Task 3075064

Name rand_automata_0082-1606118020-23562-90_0
Workunit 1403314
Created 26 Nov 2020, 21:06:22 UTC
Sent 26 Nov 2020, 21:16:10 UTC
Report deadline 3 Dec 2020, 21:16:10 UTC
Received 26 Nov 2020, 21:26:37 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 9 min 58 sec
CPU time 9 min 54 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 16:16:28	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 16:16:28	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 16:16:28	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 16:16:28	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 16:16:28	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-90_0_r1012644304_1 (exists = 0)
[2020-11-26 16:16:28	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-90_0_r1012644304_0 (exists = 0)
[2020-11-26 16:16:28	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-90 (exists = 1)
[2020-11-26 16:16:28	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 16:16:28	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5
[2020-11-26 16:16:28	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 16:16:28	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 16:16:28	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 16:16:28	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 16:16:28	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 16:16:28	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 16:16:28	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 16:16:28	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 16:16:28	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 16:16:28	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 16:16:28	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 16:16:28	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 16:16:28	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 16:16:28	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 16:16:31	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 16:16:31	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 16:16:31	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 16:16:31	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 16:16:31	                main:501]	:	INFO	:	Creating Model
[2020-11-26 16:16:31	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 16:16:31	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 16:16:31	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 16:16:31	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 16:16:31	                main:569]	:	INFO	:	Starting Training
[2020-11-26 16:16:35	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0540451 | val_loss: 0.0540926 | Time: 4435.38 ms
[2020-11-26 16:16:38	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0536126 | val_loss: 0.0536876 | Time: 2983.33 ms
[2020-11-26 16:16:42	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0533955 | val_loss: 0.0535438 | Time: 3101.78 ms
[2020-11-26 16:16:45	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0533107 | val_loss: 0.0535377 | Time: 3015.36 ms
[2020-11-26 16:16:48	                main:581]	:	INFO	:	Epoch 5 | loss: 0.05325 | val_loss: 0.0535279 | Time: 3055.78 ms
[2020-11-26 16:16:51	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0537691 | val_loss: 0.0540758 | Time: 3032.52 ms
[2020-11-26 16:16:54	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0538106 | val_loss: 0.0539818 | Time: 2999.6 ms
[2020-11-26 16:16:57	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0538283 | val_loss: 0.0540938 | Time: 3166.88 ms
[2020-11-26 16:17:00	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0540547 | val_loss: 0.0541895 | Time: 3001.45 ms
[2020-11-26 16:17:04	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0540704 | val_loss: 0.0541598 | Time: 4291.7 ms
[2020-11-26 16:17:07	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0540277 | val_loss: 0.054214 | Time: 3195.14 ms
[2020-11-26 16:17:10	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0541607 | val_loss: 0.0543212 | Time: 3042.28 ms
[2020-11-26 16:17:14	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0541797 | val_loss: 0.0543378 | Time: 3169.2 ms
[2020-11-26 16:17:17	                main:581]	:	INFO	:	Epoch 14 | loss: 0.054305 | val_loss: 0.0544425 | Time: 3177.93 ms
[2020-11-26 16:17:20	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0543963 | val_loss: 0.0545797 | Time: 2975.95 ms
[2020-11-26 16:17:23	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0544828 | val_loss: 0.054556 | Time: 3019.31 ms
[2020-11-26 16:17:26	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0544808 | val_loss: 0.0545283 | Time: 2994.95 ms
[2020-11-26 16:17:29	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0545019 | val_loss: 0.0545683 | Time: 3011.01 ms
[2020-11-26 16:17:32	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0543899 | val_loss: 0.0543996 | Time: 2976.01 ms
[2020-11-26 16:17:35	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0541892 | val_loss: 0.0543306 | Time: 3043.73 ms
[2020-11-26 16:17:38	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0543641 | val_loss: 0.0546152 | Time: 3119.99 ms
[2020-11-26 16:17:41	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0543195 | val_loss: 0.0543617 | Time: 3150.48 ms
[2020-11-26 16:17:44	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0542676 | val_loss: 0.0544763 | Time: 2967.8 ms
[2020-11-26 16:17:47	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0543766 | val_loss: 0.0545281 | Time: 3211 ms
[2020-11-26 16:17:50	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0543886 | val_loss: 0.0544216 | Time: 3163.52 ms
[2020-11-26 16:17:53	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0542579 | val_loss: 0.0543017 | Time: 3128.73 ms
[2020-11-26 16:17:57	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0541895 | val_loss: 0.0543596 | Time: 3159.88 ms
[2020-11-26 16:18:00	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0542122 | val_loss: 0.054311 | Time: 3009.69 ms
[2020-11-26 16:18:03	                main:581]	:	INFO	:	Epoch 29 | loss: 0.054371 | val_loss: 0.0547178 | Time: 3181.77 ms
[2020-11-26 16:18:06	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0545628 | val_loss: 0.0548011 | Time: 3114.15 ms
[2020-11-26 16:18:09	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0546761 | val_loss: 0.0548681 | Time: 3021.83 ms
[2020-11-26 16:18:12	                main:581]	:	INFO	:	Epoch 32 | loss: 0.0546451 | val_loss: 0.0548467 | Time: 3130.9 ms
[2020-11-26 16:18:15	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0546819 | val_loss: 0.0548458 | Time: 3059.39 ms
[2020-11-26 16:18:18	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0547247 | val_loss: 0.0549968 | Time: 3168.76 ms
[2020-11-26 16:18:21	                main:581]	:	INFO	:	Epoch 35 | loss: 0.054865 | val_loss: 0.0550475 | Time: 3034.04 ms
[2020-11-26 16:18:24	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0549153 | val_loss: 0.0550726 | Time: 3058.33 ms
[2020-11-26 16:18:28	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0549392 | val_loss: 0.0550766 | Time: 3097.61 ms
[2020-11-26 16:18:31	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0549529 | val_loss: 0.0551079 | Time: 3081.56 ms
[2020-11-26 16:18:34	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0550361 | val_loss: 0.0550966 | Time: 3017.61 ms
[2020-11-26 16:18:37	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0549748 | val_loss: 0.0551173 | Time: 3031.29 ms
[2020-11-26 16:18:40	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0550932 | val_loss: 0.055218 | Time: 3025.1 ms
[2020-11-26 16:18:43	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0551906 | val_loss: 0.0553128 | Time: 3054.32 ms
[2020-11-26 16:18:46	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0552178 | val_loss: 0.055337 | Time: 3048.89 ms
[2020-11-26 16:18:49	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0552681 | val_loss: 0.055463 | Time: 2981.6 ms
[2020-11-26 16:18:52	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0554178 | val_loss: 0.0556062 | Time: 3072.44 ms
[2020-11-26 16:18:55	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0555791 | val_loss: 0.0557634 | Time: 3175.06 ms
[2020-11-26 16:18:58	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0556512 | val_loss: 0.0557167 | Time: 3019.47 ms
[2020-11-26 16:19:01	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0556383 | val_loss: 0.0556819 | Time: 3097.57 ms
[2020-11-26 16:19:04	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0556219 | val_loss: 0.0557663 | Time: 3068.43 ms
[2020-11-26 16:19:07	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0556834 | val_loss: 0.0557745 | Time: 3211.48 ms
[2020-11-26 16:19:11	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0557146 | val_loss: 0.055721 | Time: 3106.11 ms
[2020-11-26 16:19:14	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0556577 | val_loss: 0.0557104 | Time: 3095.84 ms
[2020-11-26 16:19:17	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0556845 | val_loss: 0.0556976 | Time: 3146.4 ms
[2020-11-26 16:19:20	                main:581]	:	INFO	:	Epoch 54 | loss: 0.055675 | val_loss: 0.0558287 | Time: 3014.22 ms
[2020-11-26 16:19:23	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0557415 | val_loss: 0.0557264 | Time: 3104.08 ms
[2020-11-26 16:19:26	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0556743 | val_loss: 0.0557514 | Time: 3036.33 ms
[2020-11-26 16:19:29	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0556634 | val_loss: 0.055774 | Time: 3062.6 ms
[2020-11-26 16:19:32	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0558026 | val_loss: 0.0558501 | Time: 3013.17 ms
[2020-11-26 16:19:35	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0557814 | val_loss: 0.0557254 | Time: 2994.84 ms
[2020-11-26 16:19:38	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0556634 | val_loss: 0.0557828 | Time: 3148.75 ms
[2020-11-26 16:19:41	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0558365 | val_loss: 0.0559409 | Time: 3030.86 ms
[2020-11-26 16:19:44	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0558425 | val_loss: 0.055986 | Time: 3041.1 ms
[2020-11-26 16:19:47	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0558619 | val_loss: 0.0559342 | Time: 3025.27 ms
[2020-11-26 16:19:50	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0559276 | val_loss: 0.0560958 | Time: 3116.95 ms
[2020-11-26 16:19:53	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0559677 | val_loss: 0.0560758 | Time: 3031.48 ms
[2020-11-26 16:19:56	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0559191 | val_loss: 0.0559863 | Time: 3096.24 ms
[2020-11-26 16:20:00	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0559067 | val_loss: 0.0559082 | Time: 3159.89 ms
[2020-11-26 16:20:03	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0558686 | val_loss: 0.0559258 | Time: 3027.56 ms
[2020-11-26 16:20:06	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0559617 | val_loss: 0.0561223 | Time: 3125.38 ms
[2020-11-26 16:20:09	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0560223 | val_loss: 0.0560362 | Time: 3069.95 ms
[2020-11-26 16:20:12	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0559576 | val_loss: 0.0560138 | Time: 3132.45 ms
[2020-11-26 16:20:15	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0559503 | val_loss: 0.0559858 | Time: 3068.52 ms
[2020-11-26 16:20:18	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0559302 | val_loss: 0.055968 | Time: 3012.77 ms
[2020-11-26 16:20:21	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0558777 | val_loss: 0.0558815 | Time: 3207.51 ms
[2020-11-26 16:20:24	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0558426 | val_loss: 0.055855 | Time: 3136.04 ms
[2020-11-26 16:20:27	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0558396 | val_loss: 0.0559047 | Time: 3045.17 ms
[2020-11-26 16:20:31	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0558522 | val_loss: 0.0559407 | Time: 3086.76 ms
[2020-11-26 16:20:34	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0558651 | val_loss: 0.0559247 | Time: 2994.16 ms
[2020-11-26 16:20:37	                main:581]	:	INFO	:	Epoch 79 | loss: 0.055861 | val_loss: 0.0558959 | Time: 3204.72 ms
[2020-11-26 16:20:40	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0558899 | val_loss: 0.0559617 | Time: 3172.26 ms
[2020-11-26 16:20:43	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0559241 | val_loss: 0.0559939 | Time: 3172.46 ms
[2020-11-26 16:20:46	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0559478 | val_loss: 0.0560102 | Time: 3263.93 ms
[2020-11-26 16:20:50	                main:581]	:	INFO	:	Epoch 83 | loss: 0.055937 | val_loss: 0.0559918 | Time: 3274.9 ms
[2020-11-26 16:20:53	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0559331 | val_loss: 0.0559811 | Time: 3158.32 ms
[2020-11-26 16:20:56	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0558959 | val_loss: 0.0559566 | Time: 3014.57 ms
[2020-11-26 16:20:59	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0558679 | val_loss: 0.055873 | Time: 3069.08 ms
[2020-11-26 16:21:02	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0560385 | val_loss: 0.0562662 | Time: 3008.83 ms
[2020-11-26 16:21:05	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0562229 | val_loss: 0.0562809 | Time: 3028.11 ms
[2020-11-26 16:21:08	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0562179 | val_loss: 0.0562601 | Time: 3061.77 ms
[2020-11-26 16:21:11	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0562006 | val_loss: 0.0562373 | Time: 3066.55 ms
[2020-11-26 16:21:14	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0562021 | val_loss: 0.0562837 | Time: 3010.28 ms
[2020-11-26 16:21:17	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0562239 | val_loss: 0.0562707 | Time: 3089.92 ms
[2020-11-26 16:21:20	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0561941 | val_loss: 0.056198 | Time: 3172.57 ms
[2020-11-26 16:21:23	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0561524 | val_loss: 0.0561382 | Time: 3102.59 ms
[2020-11-26 16:21:26	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0560971 | val_loss: 0.0560944 | Time: 3016.98 ms
[2020-11-26 16:21:29	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0562165 | val_loss: 0.0562188 | Time: 3008.96 ms
[2020-11-26 16:21:32	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0562229 | val_loss: 0.0562752 | Time: 3009.91 ms
[2020-11-26 16:21:36	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0562285 | val_loss: 0.0562722 | Time: 3196.25 ms
[2020-11-26 16:21:39	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0562698 | val_loss: 0.056319 | Time: 3100.44 ms
[2020-11-26 16:21:42	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0562494 | val_loss: 0.056319 | Time: 3076.33 ms
[2020-11-26 16:21:45	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0562342 | val_loss: 0.056283 | Time: 3017.05 ms
[2020-11-26 16:21:48	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0561887 | val_loss: 0.0562477 | Time: 3108.09 ms
[2020-11-26 16:21:51	                main:581]	:	INFO	:	Epoch 103 | loss: 0.056162 | val_loss: 0.0562185 | Time: 2997.76 ms
[2020-11-26 16:21:54	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0561466 | val_loss: 0.0562064 | Time: 3001.46 ms
[2020-11-26 16:21:57	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0561431 | val_loss: 0.0562123 | Time: 3025.14 ms
[2020-11-26 16:22:00	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0561313 | val_loss: 0.0561838 | Time: 3003.92 ms
[2020-11-26 16:22:03	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0560929 | val_loss: 0.0561708 | Time: 3218.01 ms
[2020-11-26 16:22:06	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0560801 | val_loss: 0.0561593 | Time: 3070.56 ms
[2020-11-26 16:22:09	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0560542 | val_loss: 0.0561063 | Time: 3156.4 ms
[2020-11-26 16:22:13	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0560256 | val_loss: 0.0560913 | Time: 3207.17 ms
[2020-11-26 16:22:16	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0560357 | val_loss: 0.0561343 | Time: 3136.59 ms
[2020-11-26 16:22:19	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0560339 | val_loss: 0.0560976 | Time: 3191.55 ms
[2020-11-26 16:22:22	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0560033 | val_loss: 0.0560197 | Time: 3103.44 ms
[2020-11-26 16:22:25	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0560546 | val_loss: 0.0561109 | Time: 3079.7 ms
[2020-11-26 16:22:28	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0560538 | val_loss: 0.0559212 | Time: 3120.01 ms
[2020-11-26 16:22:31	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0559018 | val_loss: 0.0558953 | Time: 3031.18 ms
[2020-11-26 16:22:34	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0559289 | val_loss: 0.0559004 | Time: 3110.96 ms
[2020-11-26 16:22:38	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0559131 | val_loss: 0.0560286 | Time: 3166.29 ms
[2020-11-26 16:22:41	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0560457 | val_loss: 0.0559917 | Time: 3003.74 ms
[2020-11-26 16:22:44	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0560057 | val_loss: 0.0559697 | Time: 3015.45 ms
[2020-11-26 16:22:47	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0559869 | val_loss: 0.055963 | Time: 3019.34 ms
[2020-11-26 16:22:50	                main:581]	:	INFO	:	Epoch 122 | loss: 0.05597 | val_loss: 0.0559362 | Time: 3243.97 ms
[2020-11-26 16:22:53	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0559751 | val_loss: 0.0560325 | Time: 3000.68 ms
[2020-11-26 16:22:56	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0559864 | val_loss: 0.0560592 | Time: 3099.33 ms
[2020-11-26 16:22:59	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0560093 | val_loss: 0.056009 | Time: 3006.51 ms
[2020-11-26 16:23:02	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0559972 | val_loss: 0.0559972 | Time: 3141.61 ms
[2020-11-26 16:23:05	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0559636 | val_loss: 0.0559994 | Time: 3039.72 ms
[2020-11-26 16:23:08	                main:581]	:	INFO	:	Epoch 128 | loss: 0.055924 | val_loss: 0.0559567 | Time: 3025.93 ms
[2020-11-26 16:23:11	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0559062 | val_loss: 0.0559355 | Time: 3120.88 ms
[2020-11-26 16:23:14	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0559506 | val_loss: 0.0560095 | Time: 3080.03 ms
[2020-11-26 16:23:18	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0559843 | val_loss: 0.0559642 | Time: 3114.52 ms
[2020-11-26 16:23:21	                main:581]	:	INFO	:	Epoch 132 | loss: 0.055919 | val_loss: 0.0559506 | Time: 3073.27 ms
[2020-11-26 16:23:24	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0558766 | val_loss: 0.0559276 | Time: 3068.73 ms
[2020-11-26 16:23:27	                main:581]	:	INFO	:	Epoch 134 | loss: 0.055869 | val_loss: 0.0558735 | Time: 3013.12 ms
[2020-11-26 16:23:30	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0558801 | val_loss: 0.0559534 | Time: 3007.18 ms
[2020-11-26 16:23:33	                main:581]	:	INFO	:	Epoch 136 | loss: 0.05584 | val_loss: 0.0558569 | Time: 3184.35 ms
[2020-11-26 16:23:36	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0558554 | val_loss: 0.0558797 | Time: 3006.33 ms
[2020-11-26 16:23:39	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0558967 | val_loss: 0.0560746 | Time: 2991.87 ms
[2020-11-26 16:23:42	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0561274 | val_loss: 0.0564625 | Time: 3102.19 ms
[2020-11-26 16:23:45	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0564442 | val_loss: 0.0565639 | Time: 3096.5 ms
[2020-11-26 16:23:48	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0565758 | val_loss: 0.0566205 | Time: 3018.09 ms
[2020-11-26 16:23:51	                main:581]	:	INFO	:	Epoch 142 | loss: 0.056556 | val_loss: 0.0566143 | Time: 3013.54 ms
[2020-11-26 16:23:54	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0567142 | val_loss: 0.0568202 | Time: 3051.39 ms
[2020-11-26 16:23:57	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0567221 | val_loss: 0.0567647 | Time: 3025.55 ms
[2020-11-26 16:24:00	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0567072 | val_loss: 0.0567421 | Time: 3019.17 ms
[2020-11-26 16:24:03	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0568668 | val_loss: 0.0569028 | Time: 3074.1 ms
[2020-11-26 16:24:06	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0570337 | val_loss: 0.0572705 | Time: 3068.94 ms
[2020-11-26 16:24:09	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0572764 | val_loss: 0.0573772 | Time: 3063.08 ms
[2020-11-26 16:24:12	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0577072 | val_loss: 0.0579624 | Time: 3072.71 ms
[2020-11-26 16:24:16	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0579653 | val_loss: 0.0579644 | Time: 3108.09 ms
[2020-11-26 16:24:19	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0581404 | val_loss: 0.0583533 | Time: 3075.21 ms
[2020-11-26 16:24:22	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0585077 | val_loss: 0.0587684 | Time: 2965.83 ms
[2020-11-26 16:24:25	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0588285 | val_loss: 0.0589731 | Time: 3090.68 ms
[2020-11-26 16:24:28	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0588565 | val_loss: 0.0589668 | Time: 3159.47 ms
[2020-11-26 16:24:31	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0588587 | val_loss: 0.058966 | Time: 3060.88 ms
[2020-11-26 16:24:34	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0588548 | val_loss: 0.0589726 | Time: 3205.97 ms
[2020-11-26 16:24:37	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0588577 | val_loss: 0.0589647 | Time: 2977.55 ms
[2020-11-26 16:24:40	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0588551 | val_loss: 0.0589594 | Time: 3088.08 ms
[2020-11-26 16:24:43	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0588605 | val_loss: 0.0589675 | Time: 3025.87 ms
[2020-11-26 16:24:46	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0588545 | val_loss: 0.0589334 | Time: 3097.83 ms
[2020-11-26 16:24:49	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0588341 | val_loss: 0.0589162 | Time: 2959.23 ms
[2020-11-26 16:24:52	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0588266 | val_loss: 0.0589185 | Time: 3099.4 ms
[2020-11-26 16:24:56	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0588222 | val_loss: 0.0589065 | Time: 3153.28 ms
[2020-11-26 16:24:59	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0588235 | val_loss: 0.0589273 | Time: 3109.78 ms
[2020-11-26 16:25:02	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0588076 | val_loss: 0.0588661 | Time: 3044.75 ms
[2020-11-26 16:25:05	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0587806 | val_loss: 0.0588642 | Time: 3018.91 ms
[2020-11-26 16:25:08	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0587616 | val_loss: 0.0588738 | Time: 3153.73 ms
[2020-11-26 16:25:11	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0587493 | val_loss: 0.0588688 | Time: 3057.47 ms
[2020-11-26 16:25:14	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0587465 | val_loss: 0.0588624 | Time: 3028.22 ms
[2020-11-26 16:25:17	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0587462 | val_loss: 0.0588539 | Time: 3064.18 ms
[2020-11-26 16:25:20	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0587454 | val_loss: 0.058864 | Time: 3025.67 ms
[2020-11-26 16:25:23	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0587466 | val_loss: 0.0588727 | Time: 3014.39 ms
[2020-11-26 16:25:26	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0587468 | val_loss: 0.0588568 | Time: 3088.68 ms
[2020-11-26 16:25:29	                main:581]	:	INFO	:	Epoch 174 | loss: 0.058775 | val_loss: 0.058901 | Time: 3118.67 ms
[2020-11-26 16:25:32	                main:581]	:	INFO	:	Epoch 175 | loss: 0.058811 | val_loss: 0.0588933 | Time: 3054.77 ms
[2020-11-26 16:25:35	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0588136 | val_loss: 0.0589178 | Time: 3054.94 ms
[2020-11-26 16:25:38	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0588167 | val_loss: 0.0589192 | Time: 3014.25 ms
[2020-11-26 16:25:41	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0588315 | val_loss: 0.0589163 | Time: 3106.65 ms
[2020-11-26 16:25:45	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0588229 | val_loss: 0.058921 | Time: 3083.08 ms
[2020-11-26 16:25:48	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0588285 | val_loss: 0.0589288 | Time: 3029.07 ms
[2020-11-26 16:25:51	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0588308 | val_loss: 0.0589084 | Time: 3054.73 ms
[2020-11-26 16:25:54	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0589996 | val_loss: 0.0590983 | Time: 3171.58 ms
[2020-11-26 16:25:57	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0590491 | val_loss: 0.0591015 | Time: 3010.21 ms
[2020-11-26 16:26:00	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0590486 | val_loss: 0.0590864 | Time: 3145.98 ms
[2020-11-26 16:26:03	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0590451 | val_loss: 0.0591009 | Time: 3035.89 ms
[2020-11-26 16:26:06	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0590424 | val_loss: 0.059098 | Time: 3083.34 ms
[2020-11-26 16:26:09	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0590607 | val_loss: 0.059104 | Time: 3097.52 ms
[2020-11-26 16:26:12	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0590618 | val_loss: 0.0591068 | Time: 3085.89 ms
[2020-11-26 16:26:15	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0590578 | val_loss: 0.0591016 | Time: 3000.63 ms
[2020-11-26 16:26:18	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0590602 | val_loss: 0.0591312 | Time: 3056.96 ms
[2020-11-26 16:26:21	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0590499 | val_loss: 0.0591218 | Time: 3029.53 ms
[2020-11-26 16:26:25	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0590557 | val_loss: 0.0591265 | Time: 3131.37 ms
[2020-11-26 16:26:25	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0591265
[2020-11-26 16:26:25	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 16:26:25	                main:615]	:	INFO	:	Success, exiting..
16:26:25 (15329): 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)