UTC
Report deadline 3 Dec 2020, 23:41:51 UTC
Received 26 Nov 2020, 23:52:11 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 54 sec
CPU time 9 min 51 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 9.99 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 18:42:08	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 18:42:08	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 18:42:08	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 18:42:08	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 18:42:08	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-97_0_r1389720060_1 (exists = 0)
[2020-11-26 18:42:08	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-97_0_r1389720060_0 (exists = 0)
[2020-11-26 18:42:08	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-97 (exists = 1)
[2020-11-26 18:42:08	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 18:42:08	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5
[2020-11-26 18:42:08	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 18:42:08	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 18:42:08	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 18:42:08	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 18:42:08	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 18:42:08	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 18:42:08	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 18:42:08	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 18:42:08	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 18:42:08	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 18:42:08	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 18:42:08	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 18:42:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 18:42:08	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 18:42:10	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 18:42:10	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 18:42:10	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 into memory
[2020-11-26 18:42:10	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 18:42:10	                main:501]	:	INFO	:	Creating Model
[2020-11-26 18:42:10	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 18:42:10	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 18:42:10	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 18:42:10	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 18:42:10	                main:569]	:	INFO	:	Starting Training
[2020-11-26 18:42:15	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0631271 | val_loss: 0.0631628 | Time: 4796.65 ms
[2020-11-26 18:42:18	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0632032 | val_loss: 0.0632213 | Time: 2980.76 ms
[2020-11-26 18:42:21	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0632464 | val_loss: 0.0632359 | Time: 3095.07 ms
[2020-11-26 18:42:24	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0633023 | val_loss: 0.0632938 | Time: 2948.49 ms
[2020-11-26 18:42:27	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0633133 | val_loss: 0.0633238 | Time: 3007.02 ms
[2020-11-26 18:42:30	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0633242 | val_loss: 0.0632949 | Time: 2991.6 ms
[2020-11-26 18:42:33	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0633177 | val_loss: 0.0633197 | Time: 3205.39 ms
[2020-11-26 18:42:36	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0633126 | val_loss: 0.0633129 | Time: 3003.09 ms
[2020-11-26 18:42:39	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0633166 | val_loss: 0.0632969 | Time: 2965.52 ms
[2020-11-26 18:42:43	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0633179 | val_loss: 0.0633098 | Time: 3590.61 ms
[2020-11-26 18:42:46	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0632867 | val_loss: 0.0632312 | Time: 2999.52 ms
[2020-11-26 18:42:49	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0632568 | val_loss: 0.0632399 | Time: 3084.22 ms
[2020-11-26 18:42:52	                main:581]	:	INFO	:	Epoch 13 | loss: 0.063257 | val_loss: 0.0632433 | Time: 3070.38 ms
[2020-11-26 18:42:55	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0632571 | val_loss: 0.0632417 | Time: 2987.65 ms
[2020-11-26 18:42:58	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0632567 | val_loss: 0.0632427 | Time: 3009.21 ms
[2020-11-26 18:43:01	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0632577 | val_loss: 0.063231 | Time: 3019.21 ms
[2020-11-26 18:43:04	                main:581]	:	INFO	:	Epoch 17 | loss: 0.063258 | val_loss: 0.0632446 | Time: 2988.76 ms
[2020-11-26 18:43:07	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0632592 | val_loss: 0.0632643 | Time: 2989.26 ms
[2020-11-26 18:43:10	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0632572 | val_loss: 0.0632441 | Time: 3019.45 ms
[2020-11-26 18:43:13	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0632515 | val_loss: 0.0632515 | Time: 2990.53 ms
[2020-11-26 18:43:16	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0632495 | val_loss: 0.0632449 | Time: 3087.47 ms
[2020-11-26 18:43:19	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0632533 | val_loss: 0.0632497 | Time: 3033.31 ms
[2020-11-26 18:43:22	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0632576 | val_loss: 0.0632383 | Time: 2981.34 ms
[2020-11-26 18:43:25	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0632601 | val_loss: 0.0632338 | Time: 3023.63 ms
[2020-11-26 18:43:28	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0632616 | val_loss: 0.0632502 | Time: 3156.71 ms
[2020-11-26 18:43:31	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0632652 | val_loss: 0.0632397 | Time: 3013.61 ms
[2020-11-26 18:43:34	                main:581]	:	INFO	:	Epoch 27 | loss: 0.063282 | val_loss: 0.0632746 | Time: 2982.49 ms
[2020-11-26 18:43:37	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0632812 | val_loss: 0.0632643 | Time: 2991.72 ms
[2020-11-26 18:43:40	                main:581]	:	INFO	:	Epoch 29 | loss: 0.06328 | val_loss: 0.0632589 | Time: 2986.59 ms
[2020-11-26 18:43:43	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0633017 | val_loss: 0.0633218 | Time: 3004.77 ms
[2020-11-26 18:43:47	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0633344 | val_loss: 0.0633027 | Time: 3158.4 ms
[2020-11-26 18:43:50	                main:581]	:	INFO	:	Epoch 32 | loss: 0.063332 | val_loss: 0.0633424 | Time: 3026.39 ms
[2020-11-26 18:43:53	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0633301 | val_loss: 0.0633516 | Time: 3046.64 ms
[2020-11-26 18:43:56	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0633236 | val_loss: 0.0633365 | Time: 3051.76 ms
[2020-11-26 18:43:59	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0633226 | val_loss: 0.0633331 | Time: 3064.82 ms
[2020-11-26 18:44:02	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0633389 | val_loss: 0.0633478 | Time: 3062.86 ms
[2020-11-26 18:44:05	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0633443 | val_loss: 0.0633374 | Time: 3010.46 ms
[2020-11-26 18:44:08	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0633527 | val_loss: 0.0633532 | Time: 3123.88 ms
[2020-11-26 18:44:11	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0633462 | val_loss: 0.0633262 | Time: 3119.57 ms
[2020-11-26 18:44:14	                main:581]	:	INFO	:	Epoch 40 | loss: 0.063337 | val_loss: 0.0633155 | Time: 3131.64 ms
[2020-11-26 18:44:17	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0632816 | val_loss: 0.0632488 | Time: 3136.92 ms
[2020-11-26 18:44:20	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0632608 | val_loss: 0.063247 | Time: 3040.23 ms
[2020-11-26 18:44:23	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0633138 | val_loss: 0.0633391 | Time: 3022.45 ms
[2020-11-26 18:44:27	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0633429 | val_loss: 0.0633137 | Time: 3102.78 ms
[2020-11-26 18:44:30	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0633524 | val_loss: 0.0633252 | Time: 3183.46 ms
[2020-11-26 18:44:33	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0633468 | val_loss: 0.0633319 | Time: 3111.6 ms
[2020-11-26 18:44:36	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0633506 | val_loss: 0.0633233 | Time: 3097.48 ms
[2020-11-26 18:44:39	                main:581]	:	INFO	:	Epoch 48 | loss: 0.063347 | val_loss: 0.0633377 | Time: 3026.45 ms
[2020-11-26 18:44:42	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0633476 | val_loss: 0.0633293 | Time: 3135.85 ms
[2020-11-26 18:44:45	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0633507 | val_loss: 0.0633483 | Time: 3097.28 ms
[2020-11-26 18:44:48	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0633472 | val_loss: 0.0633063 | Time: 3128.68 ms
[2020-11-26 18:44:51	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0633386 | val_loss: 0.0633205 | Time: 2979.55 ms
[2020-11-26 18:44:54	                main:581]	:	INFO	:	Epoch 53 | loss: 0.063334 | val_loss: 0.0633171 | Time: 3007.32 ms
[2020-11-26 18:44:57	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0633365 | val_loss: 0.063323 | Time: 3019.15 ms
[2020-11-26 18:45:00	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0633321 | val_loss: 0.0633112 | Time: 3017.75 ms
[2020-11-26 18:45:03	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0633324 | val_loss: 0.0633176 | Time: 3112.51 ms
[2020-11-26 18:45:07	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0633376 | val_loss: 0.0633144 | Time: 3071.88 ms
[2020-11-26 18:45:10	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0633362 | val_loss: 0.0633196 | Time: 2976.5 ms
[2020-11-26 18:45:13	                main:581]	:	INFO	:	Epoch 59 | loss: 0.063347 | val_loss: 0.063337 | Time: 3300.75 ms
[2020-11-26 18:45:16	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0633511 | val_loss: 0.0633418 | Time: 3170 ms
[2020-11-26 18:45:19	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0633659 | val_loss: 0.0633597 | Time: 3417.02 ms
[2020-11-26 18:45:22	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0633625 | val_loss: 0.0633489 | Time: 3045.22 ms
[2020-11-26 18:45:25	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0633632 | val_loss: 0.0633543 | Time: 3022.34 ms
[2020-11-26 18:45:28	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0633563 | val_loss: 0.0633082 | Time: 3028.19 ms
[2020-11-26 18:45:31	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0633127 | val_loss: 0.063299 | Time: 2997.94 ms
[2020-11-26 18:45:35	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0633065 | val_loss: 0.0632855 | Time: 3078.79 ms
[2020-11-26 18:45:38	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0633088 | val_loss: 0.0632966 | Time: 3061.09 ms
[2020-11-26 18:45:41	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0633118 | val_loss: 0.0633121 | Time: 3028.73 ms
[2020-11-26 18:45:44	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0633049 | val_loss: 0.0633021 | Time: 3205.43 ms
[2020-11-26 18:45:47	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0633092 | val_loss: 0.0633042 | Time: 3068.35 ms
[2020-11-26 18:45:50	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0633194 | val_loss: 0.063334 | Time: 3088.3 ms
[2020-11-26 18:45:53	                main:581]	:	INFO	:	Epoch 72 | loss: 0.063354 | val_loss: 0.0633464 | Time: 3154.15 ms
[2020-11-26 18:45:56	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0633684 | val_loss: 0.0633421 | Time: 3163.59 ms
[2020-11-26 18:45:59	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0633629 | val_loss: 0.0633741 | Time: 3151.74 ms
[2020-11-26 18:46:03	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0633886 | val_loss: 0.0633619 | Time: 3021.81 ms
[2020-11-26 18:46:06	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0633898 | val_loss: 0.0633628 | Time: 3020.16 ms
[2020-11-26 18:46:09	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0633924 | val_loss: 0.0633704 | Time: 3155.88 ms
[2020-11-26 18:46:12	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0633898 | val_loss: 0.0634126 | Time: 3077.19 ms
[2020-11-26 18:46:15	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0634233 | val_loss: 0.0633985 | Time: 3022.43 ms
[2020-11-26 18:46:18	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0634435 | val_loss: 0.0634055 | Time: 3069.29 ms
[2020-11-26 18:46:21	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0634404 | val_loss: 0.0634263 | Time: 3134.72 ms
[2020-11-26 18:46:24	                main:581]	:	INFO	:	Epoch 82 | loss: 0.063449 | val_loss: 0.0634589 | Time: 2988.87 ms
[2020-11-26 18:46:27	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0634956 | val_loss: 0.0634785 | Time: 3002.64 ms
[2020-11-26 18:46:30	                main:581]	:	INFO	:	Epoch 84 | loss: 0.063543 | val_loss: 0.063553 | Time: 2968.99 ms
[2020-11-26 18:46:33	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0635755 | val_loss: 0.0635713 | Time: 3149.47 ms
[2020-11-26 18:46:36	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0635771 | val_loss: 0.0635562 | Time: 3104.64 ms
[2020-11-26 18:46:39	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0635946 | val_loss: 0.0635618 | Time: 3007.04 ms
[2020-11-26 18:46:42	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0635959 | val_loss: 0.0636138 | Time: 3006.84 ms
[2020-11-26 18:46:45	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0636279 | val_loss: 0.0636285 | Time: 3064.3 ms
[2020-11-26 18:46:48	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0636385 | val_loss: 0.0636522 | Time: 3015.16 ms
[2020-11-26 18:46:51	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0637294 | val_loss: 0.0637367 | Time: 3091.89 ms
[2020-11-26 18:46:55	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0637607 | val_loss: 0.0637711 | Time: 3117.77 ms
[2020-11-26 18:46:58	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0639323 | val_loss: 0.063984 | Time: 3106.45 ms
[2020-11-26 18:47:01	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0640242 | val_loss: 0.0639643 | Time: 3092.55 ms
[2020-11-26 18:47:04	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0639475 | val_loss: 0.0639314 | Time: 3071.74 ms
[2020-11-26 18:47:07	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0639361 | val_loss: 0.0639415 | Time: 3082.11 ms
[2020-11-26 18:47:10	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0638967 | val_loss: 0.063861 | Time: 3061.44 ms
[2020-11-26 18:47:13	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0639163 | val_loss: 0.0639783 | Time: 3052.29 ms
[2020-11-26 18:47:16	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0639734 | val_loss: 0.0639433 | Time: 3067.34 ms
[2020-11-26 18:47:19	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0639447 | val_loss: 0.0639362 | Time: 3046.68 ms
[2020-11-26 18:47:22	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0639527 | val_loss: 0.0639527 | Time: 2985.64 ms
[2020-11-26 18:47:25	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0639344 | val_loss: 0.063905 | Time: 3030.28 ms
[2020-11-26 18:47:28	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0639344 | val_loss: 0.0638645 | Time: 2982.17 ms
[2020-11-26 18:47:31	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0638925 | val_loss: 0.0638776 | Time: 2983.36 ms
[2020-11-26 18:47:34	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0638926 | val_loss: 0.0638666 | Time: 2970.59 ms
[2020-11-26 18:47:37	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0638898 | val_loss: 0.063871 | Time: 2977.59 ms
[2020-11-26 18:47:40	                main:581]	:	INFO	:	Epoch 107 | loss: 0.063896 | val_loss: 0.0638739 | Time: 3014.61 ms
[2020-11-26 18:47:43	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0638931 | val_loss: 0.0638599 | Time: 3005.39 ms
[2020-11-26 18:47:46	                main:581]	:	INFO	:	Epoch 109 | loss: 0.063918 | val_loss: 0.0639446 | Time: 3022.49 ms
[2020-11-26 18:47:49	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0639586 | val_loss: 0.0639474 | Time: 2992.07 ms
[2020-11-26 18:47:52	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0639412 | val_loss: 0.0639221 | Time: 3003.87 ms
[2020-11-26 18:47:55	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0639363 | val_loss: 0.0639329 | Time: 2972.01 ms
[2020-11-26 18:47:58	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0639638 | val_loss: 0.0639678 | Time: 3022.61 ms
[2020-11-26 18:48:01	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0639571 | val_loss: 0.0639486 | Time: 3051.43 ms
[2020-11-26 18:48:04	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0639585 | val_loss: 0.063941 | Time: 3259.76 ms
[2020-11-26 18:48:07	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0638407 | val_loss: 0.0638142 | Time: 2968.71 ms
[2020-11-26 18:48:10	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0637478 | val_loss: 0.0637334 | Time: 3107.83 ms
[2020-11-26 18:48:13	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0637142 | val_loss: 0.0636888 | Time: 3020.66 ms
[2020-11-26 18:48:17	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0636987 | val_loss: 0.0636937 | Time: 3120.75 ms
[2020-11-26 18:48:20	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0637005 | val_loss: 0.0636971 | Time: 3060.28 ms
[2020-11-26 18:48:23	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0636849 | val_loss: 0.0636568 | Time: 3109.69 ms
[2020-11-26 18:48:26	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0636709 | val_loss: 0.0636635 | Time: 3016.64 ms
[2020-11-26 18:48:29	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0637018 | val_loss: 0.0637656 | Time: 3000.25 ms
[2020-11-26 18:48:32	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0637554 | val_loss: 0.0637687 | Time: 3101.86 ms
[2020-11-26 18:48:35	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0637548 | val_loss: 0.0637468 | Time: 3019.36 ms
[2020-11-26 18:48:38	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0637616 | val_loss: 0.0637785 | Time: 3039.93 ms
[2020-11-26 18:48:41	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0637604 | val_loss: 0.0637439 | Time: 3042.95 ms
[2020-11-26 18:48:44	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0637641 | val_loss: 0.0637314 | Time: 3114.28 ms
[2020-11-26 18:48:47	                main:581]	:	INFO	:	Epoch 129 | loss: 0.063757 | val_loss: 0.0637483 | Time: 3038.5 ms
[2020-11-26 18:48:50	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0637626 | val_loss: 0.063751 | Time: 3209.9 ms
[2020-11-26 18:48:53	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0637609 | val_loss: 0.0637507 | Time: 3139.48 ms
[2020-11-26 18:48:57	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0637528 | val_loss: 0.0637276 | Time: 3007.69 ms
[2020-11-26 18:49:00	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0637566 | val_loss: 0.0637541 | Time: 3060.99 ms
[2020-11-26 18:49:03	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0637461 | val_loss: 0.0637501 | Time: 3181.48 ms
[2020-11-26 18:49:06	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0637491 | val_loss: 0.0637334 | Time: 3141.86 ms
[2020-11-26 18:49:09	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0637407 | val_loss: 0.0637138 | Time: 3035.72 ms
[2020-11-26 18:49:12	                main:581]	:	INFO	:	Epoch 137 | loss: 0.063739 | val_loss: 0.0637281 | Time: 3067.39 ms
[2020-11-26 18:49:15	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0637431 | val_loss: 0.0637115 | Time: 3114.83 ms
[2020-11-26 18:49:18	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0637295 | val_loss: 0.0637109 | Time: 3068.02 ms
[2020-11-26 18:49:21	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0637337 | val_loss: 0.0637328 | Time: 3135.26 ms
[2020-11-26 18:49:24	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0637385 | val_loss: 0.0637285 | Time: 3065.15 ms
[2020-11-26 18:49:27	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0637412 | val_loss: 0.0637258 | Time: 3046.86 ms
[2020-11-26 18:49:30	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0637353 | val_loss: 0.0637298 | Time: 2979.82 ms
[2020-11-26 18:49:33	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0637339 | val_loss: 0.0637178 | Time: 3082.07 ms
[2020-11-26 18:49:37	                main:581]	:	INFO	:	Epoch 145 | loss: 0.063737 | val_loss: 0.0637325 | Time: 3024.45 ms
[2020-11-26 18:49:40	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0637421 | val_loss: 0.0637391 | Time: 3096.21 ms
[2020-11-26 18:49:43	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0637551 | val_loss: 0.063804 | Time: 3102.95 ms
[2020-11-26 18:49:46	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0638119 | val_loss: 0.06381 | Time: 3087.69 ms
[2020-11-26 18:49:49	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0638126 | val_loss: 0.0638141 | Time: 3050.41 ms
[2020-11-26 18:49:52	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0638109 | val_loss: 0.0637954 | Time: 3181.13 ms
[2020-11-26 18:49:55	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0638099 | val_loss: 0.0638167 | Time: 3041.48 ms
[2020-11-26 18:49:58	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0638099 | val_loss: 0.0637749 | Time: 3062.1 ms
[2020-11-26 18:50:01	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0637876 | val_loss: 0.0637781 | Time: 3025.45 ms
[2020-11-26 18:50:04	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0637901 | val_loss: 0.0637913 | Time: 3085.2 ms
[2020-11-26 18:50:07	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0637792 | val_loss: 0.0637598 | Time: 3069.09 ms
[2020-11-26 18:50:10	                main:581]	:	INFO	:	Epoch 156 | loss: 0.063761 | val_loss: 0.0637489 | Time: 3105.86 ms
[2020-11-26 18:50:13	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0637608 | val_loss: 0.063746 | Time: 3009.92 ms
[2020-11-26 18:50:17	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0637411 | val_loss: 0.0637022 | Time: 3158.34 ms
[2020-11-26 18:50:20	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0637262 | val_loss: 0.0637154 | Time: 2998.22 ms
[2020-11-26 18:50:23	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0637232 | val_loss: 0.0636979 | Time: 2990.72 ms
[2020-11-26 18:50:26	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0637307 | val_loss: 0.0637244 | Time: 2995.62 ms
[2020-11-26 18:50:29	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0637271 | val_loss: 0.0637221 | Time: 3157.65 ms
[2020-11-26 18:50:32	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0637247 | val_loss: 0.0637143 | Time: 3004.91 ms
[2020-11-26 18:50:35	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0637298 | val_loss: 0.0637116 | Time: 2984.26 ms
[2020-11-26 18:50:38	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0637307 | val_loss: 0.0637251 | Time: 2960.84 ms
[2020-11-26 18:50:41	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0637246 | val_loss: 0.063716 | Time: 3005.3 ms
[2020-11-26 18:50:44	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0637247 | val_loss: 0.0637112 | Time: 3075.41 ms
[2020-11-26 18:50:47	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0637438 | val_loss: 0.063724 | Time: 3149.05 ms
[2020-11-26 18:50:50	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0637427 | val_loss: 0.0637221 | Time: 3091.03 ms
[2020-11-26 18:50:53	                main:581]	:	INFO	:	Epoch 170 | loss: 0.063751 | val_loss: 0.0637471 | Time: 3009.67 ms
[2020-11-26 18:50:56	                main:581]	:	INFO	:	Epoch 171 | loss: 0.06376 | val_loss: 0.0637395 | Time: 3017.03 ms
[2020-11-26 18:50:59	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0637569 | val_loss: 0.0637689 | Time: 3151.92 ms
[2020-11-26 18:51:02	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0637554 | val_loss: 0.0637548 | Time: 3112.66 ms
[2020-11-26 18:51:05	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0637594 | val_loss: 0.0637751 | Time: 2979.59 ms
[2020-11-26 18:51:08	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0637716 | val_loss: 0.0637705 | Time: 3013.82 ms
[2020-11-26 18:51:11	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0637699 | val_loss: 0.0637722 | Time: 3080.98 ms
[2020-11-26 18:51:15	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0637601 | val_loss: 0.0637478 | Time: 3180.08 ms
[2020-11-26 18:51:18	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0637587 | val_loss: 0.0637451 | Time: 3129.64 ms
[2020-11-26 18:51:21	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0637581 | val_loss: 0.0637707 | Time: 2984.2 ms
[2020-11-26 18:51:24	                main:581]	:	INFO	:	Epoch 180 | loss: 0.063754 | val_loss: 0.0637457 | Time: 3098.48 ms
[2020-11-26 18:51:27	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0637543 | val_loss: 0.0637398 | Time: 3052.41 ms
[2020-11-26 18:51:30	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0637549 | val_loss: 0.0637328 | Time: 3116.63 ms
[2020-11-26 18:51:33	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0637541 | val_loss: 0.0637657 | Time: 3087.22 ms
[2020-11-26 18:51:36	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0637562 | val_loss: 0.0637408 | Time: 3090.34 ms
[2020-11-26 18:51:39	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0637525 | val_loss: 0.0637517 | Time: 3002.66 ms
[2020-11-26 18:51:42	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0637548 | val_loss: 0.0637529 | Time: 3051.96 ms
[2020-11-26 18:51:45	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0637528 | val_loss: 0.0637501 | Time: 3045.11 ms
[2020-11-26 18:51:48	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0637516 | val_loss: 0.0637424 | Time: 3036.11 ms
[2020-11-26 18:51:51	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0637484 | val_loss: 0.0637342 | Time: 3188.4 ms
[2020-11-26 18:51:55	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0637533 | val_loss: 0.0637351 | Time: 3072.15 ms
[2020-11-26 18:51:58	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0637514 | val_loss: 0.0637377 | Time: 3050.04 ms
[2020-11-26 18:52:01	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0637511 | val_loss: 0.063737 | Time: 3043.6 ms
[2020-11-26 18:52:01	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.063737
[2020-11-26 18:52:01	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 18:52:01	                main:615]	:	INFO	:	Success, exiting..
18:52:01 (15702): 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)