Task 2868259

Name rand_automata_0002-1605109695-16418-0_0
Workunit 1293832
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, 0:43:35 UTC
Server state Over
Outcome Success
Client state Done
Exit status 0 (0x00000000)
Computer ID 4439
Run time 1 hours 25 min 21 sec
CPU time 1 hours 24 min 9 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 2.52 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 18:17:59	                main:435]	:	INFO	:	Set logging level to 1
[2020-11-11 18:17:59	                main:441]	:	INFO	:	Running in BOINC Client mode
[2020-11-11 18:17:59	                main:444]	:	INFO	:	Resolving all filenames
[2020-11-11 18:17:59	                main:452]	:	INFO	:	Resolved: dataset.hdf5 => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-train-val-dataset.hdf5 (exists = 1)
[2020-11-11 18:17:59	                main:452]	:	INFO	:	Resolved: model.cfg => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-1605109695-16418-0_0_r1247864148_1 (exists = 0)
[2020-11-11 18:17:59	                main:452]	:	INFO	:	Resolved: model-final.pt => ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-1605109695-16418-0_0_r1247864148_0 (exists = 0)
[2020-11-11 18:17:59	                main:452]	:	INFO	:	Resolved: model-input.pt => model-input.pt (exists = 0)
[2020-11-11 18:17:59	                main:452]	:	INFO	:	Resolved: snapshot.pt => snapshot.pt (exists = 0)
[2020-11-11 18:17:59	                main:472]	:	INFO	:	Dataset filename: ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-train-val-dataset.hdf5
[2020-11-11 18:17:59	                main:474]	:	INFO	:	Configuration: 
[2020-11-11 18:17:59	                main:475]	:	INFO	:	    Model type: LSTM
[2020-11-11 18:17:59	                main:476]	:	INFO	:	    Validation Loss Threshold: 0.0001
[2020-11-11 18:17:59	                main:477]	:	INFO	:	    Max Epochs: 192
[2020-11-11 18:17:59	                main:478]	:	INFO	:	    Batch Size: 32
[2020-11-11 18:18:00	                main:479]	:	INFO	:	    Learning Rate: 0.001
[2020-11-11 18:18:00	                main:480]	:	INFO	:	    Patience: 10
[2020-11-11 18:18:00	                main:481]	:	INFO	:	    Hidden Width: 64
[2020-11-11 18:18:00	                main:482]	:	INFO	:	    # Recurrent Layers: 4
[2020-11-11 18:18:00	                main:483]	:	INFO	:	    # Backend Layers: 2
[2020-11-11 18:18:00	                main:484]	:	INFO	:	    # Threads: 1
[2020-11-11 18:18:00	                main:486]	:	INFO	:	Preparing Dataset
[2020-11-11 18:18:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-train-val-dataset.hdf5 into memory
[2020-11-11 18:18:00	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yt from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-train-val-dataset.hdf5 into memory
[2020-11-11 18:18:02	                load:106]	:	INFO	:	Successfully loaded dataset of 4096 examples into memory.
[2020-11-11 18:18:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Xv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-train-val-dataset.hdf5 into memory
[2020-11-11 18:18:02	load_hdf5_ds_into_tensor:28]	:	INFO	:	Loading Dataset /Yv from ../../projects/www.mlcathome.org_mlcathome/rand_automata_0002-train-val-dataset.hdf5 into memory
[2020-11-11 18:18:02	                load:106]	:	INFO	:	Successfully loaded dataset of 512 examples into memory.
[2020-11-11 18:18:02	                main:494]	:	INFO	:	Creating Model
[2020-11-11 18:18:02	                main:507]	:	INFO	:	Preparing config file
[2020-11-11 18:18:02	                main:519]	:	INFO	:	Creating new config file
[2020-11-11 18:18:03	                main:559]	:	INFO	:	Loading DataLoader into Memory
[2020-11-11 18:18:03	                main:562]	:	INFO	:	Starting Training
[2020-11-11 18:18:29	                main:574]	:	INFO	:	Epoch 1 | loss: 0.066306 | val_loss: 0.0657787 | Time: 26342.6 ms
[2020-11-11 18:18:55	                main:574]	:	INFO	:	Epoch 2 | loss: 0.0655079 | val_loss: 0.0646812 | Time: 25981.8 ms
[2020-11-11 18:19:21	                main:574]	:	INFO	:	Epoch 3 | loss: 0.0629294 | val_loss: 0.0612284 | Time: 26122.9 ms
[2020-11-11 18:19:47	                main:574]	:	INFO	:	Epoch 4 | loss: 0.0597255 | val_loss: 0.0582231 | Time: 26169.1 ms
[2020-11-11 18:20:13	                main:574]	:	INFO	:	Epoch 5 | loss: 0.0570496 | val_loss: 0.0562443 | Time: 25882.9 ms
[2020-11-11 18:20:39	                main:574]	:	INFO	:	Epoch 6 | loss: 0.055293 | val_loss: 0.0546873 | Time: 26153 ms
[2020-11-11 18:21:06	                main:574]	:	INFO	:	Epoch 7 | loss: 0.053967 | val_loss: 0.0533765 | Time: 26331.6 ms
[2020-11-11 18:21:32	                main:574]	:	INFO	:	Epoch 8 | loss: 0.0527517 | val_loss: 0.0523022 | Time: 26202 ms
[2020-11-11 18:21:59	                main:574]	:	INFO	:	Epoch 9 | loss: 0.0516045 | val_loss: 0.0512693 | Time: 26539.3 ms
[2020-11-11 18:22:24	                main:574]	:	INFO	:	Epoch 10 | loss: 0.0504708 | val_loss: 0.050208 | Time: 25820.5 ms
[2020-11-11 18:22:50	                main:574]	:	INFO	:	Epoch 11 | loss: 0.0492929 | val_loss: 0.048937 | Time: 25917.1 ms
[2020-11-11 18:23:16	                main:574]	:	INFO	:	Epoch 12 | loss: 0.0479292 | val_loss: 0.0476532 | Time: 25703.8 ms
[2020-11-11 18:23:42	                main:574]	:	INFO	:	Epoch 13 | loss: 0.0464301 | val_loss: 0.0460292 | Time: 25716.2 ms
[2020-11-11 18:24:08	                main:574]	:	INFO	:	Epoch 14 | loss: 0.0446892 | val_loss: 0.0444821 | Time: 26118.8 ms
[2020-11-11 18:24:34	                main:574]	:	INFO	:	Epoch 15 | loss: 0.0426287 | val_loss: 0.0423965 | Time: 26217 ms
[2020-11-11 18:25:00	                main:574]	:	INFO	:	Epoch 16 | loss: 0.0402665 | val_loss: 0.0404135 | Time: 26117 ms
[2020-11-11 18:25:26	                main:574]	:	INFO	:	Epoch 17 | loss: 0.0376585 | val_loss: 0.0383395 | Time: 25871.4 ms
[2020-11-11 18:25:52	                main:574]	:	INFO	:	Epoch 18 | loss: 0.0345373 | val_loss: 0.0353548 | Time: 26102.1 ms
[2020-11-11 18:26:19	                main:574]	:	INFO	:	Epoch 19 | loss: 0.0313198 | val_loss: 0.0310143 | Time: 26261.5 ms
[2020-11-11 18:26:44	                main:574]	:	INFO	:	Epoch 20 | loss: 0.0284335 | val_loss: 0.0291968 | Time: 25349.5 ms
[2020-11-11 18:27:10	                main:574]	:	INFO	:	Epoch 21 | loss: 0.0278236 | val_loss: 0.0406946 | Time: 25907.8 ms
[2020-11-11 18:27:36	                main:574]	:	INFO	:	Epoch 22 | loss: 0.0270188 | val_loss: 0.0318392 | Time: 26127.2 ms
[2020-11-11 18:28:02	                main:574]	:	INFO	:	Epoch 23 | loss: 0.0243912 | val_loss: 0.0220087 | Time: 26157.2 ms
[2020-11-11 18:28:28	                main:574]	:	INFO	:	Epoch 24 | loss: 0.0246757 | val_loss: 0.0228213 | Time: 26241.6 ms
[2020-11-11 18:28:54	                main:574]	:	INFO	:	Epoch 25 | loss: 0.0255186 | val_loss: 0.0200799 | Time: 25969 ms
[2020-11-11 18:29:21	                main:574]	:	INFO	:	Epoch 26 | loss: 0.0268599 | val_loss: 0.0392902 | Time: 26486.4 ms
[2020-11-11 18:29:47	                main:574]	:	INFO	:	Epoch 27 | loss: 0.0220384 | val_loss: 0.0206221 | Time: 26112.7 ms
[2020-11-11 18:30:13	                main:574]	:	INFO	:	Epoch 28 | loss: 0.0140049 | val_loss: 0.0130263 | Time: 26349.8 ms
[2020-11-11 18:30:40	                main:574]	:	INFO	:	Epoch 29 | loss: 0.011402 | val_loss: 0.012581 | Time: 26357.5 ms
[2020-11-11 18:31:06	                main:574]	:	INFO	:	Epoch 30 | loss: 0.01295 | val_loss: 0.0511099 | Time: 25772.3 ms
[2020-11-11 18:31:32	                main:574]	:	INFO	:	Epoch 31 | loss: 0.0545917 | val_loss: 0.0479504 | Time: 26157.4 ms
[2020-11-11 18:31:58	                main:574]	:	INFO	:	Epoch 32 | loss: 0.0346492 | val_loss: 0.0210791 | Time: 26164.8 ms
[2020-11-11 18:32:24	                main:574]	:	INFO	:	Epoch 33 | loss: 0.0166938 | val_loss: 0.0152167 | Time: 26013.1 ms
[2020-11-11 18:32:50	                main:574]	:	INFO	:	Epoch 34 | loss: 0.0122368 | val_loss: 0.0116771 | Time: 26073.2 ms
[2020-11-11 18:33:16	                main:574]	:	INFO	:	Epoch 35 | loss: 0.0121453 | val_loss: 0.0145203 | Time: 26215.7 ms
[2020-11-11 18:33:43	                main:574]	:	INFO	:	Epoch 36 | loss: 0.0102035 | val_loss: 0.0101174 | Time: 26630.7 ms
[2020-11-11 18:34:09	                main:574]	:	INFO	:	Epoch 37 | loss: 0.00899735 | val_loss: 0.00914696 | Time: 26510.6 ms
[2020-11-11 18:34:36	                main:574]	:	INFO	:	Epoch 38 | loss: 0.00833182 | val_loss: 0.00857781 | Time: 26220.8 ms
[2020-11-11 18:35:02	                main:574]	:	INFO	:	Epoch 39 | loss: 0.00801022 | val_loss: 0.00820239 | Time: 26177.6 ms
[2020-11-11 18:35:27	                main:574]	:	INFO	:	Epoch 40 | loss: 0.00761839 | val_loss: 0.00784003 | Time: 25519 ms
[2020-11-11 18:35:54	                main:574]	:	INFO	:	Epoch 41 | loss: 0.00732926 | val_loss: 0.00754468 | Time: 26750.5 ms
[2020-11-11 18:36:21	                main:574]	:	INFO	:	Epoch 42 | loss: 0.00707392 | val_loss: 0.00725301 | Time: 26463.7 ms
[2020-11-11 18:36:48	                main:574]	:	INFO	:	Epoch 43 | loss: 0.00683918 | val_loss: 0.00700514 | Time: 27283 ms
[2020-11-11 18:37:15	                main:574]	:	INFO	:	Epoch 44 | loss: 0.00665111 | val_loss: 0.00674951 | Time: 27128.5 ms
[2020-11-11 18:37:42	                main:574]	:	INFO	:	Epoch 45 | loss: 0.00637349 | val_loss: 0.00647804 | Time: 27261.6 ms
[2020-11-11 18:38:10	                main:574]	:	INFO	:	Epoch 46 | loss: 0.00615361 | val_loss: 0.00624552 | Time: 27849.9 ms
[2020-11-11 18:38:39	                main:574]	:	INFO	:	Epoch 47 | loss: 0.00594202 | val_loss: 0.00600359 | Time: 28488.2 ms
[2020-11-11 18:39:07	                main:574]	:	INFO	:	Epoch 48 | loss: 0.00573776 | val_loss: 0.00579281 | Time: 28002.7 ms
[2020-11-11 18:39:33	                main:574]	:	INFO	:	Epoch 49 | loss: 0.0055385 | val_loss: 0.00557673 | Time: 25811.6 ms
[2020-11-11 18:39:58	                main:574]	:	INFO	:	Epoch 50 | loss: 0.0053422 | val_loss: 0.00537198 | Time: 25634.7 ms
[2020-11-11 18:40:25	                main:574]	:	INFO	:	Epoch 51 | loss: 0.00515224 | val_loss: 0.0051741 | Time: 26574.2 ms
[2020-11-11 18:40:51	                main:574]	:	INFO	:	Epoch 52 | loss: 0.00496123 | val_loss: 0.00497597 | Time: 26072.9 ms
[2020-11-11 18:41:17	                main:574]	:	INFO	:	Epoch 53 | loss: 0.0047762 | val_loss: 0.00478918 | Time: 25970.4 ms
[2020-11-11 18:41:42	                main:574]	:	INFO	:	Epoch 54 | loss: 0.00459502 | val_loss: 0.0046001 | Time: 25402.4 ms
[2020-11-11 18:42:08	                main:574]	:	INFO	:	Epoch 55 | loss: 0.00441799 | val_loss: 0.00441546 | Time: 25714.4 ms
[2020-11-11 18:42:34	                main:574]	:	INFO	:	Epoch 56 | loss: 0.00424392 | val_loss: 0.00424234 | Time: 25376.4 ms
[2020-11-11 18:42:59	                main:574]	:	INFO	:	Epoch 57 | loss: 0.00411572 | val_loss: 0.00491803 | Time: 25014.9 ms
[2020-11-11 18:43:25	                main:574]	:	INFO	:	Epoch 58 | loss: 0.00400708 | val_loss: 0.00391249 | Time: 26179.8 ms
[2020-11-11 18:43:53	                main:574]	:	INFO	:	Epoch 59 | loss: 0.00375299 | val_loss: 0.00374408 | Time: 28014.9 ms
[2020-11-11 18:44:19	                main:574]	:	INFO	:	Epoch 60 | loss: 0.00359379 | val_loss: 0.00358527 | Time: 26533.5 ms
[2020-11-11 18:44:48	                main:574]	:	INFO	:	Epoch 61 | loss: 0.00344136 | val_loss: 0.00342807 | Time: 28783 ms
[2020-11-11 18:45:14	                main:574]	:	INFO	:	Epoch 62 | loss: 0.0032932 | val_loss: 0.0032811 | Time: 26063.7 ms
[2020-11-11 18:45:40	                main:574]	:	INFO	:	Epoch 63 | loss: 0.00314984 | val_loss: 0.00313807 | Time: 25279.4 ms
[2020-11-11 18:46:07	                main:574]	:	INFO	:	Epoch 64 | loss: 0.00301267 | val_loss: 0.00300175 | Time: 27332.3 ms
[2020-11-11 18:46:33	                main:574]	:	INFO	:	Epoch 65 | loss: 0.00287596 | val_loss: 0.00286532 | Time: 26558 ms
[2020-11-11 18:47:00	                main:574]	:	INFO	:	Epoch 66 | loss: 0.00274709 | val_loss: 0.00274043 | Time: 26293 ms
[2020-11-11 18:47:26	                main:574]	:	INFO	:	Epoch 67 | loss: 0.00262326 | val_loss: 0.00261835 | Time: 26428.8 ms
[2020-11-11 18:47:52	                main:574]	:	INFO	:	Epoch 68 | loss: 0.00250234 | val_loss: 0.00249207 | Time: 26158.2 ms
[2020-11-11 18:48:18	                main:574]	:	INFO	:	Epoch 69 | loss: 0.00238552 | val_loss: 0.00237901 | Time: 25995.3 ms
[2020-11-11 18:48:45	                main:574]	:	INFO	:	Epoch 70 | loss: 0.00227469 | val_loss: 0.00227259 | Time: 26714.8 ms
[2020-11-11 18:49:12	                main:574]	:	INFO	:	Epoch 71 | loss: 0.00216676 | val_loss: 0.00215913 | Time: 26676 ms
[2020-11-11 18:49:38	                main:574]	:	INFO	:	Epoch 72 | loss: 0.00206503 | val_loss: 0.00205832 | Time: 26632.3 ms
[2020-11-11 18:50:05	                main:574]	:	INFO	:	Epoch 73 | loss: 0.00196564 | val_loss: 0.00196066 | Time: 26595.6 ms
[2020-11-11 18:50:32	                main:574]	:	INFO	:	Epoch 74 | loss: 0.00187164 | val_loss: 0.00186627 | Time: 26680.8 ms
[2020-11-11 18:50:58	                main:574]	:	INFO	:	Epoch 75 | loss: 0.00178176 | val_loss: 0.0017763 | Time: 26699.4 ms
[2020-11-11 18:51:25	                main:574]	:	INFO	:	Epoch 76 | loss: 0.00169424 | val_loss: 0.00168876 | Time: 26508 ms
[2020-11-11 18:51:52	                main:574]	:	INFO	:	Epoch 77 | loss: 0.00161256 | val_loss: 0.00160783 | Time: 26981.8 ms
[2020-11-11 18:52:19	                main:574]	:	INFO	:	Epoch 78 | loss: 0.00153324 | val_loss: 0.00152622 | Time: 26537.9 ms
[2020-11-11 18:52:45	                main:574]	:	INFO	:	Epoch 79 | loss: 0.00145771 | val_loss: 0.00145509 | Time: 26717.3 ms
[2020-11-11 18:53:12	                main:574]	:	INFO	:	Epoch 80 | loss: 0.00138605 | val_loss: 0.00138284 | Time: 26482.6 ms
[2020-11-11 18:53:39	                main:574]	:	INFO	:	Epoch 81 | loss: 0.00131762 | val_loss: 0.00131662 | Time: 26891.4 ms
[2020-11-11 18:54:05	                main:574]	:	INFO	:	Epoch 82 | loss: 0.00125273 | val_loss: 0.0012481 | Time: 26531.6 ms
[2020-11-11 18:54:32	                main:574]	:	INFO	:	Epoch 83 | loss: 0.00119015 | val_loss: 0.00118791 | Time: 27154 ms
[2020-11-11 18:54:59	                main:574]	:	INFO	:	Epoch 84 | loss: 0.00113149 | val_loss: 0.00112854 | Time: 26554.9 ms
[2020-11-11 18:55:26	                main:574]	:	INFO	:	Epoch 85 | loss: 0.00107506 | val_loss: 0.00107199 | Time: 27154.4 ms
[2020-11-11 18:55:53	                main:574]	:	INFO	:	Epoch 86 | loss: 0.00102187 | val_loss: 0.00101852 | Time: 26994.4 ms
[2020-11-11 18:56:20	                main:574]	:	INFO	:	Epoch 87 | loss: 0.000970696 | val_loss: 0.000968425 | Time: 26747.8 ms
[2020-11-11 18:56:47	                main:574]	:	INFO	:	Epoch 88 | loss: 0.000922878 | val_loss: 0.00092139 | Time: 26755.3 ms
[2020-11-11 18:57:14	                main:574]	:	INFO	:	Epoch 89 | loss: 0.000877669 | val_loss: 0.000874908 | Time: 26966.3 ms
[2020-11-11 18:57:40	                main:574]	:	INFO	:	Epoch 90 | loss: 0.00083474 | val_loss: 0.000834242 | Time: 26588.1 ms
[2020-11-11 18:58:07	                main:574]	:	INFO	:	Epoch 91 | loss: 0.000792461 | val_loss: 0.000791114 | Time: 26849.7 ms
[2020-11-11 18:58:34	                main:574]	:	INFO	:	Epoch 92 | loss: 0.000753746 | val_loss: 0.000752076 | Time: 26652.9 ms
[2020-11-11 18:59:01	                main:574]	:	INFO	:	Epoch 93 | loss: 0.000717241 | val_loss: 0.000713765 | Time: 26677.2 ms
[2020-11-11 18:59:27	                main:574]	:	INFO	:	Epoch 94 | loss: 0.000681342 | val_loss: 0.000679642 | Time: 26739 ms
[2020-11-11 18:59:55	                main:574]	:	INFO	:	Epoch 95 | loss: 0.000648203 | val_loss: 0.000647032 | Time: 28113 ms
[2020-11-11 19:00:23	                main:574]	:	INFO	:	Epoch 96 | loss: 0.000616328 | val_loss: 0.000615306 | Time: 27298 ms
[2020-11-11 19:00:50	                main:574]	:	INFO	:	Epoch 97 | loss: 0.000585708 | val_loss: 0.000584644 | Time: 27284.7 ms
[2020-11-11 19:01:17	                main:574]	:	INFO	:	Epoch 98 | loss: 0.000556846 | val_loss: 0.000555624 | Time: 27391.5 ms
[2020-11-11 19:01:45	                main:574]	:	INFO	:	Epoch 99 | loss: 0.000529406 | val_loss: 0.000529763 | Time: 27740.9 ms
[2020-11-11 19:02:12	                main:574]	:	INFO	:	Epoch 100 | loss: 0.000504621 | val_loss: 0.000502273 | Time: 27228.4 ms
[2020-11-11 19:02:40	                main:574]	:	INFO	:	Epoch 101 | loss: 0.000479711 | val_loss: 0.000476679 | Time: 27024 ms
[2020-11-11 19:03:07	                main:574]	:	INFO	:	Epoch 102 | loss: 0.000456621 | val_loss: 0.000455127 | Time: 27511.2 ms
[2020-11-11 19:03:34	                main:574]	:	INFO	:	Epoch 103 | loss: 0.00043457 | val_loss: 0.000433957 | Time: 27441.4 ms
[2020-11-11 19:04:02	                main:574]	:	INFO	:	Epoch 104 | loss: 0.000412811 | val_loss: 0.000411859 | Time: 27564.8 ms
[2020-11-11 19:04:29	                main:574]	:	INFO	:	Epoch 105 | loss: 0.000393032 | val_loss: 0.000391734 | Time: 27024.8 ms
[2020-11-11 19:04:56	                main:574]	:	INFO	:	Epoch 106 | loss: 0.000374603 | val_loss: 0.000373715 | Time: 27064.2 ms
[2020-11-11 19:05:23	                main:574]	:	INFO	:	Epoch 107 | loss: 0.000356956 | val_loss: 0.00036226 | Time: 26947.3 ms
[2020-11-11 19:05:50	                main:574]	:	INFO	:	Epoch 108 | loss: 0.000339446 | val_loss: 0.000338176 | Time: 26755.1 ms
[2020-11-11 19:06:17	                main:574]	:	INFO	:	Epoch 109 | loss: 0.000324651 | val_loss: 0.000326511 | Time: 26786.7 ms
[2020-11-11 19:06:43	                main:574]	:	INFO	:	Epoch 110 | loss: 0.00030907 | val_loss: 0.000306355 | Time: 26703 ms
[2020-11-11 19:07:10	                main:574]	:	INFO	:	Epoch 111 | loss: 0.000294462 | val_loss: 0.000293447 | Time: 26862.1 ms
[2020-11-11 19:07:38	                main:574]	:	INFO	:	Epoch 112 | loss: 0.000280459 | val_loss: 0.00028127 | Time: 27271.5 ms
[2020-11-11 19:08:05	                main:574]	:	INFO	:	Epoch 113 | loss: 0.000268261 | val_loss: 0.000267313 | Time: 27660.5 ms
[2020-11-11 19:08:32	                main:574]	:	INFO	:	Epoch 114 | loss: 0.000255981 | val_loss: 0.000256121 | Time: 26738.6 ms
[2020-11-11 19:08:59	                main:574]	:	INFO	:	Epoch 115 | loss: 0.000244966 | val_loss: 0.000244694 | Time: 26752.8 ms
[2020-11-11 19:09:26	                main:574]	:	INFO	:	Epoch 116 | loss: 0.000234262 | val_loss: 0.000233917 | Time: 27351 ms
[2020-11-11 19:09:54	                main:574]	:	INFO	:	Epoch 117 | loss: 0.00022385 | val_loss: 0.000227471 | Time: 27425 ms
[2020-11-11 19:10:21	                main:574]	:	INFO	:	Epoch 118 | loss: 0.000214313 | val_loss: 0.00021487 | Time: 27109.8 ms
[2020-11-11 19:10:48	                main:574]	:	INFO	:	Epoch 119 | loss: 0.000204871 | val_loss: 0.000204427 | Time: 27084.8 ms
[2020-11-11 19:11:16	                main:574]	:	INFO	:	Epoch 120 | loss: 0.000196686 | val_loss: 0.0001985 | Time: 27703.3 ms
[2020-11-11 19:11:43	                main:574]	:	INFO	:	Epoch 121 | loss: 0.000188592 | val_loss: 0.000189698 | Time: 27122.2 ms
[2020-11-11 19:12:10	                main:574]	:	INFO	:	Epoch 122 | loss: 0.000180734 | val_loss: 0.000179865 | Time: 27082.2 ms
[2020-11-11 19:12:37	                main:574]	:	INFO	:	Epoch 123 | loss: 0.000173003 | val_loss: 0.000173438 | Time: 27166.7 ms
[2020-11-11 19:13:04	                main:574]	:	INFO	:	Epoch 124 | loss: 0.000165992 | val_loss: 0.000167829 | Time: 26551.8 ms
[2020-11-11 19:13:31	                main:574]	:	INFO	:	Epoch 125 | loss: 0.000158737 | val_loss: 0.000163595 | Time: 26937.1 ms
[2020-11-11 19:13:58	                main:574]	:	INFO	:	Epoch 126 | loss: 0.000153485 | val_loss: 0.000153941 | Time: 27141.6 ms
[2020-11-11 19:14:25	                main:574]	:	INFO	:	Epoch 127 | loss: 0.000147415 | val_loss: 0.000148385 | Time: 27362.4 ms
[2020-11-11 19:14:53	                main:574]	:	INFO	:	Epoch 128 | loss: 0.000141881 | val_loss: 0.000144283 | Time: 27949.2 ms
[2020-11-11 19:15:20	                main:574]	:	INFO	:	Epoch 129 | loss: 0.00013681 | val_loss: 0.000136405 | Time: 27311.9 ms
[2020-11-11 19:15:48	                main:574]	:	INFO	:	Epoch 130 | loss: 0.000130626 | val_loss: 0.000130923 | Time: 27139.1 ms
[2020-11-11 19:16:15	                main:574]	:	INFO	:	Epoch 131 | loss: 0.000126049 | val_loss: 0.000126346 | Time: 26962.8 ms
[2020-11-11 19:16:42	                main:574]	:	INFO	:	Epoch 132 | loss: 0.000121693 | val_loss: 0.000122546 | Time: 27028.5 ms
[2020-11-11 19:17:09	                main:574]	:	INFO	:	Epoch 133 | loss: 0.000117243 | val_loss: 0.000118789 | Time: 27164.8 ms
[2020-11-11 19:17:36	                main:574]	:	INFO	:	Epoch 134 | loss: 0.000114109 | val_loss: 0.0001149 | Time: 27032.1 ms
[2020-11-11 19:18:03	                main:574]	:	INFO	:	Epoch 135 | loss: 0.000109505 | val_loss: 0.000111295 | Time: 27037.3 ms
[2020-11-11 19:18:30	                main:574]	:	INFO	:	Epoch 136 | loss: 0.000106093 | val_loss: 0.000108255 | Time: 27240.5 ms
[2020-11-11 19:18:59	                main:574]	:	INFO	:	Epoch 137 | loss: 0.000102757 | val_loss: 0.00010269 | Time: 28917.8 ms
[2020-11-11 19:19:25	                main:574]	:	INFO	:	Epoch 138 | loss: 9.91563e-05 | val_loss: 9.99144e-05 | Time: 26315.2 ms
[2020-11-11 19:19:55	                main:574]	:	INFO	:	Epoch 139 | loss: 9.56143e-05 | val_loss: 9.558e-05 | Time: 30049.8 ms
[2020-11-11 19:20:21	                main:574]	:	INFO	:	Epoch 140 | loss: 9.24218e-05 | val_loss: 9.33043e-05 | Time: 25952.7 ms
[2020-11-11 19:20:49	                main:574]	:	INFO	:	Epoch 141 | loss: 9.01169e-05 | val_loss: 9.0097e-05 | Time: 27173.1 ms
[2020-11-11 19:21:15	                main:574]	:	INFO	:	Epoch 142 | loss: 8.69624e-05 | val_loss: 8.82061e-05 | Time: 26540.8 ms
[2020-11-11 19:21:42	                main:574]	:	INFO	:	Epoch 143 | loss: 8.43078e-05 | val_loss: 8.46942e-05 | Time: 26488 ms
[2020-11-11 19:22:08	                main:574]	:	INFO	:	Epoch 144 | loss: 8.20941e-05 | val_loss: 8.27315e-05 | Time: 26637.6 ms
[2020-11-11 19:22:36	                main:574]	:	INFO	:	Epoch 145 | loss: 7.93824e-05 | val_loss: 8.20119e-05 | Time: 27674 ms
[2020-11-11 19:23:03	                main:574]	:	INFO	:	Epoch 146 | loss: 7.7901e-05 | val_loss: 7.91836e-05 | Time: 26874.7 ms
[2020-11-11 19:23:29	                main:574]	:	INFO	:	Epoch 147 | loss: 7.56423e-05 | val_loss: 7.45365e-05 | Time: 25741.5 ms
[2020-11-11 19:23:54	                main:574]	:	INFO	:	Epoch 148 | loss: 7.34435e-05 | val_loss: 7.38741e-05 | Time: 25335.6 ms
[2020-11-11 19:24:24	                main:574]	:	INFO	:	Epoch 149 | loss: 7.16826e-05 | val_loss: 7.18777e-05 | Time: 30114 ms
[2020-11-11 19:24:51	                main:574]	:	INFO	:	Epoch 150 | loss: 6.93551e-05 | val_loss: 7.09086e-05 | Time: 27021.4 ms
[2020-11-11 19:25:18	                main:574]	:	INFO	:	Epoch 151 | loss: 6.74088e-05 | val_loss: 6.815e-05 | Time: 26910 ms
[2020-11-11 19:25:44	                main:574]	:	INFO	:	Epoch 152 | loss: 6.57105e-05 | val_loss: 6.8089e-05 | Time: 25706.4 ms
[2020-11-11 19:26:09	                main:574]	:	INFO	:	Epoch 153 | loss: 6.4907e-05 | val_loss: 6.66389e-05 | Time: 25440.8 ms
[2020-11-11 19:26:35	                main:574]	:	INFO	:	Epoch 154 | loss: 6.27607e-05 | val_loss: 6.51564e-05 | Time: 25960.3 ms
[2020-11-11 19:27:01	                main:574]	:	INFO	:	Epoch 155 | loss: 6.0937e-05 | val_loss: 6.1415e-05 | Time: 25588.2 ms
[2020-11-11 19:27:27	                main:574]	:	INFO	:	Epoch 156 | loss: 5.99176e-05 | val_loss: 6.27606e-05 | Time: 26244.3 ms
[2020-11-11 19:27:52	                main:574]	:	INFO	:	Epoch 157 | loss: 5.83736e-05 | val_loss: 5.87913e-05 | Time: 25338.1 ms
[2020-11-11 19:28:18	                main:574]	:	INFO	:	Epoch 158 | loss: 5.72659e-05 | val_loss: 5.59254e-05 | Time: 25845.7 ms
[2020-11-11 19:28:44	                main:574]	:	INFO	:	Epoch 159 | loss: 5.57981e-05 | val_loss: 5.68162e-05 | Time: 25660.1 ms
[2020-11-11 19:29:10	                main:574]	:	INFO	:	Epoch 160 | loss: 5.49913e-05 | val_loss: 5.58469e-05 | Time: 25920.1 ms
[2020-11-11 19:29:37	                main:574]	:	INFO	:	Epoch 161 | loss: 5.33304e-05 | val_loss: 5.59967e-05 | Time: 27503.9 ms
[2020-11-11 19:30:03	                main:574]	:	INFO	:	Epoch 162 | loss: 5.211e-05 | val_loss: 5.17505e-05 | Time: 25519.8 ms
[2020-11-11 19:30:29	                main:574]	:	INFO	:	Epoch 163 | loss: 5.13277e-05 | val_loss: 5.25167e-05 | Time: 26246.2 ms
[2020-11-11 19:30:56	                main:574]	:	INFO	:	Epoch 164 | loss: 4.98719e-05 | val_loss: 5.06398e-05 | Time: 26727 ms
[2020-11-11 19:31:22	                main:574]	:	INFO	:	Epoch 165 | loss: 4.89631e-05 | val_loss: 4.86526e-05 | Time: 25764.8 ms
[2020-11-11 19:31:47	                main:574]	:	INFO	:	Epoch 166 | loss: 4.80564e-05 | val_loss: 4.75273e-05 | Time: 25381.9 ms
[2020-11-11 19:32:13	                main:574]	:	INFO	:	Epoch 167 | loss: 4.67802e-05 | val_loss: 4.86297e-05 | Time: 25494.8 ms
[2020-11-11 19:32:38	                main:574]	:	INFO	:	Epoch 168 | loss: 4.65939e-05 | val_loss: 4.85369e-05 | Time: 25663.4 ms
[2020-11-11 19:33:04	                main:574]	:	INFO	:	Epoch 169 | loss: 4.52966e-05 | val_loss: 4.80953e-05 | Time: 25717.7 ms
[2020-11-11 19:33:30	                main:574]	:	INFO	:	Epoch 170 | loss: 4.43582e-05 | val_loss: 4.68089e-05 | Time: 25803.2 ms
[2020-11-11 19:33:56	                main:574]	:	INFO	:	Epoch 171 | loss: 4.39794e-05 | val_loss: 4.49498e-05 | Time: 26033.4 ms
[2020-11-11 19:34:23	                main:574]	:	INFO	:	Epoch 172 | loss: 4.30672e-05 | val_loss: 4.29404e-05 | Time: 26959.7 ms
[2020-11-11 19:34:51	                main:574]	:	INFO	:	Epoch 173 | loss: 4.16417e-05 | val_loss: 4.33405e-05 | Time: 27568.9 ms
[2020-11-11 19:35:16	                main:574]	:	INFO	:	Epoch 174 | loss: 4.16062e-05 | val_loss: 4.2561e-05 | Time: 25184.3 ms
[2020-11-11 19:35:41	                main:574]	:	INFO	:	Epoch 175 | loss: 4.06278e-05 | val_loss: 4.05907e-05 | Time: 25296.4 ms
[2020-11-11 19:36:07	                main:574]	:	INFO	:	Epoch 176 | loss: 4.02283e-05 | val_loss: 4.03214e-05 | Time: 25613.5 ms
[2020-11-11 19:36:33	                main:574]	:	INFO	:	Epoch 177 | loss: 3.90119e-05 | val_loss: 3.82967e-05 | Time: 26134.9 ms
[2020-11-11 19:36:59	                main:574]	:	INFO	:	Epoch 178 | loss: 3.84301e-05 | val_loss: 3.90896e-05 | Time: 25796 ms
[2020-11-11 19:37:24	                main:574]	:	INFO	:	Epoch 179 | loss: 3.82558e-05 | val_loss: 3.73746e-05 | Time: 25196.1 ms
[2020-11-11 19:37:53	                main:574]	:	INFO	:	Epoch 180 | loss: 3.70034e-05 | val_loss: 3.79562e-05 | Time: 29493.1 ms
[2020-11-11 19:38:22	                main:574]	:	INFO	:	Epoch 181 | loss: 3.73995e-05 | val_loss: 3.75468e-05 | Time: 28387.4 ms
[2020-11-11 19:38:50	                main:574]	:	INFO	:	Epoch 182 | loss: 3.64153e-05 | val_loss: 3.7447e-05 | Time: 27925.1 ms
[2020-11-11 19:39:16	                main:574]	:	INFO	:	Epoch 183 | loss: 3.55262e-05 | val_loss: 3.51462e-05 | Time: 25861.6 ms
[2020-11-11 19:39:43	                main:574]	:	INFO	:	Epoch 184 | loss: 3.45632e-05 | val_loss: 3.56336e-05 | Time: 27244 ms
[2020-11-11 19:40:09	                main:574]	:	INFO	:	Epoch 185 | loss: 3.44283e-05 | val_loss: 3.42377e-05 | Time: 26405.6 ms
[2020-11-11 19:40:35	                main:574]	:	INFO	:	Epoch 186 | loss: 3.39797e-05 | val_loss: 3.43479e-05 | Time: 25452.2 ms
[2020-11-11 19:41:01	                main:574]	:	INFO	:	Epoch 187 | loss: 3.35001e-05 | val_loss: 3.29433e-05 | Time: 25947.1 ms
[2020-11-11 19:41:27	                main:574]	:	INFO	:	Epoch 188 | loss: 3.26098e-05 | val_loss: 3.33068e-05 | Time: 25809.8 ms
[2020-11-11 19:41:53	                main:574]	:	INFO	:	Epoch 189 | loss: 3.28671e-05 | val_loss: 3.28087e-05 | Time: 26453.6 ms
[2020-11-11 19:42:20	                main:574]	:	INFO	:	Epoch 190 | loss: 3.23323e-05 | val_loss: 3.25827e-05 | Time: 27396 ms
[2020-11-11 19:42:48	                main:574]	:	INFO	:	Epoch 191 | loss: 3.15032e-05 | val_loss: 3.41652e-05 | Time: 27039.5 ms
[2020-11-11 19:43:13	                main:574]	:	INFO	:	Epoch 192 | loss: 3.08421e-05 | val_loss: 3.27938e-05 | Time: 25497.7 ms
[2020-11-11 19:43:13	                main:597]	:	INFO	:	Saving trained model to model-final.pt, val_loss 3.27938e-05
[2020-11-11 19:43:13	                main:603]	:	INFO	:	Saving end state to config to file
[2020-11-11 19:43:13	                main:608]	:	INFO	:	Success, exiting..
19:43:13 (2340): 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)