Task 2868263

Name rand_automata_0004-1605109696-16465-0_0
Workunit 1293834
Created 11 Nov 2020, 15:48:20 UTC
Sent 11 Nov 2020, 21:54:27 UTC
Report deadline 19 Nov 2020, 21:54:27 UTC
Received 12 Nov 2020, 5:29:06 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4439
Run time 50 min 27 sec
CPU time 50 min 5 sec
Validate state Valid
Credit 959.40
Device peak FLOPS 1,476.13 GFLOPS
Application version Machine Learning Dataset Generator (GPU) v9.75 (cuda10200)
windows_x86_64
Peak working set size 1.41 GB
Peak swap size 2.53 GB
Peak disk usage 1.54 GB

Stderr output

<core_client_version>7.16.11</core_client_version>
<![CDATA[
<stderr_txt>
Machine Learning Dataset Generator v9.75 (Windows/x64) (libTorch: release/1.6 GPU: GeForce GTX 750 Ti)
[2020-11-11 23:38:26	                main:435]	:	INFO	:	Set logging level to 1
[2020-11-11 23:38:26	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-11-11 23:38:26	                main:444]	:	INFO	:	Resolving all filenames
[2020-11-11 23:38:26	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 (exists = 1)
[2020-11-11 23:38:26	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-1605109696-16465-0_0_r1070677075_1 (exists = 0)
[2020-11-11 23:38:26	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-1605109696-16465-0_0_r1070677075_0 (exists = 0)
[2020-11-11 23:38:26	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2020-11-11 23:38:26	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-11 23:38:26	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5
[2020-11-11 23:38:26	                main:474]	:	INFO	:	Configuration: 
[2020-11-11 23:38:26	                main:475]	:	INFO	:	    Model type: LSTM
[2020-11-11 23:38:26	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-11 23:38:26	                main:477]	:	INFO	:	    Max Epochs: 192
[2020-11-11 23:38:26	                main:478]	:	INFO	:	    Batch Size: 32
[2020-11-11 23:38:26	                main:479]	:	INFO	:	    Learning Rate: 0.001
[2020-11-11 23:38:26	                main:480]	:	INFO	:	    Patience: 10
[2020-11-11 23:38:26	                main:481]	:	INFO	:	    Hidden Width: 64
[2020-11-11 23:38:26	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-11 23:38:26	                main:483]	:	INFO	:	    # Backend Layers: 2
[2020-11-11 23:38:26	                main:484]	:	INFO	:	    # Threads: 1
[2020-11-11 23:38:26	                main:486]	:	INFO	:	Preparing Dataset
[2020-11-11 23:38:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory
[2020-11-11 23:38:26	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory
[2020-11-11 23:38:28	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-11 23:38:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory
[2020-11-11 23:38:28	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0004-train-val-dataset.hdf5 into memory
[2020-11-11 23:38:28	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-11 23:38:28	                main:494]	:	INFO	:	Creating Model
[2020-11-11 23:38:28	                main:507]	:	INFO	:	Preparing config file
[2020-11-11 23:38:28	                main:519]	:	INFO	:	Creating new config file
[2020-11-11 23:38:29	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-11-11 23:38:29	                main:562]	:	INFO	:	Starting Training
[2020-11-11 23:38:45	                main:574]	:	INFO	:	Epoch 1 | loss: 0.0656426 | val_loss: 0.0654148 | Time: 15946.3 ms
[2020-11-11 23:39:00	                main:574]	:	INFO	:	Epoch 2 | loss: 0.0640853 | val_loss: 0.062539 | Time: 15707.4 ms
[2020-11-11 23:39:16	                main:574]	:	INFO	:	Epoch 3 | loss: 0.060851 | val_loss: 0.0593838 | Time: 15733.3 ms
[2020-11-11 23:39:32	                main:574]	:	INFO	:	Epoch 4 | loss: 0.0580145 | val_loss: 0.0569745 | Time: 15699.9 ms
[2020-11-11 23:39:47	                main:574]	:	INFO	:	Epoch 5 | loss: 0.0561297 | val_loss: 0.0556244 | Time: 15700.8 ms
[2020-11-11 23:40:03	                main:574]	:	INFO	:	Epoch 6 | loss: 0.0547521 | val_loss: 0.0543225 | Time: 15698.6 ms
[2020-11-11 23:40:19	                main:574]	:	INFO	:	Epoch 7 | loss: 0.0535132 | val_loss: 0.0533253 | Time: 15738.2 ms
[2020-11-11 23:40:34	                main:574]	:	INFO	:	Epoch 8 | loss: 0.0522865 | val_loss: 0.0519024 | Time: 15588.4 ms
[2020-11-11 23:40:50	                main:574]	:	INFO	:	Epoch 9 | loss: 0.0509931 | val_loss: 0.0508079 | Time: 15577.6 ms
[2020-11-11 23:41:06	                main:574]	:	INFO	:	Epoch 10 | loss: 0.0495785 | val_loss: 0.0493067 | Time: 15574.9 ms
[2020-11-11 23:41:21	                main:574]	:	INFO	:	Epoch 11 | loss: 0.0479543 | val_loss: 0.0475372 | Time: 15730.8 ms
[2020-11-11 23:41:37	                main:574]	:	INFO	:	Epoch 12 | loss: 0.0459833 | val_loss: 0.0456501 | Time: 15726.7 ms
[2020-11-11 23:41:53	                main:574]	:	INFO	:	Epoch 13 | loss: 0.043764 | val_loss: 0.0437559 | Time: 15724.4 ms
[2020-11-11 23:42:09	                main:574]	:	INFO	:	Epoch 14 | loss: 0.0412625 | val_loss: 0.0408485 | Time: 15733.7 ms
[2020-11-11 23:42:24	                main:574]	:	INFO	:	Epoch 15 | loss: 0.0384304 | val_loss: 0.0383697 | Time: 15748.5 ms
[2020-11-11 23:42:40	                main:574]	:	INFO	:	Epoch 16 | loss: 0.0357649 | val_loss: 0.0354149 | Time: 15725.3 ms
[2020-11-11 23:42:56	                main:574]	:	INFO	:	Epoch 17 | loss: 0.0331383 | val_loss: 0.0328426 | Time: 15720.7 ms
[2020-11-11 23:43:12	                main:574]	:	INFO	:	Epoch 18 | loss: 0.0302888 | val_loss: 0.0310414 | Time: 15710.3 ms
[2020-11-11 23:43:27	                main:574]	:	INFO	:	Epoch 19 | loss: 0.0281723 | val_loss: 0.0288219 | Time: 15732.1 ms
[2020-11-11 23:43:43	                main:574]	:	INFO	:	Epoch 20 | loss: 0.0280477 | val_loss: 0.0273983 | Time: 15718.8 ms
[2020-11-11 23:43:59	                main:574]	:	INFO	:	Epoch 21 | loss: 0.0246969 | val_loss: 0.0274916 | Time: 15726.2 ms
[2020-11-11 23:44:15	                main:574]	:	INFO	:	Epoch 22 | loss: 0.0235449 | val_loss: 0.0293496 | Time: 15743 ms
[2020-11-11 23:44:30	                main:574]	:	INFO	:	Epoch 23 | loss: 0.0408184 | val_loss: 0.0588818 | Time: 15735.7 ms
[2020-11-11 23:44:46	                main:574]	:	INFO	:	Epoch 24 | loss: 0.0565556 | val_loss: 0.0544996 | Time: 15711.6 ms
[2020-11-11 23:45:02	                main:574]	:	INFO	:	Epoch 25 | loss: 0.0509229 | val_loss: 0.0468054 | Time: 15722.5 ms
[2020-11-11 23:45:17	                main:574]	:	INFO	:	Epoch 26 | loss: 0.0377803 | val_loss: 0.0304792 | Time: 15710.5 ms
[2020-11-11 23:45:33	                main:574]	:	INFO	:	Epoch 27 | loss: 0.0250153 | val_loss: 0.0223455 | Time: 15722.3 ms
[2020-11-11 23:45:49	                main:574]	:	INFO	:	Epoch 28 | loss: 0.021732 | val_loss: 0.0188935 | Time: 15716.3 ms
[2020-11-11 23:46:05	                main:574]	:	INFO	:	Epoch 29 | loss: 0.0185091 | val_loss: 0.0223512 | Time: 15728.9 ms
[2020-11-11 23:46:20	                main:574]	:	INFO	:	Epoch 30 | loss: 0.0184539 | val_loss: 0.0172896 | Time: 15725.8 ms
[2020-11-11 23:46:36	                main:574]	:	INFO	:	Epoch 31 | loss: 0.0188014 | val_loss: 0.018492 | Time: 15721.6 ms
[2020-11-11 23:46:52	                main:574]	:	INFO	:	Epoch 32 | loss: 0.0176325 | val_loss: 0.0177511 | Time: 15718.9 ms
[2020-11-11 23:47:08	                main:574]	:	INFO	:	Epoch 33 | loss: 0.0148699 | val_loss: 0.0148069 | Time: 15721 ms
[2020-11-11 23:47:23	                main:574]	:	INFO	:	Epoch 34 | loss: 0.0309525 | val_loss: 0.0589046 | Time: 15714.2 ms
[2020-11-11 23:47:39	                main:574]	:	INFO	:	Epoch 35 | loss: 0.0560406 | val_loss: 0.0534231 | Time: 15714.4 ms
[2020-11-11 23:47:55	                main:574]	:	INFO	:	Epoch 36 | loss: 0.0473216 | val_loss: 0.0384326 | Time: 15741 ms
[2020-11-11 23:48:11	                main:574]	:	INFO	:	Epoch 37 | loss: 0.0312131 | val_loss: 0.0246482 | Time: 15727.5 ms
[2020-11-11 23:48:26	                main:574]	:	INFO	:	Epoch 38 | loss: 0.0188223 | val_loss: 0.0159907 | Time: 15748.6 ms
[2020-11-11 23:48:42	                main:574]	:	INFO	:	Epoch 39 | loss: 0.0347825 | val_loss: 0.0266118 | Time: 15711.2 ms
[2020-11-11 23:48:58	                main:574]	:	INFO	:	Epoch 40 | loss: 0.0192347 | val_loss: 0.0155598 | Time: 15722.8 ms
[2020-11-11 23:49:14	                main:574]	:	INFO	:	Epoch 41 | loss: 0.0240237 | val_loss: 0.0182716 | Time: 15720.7 ms
[2020-11-11 23:49:29	                main:574]	:	INFO	:	Epoch 42 | loss: 0.0153677 | val_loss: 0.0397856 | Time: 15748.2 ms
[2020-11-11 23:49:45	                main:574]	:	INFO	:	Epoch 43 | loss: 0.0233221 | val_loss: 0.0173406 | Time: 15753.1 ms
[2020-11-11 23:50:01	                main:574]	:	INFO	:	Epoch 44 | loss: 0.0136903 | val_loss: 0.0160938 | Time: 15708.3 ms
[2020-11-11 23:50:17	                main:574]	:	INFO	:	Epoch 45 | loss: 0.0281427 | val_loss: 0.0145049 | Time: 15726.6 ms
[2020-11-11 23:50:32	                main:574]	:	INFO	:	Epoch 46 | loss: 0.0117376 | val_loss: 0.0115053 | Time: 15723.5 ms
[2020-11-11 23:50:48	                main:574]	:	INFO	:	Epoch 47 | loss: 0.0149444 | val_loss: 0.0135338 | Time: 15727.3 ms
[2020-11-11 23:51:04	                main:574]	:	INFO	:	Epoch 48 | loss: 0.0125805 | val_loss: 0.0166237 | Time: 15721.3 ms
[2020-11-11 23:51:19	                main:574]	:	INFO	:	Epoch 49 | loss: 0.0111384 | val_loss: 0.0252105 | Time: 15707.3 ms
[2020-11-11 23:51:35	                main:574]	:	INFO	:	Epoch 50 | loss: 0.0215965 | val_loss: 0.01267 | Time: 15738.6 ms
[2020-11-11 23:51:51	                main:574]	:	INFO	:	Epoch 51 | loss: 0.010928 | val_loss: 0.0113357 | Time: 15739.1 ms
[2020-11-11 23:52:07	                main:574]	:	INFO	:	Epoch 52 | loss: 0.00936377 | val_loss: 0.00944979 | Time: 15705.5 ms
[2020-11-11 23:52:22	                main:574]	:	INFO	:	Epoch 53 | loss: 0.00831348 | val_loss: 0.00882146 | Time: 15736.7 ms
[2020-11-11 23:52:38	                main:574]	:	INFO	:	Epoch 54 | loss: 0.00795019 | val_loss: 0.00849612 | Time: 15713.4 ms
[2020-11-11 23:52:54	                main:574]	:	INFO	:	Epoch 55 | loss: 0.00774836 | val_loss: 0.00845979 | Time: 15735.2 ms
[2020-11-11 23:53:10	                main:574]	:	INFO	:	Epoch 56 | loss: 0.00746597 | val_loss: 0.00767538 | Time: 15710.1 ms
[2020-11-11 23:53:25	                main:574]	:	INFO	:	Epoch 57 | loss: 0.00714081 | val_loss: 0.00742722 | Time: 15737.9 ms
[2020-11-11 23:53:41	                main:574]	:	INFO	:	Epoch 58 | loss: 0.00691773 | val_loss: 0.00739827 | Time: 15704.7 ms
[2020-11-11 23:53:57	                main:574]	:	INFO	:	Epoch 59 | loss: 0.00673324 | val_loss: 0.00700074 | Time: 15729.7 ms
[2020-11-11 23:54:13	                main:574]	:	INFO	:	Epoch 60 | loss: 0.00653089 | val_loss: 0.00686135 | Time: 15727.8 ms
[2020-11-11 23:54:28	                main:574]	:	INFO	:	Epoch 61 | loss: 0.00634466 | val_loss: 0.00661546 | Time: 15732.7 ms
[2020-11-11 23:54:44	                main:574]	:	INFO	:	Epoch 62 | loss: 0.00617614 | val_loss: 0.00646818 | Time: 15704.4 ms
[2020-11-11 23:55:00	                main:574]	:	INFO	:	Epoch 63 | loss: 0.00601037 | val_loss: 0.00627271 | Time: 15719.6 ms
[2020-11-11 23:55:15	                main:574]	:	INFO	:	Epoch 64 | loss: 0.00586165 | val_loss: 0.00611941 | Time: 15704.2 ms
[2020-11-11 23:55:31	                main:574]	:	INFO	:	Epoch 65 | loss: 0.00569283 | val_loss: 0.00607521 | Time: 15737.5 ms
[2020-11-11 23:55:47	                main:574]	:	INFO	:	Epoch 66 | loss: 0.00553347 | val_loss: 0.00580667 | Time: 15712 ms
[2020-11-11 23:56:03	                main:574]	:	INFO	:	Epoch 67 | loss: 0.00537936 | val_loss: 0.00561422 | Time: 15721.6 ms
[2020-11-11 23:56:19	                main:574]	:	INFO	:	Epoch 68 | loss: 0.00520023 | val_loss: 0.0053831 | Time: 15961 ms
[2020-11-11 23:56:35	                main:574]	:	INFO	:	Epoch 69 | loss: 0.00504637 | val_loss: 0.00524765 | Time: 16287.4 ms
[2020-11-11 23:56:51	                main:574]	:	INFO	:	Epoch 70 | loss: 0.0048969 | val_loss: 0.00508294 | Time: 15693.5 ms
[2020-11-11 23:57:06	                main:574]	:	INFO	:	Epoch 71 | loss: 0.00474716 | val_loss: 0.00492189 | Time: 15716.1 ms
[2020-11-11 23:57:22	                main:574]	:	INFO	:	Epoch 72 | loss: 0.00459979 | val_loss: 0.00476905 | Time: 15733.2 ms
[2020-11-11 23:57:38	                main:574]	:	INFO	:	Epoch 73 | loss: 0.00445471 | val_loss: 0.00458903 | Time: 15676.3 ms
[2020-11-11 23:57:54	                main:574]	:	INFO	:	Epoch 74 | loss: 0.0043109 | val_loss: 0.00445274 | Time: 15710.4 ms
[2020-11-11 23:58:09	                main:574]	:	INFO	:	Epoch 75 | loss: 0.0041695 | val_loss: 0.0042935 | Time: 15702.3 ms
[2020-11-11 23:58:25	                main:574]	:	INFO	:	Epoch 76 | loss: 0.00402589 | val_loss: 0.00414584 | Time: 15712.9 ms
[2020-11-11 23:58:41	                main:574]	:	INFO	:	Epoch 77 | loss: 0.00388964 | val_loss: 0.00399334 | Time: 15700.9 ms
[2020-11-11 23:58:56	                main:574]	:	INFO	:	Epoch 78 | loss: 0.0037456 | val_loss: 0.00384082 | Time: 15722.1 ms
[2020-11-11 23:59:12	                main:574]	:	INFO	:	Epoch 79 | loss: 0.00361009 | val_loss: 0.00369446 | Time: 15729 ms
[2020-11-11 23:59:28	                main:574]	:	INFO	:	Epoch 80 | loss: 0.00348162 | val_loss: 0.0035511 | Time: 15718.5 ms
[2020-11-11 23:59:44	                main:574]	:	INFO	:	Epoch 81 | loss: 0.00334648 | val_loss: 0.00337402 | Time: 15695.8 ms
[2020-11-11 23:59:59	                main:574]	:	INFO	:	Epoch 82 | loss: 0.00321502 | val_loss: 0.00324562 | Time: 15687.9 ms
[2020-11-12 00:00:15	                main:574]	:	INFO	:	Epoch 83 | loss: 0.00308928 | val_loss: 0.00309937 | Time: 15708.2 ms
[2020-11-12 00:00:31	                main:574]	:	INFO	:	Epoch 84 | loss: 0.00296516 | val_loss: 0.00297678 | Time: 15749.3 ms
[2020-11-12 00:00:47	                main:574]	:	INFO	:	Epoch 85 | loss: 0.00284507 | val_loss: 0.00284057 | Time: 15712.7 ms
[2020-11-12 00:01:02	                main:574]	:	INFO	:	Epoch 86 | loss: 0.00272634 | val_loss: 0.00271582 | Time: 15731.2 ms
[2020-11-12 00:01:18	                main:574]	:	INFO	:	Epoch 87 | loss: 0.00261237 | val_loss: 0.00260177 | Time: 15737.2 ms
[2020-11-12 00:01:34	                main:574]	:	INFO	:	Epoch 88 | loss: 0.00250078 | val_loss: 0.0024874 | Time: 15706.3 ms
[2020-11-12 00:01:49	                main:574]	:	INFO	:	Epoch 89 | loss: 0.00239335 | val_loss: 0.00237726 | Time: 15706.1 ms
[2020-11-12 00:02:05	                main:574]	:	INFO	:	Epoch 90 | loss: 0.00228943 | val_loss: 0.00226995 | Time: 15709.6 ms
[2020-11-12 00:02:21	                main:574]	:	INFO	:	Epoch 91 | loss: 0.00218709 | val_loss: 0.0021686 | Time: 15712.4 ms
[2020-11-12 00:02:37	                main:574]	:	INFO	:	Epoch 92 | loss: 0.00208937 | val_loss: 0.00206839 | Time: 15740.3 ms
[2020-11-12 00:02:52	                main:574]	:	INFO	:	Epoch 93 | loss: 0.0019954 | val_loss: 0.00197463 | Time: 15713.3 ms
[2020-11-12 00:03:08	                main:574]	:	INFO	:	Epoch 94 | loss: 0.00190399 | val_loss: 0.00188209 | Time: 15686.9 ms
[2020-11-12 00:03:24	                main:574]	:	INFO	:	Epoch 95 | loss: 0.00181633 | val_loss: 0.00179557 | Time: 15711.6 ms
[2020-11-12 00:03:40	                main:574]	:	INFO	:	Epoch 96 | loss: 0.00173211 | val_loss: 0.00171122 | Time: 15709.3 ms
[2020-11-12 00:03:55	                main:574]	:	INFO	:	Epoch 97 | loss: 0.00165142 | val_loss: 0.00162942 | Time: 15705.2 ms
[2020-11-12 00:04:11	                main:574]	:	INFO	:	Epoch 98 | loss: 0.00157335 | val_loss: 0.00155232 | Time: 15718 ms
[2020-11-12 00:04:27	                main:574]	:	INFO	:	Epoch 99 | loss: 0.00149853 | val_loss: 0.00147884 | Time: 15763.3 ms
[2020-11-12 00:04:42	                main:574]	:	INFO	:	Epoch 100 | loss: 0.00142717 | val_loss: 0.00140807 | Time: 15719.2 ms
[2020-11-12 00:04:58	                main:574]	:	INFO	:	Epoch 101 | loss: 0.001359 | val_loss: 0.00134051 | Time: 15705.1 ms
[2020-11-12 00:05:14	                main:574]	:	INFO	:	Epoch 102 | loss: 0.00129476 | val_loss: 0.00127703 | Time: 15732.5 ms
[2020-11-12 00:05:30	                main:574]	:	INFO	:	Epoch 103 | loss: 0.00123234 | val_loss: 0.00121529 | Time: 15712.2 ms
[2020-11-12 00:05:45	                main:574]	:	INFO	:	Epoch 104 | loss: 0.00117332 | val_loss: 0.00115657 | Time: 15702.8 ms
[2020-11-12 00:06:01	                main:574]	:	INFO	:	Epoch 105 | loss: 0.0011171 | val_loss: 0.00110216 | Time: 15714.1 ms
[2020-11-12 00:06:17	                main:574]	:	INFO	:	Epoch 106 | loss: 0.00106341 | val_loss: 0.00104764 | Time: 15741.3 ms
[2020-11-12 00:06:33	                main:574]	:	INFO	:	Epoch 107 | loss: 0.0010126 | val_loss: 0.00099881 | Time: 15760.7 ms
[2020-11-12 00:06:48	                main:574]	:	INFO	:	Epoch 108 | loss: 0.000964136 | val_loss: 0.00095132 | Time: 15711.8 ms
[2020-11-12 00:07:04	                main:574]	:	INFO	:	Epoch 109 | loss: 0.000917939 | val_loss: 0.000905427 | Time: 15705.9 ms
[2020-11-12 00:07:20	                main:574]	:	INFO	:	Epoch 110 | loss: 0.000874149 | val_loss: 0.000862245 | Time: 15708 ms
[2020-11-12 00:07:36	                main:574]	:	INFO	:	Epoch 111 | loss: 0.000831663 | val_loss: 0.000820498 | Time: 15715.4 ms
[2020-11-12 00:07:51	                main:574]	:	INFO	:	Epoch 112 | loss: 0.000791836 | val_loss: 0.000782389 | Time: 15700.8 ms
[2020-11-12 00:08:07	                main:574]	:	INFO	:	Epoch 113 | loss: 0.000753503 | val_loss: 0.000743998 | Time: 15714.5 ms
[2020-11-12 00:08:23	                main:574]	:	INFO	:	Epoch 114 | loss: 0.000717276 | val_loss: 0.00070886 | Time: 15747.3 ms
[2020-11-12 00:08:38	                main:574]	:	INFO	:	Epoch 115 | loss: 0.000683217 | val_loss: 0.000674983 | Time: 15717.3 ms
[2020-11-12 00:08:54	                main:574]	:	INFO	:	Epoch 116 | loss: 0.000649831 | val_loss: 0.000643003 | Time: 15715.7 ms
[2020-11-12 00:09:10	                main:574]	:	INFO	:	Epoch 117 | loss: 0.000618798 | val_loss: 0.000611784 | Time: 15708.7 ms
[2020-11-12 00:09:26	                main:574]	:	INFO	:	Epoch 118 | loss: 0.000589391 | val_loss: 0.000582435 | Time: 15715.9 ms
[2020-11-12 00:09:41	                main:574]	:	INFO	:	Epoch 119 | loss: 0.000561642 | val_loss: 0.000555925 | Time: 15723.2 ms
[2020-11-12 00:09:57	                main:574]	:	INFO	:	Epoch 120 | loss: 0.000534703 | val_loss: 0.000528474 | Time: 15719.6 ms
[2020-11-12 00:10:13	                main:574]	:	INFO	:	Epoch 121 | loss: 0.000509073 | val_loss: 0.000503315 | Time: 15724.3 ms
[2020-11-12 00:10:29	                main:574]	:	INFO	:	Epoch 122 | loss: 0.000484872 | val_loss: 0.000479182 | Time: 15734.4 ms
[2020-11-12 00:10:44	                main:574]	:	INFO	:	Epoch 123 | loss: 0.000462661 | val_loss: 0.000457105 | Time: 15729.2 ms
[2020-11-12 00:11:00	                main:574]	:	INFO	:	Epoch 124 | loss: 0.000440159 | val_loss: 0.000435856 | Time: 15718 ms
[2020-11-12 00:11:16	                main:574]	:	INFO	:	Epoch 125 | loss: 0.00041968 | val_loss: 0.000414911 | Time: 15762.5 ms
[2020-11-12 00:11:32	                main:574]	:	INFO	:	Epoch 126 | loss: 0.00040023 | val_loss: 0.000396134 | Time: 15739.1 ms
[2020-11-12 00:11:47	                main:574]	:	INFO	:	Epoch 127 | loss: 0.00038183 | val_loss: 0.000377099 | Time: 15764.2 ms
[2020-11-12 00:12:03	                main:574]	:	INFO	:	Epoch 128 | loss: 0.000364511 | val_loss: 0.000359225 | Time: 15751.6 ms
[2020-11-12 00:12:19	                main:574]	:	INFO	:	Epoch 129 | loss: 0.000347428 | val_loss: 0.000342322 | Time: 15757.1 ms
[2020-11-12 00:12:35	                main:574]	:	INFO	:	Epoch 130 | loss: 0.000331622 | val_loss: 0.000327018 | Time: 15738.3 ms
[2020-11-12 00:12:50	                main:574]	:	INFO	:	Epoch 131 | loss: 0.000316762 | val_loss: 0.000312971 | Time: 15761.1 ms
[2020-11-12 00:13:06	                main:574]	:	INFO	:	Epoch 132 | loss: 0.000302618 | val_loss: 0.000298724 | Time: 15734 ms
[2020-11-12 00:13:22	                main:574]	:	INFO	:	Epoch 133 | loss: 0.000289102 | val_loss: 0.000284867 | Time: 15687.5 ms
[2020-11-12 00:13:38	                main:574]	:	INFO	:	Epoch 134 | loss: 0.000276263 | val_loss: 0.000272417 | Time: 15596.9 ms
[2020-11-12 00:13:53	                main:574]	:	INFO	:	Epoch 135 | loss: 0.000264671 | val_loss: 0.000260252 | Time: 15608.4 ms
[2020-11-12 00:14:09	                main:574]	:	INFO	:	Epoch 136 | loss: 0.00025281 | val_loss: 0.000251318 | Time: 15584.6 ms
[2020-11-12 00:14:24	                main:574]	:	INFO	:	Epoch 137 | loss: 0.000242168 | val_loss: 0.000240205 | Time: 15586.6 ms
[2020-11-12 00:14:40	                main:574]	:	INFO	:	Epoch 138 | loss: 0.000232123 | val_loss: 0.000228608 | Time: 15574.6 ms
[2020-11-12 00:14:56	                main:574]	:	INFO	:	Epoch 139 | loss: 0.000221782 | val_loss: 0.000218887 | Time: 15588.3 ms
[2020-11-12 00:15:11	                main:574]	:	INFO	:	Epoch 140 | loss: 0.000212137 | val_loss: 0.000209389 | Time: 15574.3 ms
[2020-11-12 00:15:27	                main:574]	:	INFO	:	Epoch 141 | loss: 0.000203154 | val_loss: 0.000201735 | Time: 15588.7 ms
[2020-11-12 00:15:42	                main:574]	:	INFO	:	Epoch 142 | loss: 0.000194525 | val_loss: 0.000192084 | Time: 15612.1 ms
[2020-11-12 00:15:58	                main:574]	:	INFO	:	Epoch 143 | loss: 0.00018661 | val_loss: 0.000184426 | Time: 15569.2 ms
[2020-11-12 00:16:13	                main:574]	:	INFO	:	Epoch 144 | loss: 0.000179146 | val_loss: 0.000176882 | Time: 15573.1 ms
[2020-11-12 00:16:29	                main:574]	:	INFO	:	Epoch 145 | loss: 0.00017223 | val_loss: 0.000170006 | Time: 15586.7 ms
[2020-11-12 00:16:45	                main:574]	:	INFO	:	Epoch 146 | loss: 0.000165466 | val_loss: 0.000164593 | Time: 15595 ms
[2020-11-12 00:17:00	                main:574]	:	INFO	:	Epoch 147 | loss: 0.000159122 | val_loss: 0.000157275 | Time: 15564.3 ms
[2020-11-12 00:17:16	                main:574]	:	INFO	:	Epoch 148 | loss: 0.000153259 | val_loss: 0.000152606 | Time: 15577.4 ms
[2020-11-12 00:17:31	                main:574]	:	INFO	:	Epoch 149 | loss: 0.000147428 | val_loss: 0.000146216 | Time: 15571.7 ms
[2020-11-12 00:17:47	                main:574]	:	INFO	:	Epoch 150 | loss: 0.000142307 | val_loss: 0.000140901 | Time: 15574.7 ms
[2020-11-12 00:18:03	                main:574]	:	INFO	:	Epoch 151 | loss: 0.000137385 | val_loss: 0.000135838 | Time: 15602.1 ms
[2020-11-12 00:18:18	                main:574]	:	INFO	:	Epoch 152 | loss: 0.000132426 | val_loss: 0.000131814 | Time: 15560.8 ms
[2020-11-12 00:18:34	                main:574]	:	INFO	:	Epoch 153 | loss: 0.000127791 | val_loss: 0.000126444 | Time: 15581.9 ms
[2020-11-12 00:18:49	                main:574]	:	INFO	:	Epoch 154 | loss: 0.000123543 | val_loss: 0.000123497 | Time: 15599.4 ms
[2020-11-12 00:19:05	                main:574]	:	INFO	:	Epoch 155 | loss: 0.000119512 | val_loss: 0.000118868 | Time: 15579.8 ms
[2020-11-12 00:19:21	                main:574]	:	INFO	:	Epoch 156 | loss: 0.000115534 | val_loss: 0.000114547 | Time: 15557.4 ms
[2020-11-12 00:19:36	                main:574]	:	INFO	:	Epoch 157 | loss: 0.000111698 | val_loss: 0.000111336 | Time: 15591.8 ms
[2020-11-12 00:19:52	                main:574]	:	INFO	:	Epoch 158 | loss: 0.000108256 | val_loss: 0.000107108 | Time: 15589.9 ms
[2020-11-12 00:20:07	                main:574]	:	INFO	:	Epoch 159 | loss: 0.000105008 | val_loss: 0.000104626 | Time: 15569.7 ms
[2020-11-12 00:20:23	                main:574]	:	INFO	:	Epoch 160 | loss: 0.000101584 | val_loss: 9.99156e-05 | Time: 15599.1 ms
[2020-11-12 00:20:39	                main:574]	:	INFO	:	Epoch 161 | loss: 9.83113e-05 | val_loss: 9.8538e-05 | Time: 15568.9 ms
[2020-11-12 00:20:54	                main:574]	:	INFO	:	Epoch 162 | loss: 9.59686e-05 | val_loss: 9.54839e-05 | Time: 15588.1 ms
[2020-11-12 00:21:10	                main:574]	:	INFO	:	Epoch 163 | loss: 9.28483e-05 | val_loss: 9.25447e-05 | Time: 15576.5 ms
[2020-11-12 00:21:25	                main:574]	:	INFO	:	Epoch 164 | loss: 8.99357e-05 | val_loss: 8.99445e-05 | Time: 15585.6 ms
[2020-11-12 00:21:41	                main:574]	:	INFO	:	Epoch 165 | loss: 8.7526e-05 | val_loss: 8.72816e-05 | Time: 15587.4 ms
[2020-11-12 00:21:57	                main:574]	:	INFO	:	Epoch 166 | loss: 8.53853e-05 | val_loss: 8.53281e-05 | Time: 15581.5 ms
[2020-11-12 00:22:12	                main:574]	:	INFO	:	Epoch 167 | loss: 8.29265e-05 | val_loss: 8.29993e-05 | Time: 15560 ms
[2020-11-12 00:22:28	                main:574]	:	INFO	:	Epoch 168 | loss: 8.03269e-05 | val_loss: 8.0133e-05 | Time: 15618.2 ms
[2020-11-12 00:22:43	                main:574]	:	INFO	:	Epoch 169 | loss: 7.83834e-05 | val_loss: 7.75791e-05 | Time: 15590.2 ms
[2020-11-12 00:22:59	                main:574]	:	INFO	:	Epoch 170 | loss: 7.61655e-05 | val_loss: 7.68597e-05 | Time: 15615.7 ms
[2020-11-12 00:23:15	                main:574]	:	INFO	:	Epoch 171 | loss: 7.47077e-05 | val_loss: 7.46322e-05 | Time: 15567.3 ms
[2020-11-12 00:23:30	                main:574]	:	INFO	:	Epoch 172 | loss: 7.26471e-05 | val_loss: 7.24728e-05 | Time: 15582.2 ms
[2020-11-12 00:23:46	                main:574]	:	INFO	:	Epoch 173 | loss: 7.09244e-05 | val_loss: 7.24708e-05 | Time: 15584.5 ms
[2020-11-12 00:24:01	                main:574]	:	INFO	:	Epoch 174 | loss: 6.94218e-05 | val_loss: 6.83157e-05 | Time: 15581.7 ms
[2020-11-12 00:24:17	                main:574]	:	INFO	:	Epoch 175 | loss: 6.73468e-05 | val_loss: 6.71753e-05 | Time: 15561.6 ms
[2020-11-12 00:24:33	                main:574]	:	INFO	:	Epoch 176 | loss: 6.60198e-05 | val_loss: 6.65046e-05 | Time: 15578.2 ms
[2020-11-12 00:24:48	                main:574]	:	INFO	:	Epoch 177 | loss: 6.48481e-05 | val_loss: 6.39976e-05 | Time: 15580.6 ms
[2020-11-12 00:25:04	                main:574]	:	INFO	:	Epoch 178 | loss: 6.28737e-05 | val_loss: 6.347e-05 | Time: 15908.5 ms
[2020-11-12 00:25:21	                main:574]	:	INFO	:	Epoch 179 | loss: 6.15839e-05 | val_loss: 6.13026e-05 | Time: 16469.5 ms
[2020-11-12 00:25:37	                main:574]	:	INFO	:	Epoch 180 | loss: 6.0497e-05 | val_loss: 6.11313e-05 | Time: 16563 ms
[2020-11-12 00:25:54	                main:574]	:	INFO	:	Epoch 181 | loss: 5.92383e-05 | val_loss: 5.9337e-05 | Time: 16798.4 ms
[2020-11-12 00:26:10	                main:574]	:	INFO	:	Epoch 182 | loss: 5.76173e-05 | val_loss: 5.783e-05 | Time: 15911.5 ms
[2020-11-12 00:26:26	                main:574]	:	INFO	:	Epoch 183 | loss: 5.66151e-05 | val_loss: 5.75933e-05 | Time: 16199.2 ms
[2020-11-12 00:26:42	                main:574]	:	INFO	:	Epoch 184 | loss: 5.54601e-05 | val_loss: 5.5319e-05 | Time: 15743.8 ms
[2020-11-12 00:26:58	                main:574]	:	INFO	:	Epoch 185 | loss: 5.45396e-05 | val_loss: 5.49952e-05 | Time: 15713.5 ms
[2020-11-12 00:27:13	                main:574]	:	INFO	:	Epoch 186 | loss: 5.33757e-05 | val_loss: 5.27902e-05 | Time: 15747.1 ms
[2020-11-12 00:27:29	                main:574]	:	INFO	:	Epoch 187 | loss: 5.20445e-05 | val_loss: 5.19995e-05 | Time: 15758.2 ms
[2020-11-12 00:27:45	                main:574]	:	INFO	:	Epoch 188 | loss: 5.14429e-05 | val_loss: 5.07207e-05 | Time: 15726.2 ms
[2020-11-12 00:28:01	                main:574]	:	INFO	:	Epoch 189 | loss: 5.06764e-05 | val_loss: 5.10675e-05 | Time: 15733.2 ms
[2020-11-12 00:28:16	                main:574]	:	INFO	:	Epoch 190 | loss: 4.93781e-05 | val_loss: 4.91892e-05 | Time: 15735.1 ms
[2020-11-12 00:28:32	                main:574]	:	INFO	:	Epoch 191 | loss: 4.86292e-05 | val_loss: 4.85478e-05 | Time: 15755.4 ms
[2020-11-12 00:28:48	                main:574]	:	INFO	:	Epoch 192 | loss: 4.75701e-05 | val_loss: 4.8013e-05 | Time: 15744.7 ms
[2020-11-12 00:28:48	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 4.8013e-05
[2020-11-12 00:28:48	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-12 00:28:48	                main:608]	:	INFO	:	Success, exiting..
00:28:48 (4336): called boinc_finish(0)

</stderr_txt>
]]>


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A project of the Cognition, Robotics, and Learning (CORAL) Lab at the University of Maryland, Baltimore County (UMBC)