Task 3076027

Name rand_automata_0082-1606118020-23562-96_0
Workunit 1404114
Created 26 Nov 2020, 23:11:23 UTC
Sent 26 Nov 2020, 23:21:12 UTC
Report deadline 3 Dec 2020, 23:21:12 UTC
Received 26 Nov 2020, 23:31:26 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 2.19 GB
Peak swap size 9.98 GB
Peak disk usage 2.98 GB

Stderr output

<core_client_version>7.14.2</core_client_version>
<![CDATA[
<stderr_txt>
DEBUG: Args: ../../projects/www.mlcathome.org_mlcathome/mlds-gpu_9.80_x86_64-pc-linux-gnu__cuda10200 -c -a LSTM --lr 0.001 -w 64 -b 2 -s 32 --maxepoch 192 
nthreads: 1 gpudev: 0
Re-exec()-ing to set environment correctly
Machine Learning Dataset Generator v9.80 (Linux/x86_64) (libTorch: release/1.7 GPU: GeForce GTX 1650)
[2020-11-26 18:21:29	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 18:21:29	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 18:21:29	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 18:21:29	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 18:21:29	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-96_0_r419934408_1 (exists = 0)
[2020-11-26 18:21:29	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-96_0_r419934408_0 (exists = 0)
[2020-11-26 18:21:29	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-96 (exists = 1)
[2020-11-26 18:21:29	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 18:21:29	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5
[2020-11-26 18:21:29	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 18:21:29	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 18:21:29	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 18:21:29	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 18:21:29	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 18:21:29	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 18:21:29	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 18:21:29	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 18:21:29	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 18:21:29	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 18:21:29	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 18:21:29	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 18:21:29	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 18:21:30	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 18:21:32	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 18:21:32	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 18:21:32	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 18:21:32	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 18:21:32	                main:501]	:	INFO	:	Creating Model
[2020-11-26 18:21:32	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 18:21:32	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 18:21:32	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 18:21:32	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 18:21:32	                main:569]	:	INFO	:	Starting Training
[2020-11-26 18:21:36	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0630066 | val_loss: 0.0630206 | Time: 3770 ms
[2020-11-26 18:21:39	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0629825 | val_loss: 0.0629904 | Time: 3029.3 ms
[2020-11-26 18:21:42	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0629768 | val_loss: 0.0630141 | Time: 2991.65 ms
[2020-11-26 18:21:45	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0630169 | val_loss: 0.0630398 | Time: 3019.19 ms
[2020-11-26 18:21:48	                main:581]	:	INFO	:	Epoch 5 | loss: 0.0630378 | val_loss: 0.0630078 | Time: 3074.3 ms
[2020-11-26 18:21:51	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0629999 | val_loss: 0.0630203 | Time: 3067.94 ms
[2020-11-26 18:21:54	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0629998 | val_loss: 0.0630177 | Time: 3135.68 ms
[2020-11-26 18:21:57	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0630014 | val_loss: 0.0630041 | Time: 3144.07 ms
[2020-11-26 18:22:01	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0629992 | val_loss: 0.0630045 | Time: 3290.3 ms
[2020-11-26 18:22:04	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0629952 | val_loss: 0.0630038 | Time: 3036.63 ms
[2020-11-26 18:22:07	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0629887 | val_loss: 0.062985 | Time: 3103.76 ms
[2020-11-26 18:22:10	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0629762 | val_loss: 0.0629764 | Time: 3166.6 ms
[2020-11-26 18:22:13	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0629765 | val_loss: 0.0630124 | Time: 3010.61 ms
[2020-11-26 18:22:16	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0629859 | val_loss: 0.0630159 | Time: 2949.3 ms
[2020-11-26 18:22:19	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0629956 | val_loss: 0.0630025 | Time: 2943.18 ms
[2020-11-26 18:22:22	                main:581]	:	INFO	:	Epoch 16 | loss: 0.0629974 | val_loss: 0.0630367 | Time: 3046.22 ms
[2020-11-26 18:22:25	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0630133 | val_loss: 0.0630455 | Time: 3050.08 ms
[2020-11-26 18:22:28	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0629851 | val_loss: 0.0630084 | Time: 3039.29 ms
[2020-11-26 18:22:31	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0629769 | val_loss: 0.0629808 | Time: 2973.13 ms
[2020-11-26 18:22:34	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0629729 | val_loss: 0.0629925 | Time: 2976.26 ms
[2020-11-26 18:22:37	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0629671 | val_loss: 0.0629668 | Time: 3093.6 ms
[2020-11-26 18:22:40	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0629626 | val_loss: 0.0629752 | Time: 3103.64 ms
[2020-11-26 18:22:43	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0629677 | val_loss: 0.0629863 | Time: 3149.49 ms
[2020-11-26 18:22:47	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0629658 | val_loss: 0.0629894 | Time: 3280.74 ms
[2020-11-26 18:22:50	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0629523 | val_loss: 0.0629687 | Time: 3024.6 ms
[2020-11-26 18:22:53	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0629495 | val_loss: 0.062992 | Time: 2973.86 ms
[2020-11-26 18:22:56	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0629445 | val_loss: 0.0629648 | Time: 3148.89 ms
[2020-11-26 18:22:59	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0629417 | val_loss: 0.0629647 | Time: 3058.61 ms
[2020-11-26 18:23:02	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0629443 | val_loss: 0.0629611 | Time: 3165.72 ms
[2020-11-26 18:23:05	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0629424 | val_loss: 0.0629429 | Time: 3009.42 ms
[2020-11-26 18:23:08	                main:581]	:	INFO	:	Epoch 31 | loss: 0.0629431 | val_loss: 0.0629514 | Time: 3035.81 ms
[2020-11-26 18:23:11	                main:581]	:	INFO	:	Epoch 32 | loss: 0.062948 | val_loss: 0.062976 | Time: 2962.74 ms
[2020-11-26 18:23:14	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0629541 | val_loss: 0.0629808 | Time: 3005.12 ms
[2020-11-26 18:23:17	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0629975 | val_loss: 0.0630202 | Time: 3030.61 ms
[2020-11-26 18:23:20	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0629941 | val_loss: 0.0630057 | Time: 3023.34 ms
[2020-11-26 18:23:23	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0629993 | val_loss: 0.0630168 | Time: 3014.88 ms
[2020-11-26 18:23:26	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0629931 | val_loss: 0.0630093 | Time: 2990.86 ms
[2020-11-26 18:23:29	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0629884 | val_loss: 0.0630033 | Time: 3152.24 ms
[2020-11-26 18:23:32	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0629933 | val_loss: 0.0630272 | Time: 3043.09 ms
[2020-11-26 18:23:35	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0630081 | val_loss: 0.0630369 | Time: 2970.54 ms
[2020-11-26 18:23:38	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0630141 | val_loss: 0.0630255 | Time: 2958.74 ms
[2020-11-26 18:23:41	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0630121 | val_loss: 0.0630358 | Time: 3131.42 ms
[2020-11-26 18:23:44	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0630116 | val_loss: 0.0630194 | Time: 3021.87 ms
[2020-11-26 18:23:47	                main:581]	:	INFO	:	Epoch 44 | loss: 0.06301 | val_loss: 0.0630258 | Time: 2975.04 ms
[2020-11-26 18:23:50	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0630083 | val_loss: 0.0630087 | Time: 3053.25 ms
[2020-11-26 18:23:53	                main:581]	:	INFO	:	Epoch 46 | loss: 0.063003 | val_loss: 0.063006 | Time: 3001.29 ms
[2020-11-26 18:23:56	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0630057 | val_loss: 0.063037 | Time: 2994.47 ms
[2020-11-26 18:24:00	                main:581]	:	INFO	:	Epoch 48 | loss: 0.063009 | val_loss: 0.063035 | Time: 3098.73 ms
[2020-11-26 18:24:02	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0630021 | val_loss: 0.0630143 | Time: 2970.59 ms
[2020-11-26 18:24:05	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0630047 | val_loss: 0.0630173 | Time: 2962.04 ms
[2020-11-26 18:24:08	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0630024 | val_loss: 0.0630338 | Time: 2985.26 ms
[2020-11-26 18:24:11	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0630091 | val_loss: 0.0630011 | Time: 2978.25 ms
[2020-11-26 18:24:14	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0630023 | val_loss: 0.0629925 | Time: 2989.61 ms
[2020-11-26 18:24:17	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0629987 | val_loss: 0.0630014 | Time: 3047.95 ms
[2020-11-26 18:24:21	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0629988 | val_loss: 0.0630017 | Time: 3092.49 ms
[2020-11-26 18:24:24	                main:581]	:	INFO	:	Epoch 56 | loss: 0.0629986 | val_loss: 0.0630014 | Time: 3006.55 ms
[2020-11-26 18:24:27	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0630173 | val_loss: 0.0630421 | Time: 3022.02 ms
[2020-11-26 18:24:30	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0630246 | val_loss: 0.063043 | Time: 3125.79 ms
[2020-11-26 18:24:33	                main:581]	:	INFO	:	Epoch 59 | loss: 0.063018 | val_loss: 0.0630404 | Time: 2974.66 ms
[2020-11-26 18:24:36	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0630002 | val_loss: 0.0630262 | Time: 2975.11 ms
[2020-11-26 18:24:39	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0629965 | val_loss: 0.063021 | Time: 2987.13 ms
[2020-11-26 18:24:42	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0629998 | val_loss: 0.0630118 | Time: 2979.64 ms
[2020-11-26 18:24:45	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0629993 | val_loss: 0.0630053 | Time: 2967.22 ms
[2020-11-26 18:24:48	                main:581]	:	INFO	:	Epoch 64 | loss: 0.0630091 | val_loss: 0.0630167 | Time: 2988.07 ms
[2020-11-26 18:24:51	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0630091 | val_loss: 0.0630095 | Time: 3028.22 ms
[2020-11-26 18:24:54	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0630069 | val_loss: 0.0630083 | Time: 3040.07 ms
[2020-11-26 18:24:57	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0630103 | val_loss: 0.0630286 | Time: 3018.7 ms
[2020-11-26 18:25:00	                main:581]	:	INFO	:	Epoch 68 | loss: 0.0630062 | val_loss: 0.0630124 | Time: 2966.61 ms
[2020-11-26 18:25:03	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0630072 | val_loss: 0.0630002 | Time: 3000.67 ms
[2020-11-26 18:25:06	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0630096 | val_loss: 0.0630156 | Time: 2959.19 ms
[2020-11-26 18:25:09	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0630113 | val_loss: 0.0630267 | Time: 3029.91 ms
[2020-11-26 18:25:12	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0630278 | val_loss: 0.0630447 | Time: 3006.61 ms
[2020-11-26 18:25:15	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0630278 | val_loss: 0.0630288 | Time: 3006.65 ms
[2020-11-26 18:25:18	                main:581]	:	INFO	:	Epoch 74 | loss: 0.063029 | val_loss: 0.0630273 | Time: 3098.56 ms
[2020-11-26 18:25:21	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0630271 | val_loss: 0.0630345 | Time: 3107.14 ms
[2020-11-26 18:25:24	                main:581]	:	INFO	:	Epoch 76 | loss: 0.06303 | val_loss: 0.0630398 | Time: 3058.08 ms
[2020-11-26 18:25:27	                main:581]	:	INFO	:	Epoch 77 | loss: 0.0630265 | val_loss: 0.0630334 | Time: 3011.57 ms
[2020-11-26 18:25:30	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0630317 | val_loss: 0.0630491 | Time: 3051.3 ms
[2020-11-26 18:25:33	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0630481 | val_loss: 0.0630914 | Time: 3125.6 ms
[2020-11-26 18:25:36	                main:581]	:	INFO	:	Epoch 80 | loss: 0.0630761 | val_loss: 0.063066 | Time: 3074.02 ms
[2020-11-26 18:25:39	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0630647 | val_loss: 0.0630609 | Time: 3086.55 ms
[2020-11-26 18:25:42	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0630616 | val_loss: 0.0630664 | Time: 2945.34 ms
[2020-11-26 18:25:45	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0630547 | val_loss: 0.0630559 | Time: 2985.03 ms
[2020-11-26 18:25:48	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0630571 | val_loss: 0.0630514 | Time: 3041.53 ms
[2020-11-26 18:25:51	                main:581]	:	INFO	:	Epoch 85 | loss: 0.0630297 | val_loss: 0.0630464 | Time: 3049.79 ms
[2020-11-26 18:25:54	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0630293 | val_loss: 0.0630377 | Time: 2975.77 ms
[2020-11-26 18:25:57	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0630339 | val_loss: 0.0630621 | Time: 3057.42 ms
[2020-11-26 18:26:00	                main:581]	:	INFO	:	Epoch 88 | loss: 0.0630349 | val_loss: 0.0630557 | Time: 2999.39 ms
[2020-11-26 18:26:03	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0630294 | val_loss: 0.0630595 | Time: 3102.27 ms
[2020-11-26 18:26:06	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0630197 | val_loss: 0.0630411 | Time: 3066.52 ms
[2020-11-26 18:26:09	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0630292 | val_loss: 0.0630597 | Time: 2974.49 ms
[2020-11-26 18:26:12	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0630315 | val_loss: 0.063055 | Time: 3009.32 ms
[2020-11-26 18:26:16	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0630328 | val_loss: 0.0630548 | Time: 3126.87 ms
[2020-11-26 18:26:19	                main:581]	:	INFO	:	Epoch 94 | loss: 0.0630321 | val_loss: 0.0630393 | Time: 3190.37 ms
[2020-11-26 18:26:22	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0630373 | val_loss: 0.0630457 | Time: 3048.84 ms
[2020-11-26 18:26:25	                main:581]	:	INFO	:	Epoch 96 | loss: 0.0630371 | val_loss: 0.063056 | Time: 3015.92 ms
[2020-11-26 18:26:28	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0630289 | val_loss: 0.063044 | Time: 2964.66 ms
[2020-11-26 18:26:31	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0630288 | val_loss: 0.0630672 | Time: 2985.04 ms
[2020-11-26 18:26:34	                main:581]	:	INFO	:	Epoch 99 | loss: 0.063031 | val_loss: 0.0630685 | Time: 2995.58 ms
[2020-11-26 18:26:37	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0630369 | val_loss: 0.0630457 | Time: 2947.64 ms
[2020-11-26 18:26:40	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0630456 | val_loss: 0.0630869 | Time: 3045.2 ms
[2020-11-26 18:26:43	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0630515 | val_loss: 0.0630694 | Time: 3027.51 ms
[2020-11-26 18:26:46	                main:581]	:	INFO	:	Epoch 103 | loss: 0.063043 | val_loss: 0.063039 | Time: 3184.89 ms
[2020-11-26 18:26:49	                main:581]	:	INFO	:	Epoch 104 | loss: 0.06304 | val_loss: 0.0630439 | Time: 2988.13 ms
[2020-11-26 18:26:52	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0630401 | val_loss: 0.0630456 | Time: 3147.95 ms
[2020-11-26 18:26:55	                main:581]	:	INFO	:	Epoch 106 | loss: 0.063037 | val_loss: 0.0630429 | Time: 2961.66 ms
[2020-11-26 18:26:58	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0630385 | val_loss: 0.0630499 | Time: 3013.08 ms
[2020-11-26 18:27:01	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0630356 | val_loss: 0.0630516 | Time: 3089.98 ms
[2020-11-26 18:27:04	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0630359 | val_loss: 0.0630512 | Time: 3091.82 ms
[2020-11-26 18:27:07	                main:581]	:	INFO	:	Epoch 110 | loss: 0.0630332 | val_loss: 0.0630462 | Time: 3064.83 ms
[2020-11-26 18:27:10	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0630358 | val_loss: 0.063044 | Time: 3020.47 ms
[2020-11-26 18:27:13	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0630369 | val_loss: 0.063041 | Time: 2969.82 ms
[2020-11-26 18:27:16	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0630372 | val_loss: 0.0630463 | Time: 2998.3 ms
[2020-11-26 18:27:19	                main:581]	:	INFO	:	Epoch 114 | loss: 0.0630358 | val_loss: 0.0630457 | Time: 3121.66 ms
[2020-11-26 18:27:22	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0630337 | val_loss: 0.0630498 | Time: 2987.86 ms
[2020-11-26 18:27:25	                main:581]	:	INFO	:	Epoch 116 | loss: 0.063033 | val_loss: 0.0630469 | Time: 3059.98 ms
[2020-11-26 18:27:28	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0630313 | val_loss: 0.0630493 | Time: 2988.54 ms
[2020-11-26 18:27:32	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0630331 | val_loss: 0.0630399 | Time: 3047.55 ms
[2020-11-26 18:27:35	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0630305 | val_loss: 0.0630553 | Time: 3100.62 ms
[2020-11-26 18:27:38	                main:581]	:	INFO	:	Epoch 120 | loss: 0.063058 | val_loss: 0.063054 | Time: 3116.05 ms
[2020-11-26 18:27:41	                main:581]	:	INFO	:	Epoch 121 | loss: 0.0630576 | val_loss: 0.0630695 | Time: 3029.18 ms
[2020-11-26 18:27:44	                main:581]	:	INFO	:	Epoch 122 | loss: 0.0630623 | val_loss: 0.0630793 | Time: 3000.09 ms
[2020-11-26 18:27:47	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0630854 | val_loss: 0.0630792 | Time: 3079.23 ms
[2020-11-26 18:27:50	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0630812 | val_loss: 0.063086 | Time: 2986.03 ms
[2020-11-26 18:27:53	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0630833 | val_loss: 0.0630794 | Time: 2984.12 ms
[2020-11-26 18:27:56	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0630864 | val_loss: 0.0630976 | Time: 3068.69 ms
[2020-11-26 18:27:59	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0631027 | val_loss: 0.0631071 | Time: 2968.23 ms
[2020-11-26 18:28:02	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0630991 | val_loss: 0.0630935 | Time: 3061.21 ms
[2020-11-26 18:28:05	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0631024 | val_loss: 0.0631014 | Time: 3026.76 ms
[2020-11-26 18:28:08	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0631023 | val_loss: 0.0631115 | Time: 2969.91 ms
[2020-11-26 18:28:11	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0631095 | val_loss: 0.0631374 | Time: 3069.49 ms
[2020-11-26 18:28:14	                main:581]	:	INFO	:	Epoch 132 | loss: 0.063126 | val_loss: 0.063124 | Time: 3008.33 ms
[2020-11-26 18:28:17	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0631261 | val_loss: 0.0631242 | Time: 3173.7 ms
[2020-11-26 18:28:20	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0631277 | val_loss: 0.0631469 | Time: 2978.72 ms
[2020-11-26 18:28:23	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0631413 | val_loss: 0.0631478 | Time: 3044.12 ms
[2020-11-26 18:28:26	                main:581]	:	INFO	:	Epoch 136 | loss: 0.0631509 | val_loss: 0.0631414 | Time: 3078.05 ms
[2020-11-26 18:28:29	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0631461 | val_loss: 0.0631319 | Time: 3014.92 ms
[2020-11-26 18:28:32	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0631506 | val_loss: 0.0631436 | Time: 2989.87 ms
[2020-11-26 18:28:35	                main:581]	:	INFO	:	Epoch 139 | loss: 0.0631528 | val_loss: 0.0631471 | Time: 3007.33 ms
[2020-11-26 18:28:38	                main:581]	:	INFO	:	Epoch 140 | loss: 0.063153 | val_loss: 0.0631474 | Time: 2989.3 ms
[2020-11-26 18:28:41	                main:581]	:	INFO	:	Epoch 141 | loss: 0.0631515 | val_loss: 0.0631473 | Time: 2981.77 ms
[2020-11-26 18:28:44	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0631574 | val_loss: 0.0631459 | Time: 2991.1 ms
[2020-11-26 18:28:47	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0631566 | val_loss: 0.063146 | Time: 3051.21 ms
[2020-11-26 18:28:50	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0631601 | val_loss: 0.0631687 | Time: 2998.94 ms
[2020-11-26 18:28:53	                main:581]	:	INFO	:	Epoch 145 | loss: 0.0631738 | val_loss: 0.0631716 | Time: 3069.57 ms
[2020-11-26 18:28:56	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0631752 | val_loss: 0.0631868 | Time: 2948.78 ms
[2020-11-26 18:28:59	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0631793 | val_loss: 0.0631951 | Time: 3089.41 ms
[2020-11-26 18:29:03	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0631845 | val_loss: 0.0631849 | Time: 3119.08 ms
[2020-11-26 18:29:06	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0631745 | val_loss: 0.0631264 | Time: 3095.48 ms
[2020-11-26 18:29:09	                main:581]	:	INFO	:	Epoch 150 | loss: 0.0631454 | val_loss: 0.0631196 | Time: 3012.31 ms
[2020-11-26 18:29:12	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0631417 | val_loss: 0.0631343 | Time: 2995.74 ms
[2020-11-26 18:29:15	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0631408 | val_loss: 0.0631226 | Time: 2991.48 ms
[2020-11-26 18:29:18	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0631442 | val_loss: 0.0631389 | Time: 3024.17 ms
[2020-11-26 18:29:21	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0631369 | val_loss: 0.0631334 | Time: 2980.73 ms
[2020-11-26 18:29:24	                main:581]	:	INFO	:	Epoch 155 | loss: 0.063141 | val_loss: 0.0631292 | Time: 3052.37 ms
[2020-11-26 18:29:27	                main:581]	:	INFO	:	Epoch 156 | loss: 0.063145 | val_loss: 0.0631359 | Time: 3024.75 ms
[2020-11-26 18:29:30	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0631408 | val_loss: 0.0631473 | Time: 2969.52 ms
[2020-11-26 18:29:33	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0631466 | val_loss: 0.063136 | Time: 3043.26 ms
[2020-11-26 18:29:36	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0631441 | val_loss: 0.063142 | Time: 3256.78 ms
[2020-11-26 18:29:39	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0631425 | val_loss: 0.0631383 | Time: 3086.61 ms
[2020-11-26 18:29:42	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0631444 | val_loss: 0.0631552 | Time: 3039.55 ms
[2020-11-26 18:29:45	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0631435 | val_loss: 0.0631432 | Time: 3001.34 ms
[2020-11-26 18:29:48	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0631402 | val_loss: 0.0631319 | Time: 3060.74 ms
[2020-11-26 18:29:51	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0631457 | val_loss: 0.0631267 | Time: 3075.07 ms
[2020-11-26 18:29:54	                main:581]	:	INFO	:	Epoch 165 | loss: 0.063141 | val_loss: 0.0631458 | Time: 2976.86 ms
[2020-11-26 18:29:57	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0631449 | val_loss: 0.0631387 | Time: 3149.43 ms
[2020-11-26 18:30:00	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0631441 | val_loss: 0.0631623 | Time: 2947.31 ms
[2020-11-26 18:30:03	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0631421 | val_loss: 0.0631391 | Time: 2976.5 ms
[2020-11-26 18:30:06	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0631432 | val_loss: 0.0631437 | Time: 3038.05 ms
[2020-11-26 18:30:09	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0631435 | val_loss: 0.063148 | Time: 2943.22 ms
[2020-11-26 18:30:12	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0631495 | val_loss: 0.0631546 | Time: 3059.3 ms
[2020-11-26 18:30:16	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0631426 | val_loss: 0.0631548 | Time: 3160.94 ms
[2020-11-26 18:30:19	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0631459 | val_loss: 0.0631665 | Time: 3049.94 ms
[2020-11-26 18:30:22	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0631556 | val_loss: 0.0631415 | Time: 3133.71 ms
[2020-11-26 18:30:25	                main:581]	:	INFO	:	Epoch 175 | loss: 0.063148 | val_loss: 0.0631509 | Time: 3034.08 ms
[2020-11-26 18:30:28	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0631374 | val_loss: 0.0631436 | Time: 2992.64 ms
[2020-11-26 18:30:31	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0631325 | val_loss: 0.0631394 | Time: 3151.32 ms
[2020-11-26 18:30:34	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0631353 | val_loss: 0.0631568 | Time: 3010.61 ms
[2020-11-26 18:30:37	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0631376 | val_loss: 0.063141 | Time: 3001.7 ms
[2020-11-26 18:30:40	                main:581]	:	INFO	:	Epoch 180 | loss: 0.06313 | val_loss: 0.0631359 | Time: 3113.27 ms
[2020-11-26 18:30:43	                main:581]	:	INFO	:	Epoch 181 | loss: 0.0631293 | val_loss: 0.0631451 | Time: 3036.22 ms
[2020-11-26 18:30:46	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0631368 | val_loss: 0.0631324 | Time: 3136.99 ms
[2020-11-26 18:30:49	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0631379 | val_loss: 0.063137 | Time: 3000.08 ms
[2020-11-26 18:30:52	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0631327 | val_loss: 0.0631326 | Time: 2959.08 ms
[2020-11-26 18:30:55	                main:581]	:	INFO	:	Epoch 185 | loss: 0.0631369 | val_loss: 0.0631438 | Time: 3047.48 ms
[2020-11-26 18:30:58	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0631338 | val_loss: 0.0631397 | Time: 3017.51 ms
[2020-11-26 18:31:01	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0631434 | val_loss: 0.0631688 | Time: 3084.71 ms
[2020-11-26 18:31:04	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0631495 | val_loss: 0.0631705 | Time: 3083.57 ms
[2020-11-26 18:31:07	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0631484 | val_loss: 0.0631429 | Time: 3021.91 ms
[2020-11-26 18:31:11	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0631303 | val_loss: 0.0631348 | Time: 3128.2 ms
[2020-11-26 18:31:14	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0631287 | val_loss: 0.0631245 | Time: 3146.9 ms
[2020-11-26 18:31:17	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0631216 | val_loss: 0.0631317 | Time: 3095.34 ms
[2020-11-26 18:31:17	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.0631317
[2020-11-26 18:31:17	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 18:31:17	                main:615]	:	INFO	:	Success, exiting..
18:31:17 (15609): 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)