Task 3075565

Name rand_automata_0082-1606118020-23562-93_0
Workunit 1403728
Created 26 Nov 2020, 22:09:07 UTC
Sent 26 Nov 2020, 22:18:59 UTC
Report deadline 3 Dec 2020, 22:18:59 UTC
Received 26 Nov 2020, 22:29:14 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 45 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 17:19:16	                main:442]	:	INFO	:	Set logging level to 1
[2020-11-26 17:19:16	                main:448]	:	INFO	:	Running in BOINC Client mode
[2020-11-26 17:19:16	                main:451]	:	INFO	:	Resolving all filenames
[2020-11-26 17:19:16	                main:459]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5 (exists = 1)
[2020-11-26 17:19:16	                main:459]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-93_0_r2086865974_1 (exists = 0)
[2020-11-26 17:19:16	                main:459]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-93_0_r2086865974_0 (exists = 0)
[2020-11-26 17:19:16	                main:459]	:	INFO	:	Resolved: model-input.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-1606118020-23562-93 (exists = 1)
[2020-11-26 17:19:16	                main:459]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-26 17:19:16	                main:479]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0082-train-val-dataset.hdf5
[2020-11-26 17:19:16	                main:481]	:	INFO	:	Configuration: 
[2020-11-26 17:19:16	                main:482]	:	INFO	:	    Model type: LSTM
[2020-11-26 17:19:16	                main:483]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-26 17:19:16	                main:484]	:	INFO	:	    Max Epochs: 192
[2020-11-26 17:19:16	                main:485]	:	INFO	:	    Batch Size: 32
[2020-11-26 17:19:16	                main:486]	:	INFO	:	    Learning Rate: 0.001
[2020-11-26 17:19:16	                main:487]	:	INFO	:	    Patience: 10
[2020-11-26 17:19:16	                main:488]	:	INFO	:	    Hidden Width: 64
[2020-11-26 17:19:16	                main:489]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-26 17:19:16	                main:490]	:	INFO	:	    # Backend Layers: 2
[2020-11-26 17:19:16	                main:491]	:	INFO	:	    # Threads: 1
[2020-11-26 17:19:16	                main:493]	:	INFO	:	Preparing Dataset
[2020-11-26 17:19:16	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 17:19:16	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 17:19:18	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-26 17:19:18	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 17:19:18	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 17:19:18	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-26 17:19:18	                main:501]	:	INFO	:	Creating Model
[2020-11-26 17:19:18	                main:514]	:	INFO	:	Preparing config file
[2020-11-26 17:19:18	                main:526]	:	INFO	:	Creating new config file
[2020-11-26 17:19:18	                main:545]	:	INFO	:	This is a continuation WU, loading previous network
[2020-11-26 17:19:19	                main:566]	:	INFO	:	Loading DataLoader into Memory
[2020-11-26 17:19:19	                main:569]	:	INFO	:	Starting Training
[2020-11-26 17:19:23	                main:581]	:	INFO	:	Epoch 1 | loss: 0.0608655 | val_loss: 0.0608803 | Time: 4718.47 ms
[2020-11-26 17:19:27	                main:581]	:	INFO	:	Epoch 2 | loss: 0.0608818 | val_loss: 0.0608981 | Time: 3057.23 ms
[2020-11-26 17:19:30	                main:581]	:	INFO	:	Epoch 3 | loss: 0.0609168 | val_loss: 0.0609606 | Time: 3142.96 ms
[2020-11-26 17:19:34	                main:581]	:	INFO	:	Epoch 4 | loss: 0.0609395 | val_loss: 0.0609691 | Time: 3113.13 ms
[2020-11-26 17:19:37	                main:581]	:	INFO	:	Epoch 5 | loss: 0.060928 | val_loss: 0.06092 | Time: 3049.56 ms
[2020-11-26 17:19:40	                main:581]	:	INFO	:	Epoch 6 | loss: 0.0609223 | val_loss: 0.0609266 | Time: 3007.87 ms
[2020-11-26 17:19:43	                main:581]	:	INFO	:	Epoch 7 | loss: 0.0609268 | val_loss: 0.0609682 | Time: 2997.77 ms
[2020-11-26 17:19:46	                main:581]	:	INFO	:	Epoch 8 | loss: 0.0609413 | val_loss: 0.0609391 | Time: 2943.22 ms
[2020-11-26 17:19:49	                main:581]	:	INFO	:	Epoch 9 | loss: 0.0609335 | val_loss: 0.0609431 | Time: 3044.14 ms
[2020-11-26 17:19:52	                main:581]	:	INFO	:	Epoch 10 | loss: 0.0609392 | val_loss: 0.0609405 | Time: 2996.65 ms
[2020-11-26 17:19:55	                main:581]	:	INFO	:	Epoch 11 | loss: 0.0609345 | val_loss: 0.0609343 | Time: 3283.84 ms
[2020-11-26 17:19:58	                main:581]	:	INFO	:	Epoch 12 | loss: 0.0609174 | val_loss: 0.0609268 | Time: 3174.06 ms
[2020-11-26 17:20:01	                main:581]	:	INFO	:	Epoch 13 | loss: 0.0609023 | val_loss: 0.0609243 | Time: 3071.57 ms
[2020-11-26 17:20:04	                main:581]	:	INFO	:	Epoch 14 | loss: 0.0609003 | val_loss: 0.060922 | Time: 2962.41 ms
[2020-11-26 17:20:07	                main:581]	:	INFO	:	Epoch 15 | loss: 0.0608813 | val_loss: 0.0608789 | Time: 3000.75 ms
[2020-11-26 17:20:10	                main:581]	:	INFO	:	Epoch 16 | loss: 0.060879 | val_loss: 0.0609034 | Time: 3107.36 ms
[2020-11-26 17:20:13	                main:581]	:	INFO	:	Epoch 17 | loss: 0.0608752 | val_loss: 0.0609105 | Time: 3041.45 ms
[2020-11-26 17:20:16	                main:581]	:	INFO	:	Epoch 18 | loss: 0.0608827 | val_loss: 0.0609122 | Time: 2991.49 ms
[2020-11-26 17:20:19	                main:581]	:	INFO	:	Epoch 19 | loss: 0.0608787 | val_loss: 0.0609376 | Time: 3138.8 ms
[2020-11-26 17:20:23	                main:581]	:	INFO	:	Epoch 20 | loss: 0.0609029 | val_loss: 0.0609239 | Time: 3170.51 ms
[2020-11-26 17:20:26	                main:581]	:	INFO	:	Epoch 21 | loss: 0.0609219 | val_loss: 0.0609039 | Time: 2963.33 ms
[2020-11-26 17:20:29	                main:581]	:	INFO	:	Epoch 22 | loss: 0.0609198 | val_loss: 0.0609406 | Time: 3001.61 ms
[2020-11-26 17:20:32	                main:581]	:	INFO	:	Epoch 23 | loss: 0.0609251 | val_loss: 0.0609236 | Time: 2999.5 ms
[2020-11-26 17:20:35	                main:581]	:	INFO	:	Epoch 24 | loss: 0.0609112 | val_loss: 0.0609355 | Time: 3102.7 ms
[2020-11-26 17:20:38	                main:581]	:	INFO	:	Epoch 25 | loss: 0.0609278 | val_loss: 0.0609387 | Time: 3065.4 ms
[2020-11-26 17:20:41	                main:581]	:	INFO	:	Epoch 26 | loss: 0.0609266 | val_loss: 0.06095 | Time: 2992.14 ms
[2020-11-26 17:20:44	                main:581]	:	INFO	:	Epoch 27 | loss: 0.0609316 | val_loss: 0.0609375 | Time: 3022.6 ms
[2020-11-26 17:20:47	                main:581]	:	INFO	:	Epoch 28 | loss: 0.0609481 | val_loss: 0.0609441 | Time: 3006.15 ms
[2020-11-26 17:20:50	                main:581]	:	INFO	:	Epoch 29 | loss: 0.0609422 | val_loss: 0.0609466 | Time: 3005.21 ms
[2020-11-26 17:20:53	                main:581]	:	INFO	:	Epoch 30 | loss: 0.0609441 | val_loss: 0.0609479 | Time: 3179 ms
[2020-11-26 17:20:56	                main:581]	:	INFO	:	Epoch 31 | loss: 0.060938 | val_loss: 0.0609435 | Time: 3008.97 ms
[2020-11-26 17:20:59	                main:581]	:	INFO	:	Epoch 32 | loss: 0.060938 | val_loss: 0.0609387 | Time: 3036.75 ms
[2020-11-26 17:21:02	                main:581]	:	INFO	:	Epoch 33 | loss: 0.0609363 | val_loss: 0.0609623 | Time: 3021.62 ms
[2020-11-26 17:21:05	                main:581]	:	INFO	:	Epoch 34 | loss: 0.0609369 | val_loss: 0.0609566 | Time: 3120.09 ms
[2020-11-26 17:21:08	                main:581]	:	INFO	:	Epoch 35 | loss: 0.0609399 | val_loss: 0.0609667 | Time: 3033.46 ms
[2020-11-26 17:21:11	                main:581]	:	INFO	:	Epoch 36 | loss: 0.0609405 | val_loss: 0.0609511 | Time: 3014.5 ms
[2020-11-26 17:21:14	                main:581]	:	INFO	:	Epoch 37 | loss: 0.0609413 | val_loss: 0.0609502 | Time: 3011.24 ms
[2020-11-26 17:21:17	                main:581]	:	INFO	:	Epoch 38 | loss: 0.0609401 | val_loss: 0.0609399 | Time: 2944.06 ms
[2020-11-26 17:21:20	                main:581]	:	INFO	:	Epoch 39 | loss: 0.0609393 | val_loss: 0.0609457 | Time: 3016.63 ms
[2020-11-26 17:21:23	                main:581]	:	INFO	:	Epoch 40 | loss: 0.0609405 | val_loss: 0.0609406 | Time: 2949.97 ms
[2020-11-26 17:21:26	                main:581]	:	INFO	:	Epoch 41 | loss: 0.0609381 | val_loss: 0.0609519 | Time: 2984.94 ms
[2020-11-26 17:21:29	                main:581]	:	INFO	:	Epoch 42 | loss: 0.0609486 | val_loss: 0.06095 | Time: 3048.87 ms
[2020-11-26 17:21:32	                main:581]	:	INFO	:	Epoch 43 | loss: 0.0609478 | val_loss: 0.0609433 | Time: 3042.67 ms
[2020-11-26 17:21:35	                main:581]	:	INFO	:	Epoch 44 | loss: 0.0609431 | val_loss: 0.0609611 | Time: 3120.33 ms
[2020-11-26 17:21:38	                main:581]	:	INFO	:	Epoch 45 | loss: 0.0609342 | val_loss: 0.0609709 | Time: 3014.49 ms
[2020-11-26 17:21:41	                main:581]	:	INFO	:	Epoch 46 | loss: 0.0609268 | val_loss: 0.0609411 | Time: 3114.97 ms
[2020-11-26 17:21:44	                main:581]	:	INFO	:	Epoch 47 | loss: 0.0609374 | val_loss: 0.0609305 | Time: 3018.37 ms
[2020-11-26 17:21:47	                main:581]	:	INFO	:	Epoch 48 | loss: 0.0609295 | val_loss: 0.0609383 | Time: 3037.2 ms
[2020-11-26 17:21:50	                main:581]	:	INFO	:	Epoch 49 | loss: 0.0609437 | val_loss: 0.0609454 | Time: 3012.2 ms
[2020-11-26 17:21:53	                main:581]	:	INFO	:	Epoch 50 | loss: 0.0609404 | val_loss: 0.0609255 | Time: 3028.03 ms
[2020-11-26 17:21:57	                main:581]	:	INFO	:	Epoch 51 | loss: 0.0609305 | val_loss: 0.0609168 | Time: 3136.82 ms
[2020-11-26 17:22:00	                main:581]	:	INFO	:	Epoch 52 | loss: 0.0609266 | val_loss: 0.0609226 | Time: 2961.32 ms
[2020-11-26 17:22:03	                main:581]	:	INFO	:	Epoch 53 | loss: 0.0609372 | val_loss: 0.0609546 | Time: 2972.18 ms
[2020-11-26 17:22:06	                main:581]	:	INFO	:	Epoch 54 | loss: 0.0609805 | val_loss: 0.0609844 | Time: 2967.62 ms
[2020-11-26 17:22:09	                main:581]	:	INFO	:	Epoch 55 | loss: 0.0609906 | val_loss: 0.0609636 | Time: 2989.16 ms
[2020-11-26 17:22:11	                main:581]	:	INFO	:	Epoch 56 | loss: 0.061027 | val_loss: 0.0610616 | Time: 2980.73 ms
[2020-11-26 17:22:14	                main:581]	:	INFO	:	Epoch 57 | loss: 0.0610765 | val_loss: 0.0610787 | Time: 2952.04 ms
[2020-11-26 17:22:18	                main:581]	:	INFO	:	Epoch 58 | loss: 0.0610717 | val_loss: 0.0610766 | Time: 3088.04 ms
[2020-11-26 17:22:21	                main:581]	:	INFO	:	Epoch 59 | loss: 0.0611333 | val_loss: 0.0612163 | Time: 3013.46 ms
[2020-11-26 17:22:24	                main:581]	:	INFO	:	Epoch 60 | loss: 0.0613661 | val_loss: 0.0614465 | Time: 3039.47 ms
[2020-11-26 17:22:27	                main:581]	:	INFO	:	Epoch 61 | loss: 0.0614136 | val_loss: 0.0613717 | Time: 2976.96 ms
[2020-11-26 17:22:30	                main:581]	:	INFO	:	Epoch 62 | loss: 0.0613515 | val_loss: 0.0613101 | Time: 3059.43 ms
[2020-11-26 17:22:33	                main:581]	:	INFO	:	Epoch 63 | loss: 0.0613442 | val_loss: 0.0614131 | Time: 3027.96 ms
[2020-11-26 17:22:36	                main:581]	:	INFO	:	Epoch 64 | loss: 0.061448 | val_loss: 0.0614644 | Time: 3022.37 ms
[2020-11-26 17:22:39	                main:581]	:	INFO	:	Epoch 65 | loss: 0.0614467 | val_loss: 0.0614112 | Time: 2974.16 ms
[2020-11-26 17:22:42	                main:581]	:	INFO	:	Epoch 66 | loss: 0.0615646 | val_loss: 0.0615904 | Time: 3251.04 ms
[2020-11-26 17:22:45	                main:581]	:	INFO	:	Epoch 67 | loss: 0.0616562 | val_loss: 0.0616674 | Time: 3081.41 ms
[2020-11-26 17:22:48	                main:581]	:	INFO	:	Epoch 68 | loss: 0.061717 | val_loss: 0.0616585 | Time: 2974.58 ms
[2020-11-26 17:22:51	                main:581]	:	INFO	:	Epoch 69 | loss: 0.0617073 | val_loss: 0.0616692 | Time: 3079.89 ms
[2020-11-26 17:22:54	                main:581]	:	INFO	:	Epoch 70 | loss: 0.0615866 | val_loss: 0.0615165 | Time: 3177.95 ms
[2020-11-26 17:22:57	                main:581]	:	INFO	:	Epoch 71 | loss: 0.0615615 | val_loss: 0.0615151 | Time: 3032.93 ms
[2020-11-26 17:23:00	                main:581]	:	INFO	:	Epoch 72 | loss: 0.0615555 | val_loss: 0.0615246 | Time: 3119.01 ms
[2020-11-26 17:23:03	                main:581]	:	INFO	:	Epoch 73 | loss: 0.0615509 | val_loss: 0.0615188 | Time: 3094.44 ms
[2020-11-26 17:23:06	                main:581]	:	INFO	:	Epoch 74 | loss: 0.0615497 | val_loss: 0.0615194 | Time: 2956.33 ms
[2020-11-26 17:23:09	                main:581]	:	INFO	:	Epoch 75 | loss: 0.0615659 | val_loss: 0.0615377 | Time: 3024.51 ms
[2020-11-26 17:23:12	                main:581]	:	INFO	:	Epoch 76 | loss: 0.0616146 | val_loss: 0.0616298 | Time: 2977.03 ms
[2020-11-26 17:23:16	                main:581]	:	INFO	:	Epoch 77 | loss: 0.061798 | val_loss: 0.0618681 | Time: 3200.89 ms
[2020-11-26 17:23:19	                main:581]	:	INFO	:	Epoch 78 | loss: 0.0619009 | val_loss: 0.0619092 | Time: 3002.54 ms
[2020-11-26 17:23:22	                main:581]	:	INFO	:	Epoch 79 | loss: 0.0620006 | val_loss: 0.0619732 | Time: 2959.47 ms
[2020-11-26 17:23:25	                main:581]	:	INFO	:	Epoch 80 | loss: 0.062061 | val_loss: 0.0620182 | Time: 2942.95 ms
[2020-11-26 17:23:27	                main:581]	:	INFO	:	Epoch 81 | loss: 0.0620425 | val_loss: 0.0620369 | Time: 2959 ms
[2020-11-26 17:23:31	                main:581]	:	INFO	:	Epoch 82 | loss: 0.0620503 | val_loss: 0.0620119 | Time: 3040.54 ms
[2020-11-26 17:23:34	                main:581]	:	INFO	:	Epoch 83 | loss: 0.0620691 | val_loss: 0.062039 | Time: 3001.65 ms
[2020-11-26 17:23:36	                main:581]	:	INFO	:	Epoch 84 | loss: 0.0620497 | val_loss: 0.0620153 | Time: 2963.59 ms
[2020-11-26 17:23:40	                main:581]	:	INFO	:	Epoch 85 | loss: 0.06205 | val_loss: 0.0620147 | Time: 3012.05 ms
[2020-11-26 17:23:42	                main:581]	:	INFO	:	Epoch 86 | loss: 0.0620581 | val_loss: 0.0619914 | Time: 2948.16 ms
[2020-11-26 17:23:46	                main:581]	:	INFO	:	Epoch 87 | loss: 0.0620493 | val_loss: 0.0619972 | Time: 3156.82 ms
[2020-11-26 17:23:49	                main:581]	:	INFO	:	Epoch 88 | loss: 0.062044 | val_loss: 0.0619913 | Time: 2956.47 ms
[2020-11-26 17:23:52	                main:581]	:	INFO	:	Epoch 89 | loss: 0.0620307 | val_loss: 0.0619756 | Time: 2972.79 ms
[2020-11-26 17:23:55	                main:581]	:	INFO	:	Epoch 90 | loss: 0.0620366 | val_loss: 0.0620397 | Time: 2979.93 ms
[2020-11-26 17:23:57	                main:581]	:	INFO	:	Epoch 91 | loss: 0.0620898 | val_loss: 0.0620455 | Time: 2951.73 ms
[2020-11-26 17:24:01	                main:581]	:	INFO	:	Epoch 92 | loss: 0.0620884 | val_loss: 0.0620486 | Time: 3094.16 ms
[2020-11-26 17:24:04	                main:581]	:	INFO	:	Epoch 93 | loss: 0.0620947 | val_loss: 0.0620699 | Time: 2990.3 ms
[2020-11-26 17:24:07	                main:581]	:	INFO	:	Epoch 94 | loss: 0.062094 | val_loss: 0.062046 | Time: 2969 ms
[2020-11-26 17:24:09	                main:581]	:	INFO	:	Epoch 95 | loss: 0.0620847 | val_loss: 0.0620293 | Time: 2967.35 ms
[2020-11-26 17:24:12	                main:581]	:	INFO	:	Epoch 96 | loss: 0.062078 | val_loss: 0.0620226 | Time: 2957.55 ms
[2020-11-26 17:24:15	                main:581]	:	INFO	:	Epoch 97 | loss: 0.0620777 | val_loss: 0.0620439 | Time: 2992.29 ms
[2020-11-26 17:24:19	                main:581]	:	INFO	:	Epoch 98 | loss: 0.0620747 | val_loss: 0.0620213 | Time: 3300.55 ms
[2020-11-26 17:24:22	                main:581]	:	INFO	:	Epoch 99 | loss: 0.0620771 | val_loss: 0.062065 | Time: 2954.44 ms
[2020-11-26 17:24:25	                main:581]	:	INFO	:	Epoch 100 | loss: 0.0620843 | val_loss: 0.0620327 | Time: 3187.43 ms
[2020-11-26 17:24:28	                main:581]	:	INFO	:	Epoch 101 | loss: 0.0620478 | val_loss: 0.0619809 | Time: 2973.15 ms
[2020-11-26 17:24:31	                main:581]	:	INFO	:	Epoch 102 | loss: 0.0620447 | val_loss: 0.0620372 | Time: 3002.3 ms
[2020-11-26 17:24:34	                main:581]	:	INFO	:	Epoch 103 | loss: 0.0620783 | val_loss: 0.0620326 | Time: 2945.46 ms
[2020-11-26 17:24:37	                main:581]	:	INFO	:	Epoch 104 | loss: 0.0620823 | val_loss: 0.0620628 | Time: 3093.63 ms
[2020-11-26 17:24:40	                main:581]	:	INFO	:	Epoch 105 | loss: 0.0620933 | val_loss: 0.0620397 | Time: 3141.16 ms
[2020-11-26 17:24:43	                main:581]	:	INFO	:	Epoch 106 | loss: 0.0620769 | val_loss: 0.0620203 | Time: 3005.98 ms
[2020-11-26 17:24:46	                main:581]	:	INFO	:	Epoch 107 | loss: 0.0620357 | val_loss: 0.0620026 | Time: 3024.47 ms
[2020-11-26 17:24:49	                main:581]	:	INFO	:	Epoch 108 | loss: 0.0620285 | val_loss: 0.0620062 | Time: 2961.94 ms
[2020-11-26 17:24:52	                main:581]	:	INFO	:	Epoch 109 | loss: 0.0620282 | val_loss: 0.062 | Time: 2956 ms
[2020-11-26 17:24:55	                main:581]	:	INFO	:	Epoch 110 | loss: 0.062023 | val_loss: 0.0620125 | Time: 3055.87 ms
[2020-11-26 17:24:58	                main:581]	:	INFO	:	Epoch 111 | loss: 0.0620251 | val_loss: 0.0620111 | Time: 3040.61 ms
[2020-11-26 17:25:01	                main:581]	:	INFO	:	Epoch 112 | loss: 0.0620177 | val_loss: 0.0620252 | Time: 2992.66 ms
[2020-11-26 17:25:04	                main:581]	:	INFO	:	Epoch 113 | loss: 0.0620208 | val_loss: 0.0620098 | Time: 2963.34 ms
[2020-11-26 17:25:07	                main:581]	:	INFO	:	Epoch 114 | loss: 0.062034 | val_loss: 0.0620085 | Time: 3014.55 ms
[2020-11-26 17:25:10	                main:581]	:	INFO	:	Epoch 115 | loss: 0.0620368 | val_loss: 0.0620056 | Time: 2981.7 ms
[2020-11-26 17:25:13	                main:581]	:	INFO	:	Epoch 116 | loss: 0.06203 | val_loss: 0.0619971 | Time: 3005.85 ms
[2020-11-26 17:25:16	                main:581]	:	INFO	:	Epoch 117 | loss: 0.0620272 | val_loss: 0.0619928 | Time: 3035.73 ms
[2020-11-26 17:25:19	                main:581]	:	INFO	:	Epoch 118 | loss: 0.0620284 | val_loss: 0.061996 | Time: 3090.81 ms
[2020-11-26 17:25:22	                main:581]	:	INFO	:	Epoch 119 | loss: 0.0620241 | val_loss: 0.0620034 | Time: 2978.07 ms
[2020-11-26 17:25:25	                main:581]	:	INFO	:	Epoch 120 | loss: 0.0620197 | val_loss: 0.0620085 | Time: 3028.01 ms
[2020-11-26 17:25:28	                main:581]	:	INFO	:	Epoch 121 | loss: 0.062017 | val_loss: 0.062022 | Time: 3016.69 ms
[2020-11-26 17:25:31	                main:581]	:	INFO	:	Epoch 122 | loss: 0.062014 | val_loss: 0.06197 | Time: 2971.58 ms
[2020-11-26 17:25:34	                main:581]	:	INFO	:	Epoch 123 | loss: 0.0620089 | val_loss: 0.0619835 | Time: 2992.16 ms
[2020-11-26 17:25:37	                main:581]	:	INFO	:	Epoch 124 | loss: 0.0620065 | val_loss: 0.0619726 | Time: 3050.26 ms
[2020-11-26 17:25:40	                main:581]	:	INFO	:	Epoch 125 | loss: 0.0620108 | val_loss: 0.0619745 | Time: 3027.31 ms
[2020-11-26 17:25:43	                main:581]	:	INFO	:	Epoch 126 | loss: 0.0620031 | val_loss: 0.0619835 | Time: 3046.56 ms
[2020-11-26 17:25:46	                main:581]	:	INFO	:	Epoch 127 | loss: 0.0620062 | val_loss: 0.061999 | Time: 3017.08 ms
[2020-11-26 17:25:50	                main:581]	:	INFO	:	Epoch 128 | loss: 0.0620138 | val_loss: 0.061981 | Time: 3199.21 ms
[2020-11-26 17:25:52	                main:581]	:	INFO	:	Epoch 129 | loss: 0.0620046 | val_loss: 0.0619712 | Time: 2943.72 ms
[2020-11-26 17:25:55	                main:581]	:	INFO	:	Epoch 130 | loss: 0.0620043 | val_loss: 0.061969 | Time: 2964.29 ms
[2020-11-26 17:25:59	                main:581]	:	INFO	:	Epoch 131 | loss: 0.0620054 | val_loss: 0.0619946 | Time: 3190.47 ms
[2020-11-26 17:26:02	                main:581]	:	INFO	:	Epoch 132 | loss: 0.0620086 | val_loss: 0.0619822 | Time: 2988.46 ms
[2020-11-26 17:26:05	                main:581]	:	INFO	:	Epoch 133 | loss: 0.0620084 | val_loss: 0.0619932 | Time: 3074.35 ms
[2020-11-26 17:26:08	                main:581]	:	INFO	:	Epoch 134 | loss: 0.0620085 | val_loss: 0.0619951 | Time: 2967.2 ms
[2020-11-26 17:26:11	                main:581]	:	INFO	:	Epoch 135 | loss: 0.0620041 | val_loss: 0.0619945 | Time: 3028.06 ms
[2020-11-26 17:26:14	                main:581]	:	INFO	:	Epoch 136 | loss: 0.062005 | val_loss: 0.0619822 | Time: 3061.34 ms
[2020-11-26 17:26:17	                main:581]	:	INFO	:	Epoch 137 | loss: 0.0620071 | val_loss: 0.0619582 | Time: 3000.61 ms
[2020-11-26 17:26:20	                main:581]	:	INFO	:	Epoch 138 | loss: 0.0620017 | val_loss: 0.0619523 | Time: 2963.83 ms
[2020-11-26 17:26:23	                main:581]	:	INFO	:	Epoch 139 | loss: 0.062004 | val_loss: 0.0619787 | Time: 3052.29 ms
[2020-11-26 17:26:26	                main:581]	:	INFO	:	Epoch 140 | loss: 0.0620039 | val_loss: 0.0619783 | Time: 3057.42 ms
[2020-11-26 17:26:29	                main:581]	:	INFO	:	Epoch 141 | loss: 0.062005 | val_loss: 0.0619904 | Time: 2968.59 ms
[2020-11-26 17:26:32	                main:581]	:	INFO	:	Epoch 142 | loss: 0.0619961 | val_loss: 0.0619822 | Time: 3043.04 ms
[2020-11-26 17:26:35	                main:581]	:	INFO	:	Epoch 143 | loss: 0.0620013 | val_loss: 0.0619667 | Time: 3059.68 ms
[2020-11-26 17:26:38	                main:581]	:	INFO	:	Epoch 144 | loss: 0.0619966 | val_loss: 0.0619991 | Time: 3013.41 ms
[2020-11-26 17:26:41	                main:581]	:	INFO	:	Epoch 145 | loss: 0.062 | val_loss: 0.0619636 | Time: 2976.28 ms
[2020-11-26 17:26:44	                main:581]	:	INFO	:	Epoch 146 | loss: 0.0620258 | val_loss: 0.0620309 | Time: 2957.92 ms
[2020-11-26 17:26:47	                main:581]	:	INFO	:	Epoch 147 | loss: 0.0620496 | val_loss: 0.0620298 | Time: 2935.71 ms
[2020-11-26 17:26:50	                main:581]	:	INFO	:	Epoch 148 | loss: 0.0620485 | val_loss: 0.0620316 | Time: 2996.4 ms
[2020-11-26 17:26:53	                main:581]	:	INFO	:	Epoch 149 | loss: 0.0620443 | val_loss: 0.0620339 | Time: 2954.49 ms
[2020-11-26 17:26:56	                main:581]	:	INFO	:	Epoch 150 | loss: 0.062043 | val_loss: 0.0620268 | Time: 2956.83 ms
[2020-11-26 17:26:59	                main:581]	:	INFO	:	Epoch 151 | loss: 0.0620468 | val_loss: 0.0620347 | Time: 3100.13 ms
[2020-11-26 17:27:02	                main:581]	:	INFO	:	Epoch 152 | loss: 0.0620479 | val_loss: 0.062039 | Time: 2941.57 ms
[2020-11-26 17:27:05	                main:581]	:	INFO	:	Epoch 153 | loss: 0.0620453 | val_loss: 0.0620527 | Time: 2978.45 ms
[2020-11-26 17:27:08	                main:581]	:	INFO	:	Epoch 154 | loss: 0.0620443 | val_loss: 0.062047 | Time: 2951.28 ms
[2020-11-26 17:27:11	                main:581]	:	INFO	:	Epoch 155 | loss: 0.0620491 | val_loss: 0.0620416 | Time: 3003.35 ms
[2020-11-26 17:27:14	                main:581]	:	INFO	:	Epoch 156 | loss: 0.0620471 | val_loss: 0.0620398 | Time: 2984.22 ms
[2020-11-26 17:27:17	                main:581]	:	INFO	:	Epoch 157 | loss: 0.0620456 | val_loss: 0.0620492 | Time: 3166.88 ms
[2020-11-26 17:27:20	                main:581]	:	INFO	:	Epoch 158 | loss: 0.0620454 | val_loss: 0.0620349 | Time: 3087.06 ms
[2020-11-26 17:27:23	                main:581]	:	INFO	:	Epoch 159 | loss: 0.0620447 | val_loss: 0.0620356 | Time: 3227.13 ms
[2020-11-26 17:27:26	                main:581]	:	INFO	:	Epoch 160 | loss: 0.0620449 | val_loss: 0.0620308 | Time: 3170.38 ms
[2020-11-26 17:27:29	                main:581]	:	INFO	:	Epoch 161 | loss: 0.0620426 | val_loss: 0.0620433 | Time: 3007.26 ms
[2020-11-26 17:27:32	                main:581]	:	INFO	:	Epoch 162 | loss: 0.0620474 | val_loss: 0.0620359 | Time: 2967.38 ms
[2020-11-26 17:27:35	                main:581]	:	INFO	:	Epoch 163 | loss: 0.0620449 | val_loss: 0.0620478 | Time: 2956.91 ms
[2020-11-26 17:27:38	                main:581]	:	INFO	:	Epoch 164 | loss: 0.0620448 | val_loss: 0.0620428 | Time: 3058.17 ms
[2020-11-26 17:27:41	                main:581]	:	INFO	:	Epoch 165 | loss: 0.0620446 | val_loss: 0.0620505 | Time: 2971.74 ms
[2020-11-26 17:27:44	                main:581]	:	INFO	:	Epoch 166 | loss: 0.0620445 | val_loss: 0.0620495 | Time: 2969.97 ms
[2020-11-26 17:27:47	                main:581]	:	INFO	:	Epoch 167 | loss: 0.0620425 | val_loss: 0.0620371 | Time: 3074.6 ms
[2020-11-26 17:27:50	                main:581]	:	INFO	:	Epoch 168 | loss: 0.0620405 | val_loss: 0.0620401 | Time: 3002.9 ms
[2020-11-26 17:27:53	                main:581]	:	INFO	:	Epoch 169 | loss: 0.0620435 | val_loss: 0.0620445 | Time: 3042.39 ms
[2020-11-26 17:27:56	                main:581]	:	INFO	:	Epoch 170 | loss: 0.0620479 | val_loss: 0.0620281 | Time: 3013.25 ms
[2020-11-26 17:27:59	                main:581]	:	INFO	:	Epoch 171 | loss: 0.0620492 | val_loss: 0.0620259 | Time: 2988.81 ms
[2020-11-26 17:28:02	                main:581]	:	INFO	:	Epoch 172 | loss: 0.0620456 | val_loss: 0.062032 | Time: 3010.5 ms
[2020-11-26 17:28:05	                main:581]	:	INFO	:	Epoch 173 | loss: 0.0620431 | val_loss: 0.062023 | Time: 2984.09 ms
[2020-11-26 17:28:08	                main:581]	:	INFO	:	Epoch 174 | loss: 0.0620425 | val_loss: 0.0620324 | Time: 2996.59 ms
[2020-11-26 17:28:11	                main:581]	:	INFO	:	Epoch 175 | loss: 0.0620464 | val_loss: 0.0620357 | Time: 2970.3 ms
[2020-11-26 17:28:15	                main:581]	:	INFO	:	Epoch 176 | loss: 0.0620464 | val_loss: 0.0620433 | Time: 3257.25 ms
[2020-11-26 17:28:18	                main:581]	:	INFO	:	Epoch 177 | loss: 0.0620423 | val_loss: 0.0620461 | Time: 3022.09 ms
[2020-11-26 17:28:21	                main:581]	:	INFO	:	Epoch 178 | loss: 0.0620456 | val_loss: 0.0620156 | Time: 2981.98 ms
[2020-11-26 17:28:24	                main:581]	:	INFO	:	Epoch 179 | loss: 0.0620455 | val_loss: 0.0620113 | Time: 2974.5 ms
[2020-11-26 17:28:27	                main:581]	:	INFO	:	Epoch 180 | loss: 0.0620437 | val_loss: 0.0620215 | Time: 3006.3 ms
[2020-11-26 17:28:30	                main:581]	:	INFO	:	Epoch 181 | loss: 0.062042 | val_loss: 0.0620137 | Time: 3053.4 ms
[2020-11-26 17:28:33	                main:581]	:	INFO	:	Epoch 182 | loss: 0.0620399 | val_loss: 0.0620158 | Time: 3480.6 ms
[2020-11-26 17:28:36	                main:581]	:	INFO	:	Epoch 183 | loss: 0.0620404 | val_loss: 0.0620181 | Time: 3004.44 ms
[2020-11-26 17:28:39	                main:581]	:	INFO	:	Epoch 184 | loss: 0.0620421 | val_loss: 0.0620163 | Time: 2941.77 ms
[2020-11-26 17:28:42	                main:581]	:	INFO	:	Epoch 185 | loss: 0.062037 | val_loss: 0.062007 | Time: 3123.69 ms
[2020-11-26 17:28:45	                main:581]	:	INFO	:	Epoch 186 | loss: 0.0620419 | val_loss: 0.0620072 | Time: 2999.51 ms
[2020-11-26 17:28:48	                main:581]	:	INFO	:	Epoch 187 | loss: 0.0620394 | val_loss: 0.062016 | Time: 3241.27 ms
[2020-11-26 17:28:52	                main:581]	:	INFO	:	Epoch 188 | loss: 0.0620436 | val_loss: 0.0620223 | Time: 3174.85 ms
[2020-11-26 17:28:55	                main:581]	:	INFO	:	Epoch 189 | loss: 0.0620432 | val_loss: 0.0620254 | Time: 3201.03 ms
[2020-11-26 17:28:58	                main:581]	:	INFO	:	Epoch 190 | loss: 0.0620431 | val_loss: 0.0620147 | Time: 3113.75 ms
[2020-11-26 17:29:01	                main:581]	:	INFO	:	Epoch 191 | loss: 0.0620386 | val_loss: 0.0620246 | Time: 2969.66 ms
[2020-11-26 17:29:04	                main:581]	:	INFO	:	Epoch 192 | loss: 0.0620413 | val_loss: 0.062014 | Time: 3084.28 ms
[2020-11-26 17:29:04	                main:604]	:	INFO	:	Saving trained model to model-final.pt, val_loss 0.062014
[2020-11-26 17:29:04	                main:610]	:	INFO	:	Saving end state to config to file
[2020-11-26 17:29:04	                main:615]	:	INFO	:	Success, exiting..
17:29:04 (15462): 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)