Task 3075790

Name rand_automata_0025-1606117988-22454-97_0
Workunit 1403918
Created 26 Nov 2020, 22:40:05 UTC
Sent 26 Nov 2020, 22:49:51 UTC
Report deadline 3 Dec 2020, 22:49:51 UTC
Received 26 Nov 2020, 23:00:22 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4754
Run time 10 min 2 sec
CPU time 9 min 58 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 17:50:08	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 17:50:08	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 17:50:08	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 17:50:08	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 17:50:08	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-97_0_r625366089_1 (exists = 0)
[2020-11-26 17:50:08	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-97_0_r625366089_0 (exists = 0)
[2020-11-26 17:50:08	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-1606117988-22454-97 (exists = 1)
[2020-11-26 17:50:08	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 17:50:08	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0025-train-val-dataset.hdf5
[2020-11-26 17:50:08	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 17:50:08	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 17:50:08	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 17:50:08	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 17:50:08	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 17:50:08	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 17:50:08	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 17:50:08	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 17:50:08	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 17:50:08	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 17:50:08	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 17:50:08	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 17:50:08	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 17:50:09	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 17:50:11	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 17:50:11	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 17:50:11	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 17:50:11	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 17:50:11	                main:501]	:	INFO	:	Creating Model
[2020-11-26 17:50:11	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 17:50:11	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 17:50:11	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 17:50:11	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 17:50:11	                main:569]	:	INFO	:	Starting Training
[2020-11-26 17:50:18	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0548747 | val_loss: 0.0547191 | Time: 6570.51 ms
[2020-11-26 17:50:21	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0549461 | val_loss: 0.0549372 | Time: 3122.25 ms
[2020-11-26 17:50:24	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0551524 | val_loss: 0.0550093 | Time: 3142.15 ms
[2020-11-26 17:50:27	                main:581]	:	INFO	:	Epoch 4 | loss: 0.05523 | val_loss: 0.055156 | Time: 3189.49 ms
[2020-11-26 17:50:30	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0552996 | val_loss: 0.0551268 | Time: 3069.62 ms
[2020-11-26 17:50:33	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0552375 | val_loss: 0.0550493 | Time: 2999.46 ms
[2020-11-26 17:50:36	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0552537 | val_loss: 0.0550947 | Time: 3030.79 ms
[2020-11-26 17:50:39	                main:581]	:	INFO	:	Epoch 8 | loss: 0.055293 | val_loss: 0.05498 | Time: 3058.57 ms
[2020-11-26 17:50:42	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0551198 | val_loss: 0.0548788 | Time: 3085.02 ms
[2020-11-26 17:50:46	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0550324 | val_loss: 0.0548652 | Time: 3058.81 ms
[2020-11-26 17:50:49	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0550404 | val_loss: 0.0547845 | Time: 3022.59 ms
[2020-11-26 17:50:52	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0549391 | val_loss: 0.054697 | Time: 3124.55 ms
[2020-11-26 17:50:55	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0551327 | val_loss: 0.0550026 | Time: 3125.09 ms
[2020-11-26 17:50:58	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0552638 | val_loss: 0.0549872 | Time: 3139.44 ms
[2020-11-26 17:51:01	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0552375 | val_loss: 0.0549878 | Time: 3146.88 ms
[2020-11-26 17:51:04	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0552321 | val_loss: 0.054974 | Time: 3089.69 ms
[2020-11-26 17:51:07	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0552632 | val_loss: 0.054995 | Time: 3088.7 ms
[2020-11-26 17:51:10	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0552282 | val_loss: 0.0549734 | Time: 3108.07 ms
[2020-11-26 17:51:14	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0551983 | val_loss: 0.054938 | Time: 3127.14 ms
[2020-11-26 17:51:17	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0551976 | val_loss: 0.054979 | Time: 2989.84 ms
[2020-11-26 17:51:19	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0551994 | val_loss: 0.05495 | Time: 2994.79 ms
[2020-11-26 17:51:23	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0551709 | val_loss: 0.0549446 | Time: 3072.69 ms
[2020-11-26 17:51:26	                main:581]	:	INFO	:	Epoch 23 | loss: 0.055158 | val_loss: 0.0549104 | Time: 3017.82 ms
[2020-11-26 17:51:29	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0551421 | val_loss: 0.0549297 | Time: 3008.38 ms
[2020-11-26 17:51:32	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0551313 | val_loss: 0.054979 | Time: 3035.67 ms
[2020-11-26 17:51:35	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0551461 | val_loss: 0.0549642 | Time: 3183.81 ms
[2020-11-26 17:51:38	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0551431 | val_loss: 0.0549734 | Time: 3162.28 ms
[2020-11-26 17:51:41	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0551262 | val_loss: 0.0549295 | Time: 3223.76 ms
[2020-11-26 17:51:44	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0551325 | val_loss: 0.0548903 | Time: 3134.72 ms
[2020-11-26 17:51:47	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0551282 | val_loss: 0.0548971 | Time: 3059.33 ms
[2020-11-26 17:51:50	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0551103 | val_loss: 0.0548559 | Time: 3028.51 ms
[2020-11-26 17:51:53	                main:581]	:	INFO	:	Epoch 32 | loss: 0.0551143 | val_loss: 0.0548653 | Time: 2981.39 ms
[2020-11-26 17:51:56	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0550901 | val_loss: 0.0548663 | Time: 3077.08 ms
[2020-11-26 17:52:00	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0550921 | val_loss: 0.0548597 | Time: 3023.55 ms
[2020-11-26 17:52:03	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0550761 | val_loss: 0.0548339 | Time: 3215.86 ms
[2020-11-26 17:52:06	                main:581]	:	INFO	:	Epoch 36 | loss: 0.055049 | val_loss: 0.0548259 | Time: 3027.75 ms
[2020-11-26 17:52:09	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0550028 | val_loss: 0.0547877 | Time: 3083.09 ms
[2020-11-26 17:52:12	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0549614 | val_loss: 0.0547571 | Time: 3157.84 ms
[2020-11-26 17:52:15	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0549431 | val_loss: 0.0547666 | Time: 3161.98 ms
[2020-11-26 17:52:18	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0549121 | val_loss: 0.0547879 | Time: 2996.68 ms
[2020-11-26 17:52:21	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0549091 | val_loss: 0.054731 | Time: 3000.48 ms
[2020-11-26 17:52:24	                main:581]	:	INFO	:	Epoch 42 | loss: 0.054873 | val_loss: 0.0546909 | Time: 3142.36 ms
[2020-11-26 17:52:27	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0548478 | val_loss: 0.0546677 | Time: 3133.56 ms
[2020-11-26 17:52:31	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0549106 | val_loss: 0.054773 | Time: 3247.96 ms
[2020-11-26 17:52:34	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0548906 | val_loss: 0.0546621 | Time: 3249.9 ms
[2020-11-26 17:52:37	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0548512 | val_loss: 0.0547008 | Time: 3043.4 ms
[2020-11-26 17:52:40	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0548441 | val_loss: 0.0545935 | Time: 3006.26 ms
[2020-11-26 17:52:43	                main:581]	:	INFO	:	Epoch 48 | loss: 0.054805 | val_loss: 0.054578 | Time: 3026.87 ms
[2020-11-26 17:52:46	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0548172 | val_loss: 0.0545364 | Time: 3141.55 ms
[2020-11-26 17:52:49	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0548091 | val_loss: 0.054537 | Time: 3036.83 ms
[2020-11-26 17:52:52	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0547451 | val_loss: 0.0544475 | Time: 3043.68 ms
[2020-11-26 17:52:55	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0546792 | val_loss: 0.0544732 | Time: 3035.53 ms
[2020-11-26 17:52:58	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0546603 | val_loss: 0.0545023 | Time: 3035.4 ms
[2020-11-26 17:53:01	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0545179 | val_loss: 0.0543191 | Time: 3140.91 ms
[2020-11-26 17:53:05	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0544863 | val_loss: 0.0543194 | Time: 3096.22 ms
[2020-11-26 17:53:08	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0547109 | val_loss: 0.0546588 | Time: 3272.6 ms
[2020-11-26 17:53:11	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0547507 | val_loss: 0.0546322 | Time: 2981.7 ms
[2020-11-26 17:53:14	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0547242 | val_loss: 0.0544991 | Time: 3151.52 ms
[2020-11-26 17:53:17	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0546848 | val_loss: 0.0545533 | Time: 3071.74 ms
[2020-11-26 17:53:20	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0547304 | val_loss: 0.0545465 | Time: 3087.86 ms
[2020-11-26 17:53:23	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0547167 | val_loss: 0.0545319 | Time: 3047.42 ms
[2020-11-26 17:53:26	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0547795 | val_loss: 0.0546695 | Time: 3007.06 ms
[2020-11-26 17:53:29	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0548204 | val_loss: 0.0546811 | Time: 2985.17 ms
[2020-11-26 17:53:32	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0547742 | val_loss: 0.0546658 | Time: 3063.32 ms
[2020-11-26 17:53:35	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0547787 | val_loss: 0.0546795 | Time: 3143.28 ms
[2020-11-26 17:53:38	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0550426 | val_loss: 0.0551324 | Time: 3049.21 ms
[2020-11-26 17:53:41	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0554917 | val_loss: 0.0553609 | Time: 3042.78 ms
[2020-11-26 17:53:44	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0554873 | val_loss: 0.0553246 | Time: 3011.39 ms
[2020-11-26 17:53:47	                main:581]	:	INFO	:	Epoch 69 | loss: 0.055453 | val_loss: 0.0553345 | Time: 3007.4 ms
[2020-11-26 17:53:51	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0554404 | val_loss: 0.0552494 | Time: 3070.96 ms
[2020-11-26 17:53:54	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0553796 | val_loss: 0.0552173 | Time: 3068.14 ms
[2020-11-26 17:53:57	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0553495 | val_loss: 0.0551494 | Time: 3025.99 ms
[2020-11-26 17:54:00	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0553046 | val_loss: 0.055112 | Time: 3216.21 ms
[2020-11-26 17:54:03	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0552841 | val_loss: 0.0551036 | Time: 3277.32 ms
[2020-11-26 17:54:06	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0552277 | val_loss: 0.0550035 | Time: 3102.77 ms
[2020-11-26 17:54:09	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0551821 | val_loss: 0.0550069 | Time: 3261.65 ms
[2020-11-26 17:54:13	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0551578 | val_loss: 0.0550631 | Time: 3220.66 ms
[2020-11-26 17:54:16	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0551405 | val_loss: 0.0550059 | Time: 3181.73 ms
[2020-11-26 17:54:19	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0550658 | val_loss: 0.0549693 | Time: 3268.99 ms
[2020-11-26 17:54:22	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0550161 | val_loss: 0.0548331 | Time: 2995.37 ms
[2020-11-26 17:54:25	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0549159 | val_loss: 0.0547352 | Time: 3023.95 ms
[2020-11-26 17:54:28	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0549032 | val_loss: 0.0547821 | Time: 3137.61 ms
[2020-11-26 17:54:31	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0550813 | val_loss: 0.0550947 | Time: 3161.69 ms
[2020-11-26 17:54:35	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0551769 | val_loss: 0.0550775 | Time: 3118.21 ms
[2020-11-26 17:54:38	                main:581]	:	INFO	:	Epoch 85 | loss: 0.055706 | val_loss: 0.0556413 | Time: 3080.64 ms
[2020-11-26 17:54:41	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0555508 | val_loss: 0.0554843 | Time: 3162.09 ms
[2020-11-26 17:54:44	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0555122 | val_loss: 0.0555378 | Time: 3155.38 ms
[2020-11-26 17:54:47	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0555057 | val_loss: 0.0554698 | Time: 3127.86 ms
[2020-11-26 17:54:50	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0554943 | val_loss: 0.0555568 | Time: 3097.92 ms
[2020-11-26 17:54:53	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0555328 | val_loss: 0.0555696 | Time: 3131.91 ms
[2020-11-26 17:54:56	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0555644 | val_loss: 0.0555996 | Time: 3026.03 ms
[2020-11-26 17:54:59	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0556053 | val_loss: 0.0556116 | Time: 3109.05 ms
[2020-11-26 17:55:03	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0556015 | val_loss: 0.0555549 | Time: 3057.15 ms
[2020-11-26 17:55:06	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0555654 | val_loss: 0.0555669 | Time: 3083.14 ms
[2020-11-26 17:55:09	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0555048 | val_loss: 0.0554919 | Time: 3074.5 ms
[2020-11-26 17:55:12	                main:581]	:	INFO	:	Epoch 96 | loss: 0.055464 | val_loss: 0.0554278 | Time: 3105.92 ms
[2020-11-26 17:55:15	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0555284 | val_loss: 0.0557034 | Time: 3029.89 ms
[2020-11-26 17:55:18	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0556125 | val_loss: 0.0556607 | Time: 3162.05 ms
[2020-11-26 17:55:21	                main:581]	:	INFO	:	Epoch 99 | loss: 0.055571 | val_loss: 0.0556612 | Time: 3051.29 ms
[2020-11-26 17:55:24	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0556125 | val_loss: 0.0555829 | Time: 3068.89 ms
[2020-11-26 17:55:27	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0555451 | val_loss: 0.0555536 | Time: 3055.11 ms
[2020-11-26 17:55:30	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0554779 | val_loss: 0.0553684 | Time: 3222.62 ms
[2020-11-26 17:55:33	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0554128 | val_loss: 0.0553777 | Time: 3089.01 ms
[2020-11-26 17:55:37	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0553625 | val_loss: 0.0551987 | Time: 3150.32 ms
[2020-11-26 17:55:40	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0553112 | val_loss: 0.0551772 | Time: 3106.59 ms
[2020-11-26 17:55:43	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0552558 | val_loss: 0.0551813 | Time: 2999.27 ms
[2020-11-26 17:55:46	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0551451 | val_loss: 0.05505 | Time: 3191.33 ms
[2020-11-26 17:55:49	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0552407 | val_loss: 0.0552666 | Time: 3137.21 ms
[2020-11-26 17:55:52	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0554639 | val_loss: 0.0554604 | Time: 3073.93 ms
[2020-11-26 17:55:55	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0555069 | val_loss: 0.0553749 | Time: 3130.33 ms
[2020-11-26 17:55:58	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0557228 | val_loss: 0.0560121 | Time: 3067.03 ms
[2020-11-26 17:56:01	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0561307 | val_loss: 0.0562957 | Time: 3066.5 ms
[2020-11-26 17:56:04	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0562014 | val_loss: 0.0562763 | Time: 3059.63 ms
[2020-11-26 17:56:07	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0561201 | val_loss: 0.055987 | Time: 3013.47 ms
[2020-11-26 17:56:11	                main:581]	:	INFO	:	Epoch 115 | loss: 0.055962 | val_loss: 0.0559009 | Time: 3142.69 ms
[2020-11-26 17:56:14	                main:581]	:	INFO	:	Epoch 116 | loss: 0.0558997 | val_loss: 0.0558193 | Time: 3116.76 ms
[2020-11-26 17:56:17	                main:581]	:	INFO	:	Epoch 117 | loss: 0.055868 | val_loss: 0.0558419 | Time: 3057.08 ms
[2020-11-26 17:56:20	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0558657 | val_loss: 0.0557987 | Time: 3086.86 ms
[2020-11-26 17:56:23	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0558805 | val_loss: 0.0558705 | Time: 3049.98 ms
[2020-11-26 17:56:26	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0559037 | val_loss: 0.055902 | Time: 3112.82 ms
[2020-11-26 17:56:29	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0559238 | val_loss: 0.055871 | Time: 3063.04 ms
[2020-11-26 17:56:32	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0559804 | val_loss: 0.0559884 | Time: 3062.25 ms
[2020-11-26 17:56:35	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0560697 | val_loss: 0.0560082 | Time: 3052.08 ms
[2020-11-26 17:56:38	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0560368 | val_loss: 0.0559635 | Time: 3029.45 ms
[2020-11-26 17:56:41	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0562946 | val_loss: 0.0563176 | Time: 3149.77 ms
[2020-11-26 17:56:44	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0563347 | val_loss: 0.0562969 | Time: 3064.47 ms
[2020-11-26 17:56:48	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0562993 | val_loss: 0.056269 | Time: 3090.47 ms
[2020-11-26 17:56:51	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0563427 | val_loss: 0.056333 | Time: 3114.78 ms
[2020-11-26 17:56:54	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0563212 | val_loss: 0.056275 | Time: 3105.29 ms
[2020-11-26 17:56:57	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0562971 | val_loss: 0.056263 | Time: 3092.18 ms
[2020-11-26 17:57:00	                main:581]	:	INFO	:	Epoch 131 | loss: 0.056304 | val_loss: 0.0562517 | Time: 3122.23 ms
[2020-11-26 17:57:03	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0563021 | val_loss: 0.0562534 | Time: 3253.23 ms
[2020-11-26 17:57:06	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0563166 | val_loss: 0.0562919 | Time: 3011.28 ms
[2020-11-26 17:57:09	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0563283 | val_loss: 0.0562771 | Time: 3160.01 ms
[2020-11-26 17:57:13	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0563018 | val_loss: 0.0562443 | Time: 3348.14 ms
[2020-11-26 17:57:16	                main:581]	:	INFO	:	Epoch 136 | loss: 0.056319 | val_loss: 0.0563298 | Time: 3035.69 ms
[2020-11-26 17:57:19	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0563454 | val_loss: 0.0563161 | Time: 3002.7 ms
[2020-11-26 17:57:22	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0563219 | val_loss: 0.0562421 | Time: 2979.05 ms
[2020-11-26 17:57:25	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0562701 | val_loss: 0.0562245 | Time: 3042.6 ms
[2020-11-26 17:57:28	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0562404 | val_loss: 0.0561987 | Time: 2997.93 ms
[2020-11-26 17:57:31	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0563777 | val_loss: 0.0566406 | Time: 3029.02 ms
[2020-11-26 17:57:34	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0565784 | val_loss: 0.0566243 | Time: 3040.59 ms
[2020-11-26 17:57:37	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0566449 | val_loss: 0.0567392 | Time: 3081.85 ms
[2020-11-26 17:57:40	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0567175 | val_loss: 0.0567525 | Time: 3026.77 ms
[2020-11-26 17:57:43	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0567123 | val_loss: 0.0567356 | Time: 3120.22 ms
[2020-11-26 17:57:46	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0567151 | val_loss: 0.0566595 | Time: 3086.4 ms
[2020-11-26 17:57:49	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0567004 | val_loss: 0.0566629 | Time: 3040.39 ms
[2020-11-26 17:57:52	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0566836 | val_loss: 0.0566741 | Time: 3010.67 ms
[2020-11-26 17:57:55	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0566792 | val_loss: 0.0566692 | Time: 3105.66 ms
[2020-11-26 17:57:58	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0566779 | val_loss: 0.0566731 | Time: 3036.14 ms
[2020-11-26 17:58:02	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0566656 | val_loss: 0.0566574 | Time: 3198.28 ms
[2020-11-26 17:58:05	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0566546 | val_loss: 0.0566466 | Time: 3012.18 ms
[2020-11-26 17:58:08	                main:581]	:	INFO	:	Epoch 153 | loss: 0.056678 | val_loss: 0.0566525 | Time: 3051.62 ms
[2020-11-26 17:58:11	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0566765 | val_loss: 0.056658 | Time: 3047.7 ms
[2020-11-26 17:58:14	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0566558 | val_loss: 0.0566316 | Time: 3001.22 ms
[2020-11-26 17:58:17	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0566411 | val_loss: 0.0566369 | Time: 3001.43 ms
[2020-11-26 17:58:20	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0566223 | val_loss: 0.056619 | Time: 3005.61 ms
[2020-11-26 17:58:23	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0566066 | val_loss: 0.0566937 | Time: 2999.47 ms
[2020-11-26 17:58:26	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0567117 | val_loss: 0.0567054 | Time: 3011.28 ms
[2020-11-26 17:58:29	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0566594 | val_loss: 0.0566666 | Time: 3129.64 ms
[2020-11-26 17:58:32	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0566548 | val_loss: 0.0566639 | Time: 2992.87 ms
[2020-11-26 17:58:35	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0566392 | val_loss: 0.0566416 | Time: 3090.17 ms
[2020-11-26 17:58:38	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0566551 | val_loss: 0.0566808 | Time: 3229.22 ms
[2020-11-26 17:58:41	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0566509 | val_loss: 0.0566617 | Time: 3157.94 ms
[2020-11-26 17:58:44	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0566552 | val_loss: 0.0566307 | Time: 3000.15 ms
[2020-11-26 17:58:47	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0566323 | val_loss: 0.0566047 | Time: 3040.57 ms
[2020-11-26 17:58:51	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0565955 | val_loss: 0.0566004 | Time: 3112.9 ms
[2020-11-26 17:58:54	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0565698 | val_loss: 0.0565347 | Time: 3038.82 ms
[2020-11-26 17:58:57	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0565202 | val_loss: 0.0564963 | Time: 3202.18 ms
[2020-11-26 17:59:00	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0564976 | val_loss: 0.0565222 | Time: 3168.79 ms
[2020-11-26 17:59:03	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0565892 | val_loss: 0.0566769 | Time: 3065.86 ms
[2020-11-26 17:59:06	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0566337 | val_loss: 0.0566527 | Time: 3048.64 ms
[2020-11-26 17:59:09	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0566392 | val_loss: 0.0566084 | Time: 3093.12 ms
[2020-11-26 17:59:12	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0566322 | val_loss: 0.0566159 | Time: 3141.85 ms
[2020-11-26 17:59:15	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0565957 | val_loss: 0.0565676 | Time: 3148.77 ms
[2020-11-26 17:59:19	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0565609 | val_loss: 0.0565414 | Time: 3133.18 ms
[2020-11-26 17:59:22	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0565633 | val_loss: 0.0565917 | Time: 3058.15 ms
[2020-11-26 17:59:25	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0566458 | val_loss: 0.0566769 | Time: 3071.75 ms
[2020-11-26 17:59:28	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0567043 | val_loss: 0.0567077 | Time: 3001.46 ms
[2020-11-26 17:59:31	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0566759 | val_loss: 0.0566781 | Time: 2993.75 ms
[2020-11-26 17:59:34	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0566473 | val_loss: 0.0566516 | Time: 3147.99 ms
[2020-11-26 17:59:37	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0566077 | val_loss: 0.0566187 | Time: 3161.25 ms
[2020-11-26 17:59:40	                main:581]	:	INFO	:	Epoch 183 | loss: 0.056602 | val_loss: 0.0565469 | Time: 3079.98 ms
[2020-11-26 17:59:43	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0565481 | val_loss: 0.0565079 | Time: 3042.83 ms
[2020-11-26 17:59:46	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0565223 | val_loss: 0.0564928 | Time: 3089.85 ms
[2020-11-26 17:59:49	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0564851 | val_loss: 0.0564725 | Time: 3227.69 ms
[2020-11-26 17:59:52	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0564626 | val_loss: 0.0564086 | Time: 3000.82 ms
[2020-11-26 17:59:55	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0564418 | val_loss: 0.0564639 | Time: 3013.58 ms
[2020-11-26 17:59:59	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0565053 | val_loss: 0.0565496 | Time: 3164.84 ms
[2020-11-26 18:00:02	                main:581]	:	INFO	:	Epoch 190 | loss: 0.056632 | val_loss: 0.0565833 | Time: 3008.09 ms
[2020-11-26 18:00:05	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0566237 | val_loss: 0.05658 | Time: 3189.92 ms
[2020-11-26 18:00:08	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0566002 | val_loss: 0.0565913 | Time: 3172.71 ms
[2020-11-26 18:00:08	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0565913
[2020-11-26 18:00:08	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 18:00:08	                main:615]	:	INFO	:	Success, exiting..
18:00:08 (15538): 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)